['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -5.72863676761 max(chi) is 4.27211836106 max(chi ** 2) is 32.8172792152 total(chi ** 2) is 1142.5348015 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -5.30138679757 max(chi) is 4.51863654686 max(chi ** 2) is 28.1047019774 total(chi ** 2) is 856.76524609 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -6.29268905847 max(chi) is 3.36110443008 max(chi ** 2) is 39.5979355865 total(chi ** 2) is 445.773778973 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -5.30999497094 max(chi) is 4.4961813417 max(chi ** 2) is 28.1960465914 total(chi ** 2) is 853.608150346 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -7.04116616525 max(chi) is 2.31520943548 max(chi ** 2) is 49.5780209667 total(chi ** 2) is 375.006736001 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -4.90701439231 max(chi) is 7.64554585824 max(chi ** 2) is 58.4543714704 total(chi ** 2) is 1102.8041565 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -4.40922936295 max(chi) is 6.39654431219 max(chi ** 2) is 40.9157791378 total(chi ** 2) is 714.890006687 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -2.73203010179 max(chi) is 4.47820265054 max(chi ** 2) is 20.0542989793 total(chi ** 2) is 369.712081941 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -3.45671028578 max(chi) is 2.29008500075 max(chi ** 2) is 11.9488459998 total(chi ** 2) is 363.107935131 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -1.95415767502 max(chi) is 2.9089426545 max(chi ** 2) is 8.46194736715 total(chi ** 2) is 129.381348481 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.32272457502 max(chi) is 11.7414224926 max(chi ** 2) is 137.86100215 total(chi ** 2) is 1766.95522337 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.04962781677 max(chi) is 8.03501913694 max(chi ** 2) is 64.5615325309 total(chi ** 2) is 838.13102042 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -5.9029083713 max(chi) is 6.77159289627 max(chi ** 2) is 45.8544703528 total(chi ** 2) is 704.604330435 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -2.64974083388 max(chi) is 2.93818015829 max(chi ** 2) is 8.63290264255 total(chi ** 2) is 314.5566078 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.29971906806 max(chi) is 3.48840119781 max(chi ** 2) is 12.1689429169 total(chi ** 2) is 255.279535523 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -3.70994747098 max(chi) is 11.7250805082 max(chi ** 2) is 137.477512923 total(chi ** 2) is 2108.8655525 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -4.75143403575 max(chi) is 7.29395678423 max(chi ** 2) is 53.2018055703 total(chi ** 2) is 813.580905678 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -4.57731106578 max(chi) is 5.62054144608 max(chi ** 2) is 31.5904861471 total(chi ** 2) is 523.539837795 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -3.30362146814 max(chi) is 3.09170614191 max(chi ** 2) is 10.9139148048 total(chi ** 2) is 367.507062846 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -1.81884469532 max(chi) is 2.79950102035 max(chi ** 2) is 7.83720596295 total(chi ** 2) is 184.920299605 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -4.86164101912 max(chi) is 9.98032054135 max(chi ** 2) is 99.6067981082 total(chi ** 2) is 1488.62103378 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -4.85326875508 max(chi) is 5.51289439493 max(chi ** 2) is 30.3920046097 total(chi ** 2) is 734.354333025 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -2.62524069715 max(chi) is 4.69582998101 max(chi ** 2) is 22.0508192105 total(chi ** 2) is 413.630066607 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -3.54210717751 max(chi) is 2.74706413101 max(chi ** 2) is 12.546523257 total(chi ** 2) is 486.088745428 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.05326240207 max(chi) is 2.91120555091 max(chi ** 2) is 8.47511775964 total(chi ** 2) is 247.412021601 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -2.99616611556 max(chi) is 10.4495209632 max(chi ** 2) is 109.19248836 total(chi ** 2) is 1313.26650967 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -2.49714927135 max(chi) is 3.05081629647 max(chi ** 2) is 9.30748007478 total(chi ** 2) is 331.988049316 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.24756142756 max(chi) is 2.45404942719 max(chi ** 2) is 6.02235859111 total(chi ** 2) is 260.449526891 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.01960981258 max(chi) is 2.63665437779 max(chi ** 2) is 6.95194630791 total(chi ** 2) is 254.067031185 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -1.80518455223 max(chi) is 2.6523132977 max(chi ** 2) is 7.03476582918 total(chi ** 2) is 181.90505011 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -4.44917387342 max(chi) is 9.41023888253 max(chi ** 2) is 88.5525958262 total(chi ** 2) is 1207.45885347 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -4.01670578716 max(chi) is 8.67939701905 max(chi ** 2) is 75.3319326143 total(chi ** 2) is 914.666312758 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -3.74923212021 max(chi) is 6.97623492405 max(chi ** 2) is 48.6678537156 total(chi ** 2) is 647.682510185 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -2.75332679538 max(chi) is 2.59564166255 max(chi ** 2) is 7.58080844218 total(chi ** 2) is 288.14949375 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.26306504038 max(chi) is 2.92951469075 max(chi ** 2) is 8.58205632329 total(chi ** 2) is 206.802077325 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -4.63214353006 max(chi) is 7.46535821226 max(chi ** 2) is 55.7315732374 total(chi ** 2) is 1085.42723512 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -4.14465663118 max(chi) is 7.08145866662 max(chi ** 2) is 50.1470568471 total(chi ** 2) is 713.397287753 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -2.51639958531 max(chi) is 5.01503842801 max(chi ** 2) is 25.1506104344 total(chi ** 2) is 304.54739791 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -3.91294431813 max(chi) is 2.984135184 max(chi ** 2) is 15.3111332368 total(chi ** 2) is 468.542750412 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.08418473119 max(chi) is 3.28891837849 max(chi ** 2) is 10.8169841004 total(chi ** 2) is 197.412768178 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -3.62837948832 max(chi) is 11.8445321821 max(chi ** 2) is 140.292942612 total(chi ** 2) is 2215.07273324 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -5.8086410039 max(chi) is 9.48232539576 max(chi ** 2) is 89.914494911 total(chi ** 2) is 1085.94216227 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -5.25789363811 max(chi) is 7.45347598001 max(chi ** 2) is 55.5543041846 total(chi ** 2) is 861.830979414 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -4.53812828373 max(chi) is 3.11526542122 max(chi ** 2) is 20.5946083195 total(chi ** 2) is 322.61246414 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -2.49519813028 max(chi) is 1.95115570693 max(chi ** 2) is 6.22601370934 total(chi ** 2) is 194.294696999 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.23674170164 max(chi) is 5.1275412874 max(chi ** 2) is 26.291679654 total(chi ** 2) is 369.037160571 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.00538158793 max(chi) is 2.91584669408 max(chi ** 2) is 8.50216194339 total(chi ** 2) is 161.277510059 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.56199415007 max(chi) is 2.17987555699 max(chi ** 2) is 4.75185744398 total(chi ** 2) is 88.2268078185 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.49110106005 max(chi) is 1.39138078153 max(chi ** 2) is 2.22338237129 total(chi ** 2) is 77.7907677278 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.728968170624 max(chi) is 0.835114901963 max(chi ** 2) is 0.69741689948 total(chi ** 2) is 20.434907046 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.02689813049 max(chi) is 1.16489866645 max(chi ** 2) is 4.10831603137 total(chi ** 2) is 107.191873205 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -1.93883281501 max(chi) is 1.25296049636 max(chi ** 2) is 3.75907268457 total(chi ** 2) is 95.0506596072 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.41762025108 max(chi) is 1.49292618219 max(chi ** 2) is 2.22882858548 total(chi ** 2) is 79.7263361497 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -1.97290211099 max(chi) is 1.08824467539 max(chi ** 2) is 3.89234273954 total(chi ** 2) is 89.7312209381 roaming free PSF ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -7.05062986782 max(chi) is 5.257991829 max(chi ** 2) is 49.711381533 total(chi ** 2) is 1730.70360464 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.52478375086 max(chi) is 5.56139882691 max(chi ** 2) is 42.5728029954 total(chi ** 2) is 1297.82191124 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.74484807196 max(chi) is 4.13674391394 max(chi ** 2) is 59.9826716577 total(chi ** 2) is 675.254955131 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -6.53537842577 max(chi) is 5.53376165133 max(chi ** 2) is 42.711171168 total(chi ** 2) is 1293.03956502 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -8.66605066492 max(chi) is 2.84948853598 max(chi ** 2) is 75.100434127 total(chi ** 2) is 568.057540924 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -6.03940232899 max(chi) is 9.40990259475 max(chi ** 2) is 88.5462668427 total(chi ** 2) is 1670.51990571 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.42674383132 max(chi) is 7.87266992269 max(chi ** 2) is 61.9789317116 total(chi ** 2) is 1082.91030599 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.36249858682 max(chi) is 5.51163403143 max(chi ** 2) is 30.3781096964 total(chi ** 2) is 560.03723655 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -4.25441265942 max(chi) is 2.81856615477 max(chi ** 2) is 18.1000270766 total(chi ** 2) is 550.033321855 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.40511713848 max(chi) is 3.58023711323 max(chi ** 2) is 12.8180977869 total(chi ** 2) is 195.985947995 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -5.32027640002 max(chi) is 14.4509815294 max(chi ** 2) is 208.830867163 total(chi ** 2) is 2676.57122594 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -6.21492654372 max(chi) is 9.88925432238 max(chi ** 2) is 97.7973510528 total(chi ** 2) is 1269.59491851 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -7.26511799545 max(chi) is 8.33426818002 max(chi ** 2) is 69.4600260966 total(chi ** 2) is 1067.32963664 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -3.26121948786 max(chi) is 3.61622173328 max(chi ** 2) is 13.0770596242 total(chi ** 2) is 476.488115958 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.83042346838 max(chi) is 4.29341685884 max(chi ** 2) is 18.4334283238 total(chi ** 2) is 386.695627774 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.56608919505 max(chi) is 14.4308683177 max(chi ** 2) is 208.249960404 total(chi ** 2) is 3194.49456473 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.84791881323 max(chi) is 8.97717758059 max(chi ** 2) is 80.5897173135 total(chi ** 2) is 1232.40657902 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.63361361942 max(chi) is 6.9175894721 max(chi ** 2) is 47.8530441045 total(chi ** 2) is 793.054428849 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -4.0659956531 max(chi) is 3.80517679005 max(chi ** 2) is 16.532320651 total(chi ** 2) is 556.697089281 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.23857808655 max(chi) is 3.44553971735 max(chi ** 2) is 11.8717439439 total(chi ** 2) is 280.115956798 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -5.98355817738 max(chi) is 12.2834714355 max(chi ** 2) is 150.883670507 total(chi ** 2) is 2254.95257188 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -5.97325385241 max(chi) is 6.78510079377 max(chi ** 2) is 46.0375927816 total(chi ** 2) is 1112.39472932 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.23106547342 max(chi) is 5.77948305355 max(chi ** 2) is 33.4024243662 total(chi ** 2) is 626.563887878 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -4.35951652616 max(chi) is 3.3810020074 max(chi ** 2) is 19.0053843419 total(chi ** 2) is 736.323780057 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.52709218717 max(chi) is 3.5830222165 max(chi ** 2) is 12.8380482039 total(chi ** 2) is 374.777973549 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.68758906531 max(chi) is 12.8609488777 max(chi ** 2) is 165.404006036 total(chi ** 2) is 1989.32678388 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.07341448782 max(chi) is 3.75485082642 max(chi ** 2) is 14.0989047287 total(chi ** 2) is 502.893139792 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.76622944931 max(chi) is 3.02036852578 max(chi ** 2) is 9.12262603151 total(chi ** 2) is 394.527093989 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.48567361548 max(chi) is 3.24511308036 max(chi ** 2) is 10.5307589043 total(chi ** 2) is 384.858934814 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.22176560275 max(chi) is 3.26438559717 max(chi ** 2) is 10.656213327 total(chi ** 2) is 275.548478274 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -5.47590630575 max(chi) is 11.5818324708 max(chi ** 2) is 134.138843382 total(chi ** 2) is 1829.05009757 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -4.94363789189 max(chi) is 10.6823347927 max(chi ** 2) is 114.112276623 total(chi ** 2) is 1385.53003589 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -4.61443953257 max(chi) is 8.58613529114 max(chi ** 2) is 73.7217192378 total(chi ** 2) is 981.104867499 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -3.38870990201 max(chi) is 3.19463589237 max(chi ** 2) is 11.4833548 total(chi ** 2) is 436.4868071 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.78531081893 max(chi) is 3.60555654246 max(chi ** 2) is 13.0000379808 total(chi ** 2) is 313.262318315 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -5.70109972931 max(chi) is 9.18813318432 max(chi ** 2) is 84.4217914128 total(chi ** 2) is 1644.19746858 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -5.10111585376 max(chi) is 8.71564143584 max(chi ** 2) is 75.9624056382 total(chi ** 2) is 1080.64914595 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -3.09710718192 max(chi) is 6.17235498832 max(chi ** 2) is 38.0979661019 total(chi ** 2) is 461.326235887 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -4.81593146847 max(chi) is 3.67278176493 max(chi ** 2) is 23.193195909 total(chi ** 2) is 709.745231394 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.79591966916 max(chi) is 4.04789954275 max(chi ** 2) is 16.3854907082 total(chi ** 2) is 299.039459488 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -4.46569783178 max(chi) is 14.5778857625 max(chi ** 2) is 212.514753306 total(chi ** 2) is 3355.37644798 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -7.14909662018 max(chi) is 11.6705543332 max(chi ** 2) is 136.201838445 total(chi ** 2) is 1644.97747657 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -6.47125370845 max(chi) is 9.17350889848 max(chi ** 2) is 84.1532655105 total(chi ** 2) is 1305.49544811 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -5.58538865689 max(chi) is 3.83417282612 max(chi ** 2) is 31.1965664485 total(chi ** 2) is 488.69106994 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -3.07101308342 max(chi) is 2.40142240853 max(chi ** 2) is 9.43112135852 total(chi ** 2) is 294.316227406 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.75291286356 max(chi) is 6.31082004603 max(chi ** 2) is 39.8264496534 total(chi ** 2) is 559.01487045 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.46816195437 max(chi) is 3.58873439272 max(chi ** 2) is 12.8790145415 total(chi ** 2) is 244.302027071 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.92245433855 max(chi) is 2.68292376245 max(chi ** 2) is 7.19807991514 total(chi ** 2) is 133.645342021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.83520130468 max(chi) is 1.71246865419 max(chi ** 2) is 3.36796382869 total(chi ** 2) is 117.836902594 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.897191594614 max(chi) is 1.02783372549 max(chi ** 2) is 1.05644216726 total(chi ** 2) is 30.9546520933 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.49464385291 max(chi) is 1.43372143563 max(chi ** 2) is 6.22324795285 total(chi ** 2) is 162.373488405 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.38625577232 max(chi) is 1.54210522629 max(chi ** 2) is 5.69421661095 total(chi ** 2) is 143.982064257 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.74476338594 max(chi) is 1.83744760885 max(chi ** 2) is 3.37621371528 total(chi ** 2) is 120.768887895 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.42818721352 max(chi) is 1.33937806201 max(chi ** 2) is 5.89609314392 total(chi ** 2) is 135.924216332 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.625284493118 max(chi) is 1.20744498958 max(chi ** 2) is 1.45792340286 total(chi ** 2) is 17.9190962919 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -1.83026149738 max(chi) is 1.16110996977 max(chi ** 2) is 3.34985714878 total(chi ** 2) is 90.0761704196 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -1.73937143613 max(chi) is 1.20781903308 max(chi ** 2) is 3.02541299283 total(chi ** 2) is 77.1436055955 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.13011376662 max(chi) is 1.3241491986 max(chi ** 2) is 1.75337110015 total(chi ** 2) is 58.6823358092 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.48646108202 max(chi) is 1.1342504658 max(chi ** 2) is 2.20956654837 total(chi ** 2) is 62.9569255368 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.734679031097 max(chi) is 0.867511648304 max(chi ** 2) is 0.752576459943 total(chi ** 2) is 17.7498823899 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -2.89211562104 max(chi) is 4.01621355456 max(chi ** 2) is 16.1299713158 total(chi ** 2) is 478.478690137 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.50108771373 max(chi) is 2.75591156314 max(chi ** 2) is 7.59504854386 total(chi ** 2) is 239.110017777 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.10003640353 max(chi) is 1.18123540489 max(chi ** 2) is 1.39531708177 total(chi ** 2) is 35.9364314526 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -2.90478115802 max(chi) is 1.61213325825 max(chi ** 2) is 8.43775357599 total(chi ** 2) is 202.047909884 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.506569945696 max(chi) is 0.696128420167 max(chi ** 2) is 0.484594777364 total(chi ** 2) is 10.0377067054 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -3.38564631773 max(chi) is 10.4083366292 max(chi ** 2) is 108.333471388 total(chi ** 2) is 1241.64811333 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.25762831424 max(chi) is 4.08353935762 max(chi ** 2) is 16.6752936852 total(chi ** 2) is 312.937102519 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.24593428236 max(chi) is 3.35087247012 max(chi ** 2) is 11.228346311 total(chi ** 2) is 168.088476099 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -2.79277742012 max(chi) is 1.8867936708 max(chi ** 2) is 7.79960571833 total(chi ** 2) is 203.344428306 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.3340604852 max(chi) is 1.71975900163 max(chi ** 2) is 5.44783834857 total(chi ** 2) is 110.580808214 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -3.60441097755 max(chi) is 12.1457011766 max(chi ** 2) is 147.518057071 total(chi ** 2) is 1479.09997103 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -5.24648566754 max(chi) is 8.11870866205 max(chi ** 2) is 65.9134303393 total(chi ** 2) is 779.874319318 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -4.85230933263 max(chi) is 6.94521007504 max(chi ** 2) is 48.2359429864 total(chi ** 2) is 647.351038021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199529611544008, mh=-0.21671179390487816, mv=-0.87552485521729062, w=2824.494905369198, x=5.3038593421289741, y=6.9434221561382827) min(chi) is -2.39906922071 max(chi) is 2.36916870389 max(chi ** 2) is 5.75553312576 total(chi ** 2) is 180.435299243 roaming free PSF optimal params are: gen_crc(z0=54.439835576920942, mh=0.060517438893591798, mv=-0.89646102366250535, w=3493.3305435857915, var=3.1399109842828032, x=5.2917658210438008, y=6.979411060707414) min(chi) is -2.46942076381 max(chi) is 1.86691378716 max(chi ** 2) is 6.09803890875 total(chi ** 2) is 151.261523225 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -4.17158141786 max(chi) is 12.2765243998 max(chi ** 2) is 150.713051338 total(chi ** 2) is 2247.47791685 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.33352380145 max(chi) is 4.33753466896 max(chi ** 2) is 18.8142070045 total(chi ** 2) is 649.348579831 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -2.6730691462 max(chi) is 3.11760250816 max(chi ** 2) is 9.71944539889 total(chi ** 2) is 289.943373697 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258748266167281, mh=-0.11247926023417519, mv=0.23873671001174296, w=3161.9305704774706, x=6.5048552740060801, y=7.0171748285603641) min(chi) is -3.05989401673 max(chi) is 3.57109338059 max(chi ** 2) is 12.7527079329 total(chi ** 2) is 586.252047793 roaming free PSF optimal params are: gen_crc(z0=22.491854994453657, mh=0.20493567220052697, mv=0.13228021488952296, w=6636.7775006497222, var=6.185077826823199, x=6.5495164607919811, y=7.0778584887063243) min(chi) is -2.66964753172 max(chi) is 2.80473255452 max(chi ** 2) is 7.86652470238 total(chi ** 2) is 250.797884663 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -4.33237647088 max(chi) is 13.9693999671 max(chi ** 2) is 195.144135441 total(chi ** 2) is 2921.75999814 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -5.20404473887 max(chi) is 8.33800956789 max(chi ** 2) is 69.5224035543 total(chi ** 2) is 1074.07935744 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -4.89102492557 max(chi) is 6.20872526264 max(chi ** 2) is 38.5482693869 total(chi ** 2) is 837.002994292 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948884632829781, mh=0.76618065162326821, mv=-0.1482443711034955, w=3806.2779479895075, x=5.9824361786337512, y=7.6238867453374093) min(chi) is -4.42059076455 max(chi) is 3.97396997768 max(chi ** 2) is 19.5416227076 total(chi ** 2) is 536.38081839 roaming free PSF optimal params are: gen_crc(z0=29.070655094469682, mh=1.240138366756907, mv=-0.43292433394767593, w=5509.9279638413236, var=3.9105896852511655, x=5.9314662071098372, y=7.6500684999609065) min(chi) is -2.98501641572 max(chi) is 4.21818734638 max(chi ** 2) is 17.7931044891 total(chi ** 2) is 381.635574876 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -6.58507946757 max(chi) is 11.4770853802 max(chi ** 2) is 131.723488824 total(chi ** 2) is 2458.51161317 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -5.63932749601 max(chi) is 6.9302881023 max(chi ** 2) is 48.0288931808 total(chi ** 2) is 1058.258685 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -3.81230373354 max(chi) is 5.25797668451 max(chi ** 2) is 27.6463188149 total(chi ** 2) is 574.610003868 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366619424581629, mh=-1.0865249178213676, mv=0.88238241155570829, w=3283.0706269805755, x=5.7703974183767901, y=7.1264068644620746) min(chi) is -4.9773763158 max(chi) is 3.37461190595 max(chi ** 2) is 24.7742749891 total(chi ** 2) is 685.267474523 roaming free PSF optimal params are: gen_crc(z0=25.442541996842476, mh=0.77208253487221046, mv=0.47449878207910434, w=8855.3676128388652, var=8.0555534821285342, x=5.5155114290750085, y=7.2633607064873749) min(chi) is -2.46613292749 max(chi) is 2.63377841187 max(chi ** 2) is 6.93678872281 total(chi ** 2) is 262.080460451 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -7.08107336303 max(chi) is 11.5973104432 max(chi ** 2) is 134.497609515 total(chi ** 2) is 5166.61073671 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -9.03013503066 max(chi) is 9.33958003954 max(chi ** 2) is 87.227755315 total(chi ** 2) is 2350.7716791 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -3.2037470656 max(chi) is 4.27787437023 max(chi ** 2) is 18.3002091274 total(chi ** 2) is 466.294175764 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771687089611561, mh=-1.0352121761892816, mv=1.8634690160352159, w=4244.8777452993972, x=6.9064487125325948, y=7.7605667498628268) min(chi) is -9.48842442592 max(chi) is 6.95879630535 max(chi ** 2) is 90.0301980863 total(chi ** 2) is 2180.48420649 roaming free PSF optimal params are: gen_crc(z0=28.913907410751854, mh=-0.41204527336451113, mv=-0.30116112373314258, w=16910.091012790079, var=10.789359019455635, x=6.7830495044415384, y=7.8909907782286028) min(chi) is -2.56643504858 max(chi) is 2.64069024012 max(chi ** 2) is 6.97324494426 total(chi ** 2) is 252.236068974 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.28361865744 max(chi) is 11.2460047246 max(chi ** 2) is 126.472622266 total(chi ** 2) is 1287.74909213 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -4.3052960129 max(chi) is 4.66310481555 max(chi ** 2) is 21.7445465208 total(chi ** 2) is 452.389048733 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -3.89497134695 max(chi) is 4.1739087846 max(chi ** 2) is 17.4215145422 total(chi ** 2) is 399.270502182 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724107819934673, mh=-0.84615103785949641, mv=-0.12992425247324699, w=2553.4094917010316, x=6.7011137310783155, y=8.0130741468468027) min(chi) is -2.13317079644 max(chi) is 2.82737222186 max(chi ** 2) is 7.99403368095 total(chi ** 2) is 211.678700519 roaming free PSF optimal params are: gen_crc(z0=31.241875236285367, mh=-0.80986810130648801, mv=-0.2499661674011962, w=3019.05494097359, var=2.9489385398226817, x=6.6966513481412528, y=8.0243258607213974) min(chi) is -1.99852808069 max(chi) is 2.67082475719 max(chi ** 2) is 7.13330488364 total(chi ** 2) is 195.000886671 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -4.43475935655 max(chi) is 3.3429042872 max(chi ** 2) is 19.6670905505 total(chi ** 2) is 946.872453496 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -4.24056461971 max(chi) is 3.41775060174 max(chi ** 2) is 17.9823882939 total(chi ** 2) is 887.835172187 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -4.0302224395 max(chi) is 1.82326173648 max(chi ** 2) is 16.2426929118 total(chi ** 2) is 203.082010369 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68768038026957, mh=-2.4395045529488488, mv=0.78846284045287551, w=1135.6749047508235, x=10.205321650826574, y=6.3211750247138347) min(chi) is -4.60233617135 max(chi) is 3.16228840152 max(chi ** 2) is 21.1814982341 total(chi ** 2) is 749.6482792 roaming free PSF optimal params are: gen_crc(z0=-1642.241061391434, mh=-43.158749069505745, mv=1.9219561776457288, w=13724065.099954283, var=849.40791507430538, x=23.632960664849019, y=6.4740548524773116) min(chi) is -4.02028744245 max(chi) is 1.46931350548 max(chi ** 2) is 16.1627111199 total(chi ** 2) is 170.48222703 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -6.52110035457 max(chi) is 13.1668280848 max(chi ** 2) is 173.365361815 total(chi ** 2) is 4036.83653368 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -6.63338753767 max(chi) is 9.5627983578 max(chi ** 2) is 91.4471124319 total(chi ** 2) is 1803.72775707 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -5.49125037176 max(chi) is 5.93381586029 max(chi ** 2) is 35.2101706639 total(chi ** 2) is 988.419089406 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -6.50481539335 max(chi) is 4.53901251886 max(chi ** 2) is 42.3126233015 total(chi ** 2) is 1126.34159244 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -3.74240113969 max(chi) is 3.13484114785 max(chi ** 2) is 14.0055662904 total(chi ** 2) is 309.343311745 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.38118573403 max(chi) is 12.439118827 max(chi ** 2) is 154.731677192 total(chi ** 2) is 1257.20416529 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -3.40515769383 max(chi) is 12.4226848664 max(chi ** 2) is 154.32309929 total(chi ** 2) is 1257.23523491 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.38118656001 max(chi) is 12.4391182608 max(chi ** 2) is 154.731663106 total(chi ** 2) is 1257.20416529 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.38118577944 max(chi) is 12.4391188048 max(chi ** 2) is 154.73167664 total(chi ** 2) is 1257.20416529 roaming free PSF optimal params are: gen_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, var=2.25, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.38118577944 max(chi) is 12.4391188048 max(chi ** 2) is 154.73167664 total(chi ** 2) is 1257.20416529 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -9.07353329617 max(chi) is 11.6645039432 max(chi ** 2) is 136.060652241 total(chi ** 2) is 3671.11460771 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -8.36819917841 max(chi) is 11.4076979333 max(chi ** 2) is 130.135572138 total(chi ** 2) is 2892.28470531 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -7.11969229279 max(chi) is 8.95489778692 max(chi ** 2) is 80.1901943742 total(chi ** 2) is 2096.6021545 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.973144120077336, mh=-4.4423938837160231, mv=-1.158001385478618, w=3847.7951386938744, x=4.5935338572922237, y=5.5231509740777698) min(chi) is -6.3215595715 max(chi) is 7.10845657977 max(chi ** 2) is 50.5301549465 total(chi ** 2) is 1357.23049479 roaming free PSF optimal params are: gen_crc(z0=3.7110478367437407, mh=0.76389601851892808, mv=1.8017240725637678, w=13613.182058506662, var=9.0901495205656264, x=4.0990230469915163, y=5.370628427922421) min(chi) is -3.35995712073 max(chi) is 4.23938100086 max(chi ** 2) is 17.9723512705 total(chi ** 2) is 441.487505912 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -3.89034002159 max(chi) is 13.5418399058 max(chi ** 2) is 183.381428035 total(chi ** 2) is 2121.08975602 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -5.73709157446 max(chi) is 12.2081234734 max(chi ** 2) is 149.038278741 total(chi ** 2) is 1870.15064619 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -5.21537308101 max(chi) is 10.6292005539 max(chi ** 2) is 112.979904415 total(chi ** 2) is 1637.04310479 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248056964643947, mh=0.76094043356583851, mv=0.83230902223379133, w=3297.055207243955, x=4.4699131264024965, y=6.0145660848937368) min(chi) is -2.58467156835 max(chi) is 4.7769637758 max(chi ** 2) is 22.8193829153 total(chi ** 2) is 413.734330072 roaming free PSF optimal params are: gen_crc(z0=16.045857487428517, mh=0.89218312753845064, mv=0.88257221761116367, w=3507.8932127370331, var=2.4846222282124142, x=4.4620824415943119, y=6.0132105771302564) min(chi) is -2.54213849824 max(chi) is 4.8035589722 max(chi ** 2) is 23.0741787995 total(chi ** 2) is 409.894980751 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -4.35683376355 max(chi) is 12.1804188859 max(chi ** 2) is 148.362604235 total(chi ** 2) is 1670.97666303 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -4.08051436318 max(chi) is 11.8615630958 max(chi ** 2) is 140.696679077 total(chi ** 2) is 1551.44525633 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -3.43943044047 max(chi) is 10.5259423984 max(chi ** 2) is 110.795463375 total(chi ** 2) is 1362.62003227 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505072442398237, mh=-0.42721608213597473, mv=-0.091594829836790903, w=3029.4819818248657, x=3.5510165510580376, y=6.7098772715593809) min(chi) is -2.39357502415 max(chi) is 2.76032841474 max(chi ** 2) is 7.61941295723 total(chi ** 2) is 280.859421795 roaming free PSF optimal params are: gen_crc(z0=26.83264376914525, mh=0.40595461002328193, mv=-0.057041582127569192, w=4116.7077435673673, var=3.483239969844349, x=3.5061872512075527, y=6.747890452916784) min(chi) is -2.34342361846 max(chi) is 2.61954325653 max(chi ** 2) is 6.86200687283 total(chi ** 2) is 230.151454111 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -5.68753758853 max(chi) is 11.0191167517 max(chi ** 2) is 121.420933987 total(chi ** 2) is 1878.64868775 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -5.06183117313 max(chi) is 9.96171508092 max(chi ** 2) is 99.2357673534 total(chi ** 2) is 1265.74363037 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.37122785193 max(chi) is 7.5557452201 max(chi ** 2) is 57.089285831 total(chi ** 2) is 748.709882878 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034242254760358, mh=-2.1651294879480627, mv=-0.91571618923244158, w=2784.7613965189398, x=5.3236029649630083, y=5.8012138747439268) min(chi) is -4.55859004254 max(chi) is 2.9538861859 max(chi ** 2) is 20.780743176 total(chi ** 2) is 629.850573957 roaming free PSF optimal params are: gen_crc(z0=34.211595662724669, mh=-0.28589716414665683, mv=-0.093898989349794681, w=7782.5523496491742, var=8.3087911707933557, x=5.1600428433662628, y=6.0200035029748999) min(chi) is -2.65889060611 max(chi) is 3.87957050819 max(chi ** 2) is 15.051067328 total(chi ** 2) is 369.368702134 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -5.53404477766 max(chi) is 9.43825558671 max(chi ** 2) is 89.0806685201 total(chi ** 2) is 1693.37634629 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -5.09039650854 max(chi) is 7.31750839776 max(chi ** 2) is 53.5459291512 total(chi ** 2) is 1186.49210287 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -3.90983024191 max(chi) is 5.50039851351 max(chi ** 2) is 30.2543838074 total(chi ** 2) is 712.677851283 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775249978376706, mh=-2.0625060913734687, mv=-0.73391132298700867, w=2561.1766964548169, x=4.9968380338700857, y=6.2113709114914819) min(chi) is -4.30484422314 max(chi) is 3.73775983857 max(chi ** 2) is 18.5316837855 total(chi ** 2) is 640.28112516 roaming free PSF optimal params are: gen_crc(z0=26.797842086267391, mh=-0.067039503417428772, mv=0.30512549872967143, w=7540.3936452263952, var=8.2919002719402375, x=4.938879149221183, y=6.0456770923335128) min(chi) is -3.20251684545 max(chi) is 2.84049933806 max(chi ** 2) is 10.2561141454 total(chi ** 2) is 303.480879867 ################################### ######## RUN NO. 54 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -5.46453367699 max(chi) is 9.67126370669 max(chi ** 2) is 93.5333416842 total(chi ** 2) is 1592.21423101 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -4.88957805913 max(chi) is 7.47238958712 max(chi ** 2) is 55.8366061417 total(chi ** 2) is 1074.70215556 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -4.74590090641 max(chi) is 5.99265944875 max(chi ** 2) is 35.9119672687 total(chi ** 2) is 715.396207834 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047219520717618, mh=-2.1701098212143402, mv=-1.1490493767667214, w=2537.2160205136502, x=5.146062035352724, y=6.3858933199905481) min(chi) is -4.25267290185 max(chi) is 3.63125541573 max(chi ** 2) is 18.0852268102 total(chi ** 2) is 551.982382588 roaming free PSF optimal params are: gen_crc(z0=49.882863780314523, mh=-0.78682784896740721, mv=-0.82942252503707958, w=5856.0201580855055, var=6.6978659417604902, x=5.0693138976443546, y=6.4765693956587427) min(chi) is -2.76961649427 max(chi) is 3.67862218341 max(chi ** 2) is 13.5322611683 total(chi ** 2) is 342.490236672 ################################### ######## RUN NO. 55 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -5.73511866912 max(chi) is 12.6522582932 max(chi ** 2) is 160.079639919 total(chi ** 2) is 2821.26705506 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -5.49846799354 max(chi) is 11.08240982 max(chi ** 2) is 122.819807419 total(chi ** 2) is 1887.35603512 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -5.75556530287 max(chi) is 8.47287850554 max(chi ** 2) is 71.7896701696 total(chi ** 2) is 1442.40127924 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880464902125695, mh=-2.2730442726582392, mv=0.13840880875000375, w=3712.4085052990963, x=4.9046276808158593, y=6.1962732726289813) min(chi) is -5.14928995103 max(chi) is 4.67880500811 max(chi ** 2) is 26.5151869998 total(chi ** 2) is 615.745711074 roaming free PSF optimal params are: gen_crc(z0=28.114138730956793, mh=-0.88432790790463223, mv=0.53895899216119714, w=6289.609546490331, var=4.6618153844142043, x=4.7779584566016062, y=6.2469317851057964) min(chi) is -3.53870616743 max(chi) is 4.05126947395 max(chi ** 2) is 16.4127843505 total(chi ** 2) is 384.023473605 ################################### ######## RUN NO. 56 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -4.45993872167 max(chi) is 3.38402165472 max(chi ** 2) is 19.891053401 total(chi ** 2) is 637.711537865 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -4.45848024259 max(chi) is 3.35492877496 max(chi ** 2) is 19.8780460735 total(chi ** 2) is 638.193422003 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -4.45993872837 max(chi) is 3.38402163966 max(chi ** 2) is 19.8910534608 total(chi ** 2) is 637.711537864 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.45993872306 max(chi) is 3.38402165235 max(chi ** 2) is 19.8910534135 total(chi ** 2) is 637.711537865 roaming free PSF optimal params are: gen_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, var=2.25, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.45993872306 max(chi) is 3.38402165235 max(chi ** 2) is 19.8910534135 total(chi ** 2) is 637.711537865 ################################### ######## RUN NO. 57 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -5.68223857835 max(chi) is 11.7029659278 max(chi ** 2) is 136.959411508 total(chi ** 2) is 2550.23956551 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -6.64231293186 max(chi) is 10.8211521044 max(chi ** 2) is 117.097332866 total(chi ** 2) is 1478.31673949 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -4.8300710502 max(chi) is 8.2515879509 max(chi ** 2) is 68.0887037114 total(chi ** 2) is 1057.74091673 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207206874648861, mh=-0.44550630439561345, mv=0.39778381560015785, w=3651.7544897701246, x=5.1870221592787988, y=6.3395284769140003) min(chi) is -5.22353019599 max(chi) is 3.06447995569 max(chi ** 2) is 27.2852677084 total(chi ** 2) is 393.833808315 roaming free PSF optimal params are: gen_crc(z0=47.249282558506692, mh=0.43703044395747054, mv=0.74279210140883667, w=5777.7448128484148, var=4.3045854891397672, x=5.1888535226751227, y=6.3265354523183674) min(chi) is -2.56780023507 max(chi) is 2.44466849269 max(chi ** 2) is 6.5935980472 total(chi ** 2) is 177.324899578 ################################### ######## RUN NO. 58 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -3.84552494434 max(chi) is 12.2888112777 max(chi ** 2) is 151.01488262 total(chi ** 2) is 1623.04973075 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -5.14124823057 max(chi) is 8.76316384433 max(chi ** 2) is 76.7930405625 total(chi ** 2) is 989.71915248 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -4.99435394739 max(chi) is 7.94414772754 max(chi ** 2) is 63.109483117 total(chi ** 2) is 777.730586378 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034349202759344, mh=0.16228527880798246, mv=0.25414020865530418, w=2789.590178298989, x=5.1240565753982512, y=6.9891053730429045) min(chi) is -2.40145699868 max(chi) is 3.94174064876 max(chi ** 2) is 15.5373193421 total(chi ** 2) is 362.640720344 roaming free PSF optimal params are: gen_crc(z0=20.838988234272321, mh=0.57355211690567531, mv=0.26367665118529376, w=3750.3632570654299, var=3.5368389964287736, x=5.1344300585745088, y=6.9811752111961276) min(chi) is -2.21698918209 max(chi) is 3.74464716328 max(chi ** 2) is 14.0223823775 total(chi ** 2) is 317.162763567 ################################### ######## RUN NO. 59 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -3.48733042362 max(chi) is 11.3462796265 max(chi ** 2) is 128.738061363 total(chi ** 2) is 1211.8118765 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -4.20703880274 max(chi) is 8.81040866976 max(chi ** 2) is 77.6233009281 total(chi ** 2) is 651.637163402 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -3.7359043612 max(chi) is 7.65758979472 max(chi ** 2) is 58.6386814642 total(chi ** 2) is 502.823610444 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957675880326583, mh=1.164743032660563, mv=0.12668933778636146, w=2565.617520403066, x=5.3322903349003337, y=6.3805834211451522) min(chi) is -2.1233747173 max(chi) is 1.85536068973 max(chi ** 2) is 4.50872019006 total(chi ** 2) is 142.698690945 roaming free PSF optimal params are: gen_crc(z0=53.081959457824183, mh=1.3592619981935188, mv=0.1773863812231174, w=3052.3337194195838, var=2.9679238639003378, x=5.3283347088672448, y=6.4092612841662451) min(chi) is -1.95493637802 max(chi) is 1.80141866933 max(chi ** 2) is 3.82177624211 total(chi ** 2) is 127.208069203 ################################### ######## RUN NO. 60 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -4.95017350703 max(chi) is 11.9583757842 max(chi ** 2) is 143.002751396 total(chi ** 2) is 1776.90861058 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -4.2358555115 max(chi) is 7.46887087538 max(chi ** 2) is 55.7840321531 total(chi ** 2) is 978.081099123 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -3.55196796495 max(chi) is 6.18781798027 max(chi ** 2) is 38.289091357 total(chi ** 2) is 606.685023869 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603983233533427, mh=-0.95323055123669553, mv=-0.58520809101496418, w=2767.205850242251, x=5.5389958361804474, y=6.4192016524406608) min(chi) is -3.48564495205 max(chi) is 3.81006033943 max(chi ** 2) is 14.5165597901 total(chi ** 2) is 526.397137032 roaming free PSF optimal params are: gen_crc(z0=35.09741617055564, mh=-0.10242843392209833, mv=-0.48629141097489936, w=5477.1288013205494, var=5.7969144557724146, x=5.5606236804725055, y=6.6206496926955367) min(chi) is -3.14610158334 max(chi) is 4.49771640796 max(chi ** 2) is 20.2294528864 total(chi ** 2) is 346.746971645 ################################### ######## RUN NO. 61 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -5.6694799541 max(chi) is 8.47516816136 max(chi ** 2) is 71.8284753633 total(chi ** 2) is 1909.72055607 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -4.92773696226 max(chi) is 6.4813327129 max(chi ** 2) is 42.0076737353 total(chi ** 2) is 1048.41170747 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -2.75184893309 max(chi) is 4.50166603024 max(chi ** 2) is 20.2649970478 total(chi ** 2) is 434.669375985 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.738375151986375, mh=-1.3424824106351221, mv=-1.587422912172723, w=2513.4903214978867, x=5.9768427799747199, y=6.0841753602051991) min(chi) is -4.82557877613 max(chi) is 4.05233523102 max(chi ** 2) is 23.2862105247 total(chi ** 2) is 873.266058951 roaming free PSF optimal params are: gen_crc(z0=21.982789839419507, mh=0.99943318041945572, mv=0.25184264938313256, w=13014.993125614144, var=13.80833094016052, x=5.618131195720351, y=5.8876776850430019) min(chi) is -2.88321127713 max(chi) is 2.85832987709 max(chi ** 2) is 8.31290726855 total(chi ** 2) is 305.236054727 ################################### ######## RUN NO. 62 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -5.11422360719 max(chi) is 11.3018780011 max(chi ** 2) is 127.732446352 total(chi ** 2) is 1733.48510757 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -4.57339908654 max(chi) is 10.2978122042 max(chi ** 2) is 106.044936192 total(chi ** 2) is 1275.59016262 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -4.58145935476 max(chi) is 8.5564224122 max(chi ** 2) is 73.212364496 total(chi ** 2) is 1058.62515293 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040077929623564, mh=-0.83025093877682954, mv=0.0043336296393524055, w=3093.3638581333967, x=4.7586152026598212, y=6.1602271806701667) min(chi) is -4.08548337494 max(chi) is 2.63403975239 max(chi ** 2) is 16.6911744069 total(chi ** 2) is 210.617191433 roaming free PSF optimal params are: gen_crc(z0=64.599617777473469, mh=-0.28412226365947579, mv=0.18367882734960081, w=4083.1813260349359, var=3.3962854330950498, x=4.724230010215126, y=6.1767866342117088) min(chi) is -2.5874369384 max(chi) is 2.775444455 max(chi ** 2) is 7.70309192281 total(chi ** 2) is 151.09798587 ################################### ######## RUN NO. 63 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) min(chi) is -4.11103797216 max(chi) is 10.9869030033 max(chi ** 2) is 120.712037604 total(chi ** 2) is 1141.25611473 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) min(chi) is -3.39461508089 max(chi) is 4.03706570425 max(chi ** 2) is 16.2978995004 total(chi ** 2) is 336.584606673 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) min(chi) is -3.29430334467 max(chi) is 3.60275282229 max(chi ** 2) is 12.9798278985 total(chi ** 2) is 328.12139462 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.558927757961698, mh=0.15001552426038789, mv=-0.16837766810824142, w=2379.1682393629012, x=6.2887826931897539, y=7.3758455036890211) min(chi) is -3.15620982826 max(chi) is 2.69941703542 max(chi ** 2) is 9.96166047999 total(chi ** 2) is 203.635914254 roaming free PSF optimal params are: gen_crc(z0=44.948090196471725, mh=0.17311078674166236, mv=-0.1825166934636949, w=2502.5125590726639, var=2.4517903334780109, x=6.2850488383445748, y=7.3810612829158968) min(chi) is -3.10783841792 max(chi) is 2.7255939488 max(chi ** 2) is 9.6586596319 total(chi ** 2) is 202.107379568 ################################### ######## RUN NO. 64 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) min(chi) is -3.80752879323 max(chi) is 10.72204217 max(chi ** 2) is 114.962188294 total(chi ** 2) is 1086.80819479 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) min(chi) is -4.20583096005 max(chi) is 10.3930594562 max(chi ** 2) is 108.015684859 total(chi ** 2) is 959.56355772 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) min(chi) is -4.82306439552 max(chi) is 9.62246079909 max(chi ** 2) is 92.59175183 total(chi ** 2) is 914.294953145 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.13434059666524, mh=-2.2833961124059443, mv=0.82433945355183613, w=2259.5967812940999, x=4.4835054765144262, y=7.0269059945530135) min(chi) is -2.55985712468 max(chi) is 2.84035062766 max(chi ** 2) is 8.06759168807 total(chi ** 2) is 278.097925296 roaming free PSF optimal params are: gen_crc(z0=49.203995586845274, mh=-2.2886604424745176, mv=0.82504435728224068, w=2251.069818761654, var=2.2358826890829904, x=4.4839233794991769, y=7.0256918031271223) min(chi) is -2.5592246747 max(chi) is 2.84118253326 max(chi ** 2) is 8.07231818728 total(chi ** 2) is 278.091423049 ################################### ######## RUN NO. 65 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) min(chi) is -2.41801099856 max(chi) is 1.53093333778 max(chi ** 2) is 5.84677718915 total(chi ** 2) is 145.909812799 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) min(chi) is -2.34658083895 max(chi) is 1.60236349761 max(chi ** 2) is 5.50644163375 total(chi ** 2) is 137.922233627 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) min(chi) is -1.94844250804 max(chi) is 1.9549096415 max(chi ** 2) is 3.82167170642 total(chi ** 2) is 126.768085555 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348247218463, mh=-3.6408358317024367, mv=2.4988372645891372, w=383.50202445707595, x=7.9601400203533235, y=2.7888952184717115) min(chi) is -2.14638321885 max(chi) is 1.42368089508 max(chi ** 2) is 4.60696092218 total(chi ** 2) is 124.704455921 roaming free PSF optimal params are: gen_crc(z0=-665.82050415891217, mh=-15.790659717286781, mv=29.517834180163746, w=7193350.634418143, var=789.69746282153676, x=20.076182769928074, y=-22.394117551032316) min(chi) is -0.568352545497 max(chi) is 0.672419440553 max(chi ** 2) is 0.452147904034 total(chi ** 2) is 12.8070106993 ################################### ######## RUN NO. 66 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) min(chi) is -3.78460299292 max(chi) is 2.81519743557 max(chi ** 2) is 14.323219814 total(chi ** 2) is 436.975410918 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) min(chi) is -3.45650710619 max(chi) is 2.23393066486 max(chi ** 2) is 11.9474413751 total(chi ** 2) is 268.454629638 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) min(chi) is -1.48764022064 max(chi) is 0.802768693694 max(chi ** 2) is 2.21307342606 total(chi ** 2) is 45.5710298619 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94730700664408, mh=-1.8011717004249514, mv=-0.76156428260097264, w=1040.1679369632263, x=6.4625009133969034, y=6.3775582143163199) min(chi) is -3.29786838706 max(chi) is 1.98035634852 max(chi ** 2) is 10.8759358983 total(chi ** 2) is 257.797170855 roaming free PSF optimal params are: gen_crc(z0=182.95294735194102, mh=-1.2978917019746139, mv=0.31207025715668757, w=11947.047597612718, var=23.468829807868268, x=6.4909764175848919, y=6.0154874158853424) min(chi) is -0.970447002446 max(chi) is 0.955374239759 max(chi ** 2) is 0.941767384557 total(chi ** 2) is 34.3367712119 ################################### ######## RUN NO. 67 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.68758906531 max(chi) is 12.8609488777 max(chi ** 2) is 165.404006036 total(chi ** 2) is 1989.32678388 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.07341448782 max(chi) is 3.75485082642 max(chi ** 2) is 14.0989047287 total(chi ** 2) is 502.893139792 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.76622944931 max(chi) is 3.02036852578 max(chi ** 2) is 9.12262603151 total(chi ** 2) is 394.527093989 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.48567361548 max(chi) is 3.24511308036 max(chi ** 2) is 10.5307589043 total(chi ** 2) is 384.858934814 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.22176560275 max(chi) is 3.26438559717 max(chi ** 2) is 10.656213327 total(chi ** 2) is 275.548478274 ################################### ######## RUN NO. 68 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 69 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 70 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -6.52110035457 max(chi) is 13.1668280848 max(chi ** 2) is 173.365361815 total(chi ** 2) is 4036.83653368 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -6.63338753767 max(chi) is 9.5627983578 max(chi ** 2) is 91.4471124319 total(chi ** 2) is 1803.72775707 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -5.49125037176 max(chi) is 5.93381586029 max(chi ** 2) is 35.2101706639 total(chi ** 2) is 988.419089406 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -6.50481539335 max(chi) is 4.53901251886 max(chi ** 2) is 42.3126233015 total(chi ** 2) is 1126.34159244 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -3.74240113969 max(chi) is 3.13484114785 max(chi ** 2) is 14.0055662904 total(chi ** 2) is 309.343311745 ################################### ######## RUN NO. 71 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 72 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 73 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54625, 17.76453) (358.73690932501245, 208.40671606230086) [ 359.73690933 209.40671606] centre: 360 209 starr is (15, 15) median of starr: 52.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=101.96555555566452, mh=-1.4152380952411747, mv=-3.719523809531923) min(chi) is -6.57047496995 max(chi) is 9.74694155732 max(chi ** 2) is 95.0028697217 total(chi ** 2) is 2610.34196052 SKY + fixed PSF optimal params are: ciorc(z0=91.644508054850945, mh=-1.4152381926755238, mv=-3.7195238012952836, w=2322.2375098299208) min(chi) is -5.81320039993 max(chi) is 7.29864588784 max(chi ** 2) is 53.2702317961 total(chi ** 2) is 1712.58505365 free-variance PSF optimal params are: var_crc(z0=65.090511934107781, mh=-1.4152380523126113, mv=-3.7195237929321112, w=8673.3254336183363, var=10.796665076425876) min(chi) is -5.84920483109 max(chi) is 5.78665871798 max(chi ** 2) is 34.213197156 total(chi ** 2) is 1279.29933472 Roaming fixed-variance PSF optimal params are: roam_crc(z0=79.145584449127895, mh=-0.74021842907621804, mv=-2.9180762099382234, w=2809.0991001221264, x=5.9906980864460877, y=5.8016400177211684) min(chi) is -5.10101450595 max(chi) is 6.47365979681 max(chi ** 2) is 41.9082711648 total(chi ** 2) is 1321.51237899 roaming free PSF optimal params are: gen_crc(z0=26.312781417012818, mh=1.547955065100121, mv=-1.2502174753531223, w=8867.5463724555211, var=8.9018999858422472, x=5.3664203486672983, y=5.645814630934332) min(chi) is -4.59422816758 max(chi) is 5.34039621628 max(chi ** 2) is 28.5198317469 total(chi ** 2) is 893.014445934 ################################### ######## RUN NO. 74 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50332, 17.76681) (591.6492032757895, 194.7335366342618) [ 592.64920328 195.73353663] centre: 593 196 starr is (15, 15) median of starr: 40.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=57.937222222261354, mh=-0.68666666666816278, mv=-0.83452380952563032) min(chi) is -3.66346369303 max(chi) is 13.0116058006 max(chi ** 2) is 169.301885511 total(chi ** 2) is 1690.49938357 SKY + fixed PSF optimal params are: ciorc(z0=50.16927546907813, mh=-0.68666666762146411, mv=-0.83452380666572479, w=1747.7893204027584) min(chi) is -5.8464346808 max(chi) is 9.9556428787 max(chi ** 2) is 99.1148251281 total(chi ** 2) is 1181.96110646 free-variance PSF optimal params are: var_crc(z0=45.755887050298476, mh=-0.68666665686777206, mv=-0.83452385902101311, w=2742.1058855406773, var=4.2470638208217126) min(chi) is -5.48724268964 max(chi) is 9.19744285403 max(chi ** 2) is 84.5929550532 total(chi ** 2) is 1111.78050224 Roaming fixed-variance PSF optimal params are: roam_crc(z0=34.330866478088083, mh=0.64963110435495197, mv=-0.65228150521228534, w=2919.9544593181095, x=5.0772803709318008, y=6.73784347530282) min(chi) is -2.89166174968 max(chi) is 3.45902219339 max(chi ** 2) is 11.9648345344 total(chi ** 2) is 312.217857454 roaming free PSF optimal params are: gen_crc(z0=35.444741620398389, mh=0.583928611681648, mv=-0.65522660063018423, w=2777.3311033787054, var=2.0614088112406881, x=5.0782518359605078, y=6.7288478694105267) min(chi) is -2.60121836153 max(chi) is 3.39158836225 max(chi ** 2) is 11.502871619 total(chi ** 2) is 309.246574598 ################################### ######## RUN NO. 75 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -5.6694799541 max(chi) is 8.47516816136 max(chi ** 2) is 71.8284753633 total(chi ** 2) is 1909.72055607 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -4.92773696226 max(chi) is 6.4813327129 max(chi ** 2) is 42.0076737353 total(chi ** 2) is 1048.41170747 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -2.75184893309 max(chi) is 4.50166603024 max(chi ** 2) is 20.2649970478 total(chi ** 2) is 434.669375985 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.738375151986375, mh=-1.3424824106351221, mv=-1.587422912172723, w=2513.4903214978867, x=5.9768427799747199, y=6.0841753602051991) min(chi) is -4.82557877613 max(chi) is 4.05233523102 max(chi ** 2) is 23.2862105247 total(chi ** 2) is 873.266058951 roaming free PSF optimal params are: gen_crc(z0=21.982789839419507, mh=0.99943318041945572, mv=0.25184264938313256, w=13014.993125614144, var=13.80833094016052, x=5.618131195720351, y=5.8876776850430019) min(chi) is -2.88321127713 max(chi) is 2.85832987709 max(chi ** 2) is 8.31290726855 total(chi ** 2) is 305.236054727 ################################### ######## RUN NO. 76 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -4.95017350703 max(chi) is 11.9583757842 max(chi ** 2) is 143.002751396 total(chi ** 2) is 1776.90861058 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -4.2358555115 max(chi) is 7.46887087538 max(chi ** 2) is 55.7840321531 total(chi ** 2) is 978.081099123 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -3.55196796495 max(chi) is 6.18781798027 max(chi ** 2) is 38.289091357 total(chi ** 2) is 606.685023869 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603983233533427, mh=-0.95323055123669553, mv=-0.58520809101496418, w=2767.205850242251, x=5.5389958361804474, y=6.4192016524406608) min(chi) is -3.48564495205 max(chi) is 3.81006033943 max(chi ** 2) is 14.5165597901 total(chi ** 2) is 526.397137032 roaming free PSF optimal params are: gen_crc(z0=35.09741617055564, mh=-0.10242843392209833, mv=-0.48629141097489936, w=5477.1288013205494, var=5.7969144557724146, x=5.5606236804725055, y=6.6206496926955367) min(chi) is -3.14610158334 max(chi) is 4.49771640796 max(chi ** 2) is 20.2294528864 total(chi ** 2) is 346.746971645 ################################### ######## RUN NO. 77 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 78 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -6.58507946757 max(chi) is 11.4770853802 max(chi ** 2) is 131.723488824 total(chi ** 2) is 2458.51161317 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -5.63932749601 max(chi) is 6.9302881023 max(chi ** 2) is 48.0288931808 total(chi ** 2) is 1058.258685 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -3.81230373354 max(chi) is 5.25797668451 max(chi ** 2) is 27.6463188149 total(chi ** 2) is 574.610003868 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366619424581629, mh=-1.0865249178213676, mv=0.88238241155570829, w=3283.0706269805755, x=5.7703974183767901, y=7.1264068644620746) min(chi) is -4.9773763158 max(chi) is 3.37461190595 max(chi ** 2) is 24.7742749891 total(chi ** 2) is 685.267474523 roaming free PSF optimal params are: gen_crc(z0=25.442541996842476, mh=0.77208253487221046, mv=0.47449878207910434, w=8855.3676128388652, var=8.0555534821285342, x=5.5155114290750085, y=7.2633607064873749) min(chi) is -2.46613292749 max(chi) is 2.63377841187 max(chi ** 2) is 6.93678872281 total(chi ** 2) is 262.080460451 ################################### ######## RUN NO. 79 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -4.46569783178 max(chi) is 14.5778857625 max(chi ** 2) is 212.514753306 total(chi ** 2) is 3355.37644798 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -7.14909662018 max(chi) is 11.6705543332 max(chi ** 2) is 136.201838445 total(chi ** 2) is 1644.97747657 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -6.47125370845 max(chi) is 9.17350889848 max(chi ** 2) is 84.1532655105 total(chi ** 2) is 1305.49544811 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -5.58538865689 max(chi) is 3.83417282612 max(chi ** 2) is 31.1965664485 total(chi ** 2) is 488.69106994 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -3.07101308342 max(chi) is 2.40142240853 max(chi ** 2) is 9.43112135852 total(chi ** 2) is 294.316227406 ################################### ######## RUN NO. 80 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -5.98355817738 max(chi) is 12.2834714355 max(chi ** 2) is 150.883670507 total(chi ** 2) is 2254.95257188 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -5.97325385241 max(chi) is 6.78510079377 max(chi ** 2) is 46.0375927816 total(chi ** 2) is 1112.39472932 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.23106547342 max(chi) is 5.77948305355 max(chi ** 2) is 33.4024243662 total(chi ** 2) is 626.563887878 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -4.35951652616 max(chi) is 3.3810020074 max(chi ** 2) is 19.0053843419 total(chi ** 2) is 736.323780057 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.52709218717 max(chi) is 3.5830222165 max(chi ** 2) is 12.8380482039 total(chi ** 2) is 374.777973549 ################################### ######## RUN NO. 81 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.56608919505 max(chi) is 14.4308683177 max(chi ** 2) is 208.249960404 total(chi ** 2) is 3194.49456473 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.84791881323 max(chi) is 8.97717758059 max(chi ** 2) is 80.5897173135 total(chi ** 2) is 1232.40657902 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.63361361942 max(chi) is 6.9175894721 max(chi ** 2) is 47.8530441045 total(chi ** 2) is 793.054428849 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -4.0659956531 max(chi) is 3.80517679005 max(chi ** 2) is 16.532320651 total(chi ** 2) is 556.697089281 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.23857808655 max(chi) is 3.44553971735 max(chi ** 2) is 11.8717439439 total(chi ** 2) is 280.115956798 ################################### ######## RUN NO. 82 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -5.70109972931 max(chi) is 9.18813318432 max(chi ** 2) is 84.4217914128 total(chi ** 2) is 1644.19746858 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -5.10111585376 max(chi) is 8.71564143584 max(chi ** 2) is 75.9624056382 total(chi ** 2) is 1080.64914595 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -3.09710718192 max(chi) is 6.17235498832 max(chi ** 2) is 38.0979661019 total(chi ** 2) is 461.326235887 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -4.81593146847 max(chi) is 3.67278176493 max(chi ** 2) is 23.193195909 total(chi ** 2) is 709.745231394 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.79591966916 max(chi) is 4.04789954275 max(chi ** 2) is 16.3854907082 total(chi ** 2) is 299.039459488 ################################### ######## RUN NO. 83 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52394, 17.79015) (479.7529258710761, 61.53947756245765) [ 480.75292587 62.53947756] centre: 481 63 starr is (15, 15) median of starr: 35.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=74.842779465857234, mh=-3.8142857325844943, mv=0.26595215807326805) min(chi) is -5.26577152031 max(chi) is 10.2256173576 max(chi ** 2) is 104.563250345 total(chi ** 2) is 1924.27063249 SKY + fixed PSF optimal params are: ciorc(z0=66.256939852062175, mh=-3.8142857010731439, mv=0.26595252689881604, w=1931.8146824715084) min(chi) is -4.63581798661 max(chi) is 8.92534030982 max(chi ** 2) is 79.661699646 total(chi ** 2) is 1303.00631372 free-variance PSF optimal params are: var_crc(z0=45.52419302726058, mh=-3.8142857086025077, mv=0.26595223757979664, w=6819.7015283981236, var=9.8654541525338075) min(chi) is -4.89412868729 max(chi) is 6.68778545172 max(chi ** 2) is 44.7264742483 total(chi ** 2) is 948.534217773 Roaming fixed-variance PSF optimal params are: roam_crc(z0=50.187991893246782, mh=-2.1693684721844537, mv=0.30276986710046777, w=2899.3424366315112, x=4.6150871307027428, y=6.9466517452882375) min(chi) is -3.54575004806 max(chi) is 3.59392479366 max(chi ** 2) is 12.9162954225 total(chi ** 2) is 585.968015948 roaming free PSF optimal params are: gen_crc(z0=16.279185410976414, mh=0.076154729572278423, mv=0.44418103790027735, w=6983.4049012881742, var=6.6391141003219989, x=4.4183310823393818, y=6.8856801858269767) min(chi) is -3.28355101312 max(chi) is 2.57775338745 max(chi ** 2) is 10.7817072558 total(chi ** 2) is 226.512532537 ################################### ######## RUN NO. 84 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -5.47590630575 max(chi) is 11.5818324708 max(chi ** 2) is 134.138843382 total(chi ** 2) is 1829.05009757 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -4.94363789189 max(chi) is 10.6823347927 max(chi ** 2) is 114.112276623 total(chi ** 2) is 1385.53003589 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -4.61443953257 max(chi) is 8.58613529114 max(chi ** 2) is 73.7217192378 total(chi ** 2) is 981.104867499 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -3.38870990201 max(chi) is 3.19463589237 max(chi ** 2) is 11.4833548 total(chi ** 2) is 436.4868071 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.78531081893 max(chi) is 3.60555654246 max(chi ** 2) is 13.0000379808 total(chi ** 2) is 313.262318315 ################################### ######## RUN NO. 85 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51922, 17.80266) (505.33882599023354, -10.023275963331798) [ 506.33882599 -9.02327596] centre: 506 -9 rdls not correct, out of image ################################### ######## RUN NO. 86 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 87 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 88 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 89 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 90 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 91 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 92 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 93 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 94 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 95 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 96 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 97 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 98 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 99 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 100 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 101 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 102 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 103 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 104 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 105 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 106 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 107 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -5.32027640002 max(chi) is 14.4509815294 max(chi ** 2) is 208.830867163 total(chi ** 2) is 2676.57122594 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -6.21492654372 max(chi) is 9.88925432238 max(chi ** 2) is 97.7973510528 total(chi ** 2) is 1269.59491851 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -7.26511799545 max(chi) is 8.33426818002 max(chi ** 2) is 69.4600260966 total(chi ** 2) is 1067.32963664 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -3.26121948786 max(chi) is 3.61622173328 max(chi ** 2) is 13.0770596242 total(chi ** 2) is 476.488115958 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.83042346838 max(chi) is 4.29341685884 max(chi ** 2) is 18.4334283238 total(chi ** 2) is 386.695627774 ################################### ######## RUN NO. 108 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -7.05062986782 max(chi) is 5.257991829 max(chi ** 2) is 49.711381533 total(chi ** 2) is 1730.70360464 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.52478375086 max(chi) is 5.56139882691 max(chi ** 2) is 42.5728029954 total(chi ** 2) is 1297.82191124 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.74484807196 max(chi) is 4.13674391394 max(chi ** 2) is 59.9826716577 total(chi ** 2) is 675.254955131 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -6.53537842577 max(chi) is 5.53376165133 max(chi ** 2) is 42.711171168 total(chi ** 2) is 1293.03956502 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -8.66605066492 max(chi) is 2.84948853598 max(chi ** 2) is 75.100434127 total(chi ** 2) is 568.057540924 ################################### ######## RUN NO. 109 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -6.03940232899 max(chi) is 9.40990259475 max(chi ** 2) is 88.5462668427 total(chi ** 2) is 1670.51990571 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.42674383132 max(chi) is 7.87266992269 max(chi ** 2) is 61.9789317116 total(chi ** 2) is 1082.91030599 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.36249858682 max(chi) is 5.51163403143 max(chi ** 2) is 30.3781096964 total(chi ** 2) is 560.03723655 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -4.25441265942 max(chi) is 2.81856615477 max(chi ** 2) is 18.1000270766 total(chi ** 2) is 550.033321855 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.40511713848 max(chi) is 3.58023711323 max(chi ** 2) is 12.8180977869 total(chi ** 2) is 195.985947995 ################################### ######## RUN NO. 110 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -7.08107336303 max(chi) is 11.5973104432 max(chi ** 2) is 134.497609515 total(chi ** 2) is 5166.61073671 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -9.03013503066 max(chi) is 9.33958003954 max(chi ** 2) is 87.227755315 total(chi ** 2) is 2350.7716791 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -3.2037470656 max(chi) is 4.27787437023 max(chi ** 2) is 18.3002091274 total(chi ** 2) is 466.294175764 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771687089611561, mh=-1.0352121761892816, mv=1.8634690160352159, w=4244.8777452993972, x=6.9064487125325948, y=7.7605667498628268) min(chi) is -9.48842442592 max(chi) is 6.95879630535 max(chi ** 2) is 90.0301980863 total(chi ** 2) is 2180.48420649 roaming free PSF optimal params are: gen_crc(z0=28.913907410751854, mh=-0.41204527336451113, mv=-0.30116112373314258, w=16910.091012790079, var=10.789359019455635, x=6.7830495044415384, y=7.8909907782286028) min(chi) is -2.56643504858 max(chi) is 2.64069024012 max(chi ** 2) is 6.97324494426 total(chi ** 2) is 252.236068974 ################################### ######## RUN NO. 111 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) min(chi) is -3.80752879323 max(chi) is 10.72204217 max(chi ** 2) is 114.962188294 total(chi ** 2) is 1086.80819479 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) min(chi) is -4.20583096005 max(chi) is 10.3930594562 max(chi ** 2) is 108.015684859 total(chi ** 2) is 959.56355772 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) min(chi) is -4.82306439552 max(chi) is 9.62246079909 max(chi ** 2) is 92.59175183 total(chi ** 2) is 914.294953145 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.13434059666524, mh=-2.2833961124059443, mv=0.82433945355183613, w=2259.5967812940999, x=4.4835054765144262, y=7.0269059945530135) min(chi) is -2.55985712468 max(chi) is 2.84035062766 max(chi ** 2) is 8.06759168807 total(chi ** 2) is 278.097925296 roaming free PSF optimal params are: gen_crc(z0=49.203995586845274, mh=-2.2886604424745176, mv=0.82504435728224068, w=2251.069818761654, var=2.2358826890829904, x=4.4839233794991769, y=7.0256918031271223) min(chi) is -2.5592246747 max(chi) is 2.84118253326 max(chi ** 2) is 8.07231818728 total(chi ** 2) is 278.091423049 ################################### ######## RUN NO. 112 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.28361865744 max(chi) is 11.2460047246 max(chi ** 2) is 126.472622266 total(chi ** 2) is 1287.74909213 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -4.3052960129 max(chi) is 4.66310481555 max(chi ** 2) is 21.7445465208 total(chi ** 2) is 452.389048733 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -3.89497134695 max(chi) is 4.1739087846 max(chi ** 2) is 17.4215145422 total(chi ** 2) is 399.270502182 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724107819934673, mh=-0.84615103785949641, mv=-0.12992425247324699, w=2553.4094917010316, x=6.7011137310783155, y=8.0130741468468027) min(chi) is -2.13317079644 max(chi) is 2.82737222186 max(chi ** 2) is 7.99403368095 total(chi ** 2) is 211.678700519 roaming free PSF optimal params are: gen_crc(z0=31.241875236285367, mh=-0.80986810130648801, mv=-0.2499661674011962, w=3019.05494097359, var=2.9489385398226817, x=6.6966513481412528, y=8.0243258607213974) min(chi) is -1.99852808069 max(chi) is 2.67082475719 max(chi ** 2) is 7.13330488364 total(chi ** 2) is 195.000886671 ################################### ######## RUN NO. 113 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -2.89211562104 max(chi) is 4.01621355456 max(chi ** 2) is 16.1299713158 total(chi ** 2) is 478.478690137 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.50108771373 max(chi) is 2.75591156314 max(chi ** 2) is 7.59504854386 total(chi ** 2) is 239.110017777 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.10003640353 max(chi) is 1.18123540489 max(chi ** 2) is 1.39531708177 total(chi ** 2) is 35.9364314526 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -2.90478115802 max(chi) is 1.61213325825 max(chi ** 2) is 8.43775357599 total(chi ** 2) is 202.047909884 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.506569945696 max(chi) is 0.696128420167 max(chi ** 2) is 0.484594777364 total(chi ** 2) is 10.0377067054 ################################### ######## RUN NO. 114 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) min(chi) is -4.11103797216 max(chi) is 10.9869030033 max(chi ** 2) is 120.712037604 total(chi ** 2) is 1141.25611473 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) min(chi) is -3.39461508089 max(chi) is 4.03706570425 max(chi ** 2) is 16.2978995004 total(chi ** 2) is 336.584606673 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) min(chi) is -3.29430334467 max(chi) is 3.60275282229 max(chi ** 2) is 12.9798278985 total(chi ** 2) is 328.12139462 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.558927757961698, mh=0.15001552426038789, mv=-0.16837766810824142, w=2379.1682393629012, x=6.2887826931897539, y=7.3758455036890211) min(chi) is -3.15620982826 max(chi) is 2.69941703542 max(chi ** 2) is 9.96166047999 total(chi ** 2) is 203.635914254 roaming free PSF optimal params are: gen_crc(z0=44.948090196471725, mh=0.17311078674166236, mv=-0.1825166934636949, w=2502.5125590726639, var=2.4517903334780109, x=6.2850488383445748, y=7.3810612829158968) min(chi) is -3.10783841792 max(chi) is 2.7255939488 max(chi ** 2) is 9.6586596319 total(chi ** 2) is 202.107379568 ################################### ######## RUN NO. 115 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -5.46453367699 max(chi) is 9.67126370669 max(chi ** 2) is 93.5333416842 total(chi ** 2) is 1592.21423101 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -4.88957805913 max(chi) is 7.47238958712 max(chi ** 2) is 55.8366061417 total(chi ** 2) is 1074.70215556 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -4.74590090641 max(chi) is 5.99265944875 max(chi ** 2) is 35.9119672687 total(chi ** 2) is 715.396207834 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047219520717618, mh=-2.1701098212143402, mv=-1.1490493767667214, w=2537.2160205136502, x=5.146062035352724, y=6.3858933199905481) min(chi) is -4.25267290185 max(chi) is 3.63125541573 max(chi ** 2) is 18.0852268102 total(chi ** 2) is 551.982382588 roaming free PSF optimal params are: gen_crc(z0=49.882863780314523, mh=-0.78682784896740721, mv=-0.82942252503707958, w=5856.0201580855055, var=6.6978659417604902, x=5.0693138976443546, y=6.4765693956587427) min(chi) is -2.76961649427 max(chi) is 3.67862218341 max(chi ** 2) is 13.5322611683 total(chi ** 2) is 342.490236672 ################################### ######## RUN NO. 116 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -4.35683376355 max(chi) is 12.1804188859 max(chi ** 2) is 148.362604235 total(chi ** 2) is 1670.97666303 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -4.08051436318 max(chi) is 11.8615630958 max(chi ** 2) is 140.696679077 total(chi ** 2) is 1551.44525633 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -3.43943044047 max(chi) is 10.5259423984 max(chi ** 2) is 110.795463375 total(chi ** 2) is 1362.62003227 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505072442398237, mh=-0.42721608213597473, mv=-0.091594829836790903, w=3029.4819818248657, x=3.5510165510580376, y=6.7098772715593809) min(chi) is -2.39357502415 max(chi) is 2.76032841474 max(chi ** 2) is 7.61941295723 total(chi ** 2) is 280.859421795 roaming free PSF optimal params are: gen_crc(z0=26.83264376914525, mh=0.40595461002328193, mv=-0.057041582127569192, w=4116.7077435673673, var=3.483239969844349, x=3.5061872512075527, y=6.747890452916784) min(chi) is -2.34342361846 max(chi) is 2.61954325653 max(chi ** 2) is 6.86200687283 total(chi ** 2) is 230.151454111 ################################### ######## RUN NO. 117 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -4.45993872167 max(chi) is 3.38402165472 max(chi ** 2) is 19.891053401 total(chi ** 2) is 637.711537865 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -4.45848024259 max(chi) is 3.35492877496 max(chi ** 2) is 19.8780460735 total(chi ** 2) is 638.193422003 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -4.45993872837 max(chi) is 3.38402163966 max(chi ** 2) is 19.8910534608 total(chi ** 2) is 637.711537864 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.45993872306 max(chi) is 3.38402165235 max(chi ** 2) is 19.8910534135 total(chi ** 2) is 637.711537865 roaming free PSF optimal params are: gen_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, var=2.25, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.45993872306 max(chi) is 3.38402165235 max(chi ** 2) is 19.8910534135 total(chi ** 2) is 637.711537865 ################################### ######## RUN NO. 118 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -3.89034002159 max(chi) is 13.5418399058 max(chi ** 2) is 183.381428035 total(chi ** 2) is 2121.08975602 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -5.73709157446 max(chi) is 12.2081234734 max(chi ** 2) is 149.038278741 total(chi ** 2) is 1870.15064619 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -5.21537308101 max(chi) is 10.6292005539 max(chi ** 2) is 112.979904415 total(chi ** 2) is 1637.04310479 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248056964643947, mh=0.76094043356583851, mv=0.83230902223379133, w=3297.055207243955, x=4.4699131264024965, y=6.0145660848937368) min(chi) is -2.58467156835 max(chi) is 4.7769637758 max(chi ** 2) is 22.8193829153 total(chi ** 2) is 413.734330072 roaming free PSF optimal params are: gen_crc(z0=16.045857487428517, mh=0.89218312753845064, mv=0.88257221761116367, w=3507.8932127370331, var=2.4846222282124142, x=4.4620824415943119, y=6.0132105771302564) min(chi) is -2.54213849824 max(chi) is 4.8035589722 max(chi ** 2) is 23.0741787995 total(chi ** 2) is 409.894980751 ################################### ######## RUN NO. 119 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -9.07353329617 max(chi) is 11.6645039432 max(chi ** 2) is 136.060652241 total(chi ** 2) is 3671.11460771 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -8.36819917841 max(chi) is 11.4076979333 max(chi ** 2) is 130.135572138 total(chi ** 2) is 2892.28470531 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -7.11969229279 max(chi) is 8.95489778692 max(chi ** 2) is 80.1901943742 total(chi ** 2) is 2096.6021545 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.973144120077336, mh=-4.4423938837160231, mv=-1.158001385478618, w=3847.7951386938744, x=4.5935338572922237, y=5.5231509740777698) min(chi) is -6.3215595715 max(chi) is 7.10845657977 max(chi ** 2) is 50.5301549465 total(chi ** 2) is 1357.23049479 roaming free PSF optimal params are: gen_crc(z0=3.7110478367437407, mh=0.76389601851892808, mv=1.8017240725637678, w=13613.182058506662, var=9.0901495205656264, x=4.0990230469915163, y=5.370628427922421) min(chi) is -3.35995712073 max(chi) is 4.23938100086 max(chi ** 2) is 17.9723512705 total(chi ** 2) is 441.487505912 ################################### ######## RUN NO. 120 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -4.43475935655 max(chi) is 3.3429042872 max(chi ** 2) is 19.6670905505 total(chi ** 2) is 946.872453496 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -4.24056461971 max(chi) is 3.41775060174 max(chi ** 2) is 17.9823882939 total(chi ** 2) is 887.835172187 free-variance PSF optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -4.0302224395 max(chi) is 1.82326173648 max(chi ** 2) is 16.2426929118 total(chi ** 2) is 203.082010369 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68768038026957, mh=-2.4395045529488488, mv=0.78846284045287551, w=1135.6749047508235, x=10.205321650826574, y=6.3211750247138347) min(chi) is -4.60233617135 max(chi) is 3.16228840152 max(chi ** 2) is 21.1814982341 total(chi ** 2) is 749.6482792 roaming free PSF optimal params are: gen_crc(z0=-1642.241061391434, mh=-43.158749069505745, mv=1.9219561776457288, w=13724065.099954283, var=849.40791507430538, x=23.632960664849019, y=6.4740548524773116) min(chi) is -4.02028744245 max(chi) is 1.46931350548 max(chi ** 2) is 16.1627111199 total(chi ** 2) is 170.48222703 ################################### ######## RUN NO. 121 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -5.53404477766 max(chi) is 9.43825558671 max(chi ** 2) is 89.0806685201 total(chi ** 2) is 1693.37634629 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -5.09039650854 max(chi) is 7.31750839776 max(chi ** 2) is 53.5459291512 total(chi ** 2) is 1186.49210287 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -3.90983024191 max(chi) is 5.50039851351 max(chi ** 2) is 30.2543838074 total(chi ** 2) is 712.677851283 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775249978376706, mh=-2.0625060913734687, mv=-0.73391132298700867, w=2561.1766964548169, x=4.9968380338700857, y=6.2113709114914819) min(chi) is -4.30484422314 max(chi) is 3.73775983857 max(chi ** 2) is 18.5316837855 total(chi ** 2) is 640.28112516 roaming free PSF optimal params are: gen_crc(z0=26.797842086267391, mh=-0.067039503417428772, mv=0.30512549872967143, w=7540.3936452263952, var=8.2919002719402375, x=4.938879149221183, y=6.0456770923335128) min(chi) is -3.20251684545 max(chi) is 2.84049933806 max(chi ** 2) is 10.2561141454 total(chi ** 2) is 303.480879867 ################################### ######## RUN NO. 122 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -3.60441097755 max(chi) is 12.1457011766 max(chi ** 2) is 147.518057071 total(chi ** 2) is 1479.09997103 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -5.24648566754 max(chi) is 8.11870866205 max(chi ** 2) is 65.9134303393 total(chi ** 2) is 779.874319318 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -4.85230933263 max(chi) is 6.94521007504 max(chi ** 2) is 48.2359429864 total(chi ** 2) is 647.351038021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199529611544008, mh=-0.21671179390487816, mv=-0.87552485521729062, w=2824.494905369198, x=5.3038593421289741, y=6.9434221561382827) min(chi) is -2.39906922071 max(chi) is 2.36916870389 max(chi ** 2) is 5.75553312576 total(chi ** 2) is 180.435299243 roaming free PSF optimal params are: gen_crc(z0=54.439835576920942, mh=0.060517438893591798, mv=-0.89646102366250535, w=3493.3305435857915, var=3.1399109842828032, x=5.2917658210438008, y=6.979411060707414) min(chi) is -2.46942076381 max(chi) is 1.86691378716 max(chi ** 2) is 6.09803890875 total(chi ** 2) is 151.261523225 ################################### ######## RUN NO. 123 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -3.38564631773 max(chi) is 10.4083366292 max(chi ** 2) is 108.333471388 total(chi ** 2) is 1241.64811333 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.25762831424 max(chi) is 4.08353935762 max(chi ** 2) is 16.6752936852 total(chi ** 2) is 312.937102519 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.24593428236 max(chi) is 3.35087247012 max(chi ** 2) is 11.228346311 total(chi ** 2) is 168.088476099 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -2.79277742012 max(chi) is 1.8867936708 max(chi ** 2) is 7.79960571833 total(chi ** 2) is 203.344428306 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.3340604852 max(chi) is 1.71975900163 max(chi ** 2) is 5.44783834857 total(chi ** 2) is 110.580808214 ################################### ######## RUN NO. 124 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -4.33237647088 max(chi) is 13.9693999671 max(chi ** 2) is 195.144135441 total(chi ** 2) is 2921.75999814 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -5.20404473887 max(chi) is 8.33800956789 max(chi ** 2) is 69.5224035543 total(chi ** 2) is 1074.07935744 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -4.89102492557 max(chi) is 6.20872526264 max(chi ** 2) is 38.5482693869 total(chi ** 2) is 837.002994292 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948884632829781, mh=0.76618065162326821, mv=-0.1482443711034955, w=3806.2779479895075, x=5.9824361786337512, y=7.6238867453374093) min(chi) is -4.42059076455 max(chi) is 3.97396997768 max(chi ** 2) is 19.5416227076 total(chi ** 2) is 536.38081839 roaming free PSF optimal params are: gen_crc(z0=29.070655094469682, mh=1.240138366756907, mv=-0.43292433394767593, w=5509.9279638413236, var=3.9105896852511655, x=5.9314662071098372, y=7.6500684999609065) min(chi) is -2.98501641572 max(chi) is 4.21818734638 max(chi ** 2) is 17.7931044891 total(chi ** 2) is 381.635574876 ################################### ######## RUN NO. 125 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) min(chi) is -2.41801099856 max(chi) is 1.53093333778 max(chi ** 2) is 5.84677718915 total(chi ** 2) is 145.909812799 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) min(chi) is -2.34658083895 max(chi) is 1.60236349761 max(chi ** 2) is 5.50644163375 total(chi ** 2) is 137.922233627 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) min(chi) is -1.94844250804 max(chi) is 1.9549096415 max(chi ** 2) is 3.82167170642 total(chi ** 2) is 126.768085555 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348247218463, mh=-3.6408358317024367, mv=2.4988372645891372, w=383.50202445707595, x=7.9601400203533235, y=2.7888952184717115) min(chi) is -2.14638321885 max(chi) is 1.42368089508 max(chi ** 2) is 4.60696092218 total(chi ** 2) is 124.704455921 roaming free PSF optimal params are: gen_crc(z0=-665.82050415891217, mh=-15.790659717286781, mv=29.517834180163746, w=7193350.634418143, var=789.69746282153676, x=20.076182769928074, y=-22.394117551032316) min(chi) is -0.568352545497 max(chi) is 0.672419440553 max(chi ** 2) is 0.452147904034 total(chi ** 2) is 12.8070106993 ################################### ######## RUN NO. 126 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) min(chi) is -3.78460299292 max(chi) is 2.81519743557 max(chi ** 2) is 14.323219814 total(chi ** 2) is 436.975410918 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) min(chi) is -3.45650710619 max(chi) is 2.23393066486 max(chi ** 2) is 11.9474413751 total(chi ** 2) is 268.454629638 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) min(chi) is -1.48764022064 max(chi) is 0.802768693694 max(chi ** 2) is 2.21307342606 total(chi ** 2) is 45.5710298619 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94730700664408, mh=-1.8011717004249514, mv=-0.76156428260097264, w=1040.1679369632263, x=6.4625009133969034, y=6.3775582143163199) min(chi) is -3.29786838706 max(chi) is 1.98035634852 max(chi ** 2) is 10.8759358983 total(chi ** 2) is 257.797170855 roaming free PSF optimal params are: gen_crc(z0=182.95294735194102, mh=-1.2978917019746139, mv=0.31207025715668757, w=11947.047597612718, var=23.468829807868268, x=6.4909764175848919, y=6.0154874158853424) min(chi) is -0.970447002446 max(chi) is 0.955374239759 max(chi ** 2) is 0.941767384557 total(chi ** 2) is 34.3367712119 ################################### ######## RUN NO. 127 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.49464385291 max(chi) is 1.43372143563 max(chi ** 2) is 6.22324795285 total(chi ** 2) is 162.373488405 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.38625577232 max(chi) is 1.54210522629 max(chi ** 2) is 5.69421661095 total(chi ** 2) is 143.982064257 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.74476338594 max(chi) is 1.83744760885 max(chi ** 2) is 3.37621371528 total(chi ** 2) is 120.768887895 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.42818721352 max(chi) is 1.33937806201 max(chi ** 2) is 5.89609314392 total(chi ** 2) is 135.924216332 roaming free PSF optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.625284493118 max(chi) is 1.20744498958 max(chi ** 2) is 1.45792340286 total(chi ** 2) is 17.9190962919 ################################### ######## RUN NO. 128 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -1.83026149738 max(chi) is 1.16110996977 max(chi ** 2) is 3.34985714878 total(chi ** 2) is 90.0761704196 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -1.73937143613 max(chi) is 1.20781903308 max(chi ** 2) is 3.02541299283 total(chi ** 2) is 77.1436055955 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.13011376662 max(chi) is 1.3241491986 max(chi ** 2) is 1.75337110015 total(chi ** 2) is 58.6823358092 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.48646108202 max(chi) is 1.1342504658 max(chi ** 2) is 2.20956654837 total(chi ** 2) is 62.9569255368 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.734679031097 max(chi) is 0.867511648304 max(chi ** 2) is 0.752576459943 total(chi ** 2) is 17.7498823899 ################################### ######## RUN NO. 129 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.75291286356 max(chi) is 6.31082004603 max(chi ** 2) is 39.8264496534 total(chi ** 2) is 559.01487045 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.46816195437 max(chi) is 3.58873439272 max(chi ** 2) is 12.8790145415 total(chi ** 2) is 244.302027071 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.92245433855 max(chi) is 2.68292376245 max(chi ** 2) is 7.19807991514 total(chi ** 2) is 133.645342021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.83520130468 max(chi) is 1.71246865419 max(chi ** 2) is 3.36796382869 total(chi ** 2) is 117.836902594 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.897191594614 max(chi) is 1.02783372549 max(chi ** 2) is 1.05644216726 total(chi ** 2) is 30.9546520933 ################################### ######## RUN NO. 130 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.38118573403 max(chi) is 12.439118827 max(chi ** 2) is 154.731677192 total(chi ** 2) is 1257.20416529 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -3.40515769383 max(chi) is 12.4226848664 max(chi ** 2) is 154.32309929 total(chi ** 2) is 1257.23523491 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.38118656001 max(chi) is 12.4391182608 max(chi ** 2) is 154.731663106 total(chi ** 2) is 1257.20416529 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.38118577944 max(chi) is 12.4391188048 max(chi ** 2) is 154.73167664 total(chi ** 2) is 1257.20416529 roaming free PSF optimal params are: gen_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, var=2.25, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.38118577944 max(chi) is 12.4391188048 max(chi ** 2) is 154.73167664 total(chi ** 2) is 1257.20416529 ################################### ######## RUN NO. 131 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -5.68223857835 max(chi) is 11.7029659278 max(chi ** 2) is 136.959411508 total(chi ** 2) is 2550.23956551 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -6.64231293186 max(chi) is 10.8211521044 max(chi ** 2) is 117.097332866 total(chi ** 2) is 1478.31673949 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -4.8300710502 max(chi) is 8.2515879509 max(chi ** 2) is 68.0887037114 total(chi ** 2) is 1057.74091673 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207206874648861, mh=-0.44550630439561345, mv=0.39778381560015785, w=3651.7544897701246, x=5.1870221592787988, y=6.3395284769140003) min(chi) is -5.22353019599 max(chi) is 3.06447995569 max(chi ** 2) is 27.2852677084 total(chi ** 2) is 393.833808315 roaming free PSF optimal params are: gen_crc(z0=47.249282558506692, mh=0.43703044395747054, mv=0.74279210140883667, w=5777.7448128484148, var=4.3045854891397672, x=5.1888535226751227, y=6.3265354523183674) min(chi) is -2.56780023507 max(chi) is 2.44466849269 max(chi ** 2) is 6.5935980472 total(chi ** 2) is 177.324899578 ################################### ######## RUN NO. 132 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -3.48733042362 max(chi) is 11.3462796265 max(chi ** 2) is 128.738061363 total(chi ** 2) is 1211.8118765 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -4.20703880274 max(chi) is 8.81040866976 max(chi ** 2) is 77.6233009281 total(chi ** 2) is 651.637163402 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -3.7359043612 max(chi) is 7.65758979472 max(chi ** 2) is 58.6386814642 total(chi ** 2) is 502.823610444 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957675880326583, mh=1.164743032660563, mv=0.12668933778636146, w=2565.617520403066, x=5.3322903349003337, y=6.3805834211451522) min(chi) is -2.1233747173 max(chi) is 1.85536068973 max(chi ** 2) is 4.50872019006 total(chi ** 2) is 142.698690945 roaming free PSF optimal params are: gen_crc(z0=53.081959457824183, mh=1.3592619981935188, mv=0.1773863812231174, w=3052.3337194195838, var=2.9679238639003378, x=5.3283347088672448, y=6.4092612841662451) min(chi) is -1.95493637802 max(chi) is 1.80141866933 max(chi ** 2) is 3.82177624211 total(chi ** 2) is 127.208069203 ################################### ######## RUN NO. 133 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -5.73511866912 max(chi) is 12.6522582932 max(chi ** 2) is 160.079639919 total(chi ** 2) is 2821.26705506 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -5.49846799354 max(chi) is 11.08240982 max(chi ** 2) is 122.819807419 total(chi ** 2) is 1887.35603512 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -5.75556530287 max(chi) is 8.47287850554 max(chi ** 2) is 71.7896701696 total(chi ** 2) is 1442.40127924 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880464902125695, mh=-2.2730442726582392, mv=0.13840880875000375, w=3712.4085052990963, x=4.9046276808158593, y=6.1962732726289813) min(chi) is -5.14928995103 max(chi) is 4.67880500811 max(chi ** 2) is 26.5151869998 total(chi ** 2) is 615.745711074 roaming free PSF optimal params are: gen_crc(z0=28.114138730956793, mh=-0.88432790790463223, mv=0.53895899216119714, w=6289.609546490331, var=4.6618153844142043, x=4.7779584566016062, y=6.2469317851057964) min(chi) is -3.53870616743 max(chi) is 4.05126947395 max(chi ** 2) is 16.4127843505 total(chi ** 2) is 384.023473605 ################################### ######## RUN NO. 134 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -5.11422360719 max(chi) is 11.3018780011 max(chi ** 2) is 127.732446352 total(chi ** 2) is 1733.48510757 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -4.57339908654 max(chi) is 10.2978122042 max(chi ** 2) is 106.044936192 total(chi ** 2) is 1275.59016262 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -4.58145935476 max(chi) is 8.5564224122 max(chi ** 2) is 73.212364496 total(chi ** 2) is 1058.62515293 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040077929623564, mh=-0.83025093877682954, mv=0.0043336296393524055, w=3093.3638581333967, x=4.7586152026598212, y=6.1602271806701667) min(chi) is -4.08548337494 max(chi) is 2.63403975239 max(chi ** 2) is 16.6911744069 total(chi ** 2) is 210.617191433 roaming free PSF optimal params are: gen_crc(z0=64.599617777473469, mh=-0.28412226365947579, mv=0.18367882734960081, w=4083.1813260349359, var=3.3962854330950498, x=4.724230010215126, y=6.1767866342117088) min(chi) is -2.5874369384 max(chi) is 2.775444455 max(chi ** 2) is 7.70309192281 total(chi ** 2) is 151.09798587 ################################### ######## RUN NO. 135 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -5.68753758853 max(chi) is 11.0191167517 max(chi ** 2) is 121.420933987 total(chi ** 2) is 1878.64868775 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -5.06183117313 max(chi) is 9.96171508092 max(chi ** 2) is 99.2357673534 total(chi ** 2) is 1265.74363037 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.37122785193 max(chi) is 7.5557452201 max(chi ** 2) is 57.089285831 total(chi ** 2) is 748.709882878 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034242254760358, mh=-2.1651294879480627, mv=-0.91571618923244158, w=2784.7613965189398, x=5.3236029649630083, y=5.8012138747439268) min(chi) is -4.55859004254 max(chi) is 2.9538861859 max(chi ** 2) is 20.780743176 total(chi ** 2) is 629.850573957 roaming free PSF optimal params are: gen_crc(z0=34.211595662724669, mh=-0.28589716414665683, mv=-0.093898989349794681, w=7782.5523496491742, var=8.3087911707933557, x=5.1600428433662628, y=6.0200035029748999) min(chi) is -2.65889060611 max(chi) is 3.87957050819 max(chi ** 2) is 15.051067328 total(chi ** 2) is 369.368702134 ################################### ######## RUN NO. 136 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -4.17158141786 max(chi) is 12.2765243998 max(chi ** 2) is 150.713051338 total(chi ** 2) is 2247.47791685 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.33352380145 max(chi) is 4.33753466896 max(chi ** 2) is 18.8142070045 total(chi ** 2) is 649.348579831 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -2.6730691462 max(chi) is 3.11760250816 max(chi ** 2) is 9.71944539889 total(chi ** 2) is 289.943373697 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258748266167281, mh=-0.11247926023417519, mv=0.23873671001174296, w=3161.9305704774706, x=6.5048552740060801, y=7.0171748285603641) min(chi) is -3.05989401673 max(chi) is 3.57109338059 max(chi ** 2) is 12.7527079329 total(chi ** 2) is 586.252047793 roaming free PSF optimal params are: gen_crc(z0=22.491854994453657, mh=0.20493567220052697, mv=0.13228021488952296, w=6636.7775006497222, var=6.185077826823199, x=6.5495164607919811, y=7.0778584887063243) min(chi) is -2.66964753172 max(chi) is 2.80473255452 max(chi ** 2) is 7.86652470238 total(chi ** 2) is 250.797884663 ################################### ######## RUN NO. 137 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -3.84552494434 max(chi) is 12.2888112777 max(chi ** 2) is 151.01488262 total(chi ** 2) is 1623.04973075 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -5.14124823057 max(chi) is 8.76316384433 max(chi ** 2) is 76.7930405625 total(chi ** 2) is 989.71915248 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -4.99435394739 max(chi) is 7.94414772754 max(chi ** 2) is 63.109483117 total(chi ** 2) is 777.730586378 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034349202759344, mh=0.16228527880798246, mv=0.25414020865530418, w=2789.590178298989, x=5.1240565753982512, y=6.9891053730429045) min(chi) is -2.40145699868 max(chi) is 3.94174064876 max(chi ** 2) is 15.5373193421 total(chi ** 2) is 362.640720344 roaming free PSF optimal params are: gen_crc(z0=20.838988234272321, mh=0.57355211690567531, mv=0.26367665118529376, w=3750.3632570654299, var=3.5368389964287736, x=5.1344300585745088, y=6.9811752111961276) min(chi) is -2.21698918209 max(chi) is 3.74464716328 max(chi ** 2) is 14.0223823775 total(chi ** 2) is 317.162763567 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -7.05062986782 max(chi) is 5.257991829 max(chi ** 2) is 49.711381533 total(chi ** 2) is 1730.70360464 Now to test model score... BIC is 1746.95190585 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.52478375086 max(chi) is 5.56139882691 max(chi ** 2) is 42.5728029954 total(chi ** 2) is 1297.82191124 Now to test model score... BIC is 1319.48631285 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.74484807196 max(chi) is 4.13674391394 max(chi ** 2) is 59.9826716577 total(chi ** 2) is 675.254955131 Now to test model score... BIC is 702.335457142 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -6.53537842577 max(chi) is 5.53376165133 max(chi ** 2) is 42.711171168 total(chi ** 2) is 1293.03956502 Now to test model score... BIC is 1325.53616744 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -8.66605066492 max(chi) is 2.84948853598 max(chi ** 2) is 75.100434127 total(chi ** 2) is 568.057540924 Now to test model score... BIC is 605.97024374 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -7.05062986782 max(chi) is 5.257991829 max(chi ** 2) is 49.711381533 total(chi ** 2) is 1730.70360464 Now to test model score... BIC is 1746.95190585 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.52478375086 max(chi) is 5.56139882691 max(chi ** 2) is 42.5728029954 total(chi ** 2) is 1297.82191124 Now to test model score... BIC is 1319.48631285 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.74484807196 max(chi) is 4.13674391394 max(chi ** 2) is 59.9826716577 total(chi ** 2) is 675.254955131 Now to test model score... BIC is 702.335457142 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -6.53537842577 max(chi) is 5.53376165133 max(chi ** 2) is 42.711171168 total(chi ** 2) is 1293.03956502 Now to test model score... BIC is 1325.53616744 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -8.66605066492 max(chi) is 2.84948853598 max(chi ** 2) is 75.100434127 total(chi ** 2) is 568.057540924 Now to test model score... BIC is 605.97024374 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -5.39165813422 max(chi) is 4.020817281 max(chi ** 2) is 29.0699774363 total(chi ** 2) is 1012.07235012 Now to test model score... BIC is 1028.32065133 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -4.98954051536 max(chi) is 4.25283439705 max(chi ** 2) is 24.8955145544 total(chi ** 2) is 758.933920412 Now to test model score... BIC is 780.598322021 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -5.92253087856 max(chi) is 3.16339240478 max(chi ** 2) is 35.0763720075 total(chi ** 2) is 394.8722748 Now to test model score... BIC is 421.952776811 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -4.99764232559 max(chi) is 4.23170008631 max(chi ** 2) is 24.9764288145 total(chi ** 2) is 756.13732349 Now to test model score... BIC is 788.633925904 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -6.62697992023 max(chi) is 2.17902064516 max(chi ** 2) is 43.9168628632 total(chi ** 2) is 332.185897634 Now to test model score... BIC is 370.098600449 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -6.54701344869 max(chi) is 4.88242098407 max(chi ** 2) is 42.8633850974 total(chi ** 2) is 1492.29035298 Now to test model score... BIC is 1508.53865419 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.05872776865 max(chi) is 5.16415605356 max(chi ** 2) is 36.7081821746 total(chi ** 2) is 1119.04032142 Now to test model score... BIC is 1140.70472303 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.19164463825 max(chi) is 3.8412622058 max(chi ** 2) is 51.7197526028 total(chi ** 2) is 582.235139883 Now to test model score... BIC is 609.315641894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -6.06856568107 max(chi) is 5.13849296195 max(chi ** 2) is 36.8274894255 total(chi ** 2) is 1114.9167678 Now to test model score... BIC is 1147.41337021 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -8.047047046 max(chi) is 2.64595364055 max(chi ** 2) is 64.7549661605 total(chi ** 2) is 489.804716409 Now to test model score... BIC is 527.717419225 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -5.60801644835 max(chi) is 8.73776669513 max(chi ** 2) is 76.3485668185 total(chi ** 2) is 1440.39726563 Now to test model score... BIC is 1456.64556684 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.03911927194 max(chi) is 7.31033635678 max(chi ** 2) is 53.4410176493 total(chi ** 2) is 933.733886285 Now to test model score... BIC is 955.398287894 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.12232011633 max(chi) is 5.11794588633 max(chi ** 2) is 26.1933700954 total(chi ** 2) is 482.889249883 Now to test model score... BIC is 509.969751894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -3.95052604089 max(chi) is 2.61724000085 max(chi ** 2) is 15.6066559997 total(chi ** 2) is 474.263425477 Now to test model score... BIC is 506.76002789 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.23332305716 max(chi) is 3.32450589085 max(chi ** 2) is 11.0523394183 total(chi ** 2) is 168.98788373 Now to test model score... BIC is 206.900586546 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.94025665717 max(chi) is 13.418768563 max(chi ** 2) is 180.063349747 total(chi ** 2) is 2307.85988359 Now to test model score... BIC is 2324.1081848 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.77100321916 max(chi) is 9.18287901364 max(chi ** 2) is 84.3252669792 total(chi ** 2) is 1094.70174096 Now to test model score... BIC is 1116.36614257 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -6.74618099577 max(chi) is 7.73896331002 max(chi ** 2) is 59.8915531139 total(chi ** 2) is 920.29953363 Now to test model score... BIC is 947.380035641 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -3.02827523872 max(chi) is 3.3579201809 max(chi ** 2) is 11.2756279413 total(chi ** 2) is 410.849446923 Now to test model score... BIC is 443.346049336 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.6282503635 max(chi) is 3.98674422606 max(chi ** 2) is 15.8941295241 total(chi ** 2) is 333.426332112 Now to test model score... BIC is 371.339034927 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.23993996683 max(chi) is 13.4000920093 max(chi ** 2) is 179.562465859 total(chi ** 2) is 2754.43664 Now to test model score... BIC is 2770.6849412 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.43021032657 max(chi) is 8.33595061055 max(chi ** 2) is 69.4880725816 total(chi ** 2) is 1062.63628497 Now to test model score... BIC is 1084.30068658 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.23121264661 max(chi) is 6.42347593838 max(chi ** 2) is 41.2610431309 total(chi ** 2) is 683.807135079 Now to test model score... BIC is 710.88763709 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -3.77556739216 max(chi) is 3.5333784479 max(chi ** 2) is 14.2549091328 total(chi ** 2) is 480.009224942 Now to test model score... BIC is 512.505827355 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.07867965179 max(chi) is 3.19942973754 max(chi ** 2) is 10.2363506455 total(chi ** 2) is 241.528554586 Now to test model score... BIC is 279.441257402 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -5.55616116471 max(chi) is 11.4060806187 max(chi ** 2) is 130.09867508 total(chi ** 2) is 1944.32135025 Now to test model score... BIC is 1960.56965145 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -5.54659286295 max(chi) is 6.30045073707 max(chi ** 2) is 39.6956794902 total(chi ** 2) is 959.156679869 Now to test model score... BIC is 980.821081478 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.00027508246 max(chi) is 5.36666283544 max(chi ** 2) is 28.8010699892 total(chi ** 2) is 540.251515568 Now to test model score... BIC is 567.332017579 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -4.04812248858 max(chi) is 3.13950186402 max(chi ** 2) is 16.3872956825 total(chi ** 2) is 634.8914226 Now to test model score... BIC is 667.388025013 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.34658560237 max(chi) is 3.32709205818 max(chi ** 2) is 11.0695415636 total(chi ** 2) is 323.15039556 Now to test model score... BIC is 361.063098376 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.42418984636 max(chi) is 11.9423096722 max(chi ** 2) is 142.618760306 total(chi ** 2) is 1715.28686978 Now to test model score... BIC is 1731.53517098 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -2.85388488155 max(chi) is 3.48664719596 max(chi ** 2) is 12.1567086691 total(chi ** 2) is 433.617044005 Now to test model score... BIC is 455.281445613 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.5686416315 max(chi) is 2.80462791679 max(chi ** 2) is 7.86593775166 total(chi ** 2) is 340.178973899 Now to test model score... BIC is 367.25947591 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.30812550009 max(chi) is 3.0133192889 max(chi ** 2) is 9.08009313687 total(chi ** 2) is 331.842652977 Now to test model score... BIC is 364.33925539 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.06306805969 max(chi) is 3.03121519738 max(chi ** 2) is 9.1882655728 total(chi ** 2) is 237.590269532 Now to test model score... BIC is 275.502972347 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -5.08477014105 max(chi) is 10.7545587229 max(chi ** 2) is 115.660533324 total(chi ** 2) is 1577.08911474 Now to test model score... BIC is 1593.33741595 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -4.59052089961 max(chi) is 9.91931087891 max(chi ** 2) is 98.3927283126 total(chi ** 2) is 1194.66620442 Now to test model score... BIC is 1216.33060603 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -4.28483670882 max(chi) is 7.9728399132 max(chi ** 2) is 63.5661762816 total(chi ** 2) is 845.952666364 Now to test model score... BIC is 873.033168375 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -3.14665919472 max(chi) is 2.96644761434 max(chi ** 2) is 9.90146408774 total(chi ** 2) is 376.358522449 Now to test model score... BIC is 408.855124862 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.58636004615 max(chi) is 3.34801678942 max(chi ** 2) is 11.2092164223 total(chi ** 2) is 270.10883569 Now to test model score... BIC is 308.021538505 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -5.29387832007 max(chi) is 8.53183795687 max(chi ** 2) is 72.7922589223 total(chi ** 2) is 1417.70087852 Now to test model score... BIC is 1433.94917973 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -4.73675043564 max(chi) is 8.093095619 max(chi ** 2) is 65.4981966982 total(chi ** 2) is 931.784212576 Now to test model score... BIC is 953.448614185 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -2.87588524035 max(chi) is 5.73147248916 max(chi ** 2) is 32.849776894 total(chi ** 2) is 397.776193189 Now to test model score... BIC is 424.8566952 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -4.47193636358 max(chi) is 3.41044021029 max(chi ** 2) is 19.9982148399 total(chi ** 2) is 611.97420462 Now to test model score... BIC is 644.470807034 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.52478254993 max(chi) is 3.75876386113 max(chi ** 2) is 14.1283057637 total(chi ** 2) is 257.845248232 Now to test model score... BIC is 295.757951048 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -4.14671941523 max(chi) is 13.5366082081 max(chi ** 2) is 183.239761779 total(chi ** 2) is 2893.156223 Now to test model score... BIC is 2909.40452421 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -6.6384468616 max(chi) is 10.8369433094 max(chi ** 2) is 117.439340292 total(chi ** 2) is 1418.37343643 Now to test model score... BIC is 1440.03783804 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -6.0090213007 max(chi) is 8.51825826287 max(chi ** 2) is 72.560723833 total(chi ** 2) is 1125.65678944 Now to test model score... BIC is 1152.73729145 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -5.18643232426 max(chi) is 3.56030333854 max(chi ** 2) is 26.8990802541 total(chi ** 2) is 421.371381734 Now to test model score... BIC is 453.867984148 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -2.85165500603 max(chi) is 2.22989223649 max(chi ** 2) is 8.13193627342 total(chi ** 2) is 253.772665468 Now to test model score... BIC is 291.685368283 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.55627623045 max(chi) is 5.8600471856 max(chi ** 2) is 34.3401530175 total(chi ** 2) is 482.007719929 Now to test model score... BIC is 498.256021136 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.29186467192 max(chi) is 3.33239622181 max(chi ** 2) is 11.1048645791 total(chi ** 2) is 210.648176403 Now to test model score... BIC is 232.312578012 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.78513617151 max(chi) is 2.49128635085 max(chi ** 2) is 6.20650768193 total(chi ** 2) is 115.235014294 Now to test model score... BIC is 142.315516305 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.7041154972 max(chi) is 1.59014946461 max(chi ** 2) is 2.9040096278 total(chi ** 2) is 101.604268053 Now to test model score... BIC is 134.100870466 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.833106480713 max(chi) is 0.954417030814 max(chi ** 2) is 0.910911868709 total(chi ** 2) is 26.6904908356 Now to test model score... BIC is 64.603193651 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.31645500627 max(chi) is 1.33131276165 max(chi ** 2) is 5.36596379608 total(chi ** 2) is 140.005711941 Now to test model score... BIC is 156.254013148 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.21580893144 max(chi) is 1.43195485298 max(chi ** 2) is 4.90980922067 total(chi ** 2) is 124.147800303 Now to test model score... BIC is 145.812201912 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.6201374298 max(chi) is 1.70620135108 max(chi ** 2) is 2.91112305042 total(chi ** 2) is 104.13235742 Now to test model score... BIC is 131.212859431 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.2547452697 max(chi) is 1.24370820044 max(chi ** 2) is 5.08387623124 total(chi ** 2) is 117.199962042 Now to test model score... BIC is 149.696564455 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.580621315038 max(chi) is 1.12119891889 max(chi ** 2) is 1.25708701573 total(chi ** 2) is 15.4506493537 Now to test model score... BIC is 53.3633521692 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -1.69952853328 max(chi) is 1.07817354336 max(chi ** 2) is 2.88839723543 total(chi ** 2) is 77.667718372 Now to test model score... BIC is 93.9160195786 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -1.61513061927 max(chi) is 1.12154624501 max(chi ** 2) is 2.60864691729 total(chi ** 2) is 66.5166803349 Now to test model score... BIC is 88.1810819437 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.04939135472 max(chi) is 1.22956711298 max(chi ** 2) is 1.51183528533 total(chi ** 2) is 50.5985446518 Now to test model score... BIC is 77.6790466629 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.38028529045 max(chi) is 1.05323257539 max(chi ** 2) is 1.90518748303 total(chi ** 2) is 54.2842878353 Now to test model score... BIC is 86.7808902485 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.682201957447 max(chi) is 0.805546530568 max(chi ** 2) is 0.64890521291 total(chi ** 2) is 15.3047455301 Now to test model score... BIC is 53.2174483455 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -2.68553593382 max(chi) is 3.7293411578 max(chi ** 2) is 13.9079854713 total(chi ** 2) is 412.565809353 Now to test model score... BIC is 428.81411056 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.32243859132 max(chi) is 2.5590607372 max(chi ** 2) is 6.5487918567 total(chi ** 2) is 206.171392879 Now to test model score... BIC is 227.835794488 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.02146237471 max(chi) is 1.0968614474 max(chi ** 2) is 1.20310503479 total(chi ** 2) is 30.9860046709 Now to test model score... BIC is 58.0665066819 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -2.69729678959 max(chi) is 1.49698088266 max(chi ** 2) is 7.27540997114 total(chi ** 2) is 174.214779441 Now to test model score... BIC is 206.711381854 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.470386378147 max(chi) is 0.646404961584 max(chi ** 2) is 0.41783937436 total(chi ** 2) is 8.65496139391 Now to test model score... BIC is 46.5676642093 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -3.1438144379 max(chi) is 9.66488401287 max(chi ** 2) is 93.4099829822 total(chi ** 2) is 1070.60475078 Now to test model score... BIC is 1086.85305198 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.02494057751 max(chi) is 3.79185797493 max(chi ** 2) is 14.3781869021 total(chi ** 2) is 269.828420029 Now to test model score... BIC is 291.492821638 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.08551040504 max(chi) is 3.11152443654 max(chi ** 2) is 9.68158431917 total(chi ** 2) is 144.933430922 Now to test model score... BIC is 172.013932933 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -2.59329331868 max(chi) is 1.75202269431 max(chi ** 2) is 6.72517023672 total(chi ** 2) is 175.332695835 Now to test model score... BIC is 207.829298249 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.16734187911 max(chi) is 1.59691907294 max(chi ** 2) is 4.69737082096 total(chi ** 2) is 95.3477376944 Now to test model score... BIC is 133.26044051 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -3.34695305058 max(chi) is 11.2781510926 max(chi ** 2) is 127.196692067 total(chi ** 2) is 1275.34640359 Now to test model score... BIC is 1291.5947048 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -4.87173669129 max(chi) is 7.53880090048 max(chi ** 2) is 56.833519017 total(chi ** 2) is 672.442652881 Now to test model score... BIC is 694.10705449 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -4.50571580887 max(chi) is 6.44912364111 max(chi ** 2) is 41.5911957383 total(chi ** 2) is 558.175129722 Now to test model score... BIC is 585.255631733 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199529611544008, mh=-0.21671179390487816, mv=-0.87552485521729062, w=2824.494905369198, x=5.3038593421289741, y=6.9434221561382827) min(chi) is -2.22770713352 max(chi) is 2.1999423679 max(chi ** 2) is 4.96267907272 total(chi ** 2) is 155.579416184 Now to test model score... BIC is 188.076018597 roaming free PSF optimal params are: gen_crc(z0=54.439835576920942, mh=0.060517438893591798, mv=-0.89646102366250535, w=3493.3305435857915, var=3.1399109842828032, x=5.2917658210438008, y=6.979411060707414) min(chi) is -2.2930335664 max(chi) is 1.73356280237 max(chi ** 2) is 5.25800293663 total(chi ** 2) is 130.424476659 Now to test model score... BIC is 168.337179474 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -3.87361131659 max(chi) is 11.3996297998 max(chi ** 2) is 129.951559572 total(chi ** 2) is 1937.87636708 Now to test model score... BIC is 1954.12466829 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.09541495848 max(chi) is 4.02771076404 max(chi ** 2) is 16.2224539987 total(chi ** 2) is 559.897499956 Now to test model score... BIC is 581.561901565 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -2.48213563576 max(chi) is 2.89491661472 max(chi ** 2) is 8.38054220618 total(chi ** 2) is 250.002194667 Now to test model score... BIC is 277.082696678 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258748266167281, mh=-0.11247926023417519, mv=0.23873671001174296, w=3161.9305704774706, x=6.5048552740060801, y=7.0171748285603641) min(chi) is -2.8413301584 max(chi) is 3.31601528197 max(chi ** 2) is 10.9959573503 total(chi ** 2) is 505.492837128 Now to test model score... BIC is 537.989439541 roaming free PSF optimal params are: gen_crc(z0=22.491854994453657, mh=0.20493567220052697, mv=0.13228021488952296, w=6636.7775006497222, var=6.185077826823199, x=6.5495164607919811, y=7.0778584887063243) min(chi) is -2.47895842231 max(chi) is 2.60439451491 max(chi ** 2) is 6.7828707893 total(chi ** 2) is 216.249196469 Now to test model score... BIC is 254.161899285 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -4.02292100867 max(chi) is 12.9715856837 max(chi ** 2) is 168.262035151 total(chi ** 2) is 2519.27265146 Now to test model score... BIC is 2535.52095267 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -4.83232725752 max(chi) is 7.7424374559 max(chi ** 2) is 59.9453377585 total(chi ** 2) is 926.119445954 Now to test model score... BIC is 947.783847562 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -4.54166600231 max(chi) is 5.76524488674 max(chi ** 2) is 33.238048604 total(chi ** 2) is 721.701561405 Now to test model score... BIC is 748.782063416 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948884632829781, mh=0.76618065162326821, mv=-0.1482443711034955, w=3806.2779479895075, x=5.9824361786337512, y=7.6238867453374093) min(chi) is -4.10483428136 max(chi) is 3.69011497928 max(chi ** 2) is 16.8496644775 total(chi ** 2) is 462.49162402 Now to test model score... BIC is 494.988226433 roaming free PSF optimal params are: gen_crc(z0=29.070655094469682, mh=1.240138366756907, mv=-0.43292433394767593, w=5509.9279638413236, var=3.9105896852511655, x=5.9314662071098372, y=7.6500684999609065) min(chi) is -2.77180095745 max(chi) is 3.91688825021 max(chi ** 2) is 15.3420135646 total(chi ** 2) is 329.063327317 Now to test model score... BIC is 366.976030132 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -6.11471664846 max(chi) is 10.6572935673 max(chi ** 2) is 113.57790618 total(chi ** 2) is 2119.83909503 Now to test model score... BIC is 2136.08739623 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -5.23651838915 max(chi) is 6.43526752356 max(chi ** 2) is 41.4126680998 total(chi ** 2) is 912.478151864 Now to test model score... BIC is 934.142553473 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -3.539996324 max(chi) is 4.88240692133 max(chi ** 2) is 23.8378973455 total(chi ** 2) is 495.454544151 Now to test model score... BIC is 522.535046162 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366619424581629, mh=-1.0865249178213676, mv=0.88238241155570829, w=3283.0706269805755, x=5.7703974183767901, y=7.1264068644620746) min(chi) is -4.6218494361 max(chi) is 3.13356819839 max(chi ** 2) is 21.36149221 total(chi ** 2) is 590.868383645 Now to test model score... BIC is 623.364986058 roaming free PSF optimal params are: gen_crc(z0=25.442541996842476, mh=0.77208253487221046, mv=0.47449878207910434, w=8855.3676128388652, var=8.0555534821285342, x=5.5155114290750085, y=7.2633607064873749) min(chi) is -2.28998057553 max(chi) is 2.44565138245 max(chi ** 2) is 5.98121068447 total(chi ** 2) is 225.977539879 Now to test model score... BIC is 263.890242694 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -6.57528240853 max(chi) is 10.7689311258 max(chi ** 2) is 115.969877592 total(chi ** 2) is 4454.88374747 Now to test model score... BIC is 4471.13204867 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -8.38512538561 max(chi) is 8.67246717957 max(chi ** 2) is 75.2116869808 total(chi ** 2) is 2026.94088657 Now to test model score... BIC is 2048.60528818 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -2.97490798949 max(chi) is 3.97231191521 max(chi ** 2) is 15.7792619517 total(chi ** 2) is 402.059774 Now to test model score... BIC is 429.140276011 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771687089611561, mh=-1.0352121761892816, mv=1.8634690160352159, w=4244.8777452993972, x=6.9064487125325948, y=7.7605667498628268) min(chi) is -8.81067982407 max(chi) is 6.4617394264 max(chi ** 2) is 77.6280789622 total(chi ** 2) is 1880.11138213 Now to test model score... BIC is 1912.60798454 roaming free PSF optimal params are: gen_crc(z0=28.913907410751854, mh=-0.41204527336451113, mv=-0.30116112373314258, w=16910.091012790079, var=10.789359019455635, x=6.7830495044415384, y=7.8909907782286028) min(chi) is -2.3831182594 max(chi) is 2.45206950868 max(chi ** 2) is 6.01264487541 total(chi ** 2) is 217.489263554 Now to test model score... BIC is 255.40196637 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.04907446763 max(chi) is 10.4427186729 max(chi ** 2) is 109.050373281 total(chi ** 2) is 1110.35508454 Now to test model score... BIC is 1126.60338574 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -3.99777486912 max(chi) is 4.33002590015 max(chi ** 2) is 18.749124296 total(chi ** 2) is 390.070149163 Now to test model score... BIC is 411.734550772 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -3.61675910789 max(chi) is 3.87577244284 max(chi ** 2) is 15.0216120287 total(chi ** 2) is 344.268953412 Now to test model score... BIC is 371.349455423 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724107819934673, mh=-0.84615103785949641, mv=-0.12992425247324699, w=2553.4094917010316, x=6.7011137310783155, y=8.0130741468468027) min(chi) is -1.98080145384 max(chi) is 2.62541706316 max(chi ** 2) is 6.89281475551 total(chi ** 2) is 182.518879529 Now to test model score... BIC is 215.015481943 roaming free PSF optimal params are: gen_crc(z0=31.241875236285367, mh=-0.80986810130648801, mv=-0.2499661674011962, w=3019.05494097359, var=2.9489385398226817, x=6.6966513481412528, y=8.0243258607213974) min(chi) is -1.85577607493 max(chi) is 2.48005156025 max(chi ** 2) is 6.15065574151 total(chi ** 2) is 168.138519629 Now to test model score... BIC is 206.051222445 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -4.11799083108 max(chi) is 3.10412540954 max(chi ** 2) is 16.9578484849 total(chi ** 2) is 816.435942045 Now to test model score... BIC is 832.684243252 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -3.93766714687 max(chi) is 3.17362555876 max(chi ** 2) is 15.5052225596 total(chi ** 2) is 765.531347447 Now to test model score... BIC is 787.195749055 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -3.7423494081 max(chi) is 1.6930287553 max(chi ** 2) is 14.0051790923 total(chi ** 2) is 175.106427308 Now to test model score... BIC is 202.186929319 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68768038026957, mh=-2.4395045529488488, mv=0.78846284045287551, w=1135.6749047508235, x=10.205321650826574, y=6.3211750247138347) min(chi) is -4.2735978734 max(chi) is 2.93641065856 max(chi ** 2) is 18.2636387835 total(chi ** 2) is 646.380404005 Now to test model score... BIC is 678.877006418 roaming free PSF optimal params are: gen_crc(z0=-1642.241061391434, mh=-43.158749069505745, mv=1.9219561776457288, w=13724065.099954283, var=849.40791507430538, x=23.632960664849019, y=6.4740548524773116) min(chi) is -3.7331240537 max(chi) is 1.3643625408 max(chi ** 2) is 13.9362152003 total(chi ** 2) is 146.997430449 Now to test model score... BIC is 184.910133265 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -6.0553074721 max(chi) is 12.2263403645 max(chi ** 2) is 149.483398707 total(chi ** 2) is 3480.74170506 Now to test model score... BIC is 3496.99000626 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -6.15957414213 max(chi) is 8.87974133224 max(chi ** 2) is 78.8498061275 total(chi ** 2) is 1555.25505584 Now to test model score... BIC is 1576.91945745 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -5.09901820235 max(chi) is 5.50997187027 max(chi ** 2) is 30.3597900112 total(chi ** 2) is 852.259316886 Now to test model score... BIC is 879.339818897 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -6.04018572239 max(chi) is 4.21479733894 max(chi ** 2) is 36.483843561 total(chi ** 2) is 971.182291444 Now to test model score... BIC is 1003.67889386 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -3.47508677257 max(chi) is 2.910923923 max(chi ** 2) is 12.0762280769 total(chi ** 2) is 266.72969227 Now to test model score... BIC is 304.642395086 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.13967246731 max(chi) is 11.5506103394 max(chi ** 2) is 133.416599212 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1100.26617842 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -3.16193214427 max(chi) is 11.5353502331 max(chi ** 2) is 133.064305 total(chi ** 2) is 1084.04466683 Now to test model score... BIC is 1105.70906844 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.1396732343 max(chi) is 11.5506098136 max(chi ** 2) is 133.416587066 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1111.09837922 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.13967250948 max(chi) is 11.5506103187 max(chi ** 2) is 133.416598736 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1116.51447963 roaming free PSF optimal params are: gen_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, var=2.25, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.13967250948 max(chi) is 11.5506103187 max(chi ** 2) is 133.416598736 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1121.93058003 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -8.42542377501 max(chi) is 10.8313250901 max(chi ** 2) is 117.317603208 total(chi ** 2) is 3165.39984032 Now to test model score... BIC is 3181.64814153 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -7.77047066566 max(chi) is 10.5928623666 max(chi ** 2) is 112.208733119 total(chi ** 2) is 2493.8577306 Now to test model score... BIC is 2515.52213221 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -6.61114284331 max(chi) is 8.31526223071 max(chi ** 2) is 69.1435859655 total(chi ** 2) is 1807.78451077 Now to test model score... BIC is 1834.86501278 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.973144120077336, mh=-4.4423938837160231, mv=-1.158001385478618, w=3847.7951386938744, x=4.5935338572922237, y=5.5231509740777698) min(chi) is -5.87001960211 max(chi) is 6.60070968121 max(chi ** 2) is 43.5693682957 total(chi ** 2) is 1170.26506948 Now to test model score... BIC is 1202.7616719 roaming free PSF optimal params are: gen_crc(z0=3.7110478367437407, mh=0.76389601851892808, mv=1.8017240725637678, w=13613.182058506662, var=9.0901495205656264, x=4.0990230469915163, y=5.370628427922421) min(chi) is -3.11996018353 max(chi) is 3.93656807223 max(chi ** 2) is 15.4965681873 total(chi ** 2) is 380.670349485 Now to test model score... BIC is 418.583052301 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -3.61245859148 max(chi) is 12.5745656268 max(chi ** 2) is 158.119700704 total(chi ** 2) is 1828.89882024 Now to test model score... BIC is 1845.14712145 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -5.32729931914 max(chi) is 11.3361146539 max(chi ** 2) is 128.507495445 total(chi ** 2) is 1612.52785309 Now to test model score... BIC is 1634.1922547 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -4.84284643237 max(chi) is 9.86997194291 max(chi ** 2) is 97.4163461538 total(chi ** 2) is 1411.53206484 Now to test model score... BIC is 1438.61256685 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248056964643947, mh=0.76094043356583851, mv=0.83230902223379133, w=3297.055207243955, x=4.4699131264024965, y=6.0145660848937368) min(chi) is -2.40005217061 max(chi) is 4.43575207753 max(chi ** 2) is 19.6758964933 total(chi ** 2) is 356.740315215 Now to test model score... BIC is 389.236917628 roaming free PSF optimal params are: gen_crc(z0=16.045857487428517, mh=0.89218312753845064, mv=0.88257221761116367, w=3507.8932127370331, var=2.4846222282124142, x=4.4620824415943119, y=6.0132105771302564) min(chi) is -2.36055717694 max(chi) is 4.46044761705 max(chi ** 2) is 19.8955929444 total(chi ** 2) is 353.429855852 Now to test model score... BIC is 391.342558667 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -4.04563135187 max(chi) is 11.3103889655 max(chi ** 2) is 127.92489855 total(chi ** 2) is 1440.79110231 Now to test model score... BIC is 1457.03940352 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -3.78904905152 max(chi) is 11.014308589 max(chi ** 2) is 121.314993694 total(chi ** 2) is 1337.72575673 Now to test model score... BIC is 1359.39015834 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -3.19375683758 max(chi) is 9.77408936996 max(chi ** 2) is 95.532823012 total(chi ** 2) is 1174.91217068 Now to test model score... BIC is 1201.99267269 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505072442398237, mh=-0.42721608213597473, mv=-0.091594829836790903, w=3029.4819818248657, x=3.5510165510580376, y=6.7098772715593809) min(chi) is -2.22260537957 max(chi) is 2.5631620994 max(chi ** 2) is 6.56979994782 total(chi ** 2) is 242.169603487 Now to test model score... BIC is 274.6662059 roaming free PSF optimal params are: gen_crc(z0=26.83264376914525, mh=0.40595461002328193, mv=-0.057041582127569192, w=4116.7077435673673, var=3.483239969844349, x=3.5061872512075527, y=6.747890452916784) min(chi) is -2.17603621714 max(chi) is 2.43243302392 max(chi ** 2) is 5.91673041586 total(chi ** 2) is 198.446917065 Now to test model score... BIC is 236.35961988 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -5.28128490364 max(chi) is 10.2320369837 max(chi ** 2) is 104.694580835 total(chi ** 2) is 1619.85524607 Now to test model score... BIC is 1636.10354728 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -4.70027180362 max(chi) is 9.25016400371 max(chi ** 2) is 85.5655340955 total(chi ** 2) is 1091.38098741 Now to test model score... BIC is 1113.04538902 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.13042586251 max(chi) is 7.01604913295 max(chi ** 2) is 49.2249454359 total(chi ** 2) is 645.571276563 Now to test model score... BIC is 672.651778574 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034242254760358, mh=-2.1651294879480627, mv=-0.91571618923244158, w=2784.7613965189398, x=5.3236029649630083, y=5.8012138747439268) min(chi) is -4.23297646808 max(chi) is 2.74289431548 max(chi ** 2) is 17.9180897793 total(chi ** 2) is 543.085443871 Now to test model score... BIC is 575.582046285 roaming free PSF optimal params are: gen_crc(z0=34.211595662724669, mh=-0.28589716414665683, mv=-0.093898989349794681, w=7782.5523496491742, var=8.3087911707933557, x=5.1600428433662628, y=6.0200035029748999) min(chi) is -2.46896984853 max(chi) is 3.60245832903 max(chi ** 2) is 12.9777060124 total(chi ** 2) is 318.486278881 Now to test model score... BIC is 356.398981697 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -5.13875586497 max(chi) is 8.76409447337 max(chi ** 2) is 76.8093519382 total(chi ** 2) is 1460.10511491 Now to test model score... BIC is 1476.35341612 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -4.72679675793 max(chi) is 6.79482922649 max(chi ** 2) is 46.1697042171 total(chi ** 2) is 1023.04676217 Now to test model score... BIC is 1044.71116378 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -3.6305566532 max(chi) is 5.1075129054 max(chi ** 2) is 26.0866880788 total(chi ** 2) is 614.502841157 Now to test model score... BIC is 641.583343168 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775249978376706, mh=-2.0625060913734687, mv=-0.73391132298700867, w=2561.1766964548169, x=4.9968380338700857, y=6.2113709114914819) min(chi) is -3.99735535006 max(chi) is 3.47077699296 max(chi ** 2) is 15.9788497947 total(chi ** 2) is 552.079133429 Now to test model score... BIC is 584.575735842 roaming free PSF optimal params are: gen_crc(z0=26.797842086267391, mh=-0.067039503417428772, mv=0.30512549872967143, w=7540.3936452263952, var=8.2919002719402375, x=4.938879149221183, y=6.0456770923335128) min(chi) is -2.9737656422 max(chi) is 2.6376065282 max(chi ** 2) is 8.84328209475 total(chi ** 2) is 261.674840293 Now to test model score... BIC is 299.587543109 ################################### ######## RUN NO. 54 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -5.07420984291 max(chi) is 8.98045915621 max(chi ** 2) is 80.6486466563 total(chi ** 2) is 1372.87859715 Now to test model score... BIC is 1389.12689835 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -4.54032248348 max(chi) is 6.93864747376 max(chi ** 2) is 48.1448287651 total(chi ** 2) is 926.656450455 Now to test model score... BIC is 948.320852064 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -4.40690798453 max(chi) is 5.56461234527 max(chi ** 2) is 30.9649105531 total(chi ** 2) is 616.846730225 Now to test model score... BIC is 643.927232236 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047219520717618, mh=-2.1701098212143402, mv=-1.1490493767667214, w=2537.2160205136502, x=5.146062035352724, y=6.3858933199905481) min(chi) is -3.94891055172 max(chi) is 3.37188002889 max(chi ** 2) is 15.5938945455 total(chi ** 2) is 475.94399315 Now to test model score... BIC is 508.440595563 roaming free PSF optimal params are: gen_crc(z0=49.882863780314523, mh=-0.78682784896740721, mv=-0.82942252503707958, w=5856.0201580855055, var=6.6978659417604902, x=5.0693138976443546, y=6.4765693956587427) min(chi) is -2.57178674468 max(chi) is 3.41586345603 max(chi ** 2) is 11.6681231502 total(chi ** 2) is 295.310459171 Now to test model score... BIC is 333.223161987 ################################### ######## RUN NO. 55 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -5.32546733561 max(chi) is 11.748525558 max(chi ** 2) is 138.027852787 total(chi ** 2) is 2432.623124 Now to test model score... BIC is 2448.87142521 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -5.10572027972 max(chi) is 10.2908091186 max(chi ** 2) is 105.900752316 total(chi ** 2) is 1627.36311191 Now to test model score... BIC is 1649.02751352 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -5.34445349552 max(chi) is 7.867672898 max(chi ** 2) is 61.9002768299 total(chi ** 2) is 1243.70314384 Now to test model score... BIC is 1270.78364585 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880464902125695, mh=-2.2730442726582392, mv=0.13840880875000375, w=3712.4085052990963, x=4.9046276808158593, y=6.1962732726289813) min(chi) is -4.78148352596 max(chi) is 4.34460465039 max(chi ** 2) is 22.862584709 total(chi ** 2) is 530.923597814 Now to test model score... BIC is 563.420200227 roaming free PSF optimal params are: gen_crc(z0=28.114138730956793, mh=-0.88432790790463223, mv=0.53895899216119714, w=6289.609546490331, var=4.6618153844142043, x=4.7779584566016062, y=6.2469317851057964) min(chi) is -3.28594144118 max(chi) is 3.76189308295 max(chi ** 2) is 14.1518395675 total(chi ** 2) is 331.122280812 Now to test model score... BIC is 369.034983628 ################################### ######## RUN NO. 56 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -4.14137167012 max(chi) is 3.14230582224 max(chi ** 2) is 17.1509593101 total(chi ** 2) is 549.863519894 Now to test model score... BIC is 566.1118211 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -4.14001736812 max(chi) is 3.11529100532 max(chi ** 2) is 17.1397438083 total(chi ** 2) is 550.279022033 Now to test model score... BIC is 571.943423642 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -4.14137167634 max(chi) is 3.14230580826 max(chi ** 2) is 17.1509593616 total(chi ** 2) is 549.863519893 Now to test model score... BIC is 576.944021904 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.14137167141 max(chi) is 3.14230582004 max(chi ** 2) is 17.1509593208 total(chi ** 2) is 549.863519894 Now to test model score... BIC is 582.360122307 roaming free PSF optimal params are: gen_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, var=2.25, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.14137167141 max(chi) is 3.14230582004 max(chi ** 2) is 17.1509593208 total(chi ** 2) is 549.863519894 Now to test model score... BIC is 587.776222709 ################################### ######## RUN NO. 57 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -5.27636439418 max(chi) is 10.8670397901 max(chi ** 2) is 118.092553801 total(chi ** 2) is 2198.93105394 Now to test model score... BIC is 2215.17935514 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -6.16786200816 max(chi) is 10.0482126684 max(chi ** 2) is 100.966577829 total(chi ** 2) is 1274.67106619 Now to test model score... BIC is 1296.3354678 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -4.48506597519 max(chi) is 7.66218881155 max(chi ** 2) is 58.7091373838 total(chi ** 2) is 912.031708811 Now to test model score... BIC is 939.112210822 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207206874648861, mh=-0.44550630439561345, mv=0.39778381560015785, w=3651.7544897701246, x=5.1870221592787988, y=6.3395284769140003) min(chi) is -4.85042089628 max(chi) is 2.84558853028 max(chi ** 2) is 23.5265828711 total(chi ** 2) is 339.581191864 Now to test model score... BIC is 372.077794277 roaming free PSF optimal params are: gen_crc(z0=47.249282558506692, mh=0.43703044395747054, mv=0.74279210140883667, w=5777.7448128484148, var=4.3045854891397672, x=5.1888535226751227, y=6.3265354523183674) min(chi) is -2.38438593256 max(chi) is 2.27004931464 max(chi ** 2) is 5.6852962754 total(chi ** 2) is 152.897489942 Now to test model score... BIC is 190.810192758 ################################### ######## RUN NO. 58 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -3.57084459118 max(chi) is 11.4110390436 max(chi ** 2) is 130.211812055 total(chi ** 2) is 1399.46634948 Now to test model score... BIC is 1415.71465068 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -4.7740162141 max(chi) is 8.13722356973 max(chi ** 2) is 66.2144074238 total(chi ** 2) is 853.380289638 Now to test model score... BIC is 875.044691247 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -4.63761437972 max(chi) is 7.37670860415 max(chi ** 2) is 54.4158298305 total(chi ** 2) is 670.594230091 Now to test model score... BIC is 697.674732102 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034349202759344, mh=0.16228527880798246, mv=0.25414020865530418, w=2789.590178298989, x=5.1240565753982512, y=6.9891053730429045) min(chi) is -2.22992435591 max(chi) is 3.66018774528 max(chi ** 2) is 13.3969743307 total(chi ** 2) is 312.685110909 Now to test model score... BIC is 345.181713322 roaming free PSF optimal params are: gen_crc(z0=20.838988234272321, mh=0.57355211690567531, mv=0.26367665118529376, w=3750.3632570654299, var=3.5368389964287736, x=5.1344300585745088, y=6.9811752111961276) min(chi) is -2.05863281194 max(chi) is 3.4771723659 max(chi ** 2) is 12.0907276622 total(chi ** 2) is 273.471974709 Now to test model score... BIC is 311.384677524 ################################### ######## RUN NO. 59 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -3.23823539336 max(chi) is 10.5358310818 max(chi ** 2) is 111.003736583 total(chi ** 2) is 1044.8786078 Now to test model score... BIC is 1061.126909 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -3.90653603111 max(chi) is 8.18109376477 max(chi ** 2) is 66.930295188 total(chi ** 2) is 561.870819464 Now to test model score... BIC is 583.535221072 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -3.46905404969 max(chi) is 7.11061909509 max(chi ** 2) is 50.5609039155 total(chi ** 2) is 433.557092679 Now to test model score... BIC is 460.63759469 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957675880326583, mh=1.164743032660563, mv=0.12668933778636146, w=2565.617520403066, x=5.3322903349003337, y=6.3805834211451522) min(chi) is -1.97170509463 max(chi) is 1.72283492618 max(chi ** 2) is 3.8876209802 total(chi ** 2) is 123.041218213 Now to test model score... BIC is 155.537820626 roaming free PSF optimal params are: gen_crc(z0=53.081959457824183, mh=1.3592619981935188, mv=0.1773863812231174, w=3052.3337194195838, var=2.9679238639003378, x=5.3283347088672448, y=6.4092612841662451) min(chi) is -1.81529806531 max(chi) is 1.67274590724 max(chi ** 2) is 3.2953070659 total(chi ** 2) is 109.68450865 Now to test model score... BIC is 147.597211465 ################################### ######## RUN NO. 60 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -4.5965896851 max(chi) is 11.1042060853 max(chi ** 2) is 123.303392786 total(chi ** 2) is 1532.13038361 Now to test model score... BIC is 1548.37868482 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -3.93329440353 max(chi) is 6.93538009857 max(chi ** 2) is 48.0994971116 total(chi ** 2) is 843.345437509 Now to test model score... BIC is 865.009839118 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -3.29825596745 max(chi) is 5.74583098168 max(chi ** 2) is 33.01457367 total(chi ** 2) is 523.111066499 Now to test model score... BIC is 550.19156851 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603983233533427, mh=-0.95323055123669553, mv=-0.58520809101496418, w=2767.205850242251, x=5.5389958361804474, y=6.4192016524406608) min(chi) is -3.23667031262 max(chi) is 3.53791317233 max(chi ** 2) is 12.5168296149 total(chi ** 2) is 453.883245707 Now to test model score... BIC is 486.37984812 roaming free PSF optimal params are: gen_crc(z0=35.09741617055564, mh=-0.10242843392209833, mv=-0.48629141097489936, w=5477.1288013205494, var=5.7969144557724146, x=5.5606236804725055, y=6.6206496926955367) min(chi) is -2.92138004168 max(chi) is 4.17645095025 max(chi ** 2) is 17.4427425398 total(chi ** 2) is 298.980807184 Now to test model score... BIC is 336.893509999 ################################### ######## RUN NO. 61 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -5.26451710024 max(chi) is 7.86979900697 max(chi ** 2) is 61.9337364101 total(chi ** 2) is 1646.646806 Now to test model score... BIC is 1662.89510721 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -4.57575575067 max(chi) is 6.01838037626 max(chi ** 2) is 36.2209023534 total(chi ** 2) is 903.987645724 Now to test model score... BIC is 925.652047333 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -2.55528829501 max(chi) is 4.18011845665 max(chi ** 2) is 17.4733903117 total(chi ** 2) is 374.791451742 Now to test model score... BIC is 401.871953753 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.738375151986375, mh=-1.3424824106351221, mv=-1.587422912172723, w=2513.4903214978867, x=5.9768427799747199, y=6.0841753602051991) min(chi) is -4.48089457784 max(chi) is 3.76288271452 max(chi ** 2) is 20.0784162177 total(chi ** 2) is 752.969203891 Now to test model score... BIC is 785.465806304 roaming free PSF optimal params are: gen_crc(z0=21.982789839419507, mh=0.99943318041945572, mv=0.25184264938313256, w=13014.993125614144, var=13.80833094016052, x=5.618131195720351, y=5.8876776850430019) min(chi) is -2.67726761447 max(chi) is 2.6541634573 max(chi ** 2) is 7.16776187951 total(chi ** 2) is 263.188230862 Now to test model score... BIC is 301.100933677 ################################### ######## RUN NO. 62 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -4.74892192096 max(chi) is 10.494601001 max(chi ** 2) is 110.136650171 total(chi ** 2) is 1494.68868969 Now to test model score... BIC is 1510.93699089 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -4.24672772322 max(chi) is 9.56225418959 max(chi ** 2) is 91.4367051863 total(chi ** 2) is 1099.8711096 Now to test model score... BIC is 1121.53551121 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -4.25421225799 max(chi) is 7.94524938276 max(chi ** 2) is 63.1269877542 total(chi ** 2) is 912.794136967 Now to test model score... BIC is 939.874638978 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040077929623564, mh=-0.83025093877682954, mv=0.0043336296393524055, w=3093.3638581333967, x=4.7586152026598212, y=6.1602271806701667) min(chi) is -3.79366313387 max(chi) is 2.44589405579 max(chi ** 2) is 14.3918799733 total(chi ** 2) is 181.603598735 Now to test model score... BIC is 214.100201149 roaming free PSF optimal params are: gen_crc(z0=64.599617777473469, mh=-0.28412226365947579, mv=0.18367882734960081, w=4083.1813260349359, var=3.3962854330950498, x=4.724230010215126, y=6.1767866342117088) min(chi) is -2.40262001423 max(chi) is 2.5771984225 max(chi ** 2) is 6.64195170895 total(chi ** 2) is 130.283467408 Now to test model score... BIC is 168.196170224 ################################### ######## RUN NO. 63 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) min(chi) is -3.81739240272 max(chi) is 10.2021242174 max(chi ** 2) is 104.083338546 total(chi ** 2) is 984.04226219 Now to test model score... BIC is 1000.2905634 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) min(chi) is -3.15214257511 max(chi) is 3.74870386823 max(chi ** 2) is 14.0527806917 total(chi ** 2) is 290.218359836 Now to test model score... BIC is 311.882761444 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) min(chi) is -3.05899596291 max(chi) is 3.34541333498 max(chi ** 2) is 11.1917903819 total(chi ** 2) is 282.920998422 Now to test model score... BIC is 310.001500433 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.558927757961698, mh=0.15001552426038789, mv=-0.16837766810824142, w=2379.1682393629012, x=6.2887826931897539, y=7.3758455036890211) min(chi) is -2.9307662691 max(chi) is 2.50660153289 max(chi ** 2) is 8.58939092407 total(chi ** 2) is 175.584028107 Now to test model score... BIC is 208.08063052 roaming free PSF optimal params are: gen_crc(z0=44.948090196471725, mh=0.17311078674166236, mv=-0.1825166934636949, w=2502.5125590726639, var=2.4517903334780109, x=6.2850488383445748, y=7.3810612829158968) min(chi) is -2.8858499595 max(chi) is 2.53090866674 max(chi ** 2) is 8.32812998873 total(chi ** 2) is 174.266056873 Now to test model score... BIC is 212.178759688 ################################### ######## RUN NO. 64 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) min(chi) is -3.53556245085 max(chi) is 9.95618201496 max(chi ** 2) is 99.1255603151 total(chi ** 2) is 937.094821016 Now to test model score... BIC is 953.343122223 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) min(chi) is -3.90541446291 max(chi) is 9.65069806643 max(chi ** 2) is 93.1359731693 total(chi ** 2) is 827.378781912 Now to test model score... BIC is 849.04318352 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) min(chi) is -4.47855979584 max(chi) is 8.93514217058 max(chi ** 2) is 79.8367656085 total(chi ** 2) is 788.346158579 Now to test model score... BIC is 815.42666059 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.13434059666524, mh=-2.2833961124059443, mv=0.82433945355183613, w=2259.5967812940999, x=4.4835054765144262, y=7.0269059945530135) min(chi) is -2.37701018721 max(chi) is 2.63746843997 max(chi ** 2) is 6.95623977186 total(chi ** 2) is 239.788517219 Now to test model score... BIC is 272.285119632 roaming free PSF optimal params are: gen_crc(z0=49.203995586845274, mh=-2.2886604424745176, mv=0.82504435728224068, w=2251.069818761654, var=2.2358826890829904, x=4.4839233794991769, y=7.0256918031271223) min(chi) is -2.37642291222 max(chi) is 2.63824092374 max(chi ** 2) is 6.96031517169 total(chi ** 2) is 239.78291069 Now to test model score... BIC is 277.695613506 ################################### ######## RUN NO. 65 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) min(chi) is -2.24529592723 max(chi) is 1.42158095651 max(chi ** 2) is 5.04135380085 total(chi ** 2) is 125.809991649 Now to test model score... BIC is 142.058292855 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) min(chi) is -2.17896792189 max(chi) is 1.48790896207 max(chi ** 2) is 4.74790120461 total(chi ** 2) is 118.92274226 Now to test model score... BIC is 140.587143869 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) min(chi) is -1.80926804318 max(chi) is 1.81527323853 max(chi ** 2) is 3.29521693054 total(chi ** 2) is 109.305134994 Now to test model score... BIC is 136.385637005 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348247218463, mh=-3.6408358317024367, mv=2.4988372645891372, w=383.50202445707595, x=7.9601400203533235, y=2.7888952184717115) min(chi) is -1.99307013179 max(chi) is 1.32198940258 max(chi ** 2) is 3.97232855024 total(chi ** 2) is 107.525780871 Now to test model score... BIC is 140.022383284 roaming free PSF optimal params are: gen_crc(z0=-665.82050415891217, mh=-15.790659717286781, mv=29.517834180163746, w=7193350.634418143, var=789.69746282153676, x=20.076182769928074, y=-22.394117551032316) min(chi) is -0.527755935105 max(chi) is 0.624389480514 max(chi ** 2) is 0.389862223376 total(chi ** 2) is 11.0427796336 Now to test model score... BIC is 48.955482449 ################################### ######## RUN NO. 66 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) min(chi) is -3.51427420772 max(chi) is 2.61411190446 max(chi ** 2) is 12.350123207 total(chi ** 2) is 376.779818598 Now to test model score... BIC is 393.028119804 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) min(chi) is -3.20961374146 max(chi) is 2.07436418879 max(chi ** 2) is 10.3016203694 total(chi ** 2) is 231.473634739 Now to test model score... BIC is 253.138036348 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) min(chi) is -1.38138020488 max(chi) is 0.745428072716 max(chi ** 2) is 1.90821127043 total(chi ** 2) is 39.2933879932 Now to test model score... BIC is 66.3738900042 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94730700664408, mh=-1.8011717004249514, mv=-0.76156428260097264, w=1040.1679369632263, x=6.4625009133969034, y=6.3775582143163199) min(chi) is -3.06230635941 max(chi) is 1.83890232363 max(chi ** 2) is 9.37772023888 total(chi ** 2) is 222.284295278 Now to test model score... BIC is 254.780897691 roaming free PSF optimal params are: gen_crc(z0=182.95294735194102, mh=-1.2978917019746139, mv=0.31207025715668757, w=11947.047597612718, var=23.468829807868268, x=6.4909764175848919, y=6.0154874158853424) min(chi) is -0.901129359414 max(chi) is 0.887133222633 max(chi ** 2) is 0.812034122399 total(chi ** 2) is 29.6067057898 Now to test model score... BIC is 67.5194086052 ################################### ######## RUN NO. 67 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.42418984636 max(chi) is 11.9423096722 max(chi ** 2) is 142.618760306 total(chi ** 2) is 1715.28686978 Now to test model score... BIC is 1731.53517098 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -2.85388488155 max(chi) is 3.48664719596 max(chi ** 2) is 12.1567086691 total(chi ** 2) is 433.617044005 Now to test model score... BIC is 455.281445613 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.5686416315 max(chi) is 2.80462791679 max(chi ** 2) is 7.86593775166 total(chi ** 2) is 340.178973899 Now to test model score... BIC is 367.25947591 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.30812550009 max(chi) is 3.0133192889 max(chi ** 2) is 9.08009313687 total(chi ** 2) is 331.842652977 Now to test model score... BIC is 364.33925539 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.06306805969 max(chi) is 3.03121519738 max(chi ** 2) is 9.1882655728 total(chi ** 2) is 237.590269532 Now to test model score... BIC is 275.502972347 ################################### ######## RUN NO. 68 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 69 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 70 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -6.0553074721 max(chi) is 12.2263403645 max(chi ** 2) is 149.483398707 total(chi ** 2) is 3480.74170506 Now to test model score... BIC is 3496.99000626 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -6.15957414213 max(chi) is 8.87974133224 max(chi ** 2) is 78.8498061275 total(chi ** 2) is 1555.25505584 Now to test model score... BIC is 1576.91945745 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -5.09901820235 max(chi) is 5.50997187027 max(chi ** 2) is 30.3597900112 total(chi ** 2) is 852.259316886 Now to test model score... BIC is 879.339818897 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -6.04018572239 max(chi) is 4.21479733894 max(chi ** 2) is 36.483843561 total(chi ** 2) is 971.182291444 Now to test model score... BIC is 1003.67889386 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -3.47508677257 max(chi) is 2.910923923 max(chi ** 2) is 12.0762280769 total(chi ** 2) is 266.72969227 Now to test model score... BIC is 304.642395086 ################################### ######## RUN NO. 71 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 72 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 73 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54625, 17.76453) (358.73690932501245, 208.40671606230086) [ 359.73690933 209.40671606] centre: 360 209 starr is (15, 15) median of starr: 52.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=101.96555555566452, mh=-1.4152380952411747, mv=-3.719523809531923) min(chi) is -6.10115532924 max(chi) is 9.05073144608 max(chi ** 2) is 81.915739709 total(chi ** 2) is 2250.75403739 Now to test model score... BIC is 2267.00233859 SKY + fixed PSF optimal params are: ciorc(z0=91.644508054850945, mh=-1.4152381926755238, mv=-3.7195238012952836, w=2322.2375098299208) min(chi) is -5.39797179993 max(chi) is 6.77731403871 max(chi ** 2) is 45.9319855793 total(chi ** 2) is 1476.66772483 Now to test model score... BIC is 1498.33212644 free-variance PSF optimal params are: var_crc(z0=65.090511934107781, mh=-1.4152380523126113, mv=-3.7195237929321112, w=8673.3254336183363, var=10.796665076425876) min(chi) is -5.43140448601 max(chi) is 5.37332595241 max(chi ** 2) is 29.5001546907 total(chi ** 2) is 1103.06932433 Now to test model score... BIC is 1130.14982634 Roaming fixed-variance PSF optimal params are: roam_crc(z0=79.145584449127895, mh=-0.74021842907621804, mv=-2.9180762099382234, w=2809.0991001221264, x=5.9906980864460877, y=5.8016400177211684) min(chi) is -4.73665632695 max(chi) is 6.01125552561 max(chi ** 2) is 36.1351929942 total(chi ** 2) is 1139.46730638 Now to test model score... BIC is 1171.96390879 roaming free PSF optimal params are: gen_crc(z0=26.312781417012818, mh=1.547955065100121, mv=-1.2502174753531223, w=8867.5463724555211, var=8.9018999858422472, x=5.3664203486672983, y=5.645814630934332) min(chi) is -4.26606901276 max(chi) is 4.95893934369 max(chi ** 2) is 24.5910794144 total(chi ** 2) is 769.997149811 Now to test model score... BIC is 807.909852626 ################################### ######## RUN NO. 74 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50332, 17.76681) (591.6492032757895, 194.7335366342618) [ 592.64920328 195.73353663] centre: 593 196 starr is (15, 15) median of starr: 40.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=57.937222222261354, mh=-0.68666666666816278, mv=-0.83452380952563032) min(chi) is -3.40178771496 max(chi) is 12.0822053863 max(chi ** 2) is 145.979686996 total(chi ** 2) is 1457.62446849 Now to test model score... BIC is 1473.87276969 SKY + fixed PSF optimal params are: ciorc(z0=50.16927546907813, mh=-0.68666666762146411, mv=-0.83452380666572479, w=1747.7893204027584) min(chi) is -5.4288322036 max(chi) is 9.24452553022 max(chi ** 2) is 85.4612522788 total(chi ** 2) is 1019.13993363 Now to test model score... BIC is 1040.80433524 free-variance PSF optimal params are: var_crc(z0=45.755887050298476, mh=-0.68666665686777206, mv=-0.83452385902101311, w=2742.1058855406773, var=4.2470638208217126) min(chi) is -5.09529678324 max(chi) is 8.54048265017 max(chi ** 2) is 72.9398438979 total(chi ** 2) is 958.627065708 Now to test model score... BIC is 985.707567719 Roaming fixed-variance PSF optimal params are: roam_crc(z0=34.330866478088083, mh=0.64963110435495197, mv=-0.65228150521228534, w=2919.9544593181095, x=5.0772803709318008, y=6.73784347530282) min(chi) is -2.68511448184 max(chi) is 3.21194917958 max(chi ** 2) is 10.3166175322 total(chi ** 2) is 269.208254642 Now to test model score... BIC is 301.704857055 roaming free PSF optimal params are: gen_crc(z0=35.444741620398389, mh=0.583928611681648, mv=-0.65522660063018423, w=2777.3311033787054, var=2.0614088112406881, x=5.0782518359605078, y=6.7288478694105267) min(chi) is -2.41541704999 max(chi) is 3.14933205066 max(chi ** 2) is 9.91829236534 total(chi ** 2) is 266.646281158 Now to test model score... BIC is 304.558983974 ################################### ######## RUN NO. 75 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -5.26451710024 max(chi) is 7.86979900697 max(chi ** 2) is 61.9337364101 total(chi ** 2) is 1646.646806 Now to test model score... BIC is 1662.89510721 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -4.57575575067 max(chi) is 6.01838037626 max(chi ** 2) is 36.2209023534 total(chi ** 2) is 903.987645724 Now to test model score... BIC is 925.652047333 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -2.55528829501 max(chi) is 4.18011845665 max(chi ** 2) is 17.4733903117 total(chi ** 2) is 374.791451742 Now to test model score... BIC is 401.871953753 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.738375151986375, mh=-1.3424824106351221, mv=-1.587422912172723, w=2513.4903214978867, x=5.9768427799747199, y=6.0841753602051991) min(chi) is -4.48089457784 max(chi) is 3.76288271452 max(chi ** 2) is 20.0784162177 total(chi ** 2) is 752.969203891 Now to test model score... BIC is 785.465806304 roaming free PSF optimal params are: gen_crc(z0=21.982789839419507, mh=0.99943318041945572, mv=0.25184264938313256, w=13014.993125614144, var=13.80833094016052, x=5.618131195720351, y=5.8876776850430019) min(chi) is -2.67726761447 max(chi) is 2.6541634573 max(chi ** 2) is 7.16776187951 total(chi ** 2) is 263.188230862 Now to test model score... BIC is 301.100933677 ################################### ######## RUN NO. 76 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -4.5965896851 max(chi) is 11.1042060853 max(chi ** 2) is 123.303392786 total(chi ** 2) is 1532.13038361 Now to test model score... BIC is 1548.37868482 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -3.93329440353 max(chi) is 6.93538009857 max(chi ** 2) is 48.0994971116 total(chi ** 2) is 843.345437509 Now to test model score... BIC is 865.009839118 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -3.29825596745 max(chi) is 5.74583098168 max(chi ** 2) is 33.01457367 total(chi ** 2) is 523.111066499 Now to test model score... BIC is 550.19156851 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603983233533427, mh=-0.95323055123669553, mv=-0.58520809101496418, w=2767.205850242251, x=5.5389958361804474, y=6.4192016524406608) min(chi) is -3.23667031262 max(chi) is 3.53791317233 max(chi ** 2) is 12.5168296149 total(chi ** 2) is 453.883245707 Now to test model score... BIC is 486.37984812 roaming free PSF optimal params are: gen_crc(z0=35.09741617055564, mh=-0.10242843392209833, mv=-0.48629141097489936, w=5477.1288013205494, var=5.7969144557724146, x=5.5606236804725055, y=6.6206496926955367) min(chi) is -2.92138004168 max(chi) is 4.17645095025 max(chi ** 2) is 17.4427425398 total(chi ** 2) is 298.980807184 Now to test model score... BIC is 336.893509999 ################################### ######## RUN NO. 77 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 78 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -6.11471664846 max(chi) is 10.6572935673 max(chi ** 2) is 113.57790618 total(chi ** 2) is 2119.83909503 Now to test model score... BIC is 2136.08739623 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -5.23651838915 max(chi) is 6.43526752356 max(chi ** 2) is 41.4126680998 total(chi ** 2) is 912.478151864 Now to test model score... BIC is 934.142553473 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -3.539996324 max(chi) is 4.88240692133 max(chi ** 2) is 23.8378973455 total(chi ** 2) is 495.454544151 Now to test model score... BIC is 522.535046162 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366619424581629, mh=-1.0865249178213676, mv=0.88238241155570829, w=3283.0706269805755, x=5.7703974183767901, y=7.1264068644620746) min(chi) is -4.6218494361 max(chi) is 3.13356819839 max(chi ** 2) is 21.36149221 total(chi ** 2) is 590.868383645 Now to test model score... BIC is 623.364986058 roaming free PSF optimal params are: gen_crc(z0=25.442541996842476, mh=0.77208253487221046, mv=0.47449878207910434, w=8855.3676128388652, var=8.0555534821285342, x=5.5155114290750085, y=7.2633607064873749) min(chi) is -2.28998057553 max(chi) is 2.44565138245 max(chi ** 2) is 5.98121068447 total(chi ** 2) is 225.977539879 Now to test model score... BIC is 263.890242694 ################################### ######## RUN NO. 79 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -4.14671941523 max(chi) is 13.5366082081 max(chi ** 2) is 183.239761779 total(chi ** 2) is 2893.156223 Now to test model score... BIC is 2909.40452421 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -6.6384468616 max(chi) is 10.8369433094 max(chi ** 2) is 117.439340292 total(chi ** 2) is 1418.37343643 Now to test model score... BIC is 1440.03783804 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -6.0090213007 max(chi) is 8.51825826287 max(chi ** 2) is 72.560723833 total(chi ** 2) is 1125.65678944 Now to test model score... BIC is 1152.73729145 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -5.18643232426 max(chi) is 3.56030333854 max(chi ** 2) is 26.8990802541 total(chi ** 2) is 421.371381734 Now to test model score... BIC is 453.867984148 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -2.85165500603 max(chi) is 2.22989223649 max(chi ** 2) is 8.13193627342 total(chi ** 2) is 253.772665468 Now to test model score... BIC is 291.685368283 ################################### ######## RUN NO. 80 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -5.55616116471 max(chi) is 11.4060806187 max(chi ** 2) is 130.09867508 total(chi ** 2) is 1944.32135025 Now to test model score... BIC is 1960.56965145 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -5.54659286295 max(chi) is 6.30045073707 max(chi ** 2) is 39.6956794902 total(chi ** 2) is 959.156679869 Now to test model score... BIC is 980.821081478 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.00027508246 max(chi) is 5.36666283544 max(chi ** 2) is 28.8010699892 total(chi ** 2) is 540.251515568 Now to test model score... BIC is 567.332017579 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -4.04812248858 max(chi) is 3.13950186402 max(chi ** 2) is 16.3872956825 total(chi ** 2) is 634.8914226 Now to test model score... BIC is 667.388025013 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.34658560237 max(chi) is 3.32709205818 max(chi ** 2) is 11.0695415636 total(chi ** 2) is 323.15039556 Now to test model score... BIC is 361.063098376 ################################### ######## RUN NO. 81 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.23993996683 max(chi) is 13.4000920093 max(chi ** 2) is 179.562465859 total(chi ** 2) is 2754.43664 Now to test model score... BIC is 2770.6849412 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.43021032657 max(chi) is 8.33595061055 max(chi ** 2) is 69.4880725816 total(chi ** 2) is 1062.63628497 Now to test model score... BIC is 1084.30068658 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.23121264661 max(chi) is 6.42347593838 max(chi ** 2) is 41.2610431309 total(chi ** 2) is 683.807135079 Now to test model score... BIC is 710.88763709 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -3.77556739216 max(chi) is 3.5333784479 max(chi ** 2) is 14.2549091328 total(chi ** 2) is 480.009224942 Now to test model score... BIC is 512.505827355 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.07867965179 max(chi) is 3.19942973754 max(chi ** 2) is 10.2363506455 total(chi ** 2) is 241.528554586 Now to test model score... BIC is 279.441257402 ################################### ######## RUN NO. 82 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -5.29387832007 max(chi) is 8.53183795687 max(chi ** 2) is 72.7922589223 total(chi ** 2) is 1417.70087852 Now to test model score... BIC is 1433.94917973 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -4.73675043564 max(chi) is 8.093095619 max(chi ** 2) is 65.4981966982 total(chi ** 2) is 931.784212576 Now to test model score... BIC is 953.448614185 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -2.87588524035 max(chi) is 5.73147248916 max(chi ** 2) is 32.849776894 total(chi ** 2) is 397.776193189 Now to test model score... BIC is 424.8566952 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -4.47193636358 max(chi) is 3.41044021029 max(chi ** 2) is 19.9982148399 total(chi ** 2) is 611.97420462 Now to test model score... BIC is 644.470807034 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.52478254993 max(chi) is 3.75876386113 max(chi ** 2) is 14.1283057637 total(chi ** 2) is 257.845248232 Now to test model score... BIC is 295.757951048 ################################### ######## RUN NO. 83 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52394, 17.79015) (479.7529258710761, 61.53947756245765) [ 480.75292587 62.53947756] centre: 481 63 starr is (15, 15) median of starr: 35.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=74.842779465857234, mh=-3.8142857325844943, mv=0.26595215807326805) min(chi) is -4.88964498315 max(chi) is 9.4952161178 max(chi ** 2) is 90.1591291236 total(chi ** 2) is 1659.19253516 Now to test model score... BIC is 1675.44083637 SKY + fixed PSF optimal params are: ciorc(z0=66.256939852062175, mh=-3.8142857010731439, mv=0.26595252689881604, w=1931.8146824715084) min(chi) is -4.30468813043 max(chi) is 8.28781600197 max(chi ** 2) is 68.6878940825 total(chi ** 2) is 1123.51054602 Now to test model score... BIC is 1145.17494763 free-variance PSF optimal params are: var_crc(z0=45.52419302726058, mh=-3.8142857086025077, mv=0.26595223757979664, w=6819.7015283981236, var=9.8654541525338075) min(chi) is -4.54454806677 max(chi) is 6.21008649089 max(chi ** 2) is 38.5651742243 total(chi ** 2) is 817.868789814 Now to test model score... BIC is 844.949291825 Roaming fixed-variance PSF optimal params are: roam_crc(z0=50.187991893246782, mh=-2.1693684721844537, mv=0.30276986710046777, w=2899.3424366315112, x=4.6150871307027428, y=6.9466517452882375) min(chi) is -3.29248218749 max(chi) is 3.33721587983 max(chi ** 2) is 11.1370098286 total(chi ** 2) is 505.247932118 Now to test model score... BIC is 537.744534531 roaming free PSF optimal params are: gen_crc(z0=16.279185410976414, mh=0.076154729572278423, mv=0.44418103790027735, w=6983.4049012881742, var=6.6391141003219989, x=4.4183310823393818, y=6.8856801858269767) min(chi) is -3.04901165504 max(chi) is 2.39362814549 max(chi ** 2) is 9.29647207258 total(chi ** 2) is 195.309275503 Now to test model score... BIC is 233.221978319 ################################### ######## RUN NO. 84 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -5.08477014105 max(chi) is 10.7545587229 max(chi ** 2) is 115.660533324 total(chi ** 2) is 1577.08911474 Now to test model score... BIC is 1593.33741595 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -4.59052089961 max(chi) is 9.91931087891 max(chi ** 2) is 98.3927283126 total(chi ** 2) is 1194.66620442 Now to test model score... BIC is 1216.33060603 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -4.28483670882 max(chi) is 7.9728399132 max(chi ** 2) is 63.5661762816 total(chi ** 2) is 845.952666364 Now to test model score... BIC is 873.033168375 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -3.14665919472 max(chi) is 2.96644761434 max(chi ** 2) is 9.90146408774 total(chi ** 2) is 376.358522449 Now to test model score... BIC is 408.855124862 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.58636004615 max(chi) is 3.34801678942 max(chi ** 2) is 11.2092164223 total(chi ** 2) is 270.10883569 Now to test model score... BIC is 308.021538505 ################################### ######## RUN NO. 85 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51922, 17.80266) (505.33882599023354, -10.023275963331798) [ 506.33882599 -9.02327596] centre: 506 -9 rdls not correct, out of image ################################### ######## RUN NO. 86 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 87 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 88 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 89 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 90 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 91 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 92 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 93 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 94 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 95 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 96 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 97 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 98 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 99 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 100 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 101 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 102 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 103 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 104 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 105 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 106 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 107 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.94025665717 max(chi) is 13.418768563 max(chi ** 2) is 180.063349747 total(chi ** 2) is 2307.85988359 Now to test model score... BIC is 2324.1081848 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.77100321916 max(chi) is 9.18287901364 max(chi ** 2) is 84.3252669792 total(chi ** 2) is 1094.70174096 Now to test model score... BIC is 1116.36614257 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -6.74618099577 max(chi) is 7.73896331002 max(chi ** 2) is 59.8915531139 total(chi ** 2) is 920.29953363 Now to test model score... BIC is 947.380035641 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -3.02827523872 max(chi) is 3.3579201809 max(chi ** 2) is 11.2756279413 total(chi ** 2) is 410.849446923 Now to test model score... BIC is 443.346049336 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.6282503635 max(chi) is 3.98674422606 max(chi ** 2) is 15.8941295241 total(chi ** 2) is 333.426332112 Now to test model score... BIC is 371.339034927 ################################### ######## RUN NO. 108 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -6.54701344869 max(chi) is 4.88242098407 max(chi ** 2) is 42.8633850974 total(chi ** 2) is 1492.29035298 Now to test model score... BIC is 1508.53865419 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.05872776865 max(chi) is 5.16415605356 max(chi ** 2) is 36.7081821746 total(chi ** 2) is 1119.04032142 Now to test model score... BIC is 1140.70472303 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.19164463825 max(chi) is 3.8412622058 max(chi ** 2) is 51.7197526028 total(chi ** 2) is 582.235139883 Now to test model score... BIC is 609.315641894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -6.06856568107 max(chi) is 5.13849296195 max(chi ** 2) is 36.8274894255 total(chi ** 2) is 1114.9167678 Now to test model score... BIC is 1147.41337021 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -8.047047046 max(chi) is 2.64595364055 max(chi ** 2) is 64.7549661605 total(chi ** 2) is 489.804716409 Now to test model score... BIC is 527.717419225 ################################### ######## RUN NO. 109 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -5.60801644835 max(chi) is 8.73776669513 max(chi ** 2) is 76.3485668185 total(chi ** 2) is 1440.39726563 Now to test model score... BIC is 1456.64556684 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.03911927194 max(chi) is 7.31033635678 max(chi ** 2) is 53.4410176493 total(chi ** 2) is 933.733886285 Now to test model score... BIC is 955.398287894 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.12232011633 max(chi) is 5.11794588633 max(chi ** 2) is 26.1933700954 total(chi ** 2) is 482.889249883 Now to test model score... BIC is 509.969751894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -3.95052604089 max(chi) is 2.61724000085 max(chi ** 2) is 15.6066559997 total(chi ** 2) is 474.263425477 Now to test model score... BIC is 506.76002789 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.23332305716 max(chi) is 3.32450589085 max(chi ** 2) is 11.0523394183 total(chi ** 2) is 168.98788373 Now to test model score... BIC is 206.900586546 ################################### ######## RUN NO. 110 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -6.57528240853 max(chi) is 10.7689311258 max(chi ** 2) is 115.969877592 total(chi ** 2) is 4454.88374747 Now to test model score... BIC is 4471.13204867 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -8.38512538561 max(chi) is 8.67246717957 max(chi ** 2) is 75.2116869808 total(chi ** 2) is 2026.94088657 Now to test model score... BIC is 2048.60528818 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -2.97490798949 max(chi) is 3.97231191521 max(chi ** 2) is 15.7792619517 total(chi ** 2) is 402.059774 Now to test model score... BIC is 429.140276011 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771687089611561, mh=-1.0352121761892816, mv=1.8634690160352159, w=4244.8777452993972, x=6.9064487125325948, y=7.7605667498628268) min(chi) is -8.81067982407 max(chi) is 6.4617394264 max(chi ** 2) is 77.6280789622 total(chi ** 2) is 1880.11138213 Now to test model score... BIC is 1912.60798454 roaming free PSF optimal params are: gen_crc(z0=28.913907410751854, mh=-0.41204527336451113, mv=-0.30116112373314258, w=16910.091012790079, var=10.789359019455635, x=6.7830495044415384, y=7.8909907782286028) min(chi) is -2.3831182594 max(chi) is 2.45206950868 max(chi ** 2) is 6.01264487541 total(chi ** 2) is 217.489263554 Now to test model score... BIC is 255.40196637 ################################### ######## RUN NO. 111 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) min(chi) is -3.53556245085 max(chi) is 9.95618201496 max(chi ** 2) is 99.1255603151 total(chi ** 2) is 937.094821016 Now to test model score... BIC is 953.343122223 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) min(chi) is -3.90541446291 max(chi) is 9.65069806643 max(chi ** 2) is 93.1359731693 total(chi ** 2) is 827.378781912 Now to test model score... BIC is 849.04318352 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) min(chi) is -4.47855979584 max(chi) is 8.93514217058 max(chi ** 2) is 79.8367656085 total(chi ** 2) is 788.346158579 Now to test model score... BIC is 815.42666059 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.13434059666524, mh=-2.2833961124059443, mv=0.82433945355183613, w=2259.5967812940999, x=4.4835054765144262, y=7.0269059945530135) min(chi) is -2.37701018721 max(chi) is 2.63746843997 max(chi ** 2) is 6.95623977186 total(chi ** 2) is 239.788517219 Now to test model score... BIC is 272.285119632 roaming free PSF optimal params are: gen_crc(z0=49.203995586845274, mh=-2.2886604424745176, mv=0.82504435728224068, w=2251.069818761654, var=2.2358826890829904, x=4.4839233794991769, y=7.0256918031271223) min(chi) is -2.37642291222 max(chi) is 2.63824092374 max(chi ** 2) is 6.96031517169 total(chi ** 2) is 239.78291069 Now to test model score... BIC is 277.695613506 ################################### ######## RUN NO. 112 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.04907446763 max(chi) is 10.4427186729 max(chi ** 2) is 109.050373281 total(chi ** 2) is 1110.35508454 Now to test model score... BIC is 1126.60338574 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -3.99777486912 max(chi) is 4.33002590015 max(chi ** 2) is 18.749124296 total(chi ** 2) is 390.070149163 Now to test model score... BIC is 411.734550772 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -3.61675910789 max(chi) is 3.87577244284 max(chi ** 2) is 15.0216120287 total(chi ** 2) is 344.268953412 Now to test model score... BIC is 371.349455423 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724107819934673, mh=-0.84615103785949641, mv=-0.12992425247324699, w=2553.4094917010316, x=6.7011137310783155, y=8.0130741468468027) min(chi) is -1.98080145384 max(chi) is 2.62541706316 max(chi ** 2) is 6.89281475551 total(chi ** 2) is 182.518879529 Now to test model score... BIC is 215.015481943 roaming free PSF optimal params are: gen_crc(z0=31.241875236285367, mh=-0.80986810130648801, mv=-0.2499661674011962, w=3019.05494097359, var=2.9489385398226817, x=6.6966513481412528, y=8.0243258607213974) min(chi) is -1.85577607493 max(chi) is 2.48005156025 max(chi ** 2) is 6.15065574151 total(chi ** 2) is 168.138519629 Now to test model score... BIC is 206.051222445 ################################### ######## RUN NO. 113 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -2.68553593382 max(chi) is 3.7293411578 max(chi ** 2) is 13.9079854713 total(chi ** 2) is 412.565809353 Now to test model score... BIC is 428.81411056 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.32243859132 max(chi) is 2.5590607372 max(chi ** 2) is 6.5487918567 total(chi ** 2) is 206.171392879 Now to test model score... BIC is 227.835794488 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.02146237471 max(chi) is 1.0968614474 max(chi ** 2) is 1.20310503479 total(chi ** 2) is 30.9860046709 Now to test model score... BIC is 58.0665066819 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -2.69729678959 max(chi) is 1.49698088266 max(chi ** 2) is 7.27540997114 total(chi ** 2) is 174.214779441 Now to test model score... BIC is 206.711381854 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.470386378147 max(chi) is 0.646404961584 max(chi ** 2) is 0.41783937436 total(chi ** 2) is 8.65496139391 Now to test model score... BIC is 46.5676642093 ################################### ######## RUN NO. 114 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) min(chi) is -3.81739240272 max(chi) is 10.2021242174 max(chi ** 2) is 104.083338546 total(chi ** 2) is 984.04226219 Now to test model score... BIC is 1000.2905634 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) min(chi) is -3.15214257511 max(chi) is 3.74870386823 max(chi ** 2) is 14.0527806917 total(chi ** 2) is 290.218359836 Now to test model score... BIC is 311.882761444 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) min(chi) is -3.05899596291 max(chi) is 3.34541333498 max(chi ** 2) is 11.1917903819 total(chi ** 2) is 282.920998422 Now to test model score... BIC is 310.001500433 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.558927757961698, mh=0.15001552426038789, mv=-0.16837766810824142, w=2379.1682393629012, x=6.2887826931897539, y=7.3758455036890211) min(chi) is -2.9307662691 max(chi) is 2.50660153289 max(chi ** 2) is 8.58939092407 total(chi ** 2) is 175.584028107 Now to test model score... BIC is 208.08063052 roaming free PSF optimal params are: gen_crc(z0=44.948090196471725, mh=0.17311078674166236, mv=-0.1825166934636949, w=2502.5125590726639, var=2.4517903334780109, x=6.2850488383445748, y=7.3810612829158968) min(chi) is -2.8858499595 max(chi) is 2.53090866674 max(chi ** 2) is 8.32812998873 total(chi ** 2) is 174.266056873 Now to test model score... BIC is 212.178759688 ################################### ######## RUN NO. 115 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -5.07420984291 max(chi) is 8.98045915621 max(chi ** 2) is 80.6486466563 total(chi ** 2) is 1372.87859715 Now to test model score... BIC is 1389.12689835 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -4.54032248348 max(chi) is 6.93864747376 max(chi ** 2) is 48.1448287651 total(chi ** 2) is 926.656450455 Now to test model score... BIC is 948.320852064 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -4.40690798453 max(chi) is 5.56461234527 max(chi ** 2) is 30.9649105531 total(chi ** 2) is 616.846730225 Now to test model score... BIC is 643.927232236 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047219520717618, mh=-2.1701098212143402, mv=-1.1490493767667214, w=2537.2160205136502, x=5.146062035352724, y=6.3858933199905481) min(chi) is -3.94891055172 max(chi) is 3.37188002889 max(chi ** 2) is 15.5938945455 total(chi ** 2) is 475.94399315 Now to test model score... BIC is 508.440595563 roaming free PSF optimal params are: gen_crc(z0=49.882863780314523, mh=-0.78682784896740721, mv=-0.82942252503707958, w=5856.0201580855055, var=6.6978659417604902, x=5.0693138976443546, y=6.4765693956587427) min(chi) is -2.57178674468 max(chi) is 3.41586345603 max(chi ** 2) is 11.6681231502 total(chi ** 2) is 295.310459171 Now to test model score... BIC is 333.223161987 ################################### ######## RUN NO. 116 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -4.04563135187 max(chi) is 11.3103889655 max(chi ** 2) is 127.92489855 total(chi ** 2) is 1440.79110231 Now to test model score... BIC is 1457.03940352 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -3.78904905152 max(chi) is 11.014308589 max(chi ** 2) is 121.314993694 total(chi ** 2) is 1337.72575673 Now to test model score... BIC is 1359.39015834 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -3.19375683758 max(chi) is 9.77408936996 max(chi ** 2) is 95.532823012 total(chi ** 2) is 1174.91217068 Now to test model score... BIC is 1201.99267269 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505072442398237, mh=-0.42721608213597473, mv=-0.091594829836790903, w=3029.4819818248657, x=3.5510165510580376, y=6.7098772715593809) min(chi) is -2.22260537957 max(chi) is 2.5631620994 max(chi ** 2) is 6.56979994782 total(chi ** 2) is 242.169603487 Now to test model score... BIC is 274.6662059 roaming free PSF optimal params are: gen_crc(z0=26.83264376914525, mh=0.40595461002328193, mv=-0.057041582127569192, w=4116.7077435673673, var=3.483239969844349, x=3.5061872512075527, y=6.747890452916784) min(chi) is -2.17603621714 max(chi) is 2.43243302392 max(chi ** 2) is 5.91673041586 total(chi ** 2) is 198.446917065 Now to test model score... BIC is 236.35961988 ################################### ######## RUN NO. 117 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -4.14137167012 max(chi) is 3.14230582224 max(chi ** 2) is 17.1509593101 total(chi ** 2) is 549.863519894 Now to test model score... BIC is 566.1118211 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -4.14001736812 max(chi) is 3.11529100532 max(chi ** 2) is 17.1397438083 total(chi ** 2) is 550.279022033 Now to test model score... BIC is 571.943423642 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -4.14137167634 max(chi) is 3.14230580826 max(chi ** 2) is 17.1509593616 total(chi ** 2) is 549.863519893 Now to test model score... BIC is 576.944021904 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.14137167141 max(chi) is 3.14230582004 max(chi ** 2) is 17.1509593208 total(chi ** 2) is 549.863519894 Now to test model score... BIC is 582.360122307 roaming free PSF optimal params are: gen_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, var=2.25, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.14137167141 max(chi) is 3.14230582004 max(chi ** 2) is 17.1509593208 total(chi ** 2) is 549.863519894 Now to test model score... BIC is 587.776222709 ################################### ######## RUN NO. 118 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -3.61245859148 max(chi) is 12.5745656268 max(chi ** 2) is 158.119700704 total(chi ** 2) is 1828.89882024 Now to test model score... BIC is 1845.14712145 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -5.32729931914 max(chi) is 11.3361146539 max(chi ** 2) is 128.507495445 total(chi ** 2) is 1612.52785309 Now to test model score... BIC is 1634.1922547 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -4.84284643237 max(chi) is 9.86997194291 max(chi ** 2) is 97.4163461538 total(chi ** 2) is 1411.53206484 Now to test model score... BIC is 1438.61256685 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248056964643947, mh=0.76094043356583851, mv=0.83230902223379133, w=3297.055207243955, x=4.4699131264024965, y=6.0145660848937368) min(chi) is -2.40005217061 max(chi) is 4.43575207753 max(chi ** 2) is 19.6758964933 total(chi ** 2) is 356.740315215 Now to test model score... BIC is 389.236917628 roaming free PSF optimal params are: gen_crc(z0=16.045857487428517, mh=0.89218312753845064, mv=0.88257221761116367, w=3507.8932127370331, var=2.4846222282124142, x=4.4620824415943119, y=6.0132105771302564) min(chi) is -2.36055717694 max(chi) is 4.46044761705 max(chi ** 2) is 19.8955929444 total(chi ** 2) is 353.429855852 Now to test model score... BIC is 391.342558667 ################################### ######## RUN NO. 119 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -8.42542377501 max(chi) is 10.8313250901 max(chi ** 2) is 117.317603208 total(chi ** 2) is 3165.39984032 Now to test model score... BIC is 3181.64814153 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -7.77047066566 max(chi) is 10.5928623666 max(chi ** 2) is 112.208733119 total(chi ** 2) is 2493.8577306 Now to test model score... BIC is 2515.52213221 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -6.61114284331 max(chi) is 8.31526223071 max(chi ** 2) is 69.1435859655 total(chi ** 2) is 1807.78451077 Now to test model score... BIC is 1834.86501278 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.973144120077336, mh=-4.4423938837160231, mv=-1.158001385478618, w=3847.7951386938744, x=4.5935338572922237, y=5.5231509740777698) min(chi) is -5.87001960211 max(chi) is 6.60070968121 max(chi ** 2) is 43.5693682957 total(chi ** 2) is 1170.26506948 Now to test model score... BIC is 1202.7616719 roaming free PSF optimal params are: gen_crc(z0=3.7110478367437407, mh=0.76389601851892808, mv=1.8017240725637678, w=13613.182058506662, var=9.0901495205656264, x=4.0990230469915163, y=5.370628427922421) min(chi) is -3.11996018353 max(chi) is 3.93656807223 max(chi ** 2) is 15.4965681873 total(chi ** 2) is 380.670349485 Now to test model score... BIC is 418.583052301 ################################### ######## RUN NO. 120 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -4.11799083108 max(chi) is 3.10412540954 max(chi ** 2) is 16.9578484849 total(chi ** 2) is 816.435942045 Now to test model score... BIC is 832.684243252 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -3.93766714687 max(chi) is 3.17362555876 max(chi ** 2) is 15.5052225596 total(chi ** 2) is 765.531347447 Now to test model score... BIC is 787.195749055 free-variance PSF optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -3.7423494081 max(chi) is 1.6930287553 max(chi ** 2) is 14.0051790923 total(chi ** 2) is 175.106427308 Now to test model score... BIC is 202.186929319 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68768038026957, mh=-2.4395045529488488, mv=0.78846284045287551, w=1135.6749047508235, x=10.205321650826574, y=6.3211750247138347) min(chi) is -4.2735978734 max(chi) is 2.93641065856 max(chi ** 2) is 18.2636387835 total(chi ** 2) is 646.380404005 Now to test model score... BIC is 678.877006418 roaming free PSF optimal params are: gen_crc(z0=-1642.241061391434, mh=-43.158749069505745, mv=1.9219561776457288, w=13724065.099954283, var=849.40791507430538, x=23.632960664849019, y=6.4740548524773116) min(chi) is -3.7331240537 max(chi) is 1.3643625408 max(chi ** 2) is 13.9362152003 total(chi ** 2) is 146.997430449 Now to test model score... BIC is 184.910133265 ################################### ######## RUN NO. 121 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -5.13875586497 max(chi) is 8.76409447337 max(chi ** 2) is 76.8093519382 total(chi ** 2) is 1460.10511491 Now to test model score... BIC is 1476.35341612 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -4.72679675793 max(chi) is 6.79482922649 max(chi ** 2) is 46.1697042171 total(chi ** 2) is 1023.04676217 Now to test model score... BIC is 1044.71116378 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -3.6305566532 max(chi) is 5.1075129054 max(chi ** 2) is 26.0866880788 total(chi ** 2) is 614.502841157 Now to test model score... BIC is 641.583343168 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775249978376706, mh=-2.0625060913734687, mv=-0.73391132298700867, w=2561.1766964548169, x=4.9968380338700857, y=6.2113709114914819) min(chi) is -3.99735535006 max(chi) is 3.47077699296 max(chi ** 2) is 15.9788497947 total(chi ** 2) is 552.079133429 Now to test model score... BIC is 584.575735842 roaming free PSF optimal params are: gen_crc(z0=26.797842086267391, mh=-0.067039503417428772, mv=0.30512549872967143, w=7540.3936452263952, var=8.2919002719402375, x=4.938879149221183, y=6.0456770923335128) min(chi) is -2.9737656422 max(chi) is 2.6376065282 max(chi ** 2) is 8.84328209475 total(chi ** 2) is 261.674840293 Now to test model score... BIC is 299.587543109 ################################### ######## RUN NO. 122 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -3.34695305058 max(chi) is 11.2781510926 max(chi ** 2) is 127.196692067 total(chi ** 2) is 1275.34640359 Now to test model score... BIC is 1291.5947048 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -4.87173669129 max(chi) is 7.53880090048 max(chi ** 2) is 56.833519017 total(chi ** 2) is 672.442652881 Now to test model score... BIC is 694.10705449 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -4.50571580887 max(chi) is 6.44912364111 max(chi ** 2) is 41.5911957383 total(chi ** 2) is 558.175129722 Now to test model score... BIC is 585.255631733 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199529611544008, mh=-0.21671179390487816, mv=-0.87552485521729062, w=2824.494905369198, x=5.3038593421289741, y=6.9434221561382827) min(chi) is -2.22770713352 max(chi) is 2.1999423679 max(chi ** 2) is 4.96267907272 total(chi ** 2) is 155.579416184 Now to test model score... BIC is 188.076018597 roaming free PSF optimal params are: gen_crc(z0=54.439835576920942, mh=0.060517438893591798, mv=-0.89646102366250535, w=3493.3305435857915, var=3.1399109842828032, x=5.2917658210438008, y=6.979411060707414) min(chi) is -2.2930335664 max(chi) is 1.73356280237 max(chi ** 2) is 5.25800293663 total(chi ** 2) is 130.424476659 Now to test model score... BIC is 168.337179474 ################################### ######## RUN NO. 123 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -3.1438144379 max(chi) is 9.66488401287 max(chi ** 2) is 93.4099829822 total(chi ** 2) is 1070.60475078 Now to test model score... BIC is 1086.85305198 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.02494057751 max(chi) is 3.79185797493 max(chi ** 2) is 14.3781869021 total(chi ** 2) is 269.828420029 Now to test model score... BIC is 291.492821638 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.08551040504 max(chi) is 3.11152443654 max(chi ** 2) is 9.68158431917 total(chi ** 2) is 144.933430922 Now to test model score... BIC is 172.013932933 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -2.59329331868 max(chi) is 1.75202269431 max(chi ** 2) is 6.72517023672 total(chi ** 2) is 175.332695835 Now to test model score... BIC is 207.829298249 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.16734187911 max(chi) is 1.59691907294 max(chi ** 2) is 4.69737082096 total(chi ** 2) is 95.3477376944 Now to test model score... BIC is 133.26044051 ################################### ######## RUN NO. 124 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -4.02292100867 max(chi) is 12.9715856837 max(chi ** 2) is 168.262035151 total(chi ** 2) is 2519.27265146 Now to test model score... BIC is 2535.52095267 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -4.83232725752 max(chi) is 7.7424374559 max(chi ** 2) is 59.9453377585 total(chi ** 2) is 926.119445954 Now to test model score... BIC is 947.783847562 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -4.54166600231 max(chi) is 5.76524488674 max(chi ** 2) is 33.238048604 total(chi ** 2) is 721.701561405 Now to test model score... BIC is 748.782063416 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948884632829781, mh=0.76618065162326821, mv=-0.1482443711034955, w=3806.2779479895075, x=5.9824361786337512, y=7.6238867453374093) min(chi) is -4.10483428136 max(chi) is 3.69011497928 max(chi ** 2) is 16.8496644775 total(chi ** 2) is 462.49162402 Now to test model score... BIC is 494.988226433 roaming free PSF optimal params are: gen_crc(z0=29.070655094469682, mh=1.240138366756907, mv=-0.43292433394767593, w=5509.9279638413236, var=3.9105896852511655, x=5.9314662071098372, y=7.6500684999609065) min(chi) is -2.77180095745 max(chi) is 3.91688825021 max(chi ** 2) is 15.3420135646 total(chi ** 2) is 329.063327317 Now to test model score... BIC is 366.976030132 ################################### ######## RUN NO. 125 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) min(chi) is -2.24529592723 max(chi) is 1.42158095651 max(chi ** 2) is 5.04135380085 total(chi ** 2) is 125.809991649 Now to test model score... BIC is 142.058292855 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) min(chi) is -2.17896792189 max(chi) is 1.48790896207 max(chi ** 2) is 4.74790120461 total(chi ** 2) is 118.92274226 Now to test model score... BIC is 140.587143869 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) min(chi) is -1.80926804318 max(chi) is 1.81527323853 max(chi ** 2) is 3.29521693054 total(chi ** 2) is 109.305134994 Now to test model score... BIC is 136.385637005 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348247218463, mh=-3.6408358317024367, mv=2.4988372645891372, w=383.50202445707595, x=7.9601400203533235, y=2.7888952184717115) min(chi) is -1.99307013179 max(chi) is 1.32198940258 max(chi ** 2) is 3.97232855024 total(chi ** 2) is 107.525780871 Now to test model score... BIC is 140.022383284 roaming free PSF optimal params are: gen_crc(z0=-665.82050415891217, mh=-15.790659717286781, mv=29.517834180163746, w=7193350.634418143, var=789.69746282153676, x=20.076182769928074, y=-22.394117551032316) min(chi) is -0.527755935105 max(chi) is 0.624389480514 max(chi ** 2) is 0.389862223376 total(chi ** 2) is 11.0427796336 Now to test model score... BIC is 48.955482449 ################################### ######## RUN NO. 126 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) min(chi) is -3.51427420772 max(chi) is 2.61411190446 max(chi ** 2) is 12.350123207 total(chi ** 2) is 376.779818598 Now to test model score... BIC is 393.028119804 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) min(chi) is -3.20961374146 max(chi) is 2.07436418879 max(chi ** 2) is 10.3016203694 total(chi ** 2) is 231.473634739 Now to test model score... BIC is 253.138036348 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) min(chi) is -1.38138020488 max(chi) is 0.745428072716 max(chi ** 2) is 1.90821127043 total(chi ** 2) is 39.2933879932 Now to test model score... BIC is 66.3738900042 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94730700664408, mh=-1.8011717004249514, mv=-0.76156428260097264, w=1040.1679369632263, x=6.4625009133969034, y=6.3775582143163199) min(chi) is -3.06230635941 max(chi) is 1.83890232363 max(chi ** 2) is 9.37772023888 total(chi ** 2) is 222.284295278 Now to test model score... BIC is 254.780897691 roaming free PSF optimal params are: gen_crc(z0=182.95294735194102, mh=-1.2978917019746139, mv=0.31207025715668757, w=11947.047597612718, var=23.468829807868268, x=6.4909764175848919, y=6.0154874158853424) min(chi) is -0.901129359414 max(chi) is 0.887133222633 max(chi ** 2) is 0.812034122399 total(chi ** 2) is 29.6067057898 Now to test model score... BIC is 67.5194086052 ################################### ######## RUN NO. 127 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.31645500627 max(chi) is 1.33131276165 max(chi ** 2) is 5.36596379608 total(chi ** 2) is 140.005711941 Now to test model score... BIC is 156.254013148 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.21580893144 max(chi) is 1.43195485298 max(chi ** 2) is 4.90980922067 total(chi ** 2) is 124.147800303 Now to test model score... BIC is 145.812201912 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.6201374298 max(chi) is 1.70620135108 max(chi ** 2) is 2.91112305042 total(chi ** 2) is 104.13235742 Now to test model score... BIC is 131.212859431 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.2547452697 max(chi) is 1.24370820044 max(chi ** 2) is 5.08387623124 total(chi ** 2) is 117.199962042 Now to test model score... BIC is 149.696564455 roaming free PSF optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.580621315038 max(chi) is 1.12119891889 max(chi ** 2) is 1.25708701573 total(chi ** 2) is 15.4506493537 Now to test model score... BIC is 53.3633521692 ################################### ######## RUN NO. 128 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -1.69952853328 max(chi) is 1.07817354336 max(chi ** 2) is 2.88839723543 total(chi ** 2) is 77.667718372 Now to test model score... BIC is 93.9160195786 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -1.61513061927 max(chi) is 1.12154624501 max(chi ** 2) is 2.60864691729 total(chi ** 2) is 66.5166803349 Now to test model score... BIC is 88.1810819437 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.04939135472 max(chi) is 1.22956711298 max(chi ** 2) is 1.51183528533 total(chi ** 2) is 50.5985446518 Now to test model score... BIC is 77.6790466629 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.38028529045 max(chi) is 1.05323257539 max(chi ** 2) is 1.90518748303 total(chi ** 2) is 54.2842878353 Now to test model score... BIC is 86.7808902485 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.682201957447 max(chi) is 0.805546530568 max(chi ** 2) is 0.64890521291 total(chi ** 2) is 15.3047455301 Now to test model score... BIC is 53.2174483455 ################################### ######## RUN NO. 129 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.55627623045 max(chi) is 5.8600471856 max(chi ** 2) is 34.3401530175 total(chi ** 2) is 482.007719929 Now to test model score... BIC is 498.256021136 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.29186467192 max(chi) is 3.33239622181 max(chi ** 2) is 11.1048645791 total(chi ** 2) is 210.648176403 Now to test model score... BIC is 232.312578012 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.78513617151 max(chi) is 2.49128635085 max(chi ** 2) is 6.20650768193 total(chi ** 2) is 115.235014294 Now to test model score... BIC is 142.315516305 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.7041154972 max(chi) is 1.59014946461 max(chi ** 2) is 2.9040096278 total(chi ** 2) is 101.604268053 Now to test model score... BIC is 134.100870466 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.833106480713 max(chi) is 0.954417030814 max(chi ** 2) is 0.910911868709 total(chi ** 2) is 26.6904908356 Now to test model score... BIC is 64.603193651 ################################### ######## RUN NO. 130 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.13967246731 max(chi) is 11.5506103394 max(chi ** 2) is 133.416599212 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1100.26617842 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -3.16193214427 max(chi) is 11.5353502331 max(chi ** 2) is 133.064305 total(chi ** 2) is 1084.04466683 Now to test model score... BIC is 1105.70906844 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.1396732343 max(chi) is 11.5506098136 max(chi ** 2) is 133.416587066 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1111.09837922 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.13967250948 max(chi) is 11.5506103187 max(chi ** 2) is 133.416598736 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1116.51447963 roaming free PSF optimal params are: gen_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, var=2.25, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.13967250948 max(chi) is 11.5506103187 max(chi ** 2) is 133.416598736 total(chi ** 2) is 1084.01787721 Now to test model score... BIC is 1121.93058003 ################################### ######## RUN NO. 131 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -5.27636439418 max(chi) is 10.8670397901 max(chi ** 2) is 118.092553801 total(chi ** 2) is 2198.93105394 Now to test model score... BIC is 2215.17935514 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -6.16786200816 max(chi) is 10.0482126684 max(chi ** 2) is 100.966577829 total(chi ** 2) is 1274.67106619 Now to test model score... BIC is 1296.3354678 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -4.48506597519 max(chi) is 7.66218881155 max(chi ** 2) is 58.7091373838 total(chi ** 2) is 912.031708811 Now to test model score... BIC is 939.112210822 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207206874648861, mh=-0.44550630439561345, mv=0.39778381560015785, w=3651.7544897701246, x=5.1870221592787988, y=6.3395284769140003) min(chi) is -4.85042089628 max(chi) is 2.84558853028 max(chi ** 2) is 23.5265828711 total(chi ** 2) is 339.581191864 Now to test model score... BIC is 372.077794277 roaming free PSF optimal params are: gen_crc(z0=47.249282558506692, mh=0.43703044395747054, mv=0.74279210140883667, w=5777.7448128484148, var=4.3045854891397672, x=5.1888535226751227, y=6.3265354523183674) min(chi) is -2.38438593256 max(chi) is 2.27004931464 max(chi ** 2) is 5.6852962754 total(chi ** 2) is 152.897489942 Now to test model score... BIC is 190.810192758 ################################### ######## RUN NO. 132 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -3.23823539336 max(chi) is 10.5358310818 max(chi ** 2) is 111.003736583 total(chi ** 2) is 1044.8786078 Now to test model score... BIC is 1061.126909 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -3.90653603111 max(chi) is 8.18109376477 max(chi ** 2) is 66.930295188 total(chi ** 2) is 561.870819464 Now to test model score... BIC is 583.535221072 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -3.46905404969 max(chi) is 7.11061909509 max(chi ** 2) is 50.5609039155 total(chi ** 2) is 433.557092679 Now to test model score... BIC is 460.63759469 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957675880326583, mh=1.164743032660563, mv=0.12668933778636146, w=2565.617520403066, x=5.3322903349003337, y=6.3805834211451522) min(chi) is -1.97170509463 max(chi) is 1.72283492618 max(chi ** 2) is 3.8876209802 total(chi ** 2) is 123.041218213 Now to test model score... BIC is 155.537820626 roaming free PSF optimal params are: gen_crc(z0=53.081959457824183, mh=1.3592619981935188, mv=0.1773863812231174, w=3052.3337194195838, var=2.9679238639003378, x=5.3283347088672448, y=6.4092612841662451) min(chi) is -1.81529806531 max(chi) is 1.67274590724 max(chi ** 2) is 3.2953070659 total(chi ** 2) is 109.68450865 Now to test model score... BIC is 147.597211465 ################################### ######## RUN NO. 133 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -5.32546733561 max(chi) is 11.748525558 max(chi ** 2) is 138.027852787 total(chi ** 2) is 2432.623124 Now to test model score... BIC is 2448.87142521 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -5.10572027972 max(chi) is 10.2908091186 max(chi ** 2) is 105.900752316 total(chi ** 2) is 1627.36311191 Now to test model score... BIC is 1649.02751352 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -5.34445349552 max(chi) is 7.867672898 max(chi ** 2) is 61.9002768299 total(chi ** 2) is 1243.70314384 Now to test model score... BIC is 1270.78364585 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880464902125695, mh=-2.2730442726582392, mv=0.13840880875000375, w=3712.4085052990963, x=4.9046276808158593, y=6.1962732726289813) min(chi) is -4.78148352596 max(chi) is 4.34460465039 max(chi ** 2) is 22.862584709 total(chi ** 2) is 530.923597814 Now to test model score... BIC is 563.420200227 roaming free PSF optimal params are: gen_crc(z0=28.114138730956793, mh=-0.88432790790463223, mv=0.53895899216119714, w=6289.609546490331, var=4.6618153844142043, x=4.7779584566016062, y=6.2469317851057964) min(chi) is -3.28594144118 max(chi) is 3.76189308295 max(chi ** 2) is 14.1518395675 total(chi ** 2) is 331.122280812 Now to test model score... BIC is 369.034983628 ################################### ######## RUN NO. 134 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -4.74892192096 max(chi) is 10.494601001 max(chi ** 2) is 110.136650171 total(chi ** 2) is 1494.68868969 Now to test model score... BIC is 1510.93699089 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -4.24672772322 max(chi) is 9.56225418959 max(chi ** 2) is 91.4367051863 total(chi ** 2) is 1099.8711096 Now to test model score... BIC is 1121.53551121 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -4.25421225799 max(chi) is 7.94524938276 max(chi ** 2) is 63.1269877542 total(chi ** 2) is 912.794136967 Now to test model score... BIC is 939.874638978 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040077929623564, mh=-0.83025093877682954, mv=0.0043336296393524055, w=3093.3638581333967, x=4.7586152026598212, y=6.1602271806701667) min(chi) is -3.79366313387 max(chi) is 2.44589405579 max(chi ** 2) is 14.3918799733 total(chi ** 2) is 181.603598735 Now to test model score... BIC is 214.100201149 roaming free PSF optimal params are: gen_crc(z0=64.599617777473469, mh=-0.28412226365947579, mv=0.18367882734960081, w=4083.1813260349359, var=3.3962854330950498, x=4.724230010215126, y=6.1767866342117088) min(chi) is -2.40262001423 max(chi) is 2.5771984225 max(chi ** 2) is 6.64195170895 total(chi ** 2) is 130.283467408 Now to test model score... BIC is 168.196170224 ################################### ######## RUN NO. 135 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -5.28128490364 max(chi) is 10.2320369837 max(chi ** 2) is 104.694580835 total(chi ** 2) is 1619.85524607 Now to test model score... BIC is 1636.10354728 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -4.70027180362 max(chi) is 9.25016400371 max(chi ** 2) is 85.5655340955 total(chi ** 2) is 1091.38098741 Now to test model score... BIC is 1113.04538902 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.13042586251 max(chi) is 7.01604913295 max(chi ** 2) is 49.2249454359 total(chi ** 2) is 645.571276563 Now to test model score... BIC is 672.651778574 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034242254760358, mh=-2.1651294879480627, mv=-0.91571618923244158, w=2784.7613965189398, x=5.3236029649630083, y=5.8012138747439268) min(chi) is -4.23297646808 max(chi) is 2.74289431548 max(chi ** 2) is 17.9180897793 total(chi ** 2) is 543.085443871 Now to test model score... BIC is 575.582046285 roaming free PSF optimal params are: gen_crc(z0=34.211595662724669, mh=-0.28589716414665683, mv=-0.093898989349794681, w=7782.5523496491742, var=8.3087911707933557, x=5.1600428433662628, y=6.0200035029748999) min(chi) is -2.46896984853 max(chi) is 3.60245832903 max(chi ** 2) is 12.9777060124 total(chi ** 2) is 318.486278881 Now to test model score... BIC is 356.398981697 ################################### ######## RUN NO. 136 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -3.87361131659 max(chi) is 11.3996297998 max(chi ** 2) is 129.951559572 total(chi ** 2) is 1937.87636708 Now to test model score... BIC is 1954.12466829 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.09541495848 max(chi) is 4.02771076404 max(chi ** 2) is 16.2224539987 total(chi ** 2) is 559.897499956 Now to test model score... BIC is 581.561901565 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -2.48213563576 max(chi) is 2.89491661472 max(chi ** 2) is 8.38054220618 total(chi ** 2) is 250.002194667 Now to test model score... BIC is 277.082696678 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258748266167281, mh=-0.11247926023417519, mv=0.23873671001174296, w=3161.9305704774706, x=6.5048552740060801, y=7.0171748285603641) min(chi) is -2.8413301584 max(chi) is 3.31601528197 max(chi ** 2) is 10.9959573503 total(chi ** 2) is 505.492837128 Now to test model score... BIC is 537.989439541 roaming free PSF optimal params are: gen_crc(z0=22.491854994453657, mh=0.20493567220052697, mv=0.13228021488952296, w=6636.7775006497222, var=6.185077826823199, x=6.5495164607919811, y=7.0778584887063243) min(chi) is -2.47895842231 max(chi) is 2.60439451491 max(chi ** 2) is 6.7828707893 total(chi ** 2) is 216.249196469 Now to test model score... BIC is 254.161899285 ################################### ######## RUN NO. 137 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -3.57084459118 max(chi) is 11.4110390436 max(chi ** 2) is 130.211812055 total(chi ** 2) is 1399.46634948 Now to test model score... BIC is 1415.71465068 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -4.7740162141 max(chi) is 8.13722356973 max(chi ** 2) is 66.2144074238 total(chi ** 2) is 853.380289638 Now to test model score... BIC is 875.044691247 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -4.63761437972 max(chi) is 7.37670860415 max(chi ** 2) is 54.4158298305 total(chi ** 2) is 670.594230091 Now to test model score... BIC is 697.674732102 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034349202759344, mh=0.16228527880798246, mv=0.25414020865530418, w=2789.590178298989, x=5.1240565753982512, y=6.9891053730429045) min(chi) is -2.22992435591 max(chi) is 3.66018774528 max(chi ** 2) is 13.3969743307 total(chi ** 2) is 312.685110909 Now to test model score... BIC is 345.181713322 roaming free PSF optimal params are: gen_crc(z0=20.838988234272321, mh=0.57355211690567531, mv=0.26367665118529376, w=3750.3632570654299, var=3.5368389964287736, x=5.1344300585745088, y=6.9811752111961276) min(chi) is -2.05863281194 max(chi) is 3.4771723659 max(chi ** 2) is 12.0907276622 total(chi ** 2) is 273.471974709 Now to test model score... BIC is 311.384677524 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -6.32125436425 max(chi) is 4.71406163979 max(chi ** 2) is 39.9582567376 total(chi ** 2) is 1391.14820064 Now to test model score... BIC is 1407.39650185 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -5.84980612146 max(chi) is 4.98608170688 max(chi ** 2) is 34.2202316586 total(chi ** 2) is 1043.19573365 Now to test model score... BIC is 1064.86013526 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -6.9436568921 max(chi) is 3.70880488836 max(chi ** 2) is 48.2143710352 total(chi ** 2) is 542.773305194 Now to test model score... BIC is 569.853807205 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -5.85930479552 max(chi) is 4.96130354947 max(chi ** 2) is 34.3314526868 total(chi ** 2) is 1039.35165987 Now to test model score... BIC is 1071.84826229 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -7.7695626651 max(chi) is 2.55471385984 max(chi ** 2) is 60.366104007 total(chi ** 2) is 456.607488305 Now to test model score... BIC is 494.520191121 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -5.41463657082 max(chi) is 8.4364643953 max(chi ** 2) is 71.1739314931 total(chi ** 2) is 1342.77224287 Now to test model score... BIC is 1359.02054408 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -4.86535653843 max(chi) is 7.05825579276 max(chi ** 2) is 49.818974836 total(chi ** 2) is 870.448712066 Now to test model score... BIC is 892.113113674 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.01465390542 max(chi) is 4.9414649937 max(chi ** 2) is 24.4180762839 total(chi ** 2) is 450.160727596 Now to test model score... BIC is 477.241229607 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -3.814301005 max(chi) is 2.52699034565 max(chi ** 2) is 14.5488921567 total(chi ** 2) is 442.119531004 Now to test model score... BIC is 474.616133417 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.15631191726 max(chi) is 3.20986775669 max(chi ** 2) is 10.3032510154 total(chi ** 2) is 157.534483763 Now to test model score... BIC is 195.447186578 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.76990297933 max(chi) is 12.9560524057 max(chi ** 2) is 167.859293938 total(chi ** 2) is 2151.44131835 Now to test model score... BIC is 2167.68961956 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.57200310816 max(chi) is 8.86622801317 max(chi ** 2) is 78.6099991815 total(chi ** 2) is 1020.50673592 Now to test model score... BIC is 1042.17113753 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -6.51355406488 max(chi) is 7.47210250623 max(chi ** 2) is 55.8323158636 total(chi ** 2) is 857.92489223 Now to test model score... BIC is 885.005394241 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -2.92385195463 max(chi) is 3.24212982983 max(chi ** 2) is 10.5114058335 total(chi ** 2) is 383.003527215 Now to test model score... BIC is 415.500129628 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.53762104062 max(chi) is 3.84927028724 max(chi ** 2) is 14.8168817442 total(chi ** 2) is 310.827876784 Now to test model score... BIC is 348.7405796 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.09373514039 max(chi) is 12.9380198711 max(chi ** 2) is 167.392358184 total(chi ** 2) is 2567.75068461 Now to test model score... BIC is 2583.99898582 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.24296169462 max(chi) is 8.04850403777 max(chi ** 2) is 64.7784172461 total(chi ** 2) is 990.614562919 Now to test model score... BIC is 1012.27896453 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.05082600362 max(chi) is 6.20197676809 max(chi ** 2) is 38.4645158319 total(chi ** 2) is 637.461110466 Now to test model score... BIC is 664.541612477 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -3.64537541312 max(chi) is 3.41153781177 max(chi ** 2) is 13.2887619026 total(chi ** 2) is 447.47590054 Now to test model score... BIC is 479.972502953 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.00700104311 max(chi) is 3.08910457418 max(chi ** 2) is 9.54256707022 total(chi ** 2) is 225.158604989 Now to test model score... BIC is 263.071307804 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -5.36456940041 max(chi) is 11.0127674939 max(chi ** 2) is 121.281047875 total(chi ** 2) is 1812.54213864 Now to test model score... BIC is 1828.79043984 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -5.35533104009 max(chi) is 6.0831938151 max(chi ** 2) is 37.0052469921 total(chi ** 2) is 894.148438784 Now to test model score... BIC is 915.812840393 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -2.896817321 max(chi) is 5.18160549628 max(chi ** 2) is 26.8490355191 total(chi ** 2) is 503.635182171 Now to test model score... BIC is 530.715684182 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -3.90853205794 max(chi) is 3.03124317905 max(chi ** 2) is 15.2766228479 total(chi ** 2) is 591.860731651 Now to test model score... BIC is 624.357334064 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.26566885746 max(chi) is 3.21236474583 max(chi ** 2) is 10.3192872602 total(chi ** 2) is 301.2484068 Now to test model score... BIC is 339.161109616 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.30611433442 max(chi) is 11.5305058904 max(chi ** 2) is 132.952566088 total(chi ** 2) is 1599.03080369 Now to test model score... BIC is 1615.2791049 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -2.75547505804 max(chi) is 3.36641798231 max(chi ** 2) is 11.3327700316 total(chi ** 2) is 404.228017241 Now to test model score... BIC is 425.89241885 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.48006778214 max(chi) is 2.70791660932 max(chi ** 2) is 7.33281236302 total(chi ** 2) is 317.122848438 Now to test model score... BIC is 344.203350449 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.2285349656 max(chi) is 2.90941172722 max(chi ** 2) is 8.46467659846 total(chi ** 2) is 309.35153381 Now to test model score... BIC is 341.848136223 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -1.99192778177 max(chi) is 2.9266905354 max(chi ** 2) is 8.56551748999 total(chi ** 2) is 221.487242941 Now to test model score... BIC is 259.399945756 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -4.90943323964 max(chi) is 10.3837118704 max(chi ** 2) is 107.821472207 total(chi ** 2) is 1470.1996028 Now to test model score... BIC is 1486.44790401 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -4.43222707549 max(chi) is 9.57726567619 max(chi ** 2) is 91.7240178324 total(chi ** 2) is 1113.69596226 Now to test model score... BIC is 1135.36036387 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -4.13708371886 max(chi) is 7.69791439896 max(chi ** 2) is 59.2578860937 total(chi ** 2) is 788.616992187 Now to test model score... BIC is 815.697494198 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -3.03815370525 max(chi) is 2.86415631729 max(chi ** 2) is 9.23037793673 total(chi ** 2) is 350.850275386 Now to test model score... BIC is 383.346877799 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.49717521697 max(chi) is 3.23256793462 max(chi ** 2) is 10.4494954519 total(chi ** 2) is 251.801815911 Now to test model score... BIC is 289.714518726 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -5.11133079179 max(chi) is 8.23763664801 max(chi ** 2) is 67.8586575447 total(chi ** 2) is 1321.61413646 Now to test model score... BIC is 1337.86243767 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -4.57341421372 max(chi) is 7.81402335627 max(chi ** 2) is 61.0589610124 total(chi ** 2) is 868.631180332 Now to test model score... BIC is 890.295581941 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -2.77671678379 max(chi) is 5.53383550677 max(chi ** 2) is 30.623335416 total(chi ** 2) is 370.816332295 Now to test model score... BIC is 397.896834306 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -4.31773166139 max(chi) is 3.29283882373 max(chi ** 2) is 18.6428066998 total(chi ** 2) is 570.496761501 Now to test model score... BIC is 602.993363914 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.40323832407 max(chi) is 3.62915131419 max(chi ** 2) is 13.1707392613 total(chi ** 2) is 240.369410956 Now to test model score... BIC is 278.282113771 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -4.00372909057 max(chi) is 13.0698286147 max(chi ** 2) is 170.820420018 total(chi ** 2) is 2697.06834582 Now to test model score... BIC is 2713.31664703 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -6.40953490085 max(chi) is 10.4632556091 max(chi ** 2) is 109.479717942 total(chi ** 2) is 1322.24111077 Now to test model score... BIC is 1343.90551238 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -5.80181366964 max(chi) is 8.22452521932 max(chi ** 2) is 67.6428150833 total(chi ** 2) is 1049.3637609 Now to test model score... BIC is 1076.44426291 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -5.00758983032 max(chi) is 3.4375342579 max(chi ** 2) is 25.0759559087 total(chi ** 2) is 392.812322568 Now to test model score... BIC is 425.308924981 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -2.75332207479 max(chi) is 2.15299940075 max(chi ** 2) is 7.58078244752 total(chi ** 2) is 236.57285342 Now to test model score... BIC is 274.485556236 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.46812877423 max(chi) is 5.657976593 max(chi ** 2) is 32.0126991269 total(chi ** 2) is 449.338944619 Now to test model score... BIC is 465.587245825 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.21283485565 max(chi) is 3.21748600726 max(chi ** 2) is 10.3522162069 total(chi ** 2) is 196.371189417 Now to test model score... BIC is 218.035591026 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.7235797518 max(chi) is 2.40537992496 max(chi ** 2) is 5.7858525834 total(chi ** 2) is 107.424793349 Now to test model score... BIC is 134.50529536 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.64535289385 max(chi) is 1.53531672445 max(chi ** 2) is 2.7071861453 total(chi ** 2) is 94.7178907886 Now to test model score... BIC is 127.214493202 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.804378671033 max(chi) is 0.921506098717 max(chi ** 2) is 0.849173489973 total(chi ** 2) is 24.8815039418 Now to test model score... BIC is 62.7942067573 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.23657724743 max(chi) is 1.28540542504 max(chi ** 2) is 5.00227778374 total(chi ** 2) is 130.516620882 Now to test model score... BIC is 146.764922089 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.13940172691 max(chi) is 1.38257709943 max(chi ** 2) is 4.57703974911 total(chi ** 2) is 115.733502304 Now to test model score... BIC is 137.397903913 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.56427062188 max(chi) is 1.64736682173 max(chi ** 2) is 2.71381744534 total(chi ** 2) is 97.0746352168 Now to test model score... BIC is 124.155137228 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.17699543281 max(chi) is 1.20082171077 max(chi ** 2) is 4.7393091145 total(chi ** 2) is 109.256563901 Now to test model score... BIC is 141.753166314 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.560599890382 max(chi) is 1.08253688721 max(chi ** 2) is 1.17188611216 total(chi ** 2) is 14.4034590884 Now to test model score... BIC is 52.3161619038 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -1.6409241011 max(chi) is 1.04099514531 max(chi ** 2) is 2.69263190556 total(chi ** 2) is 72.4036756286 Now to test model score... BIC is 88.6519768352 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -1.55943645998 max(chi) is 1.08287223656 max(chi ** 2) is 2.43184207272 total(chi ** 2) is 62.008415437 Now to test model score... BIC is 83.6728170458 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.01320544593 max(chi) is 1.18716824702 max(chi ** 2) is 1.40936844673 total(chi ** 2) is 47.1691545863 Now to test model score... BIC is 74.2496565973 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.33268924595 max(chi) is 1.01691421072 max(chi ** 2) is 1.77606062628 total(chi ** 2) is 50.6050911568 Now to test model score... BIC is 83.10169357 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.658677752018 max(chi) is 0.777769063996 max(chi ** 2) is 0.60492471691 total(chi ** 2) is 14.2674441089 Now to test model score... BIC is 52.1801469244 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -2.59293124645 max(chi) is 3.60074318684 max(chi ** 2) is 12.9653514976 total(chi ** 2) is 384.603560681 Now to test model score... BIC is 400.851861888 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.24235450196 max(chi) is 2.47081726351 max(chi ** 2) is 6.10493794964 total(chi ** 2) is 192.197826418 Now to test model score... BIC is 213.862228026 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -0.986239534202 max(chi) is 1.05903863887 max(chi ** 2) is 1.12156283862 total(chi ** 2) is 28.8858830701 Now to test model score... BIC is 55.9663850811 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -2.60428655547 max(chi) is 1.44536085223 max(chi ** 2) is 6.78230846299 total(chi ** 2) is 162.407119003 Now to test model score... BIC is 194.903721417 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.454166158211 max(chi) is 0.624115135322 max(chi ** 2) is 0.389519702138 total(chi ** 2) is 8.06835877862 Now to test model score... BIC is 45.9810615941 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -3.03540704349 max(chi) is 9.33161215036 max(chi ** 2) is 87.0789853247 total(chi ** 2) is 998.042954351 Now to test model score... BIC is 1014.29125556 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -2.92063228173 max(chi) is 3.66110425166 max(chi ** 2) is 13.4036843415 total(chi ** 2) is 251.540405829 Now to test model score... BIC is 273.204807438 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.01359625315 max(chi) is 3.00423049045 max(chi ** 2) is 9.02540083975 total(chi ** 2) is 135.110356531 Now to test model score... BIC is 162.190858542 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -2.50386941114 max(chi) is 1.69160811865 max(chi ** 2) is 6.26936202805 total(chi ** 2) is 163.449266986 Now to test model score... BIC is 195.945869399 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.09260595225 max(chi) is 1.54185289801 max(chi ** 2) is 4.37899967138 total(chi ** 2) is 88.8854058887 Now to test model score... BIC is 126.798108704 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -3.23154087643 max(chi) is 10.8892493307 max(chi ** 2) is 118.575750987 total(chi ** 2) is 1188.90794342 Now to test model score... BIC is 1205.15624463 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -4.7037457709 max(chi) is 7.27884224874 max(chi ** 2) is 52.981544482 total(chi ** 2) is 626.866872603 Now to test model score... BIC is 648.531274212 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -4.35034629822 max(chi) is 6.22674006728 max(chi ** 2) is 38.7722918654 total(chi ** 2) is 520.343997267 Now to test model score... BIC is 547.424499278 Roaming fixed-variance PSF ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -7.63818235681 max(chi) is 5.69615781475 max(chi ** 2) is 58.3418297158 total(chi ** 2) is 2031.17298045 Now to test model score... BIC is 2047.42128165 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -7.06851573009 max(chi) is 6.02484872915 max(chi ** 2) is 49.9639146266 total(chi ** 2) is 1523.13821527 Now to test model score... BIC is 1544.80261688 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -8.39025207795 max(chi) is 4.48147257343 max(chi ** 2) is 70.3963299316 total(chi ** 2) is 792.486718174 Now to test model score... BIC is 819.567220185 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -7.07999329458 max(chi) is 5.9949084556 max(chi ** 2) is 50.1263050513 total(chi ** 2) is 1517.52560062 Now to test model score... BIC is 1550.02220303 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -9.38822155367 max(chi) is 3.08694591398 max(chi ** 2) is 88.1387039407 total(chi ** 2) is 666.678641779 Now to test model score... BIC is 704.591344594 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -6.54268585641 max(chi) is 10.1940611443 max(chi ** 2) is 103.918882614 total(chi ** 2) is 1960.54072267 Now to test model score... BIC is 1976.78902387 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.87897248393 max(chi) is 8.52872574958 max(chi ** 2) is 72.7391629116 total(chi ** 2) is 1270.91556744 Now to test model score... BIC is 1292.57996905 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.64270680238 max(chi) is 5.97093686738 max(chi ** 2) is 35.6520870743 total(chi ** 2) is 657.265923451 Now to test model score... BIC is 684.346425462 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -4.6089470477 max(chi) is 3.05344666766 max(chi ** 2) is 21.2423928885 total(chi ** 2) is 645.525218011 Now to test model score... BIC is 678.021820424 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.60554356669 max(chi) is 3.878590206 max(chi ** 2) is 15.043461986 total(chi ** 2) is 230.011286189 Now to test model score... BIC is 267.923989004 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -5.76363276669 max(chi) is 15.6552299902 max(chi ** 2) is 245.086226045 total(chi ** 2) is 3141.25373044 Now to test model score... BIC is 3157.50203165 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -6.73283708903 max(chi) is 10.7133588492 max(chi ** 2) is 114.776057833 total(chi ** 2) is 1490.01070297 Now to test model score... BIC is 1511.67510458 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -7.87054449507 max(chi) is 9.02879052836 max(chi ** 2) is 81.519058405 total(chi ** 2) is 1252.62992077 Now to test model score... BIC is 1279.71042278 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -3.53298777851 max(chi) is 3.91757354438 max(chi ** 2) is 15.3473824756 total(chi ** 2) is 559.2117472 Now to test model score... BIC is 591.708349614 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -3.06629209075 max(chi) is 4.65120159708 max(chi ** 2) is 21.6336762966 total(chi ** 2) is 453.830285374 Now to test model score... BIC is 491.74298819 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.94659662797 max(chi) is 15.6334406776 max(chi ** 2) is 244.404467419 total(chi ** 2) is 3749.09431555 Now to test model score... BIC is 3765.34261676 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -6.335245381 max(chi) is 9.72527571231 max(chi ** 2) is 94.5809876805 total(chi ** 2) is 1446.36605454 Now to test model score... BIC is 1468.03045615 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -6.10308142104 max(chi) is 7.49405526144 max(chi ** 2) is 56.1608642616 total(chi ** 2) is 930.737489413 Now to test model score... BIC is 957.817991424 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -4.40482862419 max(chi) is 4.12227485589 max(chi ** 2) is 19.4025152085 total(chi ** 2) is 653.345889504 Now to test model score... BIC is 685.842491917 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.42512626042 max(chi) is 3.73266802713 max(chi ** 2) is 13.9328106008 total(chi ** 2) is 328.747199298 Now to test model score... BIC is 366.659902113 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -6.4821880255 max(chi) is 13.3070940551 max(chi ** 2) is 177.078752192 total(chi ** 2) is 2646.43739339 Now to test model score... BIC is 2662.6856946 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -6.47102500678 max(chi) is 7.35052585991 max(chi ** 2) is 54.0302304173 total(chi ** 2) is 1305.51881427 Now to test model score... BIC is 1327.18321588 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.50032092954 max(chi) is 6.26110664134 max(chi ** 2) is 39.2014563742 total(chi ** 2) is 735.342340634 Now to test model score... BIC is 762.422842646 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -4.72280957001 max(chi) is 3.66275217469 max(chi ** 2) is 22.3049302346 total(chi ** 2) is 864.15776965 Now to test model score... BIC is 896.654372063 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.73768320276 max(chi) is 3.88160740121 max(chi ** 2) is 15.0668760171 total(chi ** 2) is 439.843593957 Now to test model score... BIC is 477.756296772 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.99488815409 max(chi) is 13.9326946175 max(chi ** 2) is 194.119979306 total(chi ** 2) is 2334.6960172 Now to test model score... BIC is 2350.9443184 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.3295323618 max(chi) is 4.06775506196 max(chi ** 2) is 16.5466312441 total(chi ** 2) is 590.200976562 Now to test model score... BIC is 611.865378171 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.99674857009 max(chi) is 3.27206590293 max(chi ** 2) is 10.7064152731 total(chi ** 2) is 463.02138114 Now to test model score... BIC is 490.101883151 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.69281308344 max(chi) is 3.51553917039 max(chi ** 2) is 12.3590156585 total(chi ** 2) is 451.674722108 Now to test model score... BIC is 484.171324521 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.40691273631 max(chi) is 3.53641773027 max(chi ** 2) is 12.506250363 total(chi ** 2) is 323.386755752 Now to test model score... BIC is 361.299458567 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -5.93223183123 max(chi) is 12.5469851767 max(chi ** 2) is 157.426837024 total(chi ** 2) is 2146.59351729 Now to test model score... BIC is 2162.84181849 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -5.35560771621 max(chi) is 11.5725293587 max(chi ** 2) is 133.923435759 total(chi ** 2) is 1626.0734449 Now to test model score... BIC is 1647.73784651 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -4.99897616028 max(chi) is 9.30164656541 max(chi ** 2) is 86.5206288277 total(chi ** 2) is 1151.43557366 Now to test model score... BIC is 1178.51607567 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -3.67110239384 max(chi) is 3.46085555006 max(chi ** 2) is 13.4769927861 total(chi ** 2) is 512.265766666 Now to test model score... BIC is 544.762369079 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -3.01742005384 max(chi) is 3.90601958766 max(chi ** 2) is 15.2569890192 total(chi ** 2) is 367.648137467 Now to test model score... BIC is 405.560840282 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -6.17619137342 max(chi) is 9.95381094968 max(chi ** 2) is 99.078352422 total(chi ** 2) is 1929.64841799 Now to test model score... BIC is 1945.8967192 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -5.52620884158 max(chi) is 9.44194488883 max(chi ** 2) is 89.1503232837 total(chi ** 2) is 1268.26184489 Now to test model score... BIC is 1289.9262465 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -3.35519944708 max(chi) is 6.68671790402 max(chi ** 2) is 44.7121963279 total(chi ** 2) is 541.417596284 Now to test model score... BIC is 568.498098295 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -5.21725909084 max(chi) is 3.97884691201 max(chi ** 2) is 27.219792421 total(chi ** 2) is 832.964889622 Now to test model score... BIC is 865.461492035 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -4.11224630825 max(chi) is 4.38522450465 max(chi ** 2) is 19.2301939562 total(chi ** 2) is 350.956032316 Now to test model score... BIC is 388.868735131 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -4.83783931777 max(chi) is 15.7927095761 max(chi ** 2) is 249.409675755 total(chi ** 2) is 3937.90708131 Now to test model score... BIC is 3954.15538252 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -7.74485467186 max(chi) is 12.6431005277 max(chi ** 2) is 159.847990953 total(chi ** 2) is 1930.56384403 Now to test model score... BIC is 1952.22824564 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -7.01052485082 max(chi) is 9.93796797335 max(chi ** 2) is 98.7632074393 total(chi ** 2) is 1532.1439634 Now to test model score... BIC is 1559.22446541 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -6.05083771163 max(chi) is 4.15368722829 max(chi ** 2) is 36.6126370125 total(chi ** 2) is 573.533269583 Now to test model score... BIC is 606.029871996 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -3.32693084037 max(chi) is 2.60154094258 max(chi ** 2) is 11.0684688166 total(chi ** 2) is 345.412794664 Now to test model score... BIC is 383.32549748 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.98232226886 max(chi) is 6.83672171654 max(chi ** 2) is 46.7407638294 total(chi ** 2) is 656.066063237 Now to test model score... BIC is 672.314364443 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.67384211724 max(chi) is 3.88779559211 max(chi ** 2) is 15.114954566 total(chi ** 2) is 286.715573437 Now to test model score... BIC is 308.379975046 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -2.08265886676 max(chi) is 2.90650074266 max(chi ** 2) is 8.44774656708 total(chi ** 2) is 156.847658344 Now to test model score... BIC is 183.928160355 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.98813474673 max(chi) is 1.85517437538 max(chi ** 2) is 3.95267977117 total(chi ** 2) is 138.294698183 Now to test model score... BIC is 170.791300596 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.971957560832 max(chi) is 1.11348653595 max(chi ** 2) is 1.23985226574 total(chi ** 2) is 36.3287236373 Now to test model score... BIC is 74.2414264527 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.70253084065 max(chi) is 1.55319822193 max(chi ** 2) is 7.30367294466 total(chi ** 2) is 190.563330142 Now to test model score... BIC is 206.811631349 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.58511042002 max(chi) is 1.67061399515 max(chi ** 2) is 6.68279588369 total(chi ** 2) is 168.978950413 Now to test model score... BIC is 190.643352022 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.89016033477 max(chi) is 1.99056824293 max(chi ** 2) is 3.96236192974 total(chi ** 2) is 141.735708711 Now to test model score... BIC is 168.816210722 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.63053614798 max(chi) is 1.45099290051 max(chi ** 2) is 6.91972042585 total(chi ** 2) is 159.522170557 Now to test model score... BIC is 192.01877297 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.677391534211 max(chi) is 1.30806540538 max(chi ** 2) is 1.71103510474 total(chi ** 2) is 21.0300505092 Now to test model score... BIC is 58.9427533247 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -1.98278328882 max(chi) is 1.25786913392 max(chi ** 2) is 3.93142957044 total(chi ** 2) is 105.714394451 Now to test model score... BIC is 121.962695657 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -1.88431905581 max(chi) is 1.30847061917 max(chi ** 2) is 3.55065830409 total(chi ** 2) is 90.536592678 Now to test model score... BIC is 112.200994287 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.22428991384 max(chi) is 1.43449496515 max(chi ** 2) is 2.05777580504 total(chi ** 2) is 68.8702413317 Now to test model score... BIC is 95.9507433427 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.61033283886 max(chi) is 1.22877133795 max(chi ** 2) is 2.59317185191 total(chi ** 2) is 73.8869473313 Now to test model score... BIC is 106.383549745 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.795902283688 max(chi) is 0.939804285662 max(chi ** 2) is 0.883232095349 total(chi ** 2) is 20.8314591938 Now to test model score... BIC is 58.7441620092 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -3.13312525613 max(chi) is 4.35089801744 max(chi ** 2) is 18.9303135581 total(chi ** 2) is 561.547907175 Now to test model score... BIC is 577.796208382 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.70951168987 max(chi) is 2.98557086007 max(chi ** 2) is 8.9136333605 total(chi ** 2) is 280.622173641 Now to test model score... BIC is 302.28657525 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.19170610383 max(chi) is 1.27967168863 max(chi ** 2) is 1.63755963069 total(chi ** 2) is 42.1753952465 Now to test model score... BIC is 69.2558972575 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -3.14684625452 max(chi) is 1.74647769644 max(chi ** 2) is 9.9026413496 total(chi ** 2) is 237.125672017 Now to test model score... BIC is 269.62227443 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.548784107838 max(chi) is 0.754139121848 max(chi ** 2) is 0.568725815101 total(chi ** 2) is 11.7803641195 Now to test model score... BIC is 49.6930669349 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -3.66778351088 max(chi) is 11.275698015 max(chi ** 2) is 127.141365726 total(chi ** 2) is 1457.21202189 Now to test model score... BIC is 1473.4603231 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.52909734043 max(chi) is 4.42383430409 max(chi ** 2) is 19.57030995 total(chi ** 2) is 367.266460595 Now to test model score... BIC is 388.930862204 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.43309547255 max(chi) is 3.63011184263 max(chi ** 2) is 13.17771199 total(chi ** 2) is 197.270503199 Now to test model score... BIC is 224.35100521 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -3.0255088718 max(chi) is 2.0440264767 max(chi ** 2) is 9.15370393332 total(chi ** 2) is 238.647280443 Now to test model score... BIC is 271.143882856 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.52856552563 max(chi) is 1.86307225176 max(chi ** 2) is 6.39364361742 total(chi ** 2) is 129.778865195 Now to test model score... BIC is 167.691568011 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -3.90477855902 max(chi) is 13.1578429413 max(chi ** 2) is 173.128830868 total(chi ** 2) is 1735.88816045 Now to test model score... BIC is 1752.13646165 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -5.6836928065 max(chi) is 8.79526771722 max(chi ** 2) is 77.3567342176 total(chi ** 2) is 915.269166422 Now to test model score... BIC is 936.933568031 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -5.25666844368 max(chi) is 7.52397758129 max(chi ** 2) is 56.6102386438 total(chi ** 2) is 759.73837101 Now to test model score... BIC is 786.818873021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199529611544008, mh=-0.21671179390487816, mv=-0.87552485521729062, w=2824.494905369198, x=5.3038593421289741, y=6.9434221561382827) min(chi) is -2.59899165577 max(chi) is 2.56659942922 max(chi ** 2) is 6.75475762676 total(chi ** 2) is 211.760872028 Now to test model score... BIC is 244.257474442 roaming free PSF optimal params are: gen_crc(z0=54.439835576920942, mh=0.060517438893591798, mv=-0.89646102366250535, w=3493.3305435857915, var=3.1399109842828032, x=5.2917658210438008, y=6.979411060707414) min(chi) is -2.67520582746 max(chi) is 2.02248993609 max(chi ** 2) is 7.1567262193 total(chi ** 2) is 177.522204341 Now to test model score... BIC is 215.434907156 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -4.51921320269 max(chi) is 13.2995680997 max(chi ** 2) is 176.87851164 total(chi ** 2) is 2637.66505519 Now to test model score... BIC is 2653.9133564 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.61131745157 max(chi) is 4.69899589138 max(chi ** 2) is 22.0805623872 total(chi ** 2) is 762.082708274 Now to test model score... BIC is 783.747109882 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -2.89582490839 max(chi) is 3.37740271717 max(chi ** 2) is 11.406849114 total(chi ** 2) is 340.280764964 Now to test model score... BIC is 367.361266975 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258748266167281, mh=-0.11247926023417519, mv=0.23873671001174296, w=3161.9305704774706, x=6.5048552740060801, y=7.0171748285603641) min(chi) is -3.3148851848 max(chi) is 3.86868449564 max(chi ** 2) is 14.9667197268 total(chi ** 2) is 688.031917202 Now to test model score... BIC is 720.528519615 roaming free PSF optimal params are: gen_crc(z0=22.491854994453657, mh=0.20493567220052697, mv=0.13228021488952296, w=6636.7775006497222, var=6.185077826823199, x=6.5495164607919811, y=7.0778584887063243) min(chi) is -2.89211815936 max(chi) is 3.0384602674 max(chi ** 2) is 9.23224079654 total(chi ** 2) is 294.339184083 Now to test model score... BIC is 332.251886899 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -4.69340784345 max(chi) is 15.133516631 max(chi ** 2) is 229.023325622 total(chi ** 2) is 3429.00999782 Now to test model score... BIC is 3445.25829903 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -5.63771513377 max(chi) is 9.03284369855 max(chi ** 2) is 81.5922652824 total(chi ** 2) is 1260.5514681 Now to test model score... BIC is 1282.21586971 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -5.29861033603 max(chi) is 6.72611903453 max(chi ** 2) is 45.2406772666 total(chi ** 2) is 982.316014135 Now to test model score... BIC is 1009.39651615 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948884632829781, mh=0.76618065162326821, mv=-0.1482443711034955, w=3806.2779479895075, x=5.9824361786337512, y=7.6238867453374093) min(chi) is -4.78897332826 max(chi) is 4.30513414249 max(chi ** 2) is 22.9342655388 total(chi ** 2) is 629.50248825 Now to test model score... BIC is 661.999090663 roaming free PSF optimal params are: gen_crc(z0=29.070655094469682, mh=1.240138366756907, mv=-0.43292433394767593, w=5509.9279638413236, var=3.9105896852511655, x=5.9314662071098372, y=7.6500684999609065) min(chi) is -3.23376778369 max(chi) is 4.56970295858 max(chi ** 2) is 20.8821851296 total(chi ** 2) is 447.89175107 Now to test model score... BIC is 485.804453885 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -7.13383608987 max(chi) is 12.4335091619 max(chi ** 2) is 154.592150078 total(chi ** 2) is 2885.33654601 Now to test model score... BIC is 2901.58484721 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -6.10927145401 max(chi) is 7.50781211082 max(chi ** 2) is 56.3672426914 total(chi ** 2) is 1241.98415115 Now to test model score... BIC is 1263.64855276 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -4.12999571134 max(chi) is 5.69614140822 max(chi ** 2) is 32.4460269425 total(chi ** 2) is 674.368685095 Now to test model score... BIC is 701.449187106 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366619424581629, mh=-1.0865249178213676, mv=0.88238241155570829, w=3283.0706269805755, x=5.7703974183767901, y=7.1264068644620746) min(chi) is -5.39215767545 max(chi) is 3.65582956478 max(chi ** 2) is 29.075364397 total(chi ** 2) is 804.237522183 Now to test model score... BIC is 836.734124596 roaming free PSF optimal params are: gen_crc(z0=25.442541996842476, mh=0.77208253487221046, mv=0.47449878207910434, w=8855.3676128388652, var=8.0555534821285342, x=5.5155114290750085, y=7.2633607064873749) min(chi) is -2.67164400478 max(chi) is 2.85325994619 max(chi ** 2) is 8.14109232053 total(chi ** 2) is 307.580540391 Now to test model score... BIC is 345.493243206 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -7.67116280995 max(chi) is 12.5637529801 max(chi ** 2) is 157.847888945 total(chi ** 2) is 6063.59176738 Now to test model score... BIC is 6079.84006859 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -9.78264628321 max(chi) is 10.1178783762 max(chi ** 2) is 102.371462835 total(chi ** 2) is 2758.89176227 Now to test model score... BIC is 2780.55616388 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -3.47072598774 max(chi) is 4.63436390108 max(chi ** 2) is 21.4773287676 total(chi ** 2) is 547.248025722 Now to test model score... BIC is 574.328527734 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771687089611561, mh=-1.0352121761892816, mv=1.8634690160352159, w=4244.8777452993972, x=6.9064487125325948, y=7.7605667498628268) min(chi) is -10.2791264614 max(chi) is 7.53869599747 max(chi ** 2) is 105.66044081 total(chi ** 2) is 2559.04049234 Now to test model score... BIC is 2591.53709475 roaming free PSF optimal params are: gen_crc(z0=28.913907410751854, mh=-0.41204527336451113, mv=-0.30116112373314258, w=16910.091012790079, var=10.789359019455635, x=6.7830495044415384, y=7.8909907782286028) min(chi) is -2.78030463596 max(chi) is 2.86074776013 max(chi ** 2) is 8.18387774708 total(chi ** 2) is 296.027053171 Now to test model score... BIC is 333.939755987 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.55725354556 max(chi) is 12.183171785 max(chi ** 2) is 148.429674743 total(chi ** 2) is 1511.31664284 Now to test model score... BIC is 1527.56494405 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -4.66407068064 max(chi) is 5.05169688351 max(chi ** 2) is 25.5196414028 total(chi ** 2) is 530.928814138 Now to test model score... BIC is 552.593215747 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -4.21955229253 max(chi) is 4.52173451665 max(chi ** 2) is 20.4460830391 total(chi ** 2) is 468.588297699 Now to test model score... BIC is 495.66879971 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724107819934673, mh=-0.84615103785949641, mv=-0.12992425247324699, w=2553.4094917010316, x=6.7011137310783155, y=8.0130741468468027) min(chi) is -2.31093502948 max(chi) is 3.06298657368 max(chi ** 2) is 9.38188675056 total(chi ** 2) is 248.428474915 Now to test model score... BIC is 280.925077328 roaming free PSF optimal params are: gen_crc(z0=31.241875236285367, mh=-0.80986810130648801, mv=-0.2499661674011962, w=3019.05494097359, var=2.9489385398226817, x=6.6966513481412528, y=8.0243258607213974) min(chi) is -2.16507208742 max(chi) is 2.89339348696 max(chi ** 2) is 8.37172587039 total(chi ** 2) is 228.855207273 Now to test model score... BIC is 266.767910089 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -4.80432263626 max(chi) is 3.62147964447 max(chi ** 2) is 23.0815159933 total(chi ** 2) is 1111.26003223 Now to test model score... BIC is 1127.50833343 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -4.59394500469 max(chi) is 3.70256315188 max(chi ** 2) is 21.1043307061 total(chi ** 2) is 1041.97322291 Now to test model score... BIC is 1063.63762452 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -4.36607430945 max(chi) is 1.97520021452 max(chi ** 2) is 19.0626048757 total(chi ** 2) is 238.339303835 Now to test model score... BIC is 265.419805846 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68768038026957, mh=-2.4395045529488488, mv=0.78846284045287551, w=1135.6749047508235, x=10.205321650826574, y=6.3211750247138347) min(chi) is -4.98586418563 max(chi) is 3.42581243498 max(chi ** 2) is 24.8588416776 total(chi ** 2) is 879.795549895 Now to test model score... BIC is 912.292152308 roaming free PSF optimal params are: gen_crc(z0=-1642.241061391434, mh=-43.158749069505745, mv=1.9219561776457288, w=13724065.099954283, var=849.40791507430538, x=23.632960664849019, y=6.4740548524773116) min(chi) is -4.35531139599 max(chi) is 1.5917562976 max(chi ** 2) is 18.968737356 total(chi ** 2) is 200.079835889 Now to test model score... BIC is 237.992538705 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -7.06452538411 max(chi) is 14.2640637585 max(chi ** 2) is 203.463514907 total(chi ** 2) is 4737.67620966 Now to test model score... BIC is 4753.92451087 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -7.18616983248 max(chi) is 10.3596982209 max(chi ** 2) is 107.323347229 total(chi ** 2) is 2116.87493712 Now to test model score... BIC is 2138.53933873 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -5.9488545694 max(chi) is 6.42830051532 max(chi ** 2) is 41.3230475152 total(chi ** 2) is 1160.01962576 Now to test model score... BIC is 1187.10012777 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -7.04688334279 max(chi) is 4.9172635621 max(chi ** 2) is 49.6585648469 total(chi ** 2) is 1321.8870078 Now to test model score... BIC is 1354.38361021 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -4.05426790133 max(chi) is 3.39607791017 max(chi ** 2) is 16.4370882158 total(chi ** 2) is 363.048747812 Now to test model score... BIC is 400.961450628 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.66295121187 max(chi) is 13.4757120626 max(chi ** 2) is 181.594815594 total(chi ** 2) is 1475.46877732 Now to test model score... BIC is 1491.71707852 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -3.68892083498 max(chi) is 13.4579086053 max(chi ** 2) is 181.115304028 total(chi ** 2) is 1475.50524097 Now to test model score... BIC is 1497.16964258 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.66295210668 max(chi) is 13.4757114492 max(chi ** 2) is 181.594799062 total(chi ** 2) is 1475.46877732 Now to test model score... BIC is 1502.54927933 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.66295126106 max(chi) is 13.4757120385 max(chi ** 2) is 181.594814946 total(chi ** 2) is 1475.46877732 Now to test model score... BIC is 1507.96537973 roaming free PSF optimal params are: gen_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, var=2.25, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.66295126106 max(chi) is 13.4757120385 max(chi ** 2) is 181.594814946 total(chi ** 2) is 1475.46877732 Now to test model score... BIC is 1513.38148013 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -9.82966107085 max(chi) is 12.6365459385 max(chi ** 2) is 159.682293255 total(chi ** 2) is 4308.46089377 Now to test model score... BIC is 4324.70919498 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -9.06554910994 max(chi) is 12.3583394278 max(chi ** 2) is 152.728553412 total(chi ** 2) is 3394.41746665 Now to test model score... BIC is 3416.08186826 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -7.71299998386 max(chi) is 9.70113926917 max(chi ** 2) is 94.1121031198 total(chi ** 2) is 2460.59558411 Now to test model score... BIC is 2487.67608612 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.973144120077336, mh=-4.4423938837160231, mv=-1.158001385478618, w=3847.7951386938744, x=4.5935338572922237, y=5.5231509740777698) min(chi) is -6.84835620246 max(chi) is 7.70082796142 max(chi ** 2) is 59.3027512913 total(chi ** 2) is 1592.86078902 Now to test model score... BIC is 1625.35739143 roaming free PSF optimal params are: gen_crc(z0=3.7110478367437407, mh=0.76389601851892808, mv=1.8017240725637678, w=13613.182058506662, var=9.0901495205656264, x=4.0990230469915163, y=5.370628427922421) min(chi) is -3.63995354746 max(chi) is 4.59266275093 max(chi ** 2) is 21.0925511438 total(chi ** 2) is 518.134642355 Now to test model score... BIC is 556.047345171 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -4.21453502339 max(chi) is 14.6703265646 max(chi ** 2) is 215.218481513 total(chi ** 2) is 2489.33450533 Now to test model score... BIC is 2505.58280653 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -6.215182539 max(chi) is 13.2254670962 max(chi ** 2) is 174.912979912 total(chi ** 2) is 2194.82957782 Now to test model score... BIC is 2216.49397943 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -5.64998750443 max(chi) is 11.5149672667 max(chi ** 2) is 132.594471154 total(chi ** 2) is 1921.25197715 Now to test model score... BIC is 1948.33247916 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248056964643947, mh=0.76094043356583851, mv=0.83230902223379133, w=3297.055207243955, x=4.4699131264024965, y=6.0145660848937368) min(chi) is -2.80006086572 max(chi) is 5.17504409045 max(chi ** 2) is 26.7810813381 total(chi ** 2) is 485.563206821 Now to test model score... BIC is 518.059809234 roaming free PSF optimal params are: gen_crc(z0=16.045857487428517, mh=0.89218312753845064, mv=0.88257221761116367, w=3507.8932127370331, var=2.4846222282124142, x=4.4620824415943119, y=6.0132105771302564) min(chi) is -2.7539833731 max(chi) is 5.20385555322 max(chi ** 2) is 27.0801126188 total(chi ** 2) is 481.057303798 Now to test model score... BIC is 518.970006613 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -4.71990324385 max(chi) is 13.195453793 max(chi ** 2) is 174.120000804 total(chi ** 2) is 1961.07677814 Now to test model score... BIC is 1977.32507935 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -4.42055722677 max(chi) is 12.8500266872 max(chi ** 2) is 165.123185861 total(chi ** 2) is 1820.79339111 Now to test model score... BIC is 1842.45779271 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -3.72604964385 max(chi) is 11.403104265 max(chi ** 2) is 130.030786877 total(chi ** 2) is 1599.1860101 Now to test model score... BIC is 1626.26651211 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505072442398237, mh=-0.42721608213597473, mv=-0.091594829836790903, w=3029.4819818248657, x=3.5510165510580376, y=6.7098772715593809) min(chi) is -2.5930396095 max(chi) is 2.99035578264 max(chi ** 2) is 8.94222770675 total(chi ** 2) is 329.619738079 Now to test model score... BIC is 362.116340492 roaming free PSF optimal params are: gen_crc(z0=26.83264376914525, mh=0.40595461002328193, mv=-0.057041582127569192, w=4116.7077435673673, var=3.483239969844349, x=3.5061872512075527, y=6.747890452916784) min(chi) is -2.53870892 max(chi) is 2.83783852791 max(chi ** 2) is 8.05332751048 total(chi ** 2) is 270.108303783 Now to test model score... BIC is 308.021006598 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -6.16149905424 max(chi) is 11.937376481 max(chi ** 2) is 142.500957248 total(chi ** 2) is 2204.80297382 Now to test model score... BIC is 2221.05127503 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -5.48365043755 max(chi) is 10.7918580043 max(chi ** 2) is 116.464199186 total(chi ** 2) is 1485.49078842 Now to test model score... BIC is 1507.15519003 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.65216350626 max(chi) is 8.1853906551 max(chi ** 2) is 67.0006201767 total(chi ** 2) is 878.694237544 Now to test model score... BIC is 905.774739555 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034242254760358, mh=-2.1651294879480627, mv=-0.91571618923244158, w=2784.7613965189398, x=5.3236029649630083, y=5.8012138747439268) min(chi) is -4.93847254609 max(chi) is 3.20004336806 max(chi ** 2) is 24.3885110885 total(chi ** 2) is 739.199631936 Now to test model score... BIC is 771.696234349 roaming free PSF optimal params are: gen_crc(z0=34.211595662724669, mh=-0.28589716414665683, mv=-0.093898989349794681, w=7782.5523496491742, var=8.3087911707933557, x=5.1600428433662628, y=6.0200035029748999) min(chi) is -2.88046482328 max(chi) is 4.20286805054 max(chi ** 2) is 17.6640998502 total(chi ** 2) is 433.495212922 Now to test model score... BIC is 471.407915737 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -5.9952151758 max(chi) is 10.2247768856 max(chi ** 2) is 104.54606236 total(chi ** 2) is 1987.3652953 Now to test model score... BIC is 2003.6135965 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -7.33265506254 max(chi) is 5.46831150216 max(chi ** 2) is 53.7678302661 total(chi ** 2) is 1871.92901878 Now to test model score... Number of parameters is 3 BIC is 1888.17731999 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.78577510089 max(chi) is 5.78385477998 max(chi ** 2) is 46.0467437199 total(chi ** 2) is 1403.72417919 Now to test model score... Number of parameters is 4 BIC is 1425.3885808 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -8.05464199484 max(chi) is 4.3022136705 max(chi ** 2) is 64.877257665 total(chi ** 2) is 730.355759469 Now to test model score... Number of parameters is 5 BIC is 757.43626148 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -6.7967935628 max(chi) is 5.75511211738 max(chi ** 2) is 46.1964027353 total(chi ** 2) is 1398.55159353 Now to test model score... Number of parameters is 6 BIC is 1431.04819594 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -9.01269269152 max(chi) is 2.96346807742 max(chi ** 2) is 81.2286295518 total(chi ** 2) is 614.411036264 Now to test model score... Number of parameters is 7 BIC is 652.323739079 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -6.28097842215 max(chi) is 9.78629869854 max(chi ** 2) is 95.7716422171 total(chi ** 2) is 1806.83433001 Now to test model score... Number of parameters is 3 BIC is 1823.08263122 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.64381358458 max(chi) is 8.1875767196 max(chi ** 2) is 67.0364125393 total(chi ** 2) is 1171.27578696 Now to test model score... Number of parameters is 4 BIC is 1192.94018856 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.49699853029 max(chi) is 5.73209939269 max(chi ** 2) is 32.8569634477 total(chi ** 2) is 605.736275053 Now to test model score... Number of parameters is 5 BIC is 632.816777064 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -4.4245891658 max(chi) is 2.93130880096 max(chi ** 2) is 19.5769892861 total(chi ** 2) is 594.916040919 Now to test model score... Number of parameters is 6 BIC is 627.412643332 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.50132182402 max(chi) is 3.72344659776 max(chi ** 2) is 13.8640545663 total(chi ** 2) is 211.978401351 Now to test model score... Number of parameters is 7 BIC is 249.891104167 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -5.53308745603 max(chi) is 15.0290207906 max(chi ** 2) is 225.871465923 total(chi ** 2) is 2894.97943797 Now to test model score... Number of parameters is 3 BIC is 2911.22773918 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -6.46352360546 max(chi) is 10.2848244953 max(chi ** 2) is 105.777614899 total(chi ** 2) is 1373.19386386 Now to test model score... Number of parameters is 4 BIC is 1394.85826546 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -7.55572271527 max(chi) is 8.66763890722 max(chi ** 2) is 75.127964226 total(chi ** 2) is 1154.42373499 Now to test model score... Number of parameters is 5 BIC is 1181.504237 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -3.39166826737 max(chi) is 3.76087060261 max(chi ** 2) is 14.1441476896 total(chi ** 2) is 515.36954622 Now to test model score... Number of parameters is 6 BIC is 547.866148633 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.94364040712 max(chi) is 4.46515353319 max(chi ** 2) is 19.937596075 total(chi ** 2) is 418.249991001 Now to test model score... Number of parameters is 7 BIC is 456.162693816 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.74873276285 max(chi) is 15.0081030505 max(chi ** 2) is 225.243157173 total(chi ** 2) is 3455.16532121 Now to test model score... Number of parameters is 3 BIC is 3471.41362242 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -6.08183556576 max(chi) is 9.33626468382 max(chi ** 2) is 87.1658382463 total(chi ** 2) is 1332.97095586 Now to test model score... Number of parameters is 4 BIC is 1354.63535747 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.8589581642 max(chi) is 7.19429305098 max(chi ** 2) is 51.7578525034 total(chi ** 2) is 857.767670243 Now to test model score... Number of parameters is 5 BIC is 884.848172254 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -4.22863547922 max(chi) is 3.95738386165 max(chi ** 2) is 17.8813580161 total(chi ** 2) is 602.123571767 Now to test model score... Number of parameters is 6 BIC is 634.62017418 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.32812121001 max(chi) is 3.58336130605 max(chi ** 2) is 12.8404782497 total(chi ** 2) is 302.973418873 Now to test model score... Number of parameters is 7 BIC is 340.886121688 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -6.22290050448 max(chi) is 12.7748102929 max(chi ** 2) is 163.19577802 total(chi ** 2) is 2438.95670175 Now to test model score... Number of parameters is 3 BIC is 2455.20500296 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -6.21218400651 max(chi) is 7.05650482552 max(chi ** 2) is 49.7942603525 total(chi ** 2) is 1203.16613923 Now to test model score... Number of parameters is 4 BIC is 1224.83054084 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.36030809235 max(chi) is 6.01066237569 max(chi ** 2) is 36.1280621945 total(chi ** 2) is 677.691501129 Now to test model score... Number of parameters is 5 BIC is 704.77200314 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -4.53389718721 max(chi) is 3.5162420877 max(chi ** 2) is 20.5562237042 total(chi ** 2) is 796.407800509 Now to test model score... Number of parameters is 6 BIC is 828.904402923 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.62817587465 max(chi) is 3.72634310516 max(chi ** 2) is 13.8856329374 total(chi ** 2) is 405.359856191 Now to test model score... Number of parameters is 7 BIC is 443.272559006 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.83509262792 max(chi) is 13.3753868328 max(chi ** 2) is 178.900972928 total(chi ** 2) is 2151.65584945 Now to test model score... Number of parameters is 3 BIC is 2167.90415066 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.19635106733 max(chi) is 3.90504485948 max(chi ** 2) is 15.2493753545 total(chi ** 2) is 543.929219999 Now to test model score... Number of parameters is 4 BIC is 565.593621608 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.87687862728 max(chi) is 3.14118326681 max(chi ** 2) is 9.86703231568 total(chi ** 2) is 426.720504859 Now to test model score... Number of parameters is 5 BIC is 453.80100687 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.5851005601 max(chi) is 3.37491760357 max(chi ** 2) is 11.3900688309 total(chi ** 2) is 416.263423894 Now to test model score... Number of parameters is 6 BIC is 448.760026308 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.31063622686 max(chi) is 3.39496102106 max(chi ** 2) is 11.5257603345 total(chi ** 2) is 298.033234101 Now to test model score... Number of parameters is 7 BIC is 335.945936916 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -5.69494255798 max(chi) is 12.0451057696 max(chi ** 2) is 145.084573002 total(chi ** 2) is 1978.30058553 Now to test model score... Number of parameters is 3 BIC is 1994.54888674 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -5.14138340756 max(chi) is 11.1096281844 max(chi ** 2) is 123.423838395 total(chi ** 2) is 1498.58928682 Now to test model score... Number of parameters is 4 BIC is 1520.25368843 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -4.79901711387 max(chi) is 8.92958070279 max(chi ** 2) is 79.7374115276 total(chi ** 2) is 1061.16302469 Now to test model score... Number of parameters is 5 BIC is 1088.2435267 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -3.52425829809 max(chi) is 3.32242132806 max(chi ** 2) is 12.4203965517 total(chi ** 2) is 472.10413056 Now to test model score... Number of parameters is 6 BIC is 504.600732973 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.89672325169 max(chi) is 3.74977880415 max(chi ** 2) is 14.0608410801 total(chi ** 2) is 338.824523489 Now to test model score... Number of parameters is 7 BIC is 376.737226305 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -5.92914371848 max(chi) is 9.5556585117 max(chi ** 2) is 91.3106095921 total(chi ** 2) is 1778.36398202 Now to test model score... Number of parameters is 3 BIC is 1794.61228323 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -5.30516048791 max(chi) is 9.06426709328 max(chi ** 2) is 82.1609379382 total(chi ** 2) is 1168.83011626 Now to test model score... Number of parameters is 4 BIC is 1190.49451786 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -3.22099146919 max(chi) is 6.41924918785 max(chi ** 2) is 41.2067601358 total(chi ** 2) is 498.970456736 Now to test model score... Number of parameters is 5 BIC is 526.050958747 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -5.00856872721 max(chi) is 3.81969303553 max(chi ** 2) is 25.0857606952 total(chi ** 2) is 767.660442276 Now to test model score... Number of parameters is 6 BIC is 800.157044689 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.94775645592 max(chi) is 4.20981552447 max(chi ** 2) is 17.72254675 total(chi ** 2) is 323.441079382 Now to test model score... Number of parameters is 7 BIC is 361.353782198 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -4.64432574506 max(chi) is 15.161001193 max(chi ** 2) is 229.855957176 total(chi ** 2) is 3629.17516613 Now to test model score... Number of parameters is 3 BIC is 3645.42346734 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -7.43506048499 max(chi) is 12.1373765066 max(chi ** 2) is 147.315908462 total(chi ** 2) is 1779.20763866 Now to test model score... Number of parameters is 4 BIC is 1800.87204027 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -6.73010385678 max(chi) is 9.54044925442 max(chi ** 2) is 91.0201719761 total(chi ** 2) is 1412.02387667 Now to test model score... Number of parameters is 5 BIC is 1439.10437868 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -5.80880420317 max(chi) is 3.98753973916 max(chi ** 2) is 33.7422062707 total(chi ** 2) is 528.568261248 Now to test model score... Number of parameters is 6 BIC is 561.064863661 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -3.19385360675 max(chi) is 2.49747930487 max(chi ** 2) is 10.2007008614 total(chi ** 2) is 318.332431563 Now to test model score... Number of parameters is 7 BIC is 356.245134378 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.8630293781 max(chi) is 6.56325284788 max(chi ** 2) is 43.0762879451 total(chi ** 2) is 604.630483879 Now to test model score... Number of parameters is 3 BIC is 620.878785086 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.56688843255 max(chi) is 3.73228376843 max(chi ** 2) is 13.9299421281 total(chi ** 2) is 264.23707248 Now to test model score... Number of parameters is 4 BIC is 285.901474089 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.99935251209 max(chi) is 2.79024071295 max(chi ** 2) is 7.78544323622 total(chi ** 2) is 144.55080193 Now to test model score... Number of parameters is 5 BIC is 171.631303941 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.90860935687 max(chi) is 1.78096740036 max(chi ** 2) is 3.64278967711 total(chi ** 2) is 127.452393845 Now to test model score... Number of parameters is 6 BIC is 159.948996258 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.933079258398 max(chi) is 1.06894707451 max(chi ** 2) is 1.14264784811 total(chi ** 2) is 33.4805517042 Now to test model score... Number of parameters is 7 BIC is 71.3932545196 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.59442960702 max(chi) is 1.49107029305 max(chi ** 2) is 6.7310649858 total(chi ** 2) is 175.623165059 Now to test model score... Number of parameters is 3 BIC is 191.871466265 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.48170600322 max(chi) is 1.60378943534 max(chi ** 2) is 6.15886468641 total(chi ** 2) is 155.7310007 Now to test model score... Number of parameters is 4 BIC is 177.395402309 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.81455392138 max(chi) is 1.91094551321 max(chi ** 2) is 3.65171275445 total(chi ** 2) is 130.623629148 Now to test model score... Number of parameters is 5 BIC is 157.704131159 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.52531470207 max(chi) is 1.39295318449 max(chi ** 2) is 6.37721434447 total(chi ** 2) is 147.015632385 Now to test model score... Number of parameters is 6 BIC is 179.512234798 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.650295872843 max(chi) is 1.25574278916 max(chi ** 2) is 1.57688995253 total(chi ** 2) is 19.3812945493 Now to test model score... Number of parameters is 7 BIC is 57.2939973648 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -1.90347195727 max(chi) is 1.20755436856 max(chi ** 2) is 3.62320549212 total(chi ** 2) is 97.4263859259 Now to test model score... Number of parameters is 3 BIC is 113.674687132 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -1.80894629358 max(chi) is 1.25613179441 max(chi ** 2) is 3.27228669305 total(chi ** 2) is 83.4385238121 Now to test model score... Number of parameters is 4 BIC is 105.102925421 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.17531831728 max(chi) is 1.37711516654 max(chi ** 2) is 1.89644618192 total(chi ** 2) is 63.4708144113 Now to test model score... Number of parameters is 5 BIC is 90.5513164223 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.5459195253 max(chi) is 1.17962048443 max(chi ** 2) is 2.38986717872 total(chi ** 2) is 68.0942106606 Now to test model score... Number of parameters is 6 BIC is 100.590813074 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.764066192341 max(chi) is 0.902212114236 max(chi ** 2) is 0.813986699074 total(chi ** 2) is 19.198272793 Now to test model score... Number of parameters is 7 BIC is 57.1109756084 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -3.00780024588 max(chi) is 4.17686209674 max(chi ** 2) is 17.4461769752 total(chi ** 2) is 517.522551252 Now to test model score... Number of parameters is 3 BIC is 533.770852459 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.60113122227 max(chi) is 2.86614802567 max(chi ** 2) is 8.21480450504 total(chi ** 2) is 258.621395227 Now to test model score... Number of parameters is 4 BIC is 280.285796836 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.14403785967 max(chi) is 1.22848482109 max(chi ** 2) is 1.50917495564 total(chi ** 2) is 38.8688442591 Now to test model score... Number of parameters is 5 BIC is 65.9493462702 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -3.02097240434 max(chi) is 1.67661858858 max(chi ** 2) is 9.12627426779 total(chi ** 2) is 218.535019331 Now to test model score... Number of parameters is 6 BIC is 251.031621744 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.526832743524 max(chi) is 0.723973556974 max(chi ** 2) is 0.524137711197 total(chi ** 2) is 10.8567835725 Now to test model score... Number of parameters is 7 BIC is 48.7694863879 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -3.52107217044 max(chi) is 10.8246700944 max(chi ** 2) is 117.173482653 total(chi ** 2) is 1342.96659938 Now to test model score... Number of parameters is 3 BIC is 1359.21490058 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.38793344681 max(chi) is 4.24688093192 max(chi ** 2) is 18.0359976499 total(chi ** 2) is 338.472770084 Now to test model score... Number of parameters is 4 BIC is 360.137171693 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.33577165365 max(chi) is 3.48490736892 max(chi ** 2) is 12.14457937 total(chi ** 2) is 181.804495748 Now to test model score... Number of parameters is 5 BIC is 208.884997759 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -2.90448851692 max(chi) is 1.96226541763 max(chi ** 2) is 8.43605354495 total(chi ** 2) is 219.937333656 Now to test model score... Number of parameters is 6 BIC is 252.433936069 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.42742290461 max(chi) is 1.78854936169 max(chi ** 2) is 5.89238195781 total(chi ** 2) is 119.604202164 Now to test model score... Number of parameters is 7 BIC is 157.516904979 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -3.74858741666 max(chi) is 12.6315292237 max(chi ** 2) is 159.555530528 total(chi ** 2) is 1599.79452867 Now to test model score... Number of parameters is 3 BIC is 1616.04282987 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -5.45634509424 max(chi) is 8.44345700854 max(chi ** 2) is 71.291966255 total(chi ** 2) is 843.512063774 Now to test model score... Number of parameters is 4 BIC is 865.176465383 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -5.04640170594 max(chi) is 7.22301847804 max(chi ** 2) is 52.1719959341 total(chi ** 2) is 700.174882723 Now to test model score... Number of parameters is 5 BIC is 727.255384734 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199529611544008, mh=-0.21671179390487816, mv=-0.87552485521729062, w=2824.494905369198, x=5.3038593421289741, y=6.9434221561382827) min(chi) is -2.49503198954 max(chi) is 2.46393545205 max(chi ** 2) is 6.22518462882 total(chi ** 2) is 195.158819661 Now to test model score... Number of parameters is 6 BIC is 227.655422075 roaming free PSF optimal params are: gen_crc(z0=54.439835576920942, mh=0.060517438893591798, mv=-0.89646102366250535, w=3493.3305435857915, var=3.1399109842828032, x=5.2917658210438008, y=6.979411060707414) min(chi) is -2.56819759437 max(chi) is 1.94159033865 max(chi ** 2) is 6.59563888371 total(chi ** 2) is 163.604463521 Now to test model score... Number of parameters is 7 BIC is 201.517166336 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -4.33844467458 max(chi) is 12.7675853757 max(chi ** 2) is 163.011236327 total(chi ** 2) is 2430.87211486 Now to test model score... Number of parameters is 3 BIC is 2447.12041607 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.4668647535 max(chi) is 4.51103605572 max(chi ** 2) is 20.349446296 total(chi ** 2) is 702.335423945 Now to test model score... Number of parameters is 4 BIC is 723.999825554 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -2.77999191205 max(chi) is 3.24230660849 max(chi ** 2) is 10.5125521434 total(chi ** 2) is 313.60275299 Now to test model score... Number of parameters is 5 BIC is 340.683255001 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258748266167281, mh=-0.11247926023417519, mv=0.23873671001174296, w=3161.9305704774706, x=6.5048552740060801, y=7.0171748285603641) min(chi) is -3.1822897774 max(chi) is 3.71393711581 max(chi ** 2) is 13.7933289002 total(chi ** 2) is 634.090214893 Now to test model score... Number of parameters is 6 BIC is 666.586817307 roaming free PSF optimal params are: gen_crc(z0=22.491854994453657, mh=0.20493567220052697, mv=0.13228021488952296, w=6636.7775006497222, var=6.185077826823199, x=6.5495164607919811, y=7.0778584887063243) min(chi) is -2.77643343298 max(chi) is 2.9169218567 max(chi ** 2) is 8.50843311809 total(chi ** 2) is 271.262992051 Now to test model score... Number of parameters is 7 BIC is 309.175694866 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -4.50567152971 max(chi) is 14.5281759658 max(chi ** 2) is 211.067896893 total(chi ** 2) is 3160.17561399 Now to test model score... Number of parameters is 3 BIC is 3176.4239152 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -5.41220652842 max(chi) is 8.67152995061 max(chi ** 2) is 75.1954316843 total(chi ** 2) is 1161.724233 Now to test model score... Number of parameters is 4 BIC is 1183.38863461 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -5.08666592259 max(chi) is 6.45707427314 max(chi ** 2) is 41.6938081689 total(chi ** 2) is 905.302438627 Now to test model score... Number of parameters is 5 BIC is 932.382940638 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948884632829781, mh=0.76618065162326821, mv=-0.1482443711034955, w=3806.2779479895075, x=5.9824361786337512, y=7.6238867453374093) min(chi) is -4.59741439513 max(chi) is 4.13292877679 max(chi ** 2) is 21.1362191205 total(chi ** 2) is 580.149493171 Now to test model score... Number of parameters is 6 BIC is 612.646095584 roaming free PSF optimal params are: gen_crc(z0=29.070655094469682, mh=1.240138366756907, mv=-0.43292433394767593, w=5509.9279638413236, var=3.9105896852511655, x=5.9314662071098372, y=7.6500684999609065) min(chi) is -3.10441707235 max(chi) is 4.38691484023 max(chi ** 2) is 19.2450218155 total(chi ** 2) is 412.777037786 Now to test model score... Number of parameters is 7 BIC is 450.689740601 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -6.84848264627 max(chi) is 11.9361687954 max(chi ** 2) is 142.472125512 total(chi ** 2) is 2659.1261608 Now to test model score... Number of parameters is 3 BIC is 2675.37446201 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -5.86490059585 max(chi) is 7.20749962639 max(chi ** 2) is 51.9480508644 total(chi ** 2) is 1144.6125937 Now to test model score... Number of parameters is 4 BIC is 1166.27699531 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -3.96479588288 max(chi) is 5.46829575189 max(chi ** 2) is 29.9022584302 total(chi ** 2) is 621.498180184 Now to test model score... Number of parameters is 5 BIC is 648.578682195 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366619424581629, mh=-1.0865249178213676, mv=0.88238241155570829, w=3283.0706269805755, x=5.7703974183767901, y=7.1264068644620746) min(chi) is -5.17647136844 max(chi) is 3.50959638219 max(chi ** 2) is 26.7958558282 total(chi ** 2) is 741.185300444 Now to test model score... Number of parameters is 6 BIC is 773.681902857 roaming free PSF optimal params are: gen_crc(z0=25.442541996842476, mh=0.77208253487221046, mv=0.47449878207910434, w=8855.3676128388652, var=8.0555534821285342, x=5.5155114290750085, y=7.2633607064873749) min(chi) is -2.56477824459 max(chi) is 2.73912954834 max(chi ** 2) is 7.5028306826 total(chi ** 2) is 283.466226024 Now to test model score... Number of parameters is 7 BIC is 321.37892884 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -7.36431629755 max(chi) is 12.0612028609 max(chi ** 2) is 145.472614452 total(chi ** 2) is 5588.20617282 Now to test model score... Number of parameters is 3 BIC is 5604.45447403 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -9.39134043188 max(chi) is 9.71316324112 max(chi ** 2) is 94.3455401487 total(chi ** 2) is 2542.59464811 Now to test model score... Number of parameters is 4 BIC is 2564.25904972 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -3.33189694823 max(chi) is 4.44898934503 max(chi ** 2) is 19.7935061922 total(chi ** 2) is 504.343780506 Now to test model score... Number of parameters is 5 BIC is 531.424282517 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771687089611561, mh=-1.0352121761892816, mv=1.8634690160352159, w=4244.8777452993972, x=6.9064487125325948, y=7.7605667498628268) min(chi) is -9.86796140295 max(chi) is 7.23714815757 max(chi ** 2) is 97.3766622502 total(chi ** 2) is 2358.41171774 Now to test model score... Number of parameters is 6 BIC is 2390.90832015 roaming free PSF optimal params are: gen_crc(z0=28.913907410751854, mh=-0.41204527336451113, mv=-0.30116112373314258, w=16910.091012790079, var=10.789359019455635, x=6.7830495044415384, y=7.8909907782286028) min(chi) is -2.66909245052 max(chi) is 2.74631784972 max(chi ** 2) is 7.54226173171 total(chi ** 2) is 272.818532203 Now to test model score... Number of parameters is 7 BIC is 310.731235018 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.41496340374 max(chi) is 11.6958449136 max(chi ** 2) is 136.792788243 total(chi ** 2) is 1392.82941804 Now to test model score... Number of parameters is 3 BIC is 1409.07771925 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -4.47750785342 max(chi) is 4.84962900817 max(chi ** 2) is 23.5189015169 total(chi ** 2) is 489.30399511 Now to test model score... Number of parameters is 4 BIC is 510.968396719 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -4.05077020083 max(chi) is 4.34086513598 max(chi ** 2) is 18.8431101288 total(chi ** 2) is 431.85097516 Now to test model score... Number of parameters is 5 BIC is 458.931477171 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724107819934673, mh=-0.84615103785949641, mv=-0.12992425247324699, w=2553.4094917010316, x=6.7011137310783155, y=8.0130741468468027) min(chi) is -2.2184976283 max(chi) is 2.94046711074 max(chi ** 2) is 8.64634682932 total(chi ** 2) is 228.951682482 Now to test model score... Number of parameters is 6 BIC is 261.448284895 roaming free PSF optimal params are: gen_crc(z0=31.241875236285367, mh=-0.80986810130648801, mv=-0.2499661674011962, w=3019.05494097359, var=2.9489385398226817, x=6.6966513481412528, y=8.0243258607213974) min(chi) is -2.07846920392 max(chi) is 2.77765774748 max(chi ** 2) is 7.71538256215 total(chi ** 2) is 210.912959023 Now to test model score... Number of parameters is 7 BIC is 248.825661839 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -4.61214973081 max(chi) is 3.47662045869 max(chi ** 2) is 21.2719251394 total(chi ** 2) is 1024.1372457 Now to test model score... Number of parameters is 3 BIC is 1040.38554691 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -4.4101872045 max(chi) is 3.55446062581 max(chi ** 2) is 19.4497511787 total(chi ** 2) is 960.282522237 Now to test model score... Number of parameters is 4 BIC is 981.946923846 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -4.19143133708 max(chi) is 1.89619220594 max(chi ** 2) is 17.5680966534 total(chi ** 2) is 219.653502415 Now to test model score... Number of parameters is 5 BIC is 246.734004426 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68768038026957, mh=-2.4395045529488488, mv=0.78846284045287551, w=1135.6749047508235, x=10.205321650826574, y=6.3211750247138347) min(chi) is -4.78642961821 max(chi) is 3.28877993758 max(chi ** 2) is 22.9099084901 total(chi ** 2) is 810.819578783 Now to test model score... Number of parameters is 6 BIC is 843.316181196 roaming free PSF optimal params are: gen_crc(z0=-1642.241061391434, mh=-43.158749069505745, mv=1.9219561776457288, w=13724065.099954283, var=849.40791507430538, x=23.632960664849019, y=6.4740548524773116) min(chi) is -4.18109894015 max(chi) is 1.5280860457 max(chi ** 2) is 17.4815883473 total(chi ** 2) is 184.393576756 Now to test model score... Number of parameters is 7 BIC is 222.306279571 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -6.78194436875 max(chi) is 13.6935012082 max(chi ** 2) is 187.511975339 total(chi ** 2) is 4366.24239483 Now to test model score... Number of parameters is 3 BIC is 4382.49069603 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -6.89872303918 max(chi) is 9.94531029211 max(chi ** 2) is 98.9091968064 total(chi ** 2) is 1950.91194205 Now to test model score... Number of parameters is 4 BIC is 1972.57634366 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -5.71090038663 max(chi) is 6.1711684947 max(chi ** 2) is 38.08332059 total(chi ** 2) is 1069.0740871 Now to test model score... Number of parameters is 5 BIC is 1096.15458911 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -6.76500800908 max(chi) is 4.72057301962 max(chi ** 2) is 45.7653333629 total(chi ** 2) is 1218.25106639 Now to test model score... Number of parameters is 6 BIC is 1250.7476688 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -3.89209718528 max(chi) is 3.26023479376 max(chi ** 2) is 15.1484204997 total(chi ** 2) is 334.585725984 Now to test model score... Number of parameters is 7 BIC is 372.498428799 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.51643316339 max(chi) is 12.9366835801 max(chi ** 2) is 167.357782051 total(chi ** 2) is 1359.79202518 Now to test model score... Number of parameters is 3 BIC is 1376.04032638 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -3.54136400158 max(chi) is 12.9195922611 max(chi ** 2) is 166.915864193 total(chi ** 2) is 1359.82563008 Now to test model score... Number of parameters is 4 BIC is 1381.49003169 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.51643402241 max(chi) is 12.9366829912 max(chi ** 2) is 167.357766815 total(chi ** 2) is 1359.79202518 Now to test model score... Number of parameters is 5 BIC is 1386.87252719 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.51643321062 max(chi) is 12.936683557 max(chi ** 2) is 167.357781454 total(chi ** 2) is 1359.79202518 Now to test model score... Number of parameters is 6 BIC is 1392.28862759 roaming free PSF optimal params are: gen_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, var=2.25, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.51643321062 max(chi) is 12.936683557 max(chi ** 2) is 167.357781454 total(chi ** 2) is 1359.79202518 Now to test model score... Number of parameters is 7 BIC is 1397.70472799 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -9.43647462802 max(chi) is 12.1310841009 max(chi ** 2) is 147.163201464 total(chi ** 2) is 3970.6775597 Now to test model score... Number of parameters is 3 BIC is 3986.92586091 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -8.70292714554 max(chi) is 11.8640058506 max(chi ** 2) is 140.754634824 total(chi ** 2) is 3128.29513726 Now to test model score... Number of parameters is 4 BIC is 3149.95953887 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -7.4044799845 max(chi) is 9.3130936984 max(chi ** 2) is 86.7337142352 total(chi ** 2) is 2267.68489031 Now to test model score... Number of parameters is 5 BIC is 2294.76539232 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.973144120077336, mh=-4.4423938837160231, mv=-1.158001385478618, w=3847.7951386938744, x=4.5935338572922237, y=5.5231509740777698) min(chi) is -6.57442195436 max(chi) is 7.39279484296 max(chi ** 2) is 54.6534155901 total(chi ** 2) is 1467.98050316 Now to test model score... Number of parameters is 6 BIC is 1500.47710557 roaming free PSF optimal params are: gen_crc(z0=3.7110478367437407, mh=0.76389601851892808, mv=1.8017240725637678, w=13613.182058506662, var=9.0901495205656264, x=4.0990230469915163, y=5.370628427922421) min(chi) is -3.49435540556 max(chi) is 4.4089562409 max(chi ** 2) is 19.4388951341 total(chi ** 2) is 477.512886395 Now to test model score... Number of parameters is 7 BIC is 515.42558921 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -4.04595362245 max(chi) is 14.0835135021 max(chi ** 2) is 198.345352563 total(chi ** 2) is 2294.17068011 Now to test model score... Number of parameters is 3 BIC is 2310.41898132 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -5.96657523744 max(chi) is 12.6964484123 max(chi ** 2) is 161.199802287 total(chi ** 2) is 2022.75493892 Now to test model score... Number of parameters is 4 BIC is 2044.41934053 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -5.42398800425 max(chi) is 11.0543685761 max(chi ** 2) is 122.199064615 total(chi ** 2) is 1770.62582214 Now to test model score... Number of parameters is 5 BIC is 1797.70632415 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248056964643947, mh=0.76094043356583851, mv=0.83230902223379133, w=3297.055207243955, x=4.4699131264024965, y=6.0145660848937368) min(chi) is -2.68805843109 max(chi) is 4.96804232683 max(chi ** 2) is 24.6814445612 total(chi ** 2) is 447.495051406 Now to test model score... Number of parameters is 6 BIC is 479.991653819 roaming free PSF optimal params are: gen_crc(z0=16.045857487428517, mh=0.89218312753845064, mv=0.88257221761116367, w=3507.8932127370331, var=2.4846222282124142, x=4.4620824415943119, y=6.0132105771302564) min(chi) is -2.64382403817 max(chi) is 4.99570133109 max(chi ** 2) is 24.9570317895 total(chi ** 2) is 443.34241118 Now to test model score... Number of parameters is 7 BIC is 481.255113996 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -4.5311071141 max(chi) is 12.6676356413 max(chi ** 2) is 160.468992741 total(chi ** 2) is 1807.32835874 Now to test model score... Number of parameters is 3 BIC is 1823.57665994 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -4.2437349377 max(chi) is 12.3360256197 max(chi ** 2) is 152.177528089 total(chi ** 2) is 1678.04318924 Now to test model score... Number of parameters is 4 BIC is 1699.70759085 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -3.57700765809 max(chi) is 10.9469800944 max(chi ** 2) is 119.836373186 total(chi ** 2) is 1473.80982691 Now to test model score... Number of parameters is 5 BIC is 1500.89032892 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505072442398237, mh=-0.42721608213597473, mv=-0.091594829836790903, w=3029.4819818248657, x=3.5510165510580376, y=6.7098772715593809) min(chi) is -2.48931802512 max(chi) is 2.87074155133 max(chi ** 2) is 8.24115705454 total(chi ** 2) is 303.777550614 Now to test model score... Number of parameters is 6 BIC is 336.274153027 roaming free PSF optimal params are: gen_crc(z0=26.83264376914525, mh=0.40595461002328193, mv=-0.057041582127569192, w=4116.7077435673673, var=3.483239969844349, x=3.5061872512075527, y=6.747890452916784) min(chi) is -2.4371605632 max(chi) is 2.72432498679 max(chi ** 2) is 7.42194663365 total(chi ** 2) is 248.931812766 Now to test model score... Number of parameters is 7 BIC is 286.844515582 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -5.91503909207 max(chi) is 11.4598814217 max(chi ** 2) is 131.3288822 total(chi ** 2) is 2031.94642067 Now to test model score... Number of parameters is 3 BIC is 2048.19472188 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -5.26430442005 max(chi) is 10.3601836842 max(chi ** 2) is 107.333405969 total(chi ** 2) is 1369.02831061 Now to test model score... Number of parameters is 4 BIC is 1390.69271222 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.50607696601 max(chi) is 7.8579750289 max(chi ** 2) is 61.7477715548 total(chi ** 2) is 809.804609321 Now to test model score... Number of parameters is 5 BIC is 836.885111332 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034242254760358, mh=-2.1651294879480627, mv=-0.91571618923244158, w=2784.7613965189398, x=5.3236029649630083, y=5.8012138747439268) min(chi) is -4.74093364424 max(chi) is 3.07204163334 max(chi ** 2) is 22.4764518191 total(chi ** 2) is 681.246380792 Now to test model score... Number of parameters is 6 BIC is 713.742983205 roaming free PSF optimal params are: gen_crc(z0=34.211595662724669, mh=-0.28589716414665683, mv=-0.093898989349794681, w=7782.5523496491742, var=8.3087911707933557, x=5.1600428433662628, y=6.0200035029748999) min(chi) is -2.76524623035 max(chi) is 4.03475332851 max(chi ** 2) is 16.279234422 total(chi ** 2) is 399.509188229 Now to test model score... Number of parameters is 7 BIC is 437.421891044 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -5.75540656877 max(chi) is 9.81578581018 max(chi ** 2) is 96.3496510713 total(chi ** 2) is 1831.55585615 Now to test model score... Number of parameters is 3 BIC is 1847.80415735 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -5.29401236888 max(chi) is 7.61020873367 max(chi ** 2) is 57.91527697 total(chi ** 2) is 1283.30985846 Now to test model score... Number of parameters is 4 BIC is 1304.97426007 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -4.06622345158 max(chi) is 5.72041445405 max(chi ** 2) is 32.7231415261 total(chi ** 2) is 770.832363947 Now to test model score... Number of parameters is 5 BIC is 797.912865958 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775249978376706, mh=-2.0625060913734687, mv=-0.73391132298700867, w=2561.1766964548169, x=4.9968380338700857, y=6.2113709114914819) min(chi) is -4.47703799207 max(chi) is 3.88727023211 max(chi ** 2) is 20.0438691824 total(chi ** 2) is 692.528064974 Now to test model score... Number of parameters is 6 BIC is 725.024667387 roaming free PSF optimal params are: gen_crc(z0=26.797842086267391, mh=-0.067039503417428772, mv=0.30512549872967143, w=7540.3936452263952, var=8.2919002719402375, x=4.938879149221183, y=6.0456770923335128) min(chi) is -3.33061751927 max(chi) is 2.95411931159 max(chi ** 2) is 11.0930130597 total(chi ** 2) is 328.244919664 Now to test model score... Number of parameters is 7 BIC is 366.15762248 ################################### ######## RUN NO. 54 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -5.68311502406 max(chi) is 10.058114255 max(chi ** 2) is 101.165662366 total(chi ** 2) is 1722.13891226 Now to test model score... Number of parameters is 3 BIC is 1738.38721347 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -5.0851611815 max(chi) is 7.77128517061 max(chi ** 2) is 60.3928732029 total(chi ** 2) is 1162.39785145 Now to test model score... Number of parameters is 4 BIC is 1184.06225306 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -4.93573694267 max(chi) is 6.2323658267 max(chi ** 2) is 38.8423837979 total(chi ** 2) is 773.772538394 Now to test model score... Number of parameters is 5 BIC is 800.853040405 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047219520717618, mh=-2.1701098212143402, mv=-1.1490493767667214, w=2537.2160205136502, x=5.146062035352724, y=6.3858933199905481) min(chi) is -4.42277981793 max(chi) is 3.77650563236 max(chi ** 2) is 19.5609813179 total(chi ** 2) is 597.024145007 Now to test model score... Number of parameters is 6 BIC is 629.520747421 roaming free PSF optimal params are: gen_crc(z0=49.882863780314523, mh=-0.78682784896740721, mv=-0.82942252503707958, w=5856.0201580855055, var=6.6978659417604902, x=5.0693138976443546, y=6.4765693956587427) min(chi) is -2.88040115404 max(chi) is 3.82576707075 max(chi ** 2) is 14.6364936796 total(chi ** 2) is 370.437439984 Now to test model score... Number of parameters is 7 BIC is 408.3501428 ################################### ######## RUN NO. 55 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -5.96452341589 max(chi) is 13.158348625 max(chi ** 2) is 173.142138536 total(chi ** 2) is 3051.48244675 Now to test model score... Number of parameters is 3 BIC is 3067.73074796 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -5.71840671328 max(chi) is 11.5257062128 max(chi ** 2) is 132.841903705 total(chi ** 2) is 2041.36428758 Now to test model score... Number of parameters is 4 BIC is 2063.02868919 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -5.98578791499 max(chi) is 8.81179364576 max(chi ** 2) is 77.6477072554 total(chi ** 2) is 1560.10122363 Now to test model score... Number of parameters is 5 BIC is 1587.18172564 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880464902125695, mh=-2.2730442726582392, mv=0.13840880875000375, w=3712.4085052990963, x=4.9046276808158593, y=6.1962732726289813) min(chi) is -5.35526154907 max(chi) is 4.86595720844 max(chi ** 2) is 28.678826259 total(chi ** 2) is 665.990561098 Now to test model score... Number of parameters is 6 BIC is 698.487163511 roaming free PSF optimal params are: gen_crc(z0=28.114138730956793, mh=-0.88432790790463223, mv=0.53895899216119714, w=6289.609546490331, var=4.6618153844142043, x=4.7779584566016062, y=6.2469317851057964) min(chi) is -3.68025441413 max(chi) is 4.2133202529 max(chi ** 2) is 17.7520675535 total(chi ** 2) is 415.359789051 Now to test model score... Number of parameters is 7 BIC is 453.272491867 ################################### ######## RUN NO. 56 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -4.63833627053 max(chi) is 3.51938252091 max(chi ** 2) is 21.5141633585 total(chi ** 2) is 689.748799354 Now to test model score... Number of parameters is 3 BIC is 705.997100561 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -4.63681945229 max(chi) is 3.48912592596 max(chi ** 2) is 21.5000946331 total(chi ** 2) is 690.270005239 Now to test model score... Number of parameters is 4 BIC is 711.934406847 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -4.6383362775 max(chi) is 3.51938250525 max(chi ** 2) is 21.5141634232 total(chi ** 2) is 689.748799354 Now to test model score... Number of parameters is 5 BIC is 716.829301365 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.63833627198 max(chi) is 3.51938251844 max(chi ** 2) is 21.514163372 total(chi ** 2) is 689.748799354 Now to test model score... Number of parameters is 6 BIC is 722.245401768 roaming free PSF optimal params are: gen_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, var=2.25, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -4.63833627198 max(chi) is 3.51938251844 max(chi ** 2) is 21.514163372 total(chi ** 2) is 689.748799354 Now to test model score... Number of parameters is 7 BIC is 727.66150217 ################################### ######## RUN NO. 57 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -5.90952812148 max(chi) is 12.171084565 max(chi ** 2) is 148.135299487 total(chi ** 2) is 2758.33911406 Now to test model score... Number of parameters is 3 BIC is 2774.58741527 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -6.90800544914 max(chi) is 11.2539981886 max(chi ** 2) is 126.652475228 total(chi ** 2) is 1598.94738543 Now to test model score... Number of parameters is 4 BIC is 1620.61178704 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -5.02327389221 max(chi) is 8.58165146894 max(chi ** 2) is 73.6447419343 total(chi ** 2) is 1144.05257553 Now to test model score... Number of parameters is 5 BIC is 1171.13307754 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207206874648861, mh=-0.44550630439561345, mv=0.39778381560015785, w=3651.7544897701246, x=5.1870221592787988, y=6.3395284769140003) min(chi) is -5.43247140383 max(chi) is 3.18705915391 max(chi ** 2) is 29.5117455534 total(chi ** 2) is 425.970647074 Now to test model score... Number of parameters is 6 BIC is 458.467249487 roaming free PSF optimal params are: gen_crc(z0=47.249282558506692, mh=0.43703044395747054, mv=0.74279210140883667, w=5777.7448128484148, var=4.3045854891397672, x=5.1888535226751227, y=6.3265354523183674) min(chi) is -2.67051224447 max(chi) is 2.5424552324 max(chi ** 2) is 7.13163564786 total(chi ** 2) is 191.794611384 Now to test model score... Number of parameters is 7 BIC is 229.707314199 ################################### ######## RUN NO. 58 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -3.99934594212 max(chi) is 12.7803637289 max(chi ** 2) is 163.337697042 total(chi ** 2) is 1755.49058878 Now to test model score... Number of parameters is 3 BIC is 1771.73888999 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -5.34689815979 max(chi) is 9.1136903981 max(chi ** 2) is 83.0593526724 total(chi ** 2) is 1070.48023532 Now to test model score... Number of parameters is 4 BIC is 1092.14463693 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -5.19412810529 max(chi) is 8.26191363664 max(chi ** 2) is 68.2592169394 total(chi ** 2) is 841.193402226 Now to test model score... Number of parameters is 5 BIC is 868.273904237 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034349202759344, mh=0.16228527880798246, mv=0.25414020865530418, w=2789.590178298989, x=5.1240565753982512, y=6.9891053730429045) min(chi) is -2.49751527862 max(chi) is 4.09941027471 max(chi ** 2) is 16.8051646004 total(chi ** 2) is 392.232203124 Now to test model score... Number of parameters is 6 BIC is 424.728805537 roaming free PSF optimal params are: gen_crc(z0=20.838988234272321, mh=0.57355211690567531, mv=0.26367665118529376, w=3750.3632570654299, var=3.5368389964287736, x=5.1344300585745088, y=6.9811752111961276) min(chi) is -2.30566874937 max(chi) is 3.89443304981 max(chi ** 2) is 15.1666087795 total(chi ** 2) is 343.043245074 Now to test model score... Number of parameters is 7 BIC is 380.95594789 ################################### ######## RUN NO. 59 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -3.62682364056 max(chi) is 11.8001308116 max(chi ** 2) is 139.24308717 total(chi ** 2) is 1310.69572562 Now to test model score... Number of parameters is 3 BIC is 1326.94402683 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -4.37532035485 max(chi) is 9.16282501655 max(chi ** 2) is 83.9573622839 total(chi ** 2) is 704.810755935 Now to test model score... Number of parameters is 4 BIC is 726.475157544 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -3.88534053565 max(chi) is 7.96389338651 max(chi ** 2) is 63.4235978716 total(chi ** 2) is 543.854017056 Now to test model score... Number of parameters is 5 BIC is 570.934519067 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957675880326583, mh=1.164743032660563, mv=0.12668933778636146, w=2565.617520403066, x=5.3322903349003337, y=6.3805834211451522) min(chi) is -2.20830970599 max(chi) is 1.92957511732 max(chi ** 2) is 4.87663175757 total(chi ** 2) is 154.342904126 Now to test model score... Number of parameters is 6 BIC is 186.83950654 roaming free PSF optimal params are: gen_crc(z0=53.081959457824183, mh=1.3592619981935188, mv=0.1773863812231174, w=3052.3337194195838, var=2.9679238639003378, x=5.3283347088672448, y=6.4092612841662451) min(chi) is -2.03313383314 max(chi) is 1.87347541611 max(chi ** 2) is 4.13363318347 total(chi ** 2) is 137.58824765 Now to test model score... Number of parameters is 7 BIC is 175.500950465 ################################### ######## RUN NO. 60 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -5.14818044731 max(chi) is 12.4367108156 max(chi ** 2) is 154.67177591 total(chi ** 2) is 1921.90435321 Now to test model score... Number of parameters is 3 BIC is 1938.15265441 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -4.40528973196 max(chi) is 7.7676257104 max(chi ** 2) is 60.3360091768 total(chi ** 2) is 1057.89251681 Now to test model score... Number of parameters is 4 BIC is 1079.55691842 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -3.69404668355 max(chi) is 6.43533069948 max(chi ** 2) is 41.4134812117 total(chi ** 2) is 656.190521817 Now to test model score... Number of parameters is 5 BIC is 683.271023828 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603983233533427, mh=-0.95323055123669553, mv=-0.58520809101496418, w=2767.205850242251, x=5.5389958361804474, y=6.4192016524406608) min(chi) is -3.62507075013 max(chi) is 3.96246275301 max(chi ** 2) is 15.701111069 total(chi ** 2) is 569.351143414 Now to test model score... Number of parameters is 6 BIC is 601.847745828 roaming free PSF optimal params are: gen_crc(z0=35.09741617055564, mh=-0.10242843392209833, mv=-0.48629141097489936, w=5477.1288013205494, var=5.7969144557724146, x=5.5606236804725055, y=6.6206496926955367) min(chi) is -3.27194564668 max(chi) is 4.67762506428 max(chi ** 2) is 21.8801762419 total(chi ** 2) is 375.041524532 Now to test model score... Number of parameters is 7 BIC is 412.954227347 ################################### ######## RUN NO. 61 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -5.89625915227 max(chi) is 8.81417488781 max(chi ** 2) is 77.6896789529 total(chi ** 2) is 2065.55375345 Now to test model score... Number of parameters is 3 BIC is 2081.80205465 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -5.12484644075 max(chi) is 6.74058602141 max(chi ** 2) is 45.4354999121 total(chi ** 2) is 1133.9621028 Now to test model score... Number of parameters is 4 BIC is 1155.6265044 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -2.86192289041 max(chi) is 4.68173267145 max(chi ** 2) is 21.9186208069 total(chi ** 2) is 470.138397065 Now to test model score... Number of parameters is 5 BIC is 497.218899076 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.738375151986375, mh=-1.3424824106351221, mv=-1.587422912172723, w=2513.4903214978867, x=5.9768427799747199, y=6.0841753602051991) min(chi) is -5.01860192718 max(chi) is 4.21442864026 max(chi ** 2) is 25.1863653035 total(chi ** 2) is 944.524569361 Now to test model score... Number of parameters is 6 BIC is 977.021171774 roaming free PSF optimal params are: gen_crc(z0=21.982789839419507, mh=0.99943318041945572, mv=0.25184264938313256, w=13014.993125614144, var=13.80833094016052, x=5.618131195720351, y=5.8876776850430019) min(chi) is -2.99853972821 max(chi) is 2.97266307218 max(chi ** 2) is 8.99124050166 total(chi ** 2) is 330.143316793 Now to test model score... Number of parameters is 7 BIC is 368.056019608 ################################### ######## RUN NO. 62 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -5.31879255147 max(chi) is 11.7539531212 max(chi ** 2) is 138.155413974 total(chi ** 2) is 1874.93749234 Now to test model score... Number of parameters is 3 BIC is 1891.18579355 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -4.75633505 max(chi) is 10.7097246923 max(chi ** 2) is 114.698202986 total(chi ** 2) is 1379.67831989 Now to test model score... Number of parameters is 4 BIC is 1401.3427215 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -4.76471772895 max(chi) is 8.89867930869 max(chi ** 2) is 79.1864934389 total(chi ** 2) is 1145.00896541 Now to test model score... Number of parameters is 5 BIC is 1172.08946742 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040077929623564, mh=-0.83025093877682954, mv=0.0043336296393524055, w=3093.3638581333967, x=4.7586152026598212, y=6.1602271806701667) min(chi) is -4.24890270993 max(chi) is 2.73940134248 max(chi ** 2) is 18.0531742385 total(chi ** 2) is 227.803554254 Now to test model score... Number of parameters is 6 BIC is 260.300156667 roaming free PSF optimal params are: gen_crc(z0=64.599617777473469, mh=-0.28412226365947579, mv=0.18367882734960081, w=4083.1813260349359, var=3.3962854330950498, x=4.724230010215126, y=6.1767866342117088) min(chi) is -2.69093441594 max(chi) is 2.8864622332 max(chi ** 2) is 8.33166422371 total(chi ** 2) is 163.427581517 Now to test model score... Number of parameters is 7 BIC is 201.340284332 ################################### ######## RUN NO. 63 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) min(chi) is -4.27547949105 max(chi) is 11.4263791234 max(chi ** 2) is 130.562139873 total(chi ** 2) is 1234.38261369 Now to test model score... Number of parameters is 3 BIC is 1250.6309149 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) min(chi) is -3.53039968413 max(chi) is 4.19854833242 max(chi ** 2) is 17.6278080997 total(chi ** 2) is 364.049910578 Now to test model score... Number of parameters is 4 BIC is 385.714312186 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) min(chi) is -3.42607547845 max(chi) is 3.74686293518 max(chi ** 2) is 14.038981855 total(chi ** 2) is 354.896100421 Now to test model score... Number of parameters is 5 BIC is 381.976602432 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.558927757961698, mh=0.15001552426038789, mv=-0.16837766810824142, w=2379.1682393629012, x=6.2887826931897539, y=7.3758455036890211) min(chi) is -3.28245822139 max(chi) is 2.80739371683 max(chi ** 2) is 10.7745319752 total(chi ** 2) is 220.252604857 Now to test model score... Number of parameters is 6 BIC is 252.749207271 roaming free PSF optimal params are: gen_crc(z0=44.948090196471725, mh=0.17311078674166236, mv=-0.1825166934636949, w=2502.5125590726639, var=2.4517903334780109, x=6.2850488383445748, y=7.3810612829158968) min(chi) is -3.23215195464 max(chi) is 2.83461770675 max(chi ** 2) is 10.4468062579 total(chi ** 2) is 218.599341741 Now to test model score... Number of parameters is 7 BIC is 256.512044556 ################################### ######## RUN NO. 64 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) min(chi) is -3.95982994495 max(chi) is 11.1509238568 max(chi ** 2) is 124.343102859 total(chi ** 2) is 1175.49174348 Now to test model score... Number of parameters is 3 BIC is 1191.74004469 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) min(chi) is -4.37406419845 max(chi) is 10.8087818344 max(chi ** 2) is 116.829764744 total(chi ** 2) is 1037.86394403 Now to test model score... Number of parameters is 4 BIC is 1059.52834564 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) min(chi) is -5.01598697134 max(chi) is 10.0073592311 max(chi ** 2) is 100.147238779 total(chi ** 2) is 988.901421322 Now to test model score... Number of parameters is 5 BIC is 1015.98192333 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.13434059666524, mh=-2.2833961124059443, mv=0.82433945355183613, w=2259.5967812940999, x=4.4835054765144262, y=7.0269059945530135) min(chi) is -2.66225140967 max(chi) is 2.95396465277 max(chi ** 2) is 8.72590716982 total(chi ** 2) is 300.790716 Now to test model score... Number of parameters is 6 BIC is 333.287318413 roaming free PSF optimal params are: gen_crc(z0=49.203995586845274, mh=-2.2886604424745176, mv=0.82504435728224068, w=2251.069818761654, var=2.2358826890829904, x=4.4839233794991769, y=7.0256918031271223) min(chi) is -2.66159366169 max(chi) is 2.95482983459 max(chi ** 2) is 8.73101935137 total(chi ** 2) is 300.78368317 Now to test model score... Number of parameters is 7 BIC is 338.696385985 ################################### ######## RUN NO. 65 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) min(chi) is -2.5147314385 max(chi) is 1.5921706713 max(chi ** 2) is 6.32387420779 total(chi ** 2) is 157.816053524 Now to test model score... Number of parameters is 3 BIC is 174.064354731 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) min(chi) is -2.44044407251 max(chi) is 1.66645803752 max(chi ** 2) is 5.95576727106 total(chi ** 2) is 149.176687891 Now to test model score... Number of parameters is 4 BIC is 170.8410895 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) min(chi) is -2.02638020836 max(chi) is 2.03310602716 max(chi ** 2) is 4.13352011767 total(chi ** 2) is 137.112361336 Now to test model score... Number of parameters is 5 BIC is 164.192863347 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348247218463, mh=-3.6408358317024367, mv=2.4988372645891372, w=383.50202445707595, x=7.9601400203533235, y=2.7888952184717115) min(chi) is -2.23223854761 max(chi) is 1.48062813089 max(chi ** 2) is 4.98288893342 total(chi ** 2) is 134.880339524 Now to test model score... Number of parameters is 6 BIC is 167.376941937 roaming free PSF optimal params are: gen_crc(z0=-665.82050415891217, mh=-15.790659717286781, mv=29.517834180163746, w=7193350.634418143, var=789.69746282153676, x=20.076182769928074, y=-22.394117551032316) min(chi) is -0.591086647317 max(chi) is 0.699316218175 max(chi ** 2) is 0.489043173003 total(chi ** 2) is 13.8520627724 Now to test model score... Number of parameters is 7 BIC is 51.7647655878 ################################### ######## RUN NO. 66 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) min(chi) is -3.93598711264 max(chi) is 2.92780533299 max(chi ** 2) is 15.4919945509 total(chi ** 2) is 472.632604449 Now to test model score... Number of parameters is 3 BIC is 488.880905656 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) min(chi) is -3.59476739043 max(chi) is 2.32328789145 max(chi ** 2) is 12.9223525913 total(chi ** 2) is 290.360527416 Now to test model score... Number of parameters is 4 BIC is 312.024929025 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) min(chi) is -1.54714582946 max(chi) is 0.834879441442 max(chi ** 2) is 2.39366021763 total(chi ** 2) is 49.2896258986 Now to test model score... Number of parameters is 5 BIC is 76.3701279096 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94730700664408, mh=-1.8011717004249514, mv=-0.76156428260097264, w=1040.1679369632263, x=6.4625009133969034, y=6.3775582143163199) min(chi) is -3.42978312254 max(chi) is 2.05957060246 max(chi ** 2) is 11.7634122676 total(chi ** 2) is 278.833419996 Now to test model score... Number of parameters is 6 BIC is 311.330022409 roaming free PSF optimal params are: gen_crc(z0=182.95294735194102, mh=-1.2978917019746139, mv=0.31207025715668757, w=11947.047597612718, var=23.468829807868268, x=6.4909764175848919, y=6.0154874158853424) min(chi) is -1.00926488254 max(chi) is 0.993589209349 max(chi ** 2) is 1.01861560314 total(chi ** 2) is 37.1386517427 Now to test model score... Number of parameters is 7 BIC is 75.0513545582 ################################### ######## RUN NO. 67 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.83509262792 max(chi) is 13.3753868328 max(chi ** 2) is 178.900972928 total(chi ** 2) is 2151.65584945 Now to test model score... Number of parameters is 3 BIC is 2167.90415066 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.19635106733 max(chi) is 3.90504485948 max(chi ** 2) is 15.2493753545 total(chi ** 2) is 543.929219999 Now to test model score... Number of parameters is 4 BIC is 565.593621608 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.87687862728 max(chi) is 3.14118326681 max(chi ** 2) is 9.86703231568 total(chi ** 2) is 426.720504859 Now to test model score... Number of parameters is 5 BIC is 453.80100687 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.5851005601 max(chi) is 3.37491760357 max(chi ** 2) is 11.3900688309 total(chi ** 2) is 416.263423894 Now to test model score... Number of parameters is 6 BIC is 448.760026308 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.31063622686 max(chi) is 3.39496102106 max(chi ** 2) is 11.5257603345 total(chi ** 2) is 298.033234101 Now to test model score... Number of parameters is 7 BIC is 335.945936916 ################################### ######## RUN NO. 68 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 69 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 70 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -6.78194436875 max(chi) is 13.6935012082 max(chi ** 2) is 187.511975339 total(chi ** 2) is 4366.24239483 Now to test model score... Number of parameters is 3 BIC is 4382.49069603 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -6.89872303918 max(chi) is 9.94531029211 max(chi ** 2) is 98.9091968064 total(chi ** 2) is 1950.91194205 Now to test model score... Number of parameters is 4 BIC is 1972.57634366 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -5.71090038663 max(chi) is 6.1711684947 max(chi ** 2) is 38.08332059 total(chi ** 2) is 1069.0740871 Now to test model score... Number of parameters is 5 BIC is 1096.15458911 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -6.76500800908 max(chi) is 4.72057301962 max(chi ** 2) is 45.7653333629 total(chi ** 2) is 1218.25106639 Now to test model score... Number of parameters is 6 BIC is 1250.7476688 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -3.89209718528 max(chi) is 3.26023479376 max(chi ** 2) is 15.1484204997 total(chi ** 2) is 334.585725984 Now to test model score... Number of parameters is 7 BIC is 372.498428799 ################################### ######## RUN NO. 71 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 72 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 73 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54625, 17.76453) (358.73690932501245, 208.40671606230086) [ 359.73690933 209.40671606] centre: 360 209 starr is (15, 15) median of starr: 52.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=101.96555555566452, mh=-1.4152380952411747, mv=-3.719523809531923) min(chi) is -6.83329396875 max(chi) is 10.1368192196 max(chi ** 2) is 102.755103891 total(chi ** 2) is 2823.3458645 Now to test model score... Number of parameters is 3 BIC is 2839.5941657 SKY + fixed PSF optimal params are: ciorc(z0=91.644508054850945, mh=-1.4152381926755238, mv=-3.7195238012952836, w=2322.2375098299208) min(chi) is -6.04572841592 max(chi) is 7.59059172335 max(chi ** 2) is 57.6170827107 total(chi ** 2) is 1852.33199403 Now to test model score... Number of parameters is 4 BIC is 1873.99639563 free-variance PSF optimal params are: var_crc(z0=65.090511934107781, mh=-1.4152380523126113, mv=-3.7195237929321112, w=8673.3254336183363, var=10.796665076425876) min(chi) is -6.08317302433 max(chi) is 6.0181250667 max(chi ** 2) is 37.004994044 total(chi ** 2) is 1383.69016043 Now to test model score... Number of parameters is 5 BIC is 1410.77066245 Roaming fixed-variance PSF optimal params are: roam_crc(z0=79.145584449127895, mh=-0.74021842907621804, mv=-2.9180762099382234, w=2809.0991001221264, x=5.9906980864460877, y=5.8016400177211684) min(chi) is -5.30505508619 max(chi) is 6.73260618868 max(chi ** 2) is 45.3279860919 total(chi ** 2) is 1429.34778912 Now to test model score... Number of parameters is 6 BIC is 1461.84439153 roaming free PSF optimal params are: gen_crc(z0=26.312781417012818, mh=1.547955065100121, mv=-1.2502174753531223, w=8867.5463724555211, var=8.9018999858422472, x=5.3664203486672983, y=5.645814630934332) min(chi) is -4.77799729429 max(chi) is 5.55401206494 max(chi ** 2) is 30.8470500174 total(chi ** 2) is 965.884424722 Now to test model score... Number of parameters is 7 BIC is 1003.79712754 ################################### ######## RUN NO. 74 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50332, 17.76681) (591.6492032757895, 194.7335366342618) [ 592.64920328 195.73353663] centre: 593 196 starr is (15, 15) median of starr: 40.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=57.937222222261354, mh=-0.68666666666816278, mv=-0.83452380952563032) min(chi) is -3.81000224076 max(chi) is 13.5320700326 max(chi ** 2) is 183.116919368 total(chi ** 2) is 1828.44413327 Now to test model score... Number of parameters is 3 BIC is 1844.69243448 SKY + fixed PSF optimal params are: ciorc(z0=50.16927546907813, mh=-0.68666666762146411, mv=-0.83452380666572479, w=1747.7893204027584) min(chi) is -6.08029206803 max(chi) is 10.3538685938 max(chi ** 2) is 107.202594859 total(chi ** 2) is 1278.40913274 Now to test model score... Number of parameters is 4 BIC is 1300.07353435 free-variance PSF optimal params are: var_crc(z0=45.755887050298476, mh=-0.68666665686777206, mv=-0.83452385902101311, w=2742.1058855406773, var=4.2470638208217126) min(chi) is -5.70673239723 max(chi) is 9.56534056819 max(chi ** 2) is 91.4957401856 total(chi ** 2) is 1202.50179122 Now to test model score... Number of parameters is 5 BIC is 1229.58229324 Roaming fixed-variance PSF optimal params are: roam_crc(z0=34.330866478088083, mh=0.64963110435495197, mv=-0.65228150521228534, w=2919.9544593181095, x=5.0772803709318008, y=6.73784347530282) min(chi) is -3.00732821966 max(chi) is 3.59738308113 max(chi ** 2) is 12.9411650324 total(chi ** 2) is 337.694834622 Now to test model score... Number of parameters is 6 BIC is 370.191437036 roaming free PSF optimal params are: gen_crc(z0=35.444741620398389, mh=0.583928611681648, mv=-0.65522660063018423, w=2777.3311033787054, var=2.0614088112406881, x=5.0782518359605078, y=6.7288478694105267) min(chi) is -2.70526709599 max(chi) is 3.52725189674 max(chi ** 2) is 12.4415059431 total(chi ** 2) is 334.481095085 Now to test model score... Number of parameters is 7 BIC is 372.3937979 ################################### ######## RUN NO. 75 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -5.89625915227 max(chi) is 8.81417488781 max(chi ** 2) is 77.6896789529 total(chi ** 2) is 2065.55375345 Now to test model score... Number of parameters is 3 BIC is 2081.80205465 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -5.12484644075 max(chi) is 6.74058602141 max(chi ** 2) is 45.4354999121 total(chi ** 2) is 1133.9621028 Now to test model score... Number of parameters is 4 BIC is 1155.6265044 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -2.86192289041 max(chi) is 4.68173267145 max(chi ** 2) is 21.9186208069 total(chi ** 2) is 470.138397065 Now to test model score... Number of parameters is 5 BIC is 497.218899076 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.738375151986375, mh=-1.3424824106351221, mv=-1.587422912172723, w=2513.4903214978867, x=5.9768427799747199, y=6.0841753602051991) min(chi) is -5.01860192718 max(chi) is 4.21442864026 max(chi ** 2) is 25.1863653035 total(chi ** 2) is 944.524569361 Now to test model score... Number of parameters is 6 BIC is 977.021171774 roaming free PSF optimal params are: gen_crc(z0=21.982789839419507, mh=0.99943318041945572, mv=0.25184264938313256, w=13014.993125614144, var=13.80833094016052, x=5.618131195720351, y=5.8876776850430019) min(chi) is -2.99853972821 max(chi) is 2.97266307218 max(chi ** 2) is 8.99124050166 total(chi ** 2) is 330.143316793 Now to test model score... Number of parameters is 7 BIC is 368.056019608 ################################### ######## RUN NO. 76 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -5.14818044731 max(chi) is 12.4367108156 max(chi ** 2) is 154.67177591 total(chi ** 2) is 1921.90435321 Now to test model score... Number of parameters is 3 BIC is 1938.15265441 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -4.40528973196 max(chi) is 7.7676257104 max(chi ** 2) is 60.3360091768 total(chi ** 2) is 1057.89251681 Now to test model score... Number of parameters is 4 BIC is 1079.55691842 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -3.69404668355 max(chi) is 6.43533069948 max(chi ** 2) is 41.4134812117 total(chi ** 2) is 656.190521817 Now to test model score... Number of parameters is 5 BIC is 683.271023828 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603983233533427, mh=-0.95323055123669553, mv=-0.58520809101496418, w=2767.205850242251, x=5.5389958361804474, y=6.4192016524406608) min(chi) is -3.62507075013 max(chi) is 3.96246275301 max(chi ** 2) is 15.701111069 total(chi ** 2) is 569.351143414 Now to test model score... Number of parameters is 6 BIC is 601.847745828 roaming free PSF optimal params are: gen_crc(z0=35.09741617055564, mh=-0.10242843392209833, mv=-0.48629141097489936, w=5477.1288013205494, var=5.7969144557724146, x=5.5606236804725055, y=6.6206496926955367) min(chi) is -3.27194564668 max(chi) is 4.67762506428 max(chi ** 2) is 21.8801762419 total(chi ** 2) is 375.041524532 Now to test model score... Number of parameters is 7 BIC is 412.954227347 ################################### ######## RUN NO. 77 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 78 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -6.84848264627 max(chi) is 11.9361687954 max(chi ** 2) is 142.472125512 total(chi ** 2) is 2659.1261608 Now to test model score... Number of parameters is 3 BIC is 2675.37446201 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -5.86490059585 max(chi) is 7.20749962639 max(chi ** 2) is 51.9480508644 total(chi ** 2) is 1144.6125937 Now to test model score... Number of parameters is 4 BIC is 1166.27699531 free-variance PSF ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -8.33256257106 max(chi) is 6.21399034337 max(chi ** 2) is 69.4315990007 total(chi ** 2) is 2417.26371227 Now to test model score... Number of parameters is 3 BIC is 2433.51201348 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -7.71110806919 max(chi) is 6.57256224998 max(chi ** 2) is 59.4611876548 total(chi ** 2) is 1812.66035536 Now to test model score... Number of parameters is 4 BIC is 1834.32475697 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -9.15300226686 max(chi) is 4.88887917102 max(chi ** 2) is 83.7774504971 total(chi ** 2) is 943.124689398 Now to test model score... Number of parameters is 5 BIC is 970.205191409 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -7.72362904864 max(chi) is 6.53990013339 max(chi ** 2) is 59.6544456809 total(chi ** 2) is 1805.98088007 Now to test model score... Number of parameters is 6 BIC is 1838.47748249 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -10.2416962404 max(chi) is 3.3675773607 max(chi ** 2) is 104.89234188 total(chi ** 2) is 793.402681125 Now to test model score... Number of parameters is 7 BIC is 831.315383941 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -7.13747547972 max(chi) is 11.1207939756 max(chi ** 2) is 123.672058648 total(chi ** 2) is 2333.20548813 Now to test model score... Number of parameters is 3 BIC is 2349.45378934 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -6.41342452793 max(chi) is 9.30406445409 max(chi ** 2) is 86.5656153658 total(chi ** 2) is 1512.4945596 Now to test model score... Number of parameters is 4 BIC is 1534.15896121 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.97386196624 max(chi) is 6.51374930987 max(chi ** 2) is 42.4289300719 total(chi ** 2) is 782.200768405 Now to test model score... Number of parameters is 5 BIC is 809.281270416 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -5.02794223386 max(chi) is 3.33103272836 max(chi ** 2) is 25.280203107 total(chi ** 2) is 768.228358624 Now to test model score... Number of parameters is 6 BIC is 800.724961037 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.84241116366 max(chi) is 4.23118931563 max(chi ** 2) is 17.9029630247 total(chi ** 2) is 273.732439762 Now to test model score... Number of parameters is 7 BIC is 311.645142577 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -6.28759938185 max(chi) is 17.0784327165 max(chi ** 2) is 291.672864054 total(chi ** 2) is 3738.35154697 Now to test model score... Number of parameters is 3 BIC is 3754.59984818 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -7.34491318803 max(chi) is 11.6873005628 max(chi ** 2) is 136.592994446 total(chi ** 2) is 1773.23587791 Now to test model score... Number of parameters is 4 BIC is 1794.90027952 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -8.58604854007 max(chi) is 9.8495896673 max(chi ** 2) is 97.0144166142 total(chi ** 2) is 1490.73312885 Now to test model score... Number of parameters is 5 BIC is 1517.81363087 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -3.85416848565 max(chi) is 4.27371659387 max(chi ** 2) is 18.2646535247 total(chi ** 2) is 665.508195015 Now to test model score... Number of parameters is 6 BIC is 698.004797429 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -3.34504591718 max(chi) is 5.0740381059 max(chi ** 2) is 25.7458627001 total(chi ** 2) is 540.09554623 Now to test model score... Number of parameters is 7 BIC is 578.008249046 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -5.39628723052 max(chi) is 17.0546625573 max(chi ** 2) is 290.861514944 total(chi ** 2) is 4461.73207801 Now to test model score... Number of parameters is 3 BIC is 4477.98037922 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -6.91117677928 max(chi) is 10.6093916862 max(chi ** 2) is 112.55919195 total(chi ** 2) is 1721.29513929 Now to test model score... Number of parameters is 4 BIC is 1742.9595409 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -6.65790700477 max(chi) is 8.17533301248 max(chi ** 2) is 66.836069865 total(chi ** 2) is 1107.65453285 Now to test model score... Number of parameters is 5 BIC is 1134.73503487 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -4.80526759002 max(chi) is 4.49702711551 max(chi ** 2) is 23.0905966117 total(chi ** 2) is 777.535604038 Now to test model score... Number of parameters is 6 BIC is 810.032206451 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -2.6455922841 max(chi) is 4.07200148415 max(chi ** 2) is 16.5811960869 total(chi ** 2) is 391.236336354 Now to test model score... Number of parameters is 7 BIC is 429.14903917 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -7.07147784599 max(chi) is 14.5168298783 max(chi ** 2) is 210.738349716 total(chi ** 2) is 3149.47921197 Now to test model score... Number of parameters is 3 BIC is 3165.72751318 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -7.0593000074 max(chi) is 8.01875548354 max(chi ** 2) is 64.3004395048 total(chi ** 2) is 1553.67528309 Now to test model score... Number of parameters is 4 BIC is 1575.3396847 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.81853192313 max(chi) is 6.83029815419 max(chi ** 2) is 46.6529728751 total(chi ** 2) is 875.118157449 Now to test model score... Number of parameters is 5 BIC is 902.19865946 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -5.15215589456 max(chi) is 3.99572964511 max(chi ** 2) is 26.5447103618 total(chi ** 2) is 1028.41916388 Now to test model score... Number of parameters is 6 BIC is 1060.91576629 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.98656349392 max(chi) is 4.23448080132 max(chi ** 2) is 17.9308276567 total(chi ** 2) is 523.450227519 Now to test model score... Number of parameters is 7 BIC is 561.362930334 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -4.35805980446 max(chi) is 15.1993032191 max(chi ** 2) is 231.018818347 total(chi ** 2) is 2778.48121055 Now to test model score... Number of parameters is 3 BIC is 2794.72951176 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.63221712197 max(chi) is 4.43755097668 max(chi ** 2) is 19.6918586706 total(chi ** 2) is 702.387939049 Now to test model score... Number of parameters is 4 BIC is 724.052340658 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -3.26918025827 max(chi) is 3.56952643956 max(chi ** 2) is 12.7415190027 total(chi ** 2) is 551.033709787 Now to test model score... Number of parameters is 5 BIC is 578.114211798 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.93761427284 max(chi) is 3.83513364042 max(chi ** 2) is 14.7082500399 total(chi ** 2) is 537.530247797 Now to test model score... Number of parameters is 6 BIC is 570.026850211 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -2.62572298506 max(chi) is 3.85791025121 max(chi ** 2) is 14.8834715064 total(chi ** 2) is 384.856965523 Now to test model score... Number of parameters is 7 BIC is 422.769668338 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -6.47152563407 max(chi) is 13.6876201928 max(chi ** 2) is 187.350946541 total(chi ** 2) is 2554.62369 Now to test model score... Number of parameters is 3 BIC is 2570.8719912 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -5.84248114496 max(chi) is 12.6245774823 max(chi ** 2) is 159.379956605 total(chi ** 2) is 1935.16178567 Now to test model score... Number of parameters is 4 BIC is 1956.82618728 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -5.45342853849 max(chi) is 10.1472507986 max(chi ** 2) is 102.96669877 total(chi ** 2) is 1370.30349262 Now to test model score... Number of parameters is 5 BIC is 1397.38399463 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -4.0048389751 max(chi) is 3.77547878189 max(chi ** 2) is 16.0387352165 total(chi ** 2) is 609.638598347 Now to test model score... Number of parameters is 6 BIC is 642.13520076 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -3.29173096783 max(chi) is 4.26111227745 max(chi ** 2) is 18.157077841 total(chi ** 2) is 437.531667729 Now to test model score... Number of parameters is 7 BIC is 475.444370544 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -6.73766331646 max(chi) is 10.8587028542 max(chi ** 2) is 117.911427676 total(chi ** 2) is 2296.44109248 Now to test model score... Number of parameters is 3 BIC is 2312.68939369 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -6.02859146354 max(chi) is 10.3003035151 max(chi ** 2) is 106.096252503 total(chi ** 2) is 1509.33641045 Now to test model score... Number of parameters is 4 BIC is 1531.00081206 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -3.66021757863 max(chi) is 7.29460134983 max(chi ** 2) is 53.211208853 total(chi ** 2) is 644.331684834 Now to test model score... Number of parameters is 5 BIC is 671.412186845 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -5.69155537183 max(chi) is 4.34056026764 max(chi ** 2) is 32.3938025506 total(chi ** 2) is 991.297058724 Now to test model score... Number of parameters is 6 BIC is 1023.79366114 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -4.48608688173 max(chi) is 4.7838812778 max(chi ** 2) is 22.8855200801 total(chi ** 2) is 417.666683087 Now to test model score... Number of parameters is 7 BIC is 455.579385902 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -5.27764289211 max(chi) is 17.2284104466 max(chi ** 2) is 296.818126518 total(chi ** 2) is 4686.43487362 Now to test model score... Number of parameters is 3 BIC is 4702.68317483 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -8.4489323693 max(chi) is 13.7924733029 max(chi ** 2) is 190.232319812 total(chi ** 2) is 2297.53052512 Now to test model score... Number of parameters is 4 BIC is 2319.19492673 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -7.6478452918 max(chi) is 10.8414196073 max(chi ** 2) is 117.536379101 total(chi ** 2) is 1823.37793992 Now to test model score... Number of parameters is 5 BIC is 1850.45844193 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -6.60091386724 max(chi) is 4.53129515814 max(chi ** 2) is 43.5720638827 total(chi ** 2) is 682.551990247 Now to test model score... Number of parameters is 6 BIC is 715.048592661 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -3.62937909858 max(chi) is 2.83804466463 max(chi ** 2) is 13.1723926412 total(chi ** 2) is 411.069772162 Now to test model score... Number of parameters is 7 BIC is 448.982474978 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -3.25344247512 max(chi) is 7.45824187259 max(chi ** 2) is 55.62537183 total(chi ** 2) is 780.772835588 Now to test model score... Number of parameters is 3 BIC is 797.021136794 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.91691867335 max(chi) is 4.24123155503 max(chi ** 2) is 17.9880451034 total(chi ** 2) is 341.215227893 Now to test model score... Number of parameters is 4 BIC is 362.879629501 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -2.27199149101 max(chi) is 3.1707280829 max(chi ** 2) is 10.0535165757 total(chi ** 2) is 186.661676046 Now to test model score... Number of parameters is 5 BIC is 213.742178057 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -2.16887426917 max(chi) is 2.02382659132 max(chi ** 2) is 4.70401559545 total(chi ** 2) is 164.582120151 Now to test model score... Number of parameters is 6 BIC is 197.078722565 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -1.06031733909 max(chi) is 1.21471258467 max(chi ** 2) is 1.47552666336 total(chi ** 2) is 43.2341835023 Now to test model score... Number of parameters is 7 BIC is 81.1468863177 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.94821546253 max(chi) is 1.69439806028 max(chi ** 2) is 8.69197441348 total(chi ** 2) is 226.786111905 Now to test model score... Number of parameters is 3 BIC is 243.034413111 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.8201204582 max(chi) is 1.8224879947 max(chi ** 2) is 7.95307939877 total(chi ** 2) is 201.098916194 Now to test model score... Number of parameters is 4 BIC is 222.763317803 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -2.06199309248 max(chi) is 2.17152899228 max(chi ** 2) is 4.71553816432 total(chi ** 2) is 168.677207061 Now to test model score... Number of parameters is 5 BIC is 195.757709072 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.8696757978 max(chi) is 1.58290134602 max(chi ** 2) is 8.23503918449 total(chi ** 2) is 189.844566613 Now to test model score... Number of parameters is 6 BIC is 222.341169026 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.25718578928161, mh=14.356732159871303, mv=-40.474788623474026, w=17186780.943819355, var=1186.3470435058971, x=-5.7396265753401403, y=41.259033611873747) min(chi) is -0.738972582776 max(chi) is 1.42698044223 max(chi ** 2) is 2.0362731825 total(chi ** 2) is 25.0274981267 Now to test model score... Number of parameters is 7 BIC is 62.9402009421 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -2.16303631508 max(chi) is 1.37222087336 max(chi ** 2) is 4.67872610036 total(chi ** 2) is 125.808866123 Now to test model score... Number of parameters is 3 BIC is 142.05716733 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -2.05562078816 max(chi) is 1.42742249365 max(chi ** 2) is 4.2255768247 total(chi ** 2) is 107.74602765 Now to test model score... Number of parameters is 4 BIC is 129.410429259 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.33558899691 max(chi) is 1.56490359834 max(chi ** 2) is 2.44892327211 total(chi ** 2) is 81.9612789402 Now to test model score... Number of parameters is 5 BIC is 109.041780951 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25925242987682, mh=0.37760080588608391, mv=-2.2509741119149207, w=437.49796838586258, x=7.6101888718686297, y=2.3664814850789844) min(chi) is -1.7567267333 max(chi) is 1.34047782322 max(chi ** 2) is 3.08608881549 total(chi ** 2) is 87.9315736836 Now to test model score... Number of parameters is 6 BIC is 120.428176097 roaming free PSF optimal params are: gen_crc(z0=-98.953244995716872, mh=-1.7400420896346211, mv=10.011689984659359, w=499917.50834521552, var=227.15524668059845, x=9.5964536428271732, y=-8.394772001851539) min(chi) is -0.868257036751 max(chi) is 1.0252410389 max(chi ** 2) is 1.05111918785 total(chi ** 2) is 24.7911580488 Now to test model score... Number of parameters is 7 BIC is 62.7038608642 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -3.41795482486 max(chi) is 4.74643420084 max(chi ** 2) is 22.5286376229 total(chi ** 2) is 668.288418456 Now to test model score... Number of parameters is 3 BIC is 684.536719663 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.9558309344 max(chi) is 3.2569863928 max(chi ** 2) is 10.6079603629 total(chi ** 2) is 333.963578548 Now to test model score... Number of parameters is 4 BIC is 355.627980157 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.30004302236 max(chi) is 1.39600547851 max(chi ** 2) is 1.94883129603 total(chi ** 2) is 50.1922059131 Now to test model score... Number of parameters is 5 BIC is 77.2727079242 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06337454366857, mh=-1.7341472058285652, mv=0.08338057836807862, w=1294.7078685874485, x=5.8949968018033179, y=7.0222444927337371) min(chi) is -3.43292318675 max(chi) is 1.90524839612 max(chi ** 2) is 11.7849616061 total(chi ** 2) is 282.199146863 Now to test model score... Number of parameters is 6 BIC is 314.695749277 roaming free PSF optimal params are: gen_crc(z0=171.93777987665442, mh=-0.55757217461120889, mv=-0.047555119173989385, w=7844.060115997715, var=15.630355140478192, x=5.7279195371621592, y=7.1145345809560467) min(chi) is -0.598673572187 max(chi) is 0.822697223834 max(chi ** 2) is 0.676830722104 total(chi ** 2) is 14.019606886 Now to test model score... Number of parameters is 7 BIC is 51.9323097014 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -4.0012183755 max(chi) is 12.3007614709 max(chi ** 2) is 151.308732765 total(chi ** 2) is 1734.2027368 Now to test model score... Number of parameters is 3 BIC is 1750.451038 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.84992437138 max(chi) is 4.826001059 max(chi ** 2) is 23.2902862215 total(chi ** 2) is 437.077440708 Now to test model score... Number of parameters is 4 BIC is 458.741842317 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.65428597006 max(chi) is 3.96012201014 max(chi ** 2) is 15.6825663352 total(chi ** 2) is 234.768202154 Now to test model score... Number of parameters is 5 BIC is 261.848704166 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154138354414712, mh=-0.54529715317086291, mv=-0.33349783134829797, w=2503.4284675651834, x=6.2139559105663951, y=6.9211832760729477) min(chi) is -3.30055513287 max(chi) is 2.22984706549 max(chi ** 2) is 10.8936641851 total(chi ** 2) is 284.009986642 Now to test model score... Number of parameters is 6 BIC is 316.506589056 roaming free PSF optimal params are: gen_crc(z0=81.731767490480848, mh=-0.31988535092847903, mv=-0.40456569974938567, w=4161.4417783216804, var=4.7706235071866097, x=6.2928769245840286, y=7.0245193191038418) min(chi) is -2.75843511887 max(chi) is 2.03244245647 max(chi ** 2) is 7.60896430502 total(chi ** 2) is 154.447575108 Now to test model score... Number of parameters is 7 BIC is 192.360277924 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -4.25975842802 max(chi) is 14.3540104814 max(chi ** 2) is 206.037616901 total(chi ** 2) is 2065.85037276 Now to test model score... Number of parameters is 3 BIC is 2082.09867397 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -6.20039215255 max(chi) is 9.5948375097 max(chi ** 2) is 92.0609068375 total(chi ** 2) is 1089.24595012 Now to test model score... Number of parameters is 4 BIC is 1110.91035173 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -5.73454739311 max(chi) is 8.20797554323 max(chi ** 2) is 67.3708625182 total(chi ** 2) is 904.151449797 Now to test model score... Number of parameters is 5 BIC is 931.231951808 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199529611544008, mh=-0.21671179390487816, mv=-0.87552485521729062, w=2824.494905369198, x=5.3038593421289741, y=6.9434221561382827) min(chi) is -2.83526362448 max(chi) is 2.79992665006 max(chi ** 2) is 8.03871982028 total(chi ** 2) is 252.012938612 Now to test model score... Number of parameters is 6 BIC is 284.509541025 roaming free PSF optimal params are: gen_crc(z0=54.439835576920942, mh=0.060517438893591798, mv=-0.89646102366250535, w=3493.3305435857915, var=3.1399109842828032, x=5.2917658210438008, y=6.979411060707414) min(chi) is -2.91840635723 max(chi) is 2.20635265756 max(chi ** 2) is 8.51709566595 total(chi ** 2) is 211.266094422 Now to test model score... Number of parameters is 7 BIC is 249.178797238 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -4.93005076657 max(chi) is 14.5086197452 max(chi ** 2) is 210.50004691 total(chi ** 2) is 3139.03940453 Now to test model score... Number of parameters is 3 BIC is 3155.28770573 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.93961903807 max(chi) is 5.12617733605 max(chi ** 2) is 26.2776940806 total(chi ** 2) is 906.941404888 Now to test model score... Number of parameters is 4 BIC is 928.605806496 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -3.15908171824 max(chi) is 3.68443932783 max(chi ** 2) is 13.5750931604 total(chi ** 2) is 404.962232684 Now to test model score... Number of parameters is 5 BIC is 432.042734695 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258748266167281, mh=-0.11247926023417519, mv=0.23873671001174296, w=3161.9305704774706, x=6.5048552740060801, y=7.0171748285603641) min(chi) is -3.61623838341 max(chi) is 4.22038308615 max(chi ** 2) is 17.8116333939 total(chi ** 2) is 818.814843612 Now to test model score... Number of parameters is 6 BIC is 851.311446025 roaming free PSF optimal params are: gen_crc(z0=22.491854994453657, mh=0.20493567220052697, mv=0.13228021488952296, w=6636.7775006497222, var=6.185077826823199, x=6.5495164607919811, y=7.0778584887063243) min(chi) is -3.15503799203 max(chi) is 3.31468392807 max(chi ** 2) is 10.987129543 total(chi ** 2) is 350.287954611 Now to test model score... Number of parameters is 7 BIC is 388.200657427 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -5.12008128376 max(chi) is 16.5092908702 max(chi ** 2) is 272.556685038 total(chi ** 2) is 4080.80528666 Now to test model score... Number of parameters is 3 BIC is 4097.05358787 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -6.15023469139 max(chi) is 9.85401130751 max(chi ** 2) is 97.1015388485 total(chi ** 2) is 1500.16042485 Now to test model score... Number of parameters is 4 BIC is 1521.82482646 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -5.78030218476 max(chi) is 7.3375844013 max(chi ** 2) is 53.8401448462 total(chi ** 2) is 1169.03723996 Now to test model score... Number of parameters is 5 BIC is 1196.11774197 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948884632829781, mh=0.76618065162326821, mv=-0.1482443711034955, w=3806.2779479895075, x=5.9824361786337512, y=7.6238867453374093) min(chi) is -5.22433453992 max(chi) is 4.69650997362 max(chi ** 2) is 27.293671385 total(chi ** 2) is 749.159986016 Now to test model score... Number of parameters is 6 BIC is 781.656588429 roaming free PSF optimal params are: gen_crc(z0=29.070655094469682, mh=1.240138366756907, mv=-0.43292433394767593, w=5509.9279638413236, var=3.9105896852511655, x=5.9314662071098372, y=7.6500684999609065) min(chi) is -3.52774667312 max(chi) is 4.98513050026 max(chi ** 2) is 24.8515261047 total(chi ** 2) is 533.02819962 Now to test model score... Number of parameters is 7 BIC is 570.940902436 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -7.78236664349 max(chi) is 13.5638281766 max(chi ** 2) is 183.977434803 total(chi ** 2) is 3433.78894732 Now to test model score... Number of parameters is 3 BIC is 3450.03724852 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -6.66465976801 max(chi) is 8.19034048453 max(chi ** 2) is 67.0816772526 total(chi ** 2) is 1478.06378318 Now to test model score... Number of parameters is 4 BIC is 1499.72818479 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -4.50544986691 max(chi) is 6.21397244533 max(chi ** 2) is 38.6134535514 total(chi ** 2) is 802.554468212 Now to test model score... Number of parameters is 5 BIC is 829.634970223 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366619424581629, mh=-1.0865249178213676, mv=0.88238241155570829, w=3283.0706269805755, x=5.7703974183767901, y=7.1264068644620746) min(chi) is -5.88235382777 max(chi) is 3.98817770704 max(chi ** 2) is 34.6020865551 total(chi ** 2) is 957.109117309 Now to test model score... Number of parameters is 6 BIC is 989.605719722 roaming free PSF optimal params are: gen_crc(z0=25.442541996842476, mh=0.77208253487221046, mv=0.47449878207910434, w=8855.3676128388652, var=8.0555534821285342, x=5.5155114290750085, y=7.2633607064873749) min(chi) is -2.91452073249 max(chi) is 3.11264721402 max(chi ** 2) is 9.68857267897 total(chi ** 2) is 366.046262944 Now to test model score... Number of parameters is 7 BIC is 403.95896576 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -8.36854124722 max(chi) is 13.7059123419 max(chi ** 2) is 187.852033125 total(chi ** 2) is 7216.17532647 Now to test model score... Number of parameters is 3 BIC is 7232.42362768 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -10.6719777635 max(chi) is 11.0376855013 max(chi ** 2) is 121.830501225 total(chi ** 2) is 3283.30920469 Now to test model score... Number of parameters is 4 BIC is 3304.9736063 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -3.78624653208 max(chi) is 5.05566971027 max(chi ** 2) is 25.5597962193 total(chi ** 2) is 651.270377719 Now to test model score... Number of parameters is 5 BIC is 678.35087973 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771687089611561, mh=-1.0352121761892816, mv=1.8634690160352159, w=4244.8777452993972, x=6.9064487125325948, y=7.7605667498628268) min(chi) is -11.2135925034 max(chi) is 8.22403199724 max(chi ** 2) is 125.744656831 total(chi ** 2) is 3045.46967683 Now to test model score... Number of parameters is 6 BIC is 3077.96627925 roaming free PSF optimal params are: gen_crc(z0=28.913907410751854, mh=-0.41204527336451113, mv=-0.30116112373314258, w=16910.091012790079, var=10.789359019455635, x=6.7830495044415384, y=7.8909907782286028) min(chi) is -3.03305960287 max(chi) is 3.12081573832 max(chi ** 2) is 9.73949087256 total(chi ** 2) is 352.296658319 Now to test model score... Number of parameters is 7 BIC is 390.209361135 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.88064023152 max(chi) is 13.2907328564 max(chi ** 2) is 176.643579859 total(chi ** 2) is 1798.59170718 Now to test model score... Number of parameters is 3 BIC is 1814.84000839 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -5.08807710615 max(chi) is 5.51094205474 max(chi ** 2) is 30.3704823307 total(chi ** 2) is 631.849167239 Now to test model score... Number of parameters is 4 BIC is 653.513568848 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -4.60314795549 max(chi) is 4.93280129089 max(chi ** 2) is 24.3325285754 total(chi ** 2) is 557.658800568 Now to test model score... Number of parameters is 5 BIC is 584.739302579 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724107819934673, mh=-0.84615103785949641, mv=-0.12992425247324699, w=2553.4094917010316, x=6.7011137310783155, y=8.0130741468468027) min(chi) is -2.52102003216 max(chi) is 3.34143989856 max(chi ** 2) is 11.1652205957 total(chi ** 2) is 295.650416428 Now to test model score... Number of parameters is 6 BIC is 328.147018841 roaming free PSF optimal params are: gen_crc(z0=31.241875236285367, mh=-0.80986810130648801, mv=-0.2499661674011962, w=3019.05494097359, var=2.9489385398226817, x=6.6966513481412528, y=8.0243258607213974) min(chi) is -2.36189682264 max(chi) is 3.1564292585 max(chi ** 2) is 9.96304566393 total(chi ** 2) is 272.356610309 Now to test model score... Number of parameters is 7 BIC is 310.269313124 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -5.24107923956 max(chi) is 3.95070506669 max(chi ** 2) is 27.4689115953 total(chi ** 2) is 1322.49127802 Now to test model score... Number of parameters is 3 BIC is 1338.73957923 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -5.01157636875 max(chi) is 4.03915980206 max(chi ** 2) is 25.1158976998 total(chi ** 2) is 1240.03424876 Now to test model score... Number of parameters is 4 BIC is 1261.69865037 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -4.76299015577 max(chi) is 2.15476387038 max(chi ** 2) is 22.6860752239 total(chi ** 2) is 283.643469027 Now to test model score... Number of parameters is 5 BIC is 310.723971038 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68768038026957, mh=-2.4395045529488488, mv=0.78846284045287551, w=1135.6749047508235, x=10.205321650826574, y=6.3211750247138347) min(chi) is -5.43912456614 max(chi) is 3.73724992907 max(chi ** 2) is 29.584076046 total(chi ** 2) is 1047.02941475 Now to test model score... Number of parameters is 6 BIC is 1079.52601716 roaming free PSF optimal params are: gen_crc(z0=-1642.241061391434, mh=-43.158749069505745, mv=1.9219561776457288, w=13724065.099954283, var=849.40791507430538, x=23.632960664849019, y=6.4740548524773116) min(chi) is -4.75124879562 max(chi) is 1.73646141557 max(chi ** 2) is 22.5743651179 total(chi ** 2) is 238.111540232 Now to test model score... Number of parameters is 7 BIC is 276.024243048 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -7.70675496449 max(chi) is 15.5607968275 max(chi ** 2) is 242.138397906 total(chi ** 2) is 5638.22623299 Now to test model score... Number of parameters is 3 BIC is 5654.47453419 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -7.83945799907 max(chi) is 11.3014889683 max(chi ** 2) is 127.723652901 total(chi ** 2) is 2519.25612351 Now to test model score... Number of parameters is 4 BIC is 2540.92052512 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -6.48965953026 max(chi) is 7.01269147126 max(chi ** 2) is 49.177841671 total(chi ** 2) is 1380.51922405 Now to test model score... Number of parameters is 5 BIC is 1407.59972606 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330101485434234, mh=-0.013463684592499341, mv=2.0861583875995371, w=4209.2798847228732, x=6.518092233664893, y=8.220513585370341) min(chi) is -7.68750910123 max(chi) is 5.36428752229 max(chi ** 2) is 59.0977961814 total(chi ** 2) is 1573.15478614 Now to test model score... Number of parameters is 6 BIC is 1605.65138855 roaming free PSF optimal params are: gen_crc(z0=17.719283278083726, mh=0.80296485733775635, mv=0.19830707573398842, w=9999.193788057868, var=6.7847353960561998, x=6.4252277871232035, y=8.3873360421860905) min(chi) is -4.42283771054 max(chi) is 3.70481226564 max(chi ** 2) is 19.5614934138 total(chi ** 2) is 432.058013925 Now to test model score... Number of parameters is 7 BIC is 469.970716741 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.99594677658 max(chi) is 14.7007767955 max(chi ** 2) is 216.112838392 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 3 BIC is 1772.17808578 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -4.02427727452 max(chi) is 14.6813548421 max(chi ** 2) is 215.542180001 total(chi ** 2) is 1755.97317934 Now to test model score... Number of parameters is 4 BIC is 1777.63758094 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.99594775274 max(chi) is 14.7007761264 max(chi ** 2) is 216.112818718 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 5 BIC is 1783.01028659 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.99594683025 max(chi) is 14.7007767693 max(chi ** 2) is 216.112837621 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 6 BIC is 1788.42638699 roaming free PSF optimal params are: gen_crc(z0=53.900000106971632, mh=-2.408571440887179, mv=-1.2419047597513018, w=-18.011955018306036, var=2.25, x=-747854.20353286935, y=-2952.9020945648467) min(chi) is -3.99594683025 max(chi) is 14.7007767693 max(chi ** 2) is 216.112837621 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 7 BIC is 1793.84248739 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -10.7232666227 max(chi) is 13.785322842 max(chi ** 2) is 190.035125857 total(chi ** 2) is 5127.42453474 Now to test model score... Number of parameters is 3 BIC is 5143.67283595 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -9.88968993812 max(chi) is 13.4818248303 max(chi ** 2) is 181.759600754 total(chi ** 2) is 4039.63731568 Now to test model score... Number of parameters is 4 BIC is 4061.30171729 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -8.41418180057 max(chi) is 10.5830610209 max(chi ** 2) is 112.001180572 total(chi ** 2) is 2928.31210009 Now to test model score... Number of parameters is 5 BIC is 2955.3926021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.973144120077336, mh=-4.4423938837160231, mv=-1.158001385478618, w=3847.7951386938744, x=4.5935338572922237, y=5.5231509740777698) min(chi) is -7.47093403905 max(chi) is 8.40090323064 max(chi ** 2) is 70.5751750905 total(chi ** 2) is 1895.63598032 Now to test model score... Number of parameters is 6 BIC is 1928.13258273 roaming free PSF optimal params are: gen_crc(z0=3.7110478367437407, mh=0.76389601851892808, mv=1.8017240725637678, w=13613.182058506662, var=9.0901495205656264, x=4.0990230469915163, y=5.370628427922421) min(chi) is -3.97085841541 max(chi) is 5.01017754647 max(chi ** 2) is 25.1018790472 total(chi ** 2) is 616.623045448 Now to test model score... Number of parameters is 7 BIC is 654.535748263 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -4.59767457097 max(chi) is 16.003992616 max(chi ** 2) is 256.127779652 total(chi ** 2) is 2962.51379146 Now to test model score... Number of parameters is 3 BIC is 2978.76209267 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -6.78019913345 max(chi) is 14.4277822867 max(chi ** 2) is 208.160901713 total(chi ** 2) is 2612.02858848 Now to test model score... Number of parameters is 4 BIC is 2633.69299009 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -6.1636227321 max(chi) is 12.5617824728 max(chi ** 2) is 157.798378894 total(chi ** 2) is 2286.44863396 Now to test model score... Number of parameters is 5 BIC is 2313.52913597 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248056964643947, mh=0.76094043356583851, mv=0.83230902223379133, w=3297.055207243955, x=4.4699131264024965, y=6.0145660848937368) min(chi) is -3.05461185351 max(chi) is 5.64550264413 max(chi ** 2) is 31.8717001049 total(chi ** 2) is 577.860345307 Now to test model score... Number of parameters is 6 BIC is 610.35694772 roaming free PSF optimal params are: gen_crc(z0=16.045857487428517, mh=0.89218312753845064, mv=0.88257221761116367, w=3507.8932127370331, var=2.4846222282124142, x=4.4620824415943119, y=6.0132105771302564) min(chi) is -3.00434549792 max(chi) is 5.67693333079 max(chi ** 2) is 32.2275720422 total(chi ** 2) is 572.497948321 Now to test model score... Number of parameters is 7 BIC is 610.410651137 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -5.14898535693 max(chi) is 14.3950405015 max(chi ** 2) is 207.217191039 total(chi ** 2) is 2333.84343845 Now to test model score... Number of parameters is 3 BIC is 2350.09173966 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -4.82242606557 max(chi) is 14.0182109315 max(chi ** 2) is 196.510237719 total(chi ** 2) is 2166.89461421 Now to test model score... Number of parameters is 4 BIC is 2188.55901582 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -4.06478142965 max(chi) is 12.4397501072 max(chi ** 2) is 154.74738273 total(chi ** 2) is 1903.16351615 Now to test model score... Number of parameters is 5 BIC is 1930.24401816 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505072442398237, mh=-0.42721608213597473, mv=-0.091594829836790903, w=3029.4819818248657, x=3.5510165510580376, y=6.7098772715593809) min(chi) is -2.82877048309 max(chi) is 3.26220630833 max(chi ** 2) is 10.6419899981 total(chi ** 2) is 392.274729615 Now to test model score... Number of parameters is 6 BIC is 424.771332028 roaming free PSF optimal params are: gen_crc(z0=26.83264376914525, mh=0.40595461002328193, mv=-0.057041582127569192, w=4116.7077435673673, var=3.483239969844349, x=3.5061872512075527, y=6.747890452916784) min(chi) is -2.76950064 max(chi) is 3.09582384863 max(chi ** 2) is 9.58412530172 total(chi ** 2) is 321.451204502 Now to test model score... Number of parameters is 7 BIC is 359.363907317 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -6.7216353319 max(chi) is 13.0225925247 max(chi ** 2) is 169.587916064 total(chi ** 2) is 2623.89775397 Now to test model score... Number of parameters is 3 BIC is 2640.14605518 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -5.98216411369 max(chi) is 11.7729360047 max(chi ** 2) is 138.602022171 total(chi ** 2) is 1767.85680605 Now to test model score... Number of parameters is 4 BIC is 1789.52120766 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.98417837047 max(chi) is 8.92951707829 max(chi ** 2) is 79.7362752516 total(chi ** 2) is 1045.71876204 Now to test model score... Number of parameters is 5 BIC is 1072.79926405 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034242254760358, mh=-2.1651294879480627, mv=-0.91571618923244158, w=2784.7613965189398, x=5.3236029649630083, y=5.8012138747439268) min(chi) is -5.38742459573 max(chi) is 3.49095640152 max(chi ** 2) is 29.0243437747 total(chi ** 2) is 879.708652882 Now to test model score... Number of parameters is 6 BIC is 912.205255296 roaming free PSF optimal params are: gen_crc(z0=34.211595662724669, mh=-0.28589716414665683, mv=-0.093898989349794681, w=7782.5523496491742, var=8.3087911707933557, x=5.1600428433662628, y=6.0200035029748999) min(chi) is -3.14232526177 max(chi) is 4.58494696422 max(chi ** 2) is 21.0217386647 total(chi ** 2) is 515.895129427 Now to test model score... Number of parameters is 7 BIC is 553.807832243 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -6.54023473724 max(chi) is 11.154302057 max(chi ** 2) is 124.418454379 total(chi ** 2) is 2365.12894647 Now to test model score... Number of parameters is 3 BIC is 2381.37724768 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -6.01592314646 max(chi) is 8.64796447008 max(chi ** 2) is 74.7872894757 total(chi ** 2) is 1657.16665608 Now to test model score... Number of parameters is 4 BIC is 1678.83105768 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -4.62070846771 max(chi) is 6.50047097051 max(chi ** 2) is 42.2561228384 total(chi ** 2) is 995.393031957 Now to test model score... Number of parameters is 5 BIC is 1022.47353397 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775249978376706, mh=-2.0625060913734687, mv=-0.73391132298700867, w=2561.1766964548169, x=4.9968380338700857, y=6.2113709114914819) min(chi) is -5.0875431728 max(chi) is 4.41735253649 max(chi ** 2) is 25.8830955351 total(chi ** 2) is 894.276943406 Now to test model score... Number of parameters is 6 BIC is 926.773545819 roaming free PSF optimal params are: gen_crc(z0=26.797842086267391, mh=-0.067039503417428772, mv=0.30512549872967143, w=7540.3936452263952, var=8.2919002719402375, x=4.938879149221183, y=6.0456770923335128) min(chi) is -3.78479263553 max(chi) is 3.35695376317 max(chi ** 2) is 14.324655294 total(chi ** 2) is 423.869989236 Now to test model score... Number of parameters is 7 BIC is 461.782692051 ################################### ######## RUN NO. 54 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -6.45808525462 max(chi) is 11.4296752897 max(chi ** 2) is 130.637477228 total(chi ** 2) is 2223.8364053 Now to test model score... Number of parameters is 3 BIC is 2240.0847065 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -5.7785922517 max(chi) is 8.83100587569 max(chi ** 2) is 77.9866647764 total(chi ** 2) is 1501.03028338 Now to test model score... Number of parameters is 4 BIC is 1522.69468499 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -5.60879198031 max(chi) is 7.08223389398 max(chi ** 2) is 50.1580369291 total(chi ** 2) is 999.189744827 Now to test model score... Number of parameters is 5 BIC is 1026.27024684 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047219520717618, mh=-2.1701098212143402, mv=-1.1490493767667214, w=2537.2160205136502, x=5.146062035352724, y=6.3858933199905481) min(chi) is -5.02588615673 max(chi) is 4.29148367313 max(chi ** 2) is 25.2595316605 total(chi ** 2) is 770.950600474 Now to test model score... Number of parameters is 6 BIC is 803.447202888 roaming free PSF optimal params are: gen_crc(z0=49.882863780314523, mh=-0.78682784896740721, mv=-0.82942252503707958, w=5856.0201580855055, var=6.6978659417604902, x=5.0693138976443546, y=6.4765693956587427) min(chi) is -3.27318312959 max(chi) is 4.3474625804 max(chi ** 2) is 18.9004308879 total(chi ** 2) is 478.354132211 Now to test model score... Number of parameters is 7 BIC is 516.266835027 ################################### ######## RUN NO. 55 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -6.77786751805 max(chi) is 14.952668892 max(chi ** 2) is 223.582306994 total(chi ** 2) is 3940.44737442 Now to test model score... Number of parameters is 3 BIC is 3956.69567563 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -6.49818944691 max(chi) is 13.0973934237 max(chi ** 2) is 171.541714495 total(chi ** 2) is 2636.05925566 Now to test model score... Number of parameters is 4 BIC is 2657.72365727 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -6.80203172158 max(chi) is 10.0134018702 max(chi ** 2) is 100.268217014 total(chi ** 2) is 2014.59352225 Now to test model score... Number of parameters is 5 BIC is 2041.67402426 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880464902125695, mh=-2.2730442726582392, mv=0.13840880875000375, w=3712.4085052990963, x=4.9046276808158593, y=6.1962732726289813) min(chi) is -6.08552448758 max(chi) is 5.52949682777 max(chi ** 2) is 37.033608289 total(chi ** 2) is 860.008472492 Now to test model score... Number of parameters is 6 BIC is 892.505074905 roaming free PSF optimal params are: gen_crc(z0=28.114138730956793, mh=-0.88432790790463223, mv=0.53895899216119714, w=6289.609546490331, var=4.6618153844142043, x=4.7779584566016062, y=6.2469317851057964) min(chi) is -4.18210728878 max(chi) is 4.78786392375 max(chi ** 2) is 22.9236409524 total(chi ** 2) is 536.363363961 Now to test model score... Number of parameters is 7 BIC is 574.276066776 ################################### ######## RUN NO. 56 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -5.27083667106 max(chi) is 3.99929831922 max(chi ** 2) is 27.781719213 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 3 BIC is 906.936316902 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -5.26911301397 max(chi) is 3.96491582496 max(chi ** 2) is 27.7635519539 total(chi ** 2) is 891.361060484 Now to test model score... Number of parameters is 4 BIC is 913.025462092 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -5.27083667898 max(chi) is 3.99929830142 max(chi ** 2) is 27.7817192965 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 5 BIC is 917.768517706 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -5.27083667271 max(chi) is 3.99929831641 max(chi ** 2) is 27.7817192304 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 6 BIC is 923.184618109 roaming free PSF optimal params are: gen_crc(z0=244.58944449253102, mh=-1.3478571546406299, mv=-2.7623809468868061, w=-99.336848113638837, var=2.25, x=2149288.9933965807, y=-253861.49642202895) min(chi) is -5.27083667271 max(chi) is 3.99929831641 max(chi ** 2) is 27.7817192304 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 7 BIC is 928.600718511 ################################### ######## RUN NO. 57 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -6.71537286532 max(chi) is 13.8307779147 max(chi ** 2) is 191.290417726 total(chi ** 2) is 3561.9048477 Now to test model score... Number of parameters is 3 BIC is 3578.15314891 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -7.8500061922 max(chi) is 12.7886343052 max(chi ** 2) is 163.549167392 total(chi ** 2) is 2064.7564378 Now to test model score... Number of parameters is 4 BIC is 2086.42083941 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -5.7082657866 max(chi) is 9.75187666925 max(chi ** 2) is 95.0990985722 total(chi ** 2) is 1477.34061923 Now to test model score... Number of parameters is 5 BIC is 1504.42112124 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207206874648861, mh=-0.44550630439561345, mv=0.39778381560015785, w=3651.7544897701246, x=5.1870221592787988, y=6.3395284769140003) min(chi) is -6.1732629589 max(chi) is 3.62165812945 max(chi ** 2) is 38.1091755597 total(chi ** 2) is 550.065401696 Now to test model score... Number of parameters is 6 BIC is 582.56200411 roaming free PSF optimal params are: gen_crc(z0=47.249282558506692, mh=0.43703044395747054, mv=0.74279210140883667, w=5777.7448128484148, var=4.3045854891397672, x=5.1888535226751227, y=6.3265354523183674) min(chi) is -3.03467300508 max(chi) is 2.88915367318 max(chi ** 2) is 9.20924024775 total(chi ** 2) is 247.668661394 Now to test model score... Number of parameters is 7 BIC is 285.58136421 ################################### ######## RUN NO. 58 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -4.54471129786 max(chi) is 14.523140601 max(chi ** 2) is 210.921612916 total(chi ** 2) is 2266.9041694 Now to test model score... Number of parameters is 3 BIC is 2283.1524706 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -6.07602063613 max(chi) is 10.3564663615 max(chi ** 2) is 107.256395496 total(chi ** 2) is 1382.33501462 Now to test model score... Number of parameters is 4 BIC is 1403.99941623 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -5.90241830146 max(chi) is 9.38853822346 max(chi ** 2) is 88.1446499734 total(chi ** 2) is 1086.25181073 Now to test model score... Number of parameters is 5 BIC is 1113.33231274 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034349202759344, mh=0.16228527880798246, mv=0.25414020865530418, w=2789.590178298989, x=5.1240565753982512, y=6.9891053730429045) min(chi) is -2.83808554389 max(chi) is 4.65842076671 max(chi ** 2) is 21.7008840398 total(chi ** 2) is 506.498196183 Now to test model score... Number of parameters is 6 BIC is 538.994798596 roaming free PSF optimal params are: gen_crc(z0=20.838988234272321, mh=0.57355211690567531, mv=0.26367665118529376, w=3750.3632570654299, var=3.5368389964287736, x=5.1344300585745088, y=6.9811752111961276) min(chi) is -2.62007812429 max(chi) is 4.42549210206 max(chi ** 2) is 19.5849803454 total(chi ** 2) is 442.979397049 Now to test model score... Number of parameters is 7 BIC is 480.892099864 ################################### ######## RUN NO. 59 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -4.12139050064 max(chi) is 13.4092395586 max(chi ** 2) is 179.80770554 total(chi ** 2) is 1692.53063742 Now to test model score... Number of parameters is 3 BIC is 1708.77893863 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -4.97195494869 max(chi) is 10.4123011552 max(chi ** 2) is 108.416015346 total(chi ** 2) is 910.137856321 Now to test model score... Number of parameters is 4 BIC is 931.80225793 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -4.4151596996 max(chi) is 9.0498788483 max(chi ** 2) is 81.900307169 total(chi ** 2) is 702.29082781 Now to test model score... Number of parameters is 5 BIC is 729.371329821 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957675880326583, mh=1.164743032660563, mv=0.12668933778636146, w=2565.617520403066, x=5.3322903349003337, y=6.3805834211451522) min(chi) is -2.50944284772 max(chi) is 2.19269899696 max(chi ** 2) is 6.29730340595 total(chi ** 2) is 199.306436114 Now to test model score... Number of parameters is 6 BIC is 231.803038527 roaming free PSF optimal params are: gen_crc(z0=53.081959457824183, mh=1.3592619981935188, mv=0.1773863812231174, w=3052.3337194195838, var=2.9679238639003378, x=5.3283347088672448, y=6.4092612841662451) min(chi) is -2.31037935584 max(chi) is 2.12894933648 max(chi ** 2) is 5.33785276791 total(chi ** 2) is 177.670774341 Now to test model score... Number of parameters is 7 BIC is 215.583477157 ################################### ######## RUN NO. 60 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -5.85020505376 max(chi) is 14.1326259268 max(chi ** 2) is 199.731115586 total(chi ** 2) is 2481.79797676 Now to test model score... Number of parameters is 3 BIC is 2498.04627797 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -5.00601105904 max(chi) is 8.82684739818 max(chi ** 2) is 77.9132349908 total(chi ** 2) is 1366.08021282 Now to test model score... Number of parameters is 4 BIC is 1387.74461443 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -4.19778032221 max(chi) is 7.31287579487 max(chi ** 2) is 53.4781523911 total(chi ** 2) is 847.35346309 Now to test model score... Number of parameters is 5 BIC is 874.433965101 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603983233533427, mh=-0.95323055123669553, mv=-0.58520809101496418, w=2767.205850242251, x=5.5389958361804474, y=6.4192016524406608) min(chi) is -4.1193985797 max(chi) is 4.50279858296 max(chi ** 2) is 20.2751950787 total(chi ** 2) is 735.215836021 Now to test model score... Number of parameters is 6 BIC is 767.712438434 roaming free PSF optimal params are: gen_crc(z0=35.09741617055564, mh=-0.10242843392209833, mv=-0.48629141097489936, w=5477.1288013205494, var=5.7969144557724146, x=5.5606236804725055, y=6.6206496926955367) min(chi) is -3.71812005304 max(chi) is 5.31548302759 max(chi ** 2) is 28.2543598166 total(chi ** 2) is 484.299489323 Now to test model score... Number of parameters is 7 BIC is 522.212192138 ################################### ######## RUN NO. 61 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -6.70029449121 max(chi) is 10.0161078271 max(chi ** 2) is 100.322416003 total(chi ** 2) is 2667.29565269 Now to test model score... Number of parameters is 3 BIC is 2683.5439539 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -5.82368913722 max(chi) is 7.65975684252 max(chi ** 2) is 58.6718748865 total(chi ** 2) is 1464.31056663 Now to test model score... Number of parameters is 4 BIC is 1485.97496824 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -3.25218510274 max(chi) is 5.32015076301 max(chi ** 2) is 28.3040041412 total(chi ** 2) is 607.100202821 Now to test model score... Number of parameters is 5 BIC is 634.180704832 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.738375151986375, mh=-1.3424824106351221, mv=-1.587422912172723, w=2513.4903214978867, x=5.9768427799747199, y=6.0841753602051991) min(chi) is -5.70295673543 max(chi) is 4.78912345484 max(chi ** 2) is 32.5237155262 total(chi ** 2) is 1219.68565258 Now to test model score... Number of parameters is 6 BIC is 1252.182255 roaming free PSF optimal params are: gen_crc(z0=21.982789839419507, mh=0.99943318041945572, mv=0.25184264938313256, w=13014.993125614144, var=13.80833094016052, x=5.618131195720351, y=5.8876776850430019) min(chi) is -3.40743150933 max(chi) is 3.37802621838 max(chi ** 2) is 11.6105894908 total(chi ** 2) is 426.321431809 Now to test model score... Number of parameters is 7 BIC is 464.234134624 ################################### ######## RUN NO. 62 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -6.04408244486 max(chi) is 13.3567649104 max(chi ** 2) is 178.403168872 total(chi ** 2) is 2421.14862131 Now to test model score... Number of parameters is 3 BIC is 2437.39692252 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -5.40492619319 max(chi) is 12.1701416958 max(chi ** 2) is 148.112348897 total(chi ** 2) is 1781.60940068 Now to test model score... Number of parameters is 4 BIC is 1803.27380229 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -5.41445196471 max(chi) is 10.1121355781 max(chi ** 2) is 102.255285949 total(chi ** 2) is 1478.57562682 Now to test model score... Number of parameters is 5 BIC is 1505.65612883 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040077929623564, mh=-0.83025093877682954, mv=0.0043336296393524055, w=3093.3638581333967, x=4.7586152026598212, y=6.1602271806701667) min(chi) is -4.82829853402 max(chi) is 3.112956071 max(chi ** 2) is 23.3124667336 total(chi ** 2) is 294.167812828 Now to test model score... Number of parameters is 6 BIC is 326.664415241 roaming free PSF optimal params are: gen_crc(z0=64.599617777473469, mh=-0.28412226365947579, mv=0.18367882734960081, w=4083.1813260349359, var=3.3962854330950498, x=4.724230010215126, y=6.1767866342117088) min(chi) is -3.05788001811 max(chi) is 3.28007071955 max(chi ** 2) is 10.7588639252 total(chi ** 2) is 211.037682744 Now to test model score... Number of parameters is 7 BIC is 248.950385559 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -6.11054588545 max(chi) is 4.5569262518 max(chi ** 2) is 37.3387710181 total(chi ** 2) is 1299.95070749 Now to test model score... Number of parameters is 3 BIC is 1316.19900869 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -5.65481258407 max(chi) is 4.81987898332 max(chi ** 2) is 31.976905361 total(chi ** 2) is 974.808457774 Now to test model score... Number of parameters is 4 BIC is 996.472859383 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -6.71220166236 max(chi) is 3.58517805875 max(chi ** 2) is 45.0536511562 total(chi ** 2) is 507.191499632 Now to test model score... Number of parameters is 5 BIC is 534.272001643 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197960999943, mh=-7.7150081462273477, mv=-3.8717142553797461, w=1622.8944872502823, x=7.375897882176675, y=6.6944923087106476) min(chi) is -5.66399463567 max(chi) is 4.79592676448 max(chi ** 2) is 32.0808352329 total(chi ** 2) is 971.216384394 Now to test model score... Number of parameters is 6 BIC is 1003.71298681 roaming free PSF optimal params are: gen_crc(z0=-261.91749703619342, mh=8.339573270242111, mv=0.067300061634608777, w=288099.08801400184, var=105.11220539509959, x=1.3597414309469136, y=5.5742606974594819) min(chi) is -7.51057724293 max(chi) is 2.46955673118 max(chi ** 2) is 56.4087705221 total(chi ** 2) is 426.674330739 Now to test model score... Number of parameters is 7 BIC is 464.587033554 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -5.23414868513 max(chi) is 8.15524891545 max(chi ** 2) is 66.508084873 total(chi ** 2) is 1254.74606251 Now to test model score... Number of parameters is 3 BIC is 1270.99436371 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -4.70317798715 max(chi) is 6.82298059967 max(chi ** 2) is 46.5530642634 total(chi ** 2) is 813.385963164 Now to test model score... Number of parameters is 4 BIC is 835.050364772 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -2.91416544191 max(chi) is 4.77674949391 max(chi ** 2) is 22.8173357275 total(chi ** 2) is 420.650191009 Now to test model score... Number of parameters is 5 BIC is 447.73069302 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984044541101653, mh=-1.9359512397707606, mv=-1.6067746605168272, w=2636.4847895568487, x=5.5592590218574172, y=5.5704367786842912) min(chi) is -3.68715763816 max(chi) is 2.44275733413 max(chi ** 2) is 13.5951314487 total(chi ** 2) is 413.136139527 Now to test model score... Number of parameters is 6 BIC is 445.63274194 roaming free PSF optimal params are: gen_crc(z0=36.867096666520446, mh=-0.40107895900696267, mv=-0.090355931256870886, w=8101.7546963358327, var=8.8093229026173674, x=5.5413479707840319, y=5.5569881276448871) min(chi) is -2.08443485335 max(chi) is 3.1028721648 max(chi ** 2) is 9.62781567107 total(chi ** 2) is 147.207223161 Now to test model score... Number of parameters is 7 BIC is 185.119925976 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.61090621335 max(chi) is 12.5241839921 max(chi ** 2) is 156.855184669 total(chi ** 2) is 2010.40238748 Now to test model score... Number of parameters is 3 BIC is 2026.65068869 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.38626967122 max(chi) is 8.5706870794 max(chi ** 2) is 73.456677013 total(chi ** 2) is 953.6068499 Now to test model score... Number of parameters is 4 BIC is 975.271251509 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -6.29643559605 max(chi) is 7.22303242269 max(chi ** 2) is 52.1721973792 total(chi ** 2) is 801.683149295 Now to test model score... Number of parameters is 5 BIC is 828.763651306 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151843616799738, mh=-1.1946619468411164, mv=1.5211390047059414, w=3664.6856547639482, x=5.7099040077499987, y=7.6380608258162805) min(chi) is -2.82639022281 max(chi) is 3.13405883551 max(chi ** 2) is 9.82232478441 total(chi ** 2) is 357.895518208 Now to test model score... Number of parameters is 6 BIC is 390.392120621 roaming free PSF optimal params are: gen_crc(z0=19.57589213635676, mh=-0.77187992491351676, mv=1.2056734523491373, w=4978.3887371739929, var=3.5948952603194178, x=5.6896297252431518, y=7.7373775796787481) min(chi) is -2.4530336726 max(chi) is 3.72096127766 max(chi ** 2) is 13.8455528298 total(chi ** 2) is 290.451382639 Now to test model score... Number of parameters is 7 BIC is 328.364085455 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -3.95727730238 max(chi) is 12.506752542 max(chi ** 2) is 156.418859148 total(chi ** 2) is 2399.42036195 Now to test model score... Number of parameters is 3 BIC is 2415.66866316 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.0681963048 max(chi) is 7.78022056985 max(chi ** 2) is 60.5318321155 total(chi ** 2) is 925.674274905 Now to test model score... Number of parameters is 4 BIC is 947.338676514 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -4.88246513683 max(chi) is 5.99524420915 max(chi ** 2) is 35.9429531274 total(chi ** 2) is 595.671993224 Now to test model score... Number of parameters is 5 BIC is 622.752495235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611416711656062, mh=-0.78127187616967753, mv=-0.21950239864379575, w=4006.69136764124, x=5.8214835622622205, y=6.4541263756312652) min(chi) is -3.52386289935 max(chi) is 3.29781988471 max(chi ** 2) is 12.4176097334 total(chi ** 2) is 418.141369282 Now to test model score... Number of parameters is 6 BIC is 450.637971696 roaming free PSF optimal params are: gen_crc(z0=18.712214771383596, mh=-0.14829604693397605, mv=0.13276514254052921, w=6494.176011178045, var=4.5091731448878321, x=5.852690309715209, y=6.4311419085005692) min(chi) is -1.94010100834 max(chi) is 2.98613442171 max(chi ** 2) is 8.91699878451 total(chi ** 2) is 210.398207551 Now to test model score... Number of parameters is 7 BIC is 248.310910366 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -5.1857504204 max(chi) is 10.6456752441 max(chi ** 2) is 113.330401403 total(chi ** 2) is 1693.71993177 Now to test model score... Number of parameters is 3 BIC is 1709.96823298 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -5.17682000542 max(chi) is 5.88042068793 max(chi ** 2) is 34.579347467 total(chi ** 2) is 835.532041131 Now to test model score... Number of parameters is 4 BIC is 857.19644274 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -2.80025674363 max(chi) is 5.00888531307 max(chi ** 2) is 25.0889320795 total(chi ** 2) is 470.619098006 Now to test model score... Number of parameters is 5 BIC is 497.699600017 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.25165306416207, mh=-0.080231657624932534, mv=0.87465121895920628, w=3040.1938980121977, x=6.275016265011387, y=8.080402572185351) min(chi) is -3.77824765601 max(chi) is 2.93020173975 max(chi ** 2) is 14.2751553501 total(chi ** 2) is 553.060972576 Now to test model score... Number of parameters is 6 BIC is 585.557574989 roaming free PSF optimal params are: gen_crc(z0=25.770201446643288, mh=0.94670943682788833, mv=-0.49356339185481324, w=8670.3476240602704, var=8.6153029231525284, x=6.1564442255352425, y=8.1737971840789907) min(chi) is -2.19014656221 max(chi) is 3.10528592097 max(chi ** 2) is 9.64280065096 total(chi ** 2) is 281.499900132 Now to test model score... Number of parameters is 7 BIC is 319.412602948 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -3.19591052327 max(chi) is 11.146155694 max(chi ** 2) is 124.236786756 total(chi ** 2) is 1494.20545101 Now to test model score... Number of parameters is 3 BIC is 1510.45375221 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -2.66362588944 max(chi) is 3.25420404956 max(chi ** 2) is 10.5898439962 total(chi ** 2) is 377.728625 Now to test model score... Number of parameters is 4 BIC is 399.393026608 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -2.39739885607 max(chi) is 2.61765272234 max(chi ** 2) is 6.85210577478 total(chi ** 2) is 296.33368393 Now to test model score... Number of parameters is 5 BIC is 323.414185941 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878884673257279, mh=-0.11770390377633909, mv=1.5488853137896119, w=3109.1457304364112, x=6.4752025469012233, y=7.3343992756958754) min(chi) is -2.15425046675 max(chi) is 2.81243133631 max(chi ** 2) is 7.90977002145 total(chi ** 2) is 289.071822149 Now to test model score... Number of parameters is 6 BIC is 321.568424562 roaming free PSF optimal params are: gen_crc(z0=16.220805542771245, mh=0.10437780784240488, mv=1.3708451138683835, w=4539.8208554570792, var=3.9789675504744553, x=6.4333936642118905, y=7.3948649980683445) min(chi) is -1.92553018905 max(chi) is 2.82913418422 max(chi ** 2) is 8.00400023231 total(chi ** 2) is 206.967523681 Now to test model score... Number of parameters is 7 BIC is 244.880226497 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -4.74578546498 max(chi) is 10.0375881414 max(chi ** 2) is 100.753175696 total(chi ** 2) is 1373.81985106 Now to test model score... Number of parameters is 3 BIC is 1390.06815227 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -4.28448617297 max(chi) is 9.25802348699 max(chi ** 2) is 85.7109988856 total(chi ** 2) is 1040.68700474 Now to test model score... Number of parameters is 4 BIC is 1062.35140635 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -3.99918092823 max(chi) is 7.44131725232 max(chi ** 2) is 55.3732024497 total(chi ** 2) is 736.918767144 Now to test model score... Number of parameters is 5 BIC is 763.999269155 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698014572222355, mh=-1.1054177257830651, mv=-0.39424767862214366, w=2960.220353125253, x=5.0568021635728169, y=5.541324795226525) min(chi) is -2.93688191508 max(chi) is 2.76868444005 max(chi ** 2) is 8.6252753831 total(chi ** 2) is 327.850090666 Now to test model score... Number of parameters is 6 BIC is 360.34669308 roaming free PSF optimal params are: gen_crc(z0=33.746400752304616, mh=-0.1925273911816161, mv=0.16769274218011243, w=4934.4730218117847, var=4.6038904795873314, x=5.0144633032513539, y=5.6240776957427778) min(chi) is -2.41393604307 max(chi) is 3.12481567013 max(chi ** 2) is 9.76447297228 total(chi ** 2) is 235.294807979 Now to test model score... Number of parameters is 7 BIC is 273.207510794 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -4.94095309873 max(chi) is 7.96304875975 max(chi ** 2) is 63.4101455501 total(chi ** 2) is 1234.97498751 Now to test model score... Number of parameters is 3 BIC is 1251.22328872 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -4.42096707326 max(chi) is 7.55355591106 max(chi ** 2) is 57.0562069016 total(chi ** 2) is 811.687580733 Now to test model score... Number of parameters is 4 BIC is 833.351982342 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -2.68415955766 max(chi) is 5.34937432321 max(chi ** 2) is 28.6158056498 total(chi ** 2) is 346.507261622 Now to test model score... Number of parameters is 5 BIC is 373.587763633 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583973861368, mh=-3.4329651227594398, mv=-2.1010123523508852, w=2407.3722677515707, x=5.1145846595418343, y=6.2693645494260988) min(chi) is -4.17380727268 max(chi) is 3.1830775296 max(chi ** 2) is 17.4206671494 total(chi ** 2) is 533.097529358 Now to test model score... Number of parameters is 6 BIC is 565.594131771 roaming free PSF optimal params are: gen_crc(z0=47.975259779279234, mh=-0.35855550374605888, mv=-0.98265881205959804, w=14850.388827978508, var=16.419773821568885, x=5.0132453299571873, y=6.2777302078568278) min(chi) is -3.2897970466 max(chi) is 3.50817960372 max(chi ** 2) is 12.307324132 total(chi ** 2) is 224.611860682 Now to test model score... Number of parameters is 7 BIC is 262.524563498 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -3.87027145421 max(chi) is 12.6341676609 max(chi ** 2) is 159.622192483 total(chi ** 2) is 2520.26053204 Now to test model score... Number of parameters is 3 BIC is 2536.50883324 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -6.19588373749 max(chi) is 10.1144804221 max(chi ** 2) is 102.30271421 total(chi ** 2) is 1235.56086018 Now to test model score... Number of parameters is 4 BIC is 1257.22526179 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -5.60841988065 max(chi) is 7.95037437868 max(chi ** 2) is 63.2084527612 total(chi ** 2) is 980.572136578 Now to test model score... Number of parameters is 5 BIC is 1007.65263859 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528106966605097, mh=-0.53501771527611874, mv=-0.026985827737547513, w=4191.4509244747096, x=5.4387584906716464, y=6.6278802879213483) min(chi) is -4.84067016931 max(chi) is 3.32294978263 max(chi ** 2) is 23.432087688 total(chi ** 2) is 367.061292533 Now to test model score... Number of parameters is 6 BIC is 399.557894946 roaming free PSF optimal params are: gen_crc(z0=17.154066547643332, mh=0.0928996464947488, mv=0.061155689502826224, w=5853.4773154532604, var=3.6768976601610666, x=5.4242584329429979, y=6.6695259598954131) min(chi) is -2.6615446723 max(chi) is 2.08123275406 max(chi ** 2) is 7.08382004262 total(chi ** 2) is 221.064188585 Now to test model score... Number of parameters is 7 BIC is 258.976891401 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -2.38585781509 max(chi) is 5.46937737323 max(chi ** 2) is 29.9140888508 total(chi ** 2) is 419.882280472 Now to test model score... Number of parameters is 3 BIC is 436.130581678 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.13907369379 max(chi) is 3.11023647369 max(chi ** 2) is 9.67357092226 total(chi ** 2) is 183.497967 Now to test model score... Number of parameters is 4 BIC is 205.162368609 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -1.66612709341 max(chi) is 2.32520059413 max(chi ** 2) is 5.40655780293 total(chi ** 2) is 100.38250134 Now to test model score... Number of parameters is 5 BIC is 127.463003351 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01231564542371, mh=0.27151528256902951, mv=-0.44798557505537151, w=1640.1884256727642, x=5.8071552504068364, y=6.2839245149773291) min(chi) is -1.59050779739 max(chi) is 1.4841395003 max(chi ** 2) is 2.52971505355 total(chi ** 2) is 88.5086068369 Now to test model score... Number of parameters is 6 BIC is 121.00520925 roaming free PSF optimal params are: gen_crc(z0=114.02352151663659, mh=0.8067771977888416, mv=-0.11904575745442006, w=3457.8116360633185, var=6.0964991412372864, x=5.7352971995617272, y=6.2345338296436807) min(chi) is -0.777566048665 max(chi) is 0.89078922876 max(chi ** 2) is 0.793505450075 total(chi ** 2) is 23.2503831279 Now to test model score... Number of parameters is 7 BIC is 61.1630859433 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.16202467252 max(chi) is 1.24255857754 max(chi ** 2) is 4.67435068458 total(chi ** 2) is 121.960531291 Now to test model score... Number of parameters is 3 BIC is 138.208832497 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.06808833601 max(chi) is 1.33649119612 max(chi ** 2) is 4.27698936556 total(chi ** 2) is 108.146528264 Now to test model score... Number of parameters is 4 BIC is 129.810929873 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -1.51212826782 max(chi) is 1.59245459434 max(chi ** 2) is 2.53591163504 total(chi ** 2) is 90.7108535748 Now to test model score... Number of parameters is 5 BIC is 117.791355586 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424917055912, mh=0.66510993466431856, mv=-3.5261294634931013, w=427.58495753794688, x=4.8379265522867936, y=10.569203307897119) min(chi) is -2.10442891839 max(chi) is 1.16079432041 max(chi ** 2) is 4.42862107255 total(chi ** 2) is 102.094189156 Now to test model score... Number of parameters is 6 BIC is 134.590791569 roaming free PSF ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -8.33256257106 max(chi) is 6.21399034337 max(chi ** 2) is 69.4315990007 total(chi ** 2) is 2417.26371227 Now to test model score... Number of parameters is 3 BIC is 2433.51201348 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -7.71110806919 max(chi) is 6.57256224998 max(chi ** 2) is 59.4611876548 total(chi ** 2) is 1812.66035536 Now to test model score... Number of parameters is 4 BIC is 1834.32475697 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -9.15300226686 max(chi) is 4.88887917102 max(chi ** 2) is 83.7774504971 total(chi ** 2) is 943.124689398 Now to test model score... Number of parameters is 5 BIC is 970.205191409 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -7.72362901744 max(chi) is 6.53990019966 max(chi ** 2) is 59.654445199 total(chi ** 2) is 1805.98088012 Now to test model score... Number of parameters is 6 BIC is 1838.47748254 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -10.2417300849 max(chi) is 3.3675345666 max(chi ** 2) is 104.893035132 total(chi ** 2) is 793.402681065 Now to test model score... Number of parameters is 7 BIC is 831.315383881 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -7.13747547972 max(chi) is 11.1207939756 max(chi ** 2) is 123.672058648 total(chi ** 2) is 2333.20548813 Now to test model score... Number of parameters is 3 BIC is 2349.45378934 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -6.41342452793 max(chi) is 9.30406445409 max(chi ** 2) is 86.5656153658 total(chi ** 2) is 1512.4945596 Now to test model score... Number of parameters is 4 BIC is 1534.15896121 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.97386196624 max(chi) is 6.51374930987 max(chi ** 2) is 42.4289300719 total(chi ** 2) is 782.200768405 Now to test model score... Number of parameters is 5 BIC is 809.281270416 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -5.02794243176 max(chi) is 3.3310321295 max(chi ** 2) is 25.2802050971 total(chi ** 2) is 768.228358639 Now to test model score... Number of parameters is 6 BIC is 800.724961052 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -2.84241117835 max(chi) is 4.2311893211 max(chi ** 2) is 17.902963071 total(chi ** 2) is 273.732439762 Now to test model score... Number of parameters is 7 BIC is 311.645142577 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -6.28759938185 max(chi) is 17.0784327165 max(chi ** 2) is 291.672864054 total(chi ** 2) is 3738.35154697 Now to test model score... Number of parameters is 3 BIC is 3754.59984818 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -7.34491318803 max(chi) is 11.6873005628 max(chi ** 2) is 136.592994446 total(chi ** 2) is 1773.23587791 Now to test model score... Number of parameters is 4 BIC is 1794.90027952 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -8.58604854007 max(chi) is 9.8495896673 max(chi ** 2) is 97.0144166142 total(chi ** 2) is 1490.73312885 Now to test model score... Number of parameters is 5 BIC is 1517.81363087 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -3.85416071608 max(chi) is 4.27369694044 max(chi ** 2) is 18.2644855387 total(chi ** 2) is 665.508195135 Now to test model score... Number of parameters is 6 BIC is 698.004797548 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -3.34504590687 max(chi) is 5.0740381162 max(chi ** 2) is 25.7458628046 total(chi ** 2) is 540.09554623 Now to test model score... Number of parameters is 7 BIC is 578.008249046 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -5.39628723052 max(chi) is 17.0546625573 max(chi ** 2) is 290.861514944 total(chi ** 2) is 4461.73207801 Now to test model score... Number of parameters is 3 BIC is 4477.98037922 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -6.91117677928 max(chi) is 10.6093916862 max(chi ** 2) is 112.55919195 total(chi ** 2) is 1721.29513929 Now to test model score... Number of parameters is 4 BIC is 1742.9595409 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -6.65790700477 max(chi) is 8.17533301248 max(chi ** 2) is 66.836069865 total(chi ** 2) is 1107.65453285 Now to test model score... Number of parameters is 5 BIC is 1134.73503487 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -4.80524218181 max(chi) is 4.49705839468 max(chi ** 2) is 23.0903524258 total(chi ** 2) is 777.535603619 Now to test model score... Number of parameters is 6 BIC is 810.032206032 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -2.64559226911 max(chi) is 4.07200145566 max(chi ** 2) is 16.5811958549 total(chi ** 2) is 391.236336354 Now to test model score... Number of parameters is 7 BIC is 429.14903917 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -7.07147784599 max(chi) is 14.5168298783 max(chi ** 2) is 210.738349716 total(chi ** 2) is 3149.47921197 Now to test model score... Number of parameters is 3 BIC is 3165.72751318 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -7.0593000074 max(chi) is 8.01875548354 max(chi ** 2) is 64.3004395048 total(chi ** 2) is 1553.67528309 Now to test model score... Number of parameters is 4 BIC is 1575.3396847 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.81853192313 max(chi) is 6.83029815419 max(chi ** 2) is 46.6529728751 total(chi ** 2) is 875.118157449 Now to test model score... Number of parameters is 5 BIC is 902.19865946 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.251664379144337, mh=-0.080233760040610572, mv=0.87465174594570405, w=3040.1938285163978, x=6.2750181086949439, y=8.0804018946914038) min(chi) is -5.15215733305 max(chi) is 3.99572901895 max(chi ** 2) is 26.5447251845 total(chi ** 2) is 1028.41916395 Now to test model score... Number of parameters is 6 BIC is 1060.91576637 roaming free PSF optimal params are: gen_crc(z0=25.770201143551205, mh=0.94670943317784029, mv=-0.49356333718457318, w=8670.3476068891778, var=8.6153029125003169, x=6.1564442271718454, y=8.1737971737550392) min(chi) is -2.98656350914 max(chi) is 4.23448079946 max(chi ** 2) is 17.930827641 total(chi ** 2) is 523.450227519 Now to test model score... Number of parameters is 7 BIC is 561.362930334 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -4.35805980446 max(chi) is 15.1993032191 max(chi ** 2) is 231.018818347 total(chi ** 2) is 2778.48121055 Now to test model score... Number of parameters is 3 BIC is 2794.72951176 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.63221712197 max(chi) is 4.43755097668 max(chi ** 2) is 19.6918586706 total(chi ** 2) is 702.387939049 Now to test model score... Number of parameters is 4 BIC is 724.052340658 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -3.26918025827 max(chi) is 3.56952643956 max(chi ** 2) is 12.7415190027 total(chi ** 2) is 551.033709787 Now to test model score... Number of parameters is 5 BIC is 578.114211798 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.87892625321664, mh=-0.1177062944866763, mv=1.5488817688000684, w=3109.145727704537, x=6.4752055540763802, y=7.3344040301396713) min(chi) is -2.93761532835 max(chi) is 3.83512814902 max(chi ** 2) is 14.7082079194 total(chi ** 2) is 537.530247816 Now to test model score... Number of parameters is 6 BIC is 570.026850229 roaming free PSF optimal params are: gen_crc(z0=16.220805596456948, mh=0.10437782536145676, mv=1.3708451032303577, w=4539.8208440685512, var=3.978967538126255, x=6.4333936616977851, y=7.3948649980341745) min(chi) is -2.62572298193 max(chi) is 3.8579102561 max(chi ** 2) is 14.8834715441 total(chi ** 2) is 384.856965523 Now to test model score... Number of parameters is 7 BIC is 422.769668338 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -6.47152563407 max(chi) is 13.6876201928 max(chi ** 2) is 187.350946541 total(chi ** 2) is 2554.62369 Now to test model score... Number of parameters is 3 BIC is 2570.8719912 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -5.84248114496 max(chi) is 12.6245774823 max(chi ** 2) is 159.379956605 total(chi ** 2) is 1935.16178567 Now to test model score... Number of parameters is 4 BIC is 1956.82618728 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -5.45342853849 max(chi) is 10.1472507986 max(chi ** 2) is 102.96669877 total(chi ** 2) is 1370.30349262 Now to test model score... Number of parameters is 5 BIC is 1397.38399463 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.697957374289778, mh=-1.1054094433227504, mv=-0.39424810352718642, w=2960.2208524931762, x=5.0567906888636704, y=5.5413255105366144) min(chi) is -4.00483509945 max(chi) is 3.77548058853 max(chi ** 2) is 16.0387041738 total(chi ** 2) is 609.638598521 Now to test model score... Number of parameters is 6 BIC is 642.135200934 roaming free PSF optimal params are: gen_crc(z0=33.746396421185651, mh=-0.19252716617923088, mv=0.16769304798861148, w=4934.4731643980513, var=4.603890588040457, x=5.0144632797239916, y=5.6240776561943946) min(chi) is -3.29173094012 max(chi) is 4.26111222747 max(chi ** 2) is 18.1570774151 total(chi ** 2) is 437.531667729 Now to test model score... Number of parameters is 7 BIC is 475.444370544 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -6.73766331646 max(chi) is 10.8587028542 max(chi ** 2) is 117.911427676 total(chi ** 2) is 2296.44109248 Now to test model score... Number of parameters is 3 BIC is 2312.68939369 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -6.02859146354 max(chi) is 10.3003035151 max(chi ** 2) is 106.096252503 total(chi ** 2) is 1509.33641045 Now to test model score... Number of parameters is 4 BIC is 1531.00081206 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -3.66021757863 max(chi) is 7.29460134983 max(chi ** 2) is 53.211208853 total(chi ** 2) is 644.331684834 Now to test model score... Number of parameters is 5 BIC is 671.412186845 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26584530286243, mh=-3.4329659332530018, mv=-2.1010123023929639, w=2407.3722131211439, x=5.1145860366955711, y=6.2693643202322908) min(chi) is -5.69155494068 max(chi) is 4.34055934283 max(chi ** 2) is 32.3937976428 total(chi ** 2) is 991.29705878 Now to test model score... Number of parameters is 6 BIC is 1023.79366119 roaming free PSF optimal params are: gen_crc(z0=47.975260371555478, mh=-0.35855555375936521, mv=-0.98265889092522862, w=14850.388946115614, var=16.419773998956117, x=5.0132453450198531, y=6.2777302442383771) min(chi) is -4.48608681835 max(chi) is 4.78388133346 max(chi ** 2) is 22.8855206126 total(chi ** 2) is 417.666683087 Now to test model score... Number of parameters is 7 BIC is 455.579385902 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -5.27764289211 max(chi) is 17.2284104466 max(chi ** 2) is 296.818126518 total(chi ** 2) is 4686.43487362 Now to test model score... Number of parameters is 3 BIC is 4702.68317483 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -8.4489323693 max(chi) is 13.7924733029 max(chi ** 2) is 190.232319812 total(chi ** 2) is 2297.53052512 Now to test model score... Number of parameters is 4 BIC is 2319.19492673 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -7.6478452918 max(chi) is 10.8414196073 max(chi ** 2) is 117.536379101 total(chi ** 2) is 1823.37793992 Now to test model score... Number of parameters is 5 BIC is 1850.45844193 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528042853651755, mh=-0.53500311548801083, mv=-0.026991679461915483, w=4191.4515918366687, x=5.4387441190644648, y=6.6278891769200348) min(chi) is -6.60101694291 max(chi) is 4.53120551295 max(chi ** 2) is 43.5734246806 total(chi ** 2) is 682.551989927 Now to test model score... Number of parameters is 6 BIC is 715.04859234 roaming free PSF optimal params are: gen_crc(z0=17.1540700366774, mh=0.092899567391240029, mv=0.061155287602359616, w=5853.4772735754768, var=3.6768976305928729, x=5.4242584381164525, y=6.6695259811986993) min(chi) is -3.62937912317 max(chi) is 2.83804444442 max(chi ** 2) is 13.1723928197 total(chi ** 2) is 411.069772162 Now to test model score... Number of parameters is 7 BIC is 448.982474978 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -3.25344247512 max(chi) is 7.45824187259 max(chi ** 2) is 55.62537183 total(chi ** 2) is 780.772835588 Now to test model score... Number of parameters is 3 BIC is 797.021136794 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.91691867335 max(chi) is 4.24123155503 max(chi ** 2) is 17.9880451034 total(chi ** 2) is 341.215227893 Now to test model score... Number of parameters is 4 BIC is 362.879629501 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -2.27199149101 max(chi) is 3.1707280829 max(chi ** 2) is 10.0535165757 total(chi ** 2) is 186.661676046 Now to test model score... Number of parameters is 5 BIC is 213.742178057 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01240923493623, mh=0.27151760059863106, mv=-0.44800108973395342, w=1640.1881526271666, x=5.8071484731158138, y=6.2839640131138532) min(chi) is -2.16888238444 max(chi) is 2.0237947876 max(chi ** 2) is 4.70405079753 total(chi ** 2) is 164.582120195 Now to test model score... Number of parameters is 6 BIC is 197.078722608 roaming free PSF optimal params are: gen_crc(z0=114.0235217690196, mh=0.80677718456684655, mv=-0.11904576859249583, w=3457.811616088673, var=6.0964990977477864, x=5.735297200408608, y=6.2345338309987621) min(chi) is -1.06031735497 max(chi) is 1.21471258501 max(chi ** 2) is 1.47552666418 total(chi ** 2) is 43.2341835023 Now to test model score... Number of parameters is 7 BIC is 81.1468863177 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.94821546253 max(chi) is 1.69439806028 max(chi ** 2) is 8.69197441348 total(chi ** 2) is 226.786111905 Now to test model score... Number of parameters is 3 BIC is 243.034413111 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.8201204582 max(chi) is 1.8224879947 max(chi ** 2) is 7.95307939877 total(chi ** 2) is 201.098916194 Now to test model score... Number of parameters is 4 BIC is 222.763317803 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -2.06199309248 max(chi) is 2.17152899228 max(chi ** 2) is 4.71553816432 total(chi ** 2) is 168.677207061 Now to test model score... Number of parameters is 5 BIC is 195.757709072 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424871701154, mh=0.66510987416262379, mv=-3.5261293202422248, w=427.58492517939345, x=4.8379269718682831, y=10.569202124284235) min(chi) is -2.86967575847 max(chi) is 1.58290143781 max(chi ** 2) is 8.23503895877 total(chi ** 2) is 189.844566622 Now to test model score... Number of parameters is 6 BIC is 222.341169035 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.262072846357, mh=14.356757833062932, mv=-40.474867997474831, w=17186917.391731422, var=1186.351740026294, x=-5.7396487501344122, y=41.259102582232195) min(chi) is -0.738969055903 max(chi) is 1.42698360906 max(chi ** 2) is 2.03628222053 total(chi ** 2) is 25.0274940482 Now to test model score... Number of parameters is 7 BIC is 62.9401968637 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -2.16303631508 max(chi) is 1.37222087336 max(chi ** 2) is 4.67872610036 total(chi ** 2) is 125.808866123 Now to test model score... Number of parameters is 3 BIC is 142.05716733 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -2.05562078816 max(chi) is 1.42742249365 max(chi ** 2) is 4.2255768247 total(chi ** 2) is 107.74602765 Now to test model score... Number of parameters is 4 BIC is 129.410429259 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.33558899691 max(chi) is 1.56490359834 max(chi ** 2) is 2.44892327211 total(chi ** 2) is 81.9612789402 Now to test model score... Number of parameters is 5 BIC is 109.041780951 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25927649656754, mh=0.37760753558456905, mv=-2.2509847726064436, w=437.49638908267485, x=7.610120872985112, y=2.3666115659534781) min(chi) is -1.75672882035 max(chi) is 1.34051610239 max(chi ** 2) is 3.08609614826 total(chi ** 2) is 87.9315742091 Now to test model score... Number of parameters is 6 BIC is 120.428176622 roaming free PSF optimal params are: gen_crc(z0=-98.953576286017935, mh=-1.7400435067719933, mv=10.011699871876241, w=499918.83144313132, var=227.15554765724292, x=9.5964550633276726, y=-8.3947821450477846) min(chi) is -0.868256963773 max(chi) is 1.02524129855 max(chi ** 2) is 1.05111972025 total(chi ** 2) is 24.7911580487 Now to test model score... Number of parameters is 7 BIC is 62.7038608641 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -3.41795482486 max(chi) is 4.74643420084 max(chi ** 2) is 22.5286376229 total(chi ** 2) is 668.288418456 Now to test model score... Number of parameters is 3 BIC is 684.536719663 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.9558309344 max(chi) is 3.2569863928 max(chi ** 2) is 10.6079603629 total(chi ** 2) is 333.963578548 Now to test model score... Number of parameters is 4 BIC is 355.627980157 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.30004302236 max(chi) is 1.39600547851 max(chi ** 2) is 1.94883129603 total(chi ** 2) is 50.1922059131 Now to test model score... Number of parameters is 5 BIC is 77.2727079242 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06323496143537, mh=-1.7341484973469357, mv=0.083401845085239804, w=1294.7078143491715, x=5.8950008484654122, y=7.0221775763706145) min(chi) is -3.43292971628 max(chi) is 1.90528031431 max(chi ** 2) is 11.7850064369 total(chi ** 2) is 282.199147529 Now to test model score... Number of parameters is 6 BIC is 314.695749942 roaming free PSF optimal params are: gen_crc(z0=171.93777437173119, mh=-0.55757204379427561, mv=-0.047554594459581295, w=7844.0604271422726, var=15.630355636343271, x=5.7279194665733222, y=7.1145343068756635) min(chi) is -0.59867328687 max(chi) is 0.822697264753 max(chi ** 2) is 0.676830789432 total(chi ** 2) is 14.019606886 Now to test model score... Number of parameters is 7 BIC is 51.9323097014 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -4.0012183755 max(chi) is 12.3007614709 max(chi ** 2) is 151.308732765 total(chi ** 2) is 1734.2027368 Now to test model score... Number of parameters is 3 BIC is 1750.451038 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.84992437138 max(chi) is 4.826001059 max(chi ** 2) is 23.2902862215 total(chi ** 2) is 437.077440708 Now to test model score... Number of parameters is 4 BIC is 458.741842317 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.65428597006 max(chi) is 3.96012201014 max(chi ** 2) is 15.6825663352 total(chi ** 2) is 234.768202154 Now to test model score... Number of parameters is 5 BIC is 261.848704166 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154169169014338, mh=-0.54530191027244812, mv=-0.33349739954814778, w=2503.4283451944634, x=6.2139638189911315, y=6.9211826217127452) min(chi) is -3.30055289173 max(chi) is 2.22984633661 max(chi ** 2) is 10.8936493911 total(chi ** 2) is 284.009986743 Now to test model score... Number of parameters is 6 BIC is 316.506589156 roaming free PSF optimal params are: gen_crc(z0=81.731766295277524, mh=-0.31988531162015671, mv=-0.40456557442994967, w=4161.4417880973833, var=4.7706235216953736, x=6.2928769203771227, y=7.0245193031438093) min(chi) is -2.75843518994 max(chi) is 2.03244246746 max(chi ** 2) is 7.60896469708 total(chi ** 2) is 154.447575108 Now to test model score... Number of parameters is 7 BIC is 192.360277924 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -4.25975842802 max(chi) is 14.3540104814 max(chi ** 2) is 206.037616901 total(chi ** 2) is 2065.85037276 Now to test model score... Number of parameters is 3 BIC is 2082.09867397 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -6.20039215255 max(chi) is 9.5948375097 max(chi ** 2) is 92.0609068375 total(chi ** 2) is 1089.24595012 Now to test model score... Number of parameters is 4 BIC is 1110.91035173 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -5.73454739311 max(chi) is 8.20797554323 max(chi ** 2) is 67.3708625182 total(chi ** 2) is 904.151449797 Now to test model score... Number of parameters is 5 BIC is 931.231951808 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199567138590908, mh=-0.21671567101043743, mv=-0.87552620450357477, w=2824.4946924915048, x=5.3038650045659779, y=6.9434241419195626) min(chi) is -2.83526392721 max(chi) is 2.79991952697 max(chi ** 2) is 8.03872153693 total(chi ** 2) is 252.012938581 Now to test model score... Number of parameters is 6 BIC is 284.509540995 roaming free PSF optimal params are: gen_crc(z0=54.439834253217455, mh=0.060517616330556627, mv=-0.89646102438652953, w=3493.3305627114505, var=3.1399109940771757, x=5.291765808120946, y=6.9794110562322702) min(chi) is -2.91840637795 max(chi) is 2.20635260397 max(chi ** 2) is 8.51709578684 total(chi ** 2) is 211.266094422 Now to test model score... Number of parameters is 7 BIC is 249.178797238 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -4.93005076657 max(chi) is 14.5086197452 max(chi ** 2) is 210.50004691 total(chi ** 2) is 3139.03940453 Now to test model score... Number of parameters is 3 BIC is 3155.28770573 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.93961903807 max(chi) is 5.12617733605 max(chi ** 2) is 26.2776940806 total(chi ** 2) is 906.941404888 Now to test model score... Number of parameters is 4 BIC is 928.605806496 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -3.15908171824 max(chi) is 3.68443932783 max(chi ** 2) is 13.5750931604 total(chi ** 2) is 404.962232684 Now to test model score... Number of parameters is 5 BIC is 432.042734695 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258482706125861, mh=-0.11239382593886725, mv=0.2386883234258399, w=3161.9319716934838, x=6.5047425551047615, y=7.0172394374897866) min(chi) is -3.61621591106 max(chi) is 4.22038000125 max(chi ** 2) is 17.811607355 total(chi ** 2) is 818.814842722 Now to test model score... Number of parameters is 6 BIC is 851.311445135 roaming free PSF optimal params are: gen_crc(z0=22.491855414188645, mh=0.20493564690577665, mv=0.13228019971856078, w=6636.7774709890646, var=6.185077795104875, x=6.5495164650587032, y=7.0778584890718843) min(chi) is -3.15503799991 max(chi) is 3.31468392 max(chi ** 2) is 10.9871294895 total(chi ** 2) is 350.287954611 Now to test model score... Number of parameters is 7 BIC is 388.200657427 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -5.12008128376 max(chi) is 16.5092908702 max(chi ** 2) is 272.556685038 total(chi ** 2) is 4080.80528666 Now to test model score... Number of parameters is 3 BIC is 4097.05358787 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -6.15023469139 max(chi) is 9.85401130751 max(chi ** 2) is 97.1015388485 total(chi ** 2) is 1500.16042485 Now to test model score... Number of parameters is 4 BIC is 1521.82482646 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -5.78030218476 max(chi) is 7.3375844013 max(chi ** 2) is 53.8401448462 total(chi ** 2) is 1169.03723996 Now to test model score... Number of parameters is 5 BIC is 1196.11774197 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.94888029064839, mh=0.76618226406615597, mv=-0.14824540954474696, w=3806.2780201814367, x=5.9824343336581123, y=7.6238877661355344) min(chi) is -5.2243382454 max(chi) is 4.69650919924 max(chi ** 2) is 27.2937101024 total(chi ** 2) is 749.159985945 Now to test model score... Number of parameters is 6 BIC is 781.656588358 roaming free PSF optimal params are: gen_crc(z0=29.070655734122415, mh=1.2401383154153083, mv=-0.43292437855098465, w=5509.9279709543589, var=3.9105896919307388, x=5.9314662105753087, y=7.6500685029918509) min(chi) is -3.52774662374 max(chi) is 4.98513050795 max(chi ** 2) is 24.8515261813 total(chi ** 2) is 533.02819962 Now to test model score... Number of parameters is 7 BIC is 570.940902436 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -7.78236664349 max(chi) is 13.5638281766 max(chi ** 2) is 183.977434803 total(chi ** 2) is 3433.78894732 Now to test model score... Number of parameters is 3 BIC is 3450.03724852 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -6.66465976801 max(chi) is 8.19034048453 max(chi ** 2) is 67.0816772526 total(chi ** 2) is 1478.06378318 Now to test model score... Number of parameters is 4 BIC is 1499.72818479 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -4.50544986691 max(chi) is 6.21397244533 max(chi ** 2) is 38.6134535514 total(chi ** 2) is 802.554468212 Now to test model score... Number of parameters is 5 BIC is 829.634970223 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366501378562837, mh=-1.0864956817676803, mv=0.88236926636509183, w=3283.0718506395533, x=5.7703604256484509, y=7.1264236014383737) min(chi) is -5.8823287745 max(chi) is 3.98798835543 max(chi ** 2) is 34.6017918114 total(chi ** 2) is 957.109115673 Now to test model score... Number of parameters is 6 BIC is 989.605718086 roaming free PSF optimal params are: gen_crc(z0=25.442540283912294, mh=0.7720826187192299, mv=0.47449893345745736, w=8855.3676435427606, var=8.0555535114210617, x=5.5155114158398151, y=7.2633606802112451) min(chi) is -2.91452083042 max(chi) is 3.11264723606 max(chi ** 2) is 9.68857281616 total(chi ** 2) is 366.046262944 Now to test model score... Number of parameters is 7 BIC is 403.95896576 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -8.36854124722 max(chi) is 13.7059123419 max(chi ** 2) is 187.852033125 total(chi ** 2) is 7216.17532647 Now to test model score... Number of parameters is 3 BIC is 7232.42362768 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -10.6719777635 max(chi) is 11.0376855013 max(chi ** 2) is 121.830501225 total(chi ** 2) is 3283.30920469 Now to test model score... Number of parameters is 4 BIC is 3304.9736063 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -3.78624653208 max(chi) is 5.05566971027 max(chi ** 2) is 25.5597962193 total(chi ** 2) is 651.270377719 Now to test model score... Number of parameters is 5 BIC is 678.35087973 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.770895766982832, mh=-1.0351232685694585, mv=1.8634933628602817, w=4244.8774180917326, x=6.9063607708905552, y=7.7605427366554371) min(chi) is -11.2134333396 max(chi) is 8.22384846542 max(chi ** 2) is 125.741087261 total(chi ** 2) is 3045.46967105 Now to test model score... Number of parameters is 6 BIC is 3077.96627346 roaming free PSF optimal params are: gen_crc(z0=28.913903225675362, mh=-0.41204495957339271, mv=-0.30116068493550469, w=16910.090714051086, var=10.789358865132078, x=6.7830494600483977, y=7.8909907171175675) min(chi) is -3.03305961521 max(chi) is 3.12081572147 max(chi ** 2) is 9.73949076736 total(chi ** 2) is 352.296658319 Now to test model score... Number of parameters is 7 BIC is 390.209361135 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.88064023152 max(chi) is 13.2907328564 max(chi ** 2) is 176.643579859 total(chi ** 2) is 1798.59170718 Now to test model score... Number of parameters is 3 BIC is 1814.84000839 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -5.08807710615 max(chi) is 5.51094205474 max(chi ** 2) is 30.3704823307 total(chi ** 2) is 631.849167239 Now to test model score... Number of parameters is 4 BIC is 653.513568848 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -4.60314795549 max(chi) is 4.93280129089 max(chi ** 2) is 24.3325285754 total(chi ** 2) is 557.658800568 Now to test model score... Number of parameters is 5 BIC is 584.739302579 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724069663422924, mh=-0.84614502658917201, mv=-0.1299248627751213, w=2553.4095703019766, x=6.7011038263273619, y=8.0130752259311784) min(chi) is -2.52101709853 max(chi) is 3.34143681135 max(chi ** 2) is 11.1651999642 total(chi ** 2) is 295.650416438 Now to test model score... Number of parameters is 6 BIC is 328.147018851 roaming free PSF optimal params are: gen_crc(z0=31.241875322331342, mh=-0.80986808702220103, mv=-0.24996619217866828, w=3019.0549401898388, var=2.9489385376419088, x=6.6966513471138791, y=8.0243258623407403) min(chi) is -2.36189681619 max(chi) is 3.15642926834 max(chi ** 2) is 9.96304572606 total(chi ** 2) is 272.356610309 Now to test model score... Number of parameters is 7 BIC is 310.269313124 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -5.24107923956 max(chi) is 3.95070506669 max(chi ** 2) is 27.4689115953 total(chi ** 2) is 1322.49127802 Now to test model score... Number of parameters is 3 BIC is 1338.73957923 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -5.01157636875 max(chi) is 4.03915980206 max(chi ** 2) is 25.1158976998 total(chi ** 2) is 1240.03424876 Now to test model score... Number of parameters is 4 BIC is 1261.69865037 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -4.76299015577 max(chi) is 2.15476387038 max(chi ** 2) is 22.6860752239 total(chi ** 2) is 283.643469027 Now to test model score... Number of parameters is 5 BIC is 310.723971038 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68771274704969, mh=-2.4395060708574916, mv=0.78845970315390079, w=1135.6749783742268, x=10.205327259534243, y=6.3211863269151145) min(chi) is -5.43912356415 max(chi) is 3.73725039382 max(chi ** 2) is 29.5840651461 total(chi ** 2) is 1047.02941427 Now to test model score... Number of parameters is 6 BIC is 1079.52601668 roaming free PSF optimal params are: gen_crc(z0=-1642.2442252249475, mh=-43.158787136322985, mv=1.9219789191639838, w=13724106.202077875, var=849.40916609858709, x=23.632974782121241, y=6.4740458740781808) min(chi) is -4.75124555159 max(chi) is 1.73646415503 max(chi ** 2) is 22.5743342915 total(chi ** 2) is 238.111542498 Now to test model score... Number of parameters is 7 BIC is 276.024245313 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -7.70675496449 max(chi) is 15.5607968275 max(chi ** 2) is 242.138397906 total(chi ** 2) is 5638.22623299 Now to test model score... Number of parameters is 3 BIC is 5654.47453419 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -7.83945799907 max(chi) is 11.3014889683 max(chi ** 2) is 127.723652901 total(chi ** 2) is 2519.25612351 Now to test model score... Number of parameters is 4 BIC is 2540.92052512 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -6.48965953026 max(chi) is 7.01269147126 max(chi ** 2) is 49.177841671 total(chi ** 2) is 1380.51922405 Now to test model score... Number of parameters is 5 BIC is 1407.59972606 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330320713734665, mh=-0.013517334435816203, mv=2.0861818463859034, w=4209.2781108308936, x=6.5181394831646093, y=8.2204906473617392) min(chi) is -7.68780158353 max(chi) is 5.36448978384 max(chi ** 2) is 59.1022931877 total(chi ** 2) is 1573.15479042 Now to test model score... Number of parameters is 6 BIC is 1605.65139283 roaming free PSF optimal params are: gen_crc(z0=17.719281830359265, mh=0.80296482632395494, mv=0.19830744617925292, w=9999.1935674656488, var=6.7847352599728366, x=6.425227790208031, y=8.3873360036783975) min(chi) is -4.42283776485 max(chi) is 3.70481231401 max(chi ** 2) is 19.5614938941 total(chi ** 2) is 432.058013925 Now to test model score... Number of parameters is 7 BIC is 469.970716741 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.99594677658 max(chi) is 14.7007767955 max(chi ** 2) is 216.112838392 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 3 BIC is 1772.17808578 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -4.02427727452 max(chi) is 14.6813548421 max(chi ** 2) is 215.542180001 total(chi ** 2) is 1755.97317934 Now to test model score... Number of parameters is 4 BIC is 1777.63758094 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.99594775274 max(chi) is 14.7007761264 max(chi ** 2) is 216.112818718 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 5 BIC is 1783.01028659 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000707679212, mh=-2.4085714292289864, mv=-1.2419048621760889, w=-15.397097030335237, x=-468974.68539850583, y=16959.3142555823) min(chi) is -3.99594688436 max(chi) is 14.7007767586 max(chi ** 2) is 216.112837306 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 6 BIC is 1788.42638699 roaming free PSF optimal params are: gen_crc(z0=53.900000707679212, mh=-2.4085714292289864, mv=-1.2419048621760889, w=-15.397097030335237, var=2.25, x=-468974.68539850583, y=16959.3142555823) min(chi) is -3.99594688436 max(chi) is 14.7007767586 max(chi ** 2) is 216.112837306 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 7 BIC is 1793.84248739 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -10.7232666227 max(chi) is 13.785322842 max(chi ** 2) is 190.035125857 total(chi ** 2) is 5127.42453474 Now to test model score... Number of parameters is 3 BIC is 5143.67283595 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -9.88968993812 max(chi) is 13.4818248303 max(chi ** 2) is 181.759600754 total(chi ** 2) is 4039.63731568 Now to test model score... Number of parameters is 4 BIC is 4061.30171729 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -8.41418180057 max(chi) is 10.5830610209 max(chi ** 2) is 112.001180572 total(chi ** 2) is 2928.31210009 Now to test model score... Number of parameters is 5 BIC is 2955.3926021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.972540416325572, mh=-4.4423344247592889, mv=-1.1579781191593692, w=3847.8008588182406, x=4.5934721726849972, y=5.5231276997547827) min(chi) is -7.47089278337 max(chi) is 8.4008498132 max(chi ** 2) is 70.574277584 total(chi ** 2) is 1895.63597391 Now to test model score... Number of parameters is 6 BIC is 1928.13257633 roaming free PSF optimal params are: gen_crc(z0=3.711039374695619, mh=0.76389646913283749, mv=1.8017243775997596, w=13613.182944964012, var=9.0901499990930006, x=4.0990230039580773, y=5.3706283988538059) min(chi) is -3.97085843709 max(chi) is 5.0101775061 max(chi ** 2) is 25.1018786427 total(chi ** 2) is 616.623045447 Now to test model score... Number of parameters is 7 BIC is 654.535748263 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -4.59767457097 max(chi) is 16.003992616 max(chi ** 2) is 256.127779652 total(chi ** 2) is 2962.51379146 Now to test model score... Number of parameters is 3 BIC is 2978.76209267 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -6.78019913345 max(chi) is 14.4277822867 max(chi ** 2) is 208.160901713 total(chi ** 2) is 2612.02858848 Now to test model score... Number of parameters is 4 BIC is 2633.69299009 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -6.1636227321 max(chi) is 12.5617824728 max(chi ** 2) is 157.798378894 total(chi ** 2) is 2286.44863396 Now to test model score... Number of parameters is 5 BIC is 2313.52913597 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248053011676561, mh=0.76093622775620007, mv=0.83231390532270189, w=3297.0550204535666, x=4.469918413245086, y=6.0145599076582688) min(chi) is -3.05461488575 max(chi) is 5.6455034834 max(chi ** 2) is 31.8717095811 total(chi ** 2) is 577.86034532 Now to test model score... Number of parameters is 6 BIC is 610.356947733 roaming free PSF optimal params are: gen_crc(z0=16.045857493015919, mh=0.8921831275034463, mv=0.88257222484029407, w=3507.8932048819734, var=2.4846222196460714, x=4.4620824415708249, y=6.0132105764086372) min(chi) is -3.00434550716 max(chi) is 5.67693332665 max(chi ** 2) is 32.2275719952 total(chi ** 2) is 572.497948321 Now to test model score... Number of parameters is 7 BIC is 610.410651137 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -5.14898535693 max(chi) is 14.3950405015 max(chi ** 2) is 207.217191039 total(chi ** 2) is 2333.84343845 Now to test model score... Number of parameters is 3 BIC is 2350.09173966 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -4.82242606557 max(chi) is 14.0182109315 max(chi ** 2) is 196.510237719 total(chi ** 2) is 2166.89461421 Now to test model score... Number of parameters is 4 BIC is 2188.55901582 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -4.06478142965 max(chi) is 12.4397501072 max(chi ** 2) is 154.74738273 total(chi ** 2) is 1903.16351615 Now to test model score... Number of parameters is 5 BIC is 1930.24401816 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505213856914104, mh=-0.42723003253328456, mv=-0.091600320338916408, w=3029.4804320591475, x=3.5510350999113669, y=6.7098848623493321) min(chi) is -2.82876848693 max(chi) is 3.26219296227 max(chi ** 2) is 10.6419029231 total(chi ** 2) is 392.274729586 Now to test model score... Number of parameters is 6 BIC is 424.771332 roaming free PSF optimal params are: gen_crc(z0=26.832646568949478, mh=0.40595447281747754, mv=-0.057041804969120702, w=4116.7076769430896, var=3.4832399181654212, x=3.5061872598091806, y=6.7478904678839795) min(chi) is -2.76950067014 max(chi) is 3.09582393765 max(chi ** 2) is 9.58412585293 total(chi ** 2) is 321.451204502 Now to test model score... Number of parameters is 7 BIC is 359.363907317 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -6.7216353319 max(chi) is 13.0225925247 max(chi ** 2) is 169.587916064 total(chi ** 2) is 2623.89775397 Now to test model score... Number of parameters is 3 BIC is 2640.14605518 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -5.98216411369 max(chi) is 11.7729360047 max(chi ** 2) is 138.602022171 total(chi ** 2) is 1767.85680605 Now to test model score... Number of parameters is 4 BIC is 1789.52120766 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.98417837047 max(chi) is 8.92951707829 max(chi ** 2) is 79.7362752516 total(chi ** 2) is 1045.71876204 Now to test model score... Number of parameters is 5 BIC is 1072.79926405 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034205276188743, mh=-2.165122809075045, mv=-0.91571777446460356, w=2784.7616974795233, x=5.3235930113878212, y=5.8012163566019446) min(chi) is -5.38741960228 max(chi) is 3.49096860681 max(chi ** 2) is 29.024289971 total(chi ** 2) is 879.708652582 Now to test model score... Number of parameters is 6 BIC is 912.205254995 roaming free PSF optimal params are: gen_crc(z0=34.211618160028088, mh=-0.28589764211716551, mv=-0.093900990708668447, w=7782.5509822011973, var=8.3087899438317958, x=5.1600429166227313, y=6.0200038980225283) min(chi) is -3.14232465045 max(chi) is 4.58494714817 max(chi ** 2) is 21.0217403515 total(chi ** 2) is 515.895129428 Now to test model score... Number of parameters is 7 BIC is 553.807832243 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -6.54023473724 max(chi) is 11.154302057 max(chi ** 2) is 124.418454379 total(chi ** 2) is 2365.12894647 Now to test model score... Number of parameters is 3 BIC is 2381.37724768 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -6.01592314646 max(chi) is 8.64796447008 max(chi ** 2) is 74.7872894757 total(chi ** 2) is 1657.16665608 Now to test model score... Number of parameters is 4 BIC is 1678.83105768 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -4.62070846771 max(chi) is 6.50047097051 max(chi ** 2) is 42.2561228384 total(chi ** 2) is 995.393031957 Now to test model score... Number of parameters is 5 BIC is 1022.47353397 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.774975008783358, mh=-2.0624967301114081, mv=-0.7338822563279378, w=2561.1780487590731, x=4.9968236727429129, y=6.2113235048096103) min(chi) is -5.08754765928 max(chi) is 4.41736991525 max(chi ** 2) is 25.8831411854 total(chi ** 2) is 894.276941346 Now to test model score... Number of parameters is 6 BIC is 926.773543759 roaming free PSF optimal params are: gen_crc(z0=26.797850105816192, mh=-0.067040167500196104, mv=0.30512538073844603, w=7540.3929682331072, var=8.2918996548373958, x=4.9388792500434704, y=6.0456771296265268) min(chi) is -3.78479280659 max(chi) is 3.35695378011 max(chi ** 2) is 14.3246565888 total(chi ** 2) is 423.869989236 Now to test model score... Number of parameters is 7 BIC is 461.782692052 ################################### ######## RUN NO. 54 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -6.45808525462 max(chi) is 11.4296752897 max(chi ** 2) is 130.637477228 total(chi ** 2) is 2223.8364053 Now to test model score... Number of parameters is 3 BIC is 2240.0847065 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -5.7785922517 max(chi) is 8.83100587569 max(chi ** 2) is 77.9866647764 total(chi ** 2) is 1501.03028338 Now to test model score... Number of parameters is 4 BIC is 1522.69468499 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -5.60879198031 max(chi) is 7.08223389398 max(chi ** 2) is 50.1580369291 total(chi ** 2) is 999.189744827 Now to test model score... Number of parameters is 5 BIC is 1026.27024684 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047133314491589, mh=-2.1701073329207925, mv=-1.1490397656923657, w=2537.2163610399775, x=5.1460581646430086, y=6.3858775081063213) min(chi) is -5.02589034916 max(chi) is 4.2915029964 max(chi ** 2) is 25.2595738018 total(chi ** 2) is 770.950599848 Now to test model score... Number of parameters is 6 BIC is 803.447202262 roaming free PSF optimal params are: gen_crc(z0=49.882863910869851, mh=-0.78682788336505005, mv=-0.82942251118398935, w=5856.0201619027594, var=6.697865958201267, x=5.0693139055888086, y=6.4765693901440091) min(chi) is -3.27318314842 max(chi) is 4.34746257582 max(chi ** 2) is 18.9004308481 total(chi ** 2) is 478.354132211 Now to test model score... Number of parameters is 7 BIC is 516.266835027 ################################### ######## RUN NO. 55 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -6.77786751805 max(chi) is 14.952668892 max(chi ** 2) is 223.582306994 total(chi ** 2) is 3940.44737442 Now to test model score... Number of parameters is 3 BIC is 3956.69567563 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -6.49818944691 max(chi) is 13.0973934237 max(chi ** 2) is 171.541714495 total(chi ** 2) is 2636.05925566 Now to test model score... Number of parameters is 4 BIC is 2657.72365727 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -6.80203172158 max(chi) is 10.0134018702 max(chi ** 2) is 100.268217014 total(chi ** 2) is 2014.59352225 Now to test model score... Number of parameters is 5 BIC is 2041.67402426 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880394658543906, mh=-2.2730365441727298, mv=0.13841075259239141, w=3712.409076206091, x=4.9046192186609643, y=6.1962705415464869) min(chi) is -6.0855235093 max(chi) is 5.52948974046 max(chi ** 2) is 37.0335963822 total(chi ** 2) is 860.008472693 Now to test model score... Number of parameters is 6 BIC is 892.505075106 roaming free PSF optimal params are: gen_crc(z0=28.114138633912599, mh=-0.88432792258421489, mv=0.53895902317598743, w=6289.6095434259496, var=4.6618153834127884, x=4.7779584573035434, y=6.2469317831234248) min(chi) is -4.18210728383 max(chi) is 4.78786391829 max(chi ** 2) is 22.9236409001 total(chi ** 2) is 536.363363961 Now to test model score... Number of parameters is 7 BIC is 574.276066776 ################################### ######## RUN NO. 56 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -5.27083667106 max(chi) is 3.99929831922 max(chi ** 2) is 27.781719213 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 3 BIC is 906.936316902 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -5.26911301397 max(chi) is 3.96491582496 max(chi ** 2) is 27.7635519539 total(chi ** 2) is 891.361060484 Now to test model score... Number of parameters is 4 BIC is 913.025462092 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -5.27083667898 max(chi) is 3.99929830142 max(chi ** 2) is 27.7817192965 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 5 BIC is 917.768517706 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944419201035, mh=-1.3478571241936053, mv=-2.7623809349595483, w=-92.522220489516201, x=2253383.118446758, y=-410800.89317748189) min(chi) is -5.27083668489 max(chi) is 3.99929831629 max(chi ** 2) is 27.7817193588 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 6 BIC is 923.184618109 roaming free PSF optimal params are: gen_crc(z0=244.58944419201035, mh=-1.3478571241936053, mv=-2.7623809349595483, w=-92.522220489516201, var=2.25, x=2253383.118446758, y=-410800.89317748189) min(chi) is -5.27083668489 max(chi) is 3.99929831629 max(chi ** 2) is 27.7817193588 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 7 BIC is 928.600718511 ################################### ######## RUN NO. 57 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -6.71537286532 max(chi) is 13.8307779147 max(chi ** 2) is 191.290417726 total(chi ** 2) is 3561.9048477 Now to test model score... Number of parameters is 3 BIC is 3578.15314891 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -7.8500061922 max(chi) is 12.7886343052 max(chi ** 2) is 163.549167392 total(chi ** 2) is 2064.7564378 Now to test model score... Number of parameters is 4 BIC is 2086.42083941 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -5.7082657866 max(chi) is 9.75187666925 max(chi ** 2) is 95.0990985722 total(chi ** 2) is 1477.34061923 Now to test model score... Number of parameters is 5 BIC is 1504.42112124 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207468423989511, mh=-0.44553677616477327, mv=0.39777812479909563, w=3651.7525835856954, x=5.1870563516993098, y=6.3395351023294397) min(chi) is -6.17317492591 max(chi) is 3.6219084699 max(chi ** 2) is 38.1080886659 total(chi ** 2) is 550.065401711 Now to test model score... Number of parameters is 6 BIC is 582.562004125 roaming free PSF optimal params are: gen_crc(z0=47.249283221191774, mh=0.43703041432935225, mv=0.74279204227267448, w=5777.7448003636991, var=4.3045854812894362, x=5.18885352521899, y=6.3265354568289647) min(chi) is -3.03467300853 max(chi) is 2.889153693 max(chi ** 2) is 9.2092402687 total(chi ** 2) is 247.668661394 Now to test model score... Number of parameters is 7 BIC is 285.58136421 ################################### ######## RUN NO. 58 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -4.54471129786 max(chi) is 14.523140601 max(chi ** 2) is 210.921612916 total(chi ** 2) is 2266.9041694 Now to test model score... Number of parameters is 3 BIC is 2283.1524706 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -6.07602063613 max(chi) is 10.3564663615 max(chi ** 2) is 107.256395496 total(chi ** 2) is 1382.33501462 Now to test model score... Number of parameters is 4 BIC is 1403.99941623 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -5.90241830146 max(chi) is 9.38853822346 max(chi ** 2) is 88.1446499734 total(chi ** 2) is 1086.25181073 Now to test model score... Number of parameters is 5 BIC is 1113.33231274 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034313772291512, mh=0.16229421877320588, mv=0.25413599437370066, w=2789.5907140637623, x=5.1240433287919531, y=6.9891117683563575) min(chi) is -2.83808278333 max(chi) is 4.65843314206 max(chi ** 2) is 21.7009993391 total(chi ** 2) is 506.498196391 Now to test model score... Number of parameters is 6 BIC is 538.994798804 roaming free PSF optimal params are: gen_crc(z0=20.838987679576849, mh=0.57355212830102387, mv=0.26367672433318945, w=3750.3632487228638, var=3.5368389825399609, x=5.1344300565127625, y=6.9811752048469558) min(chi) is -2.62007814477 max(chi) is 4.42549212421 max(chi ** 2) is 19.5849805415 total(chi ** 2) is 442.979397049 Now to test model score... Number of parameters is 7 BIC is 480.892099864 ################################### ######## RUN NO. 59 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -4.12139050064 max(chi) is 13.4092395586 max(chi ** 2) is 179.80770554 total(chi ** 2) is 1692.53063742 Now to test model score... Number of parameters is 3 BIC is 1708.77893863 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -4.97195494869 max(chi) is 10.4123011552 max(chi ** 2) is 108.416015346 total(chi ** 2) is 910.137856321 Now to test model score... Number of parameters is 4 BIC is 931.80225793 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -4.4151596996 max(chi) is 9.0498788483 max(chi ** 2) is 81.900307169 total(chi ** 2) is 702.29082781 Now to test model score... Number of parameters is 5 BIC is 729.371329821 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957676159729495, mh=1.1647428589878717, mv=0.12668947619057574, w=2565.6175132998173, x=5.3322906583430392, y=6.3805834369843506) min(chi) is -2.50944281975 max(chi) is 2.19269863972 max(chi ** 2) is 6.29730326559 total(chi ** 2) is 199.306436112 Now to test model score... Number of parameters is 6 BIC is 231.803038526 roaming free PSF optimal params are: gen_crc(z0=53.081959262200847, mh=1.3592620104227988, mv=0.17738639391085889, w=3052.333724170926, var=2.967923868473199, x=5.3283347078845154, y=6.409261283388604) min(chi) is -2.31037935963 max(chi) is 2.12894935237 max(chi ** 2) is 5.33785278539 total(chi ** 2) is 177.670774341 Now to test model score... Number of parameters is 7 BIC is 215.583477157 ################################### ######## RUN NO. 60 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -5.85020505376 max(chi) is 14.1326259268 max(chi ** 2) is 199.731115586 total(chi ** 2) is 2481.79797676 Now to test model score... Number of parameters is 3 BIC is 2498.04627797 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -5.00601105904 max(chi) is 8.82684739818 max(chi ** 2) is 77.9132349908 total(chi ** 2) is 1366.08021282 Now to test model score... Number of parameters is 4 BIC is 1387.74461443 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -4.19778032221 max(chi) is 7.31287579487 max(chi ** 2) is 53.4781523911 total(chi ** 2) is 847.35346309 Now to test model score... Number of parameters is 5 BIC is 874.433965101 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.60395929736999, mh=-0.95322171261237487, mv=-0.58521371105990483, w=2767.2061662040792, x=5.5389825211750638, y=6.4192102508428599) min(chi) is -4.11939631883 max(chi) is 4.50279299544 max(chi ** 2) is 20.2751447598 total(chi ** 2) is 735.215835497 Now to test model score... Number of parameters is 6 BIC is 767.71243791 roaming free PSF optimal params are: gen_crc(z0=35.097412532577188, mh=-0.10242806597736814, mv=-0.48629136191396283, w=5477.1289748003455, var=5.7969146294647595, x=5.5606236308013619, y=6.6206496905839529) min(chi) is -3.71811992231 max(chi) is 5.31548301691 max(chi ** 2) is 28.2543597031 total(chi ** 2) is 484.299489323 Now to test model score... Number of parameters is 7 BIC is 522.212192138 ################################### ######## RUN NO. 61 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -6.70029449121 max(chi) is 10.0161078271 max(chi ** 2) is 100.322416003 total(chi ** 2) is 2667.29565269 Now to test model score... Number of parameters is 3 BIC is 2683.5439539 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -5.82368913722 max(chi) is 7.65975684252 max(chi ** 2) is 58.6718748865 total(chi ** 2) is 1464.31056663 Now to test model score... Number of parameters is 4 BIC is 1485.97496824 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -3.25218510274 max(chi) is 5.32015076301 max(chi ** 2) is 28.3040041412 total(chi ** 2) is 607.100202821 Now to test model score... Number of parameters is 5 BIC is 634.180704832 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.73807242927343, mh=-1.3424586923752275, mv=-1.5874042391604939, w=2513.4916732568199, x=5.976803731268209, y=6.0841448378927137) min(chi) is -5.70296251729 max(chi) is 4.78913399314 max(chi ** 2) is 32.5237814736 total(chi ** 2) is 1219.68564966 Now to test model score... Number of parameters is 6 BIC is 1252.18225207 roaming free PSF optimal params are: gen_crc(z0=21.982789313226231, mh=0.99943318291142935, mv=0.25184272002403274, w=13014.993147528696, var=13.808330950696272, x=5.6181311955550441, y=5.8876776617550508) min(chi) is -3.40743148473 max(chi) is 3.3780261892 max(chi ** 2) is 11.6105893232 total(chi ** 2) is 426.321431809 Now to test model score... Number of parameters is 7 BIC is 464.234134624 ################################### ######## RUN NO. 62 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -6.04408244486 max(chi) is 13.3567649104 max(chi ** 2) is 178.403168872 total(chi ** 2) is 2421.14862131 Now to test model score... Number of parameters is 3 BIC is 2437.39692252 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -5.40492619319 max(chi) is 12.1701416958 max(chi ** 2) is 148.112348897 total(chi ** 2) is 1781.60940068 Now to test model score... Number of parameters is 4 BIC is 1803.27380229 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -5.41445196471 max(chi) is 10.1121355781 max(chi ** 2) is 102.255285949 total(chi ** 2) is 1478.57562682 Now to test model score... Number of parameters is 5 BIC is 1505.65612883 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.04023184564933, mh=-0.8302588310351865, mv=0.004320115754705269, w=3093.3629238400208, x=4.758625295189411, y=6.1602229905237893) min(chi) is -4.82832152335 max(chi) is 3.11295679176 max(chi ** 2) is 23.3126887328 total(chi ** 2) is 294.167812669 Now to test model score... Number of parameters is 6 BIC is 326.664415082 roaming free PSF optimal params are: gen_crc(z0=64.599616233145937, mh=-0.28412226983895711, mv=0.18367903821328549, w=4083.1813506735589, var=3.3962854534117994, x=4.7242300114577507, y=6.1767866188291949) min(chi) is -3.05787988449 max(chi) is 3.28007076816 max(chi ** 2) is 10.7588642441 total(chi ** 2) is 211.037682744 Now to test model score... Number of parameters is 7 BIC is 248.950385559 ################################### ######## RUN NO. 63 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) min(chi) is -4.85849942164 max(chi) is 12.9845217312 max(chi ** 2) is 168.597804588 total(chi ** 2) is 1593.98581313 Now to test model score... Number of parameters is 3 BIC is 1610.23411434 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) min(chi) is -4.01181782287 max(chi) is 4.77107765048 max(chi ** 2) is 22.7631819469 total(chi ** 2) is 470.105772957 Now to test model score... Number of parameters is 4 BIC is 491.770174565 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) min(chi) is -3.89326758915 max(chi) is 4.25779878998 max(chi ** 2) is 18.1288505359 total(chi ** 2) is 458.285253643 Now to test model score... Number of parameters is 5 BIC is 485.365755654 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.558931150961641, mh=0.15001477998724477, mv=-0.16837739473303537, w=2379.1682179287691, x=6.2887840500207028, y=7.3758450945084677) min(chi) is -3.73006649516 max(chi) is 3.19022054846 max(chi ** 2) is 13.9133960583 total(chi ** 2) is 284.417103379 Now to test model score... Number of parameters is 6 BIC is 316.913705792 roaming free PSF optimal params are: gen_crc(z0=44.948091914987515, mh=0.17311061471899095, mv=-0.18251676257577296, w=2502.5125520705119, var=2.4517903268831782, x=6.2850488490975387, y=7.3810612871537833) min(chi) is -3.67289995974 max(chi) is 3.22115650001 max(chi ** 2) is 13.4901941142 total(chi ** 2) is 282.282207827 Now to test model score... Number of parameters is 7 BIC is 320.194910642 ################################### ######## RUN NO. 64 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) min(chi) is -4.49980675563 max(chi) is 12.6715043827 max(chi ** 2) is 160.56702332 total(chi ** 2) is 1517.93871834 Now to test model score... Number of parameters is 3 BIC is 1534.18701955 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) min(chi) is -4.97052749824 max(chi) is 12.28270663 max(chi ** 2) is 150.864882159 total(chi ** 2) is 1340.21686987 Now to test model score... Number of parameters is 4 BIC is 1361.88127148 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) min(chi) is -5.69998519471 max(chi) is 11.3719991262 max(chi ** 2) is 129.322364126 total(chi ** 2) is 1276.99047175 Now to test model score... Number of parameters is 5 BIC is 1304.07097376 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.134354685813172, mh=-2.2833941725048299, mv=0.82433540494657642, w=2259.5969389383322, x=4.4835020428980119, y=7.026913499120127) min(chi) is -3.02528511444 max(chi) is 3.35677618146 max(chi ** 2) is 11.2679463324 total(chi ** 2) is 388.417763439 Now to test model score... Number of parameters is 6 BIC is 420.914365852 roaming free PSF optimal params are: gen_crc(z0=49.203995186999592, mh=-2.2886604036283522, mv=0.8250443511718627, w=2251.0698570390941, var=2.2358827504085319, x=4.4839233739398958, y=7.0256918239530606) min(chi) is -3.0245382559 max(chi) is 3.35776117113 max(chi ** 2) is 11.2745600824 total(chi ** 2) is 388.40868178 Now to test model score... Number of parameters is 7 BIC is 426.321384595 ################################### ######## RUN NO. 65 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) min(chi) is -2.85764936193 max(chi) is 1.80928485374 max(chi ** 2) is 8.16615987576 total(chi ** 2) is 203.791391431 Now to test model score... Number of parameters is 3 BIC is 220.039692637 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) min(chi) is -2.77323190058 max(chi) is 1.89370231536 max(chi ** 2) is 7.69081517441 total(chi ** 2) is 192.635185809 Now to test model score... Number of parameters is 4 BIC is 214.299587418 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) min(chi) is -2.30270478223 max(chi) is 2.31034775813 max(chi ** 2) is 5.33770676352 total(chi ** 2) is 177.056251725 Now to test model score... Number of parameters is 5 BIC is 204.136753736 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348875578067, mh=-3.6408331835036631, mv=2.4988338204788425, w=383.50151743018932, x=7.9601110453297599, y=2.7889350022501063) min(chi) is -2.53663525807 max(chi) is 1.68253537347 max(chi ** 2) is 6.43451843249 total(chi ** 2) is 174.173992396 Now to test model score... Number of parameters is 6 BIC is 206.670594809 roaming free PSF optimal params are: gen_crc(z0=-665.82557970537266, mh=-15.79069840661472, mv=29.517922869065046, w=7193440.7709048046, var=789.70244004180677, x=20.076222914906982, y=-22.394209274254912) min(chi) is -0.671689597863 max(chi) is 0.794677667618 max(chi ** 2) is 0.631512595411 total(chi ** 2) is 17.8874769303 Now to test model score... Number of parameters is 7 BIC is 55.8001797457 ################################### ######## RUN NO. 66 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) min(chi) is -4.472712628 max(chi) is 3.32705151477 max(chi ** 2) is 20.0051582527 total(chi ** 2) is 610.321028472 Now to test model score... Number of parameters is 3 BIC is 626.569329679 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) min(chi) is -4.08496294367 max(chi) is 2.64009987665 max(chi ** 2) is 16.6869222512 total(chi ** 2) is 374.949028172 Now to test model score... Number of parameters is 4 BIC is 396.613429781 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) min(chi) is -1.75812026075 max(chi) is 0.948726638002 max(chi ** 2) is 3.09098685127 total(chi ** 2) is 63.648793774 Now to test model score... Number of parameters is 5 BIC is 90.7292957851 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94733323171999, mh=-1.8011677650657316, mv=-0.7615719042148249, w=1040.167841770404, x=6.4624851290015926, y=6.377589512202948) min(chi) is -3.8974830951 max(chi) is 2.34038297325 max(chi ** 2) is 15.1903744766 total(chi ** 2) is 360.063817881 Now to test model score... Number of parameters is 6 BIC is 392.560420295 roaming free PSF optimal params are: gen_crc(z0=182.95294227223243, mh=-1.2978917314657299, mv=0.3120705650679802, w=11947.04892829295, var=23.46883156355112, x=6.490976459600005, y=6.0154872535050741) min(chi) is -1.146891725 max(chi) is 1.12907874397 max(chi ** 2) is 1.31536062886 total(chi ** 2) is 47.9579697089 Now to test model score... Number of parameters is 7 BIC is 85.8706725244 ################################### ######## RUN NO. 67 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) min(chi) is -4.35805980446 max(chi) is 15.1993032191 max(chi ** 2) is 231.018818347 total(chi ** 2) is 2778.48121055 Now to test model score... Number of parameters is 3 BIC is 2794.72951176 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) min(chi) is -3.63221712197 max(chi) is 4.43755097668 max(chi ** 2) is 19.6918586706 total(chi ** 2) is 702.387939049 Now to test model score... Number of parameters is 4 BIC is 724.052340658 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) min(chi) is -3.26918025827 max(chi) is 3.56952643956 max(chi ** 2) is 12.7415190027 total(chi ** 2) is 551.033709787 Now to test model score... Number of parameters is 5 BIC is 578.114211798 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.87892625321664, mh=-0.1177062944866763, mv=1.5488817688000684, w=3109.145727704537, x=6.4752055540763802, y=7.3344040301396713) min(chi) is -2.93761532835 max(chi) is 3.83512814902 max(chi ** 2) is 14.7082079194 total(chi ** 2) is 537.530247816 Now to test model score... Number of parameters is 6 BIC is 570.026850229 roaming free PSF optimal params are: gen_crc(z0=16.220805596456948, mh=0.10437782536145676, mv=1.3708451032303577, w=4539.8208440685512, var=3.978967538126255, x=6.4333936616977851, y=7.3948649980341745) min(chi) is -2.62572298193 max(chi) is 3.8579102561 max(chi ** 2) is 14.8834715441 total(chi ** 2) is 384.856965523 Now to test model score... Number of parameters is 7 BIC is 422.769668338 ################################### ######## RUN NO. 68 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 69 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 70 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) min(chi) is -7.70675496449 max(chi) is 15.5607968275 max(chi ** 2) is 242.138397906 total(chi ** 2) is 5638.22623299 Now to test model score... Number of parameters is 3 BIC is 5654.47453419 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) min(chi) is -7.83945799907 max(chi) is 11.3014889683 max(chi ** 2) is 127.723652901 total(chi ** 2) is 2519.25612351 Now to test model score... Number of parameters is 4 BIC is 2540.92052512 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) min(chi) is -6.48965953026 max(chi) is 7.01269147126 max(chi ** 2) is 49.177841671 total(chi ** 2) is 1380.51922405 Now to test model score... Number of parameters is 5 BIC is 1407.59972606 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330320713734665, mh=-0.013517334435816203, mv=2.0861818463859034, w=4209.2781108308936, x=6.5181394831646093, y=8.2204906473617392) min(chi) is -7.68780158353 max(chi) is 5.36448978384 max(chi ** 2) is 59.1022931877 total(chi ** 2) is 1573.15479042 Now to test model score... Number of parameters is 6 BIC is 1605.65139283 roaming free PSF optimal params are: gen_crc(z0=17.719281830359265, mh=0.80296482632395494, mv=0.19830744617925292, w=9999.1935674656488, var=6.7847352599728366, x=6.425227790208031, y=8.3873360036783975) min(chi) is -4.42283776485 max(chi) is 3.70481231401 max(chi ** 2) is 19.5614938941 total(chi ** 2) is 432.058013925 Now to test model score... Number of parameters is 7 BIC is 469.970716741 ################################### ######## RUN NO. 71 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 72 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 73 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54625, 17.76453) (358.73690932501245, 208.40671606230086) [ 359.73690933 209.40671606] centre: 360 209 starr is (15, 15) median of starr: 52.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=101.96555555566452, mh=-1.4152380952411747, mv=-3.719523809531923) min(chi) is -7.76510678267 max(chi) is 11.5191127496 max(chi ** 2) is 132.689958537 total(chi ** 2) is 3645.84951511 Now to test model score... Number of parameters is 3 BIC is 3662.09781631 SKY + fixed PSF optimal params are: ciorc(z0=91.644508054850945, mh=-1.4152381926755238, mv=-3.7195238012952836, w=2322.2375098299208) min(chi) is -6.87014592719 max(chi) is 8.6256724129 max(chi ** 2) is 74.4022245747 total(chi ** 2) is 2391.95763691 Now to test model score... Number of parameters is 4 BIC is 2413.62203852 free-variance PSF optimal params are: var_crc(z0=65.090511934107781, mh=-1.4152380523126113, mv=-3.7195237929321112, w=8673.3254336183363, var=10.796665076425876) min(chi) is -6.91269661856 max(chi) is 6.83877848488 max(chi ** 2) is 47.7853745403 total(chi ** 2) is 1786.7899799 Now to test model score... Number of parameters is 5 BIC is 1813.87048191 Roaming fixed-variance PSF optimal params are: roam_crc(z0=79.14516957757148, mh=-0.74016835403761827, mv=-2.9180682536274856, w=2809.1010487498434, x=5.9906239978771323, y=5.8016289563262307) min(chi) is -6.02849216191 max(chi) is 7.65074075045 max(chi ** 2) is 58.5338340306 total(chi ** 2) is 1845.74868623 Now to test model score... Number of parameters is 6 BIC is 1878.24528864 roaming free PSF optimal params are: gen_crc(z0=26.312780244309248, mh=1.5479551378951155, mv=-1.2502174379575539, w=8867.5464878407911, var=8.9019000955181955, x=5.3664203215027149, y=5.6458146226354318) min(chi) is -5.42954239892 max(chi) is 6.31137733834 max(chi ** 2) is 39.8334839069 total(chi ** 2) is 1247.26811044 Now to test model score... Number of parameters is 7 BIC is 1285.18081325 ################################### ######## RUN NO. 74 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50332, 17.76681) (591.6492032757895, 194.7335366342618) [ 592.64920328 195.73353663] centre: 593 196 starr is (15, 15) median of starr: 40.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=57.937222222261354, mh=-0.68666666666816278, mv=-0.83452380952563032) min(chi) is -4.32954800086 max(chi) is 15.3773523098 max(chi ** 2) is 236.46296406 total(chi ** 2) is 2361.11070929 Now to test model score... Number of parameters is 3 BIC is 2377.35901049 SKY + fixed PSF optimal params are: ciorc(z0=50.16927546907813, mh=-0.68666666762146411, mv=-0.83452380666572479, w=1747.7893204027584) min(chi) is -6.90942280459 max(chi) is 11.7657597657 max(chi ** 2) is 138.433102865 total(chi ** 2) is 1650.83823959 Now to test model score... Number of parameters is 4 BIC is 1672.5026412 free-variance PSF optimal params are: var_crc(z0=45.755887050298476, mh=-0.68666665686777206, mv=-0.83452385902101311, w=2742.1058855406773, var=4.2470638208217126) min(chi) is -6.48492317867 max(chi) is 10.8697051911 max(chi ** 2) is 118.150490942 total(chi ** 2) is 1552.81739569 Now to test model score... Number of parameters is 5 BIC is 1579.8978977 Roaming fixed-variance PSF optimal params are: roam_crc(z0=34.330825805523887, mh=0.64963385505885107, mv=-0.65227856613145474, w=2919.9546512789939, x=5.0772764737758829, y=6.7378391998370262) min(chi) is -3.41738730868 max(chi) is 4.08793533235 max(chi ** 2) is 16.7112152815 total(chi ** 2) is 436.072875317 Now to test model score... Number of parameters is 6 BIC is 468.56947773 roaming free PSF optimal params are: gen_crc(z0=35.444740239206993, mh=0.58392872015982478, mv=-0.65522652011270177, w=2777.3311179139441, var=2.0614088217847732, x=5.0782518314734295, y=6.7288478657076274) min(chi) is -3.07416715769 max(chi) is 4.00824080883 max(chi ** 2) is 16.0659943816 total(chi ** 2) is 431.922901711 Now to test model score... Number of parameters is 7 BIC is 469.835604526 ################################### ######## RUN NO. 75 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) min(chi) is -6.70029449121 max(chi) is 10.0161078271 max(chi ** 2) is 100.322416003 total(chi ** 2) is 2667.29565269 Now to test model score... Number of parameters is 3 BIC is 2683.5439539 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) min(chi) is -5.82368913722 max(chi) is 7.65975684252 max(chi ** 2) is 58.6718748865 total(chi ** 2) is 1464.31056663 Now to test model score... Number of parameters is 4 BIC is 1485.97496824 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) min(chi) is -3.25218510274 max(chi) is 5.32015076301 max(chi ** 2) is 28.3040041412 total(chi ** 2) is 607.100202821 Now to test model score... Number of parameters is 5 BIC is 634.180704832 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.73807242927343, mh=-1.3424586923752275, mv=-1.5874042391604939, w=2513.4916732568199, x=5.976803731268209, y=6.0841448378927137) min(chi) is -5.70296251729 max(chi) is 4.78913399314 max(chi ** 2) is 32.5237814736 total(chi ** 2) is 1219.68564966 Now to test model score... Number of parameters is 6 BIC is 1252.18225207 roaming free PSF optimal params are: gen_crc(z0=21.982789313226231, mh=0.99943318291142935, mv=0.25184272002403274, w=13014.993147528696, var=13.808330950696272, x=5.6181311955550441, y=5.8876776617550508) min(chi) is -3.40743148473 max(chi) is 3.3780261892 max(chi ** 2) is 11.6105893232 total(chi ** 2) is 426.321431809 Now to test model score... Number of parameters is 7 BIC is 464.234134624 ################################### ######## RUN NO. 76 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) min(chi) is -5.85020505376 max(chi) is 14.1326259268 max(chi ** 2) is 199.731115586 total(chi ** 2) is 2481.79797676 Now to test model score... Number of parameters is 3 BIC is 2498.04627797 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) min(chi) is -5.00601105904 max(chi) is 8.82684739818 max(chi ** 2) is 77.9132349908 total(chi ** 2) is 1366.08021282 Now to test model score... Number of parameters is 4 BIC is 1387.74461443 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) min(chi) is -4.19778032221 max(chi) is 7.31287579487 max(chi ** 2) is 53.4781523911 total(chi ** 2) is 847.35346309 Now to test model score... Number of parameters is 5 BIC is 874.433965101 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.60395929736999, mh=-0.95322171261237487, mv=-0.58521371105990483, w=2767.2061662040792, x=5.5389825211750638, y=6.4192102508428599) min(chi) is -4.11939631883 max(chi) is 4.50279299544 max(chi ** 2) is 20.2751447598 total(chi ** 2) is 735.215835497 Now to test model score... Number of parameters is 6 BIC is 767.71243791 roaming free PSF optimal params are: gen_crc(z0=35.097412532577188, mh=-0.10242806597736814, mv=-0.48629136191396283, w=5477.1289748003455, var=5.7969146294647595, x=5.5606236308013619, y=6.6206496905839529) min(chi) is -3.71811992231 max(chi) is 5.31548301691 max(chi ** 2) is 28.2543597031 total(chi ** 2) is 484.299489323 Now to test model score... Number of parameters is 7 BIC is 522.212192138 ################################### ######## RUN NO. 77 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 78 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) min(chi) is -7.78236664349 max(chi) is 13.5638281766 max(chi ** 2) is 183.977434803 total(chi ** 2) is 3433.78894732 Now to test model score... Number of parameters is 3 BIC is 3450.03724852 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) min(chi) is -6.66465976801 max(chi) is 8.19034048453 max(chi ** 2) is 67.0816772526 total(chi ** 2) is 1478.06378318 Now to test model score... Number of parameters is 4 BIC is 1499.72818479 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) min(chi) is -4.50544986691 max(chi) is 6.21397244533 max(chi ** 2) is 38.6134535514 total(chi ** 2) is 802.554468212 Now to test model score... Number of parameters is 5 BIC is 829.634970223 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366501378562837, mh=-1.0864956817676803, mv=0.88236926636509183, w=3283.0718506395533, x=5.7703604256484509, y=7.1264236014383737) min(chi) is -5.8823287745 max(chi) is 3.98798835543 max(chi ** 2) is 34.6017918114 total(chi ** 2) is 957.109115673 Now to test model score... Number of parameters is 6 BIC is 989.605718086 roaming free PSF optimal params are: gen_crc(z0=25.442540283912294, mh=0.7720826187192299, mv=0.47449893345745736, w=8855.3676435427606, var=8.0555535114210617, x=5.5155114158398151, y=7.2633606802112451) min(chi) is -2.91452083042 max(chi) is 3.11264723606 max(chi ** 2) is 9.68857281616 total(chi ** 2) is 366.046262944 Now to test model score... Number of parameters is 7 BIC is 403.95896576 ################################### ######## RUN NO. 79 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) min(chi) is -5.27764289211 max(chi) is 17.2284104466 max(chi ** 2) is 296.818126518 total(chi ** 2) is 4686.43487362 Now to test model score... Number of parameters is 3 BIC is 4702.68317483 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) min(chi) is -8.4489323693 max(chi) is 13.7924733029 max(chi ** 2) is 190.232319812 total(chi ** 2) is 2297.53052512 Now to test model score... Number of parameters is 4 BIC is 2319.19492673 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) min(chi) is -7.6478452918 max(chi) is 10.8414196073 max(chi ** 2) is 117.536379101 total(chi ** 2) is 1823.37793992 Now to test model score... Number of parameters is 5 BIC is 1850.45844193 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528042853651755, mh=-0.53500311548801083, mv=-0.026991679461915483, w=4191.4515918366687, x=5.4387441190644648, y=6.6278891769200348) min(chi) is -6.60101694291 max(chi) is 4.53120551295 max(chi ** 2) is 43.5734246806 total(chi ** 2) is 682.551989927 Now to test model score... Number of parameters is 6 BIC is 715.04859234 roaming free PSF optimal params are: gen_crc(z0=17.1540700366774, mh=0.092899567391240029, mv=0.061155287602359616, w=5853.4772735754768, var=3.6768976305928729, x=5.4242584381164525, y=6.6695259811986993) min(chi) is -3.62937912317 max(chi) is 2.83804444442 max(chi ** 2) is 13.1723928197 total(chi ** 2) is 411.069772162 Now to test model score... Number of parameters is 7 BIC is 448.982474978 ################################### ######## RUN NO. 80 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) min(chi) is -7.07147784599 max(chi) is 14.5168298783 max(chi ** 2) is 210.738349716 total(chi ** 2) is 3149.47921197 Now to test model score... Number of parameters is 3 BIC is 3165.72751318 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) min(chi) is -7.0593000074 max(chi) is 8.01875548354 max(chi ** 2) is 64.3004395048 total(chi ** 2) is 1553.67528309 Now to test model score... Number of parameters is 4 BIC is 1575.3396847 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) min(chi) is -3.81853192313 max(chi) is 6.83029815419 max(chi ** 2) is 46.6529728751 total(chi ** 2) is 875.118157449 Now to test model score... Number of parameters is 5 BIC is 902.19865946 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.251664379144337, mh=-0.080233760040610572, mv=0.87465174594570405, w=3040.1938285163978, x=6.2750181086949439, y=8.0804018946914038) min(chi) is -5.15215733305 max(chi) is 3.99572901895 max(chi ** 2) is 26.5447251845 total(chi ** 2) is 1028.41916395 Now to test model score... Number of parameters is 6 BIC is 1060.91576637 roaming free PSF optimal params are: gen_crc(z0=25.770201143551205, mh=0.94670943317784029, mv=-0.49356333718457318, w=8670.3476068891778, var=8.6153029125003169, x=6.1564442271718454, y=8.1737971737550392) min(chi) is -2.98656350914 max(chi) is 4.23448079946 max(chi ** 2) is 17.930827641 total(chi ** 2) is 523.450227519 Now to test model score... Number of parameters is 7 BIC is 561.362930334 ################################### ######## RUN NO. 81 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -5.39628723052 max(chi) is 17.0546625573 max(chi ** 2) is 290.861514944 total(chi ** 2) is 4461.73207801 Now to test model score... Number of parameters is 3 BIC is 4477.98037922 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -6.91117677928 max(chi) is 10.6093916862 max(chi ** 2) is 112.55919195 total(chi ** 2) is 1721.29513929 Now to test model score... Number of parameters is 4 BIC is 1742.9595409 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -6.65790700477 max(chi) is 8.17533301248 max(chi ** 2) is 66.836069865 total(chi ** 2) is 1107.65453285 Now to test model score... Number of parameters is 5 BIC is 1134.73503487 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -4.80524218181 max(chi) is 4.49705839468 max(chi ** 2) is 23.0903524258 total(chi ** 2) is 777.535603619 Now to test model score... Number of parameters is 6 BIC is 810.032206032 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -2.64559226911 max(chi) is 4.07200145566 max(chi ** 2) is 16.5811958549 total(chi ** 2) is 391.236336354 Now to test model score... Number of parameters is 7 BIC is 429.14903917 ################################### ######## RUN NO. 82 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) min(chi) is -6.73766331646 max(chi) is 10.8587028542 max(chi ** 2) is 117.911427676 total(chi ** 2) is 2296.44109248 Now to test model score... Number of parameters is 3 BIC is 2312.68939369 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) min(chi) is -6.02859146354 max(chi) is 10.3003035151 max(chi ** 2) is 106.096252503 total(chi ** 2) is 1509.33641045 Now to test model score... Number of parameters is 4 BIC is 1531.00081206 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) min(chi) is -3.66021757863 max(chi) is 7.29460134983 max(chi ** 2) is 53.211208853 total(chi ** 2) is 644.331684834 Now to test model score... Number of parameters is 5 BIC is 671.412186845 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26584530286243, mh=-3.4329659332530018, mv=-2.1010123023929639, w=2407.3722131211439, x=5.1145860366955711, y=6.2693643202322908) min(chi) is -5.69155494068 max(chi) is 4.34055934283 max(chi ** 2) is 32.3937976428 total(chi ** 2) is 991.29705878 Now to test model score... Number of parameters is 6 BIC is 1023.79366119 roaming free PSF optimal params are: gen_crc(z0=47.975260371555478, mh=-0.35855555375936521, mv=-0.98265889092522862, w=14850.388946115614, var=16.419773998956117, x=5.0132453450198531, y=6.2777302442383771) min(chi) is -4.48608681835 max(chi) is 4.78388133346 max(chi ** 2) is 22.8855206126 total(chi ** 2) is 417.666683087 Now to test model score... Number of parameters is 7 BIC is 455.579385902 ################################### ######## RUN NO. 83 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52394, 17.79015) (479.7529258710761, 61.53947756245765) [ 480.75292587 62.53947756] centre: 481 63 starr is (15, 15) median of starr: 35.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=74.842779465857234, mh=-3.8142857325844943, mv=0.26595215807326805) min(chi) is -6.22318452401 max(chi) is 12.0848205136 max(chi ** 2) is 146.042886845 total(chi ** 2) is 2687.61766026 Now to test model score... Number of parameters is 3 BIC is 2703.86596147 SKY + fixed PSF optimal params are: ciorc(z0=66.256939852062175, mh=-3.8142857010731439, mv=0.26595252689881604, w=1931.8146824715084) min(chi) is -5.47869398418 max(chi) is 10.5481294571 max(chi ** 2) is 111.263035043 total(chi ** 2) is 1819.90138033 Now to test model score... Number of parameters is 4 BIC is 1841.56578194 free-variance PSF optimal params are: var_crc(z0=45.52419302726058, mh=-3.8142857086025077, mv=0.26595223757979664, w=6819.7015283981236, var=9.8654541525338075) min(chi) is -5.7839702668 max(chi) is 7.90374644294 max(chi ** 2) is 62.4692078344 total(chi ** 2) is 1324.81225458 Now to test model score... Number of parameters is 5 BIC is 1351.89275659 Roaming fixed-variance PSF optimal params are: roam_crc(z0=50.187983181926889, mh=-2.1693673112979823, mv=0.30276989801249221, w=2899.3425256538167, x=4.615085486095051, y=6.946651664503058) min(chi) is -4.19043122404 max(chi) is 4.24736900307 max(chi ** 2) is 18.0401434482 total(chi ** 2) is 818.418137935 Now to test model score... Number of parameters is 6 BIC is 850.914740349 roaming free PSF optimal params are: gen_crc(z0=16.279185151890239, mh=0.076154771258919257, mv=0.44418101124579346, w=6983.404937243462, var=6.6391141295094611, x=4.4183310746413706, y=6.8856801874782576) min(chi) is -3.88056027609 max(chi) is 3.04643581634 max(chi ** 2) is 15.0587480563 total(chi ** 2) is 316.368743791 Now to test model score... Number of parameters is 7 BIC is 354.281446606 ################################### ######## RUN NO. 84 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) min(chi) is -6.47152563407 max(chi) is 13.6876201928 max(chi ** 2) is 187.350946541 total(chi ** 2) is 2554.62369 Now to test model score... Number of parameters is 3 BIC is 2570.8719912 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) min(chi) is -5.84248114496 max(chi) is 12.6245774823 max(chi ** 2) is 159.379956605 total(chi ** 2) is 1935.16178567 Now to test model score... Number of parameters is 4 BIC is 1956.82618728 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) min(chi) is -5.45342853849 max(chi) is 10.1472507986 max(chi ** 2) is 102.96669877 total(chi ** 2) is 1370.30349262 Now to test model score... Number of parameters is 5 BIC is 1397.38399463 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.697957374289778, mh=-1.1054094433227504, mv=-0.39424810352718642, w=2960.2208524931762, x=5.0567906888636704, y=5.5413255105366144) min(chi) is -4.00483509945 max(chi) is 3.77548058853 max(chi ** 2) is 16.0387041738 total(chi ** 2) is 609.638598521 Now to test model score... Number of parameters is 6 BIC is 642.135200934 roaming free PSF optimal params are: gen_crc(z0=33.746396421185651, mh=-0.19252716617923088, mv=0.16769304798861148, w=4934.4731643980513, var=4.603890588040457, x=5.0144632797239916, y=5.6240776561943946) min(chi) is -3.29173094012 max(chi) is 4.26111222747 max(chi ** 2) is 18.1570774151 total(chi ** 2) is 437.531667729 Now to test model score... Number of parameters is 7 BIC is 475.444370544 ################################### ######## RUN NO. 85 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51922, 17.80266) (505.33882599023354, -10.023275963331798) [ 506.33882599 -9.02327596] centre: 506 -9 rdls not correct, out of image ################################### ######## RUN NO. 86 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 87 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 88 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 89 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 90 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 91 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 92 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 93 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 94 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 95 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 96 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 97 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 98 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 99 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 100 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 101 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 102 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 103 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 104 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 105 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 106 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 107 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -6.28759938185 max(chi) is 17.0784327165 max(chi ** 2) is 291.672864054 total(chi ** 2) is 3738.35154697 Now to test model score... Number of parameters is 3 BIC is 3754.59984818 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -7.34491318803 max(chi) is 11.6873005628 max(chi ** 2) is 136.592994446 total(chi ** 2) is 1773.23587791 Now to test model score... Number of parameters is 4 BIC is 1794.90027952 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -8.58604854007 max(chi) is 9.8495896673 max(chi ** 2) is 97.0144166142 total(chi ** 2) is 1490.73312885 Now to test model score... Number of parameters is 5 BIC is 1517.81363087 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -3.85416071608 max(chi) is 4.27369694044 max(chi ** 2) is 18.2644855387 total(chi ** 2) is 665.508195135 Now to test model score... Number of parameters is 6 BIC is 698.004797548 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -3.34504590687 max(chi) is 5.0740381162 max(chi ** 2) is 25.7458628046 total(chi ** 2) is 540.09554623 Now to test model score... Number of parameters is 7 BIC is 578.008249046 ################################### ######## RUN NO. 108 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -8.33256257106 max(chi) is 6.21399034337 max(chi ** 2) is 69.4315990007 total(chi ** 2) is 2417.26371227 Now to test model score... Number of parameters is 3 BIC is 2433.51201348 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -7.71110806919 max(chi) is 6.57256224998 max(chi ** 2) is 59.4611876548 total(chi ** 2) is 1812.66035536 Now to test model score... Number of parameters is 4 BIC is 1834.32475697 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -9.15300226686 max(chi) is 4.88887917102 max(chi ** 2) is 83.7774504971 total(chi ** 2) is 943.124689398 Now to test model score... Number of parameters is 5 BIC is 970.205191409 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -7.72362901744 max(chi) is 6.53990019966 max(chi ** 2) is 59.654445199 total(chi ** 2) is 1805.98088012 Now to test model score... Number of parameters is 6 BIC is 1838.47748254 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -10.2417300849 max(chi) is 3.3675345666 max(chi ** 2) is 104.893035132 total(chi ** 2) is 793.402681065 Now to test model score... Number of parameters is 7 BIC is 831.315383881 ################################### ######## RUN NO. 109 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -7.13747547972 max(chi) is 11.1207939756 max(chi ** 2) is 123.672058648 total(chi ** 2) is 2333.20548813 Now to test model score... Number of parameters is 3 BIC is 2349.45378934 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -6.41342452793 max(chi) is 9.30406445409 max(chi ** 2) is 86.5656153658 total(chi ** 2) is 1512.4945596 Now to test model score... Number of parameters is 4 BIC is 1534.15896121 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.97386196624 max(chi) is 6.51374930987 max(chi ** 2) is 42.4289300719 total(chi ** 2) is 782.200768405 Now to test model score... Number of parameters is 5 BIC is 809.281270416 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -5.02794243176 max(chi) is 3.3310321295 max(chi ** 2) is 25.2802050971 total(chi ** 2) is 768.228358639 Now to test model score... Number of parameters is 6 BIC is 800.724961052 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -2.84241117835 max(chi) is 4.2311893211 max(chi ** 2) is 17.902963071 total(chi ** 2) is 273.732439762 Now to test model score... Number of parameters is 7 BIC is 311.645142577 ################################### ######## RUN NO. 110 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) min(chi) is -8.36854124722 max(chi) is 13.7059123419 max(chi ** 2) is 187.852033125 total(chi ** 2) is 7216.17532647 Now to test model score... Number of parameters is 3 BIC is 7232.42362768 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) min(chi) is -10.6719777635 max(chi) is 11.0376855013 max(chi ** 2) is 121.830501225 total(chi ** 2) is 3283.30920469 Now to test model score... Number of parameters is 4 BIC is 3304.9736063 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) min(chi) is -3.78624653208 max(chi) is 5.05566971027 max(chi ** 2) is 25.5597962193 total(chi ** 2) is 651.270377719 Now to test model score... Number of parameters is 5 BIC is 678.35087973 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.770895766982832, mh=-1.0351232685694585, mv=1.8634933628602817, w=4244.8774180917326, x=6.9063607708905552, y=7.7605427366554371) min(chi) is -11.2134333396 max(chi) is 8.22384846542 max(chi ** 2) is 125.741087261 total(chi ** 2) is 3045.46967105 Now to test model score... Number of parameters is 6 BIC is 3077.96627346 roaming free PSF optimal params are: gen_crc(z0=28.913903225675362, mh=-0.41204495957339271, mv=-0.30116068493550469, w=16910.090714051086, var=10.789358865132078, x=6.7830494600483977, y=7.8909907171175675) min(chi) is -3.03305961521 max(chi) is 3.12081572147 max(chi ** 2) is 9.73949076736 total(chi ** 2) is 352.296658319 Now to test model score... Number of parameters is 7 BIC is 390.209361135 ################################### ######## RUN NO. 111 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) min(chi) is -4.49980675563 max(chi) is 12.6715043827 max(chi ** 2) is 160.56702332 total(chi ** 2) is 1517.93871834 Now to test model score... Number of parameters is 3 BIC is 1534.18701955 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) min(chi) is -4.97052749824 max(chi) is 12.28270663 max(chi ** 2) is 150.864882159 total(chi ** 2) is 1340.21686987 Now to test model score... Number of parameters is 4 BIC is 1361.88127148 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) min(chi) is -5.69998519471 max(chi) is 11.3719991262 max(chi ** 2) is 129.322364126 total(chi ** 2) is 1276.99047175 Now to test model score... Number of parameters is 5 BIC is 1304.07097376 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.134354685813172, mh=-2.2833941725048299, mv=0.82433540494657642, w=2259.5969389383322, x=4.4835020428980119, y=7.026913499120127) min(chi) is -3.02528511444 max(chi) is 3.35677618146 max(chi ** 2) is 11.2679463324 total(chi ** 2) is 388.417763439 Now to test model score... Number of parameters is 6 BIC is 420.914365852 roaming free PSF optimal params are: gen_crc(z0=49.203995186999592, mh=-2.2886604036283522, mv=0.8250443511718627, w=2251.0698570390941, var=2.2358827504085319, x=4.4839233739398958, y=7.0256918239530606) min(chi) is -3.0245382559 max(chi) is 3.35776117113 max(chi ** 2) is 11.2745600824 total(chi ** 2) is 388.40868178 Now to test model score... Number of parameters is 7 BIC is 426.321384595 ################################### ######## RUN NO. 112 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) min(chi) is -3.88064023152 max(chi) is 13.2907328564 max(chi ** 2) is 176.643579859 total(chi ** 2) is 1798.59170718 Now to test model score... Number of parameters is 3 BIC is 1814.84000839 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) min(chi) is -5.08807710615 max(chi) is 5.51094205474 max(chi ** 2) is 30.3704823307 total(chi ** 2) is 631.849167239 Now to test model score... Number of parameters is 4 BIC is 653.513568848 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) min(chi) is -4.60314795549 max(chi) is 4.93280129089 max(chi ** 2) is 24.3325285754 total(chi ** 2) is 557.658800568 Now to test model score... Number of parameters is 5 BIC is 584.739302579 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724069663422924, mh=-0.84614502658917201, mv=-0.1299248627751213, w=2553.4095703019766, x=6.7011038263273619, y=8.0130752259311784) min(chi) is -2.52101709853 max(chi) is 3.34143681135 max(chi ** 2) is 11.1651999642 total(chi ** 2) is 295.650416438 Now to test model score... Number of parameters is 6 BIC is 328.147018851 roaming free PSF optimal params are: gen_crc(z0=31.241875322331342, mh=-0.80986808702220103, mv=-0.24996619217866828, w=3019.0549401898388, var=2.9489385376419088, x=6.6966513471138791, y=8.0243258623407403) min(chi) is -2.36189681619 max(chi) is 3.15642926834 max(chi ** 2) is 9.96304572606 total(chi ** 2) is 272.356610309 Now to test model score... Number of parameters is 7 BIC is 310.269313124 ################################### ######## RUN NO. 113 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) min(chi) is -3.41795482486 max(chi) is 4.74643420084 max(chi ** 2) is 22.5286376229 total(chi ** 2) is 668.288418456 Now to test model score... Number of parameters is 3 BIC is 684.536719663 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) min(chi) is -2.9558309344 max(chi) is 3.2569863928 max(chi ** 2) is 10.6079603629 total(chi ** 2) is 333.963578548 Now to test model score... Number of parameters is 4 BIC is 355.627980157 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) min(chi) is -1.30004302236 max(chi) is 1.39600547851 max(chi ** 2) is 1.94883129603 total(chi ** 2) is 50.1922059131 Now to test model score... Number of parameters is 5 BIC is 77.2727079242 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06323496143537, mh=-1.7341484973469357, mv=0.083401845085239804, w=1294.7078143491715, x=5.8950008484654122, y=7.0221775763706145) min(chi) is -3.43292971628 max(chi) is 1.90528031431 max(chi ** 2) is 11.7850064369 total(chi ** 2) is 282.199147529 Now to test model score... Number of parameters is 6 BIC is 314.695749942 roaming free PSF optimal params are: gen_crc(z0=171.93777437173119, mh=-0.55757204379427561, mv=-0.047554594459581295, w=7844.0604271422726, var=15.630355636343271, x=5.7279194665733222, y=7.1145343068756635) min(chi) is -0.59867328687 max(chi) is 0.822697264753 max(chi ** 2) is 0.676830789432 total(chi ** 2) is 14.019606886 Now to test model score... Number of parameters is 7 BIC is 51.9323097014 ################################### ######## RUN NO. 114 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) min(chi) is -4.85849942164 max(chi) is 12.9845217312 max(chi ** 2) is 168.597804588 total(chi ** 2) is 1593.98581313 Now to test model score... Number of parameters is 3 BIC is 1610.23411434 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) min(chi) is -4.01181782287 max(chi) is 4.77107765048 max(chi ** 2) is 22.7631819469 total(chi ** 2) is 470.105772957 Now to test model score... Number of parameters is 4 BIC is 491.770174565 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) min(chi) is -3.89326758915 max(chi) is 4.25779878998 max(chi ** 2) is 18.1288505359 total(chi ** 2) is 458.285253643 Now to test model score... Number of parameters is 5 BIC is 485.365755654 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.558931150961641, mh=0.15001477998724477, mv=-0.16837739473303537, w=2379.1682179287691, x=6.2887840500207028, y=7.3758450945084677) min(chi) is -3.73006649516 max(chi) is 3.19022054846 max(chi ** 2) is 13.9133960583 total(chi ** 2) is 284.417103379 Now to test model score... Number of parameters is 6 BIC is 316.913705792 roaming free PSF optimal params are: gen_crc(z0=44.948091914987515, mh=0.17311061471899095, mv=-0.18251676257577296, w=2502.5125520705119, var=2.4517903268831782, x=6.2850488490975387, y=7.3810612871537833) min(chi) is -3.67289995974 max(chi) is 3.22115650001 max(chi ** 2) is 13.4901941142 total(chi ** 2) is 282.282207827 Now to test model score... Number of parameters is 7 BIC is 320.194910642 ################################### ######## RUN NO. 115 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) min(chi) is -6.45808525462 max(chi) is 11.4296752897 max(chi ** 2) is 130.637477228 total(chi ** 2) is 2223.8364053 Now to test model score... Number of parameters is 3 BIC is 2240.0847065 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) min(chi) is -5.7785922517 max(chi) is 8.83100587569 max(chi ** 2) is 77.9866647764 total(chi ** 2) is 1501.03028338 Now to test model score... Number of parameters is 4 BIC is 1522.69468499 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) min(chi) is -5.60879198031 max(chi) is 7.08223389398 max(chi ** 2) is 50.1580369291 total(chi ** 2) is 999.189744827 Now to test model score... Number of parameters is 5 BIC is 1026.27024684 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.047133314491589, mh=-2.1701073329207925, mv=-1.1490397656923657, w=2537.2163610399775, x=5.1460581646430086, y=6.3858775081063213) min(chi) is -5.02589034916 max(chi) is 4.2915029964 max(chi ** 2) is 25.2595738018 total(chi ** 2) is 770.950599848 Now to test model score... Number of parameters is 6 BIC is 803.447202262 roaming free PSF optimal params are: gen_crc(z0=49.882863910869851, mh=-0.78682788336505005, mv=-0.82942251118398935, w=5856.0201619027594, var=6.697865958201267, x=5.0693139055888086, y=6.4765693901440091) min(chi) is -3.27318314842 max(chi) is 4.34746257582 max(chi ** 2) is 18.9004308481 total(chi ** 2) is 478.354132211 Now to test model score... Number of parameters is 7 BIC is 516.266835027 ################################### ######## RUN NO. 116 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) min(chi) is -5.14898535693 max(chi) is 14.3950405015 max(chi ** 2) is 207.217191039 total(chi ** 2) is 2333.84343845 Now to test model score... Number of parameters is 3 BIC is 2350.09173966 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) min(chi) is -4.82242606557 max(chi) is 14.0182109315 max(chi ** 2) is 196.510237719 total(chi ** 2) is 2166.89461421 Now to test model score... Number of parameters is 4 BIC is 2188.55901582 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) min(chi) is -4.06478142965 max(chi) is 12.4397501072 max(chi ** 2) is 154.74738273 total(chi ** 2) is 1903.16351615 Now to test model score... Number of parameters is 5 BIC is 1930.24401816 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505213856914104, mh=-0.42723003253328456, mv=-0.091600320338916408, w=3029.4804320591475, x=3.5510350999113669, y=6.7098848623493321) min(chi) is -2.82876848693 max(chi) is 3.26219296227 max(chi ** 2) is 10.6419029231 total(chi ** 2) is 392.274729586 Now to test model score... Number of parameters is 6 BIC is 424.771332 roaming free PSF optimal params are: gen_crc(z0=26.832646568949478, mh=0.40595447281747754, mv=-0.057041804969120702, w=4116.7076769430896, var=3.4832399181654212, x=3.5061872598091806, y=6.7478904678839795) min(chi) is -2.76950067014 max(chi) is 3.09582393765 max(chi ** 2) is 9.58412585293 total(chi ** 2) is 321.451204502 Now to test model score... Number of parameters is 7 BIC is 359.363907317 ################################### ######## RUN NO. 117 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) min(chi) is -5.27083667106 max(chi) is 3.99929831922 max(chi ** 2) is 27.781719213 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 3 BIC is 906.936316902 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) min(chi) is -5.26911301397 max(chi) is 3.96491582496 max(chi ** 2) is 27.7635519539 total(chi ** 2) is 891.361060484 Now to test model score... Number of parameters is 4 BIC is 913.025462092 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) min(chi) is -5.27083667898 max(chi) is 3.99929830142 max(chi ** 2) is 27.7817192965 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 5 BIC is 917.768517706 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944419201035, mh=-1.3478571241936053, mv=-2.7623809349595483, w=-92.522220489516201, x=2253383.118446758, y=-410800.89317748189) min(chi) is -5.27083668489 max(chi) is 3.99929831629 max(chi ** 2) is 27.7817193588 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 6 BIC is 923.184618109 roaming free PSF optimal params are: gen_crc(z0=244.58944419201035, mh=-1.3478571241936053, mv=-2.7623809349595483, w=-92.522220489516201, var=2.25, x=2253383.118446758, y=-410800.89317748189) min(chi) is -5.27083668489 max(chi) is 3.99929831629 max(chi ** 2) is 27.7817193588 total(chi ** 2) is 890.688015695 Now to test model score... Number of parameters is 7 BIC is 928.600718511 ################################### ######## RUN NO. 118 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) min(chi) is -4.59767457097 max(chi) is 16.003992616 max(chi ** 2) is 256.127779652 total(chi ** 2) is 2962.51379146 Now to test model score... Number of parameters is 3 BIC is 2978.76209267 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) min(chi) is -6.78019913345 max(chi) is 14.4277822867 max(chi ** 2) is 208.160901713 total(chi ** 2) is 2612.02858848 Now to test model score... Number of parameters is 4 BIC is 2633.69299009 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) min(chi) is -6.1636227321 max(chi) is 12.5617824728 max(chi ** 2) is 157.798378894 total(chi ** 2) is 2286.44863396 Now to test model score... Number of parameters is 5 BIC is 2313.52913597 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248053011676561, mh=0.76093622775620007, mv=0.83231390532270189, w=3297.0550204535666, x=4.469918413245086, y=6.0145599076582688) min(chi) is -3.05461488575 max(chi) is 5.6455034834 max(chi ** 2) is 31.8717095811 total(chi ** 2) is 577.86034532 Now to test model score... Number of parameters is 6 BIC is 610.356947733 roaming free PSF optimal params are: gen_crc(z0=16.045857493015919, mh=0.8921831275034463, mv=0.88257222484029407, w=3507.8932048819734, var=2.4846222196460714, x=4.4620824415708249, y=6.0132105764086372) min(chi) is -3.00434550716 max(chi) is 5.67693332665 max(chi ** 2) is 32.2275719952 total(chi ** 2) is 572.497948321 Now to test model score... Number of parameters is 7 BIC is 610.410651137 ################################### ######## RUN NO. 119 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) min(chi) is -10.7232666227 max(chi) is 13.785322842 max(chi ** 2) is 190.035125857 total(chi ** 2) is 5127.42453474 Now to test model score... Number of parameters is 3 BIC is 5143.67283595 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) min(chi) is -9.88968993812 max(chi) is 13.4818248303 max(chi ** 2) is 181.759600754 total(chi ** 2) is 4039.63731568 Now to test model score... Number of parameters is 4 BIC is 4061.30171729 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) min(chi) is -8.41418180057 max(chi) is 10.5830610209 max(chi ** 2) is 112.001180572 total(chi ** 2) is 2928.31210009 Now to test model score... Number of parameters is 5 BIC is 2955.3926021 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.972540416325572, mh=-4.4423344247592889, mv=-1.1579781191593692, w=3847.8008588182406, x=4.5934721726849972, y=5.5231276997547827) min(chi) is -7.47089278337 max(chi) is 8.4008498132 max(chi ** 2) is 70.574277584 total(chi ** 2) is 1895.63597391 Now to test model score... Number of parameters is 6 BIC is 1928.13257633 roaming free PSF optimal params are: gen_crc(z0=3.711039374695619, mh=0.76389646913283749, mv=1.8017243775997596, w=13613.182944964012, var=9.0901499990930006, x=4.0990230039580773, y=5.3706283988538059) min(chi) is -3.97085843709 max(chi) is 5.0101775061 max(chi ** 2) is 25.1018786427 total(chi ** 2) is 616.623045447 Now to test model score... Number of parameters is 7 BIC is 654.535748263 ################################### ######## RUN NO. 120 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) min(chi) is -5.24107923956 max(chi) is 3.95070506669 max(chi ** 2) is 27.4689115953 total(chi ** 2) is 1322.49127802 Now to test model score... Number of parameters is 3 BIC is 1338.73957923 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) min(chi) is -5.01157636875 max(chi) is 4.03915980206 max(chi ** 2) is 25.1158976998 total(chi ** 2) is 1240.03424876 Now to test model score... Number of parameters is 4 BIC is 1261.69865037 free-variance PSF optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) min(chi) is -4.76299015577 max(chi) is 2.15476387038 max(chi ** 2) is 22.6860752239 total(chi ** 2) is 283.643469027 Now to test model score... Number of parameters is 5 BIC is 310.723971038 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68771274704969, mh=-2.4395060708574916, mv=0.78845970315390079, w=1135.6749783742268, x=10.205327259534243, y=6.3211863269151145) min(chi) is -5.43912356415 max(chi) is 3.73725039382 max(chi ** 2) is 29.5840651461 total(chi ** 2) is 1047.02941427 Now to test model score... Number of parameters is 6 BIC is 1079.52601668 roaming free PSF optimal params are: gen_crc(z0=-1642.2442252249475, mh=-43.158787136322985, mv=1.9219789191639838, w=13724106.202077875, var=849.40916609858709, x=23.632974782121241, y=6.4740458740781808) min(chi) is -4.75124555159 max(chi) is 1.73646415503 max(chi ** 2) is 22.5743342915 total(chi ** 2) is 238.111542498 Now to test model score... Number of parameters is 7 BIC is 276.024245313 ################################### ######## RUN NO. 121 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) min(chi) is -6.54023473724 max(chi) is 11.154302057 max(chi ** 2) is 124.418454379 total(chi ** 2) is 2365.12894647 Now to test model score... Number of parameters is 3 BIC is 2381.37724768 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) min(chi) is -6.01592314646 max(chi) is 8.64796447008 max(chi ** 2) is 74.7872894757 total(chi ** 2) is 1657.16665608 Now to test model score... Number of parameters is 4 BIC is 1678.83105768 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) min(chi) is -4.62070846771 max(chi) is 6.50047097051 max(chi ** 2) is 42.2561228384 total(chi ** 2) is 995.393031957 Now to test model score... Number of parameters is 5 BIC is 1022.47353397 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.774975008783358, mh=-2.0624967301114081, mv=-0.7338822563279378, w=2561.1780487590731, x=4.9968236727429129, y=6.2113235048096103) min(chi) is -5.08754765928 max(chi) is 4.41736991525 max(chi ** 2) is 25.8831411854 total(chi ** 2) is 894.276941346 Now to test model score... Number of parameters is 6 BIC is 926.773543759 roaming free PSF optimal params are: gen_crc(z0=26.797850105816192, mh=-0.067040167500196104, mv=0.30512538073844603, w=7540.3929682331072, var=8.2918996548373958, x=4.9388792500434704, y=6.0456771296265268) min(chi) is -3.78479280659 max(chi) is 3.35695378011 max(chi ** 2) is 14.3246565888 total(chi ** 2) is 423.869989236 Now to test model score... Number of parameters is 7 BIC is 461.782692052 ################################### ######## RUN NO. 122 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) min(chi) is -4.25975842802 max(chi) is 14.3540104814 max(chi ** 2) is 206.037616901 total(chi ** 2) is 2065.85037276 Now to test model score... Number of parameters is 3 BIC is 2082.09867397 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) min(chi) is -6.20039215255 max(chi) is 9.5948375097 max(chi ** 2) is 92.0609068375 total(chi ** 2) is 1089.24595012 Now to test model score... Number of parameters is 4 BIC is 1110.91035173 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) min(chi) is -5.73454739311 max(chi) is 8.20797554323 max(chi ** 2) is 67.3708625182 total(chi ** 2) is 904.151449797 Now to test model score... Number of parameters is 5 BIC is 931.231951808 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199567138590908, mh=-0.21671567101043743, mv=-0.87552620450357477, w=2824.4946924915048, x=5.3038650045659779, y=6.9434241419195626) min(chi) is -2.83526392721 max(chi) is 2.79991952697 max(chi ** 2) is 8.03872153693 total(chi ** 2) is 252.012938581 Now to test model score... Number of parameters is 6 BIC is 284.509540995 roaming free PSF optimal params are: gen_crc(z0=54.439834253217455, mh=0.060517616330556627, mv=-0.89646102438652953, w=3493.3305627114505, var=3.1399109940771757, x=5.291765808120946, y=6.9794110562322702) min(chi) is -2.91840637795 max(chi) is 2.20635260397 max(chi ** 2) is 8.51709578684 total(chi ** 2) is 211.266094422 Now to test model score... Number of parameters is 7 BIC is 249.178797238 ################################### ######## RUN NO. 123 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) min(chi) is -4.0012183755 max(chi) is 12.3007614709 max(chi ** 2) is 151.308732765 total(chi ** 2) is 1734.2027368 Now to test model score... Number of parameters is 3 BIC is 1750.451038 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) min(chi) is -3.84992437138 max(chi) is 4.826001059 max(chi ** 2) is 23.2902862215 total(chi ** 2) is 437.077440708 Now to test model score... Number of parameters is 4 BIC is 458.741842317 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) min(chi) is -2.65428597006 max(chi) is 3.96012201014 max(chi ** 2) is 15.6825663352 total(chi ** 2) is 234.768202154 Now to test model score... Number of parameters is 5 BIC is 261.848704166 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154169169014338, mh=-0.54530191027244812, mv=-0.33349739954814778, w=2503.4283451944634, x=6.2139638189911315, y=6.9211826217127452) min(chi) is -3.30055289173 max(chi) is 2.22984633661 max(chi ** 2) is 10.8936493911 total(chi ** 2) is 284.009986743 Now to test model score... Number of parameters is 6 BIC is 316.506589156 roaming free PSF optimal params are: gen_crc(z0=81.731766295277524, mh=-0.31988531162015671, mv=-0.40456557442994967, w=4161.4417880973833, var=4.7706235216953736, x=6.2928769203771227, y=7.0245193031438093) min(chi) is -2.75843518994 max(chi) is 2.03244246746 max(chi ** 2) is 7.60896469708 total(chi ** 2) is 154.447575108 Now to test model score... Number of parameters is 7 BIC is 192.360277924 ################################### ######## RUN NO. 124 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) min(chi) is -5.12008128376 max(chi) is 16.5092908702 max(chi ** 2) is 272.556685038 total(chi ** 2) is 4080.80528666 Now to test model score... Number of parameters is 3 BIC is 4097.05358787 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) min(chi) is -6.15023469139 max(chi) is 9.85401130751 max(chi ** 2) is 97.1015388485 total(chi ** 2) is 1500.16042485 Now to test model score... Number of parameters is 4 BIC is 1521.82482646 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) min(chi) is -5.78030218476 max(chi) is 7.3375844013 max(chi ** 2) is 53.8401448462 total(chi ** 2) is 1169.03723996 Now to test model score... Number of parameters is 5 BIC is 1196.11774197 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.94888029064839, mh=0.76618226406615597, mv=-0.14824540954474696, w=3806.2780201814367, x=5.9824343336581123, y=7.6238877661355344) min(chi) is -5.2243382454 max(chi) is 4.69650919924 max(chi ** 2) is 27.2937101024 total(chi ** 2) is 749.159985945 Now to test model score... Number of parameters is 6 BIC is 781.656588358 roaming free PSF optimal params are: gen_crc(z0=29.070655734122415, mh=1.2401383154153083, mv=-0.43292437855098465, w=5509.9279709543589, var=3.9105896919307388, x=5.9314662105753087, y=7.6500685029918509) min(chi) is -3.52774662374 max(chi) is 4.98513050795 max(chi ** 2) is 24.8515261813 total(chi ** 2) is 533.02819962 Now to test model score... Number of parameters is 7 BIC is 570.940902436 ################################### ######## RUN NO. 125 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) min(chi) is -2.85764936193 max(chi) is 1.80928485374 max(chi ** 2) is 8.16615987576 total(chi ** 2) is 203.791391431 Now to test model score... Number of parameters is 3 BIC is 220.039692637 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) min(chi) is -2.77323190058 max(chi) is 1.89370231536 max(chi ** 2) is 7.69081517441 total(chi ** 2) is 192.635185809 Now to test model score... Number of parameters is 4 BIC is 214.299587418 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) min(chi) is -2.30270478223 max(chi) is 2.31034775813 max(chi ** 2) is 5.33770676352 total(chi ** 2) is 177.056251725 Now to test model score... Number of parameters is 5 BIC is 204.136753736 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348875578067, mh=-3.6408331835036631, mv=2.4988338204788425, w=383.50151743018932, x=7.9601110453297599, y=2.7889350022501063) min(chi) is -2.53663525807 max(chi) is 1.68253537347 max(chi ** 2) is 6.43451843249 total(chi ** 2) is 174.173992396 Now to test model score... Number of parameters is 6 BIC is 206.670594809 roaming free PSF optimal params are: gen_crc(z0=-665.82557970537266, mh=-15.79069840661472, mv=29.517922869065046, w=7193440.7709048046, var=789.70244004180677, x=20.076222914906982, y=-22.394209274254912) min(chi) is -0.671689597863 max(chi) is 0.794677667618 max(chi ** 2) is 0.631512595411 total(chi ** 2) is 17.8874769303 Now to test model score... Number of parameters is 7 BIC is 55.8001797457 ################################### ######## RUN NO. 126 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) min(chi) is -4.472712628 max(chi) is 3.32705151477 max(chi ** 2) is 20.0051582527 total(chi ** 2) is 610.321028472 Now to test model score... Number of parameters is 3 BIC is 626.569329679 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) min(chi) is -4.08496294367 max(chi) is 2.64009987665 max(chi ** 2) is 16.6869222512 total(chi ** 2) is 374.949028172 Now to test model score... Number of parameters is 4 BIC is 396.613429781 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) min(chi) is -1.75812026075 max(chi) is 0.948726638002 max(chi ** 2) is 3.09098685127 total(chi ** 2) is 63.648793774 Now to test model score... Number of parameters is 5 BIC is 90.7292957851 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94733323171999, mh=-1.8011677650657316, mv=-0.7615719042148249, w=1040.167841770404, x=6.4624851290015926, y=6.377589512202948) min(chi) is -3.8974830951 max(chi) is 2.34038297325 max(chi ** 2) is 15.1903744766 total(chi ** 2) is 360.063817881 Now to test model score... Number of parameters is 6 BIC is 392.560420295 roaming free PSF optimal params are: gen_crc(z0=182.95294227223243, mh=-1.2978917314657299, mv=0.3120705650679802, w=11947.04892829295, var=23.46883156355112, x=6.490976459600005, y=6.0154872535050741) min(chi) is -1.146891725 max(chi) is 1.12907874397 max(chi ** 2) is 1.31536062886 total(chi ** 2) is 47.9579697089 Now to test model score... Number of parameters is 7 BIC is 85.8706725244 ################################### ######## RUN NO. 127 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) min(chi) is -2.94821546253 max(chi) is 1.69439806028 max(chi ** 2) is 8.69197441348 total(chi ** 2) is 226.786111905 Now to test model score... Number of parameters is 3 BIC is 243.034413111 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) min(chi) is -2.8201204582 max(chi) is 1.8224879947 max(chi ** 2) is 7.95307939877 total(chi ** 2) is 201.098916194 Now to test model score... Number of parameters is 4 BIC is 222.763317803 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) min(chi) is -2.06199309248 max(chi) is 2.17152899228 max(chi ** 2) is 4.71553816432 total(chi ** 2) is 168.677207061 Now to test model score... Number of parameters is 5 BIC is 195.757709072 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09424871701154, mh=0.66510987416262379, mv=-3.5261293202422248, w=427.58492517939345, x=4.8379269718682831, y=10.569202124284235) min(chi) is -2.86967575847 max(chi) is 1.58290143781 max(chi ** 2) is 8.23503895877 total(chi ** 2) is 189.844566622 Now to test model score... Number of parameters is 6 BIC is 222.341169035 roaming free PSF optimal params are: gen_crc(z0=-947.262072846357, mh=14.356757833062932, mv=-40.474867997474831, w=17186917.391731422, var=1186.351740026294, x=-5.7396487501344122, y=41.259102582232195) min(chi) is -0.738969055903 max(chi) is 1.42698360906 max(chi ** 2) is 2.03628222053 total(chi ** 2) is 25.0274940482 Now to test model score... Number of parameters is 7 BIC is 62.9401968637 ################################### ######## RUN NO. 128 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) min(chi) is -2.16303631508 max(chi) is 1.37222087336 max(chi ** 2) is 4.67872610036 total(chi ** 2) is 125.808866123 Now to test model score... Number of parameters is 3 BIC is 142.05716733 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) min(chi) is -2.05562078816 max(chi) is 1.42742249365 max(chi ** 2) is 4.2255768247 total(chi ** 2) is 107.74602765 Now to test model score... Number of parameters is 4 BIC is 129.410429259 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) min(chi) is -1.33558899691 max(chi) is 1.56490359834 max(chi ** 2) is 2.44892327211 total(chi ** 2) is 81.9612789402 Now to test model score... Number of parameters is 5 BIC is 109.041780951 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25927649656754, mh=0.37760753558456905, mv=-2.2509847726064436, w=437.49638908267485, x=7.610120872985112, y=2.3666115659534781) min(chi) is -1.75672882035 max(chi) is 1.34051610239 max(chi ** 2) is 3.08609614826 total(chi ** 2) is 87.9315742091 Now to test model score... Number of parameters is 6 BIC is 120.428176622 roaming free PSF optimal params are: gen_crc(z0=-98.953576286017935, mh=-1.7400435067719933, mv=10.011699871876241, w=499918.83144313132, var=227.15554765724292, x=9.5964550633276726, y=-8.3947821450477846) min(chi) is -0.868256963773 max(chi) is 1.02524129855 max(chi ** 2) is 1.05111972025 total(chi ** 2) is 24.7911580487 Now to test model score... Number of parameters is 7 BIC is 62.7038608641 ################################### ######## RUN NO. 129 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) min(chi) is -3.25344247512 max(chi) is 7.45824187259 max(chi ** 2) is 55.62537183 total(chi ** 2) is 780.772835588 Now to test model score... Number of parameters is 3 BIC is 797.021136794 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) min(chi) is -2.91691867335 max(chi) is 4.24123155503 max(chi ** 2) is 17.9880451034 total(chi ** 2) is 341.215227893 Now to test model score... Number of parameters is 4 BIC is 362.879629501 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) min(chi) is -2.27199149101 max(chi) is 3.1707280829 max(chi ** 2) is 10.0535165757 total(chi ** 2) is 186.661676046 Now to test model score... Number of parameters is 5 BIC is 213.742178057 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01240923493623, mh=0.27151760059863106, mv=-0.44800108973395342, w=1640.1881526271666, x=5.8071484731158138, y=6.2839640131138532) min(chi) is -2.16888238444 max(chi) is 2.0237947876 max(chi ** 2) is 4.70405079753 total(chi ** 2) is 164.582120195 Now to test model score... Number of parameters is 6 BIC is 197.078722608 roaming free PSF optimal params are: gen_crc(z0=114.0235217690196, mh=0.80677718456684655, mv=-0.11904576859249583, w=3457.811616088673, var=6.0964990977477864, x=5.735297200408608, y=6.2345338309987621) min(chi) is -1.06031735497 max(chi) is 1.21471258501 max(chi ** 2) is 1.47552666418 total(chi ** 2) is 43.2341835023 Now to test model score... Number of parameters is 7 BIC is 81.1468863177 ################################### ######## RUN NO. 130 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) min(chi) is -3.99594677658 max(chi) is 14.7007767955 max(chi ** 2) is 216.112838392 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 3 BIC is 1772.17808578 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) min(chi) is -4.02427727452 max(chi) is 14.6813548421 max(chi ** 2) is 215.542180001 total(chi ** 2) is 1755.97317934 Now to test model score... Number of parameters is 4 BIC is 1777.63758094 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) min(chi) is -3.99594775274 max(chi) is 14.7007761264 max(chi ** 2) is 216.112818718 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 5 BIC is 1783.01028659 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.900000707679212, mh=-2.4085714292289864, mv=-1.2419048621760889, w=-15.397097030335237, x=-468974.68539850583, y=16959.3142555823) min(chi) is -3.99594688436 max(chi) is 14.7007767586 max(chi ** 2) is 216.112837306 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 6 BIC is 1788.42638699 roaming free PSF optimal params are: gen_crc(z0=53.900000707679212, mh=-2.4085714292289864, mv=-1.2419048621760889, w=-15.397097030335237, var=2.25, x=-468974.68539850583, y=16959.3142555823) min(chi) is -3.99594688436 max(chi) is 14.7007767586 max(chi ** 2) is 216.112837306 total(chi ** 2) is 1755.92978458 Now to test model score... Number of parameters is 7 BIC is 1793.84248739 ################################### ######## RUN NO. 131 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) min(chi) is -6.71537286532 max(chi) is 13.8307779147 max(chi ** 2) is 191.290417726 total(chi ** 2) is 3561.9048477 Now to test model score... Number of parameters is 3 BIC is 3578.15314891 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) min(chi) is -7.8500061922 max(chi) is 12.7886343052 max(chi ** 2) is 163.549167392 total(chi ** 2) is 2064.7564378 Now to test model score... Number of parameters is 4 BIC is 2086.42083941 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) min(chi) is -5.7082657866 max(chi) is 9.75187666925 max(chi ** 2) is 95.0990985722 total(chi ** 2) is 1477.34061923 Now to test model score... Number of parameters is 5 BIC is 1504.42112124 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207468423989511, mh=-0.44553677616477327, mv=0.39777812479909563, w=3651.7525835856954, x=5.1870563516993098, y=6.3395351023294397) min(chi) is -6.17317492591 max(chi) is 3.6219084699 max(chi ** 2) is 38.1080886659 total(chi ** 2) is 550.065401711 Now to test model score... Number of parameters is 6 BIC is 582.562004125 roaming free PSF optimal params are: gen_crc(z0=47.249283221191774, mh=0.43703041432935225, mv=0.74279204227267448, w=5777.7448003636991, var=4.3045854812894362, x=5.18885352521899, y=6.3265354568289647) min(chi) is -3.03467300853 max(chi) is 2.889153693 max(chi ** 2) is 9.2092402687 total(chi ** 2) is 247.668661394 Now to test model score... Number of parameters is 7 BIC is 285.58136421 ################################### ######## RUN NO. 132 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) min(chi) is -4.12139050064 max(chi) is 13.4092395586 max(chi ** 2) is 179.80770554 total(chi ** 2) is 1692.53063742 Now to test model score... Number of parameters is 3 BIC is 1708.77893863 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) min(chi) is -4.97195494869 max(chi) is 10.4123011552 max(chi ** 2) is 108.416015346 total(chi ** 2) is 910.137856321 Now to test model score... Number of parameters is 4 BIC is 931.80225793 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) min(chi) is -4.4151596996 max(chi) is 9.0498788483 max(chi ** 2) is 81.900307169 total(chi ** 2) is 702.29082781 Now to test model score... Number of parameters is 5 BIC is 729.371329821 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957676159729495, mh=1.1647428589878717, mv=0.12668947619057574, w=2565.6175132998173, x=5.3322906583430392, y=6.3805834369843506) min(chi) is -2.50944281975 max(chi) is 2.19269863972 max(chi ** 2) is 6.29730326559 total(chi ** 2) is 199.306436112 Now to test model score... Number of parameters is 6 BIC is 231.803038526 roaming free PSF optimal params are: gen_crc(z0=53.081959262200847, mh=1.3592620104227988, mv=0.17738639391085889, w=3052.333724170926, var=2.967923868473199, x=5.3283347078845154, y=6.409261283388604) min(chi) is -2.31037935963 max(chi) is 2.12894935237 max(chi ** 2) is 5.33785278539 total(chi ** 2) is 177.670774341 Now to test model score... Number of parameters is 7 BIC is 215.583477157 ################################### ######## RUN NO. 133 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) min(chi) is -6.77786751805 max(chi) is 14.952668892 max(chi ** 2) is 223.582306994 total(chi ** 2) is 3940.44737442 Now to test model score... Number of parameters is 3 BIC is 3956.69567563 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) min(chi) is -6.49818944691 max(chi) is 13.0973934237 max(chi ** 2) is 171.541714495 total(chi ** 2) is 2636.05925566 Now to test model score... Number of parameters is 4 BIC is 2657.72365727 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) min(chi) is -6.80203172158 max(chi) is 10.0134018702 max(chi ** 2) is 100.268217014 total(chi ** 2) is 2014.59352225 Now to test model score... Number of parameters is 5 BIC is 2041.67402426 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880394658543906, mh=-2.2730365441727298, mv=0.13841075259239141, w=3712.409076206091, x=4.9046192186609643, y=6.1962705415464869) min(chi) is -6.0855235093 max(chi) is 5.52948974046 max(chi ** 2) is 37.0335963822 total(chi ** 2) is 860.008472693 Now to test model score... Number of parameters is 6 BIC is 892.505075106 roaming free PSF optimal params are: gen_crc(z0=28.114138633912599, mh=-0.88432792258421489, mv=0.53895902317598743, w=6289.6095434259496, var=4.6618153834127884, x=4.7779584573035434, y=6.2469317831234248) min(chi) is -4.18210728383 max(chi) is 4.78786391829 max(chi ** 2) is 22.9236409001 total(chi ** 2) is 536.363363961 Now to test model score... Number of parameters is 7 BIC is 574.276066776 ################################### ######## RUN NO. 134 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) min(chi) is -6.04408244486 max(chi) is 13.3567649104 max(chi ** 2) is 178.403168872 total(chi ** 2) is 2421.14862131 Now to test model score... Number of parameters is 3 BIC is 2437.39692252 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) min(chi) is -5.40492619319 max(chi) is 12.1701416958 max(chi ** 2) is 148.112348897 total(chi ** 2) is 1781.60940068 Now to test model score... Number of parameters is 4 BIC is 1803.27380229 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) min(chi) is -5.41445196471 max(chi) is 10.1121355781 max(chi ** 2) is 102.255285949 total(chi ** 2) is 1478.57562682 Now to test model score... Number of parameters is 5 BIC is 1505.65612883 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.04023184564933, mh=-0.8302588310351865, mv=0.004320115754705269, w=3093.3629238400208, x=4.758625295189411, y=6.1602229905237893) min(chi) is -4.82832152335 max(chi) is 3.11295679176 max(chi ** 2) is 23.3126887328 total(chi ** 2) is 294.167812669 Now to test model score... Number of parameters is 6 BIC is 326.664415082 roaming free PSF optimal params are: gen_crc(z0=64.599616233145937, mh=-0.28412226983895711, mv=0.18367903821328549, w=4083.1813506735589, var=3.3962854534117994, x=4.7242300114577507, y=6.1767866188291949) min(chi) is -3.05787988449 max(chi) is 3.28007076816 max(chi ** 2) is 10.7588642441 total(chi ** 2) is 211.037682744 Now to test model score... Number of parameters is 7 BIC is 248.950385559 ################################### ######## RUN NO. 135 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) min(chi) is -6.7216353319 max(chi) is 13.0225925247 max(chi ** 2) is 169.587916064 total(chi ** 2) is 2623.89775397 Now to test model score... Number of parameters is 3 BIC is 2640.14605518 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) min(chi) is -5.98216411369 max(chi) is 11.7729360047 max(chi ** 2) is 138.602022171 total(chi ** 2) is 1767.85680605 Now to test model score... Number of parameters is 4 BIC is 1789.52120766 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) min(chi) is -3.98417837047 max(chi) is 8.92951707829 max(chi ** 2) is 79.7362752516 total(chi ** 2) is 1045.71876204 Now to test model score... Number of parameters is 5 BIC is 1072.79926405 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034205276188743, mh=-2.165122809075045, mv=-0.91571777446460356, w=2784.7616974795233, x=5.3235930113878212, y=5.8012163566019446) min(chi) is -5.38741960228 max(chi) is 3.49096860681 max(chi ** 2) is 29.024289971 total(chi ** 2) is 879.708652582 Now to test model score... Number of parameters is 6 BIC is 912.205254995 roaming free PSF optimal params are: gen_crc(z0=34.211618160028088, mh=-0.28589764211716551, mv=-0.093900990708668447, w=7782.5509822011973, var=8.3087899438317958, x=5.1600429166227313, y=6.0200038980225283) min(chi) is -3.14232465045 max(chi) is 4.58494714817 max(chi ** 2) is 21.0217403515 total(chi ** 2) is 515.895129428 Now to test model score... Number of parameters is 7 BIC is 553.807832243 ################################### ######## RUN NO. 136 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) min(chi) is -4.93005076657 max(chi) is 14.5086197452 max(chi ** 2) is 210.50004691 total(chi ** 2) is 3139.03940453 Now to test model score... Number of parameters is 3 BIC is 3155.28770573 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) min(chi) is -3.93961903807 max(chi) is 5.12617733605 max(chi ** 2) is 26.2776940806 total(chi ** 2) is 906.941404888 Now to test model score... Number of parameters is 4 BIC is 928.605806496 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) min(chi) is -3.15908171824 max(chi) is 3.68443932783 max(chi ** 2) is 13.5750931604 total(chi ** 2) is 404.962232684 Now to test model score... Number of parameters is 5 BIC is 432.042734695 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258482706125861, mh=-0.11239382593886725, mv=0.2386883234258399, w=3161.9319716934838, x=6.5047425551047615, y=7.0172394374897866) min(chi) is -3.61621591106 max(chi) is 4.22038000125 max(chi ** 2) is 17.811607355 total(chi ** 2) is 818.814842722 Now to test model score... Number of parameters is 6 BIC is 851.311445135 roaming free PSF optimal params are: gen_crc(z0=22.491855414188645, mh=0.20493564690577665, mv=0.13228019971856078, w=6636.7774709890646, var=6.185077795104875, x=6.5495164650587032, y=7.0778584890718843) min(chi) is -3.15503799991 max(chi) is 3.31468392 max(chi ** 2) is 10.9871294895 total(chi ** 2) is 350.287954611 Now to test model score... Number of parameters is 7 BIC is 388.200657427 ################################### ######## RUN NO. 137 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) min(chi) is -4.54471129786 max(chi) is 14.523140601 max(chi ** 2) is 210.921612916 total(chi ** 2) is 2266.9041694 Now to test model score... Number of parameters is 3 BIC is 2283.1524706 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) min(chi) is -6.07602063613 max(chi) is 10.3564663615 max(chi ** 2) is 107.256395496 total(chi ** 2) is 1382.33501462 Now to test model score... Number of parameters is 4 BIC is 1403.99941623 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) min(chi) is -5.90241830146 max(chi) is 9.38853822346 max(chi ** 2) is 88.1446499734 total(chi ** 2) is 1086.25181073 Now to test model score... Number of parameters is 5 BIC is 1113.33231274 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034313772291512, mh=0.16229421877320588, mv=0.25413599437370066, w=2789.5907140637623, x=5.1240433287919531, y=6.9891117683563575) min(chi) is -2.83808278333 max(chi) is 4.65843314206 max(chi ** 2) is 21.7009993391 total(chi ** 2) is 506.498196391 Now to test model score... Number of parameters is 6 BIC is 538.994798804 roaming free PSF optimal params are: gen_crc(z0=20.838987679576849, mh=0.57355212830102387, mv=0.26367672433318945, w=3750.3632487228638, var=3.5368389825399609, x=5.1344300565127625, y=6.9811752048469558) min(chi) is -2.62007814477 max(chi) is 4.42549212421 max(chi ** 2) is 19.5849805415 total(chi ** 2) is 442.979397049 Now to test model score... Number of parameters is 7 BIC is 480.892099864 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -6.32125436425 max(chi) is 4.71406163979 max(chi ** 2) is 39.9582567376 total(chi ** 2) is 1391.14820064 Now to test model score... Number of parameters is 3 BIC is 1407.39650185 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -5.84980612146 max(chi) is 4.98608170688 max(chi ** 2) is 34.2202316586 total(chi ** 2) is 1043.19573365 Now to test model score... Number of parameters is 4 BIC is 1064.86013526 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -6.9436568921 max(chi) is 3.70880488836 max(chi ** 2) is 48.2143710352 total(chi ** 2) is 542.773305194 Now to test model score... Number of parameters is 5 BIC is 569.853807205 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -5.85930477185 max(chi) is 4.96130359974 max(chi ** 2) is 34.3314524094 total(chi ** 2) is 1039.3516599 Now to test model score... Number of parameters is 6 BIC is 1071.84826232 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -7.76958834028 max(chi) is 2.55468139535 max(chi ** 2) is 60.3665029774 total(chi ** 2) is 456.607488271 Now to test model score... Number of parameters is 7 BIC is 494.520191086 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -5.41463657082 max(chi) is 8.4364643953 max(chi ** 2) is 71.1739314931 total(chi ** 2) is 1342.77224287 Now to test model score... Number of parameters is 3 BIC is 1359.02054408 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -4.86535653843 max(chi) is 7.05825579276 max(chi ** 2) is 49.818974836 total(chi ** 2) is 870.448712066 Now to test model score... Number of parameters is 4 BIC is 892.113113674 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.01465390542 max(chi) is 4.9414649937 max(chi ** 2) is 24.4180762839 total(chi ** 2) is 450.160727596 Now to test model score... Number of parameters is 5 BIC is 477.241229607 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -3.81430115513 max(chi) is 2.52698989134 max(chi ** 2) is 14.548893302 total(chi ** 2) is 442.119531012 Now to test model score... Number of parameters is 6 BIC is 474.616133425 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -2.15631192841 max(chi) is 3.20986776084 max(chi ** 2) is 10.3032510421 total(chi ** 2) is 157.534483763 Now to test model score... Number of parameters is 7 BIC is 195.447186578 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.76990297933 max(chi) is 12.9560524057 max(chi ** 2) is 167.859293938 total(chi ** 2) is 2151.44131835 Now to test model score... Number of parameters is 3 BIC is 2167.68961956 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.57200310816 max(chi) is 8.86622801317 max(chi ** 2) is 78.6099991815 total(chi ** 2) is 1020.50673592 Now to test model score... Number of parameters is 4 BIC is 1042.17113753 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -6.51355406488 max(chi) is 7.47210250623 max(chi ** 2) is 55.8323158636 total(chi ** 2) is 857.92489223 Now to test model score... Number of parameters is 5 BIC is 885.005394241 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -2.92384606048 max(chi) is 3.24211492033 max(chi ** 2) is 10.5113091566 total(chi ** 2) is 383.003527283 Now to test model score... Number of parameters is 6 BIC is 415.500129696 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -2.5376210328 max(chi) is 3.84927029505 max(chi ** 2) is 14.8168818043 total(chi ** 2) is 310.827876784 Now to test model score... Number of parameters is 7 BIC is 348.7405796 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.09373514039 max(chi) is 12.9380198711 max(chi ** 2) is 167.392358184 total(chi ** 2) is 2567.75068461 Now to test model score... Number of parameters is 3 BIC is 2583.99898582 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.24296169462 max(chi) is 8.04850403777 max(chi ** 2) is 64.7784172461 total(chi ** 2) is 990.614562919 Now to test model score... Number of parameters is 4 BIC is 1012.27896453 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.05082600362 max(chi) is 6.20197676809 max(chi ** 2) is 38.4645158319 total(chi ** 2) is 637.461110466 Now to test model score... Number of parameters is 5 BIC is 664.541612477 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -3.64535613792 max(chi) is 3.41156154079 max(chi ** 2) is 13.2886213723 total(chi ** 2) is 447.475900299 Now to test model score... Number of parameters is 6 BIC is 479.972502712 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -2.00700103174 max(chi) is 3.08910455257 max(chi ** 2) is 9.54256693673 total(chi ** 2) is 225.158604989 Now to test model score... Number of parameters is 7 BIC is 263.071307804 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -6.78949542827 max(chi) is 5.06325139089 max(chi ** 2) is 46.0972481705 total(chi ** 2) is 1604.87741665 Now to test model score... Number of parameters is 3 BIC is 1621.12571786 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.28312509342 max(chi) is 5.35542109258 max(chi ** 2) is 39.4776609395 total(chi ** 2) is 1203.46723182 Now to test model score... Number of parameters is 4 BIC is 1225.13163343 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.45800184707 max(chi) is 3.98353117639 max(chi ** 2) is 55.6217915509 total(chi ** 2) is 626.162345224 Now to test model score... Number of parameters is 5 BIC is 653.242847235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -6.29332734754 max(chi) is 5.32880757009 max(chi ** 2) is 39.6059691033 total(chi ** 2) is 1199.03257336 Now to test model score... Number of parameters is 6 BIC is 1231.52917577 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -8.34511340252 max(chi) is 2.74391705427 max(chi ** 2) is 69.6409177009 total(chi ** 2) is 526.758432971 Now to test model score... Number of parameters is 7 BIC is 564.671135786 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -5.81572076125 max(chi) is 9.06138768384 max(chi ** 2) is 82.1087467568 total(chi ** 2) is 1549.06921297 Now to test model score... Number of parameters is 3 BIC is 1565.31751418 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.22575331905 max(chi) is 7.58108955518 max(chi ** 2) is 57.4729188437 total(chi ** 2) is 1004.18020144 Now to test model score... Number of parameters is 4 BIC is 1025.84460305 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.23796160212 max(chi) is 5.30749943767 max(chi ** 2) is 28.1695502809 total(chi ** 2) is 519.321223468 Now to test model score... Number of parameters is 5 BIC is 546.401725479 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -4.09684198144 max(chi) is 2.71417432774 max(chi ** 2) is 16.7841142209 total(chi ** 2) is 510.044616709 Now to test model score... Number of parameters is 6 BIC is 542.541219123 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -2.31603873792 max(chi) is 3.44763574312 max(chi ** 2) is 11.8861922173 total(chi ** 2) is 181.737312544 Now to test model score... Number of parameters is 7 BIC is 219.65001536 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -5.12322912595 max(chi) is 13.9157599913 max(chi ** 2) is 193.648376134 total(chi ** 2) is 2481.97825615 Now to test model score... Number of parameters is 3 BIC is 2498.22655736 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.98474407913 max(chi) is 9.52298564378 max(chi ** 2) is 90.6872555716 total(chi ** 2) is 1177.29240728 Now to test model score... Number of parameters is 4 BIC is 1198.95680889 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -6.99603955117 max(chi) is 8.02559158076 max(chi ** 2) is 64.4101202212 total(chi ** 2) is 989.732283081 Now to test model score... Number of parameters is 5 BIC is 1016.81278509 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -3.14042725014 max(chi) is 3.4822715811 max(chi ** 2) is 12.1262153645 total(chi ** 2) is 441.846318855 Now to test model score... Number of parameters is 6 BIC is 474.342921268 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -2.72559296115 max(chi) is 4.13440142801 max(chi ** 2) is 17.093275168 total(chi ** 2) is 358.581953876 Now to test model score... Number of parameters is 7 BIC is 396.494656691 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.39697478042 max(chi) is 13.8963917134 max(chi ** 2) is 193.109702652 total(chi ** 2) is 2962.24736044 Now to test model score... Number of parameters is 3 BIC is 2978.49566164 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.63132922756 max(chi) is 8.64468952205 max(chi ** 2) is 74.7306569327 total(chi ** 2) is 1142.8077468 Now to test model score... Number of parameters is 4 BIC is 1164.47214841 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.42496126315 max(chi) is 6.66138245462 max(chi ** 2) is 44.3740162067 total(chi ** 2) is 735.397522499 Now to test model score... Number of parameters is 5 BIC is 762.47802451 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -3.91538251851 max(chi) is 3.66426980307 max(chi ** 2) is 15.3302202662 total(chi ** 2) is 516.223912416 Now to test model score... Number of parameters is 6 BIC is 548.72051483 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -2.15566777483 max(chi) is 3.31792711202 max(chi ** 2) is 11.0086403207 total(chi ** 2) is 259.750873519 Now to test model score... Number of parameters is 7 BIC is 297.663576335 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -9.64823034544 max(chi) is 7.19514671337 max(chi ** 2) is 93.0883487987 total(chi ** 2) is 3240.87433999 Now to test model score... Number of parameters is 3 BIC is 3257.1226412 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -8.92865144854 max(chi) is 7.61033523682 max(chi ** 2) is 79.7208166895 total(chi ** 2) is 2430.27039334 Now to test model score... Number of parameters is 4 BIC is 2451.93479495 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -10.5982131511 max(chi) is 5.66080746118 max(chi ** 2) is 112.322121996 total(chi ** 2) is 1264.46634257 Now to test model score... Number of parameters is 5 BIC is 1291.54684458 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -8.94314938861 max(chi) is 7.57251602066 max(chi ** 2) is 79.9799209871 total(chi ** 2) is 2421.31508582 Now to test model score... Number of parameters is 6 BIC is 2453.81168823 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -11.8588453615 max(chi) is 3.8992505508 max(chi ** 2) is 140.632213307 total(chi ** 2) is 1063.73101838 Now to test model score... Number of parameters is 7 BIC is 1101.6437212 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -8.26444529231 max(chi) is 12.8767088139 max(chi ** 2) is 165.809629877 total(chi ** 2) is 3128.1757791 Now to test model score... Number of parameters is 3 BIC is 3144.42408031 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -7.42607050602 max(chi) is 10.7731272626 max(chi ** 2) is 116.060271017 total(chi ** 2) is 2027.83204113 Now to test model score... Number of parameters is 4 BIC is 2049.49644274 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -4.60131385564 max(chi) is 7.54223604301 max(chi ** 2) is 56.8853245285 total(chi ** 2) is 1048.71238756 Now to test model score... Number of parameters is 5 BIC is 1075.79288957 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -5.82182807888 max(chi) is 3.85698457099 max(chi ** 2) is 33.8936821801 total(chi ** 2) is 1029.97929524 Now to test model score... Number of parameters is 6 BIC is 1062.47589765 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -3.29121294336 max(chi) is 4.89927184549 max(chi ** 2) is 24.002864616 total(chi ** 2) is 366.998617298 Now to test model score... Number of parameters is 7 BIC is 404.911320114 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -7.28037823161 max(chi) is 19.775027356 max(chi ** 2) is 391.05170693 total(chi ** 2) is 5012.0835145 Now to test model score... Number of parameters is 3 BIC is 5028.33181571 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -8.50463632298 max(chi) is 13.5326638096 max(chi ** 2) is 183.132989783 total(chi ** 2) is 2377.4131992 Now to test model score... Number of parameters is 4 BIC is 2399.07760081 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -9.94174041482 max(chi) is 11.4047880358 max(chi ** 2) is 130.069190142 total(chi ** 2) is 1998.65605087 Now to test model score... Number of parameters is 5 BIC is 2025.73655289 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -4.4627124081 max(chi) is 4.94849119419 max(chi ** 2) is 24.487565099 total(chi ** 2) is 892.260294862 Now to test model score... Number of parameters is 6 BIC is 924.756897275 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -3.87321105006 max(chi) is 5.87520202928 max(chi ** 2) is 34.5179988849 total(chi ** 2) is 724.117020431 Now to test model score... Number of parameters is 7 BIC is 762.029723246 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -6.2483325827 max(chi) is 19.7475040138 max(chi ** 2) is 389.963914773 total(chi ** 2) is 5981.93442038 Now to test model score... Number of parameters is 3 BIC is 5998.18272159 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -8.00241521811 max(chi) is 12.2845587945 max(chi ** 2) is 150.910384775 total(chi ** 2) is 2307.77520059 Now to test model score... Number of parameters is 4 BIC is 2329.4396022 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -7.70915547921 max(chi) is 9.46617506709 max(chi ** 2) is 89.6084704007 total(chi ** 2) is 1485.05483075 Now to test model score... Number of parameters is 5 BIC is 1512.13533276 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -5.56396463157 max(chi) is 5.20712024647 max(chi ** 2) is 30.9577024213 total(chi ** 2) is 1042.45770679 Now to test model score... Number of parameters is 6 BIC is 1074.9543092 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -3.06331736423 max(chi) is 4.71494905393 max(chi ** 2) is 22.2307445811 total(chi ** 2) is 524.538467578 Now to test model score... Number of parameters is 7 BIC is 562.451170393 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -6.54701344869 max(chi) is 4.88242098407 max(chi ** 2) is 42.8633850974 total(chi ** 2) is 1492.29035298 Now to test model score... Number of parameters is 3 BIC is 1508.53865419 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -6.05872776865 max(chi) is 5.16415605356 max(chi ** 2) is 36.7081821746 total(chi ** 2) is 1119.04032142 Now to test model score... Number of parameters is 4 BIC is 1140.70472303 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -7.19164463825 max(chi) is 3.8412622058 max(chi ** 2) is 51.7197526028 total(chi ** 2) is 582.235139883 Now to test model score... Number of parameters is 5 BIC is 609.315641894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -6.06856565656 max(chi) is 5.13849301402 max(chi ** 2) is 36.827489128 total(chi ** 2) is 1114.91676783 Now to test model score... Number of parameters is 6 BIC is 1147.41337024 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -8.04707363814 max(chi) is 2.64592001661 max(chi ** 2) is 64.7553941377 total(chi ** 2) is 489.804716372 Now to test model score... Number of parameters is 7 BIC is 527.717419187 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -5.60801644835 max(chi) is 8.73776669513 max(chi ** 2) is 76.3485668185 total(chi ** 2) is 1440.39726563 Now to test model score... Number of parameters is 3 BIC is 1456.64556684 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -5.03911927194 max(chi) is 7.31033635678 max(chi ** 2) is 53.4410176493 total(chi ** 2) is 933.733886285 Now to test model score... Number of parameters is 4 BIC is 955.398287894 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -3.12232011633 max(chi) is 5.11794588633 max(chi ** 2) is 26.1933700954 total(chi ** 2) is 482.889249883 Now to test model score... Number of parameters is 5 BIC is 509.969751894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -3.95052619639 max(chi) is 2.61723953032 max(chi ** 2) is 15.6066572283 total(chi ** 2) is 474.263425486 Now to test model score... Number of parameters is 6 BIC is 506.760027899 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -2.23332306871 max(chi) is 3.32450589515 max(chi ** 2) is 11.0523394469 total(chi ** 2) is 168.98788373 Now to test model score... Number of parameters is 7 BIC is 206.900586546 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.94025665717 max(chi) is 13.418768563 max(chi ** 2) is 180.063349747 total(chi ** 2) is 2307.85988359 Now to test model score... Number of parameters is 3 BIC is 2324.1081848 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.77100321916 max(chi) is 9.18287901364 max(chi ** 2) is 84.3252669792 total(chi ** 2) is 1094.70174096 Now to test model score... Number of parameters is 4 BIC is 1116.36614257 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -6.74618099577 max(chi) is 7.73896331002 max(chi ** 2) is 59.8915531139 total(chi ** 2) is 920.29953363 Now to test model score... Number of parameters is 5 BIC is 947.380035641 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -3.02826913407 max(chi) is 3.35790473892 max(chi ** 2) is 11.2755242356 total(chi ** 2) is 410.849446996 Now to test model score... Number of parameters is 6 BIC is 443.34604941 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -2.6282503554 max(chi) is 3.98674423415 max(chi ** 2) is 15.8941295886 total(chi ** 2) is 333.426332112 Now to test model score... Number of parameters is 7 BIC is 371.339034927 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -4.23993996683 max(chi) is 13.4000920093 max(chi ** 2) is 179.562465859 total(chi ** 2) is 2754.43664 Now to test model score... Number of parameters is 3 BIC is 2770.6849412 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -5.43021032657 max(chi) is 8.33595061055 max(chi ** 2) is 69.4880725816 total(chi ** 2) is 1062.63628497 Now to test model score... Number of parameters is 4 BIC is 1084.30068658 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -5.23121264661 max(chi) is 6.42347593838 max(chi ** 2) is 41.2610431309 total(chi ** 2) is 683.807135079 Now to test model score... Number of parameters is 5 BIC is 710.88763709 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -3.77554742856 max(chi) is 3.53340302439 max(chi ** 2) is 14.2547583853 total(chi ** 2) is 480.009224683 Now to test model score... Number of parameters is 6 BIC is 512.505827096 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -2.07867964001 max(chi) is 3.19942971516 max(chi ** 2) is 10.2363505023 total(chi ** 2) is 241.528554586 Now to test model score... Number of parameters is 7 BIC is 279.441257402 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -8.72935126492 max(chi) is 6.50989464543 max(chi ** 2) is 76.2015735064 total(chi ** 2) is 2652.96062752 Now to test model score... Number of parameters is 3 BIC is 2669.20892873 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -8.07830369153 max(chi) is 6.88554140474 max(chi ** 2) is 65.2589905327 total(chi ** 2) is 1989.40501587 Now to test model score... Number of parameters is 4 BIC is 2011.06941747 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -9.58885951766 max(chi) is 5.12168294107 max(chi ** 2) is 91.9462268495 total(chi ** 2) is 1035.08469313 Now to test model score... Number of parameters is 5 BIC is 1062.16519514 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -8.09142087541 max(chi) is 6.85132401869 max(chi ** 2) is 65.4710917831 total(chi ** 2) is 1982.07425392 Now to test model score... Number of parameters is 6 BIC is 2014.57085634 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -10.7294315175 max(chi) is 3.52789335549 max(chi ** 2) is 115.120700689 total(chi ** 2) is 870.763940217 Now to test model score... Number of parameters is 7 BIC is 908.676643032 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -7.47735526447 max(chi) is 11.6503555935 max(chi ** 2) is 135.730785455 total(chi ** 2) is 2560.70625002 Now to test model score... Number of parameters is 3 BIC is 2576.95455122 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -6.71882569592 max(chi) is 9.74711514238 max(chi ** 2) is 95.0062535988 total(chi ** 2) is 1659.9713534 Now to test model score... Number of parameters is 4 BIC is 1681.635755 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -4.16309348844 max(chi) is 6.82392784844 max(chi ** 2) is 46.5659912807 total(chi ** 2) is 858.469777569 Now to test model score... Number of parameters is 5 BIC is 885.55027958 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -5.26736826185 max(chi) is 3.48965270709 max(chi ** 2) is 27.7451684059 total(chi ** 2) is 843.134978642 Now to test model score... Number of parameters is 6 BIC is 875.631581055 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -2.97776409161 max(chi) is 4.43267452687 max(chi ** 2) is 19.6486034612 total(chi ** 2) is 300.42290441 Now to test model score... Number of parameters is 7 BIC is 338.335607225 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -6.58700887622 max(chi) is 17.8916914173 max(chi ** 2) is 320.112621773 total(chi ** 2) is 4102.86201527 Now to test model score... Number of parameters is 3 BIC is 4119.11031648 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -7.69467095889 max(chi) is 12.2438386849 max(chi ** 2) is 149.911585741 total(chi ** 2) is 1946.13642837 Now to test model score... Number of parameters is 4 BIC is 1967.80082998 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -8.99490799436 max(chi) is 10.3186177467 max(chi ** 2) is 106.473872202 total(chi ** 2) is 1636.08805979 Now to test model score... Number of parameters is 5 BIC is 1663.1685618 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -4.03769217876 max(chi) is 4.47720631856 max(chi ** 2) is 20.0453764189 total(chi ** 2) is 730.399016883 Now to test model score... Number of parameters is 6 BIC is 762.895619296 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -3.50433380719 max(chi) is 5.31565897887 max(chi ** 2) is 28.2562303797 total(chi ** 2) is 592.757923754 Now to test model score... Number of parameters is 7 BIC is 630.670626569 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -5.65325328911 max(chi) is 17.8667893458 max(chi ** 2) is 319.222161526 total(chi ** 2) is 4896.77624888 Now to test model score... Number of parameters is 3 BIC is 4913.02455009 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -7.24028043543 max(chi) is 11.1146008141 max(chi ** 2) is 123.534351256 total(chi ** 2) is 1889.13117328 Now to test model score... Number of parameters is 4 BIC is 1910.79557488 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -6.97495019547 max(chi) is 8.56463458451 max(chi ** 2) is 73.3529655661 total(chi ** 2) is 1215.65712903 Now to test model score... Number of parameters is 5 BIC is 1242.73763104 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -5.03406323808 max(chi) is 4.71120403252 max(chi ** 2) is 25.341792685 total(chi ** 2) is 853.34973277 Now to test model score... Number of parameters is 6 BIC is 885.846335183 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -2.77157285335 max(chi) is 4.26590628689 max(chi ** 2) is 18.1979564485 total(chi ** 2) is 429.384097042 Now to test model score... Number of parameters is 7 BIC is 467.296799857 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image [None, None, None, None] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) min(chi) is -5.72863676761 max(chi) is 4.27211836106 max(chi ** 2) is 32.8172792152 total(chi ** 2) is 1142.5348015 Now to test model score... Number of parameters is 3 BIC is 1158.78310271 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) min(chi) is -5.30138679757 max(chi) is 4.51863654686 max(chi ** 2) is 28.1047019774 total(chi ** 2) is 856.76524609 Now to test model score... Number of parameters is 4 BIC is 878.429647699 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) min(chi) is -6.29268905847 max(chi) is 3.36110443008 max(chi ** 2) is 39.5979355865 total(chi ** 2) is 445.773778973 Now to test model score... Number of parameters is 5 BIC is 472.854280984 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) min(chi) is -5.30999494949 max(chi) is 4.49618138726 max(chi ** 2) is 28.1960463636 total(chi ** 2) is 853.608150371 Now to test model score... Number of parameters is 6 BIC is 886.104752784 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) min(chi) is -7.04118943338 max(chi) is 2.31518001454 max(chi ** 2) is 49.5783486367 total(chi ** 2) is 375.006735972 Now to test model score... Number of parameters is 7 BIC is 412.919438788 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) min(chi) is -4.90701439231 max(chi) is 7.64554585824 max(chi ** 2) is 58.4543714704 total(chi ** 2) is 1102.8041565 Now to test model score... Number of parameters is 3 BIC is 1119.05245771 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) min(chi) is -4.40922936295 max(chi) is 6.39654431219 max(chi ** 2) is 40.9157791378 total(chi ** 2) is 714.890006687 Now to test model score... Number of parameters is 4 BIC is 736.554408296 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) min(chi) is -2.73203010179 max(chi) is 4.47820265054 max(chi ** 2) is 20.0542989793 total(chi ** 2) is 369.712081941 Now to test model score... Number of parameters is 5 BIC is 396.792583952 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) min(chi) is -3.45671042184 max(chi) is 2.29008458903 max(chi ** 2) is 11.9488469404 total(chi ** 2) is 363.107935138 Now to test model score... Number of parameters is 6 BIC is 395.604537551 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) min(chi) is -1.95415768512 max(chi) is 2.90894265826 max(chi ** 2) is 8.46194738904 total(chi ** 2) is 129.381348481 Now to test model score... Number of parameters is 7 BIC is 167.294051297 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) min(chi) is -4.32272457502 max(chi) is 11.7414224926 max(chi ** 2) is 137.86100215 total(chi ** 2) is 1766.95522337 Now to test model score... Number of parameters is 3 BIC is 1783.20352458 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) min(chi) is -5.04962781677 max(chi) is 8.03501913694 max(chi ** 2) is 64.5615325309 total(chi ** 2) is 838.13102042 Now to test model score... Number of parameters is 4 BIC is 859.795422029 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) min(chi) is -5.9029083713 max(chi) is 6.77159289627 max(chi ** 2) is 45.8544703528 total(chi ** 2) is 704.604330435 Now to test model score... Number of parameters is 5 BIC is 731.684832446 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) min(chi) is -2.64973549231 max(chi) is 2.93816664655 max(chi ** 2) is 8.63282324291 total(chi ** 2) is 314.556607857 Now to test model score... Number of parameters is 6 BIC is 347.05321027 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) min(chi) is -2.29971906097 max(chi) is 3.48840120489 max(chi ** 2) is 12.1689429662 total(chi ** 2) is 255.279535523 Now to test model score... Number of parameters is 7 BIC is 293.192238338 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) min(chi) is -3.70994747098 max(chi) is 11.7250805082 max(chi ** 2) is 137.477512923 total(chi ** 2) is 2108.8655525 Now to test model score... Number of parameters is 3 BIC is 2125.1138537 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) min(chi) is -4.75143403575 max(chi) is 7.29395678423 max(chi ** 2) is 53.2018055703 total(chi ** 2) is 813.580905678 Now to test model score... Number of parameters is 4 BIC is 835.245307287 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) min(chi) is -4.57731106578 max(chi) is 5.62054144608 max(chi ** 2) is 31.5904861471 total(chi ** 2) is 523.539837795 Now to test model score... Number of parameters is 5 BIC is 550.620339806 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) min(chi) is -3.30360399999 max(chi) is 3.09172764634 max(chi ** 2) is 10.9137993888 total(chi ** 2) is 367.507062648 Now to test model score... Number of parameters is 6 BIC is 400.003665061 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) min(chi) is -1.81884468501 max(chi) is 2.79950100077 max(chi ** 2) is 7.83720585331 total(chi ** 2) is 184.920299605 Now to test model score... Number of parameters is 7 BIC is 222.83300242 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.11054588545 max(chi) is 4.5569262518 max(chi ** 2) is 37.3387710181 total(chi ** 2) is 1299.95070749 Now to test model score... Number of parameters is 3 BIC is 1316.19900869 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (7.4602696949057759, 7.1515323280821121) min(chi) is -5.65481258407 max(chi) is 4.81987898332 max(chi ** 2) is 31.976905361 total(chi ** 2) is 974.808457774 Now to test model score... Number of parameters is 4 BIC is 996.472859383 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (7.4602696949057759, 7.1515323280821121) min(chi) is -6.71220166236 max(chi) is 3.58517805875 max(chi ** 2) is 45.0536511562 total(chi ** 2) is 507.191499632 Now to test model score... Number of parameters is 5 BIC is 534.272001643 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07197925023189, mh=-7.7150079079166316, mv=-3.8717144301707873, w=1622.8944741249977, x=7.3758973762616247, y=6.6944929580437602) bic_xy[no] is (149.69449295804375, 753.37589737626161) min(chi) is -5.66399461279 max(chi) is 4.79592681308 max(chi ** 2) is 32.0808349737 total(chi ** 2) is 971.216384422 Now to test model score... Number of parameters is 6 BIC is 1003.71298684 roaming free PSF optimal params are: gen_crc(z0=-261.89513010502645, mh=8.3392385606572859, mv=0.067077000999714115, w=288068.533311254, var=105.10593806094757, x=1.3598442818680665, y=5.5743364402698079) bic_xy[no] is (148.5743364402698, 747.35984428186805) min(chi) is -7.51060206227 max(chi) is 2.46952534884 max(chi ** 2) is 56.4091433377 total(chi ** 2) is 426.674330706 Now to test model score... Number of parameters is 7 BIC is 464.587033522 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.23414868513 max(chi) is 8.15524891545 max(chi ** 2) is 66.508084873 total(chi ** 2) is 1254.74606251 Now to test model score... Number of parameters is 3 BIC is 1270.99436371 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (6.9414111614019021, 6.7967522988647033) min(chi) is -4.70317798715 max(chi) is 6.82298059967 max(chi ** 2) is 46.5530642634 total(chi ** 2) is 813.385963164 Now to test model score... Number of parameters is 4 BIC is 835.050364772 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (6.9414111614019021, 6.7967522988647033) min(chi) is -2.91416544191 max(chi) is 4.77674949391 max(chi ** 2) is 22.8173357275 total(chi ** 2) is 420.650191009 Now to test model score... Number of parameters is 5 BIC is 447.73069302 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984046823659611, mh=-1.935951119345932, mv=-1.606775096898692, w=2636.4847739267962, x=5.559258794983478, y=5.5704374649740211) bic_xy[no] is (398.57043746497402, 713.55925879498352) min(chi) is -3.68715778329 max(chi) is 2.44275689496 max(chi ** 2) is 13.5951325189 total(chi ** 2) is 413.136139535 Now to test model score... Number of parameters is 6 BIC is 445.632741948 roaming free PSF optimal params are: gen_crc(z0=36.867095377641569, mh=-0.40107891386723082, mv=-0.090355854233394164, w=8101.7548140330837, var=8.8093230235705402, x=5.5413479674006432, y=5.5569881142186448) bic_xy[no] is (398.55698811421865, 713.54134796740061) min(chi) is -2.08443486413 max(chi) is 3.10287216881 max(chi ** 2) is 9.62781569597 total(chi ** 2) is 147.207223161 Now to test model score... Number of parameters is 7 BIC is 185.119925976 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.61090621335 max(chi) is 12.5241839921 max(chi ** 2) is 156.855184669 total(chi ** 2) is 2010.40238748 Now to test model score... Number of parameters is 3 BIC is 2026.65068869 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (7.2380113952567626, 7.2285518951521226) min(chi) is -5.38626967122 max(chi) is 8.5706870794 max(chi ** 2) is 73.456677013 total(chi ** 2) is 953.6068499 Now to test model score... Number of parameters is 4 BIC is 975.271251509 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (7.2380113952567626, 7.2285518951521226) min(chi) is -6.29643559605 max(chi) is 7.22303242269 max(chi ** 2) is 52.1721973792 total(chi ** 2) is 801.683149295 Now to test model score... Number of parameters is 5 BIC is 828.763651306 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.151854278351539, mh=-1.1946565406916227, mv=1.5211318429793053, w=3664.6860256707978, x=5.7098979850942548, y=7.638069016043592) bic_xy[no] is (791.63806901604357, 757.70989798509424) min(chi) is -2.82638452513 max(chi) is 3.13404442299 max(chi ** 2) is 9.82223444527 total(chi ** 2) is 357.895518272 Now to test model score... Number of parameters is 6 BIC is 390.392120686 roaming free PSF optimal params are: gen_crc(z0=19.575892019744863, mh=-0.77187990151167729, mv=1.2056734474425095, w=4978.38873172888, var=3.5948952525333762, x=5.6896297236298086, y=7.7373775803313851) bic_xy[no] is (791.73737758033144, 757.68962972362976) min(chi) is -2.45303366504 max(chi) is 3.72096128521 max(chi ** 2) is 13.845552886 total(chi ** 2) is 290.451382639 Now to test model score... Number of parameters is 7 BIC is 328.364085455 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -3.95727730238 max(chi) is 12.506752542 max(chi ** 2) is 156.418859148 total(chi ** 2) is 2399.42036195 Now to test model score... Number of parameters is 3 BIC is 2415.66866316 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (7.2056658787913648, 6.7153726660557709) min(chi) is -5.0681963048 max(chi) is 7.78022056985 max(chi ** 2) is 60.5318321155 total(chi ** 2) is 925.674274905 Now to test model score... Number of parameters is 4 BIC is 947.338676514 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (7.2056658787913648, 6.7153726660557709) min(chi) is -4.88246513683 max(chi) is 5.99524420915 max(chi ** 2) is 35.9429531274 total(chi ** 2) is 595.671993224 Now to test model score... Number of parameters is 5 BIC is 622.752495235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.6113603692176, mh=-0.78126234487255708, mv=-0.21950409149043637, w=4006.6917021841682, x=5.82147366995871, y=6.4541281296923421) bic_xy[no] is (531.45412812969232, 95.821473669958706) min(chi) is -3.52384426666 max(chi) is 3.29784282276 max(chi ** 2) is 12.4174784157 total(chi ** 2) is 418.141369057 Now to test model score... Number of parameters is 6 BIC is 450.637971471 roaming free PSF optimal params are: gen_crc(z0=18.712215159671416, mh=-0.14829603604789002, mv=0.13276508698327091, w=6494.1759965978772, var=4.5091731322472315, x=5.8526903075032353, y=6.4311419130242866) bic_xy[no] is (531.43114191302425, 95.852690307503238) min(chi) is -1.94010099734 max(chi) is 2.98613440082 max(chi ** 2) is 8.91699865976 total(chi ** 2) is 210.398207551 Now to test model score... Number of parameters is 7 BIC is 248.310910366 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -7.05062986782 max(chi) is 5.257991829 max(chi ** 2) is 49.711381533 total(chi ** 2) is 1730.70360464 Now to test model score... Number of parameters is 3 BIC is 1746.95190585 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -6.52478375086 max(chi) is 5.56139882691 max(chi ** 2) is 42.5728029954 total(chi ** 2) is 1297.82191124 Now to test model score... Number of parameters is 4 BIC is 1319.48631285 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -7.74484807196 max(chi) is 4.13674391394 max(chi ** 2) is 59.9826716577 total(chi ** 2) is 675.254955131 Now to test model score... Number of parameters is 5 BIC is 702.335457142 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -6.53538281592 max(chi) is 5.53376675904 max(chi ** 2) is 42.7112285506 total(chi ** 2) is 1293.03957017 Now to test model score... Number of parameters is 6 BIC is 1325.53617258 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -8.66607941993 max(chi) is 2.8494520863 max(chi ** 2) is 75.1009325125 total(chi ** 2) is 568.057540886 Now to test model score... Number of parameters is 7 BIC is 605.970243702 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -6.03940232899 max(chi) is 9.40990259475 max(chi ** 2) is 88.5462668427 total(chi ** 2) is 1670.51990571 Now to test model score... Number of parameters is 3 BIC is 1686.76820691 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -5.42674383132 max(chi) is 7.87266992269 max(chi ** 2) is 61.9789317116 total(chi ** 2) is 1082.91030599 Now to test model score... Number of parameters is 4 BIC is 1104.5747076 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -3.36249858682 max(chi) is 5.51163403143 max(chi ** 2) is 30.3781096964 total(chi ** 2) is 560.03723655 Now to test model score... Number of parameters is 5 BIC is 587.117738561 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -4.25442465791 max(chi) is 2.8185266101 max(chi ** 2) is 18.1001291698 total(chi ** 2) is 550.03332324 Now to test model score... Number of parameters is 6 BIC is 582.529925653 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.40511711368 max(chi) is 3.58023707355 max(chi ** 2) is 12.8180975028 total(chi ** 2) is 195.985947995 Now to test model score... Number of parameters is 7 BIC is 233.898650811 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -5.32027640002 max(chi) is 14.4509815294 max(chi ** 2) is 208.830867163 total(chi ** 2) is 2676.57122594 Now to test model score... Number of parameters is 3 BIC is 2692.81952715 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -6.21492654372 max(chi) is 9.88925432238 max(chi ** 2) is 97.7973510528 total(chi ** 2) is 1269.59491851 Now to test model score... Number of parameters is 4 BIC is 1291.25932011 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -7.26511799545 max(chi) is 8.33426818002 max(chi ** 2) is 69.4600260966 total(chi ** 2) is 1067.32963664 Now to test model score... Number of parameters is 5 BIC is 1094.41013865 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -3.26122202132 max(chi) is 3.61623326548 max(chi ** 2) is 13.0771430303 total(chi ** 2) is 476.488115962 Now to test model score... Number of parameters is 6 BIC is 508.984718375 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.8304234686 max(chi) is 4.29341687031 max(chi ** 2) is 18.4334284222 total(chi ** 2) is 386.695627774 Now to test model score... Number of parameters is 7 BIC is 424.60833059 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -4.56608919505 max(chi) is 14.4308683177 max(chi ** 2) is 208.249960404 total(chi ** 2) is 3194.49456473 Now to test model score... Number of parameters is 3 BIC is 3210.74286594 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.84791881323 max(chi) is 8.97717758059 max(chi ** 2) is 80.5897173135 total(chi ** 2) is 1232.40657902 Now to test model score... Number of parameters is 4 BIC is 1254.07098062 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.63361361942 max(chi) is 6.9175894721 max(chi ** 2) is 47.8530441045 total(chi ** 2) is 793.054428849 Now to test model score... Number of parameters is 5 BIC is 820.13493086 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -4.0659543 max(chi) is 3.80524352068 max(chi ** 2) is 16.5319843697 total(chi ** 2) is 556.697088713 Now to test model score... Number of parameters is 6 BIC is 589.193691126 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.23857814355 max(chi) is 3.4455398721 max(chi ** 2) is 11.8717450102 total(chi ** 2) is 280.115956798 Now to test model score... Number of parameters is 7 BIC is 318.028659614 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.78949542827 max(chi) is 5.06325139089 max(chi ** 2) is 46.0972481705 total(chi ** 2) is 1604.87741665 Now to test model score... Number of parameters is 3 BIC is 1621.12571786 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -6.28312509342 max(chi) is 5.35542109258 max(chi ** 2) is 39.4776609395 total(chi ** 2) is 1203.46723182 Now to test model score... Number of parameters is 4 BIC is 1225.13163343 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -7.45800184707 max(chi) is 3.98353117639 max(chi ** 2) is 55.6217915509 total(chi ** 2) is 626.162345224 Now to test model score... Number of parameters is 5 BIC is 653.242847235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -6.29333160051 max(chi) is 5.32881243463 max(chi ** 2) is 39.606022634 total(chi ** 2) is 1199.0325781 Now to test model score... Number of parameters is 6 BIC is 1231.52918051 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -8.34511351548 max(chi) is 2.74391682385 max(chi ** 2) is 69.6409195863 total(chi ** 2) is 526.758432975 Now to test model score... Number of parameters is 7 BIC is 564.671135791 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.81572076125 max(chi) is 9.06138768384 max(chi ** 2) is 82.1087467568 total(chi ** 2) is 1549.06921297 Now to test model score... Number of parameters is 3 BIC is 1565.31751418 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -5.22575331905 max(chi) is 7.58108955518 max(chi ** 2) is 57.4729188437 total(chi ** 2) is 1004.18020144 Now to test model score... Number of parameters is 4 BIC is 1025.84460305 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -3.23796160212 max(chi) is 5.30749943767 max(chi ** 2) is 28.1695502809 total(chi ** 2) is 519.321223468 Now to test model score... Number of parameters is 5 BIC is 546.401725479 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -4.09685337428 max(chi) is 2.71413673565 max(chi ** 2) is 16.7842075704 total(chi ** 2) is 510.044617984 Now to test model score... Number of parameters is 6 BIC is 542.541220397 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.31603870206 max(chi) is 3.44763570046 max(chi ** 2) is 11.8861919231 total(chi ** 2) is 181.737312544 Now to test model score... Number of parameters is 7 BIC is 219.65001536 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -5.12322912595 max(chi) is 13.9157599913 max(chi ** 2) is 193.648376134 total(chi ** 2) is 2481.97825615 Now to test model score... Number of parameters is 3 BIC is 2498.22655736 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -5.98474407913 max(chi) is 9.52298564378 max(chi ** 2) is 90.6872555716 total(chi ** 2) is 1177.29240728 Now to test model score... Number of parameters is 4 BIC is 1198.95680889 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -6.99603955117 max(chi) is 8.02559158076 max(chi ** 2) is 64.4101202212 total(chi ** 2) is 989.732283081 Now to test model score... Number of parameters is 5 BIC is 1016.81278509 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -3.14043602053 max(chi) is 3.48229870009 max(chi ** 2) is 12.1264042366 total(chi ** 2) is 441.846318779 Now to test model score... Number of parameters is 6 BIC is 474.342921193 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.72559296976 max(chi) is 4.13440143067 max(chi ** 2) is 17.0932751899 total(chi ** 2) is 358.581953876 Now to test model score... Number of parameters is 7 BIC is 396.494656691 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -4.39697478042 max(chi) is 13.8963917134 max(chi ** 2) is 193.109702652 total(chi ** 2) is 2962.24736044 Now to test model score... Number of parameters is 3 BIC is 2978.49566164 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.63132922756 max(chi) is 8.64468952205 max(chi ** 2) is 74.7306569327 total(chi ** 2) is 1142.8077468 Now to test model score... Number of parameters is 4 BIC is 1164.47214841 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.42496126315 max(chi) is 6.66138245462 max(chi ** 2) is 44.3740162067 total(chi ** 2) is 735.397522499 Now to test model score... Number of parameters is 5 BIC is 762.47802451 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -3.9153634 max(chi) is 3.66430857547 max(chi ** 2) is 15.3300705541 total(chi ** 2) is 516.223912167 Now to test model score... Number of parameters is 6 BIC is 548.72051458 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.15566784194 max(chi) is 3.31792728424 max(chi ** 2) is 11.0086414635 total(chi ** 2) is 259.750873519 Now to test model score... Number of parameters is 7 BIC is 297.663576335 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -9.16581882817 max(chi) is 6.8353893777 max(chi ** 2) is 84.0122347908 total(chi ** 2) is 2924.88909185 Now to test model score... Number of parameters is 3 BIC is 2941.13739305 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -8.48221887611 max(chi) is 7.22981847498 max(chi ** 2) is 71.9480370623 total(chi ** 2) is 2193.31902999 Now to test model score... Number of parameters is 4 BIC is 2214.9834316 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -10.0683024935 max(chi) is 5.37776708812 max(chi ** 2) is 101.370715102 total(chi ** 2) is 1141.18087417 Now to test model score... Number of parameters is 5 BIC is 1168.26137618 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -8.49599766069 max(chi) is 7.19389678675 max(chi ** 2) is 72.1819762505 total(chi ** 2) is 2185.23687358 Now to test model score... Number of parameters is 6 BIC is 2217.73347599 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -11.2659032459 max(chi) is 3.70428771219 max(chi ** 2) is 126.920575946 total(chi ** 2) is 960.017244098 Now to test model score... Number of parameters is 7 BIC is 997.929946913 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -7.85122302769 max(chi) is 12.2328733732 max(chi ** 2) is 149.643190964 total(chi ** 2) is 2823.17864064 Now to test model score... Number of parameters is 3 BIC is 2839.42694185 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -7.05476698072 max(chi) is 10.2344708995 max(chi ** 2) is 104.744394593 total(chi ** 2) is 1830.11841712 Now to test model score... Number of parameters is 4 BIC is 1851.78281873 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -4.37124816286 max(chi) is 7.16512424086 max(chi ** 2) is 51.339005387 total(chi ** 2) is 946.46292977 Now to test model score... Number of parameters is 5 BIC is 973.543431781 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -5.53075205528 max(chi) is 3.66408459313 max(chi ** 2) is 30.589218297 total(chi ** 2) is 929.556316275 Now to test model score... Number of parameters is 6 BIC is 962.052918689 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -3.12665224778 max(chi) is 4.65430819562 max(chi ** 2) is 21.6625847798 total(chi ** 2) is 331.216252112 Now to test model score... Number of parameters is 7 BIC is 369.128954927 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -6.91635932003 max(chi) is 18.7862759882 max(chi ** 2) is 352.924165505 total(chi ** 2) is 4523.40537184 Now to test model score... Number of parameters is 3 BIC is 4539.65367304 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -8.07940450683 max(chi) is 12.8560306191 max(chi ** 2) is 165.277523279 total(chi ** 2) is 2145.61541228 Now to test model score... Number of parameters is 4 BIC is 2167.27981388 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -9.44465339408 max(chi) is 10.834548634 max(chi ** 2) is 117.387444103 total(chi ** 2) is 1803.78708591 Now to test model score... Number of parameters is 5 BIC is 1830.86758793 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -4.23958862771 max(chi) is 4.70110324512 max(chi ** 2) is 22.1003717213 total(chi ** 2) is 805.264915975 Now to test model score... Number of parameters is 6 BIC is 837.761518389 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -3.67955050918 max(chi) is 5.5814419314 max(chi ** 2) is 31.1524940336 total(chi ** 2) is 653.515610939 Now to test model score... Number of parameters is 7 BIC is 691.428313754 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -5.93591595357 max(chi) is 18.7601288131 max(chi ** 2) is 351.942433083 total(chi ** 2) is 5398.69581439 Now to test model score... Number of parameters is 3 BIC is 5414.9441156 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -7.6022944572 max(chi) is 11.6703308548 max(chi ** 2) is 136.19662226 total(chi ** 2) is 2082.76711854 Now to test model score... Number of parameters is 4 BIC is 2104.43152015 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -7.32369770525 max(chi) is 8.99286631373 max(chi ** 2) is 80.8716445366 total(chi ** 2) is 1340.26198475 Now to test model score... Number of parameters is 5 BIC is 1367.34248677 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -5.28574059 max(chi) is 4.94681657688 max(chi ** 2) is 27.9390535848 total(chi ** 2) is 940.818079924 Now to test model score... Number of parameters is 6 BIC is 973.314682338 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.91015158661 max(chi) is 4.47920183373 max(chi ** 2) is 20.0632490673 total(chi ** 2) is 473.395966989 Now to test model score... Number of parameters is 7 BIC is 511.308669804 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 centre: 895 894 rdls not correct, out of image centre: 525 90 centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 centre: 1006 108 centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 centre: 297 67 centre: 409 -106 rdls not correct, out of image centre: 477 118 centre: 513 339 centre: 525 378 centre: 531 376 centre: 631 600 centre: 648 434 centre: 690 442 centre: 694 232 centre: 749 424 centre: 743 137 centre: 954 659 centre: 992 611 centre: 966 459 centre: 1007 528 centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 centre: 142 469 centre: 192 472 centre: 233 512 centre: 182 240 centre: 271 450 centre: 349 585 centre: 311 286 centre: 402 481 centre: 380 318 centre: 369 230 centre: 416 301 centre: 436 161 centre: 443 193 centre: 462 273 centre: 529 597 centre: 538 614 centre: 500 390 centre: 512 384 centre: 1006 108 centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 centre: 593 196 centre: 443 193 centre: 436 161 centre: -4 154 rdls not correct, out of image centre: 743 137 centre: 477 118 centre: 878 91 centre: 525 90 centre: 297 67 centre: 481 63 centre: 219 9 centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 centre: 143 746 centre: 393 708 centre: 954 659 centre: 538 614 centre: 992 611 centre: 631 600 centre: 529 597 centre: 349 585 centre: 233 512 centre: 402 481 centre: 192 472 centre: 142 469 centre: 966 459 centre: 271 450 centre: 690 442 centre: 648 434 centre: 749 424 centre: 500 390 centre: 512 384 centre: 525 378 centre: 531 376 centre: 513 339 centre: 95 332 centre: 380 318 centre: 416 301 centre: 311 286 centre: 462 273 centre: 182 240 centre: 694 232 centre: 369 230 ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.32125436425 max(chi) is 4.71406163979 max(chi ** 2) is 39.9582567376 total(chi ** 2) is 1391.14820064 Now to test model score... Number of parameters is 3 BIC is 1407.39650185 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -5.84980612146 max(chi) is 4.98608170688 max(chi ** 2) is 34.2202316586 total(chi ** 2) is 1043.19573365 Now to test model score... Number of parameters is 4 BIC is 1064.86013526 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -6.9436568921 max(chi) is 3.70880488836 max(chi ** 2) is 48.2143710352 total(chi ** 2) is 542.773305194 Now to test model score... Number of parameters is 5 BIC is 569.853807205 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -5.85930873151 max(chi) is 4.9613081288 max(chi ** 2) is 34.3314988112 total(chi ** 2) is 1039.35166401 Now to test model score... Number of parameters is 6 BIC is 1071.84826642 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -7.76958844545 max(chi) is 2.55468118082 max(chi ** 2) is 60.3665046117 total(chi ** 2) is 456.607488275 Now to test model score... Number of parameters is 7 BIC is 494.52019109 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.41463657082 max(chi) is 8.4364643953 max(chi ** 2) is 71.1739314931 total(chi ** 2) is 1342.77224287 Now to test model score... Number of parameters is 3 BIC is 1359.02054408 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -4.86535653843 max(chi) is 7.05825579276 max(chi ** 2) is 49.818974836 total(chi ** 2) is 870.448712066 Now to test model score... Number of parameters is 4 BIC is 892.113113674 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -3.01465390542 max(chi) is 4.9414649937 max(chi ** 2) is 24.4180762839 total(chi ** 2) is 450.160727596 Now to test model score... Number of parameters is 5 BIC is 477.241229607 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -3.81431176226 max(chi) is 2.52695489182 max(chi ** 2) is 14.5489742197 total(chi ** 2) is 442.119532117 Now to test model score... Number of parameters is 6 BIC is 474.61613453 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.15631189502 max(chi) is 3.20986772112 max(chi ** 2) is 10.3032507871 total(chi ** 2) is 157.534483763 Now to test model score... Number of parameters is 7 BIC is 195.447186579 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.76990297933 max(chi) is 12.9560524057 max(chi ** 2) is 167.859293938 total(chi ** 2) is 2151.44131835 Now to test model score... Number of parameters is 3 BIC is 2167.68961956 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -5.57200310816 max(chi) is 8.86622801317 max(chi ** 2) is 78.6099991815 total(chi ** 2) is 1020.50673592 Now to test model score... Number of parameters is 4 BIC is 1042.17113753 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -6.51355406488 max(chi) is 7.47210250623 max(chi ** 2) is 55.8323158636 total(chi ** 2) is 857.92489223 Now to test model score... Number of parameters is 5 BIC is 885.005394241 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -2.92385422601 max(chi) is 3.24214016905 max(chi ** 2) is 10.5114728758 total(chi ** 2) is 383.003527218 Now to test model score... Number of parameters is 6 BIC is 415.500129631 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.53762104081 max(chi) is 3.84927029752 max(chi ** 2) is 14.8168818233 total(chi ** 2) is 310.827876784 Now to test model score... Number of parameters is 7 BIC is 348.7405796 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -4.09373514039 max(chi) is 12.9380198711 max(chi ** 2) is 167.392358184 total(chi ** 2) is 2567.75068461 Now to test model score... Number of parameters is 3 BIC is 2583.99898582 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.24296169462 max(chi) is 8.04850403777 max(chi ** 2) is 64.7784172461 total(chi ** 2) is 990.614562919 Now to test model score... Number of parameters is 4 BIC is 1012.27896453 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.05082600362 max(chi) is 6.20197676809 max(chi ** 2) is 38.4645158319 total(chi ** 2) is 637.461110466 Now to test model score... Number of parameters is 5 BIC is 664.541612477 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -3.64533833793 max(chi) is 3.41159763923 max(chi ** 2) is 13.288491598 total(chi ** 2) is 447.475900083 Now to test model score... Number of parameters is 6 BIC is 479.972502496 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.00700109422 max(chi) is 3.08910471292 max(chi ** 2) is 9.54256792737 total(chi ** 2) is 225.158604989 Now to test model score... Number of parameters is 7 BIC is 263.071307804 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED (745.84846767191789, 142.53973030509422) centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED (708.2032477011353, 393.0585888385981) centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED (751.77144810484788, 783.76198860474324) centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED (90.284627333944229, 524.79433412120864) centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED (91.002624995169072, 878.17592759220713) centre: 1006 108 ADDED (107.73406142684655, 1005.548718202603) centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED (9.2535443719783643, 218.56521029449547) centre: 297 67 ADDED (66.984584205844953, 296.99611553463365) centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED (117.82082311186682, 476.98676443257619) centre: 513 339 ADDED (339.26712437216588, 512.64292414132262) centre: 525 378 ADDED (377.55166040493941, 524.63776765439422) centre: 531 376 ADDED (375.99638772323374, 530.90559228564666) centre: 631 600 ADDED (600.12429531104931, 631.27691682543684) centre: 648 434 ADDED (434.47440735062139, 647.99811590693753) centre: 690 442 ADDED (441.61566285567818, 690.06912092118944) centre: 694 232 ADDED (232.48794250323422, 693.70629829552331) centre: 749 424 ADDED (424.20307512505815, 749.16391467536027) centre: 743 137 ADDED (136.65198660011481, 742.78990053817859) centre: 954 659 ADDED (659.4968344076824, 953.93203156031268) centre: 992 611 ADDED (610.64546669538322, 992.29014435159172) centre: 966 459 ADDED (458.72561710036723, 965.50088025958337) centre: 1007 528 ADDED (528.11873599742648, 1007.4836406276808) centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED (331.77814569520905, 95.314461667507601) centre: 142 469 ADDED (469.14550978587619, 141.5275442390963) centre: 192 472 ADDED (471.66127005896749, 192.139163958892) centre: 233 512 ADDED (511.83993103638204, 233.28695025200628) centre: 182 240 ADDED (240.18821263206698, 181.77511362806587) centre: 271 450 ADDED (450.24967773968797, 270.69031124698324) centre: 349 585 ADDED (585.24544586270554, 349.17518836597515) centre: 311 286 ADDED (285.90739026084361, 311.07858106498458) centre: 402 481 ADDED (480.91923304897688, 401.9805898393783) centre: 380 318 ADDED (318.35309989620634, 380.07774647183459) centre: 369 230 ADDED (229.71005933233948, 369.30123003666779) centre: 416 301 ADDED (301.2303535068383, 416.23765032487472) centre: 436 161 ADDED (161.27373856805312, 435.83808090206662) centre: 443 193 ADDED (193.43101467123446, 442.83987853987281) centre: 462 273 ADDED (272.55938573204622, 461.79760995081051) centre: 529 597 ADDED (597.47565754044979, 528.93226201974539) centre: 538 614 ADDED (613.53028561603128, 537.95932412145578) centre: 500 390 ADDED (390.39929145223221, 499.69357562192431) centre: 512 384 ADDED (384.33425144538342, 511.67474724445333) centre: 1006 108 ADDED (107.73406142684655, 1005.548718202603) centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED (528.11873599742648, 1007.4836406276808) centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED (209.40671606230086, 359.73690932501245) centre: 593 196 ADDED (195.73353663426181, 592.64920327578955) centre: 443 193 ADDED (193.43101467123446, 442.83987853987281) centre: 436 161 ADDED (161.27373856805312, 435.83808090206662) centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED (136.65198660011481, 742.78990053817859) centre: 477 118 ADDED (117.82082311186682, 476.98676443257619) centre: 878 91 ADDED (91.002624995169072, 878.17592759220713) centre: 525 90 ADDED (90.284627333944229, 524.79433412120864) centre: 297 67 ADDED (66.984584205844953, 296.99611553463365) centre: 481 63 ADDED (62.539477562457648, 480.75292587107612) centre: 219 9 ADDED (9.2535443719783643, 218.56521029449547) centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED (751.77144810484788, 783.76198860474324) centre: 143 746 ADDED (745.84846767191789, 142.53973030509422) centre: 393 708 ADDED (708.2032477011353, 393.0585888385981) centre: 954 659 ADDED (659.4968344076824, 953.93203156031268) centre: 538 614 ADDED (613.53028561603128, 537.95932412145578) centre: 992 611 ADDED (610.64546669538322, 992.29014435159172) centre: 631 600 ADDED (600.12429531104931, 631.27691682543684) centre: 529 597 ADDED (597.47565754044979, 528.93226201974539) centre: 349 585 ADDED (585.24544586270554, 349.17518836597515) centre: 233 512 ADDED (511.83993103638204, 233.28695025200628) centre: 402 481 ADDED (480.91923304897688, 401.9805898393783) centre: 192 472 ADDED (471.66127005896749, 192.139163958892) centre: 142 469 ADDED (469.14550978587619, 141.5275442390963) centre: 966 459 ADDED (458.72561710036723, 965.50088025958337) centre: 271 450 ADDED (450.24967773968797, 270.69031124698324) centre: 690 442 ADDED (441.61566285567818, 690.06912092118944) centre: 648 434 ADDED (434.47440735062139, 647.99811590693753) centre: 749 424 ADDED (424.20307512505815, 749.16391467536027) centre: 500 390 ADDED (390.39929145223221, 499.69357562192431) centre: 512 384 ADDED (384.33425144538342, 511.67474724445333) centre: 525 378 ADDED (377.55166040493941, 524.63776765439422) centre: 531 376 ADDED (375.99638772323374, 530.90559228564666) centre: 513 339 ADDED (339.26712437216588, 512.64292414132262) centre: 95 332 ADDED (331.77814569520905, 95.314461667507601) centre: 380 318 ADDED (318.35309989620634, 380.07774647183459) centre: 416 301 ADDED (301.2303535068383, 416.23765032487472) centre: 311 286 ADDED (285.90739026084361, 311.07858106498458) centre: 462 273 ADDED (272.55938573204622, 461.79760995081051) centre: 182 240 ADDED (240.18821263206698, 181.77511362806587) centre: 694 232 ADDED (232.48794250323422, 693.70629829552331) centre: 369 230 ADDED (229.71005933233948, 369.30123003666779) ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -8.33256257106 max(chi) is 6.21399034337 max(chi ** 2) is 69.4315990007 total(chi ** 2) is 2417.26371227 Now to test model score... Number of parameters is 3 BIC is 2433.51201348 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -7.71110806919 max(chi) is 6.57256224998 max(chi ** 2) is 59.4611876548 total(chi ** 2) is 1812.66035536 Now to test model score... Number of parameters is 4 BIC is 1834.32475697 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -9.15300226686 max(chi) is 4.88887917102 max(chi ** 2) is 83.7774504971 total(chi ** 2) is 943.124689398 Now to test model score... Number of parameters is 5 BIC is 970.205191409 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -7.72363423699 max(chi) is 6.53990616978 max(chi ** 2) is 59.6545258268 total(chi ** 2) is 1805.98088726 Now to test model score... Number of parameters is 6 BIC is 1838.47748967 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -10.2417302235 max(chi) is 3.36753428381 max(chi ** 2) is 104.893037972 total(chi ** 2) is 793.402681072 Now to test model score... Number of parameters is 7 BIC is 831.315383888 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -7.13747547972 max(chi) is 11.1207939756 max(chi ** 2) is 123.672058648 total(chi ** 2) is 2333.20548813 Now to test model score... Number of parameters is 3 BIC is 2349.45378934 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -6.41342452793 max(chi) is 9.30406445409 max(chi ** 2) is 86.5656153658 total(chi ** 2) is 1512.4945596 Now to test model score... Number of parameters is 4 BIC is 1534.15896121 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -3.97386196624 max(chi) is 6.51374930987 max(chi ** 2) is 42.4289300719 total(chi ** 2) is 782.200768405 Now to test model score... Number of parameters is 5 BIC is 809.281270416 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -5.02795641389 max(chi) is 3.33098599376 max(chi ** 2) is 25.2803457 total(chi ** 2) is 768.228360558 Now to test model score... Number of parameters is 6 BIC is 800.724962971 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.84241113435 max(chi) is 4.23118926874 max(chi ** 2) is 17.9029626279 total(chi ** 2) is 273.732439762 Now to test model score... Number of parameters is 7 BIC is 311.645142577 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -6.28759938185 max(chi) is 17.0784327165 max(chi ** 2) is 291.672864054 total(chi ** 2) is 3738.35154697 Now to test model score... Number of parameters is 3 BIC is 3754.59984818 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -7.34491318803 max(chi) is 11.6873005628 max(chi ** 2) is 136.592994446 total(chi ** 2) is 1773.23587791 Now to test model score... Number of parameters is 4 BIC is 1794.90027952 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -8.58604854007 max(chi) is 9.8495896673 max(chi ** 2) is 97.0144166142 total(chi ** 2) is 1490.73312885 Now to test model score... Number of parameters is 5 BIC is 1517.81363087 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -3.85417147974 max(chi) is 4.27373022284 max(chi ** 2) is 18.2647700176 total(chi ** 2) is 665.508195021 Now to test model score... Number of parameters is 6 BIC is 698.004797434 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -3.34504591744 max(chi) is 5.07403811945 max(chi ** 2) is 25.7458628377 total(chi ** 2) is 540.09554623 Now to test model score... Number of parameters is 7 BIC is 578.008249046 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -5.39628723052 max(chi) is 17.0546625573 max(chi ** 2) is 290.861514944 total(chi ** 2) is 4461.73207801 Now to test model score... Number of parameters is 3 BIC is 4477.98037922 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -6.91117677928 max(chi) is 10.6093916862 max(chi ** 2) is 112.55919195 total(chi ** 2) is 1721.29513929 Now to test model score... Number of parameters is 4 BIC is 1742.9595409 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -6.65790700477 max(chi) is 8.17533301248 max(chi ** 2) is 66.836069865 total(chi ** 2) is 1107.65453285 Now to test model score... Number of parameters is 5 BIC is 1134.73503487 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -4.80521871818 max(chi) is 4.49710597898 max(chi ** 2) is 23.0901269296 total(chi ** 2) is 777.535603243 Now to test model score... Number of parameters is 6 BIC is 810.032205657 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.64559235147 max(chi) is 4.07200166703 max(chi ** 2) is 16.5811975763 total(chi ** 2) is 391.236336354 Now to test model score... Number of parameters is 7 BIC is 429.14903917 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -8.72935126492 max(chi) is 6.50989464543 max(chi ** 2) is 76.2015735064 total(chi ** 2) is 2652.96062752 Now to test model score... Number of parameters is 3 BIC is 2669.20892873 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -8.07830369153 max(chi) is 6.88554140474 max(chi ** 2) is 65.2589905327 total(chi ** 2) is 1989.40501587 Now to test model score... Number of parameters is 4 BIC is 2011.06941747 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -9.58885951766 max(chi) is 5.12168294107 max(chi ** 2) is 91.9462268495 total(chi ** 2) is 1035.08469313 Now to test model score... Number of parameters is 5 BIC is 1062.16519514 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -8.09142634351 max(chi) is 6.8513302731 max(chi ** 2) is 65.4711802725 total(chi ** 2) is 1982.07426175 Now to test model score... Number of parameters is 6 BIC is 2014.57086417 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -10.7294316628 max(chi) is 3.52789305923 max(chi ** 2) is 115.120703806 total(chi ** 2) is 870.763940225 Now to test model score... Number of parameters is 7 BIC is 908.67664304 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -7.47735526447 max(chi) is 11.6503555935 max(chi ** 2) is 135.730785455 total(chi ** 2) is 2560.70625002 Now to test model score... Number of parameters is 3 BIC is 2576.95455122 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -6.71882569592 max(chi) is 9.74711514238 max(chi ** 2) is 95.0062535988 total(chi ** 2) is 1659.9713534 Now to test model score... Number of parameters is 4 BIC is 1681.635755 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -4.16309348844 max(chi) is 6.82392784844 max(chi ** 2) is 46.5659912807 total(chi ** 2) is 858.469777569 Now to test model score... Number of parameters is 5 BIC is 885.55027958 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -5.26738290979 max(chi) is 3.48960437441 max(chi ** 2) is 27.7453227184 total(chi ** 2) is 843.134980749 Now to test model score... Number of parameters is 6 BIC is 875.631583162 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.97776404551 max(chi) is 4.43267447202 max(chi ** 2) is 19.6486029749 total(chi ** 2) is 300.42290441 Now to test model score... Number of parameters is 7 BIC is 338.335607225 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -6.58700887622 max(chi) is 17.8916914173 max(chi ** 2) is 320.112621773 total(chi ** 2) is 4102.86201527 Now to test model score... Number of parameters is 3 BIC is 4119.11031648 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -7.69467095889 max(chi) is 12.2438386849 max(chi ** 2) is 149.911585741 total(chi ** 2) is 1946.13642837 Now to test model score... Number of parameters is 4 BIC is 1967.80082998 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -8.99490799436 max(chi) is 10.3186177467 max(chi ** 2) is 106.473872202 total(chi ** 2) is 1636.08805979 Now to test model score... Number of parameters is 5 BIC is 1663.1685618 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -4.03770345496 max(chi) is 4.47724118583 max(chi ** 2) is 20.0456886361 total(chi ** 2) is 730.399016758 Now to test model score... Number of parameters is 6 BIC is 762.895619171 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -3.50433381827 max(chi) is 5.31565898228 max(chi ** 2) is 28.2562304159 total(chi ** 2) is 592.757923754 Now to test model score... Number of parameters is 7 BIC is 630.670626569 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -5.65325328911 max(chi) is 17.8667893458 max(chi ** 2) is 319.222161526 total(chi ** 2) is 4896.77624888 Now to test model score... Number of parameters is 3 BIC is 4913.02455009 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -7.24028043543 max(chi) is 11.1146008141 max(chi ** 2) is 123.534351256 total(chi ** 2) is 1889.13117328 Now to test model score... Number of parameters is 4 BIC is 1910.79557488 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -6.97495019547 max(chi) is 8.56463458451 max(chi ** 2) is 73.3529655661 total(chi ** 2) is 1215.65712903 Now to test model score... Number of parameters is 5 BIC is 1242.73763104 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -5.03403865714 max(chi) is 4.71125388274 max(chi ** 2) is 25.3415452016 total(chi ** 2) is 853.349732358 Now to test model score... Number of parameters is 6 BIC is 885.846334771 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.77157293963 max(chi) is 4.26590650831 max(chi ** 2) is 18.1979583377 total(chi ** 2) is 429.384097042 Now to test model score... Number of parameters is 7 BIC is 467.296799857 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -5.91343150204 max(chi) is 4.40992863078 max(chi ** 2) is 34.9686721294 total(chi ** 2) is 1217.43562616 Now to test model score... Number of parameters is 3 BIC is 1233.68392736 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -5.47239927491 max(chi) is 4.66439901611 max(chi ** 2) is 29.947153824 total(chi ** 2) is 912.931958373 Now to test model score... Number of parameters is 4 BIC is 934.596359982 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -6.49567902809 max(chi) is 3.46952715363 max(chi ** 2) is 42.193846036 total(chi ** 2) is 474.997242111 Now to test model score... Number of parameters is 5 BIC is 502.077744122 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -5.48128881335 max(chi) is 4.64122373339 max(chi ** 2) is 30.0445270553 total(chi ** 2) is 909.567897432 Now to test model score... Number of parameters is 6 BIC is 942.064499846 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -7.26832467478 max(chi) is 2.38986304012 max(chi ** 2) is 52.828543578 total(chi ** 2) is 399.590944474 Now to test model score... Number of parameters is 7 BIC is 437.503647289 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.06530517916 max(chi) is 7.89217636979 max(chi ** 2) is 62.2864478519 total(chi ** 2) is 1175.10037071 Now to test model score... Number of parameters is 3 BIC is 1191.34867192 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -4.55146256821 max(chi) is 6.60288445129 max(chi ** 2) is 43.5980830771 total(chi ** 2) is 761.755844794 Now to test model score... Number of parameters is 4 BIC is 783.420246403 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -2.82016010507 max(chi) is 4.62266080055 max(chi ** 2) is 21.368992877 total(chi ** 2) is 393.949190331 Now to test model score... Number of parameters is 5 BIC is 421.029692342 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -3.56822713244 max(chi) is 2.36392554396 max(chi ** 2) is 12.7322448687 total(chi ** 2) is 386.912098346 Now to test model score... Number of parameters is 6 BIC is 419.408700759 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.01719499857 max(chi) is 3.00277948104 max(chi ** 2) is 9.01668461178 total(chi ** 2) is 137.863164251 Now to test model score... Number of parameters is 7 BIC is 175.775867066 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.46216730325 max(chi) is 12.1201780569 max(chi ** 2) is 146.898716131 total(chi ** 2) is 1882.79099764 Now to test model score... Number of parameters is 3 BIC is 1899.03929885 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -5.21251903667 max(chi) is 8.29421330264 max(chi ** 2) is 68.7939743098 total(chi ** 2) is 893.076134142 Now to test model score... Number of parameters is 4 BIC is 914.74053575 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -6.09332477038 max(chi) is 6.99003137679 max(chi ** 2) is 48.8605386486 total(chi ** 2) is 750.79587343 Now to test model score... Number of parameters is 5 BIC is 777.876375441 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -2.73521846949 max(chi) is 3.03296983556 max(chi ** 2) is 9.19890602343 total(chi ** 2) is 335.177904672 Now to test model score... Number of parameters is 6 BIC is 367.674507086 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.37390355431 max(chi) is 3.60093027832 max(chi ** 2) is 12.9666988693 total(chi ** 2) is 272.014822451 Now to test model score... Number of parameters is 7 BIC is 309.927525267 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -3.82962319585 max(chi) is 12.1033089117 max(chi ** 2) is 146.490086611 total(chi ** 2) is 2247.11584366 Now to test model score... Number of parameters is 3 BIC is 2263.36414487 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -4.90470610142 max(chi) is 7.52924571276 max(chi ** 2) is 56.6895410031 total(chi ** 2) is 866.916594604 Now to test model score... Number of parameters is 4 BIC is 888.580996213 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -4.72496626145 max(chi) is 5.80184923467 max(chi ** 2) is 33.6614545418 total(chi ** 2) is 557.861388035 Now to test model score... Number of parameters is 5 BIC is 584.941890046 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -3.41015521936 max(chi) is 3.19149456573 max(chi ** 2) is 11.6291586201 total(chi ** 2) is 391.599617034 Now to test model score... Number of parameters is 6 BIC is 424.096219447 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -1.87751715265 max(chi) is 2.88980763466 max(chi ** 2) is 8.35098816536 total(chi ** 2) is 197.043066385 Now to test model score... Number of parameters is 7 BIC is 234.9557692 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -5.39165813422 max(chi) is 4.020817281 max(chi ** 2) is 29.0699774363 total(chi ** 2) is 1012.07235012 Now to test model score... Number of parameters is 3 BIC is 1028.32065133 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -4.98954051536 max(chi) is 4.25283439705 max(chi ** 2) is 24.8955145544 total(chi ** 2) is 758.933920412 Now to test model score... Number of parameters is 4 BIC is 780.598322021 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -5.92253087856 max(chi) is 3.16339240478 max(chi ** 2) is 35.0763720075 total(chi ** 2) is 394.8722748 Now to test model score... Number of parameters is 5 BIC is 421.952776811 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -4.99764568276 max(chi) is 4.23170399221 max(chi ** 2) is 24.9764623704 total(chi ** 2) is 756.137326499 Now to test model score... Number of parameters is 6 BIC is 788.633928912 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -6.62700190935 max(chi) is 2.17899277188 max(chi ** 2) is 43.9171543066 total(chi ** 2) is 332.185897612 Now to test model score... Number of parameters is 7 BIC is 370.098600427 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -4.61836648688 max(chi) is 7.19580786658 max(chi ** 2) is 51.7796508527 total(chi ** 2) is 976.878422368 Now to test model score... Number of parameters is 3 BIC is 993.126723574 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -4.14986292984 max(chi) is 6.0202769997 max(chi ** 2) is 36.2437351532 total(chi ** 2) is 633.258967861 Now to test model score... Number of parameters is 4 BIC is 654.92336947 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -2.57132244874 max(chi) is 4.21477896521 max(chi ** 2) is 17.7643617256 total(chi ** 2) is 327.49582345 Now to test model score... Number of parameters is 5 BIC is 354.576325461 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -3.25338356193 max(chi) is 2.15534387831 max(chi ** 2) is 10.584504601 total(chi ** 2) is 321.645784178 Now to test model score... Number of parameters is 6 BIC is 354.142386592 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -1.83920720458 max(chi) is 2.73782835036 max(chi ** 2) is 7.49570407605 total(chi ** 2) is 114.607699693 Now to test model score... Number of parameters is 7 BIC is 152.520402508 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.06844665884 max(chi) is 11.0507505813 max(chi ** 2) is 122.11908841 total(chi ** 2) is 1565.19217019 Now to test model score... Number of parameters is 3 BIC is 1581.44047139 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -4.75259088637 max(chi) is 7.56237095241 max(chi ** 2) is 57.1894544219 total(chi ** 2) is 742.427478296 Now to test model score... Number of parameters is 4 BIC is 764.091879905 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -5.55567846711 max(chi) is 6.37326390237 max(chi ** 2) is 40.6184927693 total(chi ** 2) is 624.147780593 Now to test model score... Number of parameters is 5 BIC is 651.228282604 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -2.49387566336 max(chi) is 2.76535485007 max(chi ** 2) is 7.64718744681 total(chi ** 2) is 278.63837923 Now to test model score... Number of parameters is 6 BIC is 311.134981643 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.16444147599 max(chi) is 3.28320113612 max(chi ** 2) is 10.7794097002 total(chi ** 2) is 226.129969183 Now to test model score... Number of parameters is 7 BIC is 264.042671998 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -3.4917152668 max(chi) is 11.03536989 max(chi ** 2) is 121.77938861 total(chi ** 2) is 1868.06083543 Now to test model score... Number of parameters is 3 BIC is 1884.30913664 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -4.471937916 max(chi) is 6.86490050281 max(chi ** 2) is 47.1268589134 total(chi ** 2) is 720.680663854 Now to test model score... Number of parameters is 4 BIC is 742.345065462 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -4.30805747367 max(chi) is 5.28992136102 max(chi ** 2) is 27.9832680058 total(chi ** 2) is 463.758472233 Now to test model score... Number of parameters is 5 BIC is 490.838974244 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -3.10925917059 max(chi) is 2.90989210405 max(chi ** 2) is 9.6674925899 total(chi ** 2) is 325.542588209 Now to test model score... Number of parameters is 6 BIC is 358.039190622 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -1.71185387448 max(chi) is 2.63482460808 max(chi ** 2) is 6.94230071532 total(chi ** 2) is 163.804832868 Now to test model score... Number of parameters is 7 BIC is 201.717535684 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.78949542827 max(chi) is 5.06325139089 max(chi ** 2) is 46.0972481705 total(chi ** 2) is 1604.87741665 Now to test model score... Number of parameters is 3 BIC is 1621.12571786 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -6.28312509342 max(chi) is 5.35542109258 max(chi ** 2) is 39.4776609395 total(chi ** 2) is 1203.46723182 Now to test model score... Number of parameters is 4 BIC is 1225.13163343 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -7.45800184707 max(chi) is 3.98353117639 max(chi ** 2) is 55.6217915509 total(chi ** 2) is 626.162345224 Now to test model score... Number of parameters is 5 BIC is 653.242847235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -6.29333160051 max(chi) is 5.32881243463 max(chi ** 2) is 39.606022634 total(chi ** 2) is 1199.0325781 Now to test model score... Number of parameters is 6 BIC is 1231.52918051 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -8.34511351548 max(chi) is 2.74391682385 max(chi ** 2) is 69.6409195863 total(chi ** 2) is 526.758432975 Now to test model score... Number of parameters is 7 BIC is 564.671135791 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.81572076125 max(chi) is 9.06138768384 max(chi ** 2) is 82.1087467568 total(chi ** 2) is 1549.06921297 Now to test model score... Number of parameters is 3 BIC is 1565.31751418 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -5.22575331905 max(chi) is 7.58108955518 max(chi ** 2) is 57.4729188437 total(chi ** 2) is 1004.18020144 Now to test model score... Number of parameters is 4 BIC is 1025.84460305 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -3.23796160212 max(chi) is 5.30749943767 max(chi ** 2) is 28.1695502809 total(chi ** 2) is 519.321223468 Now to test model score... Number of parameters is 5 BIC is 546.401725479 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -4.09685337428 max(chi) is 2.71413673565 max(chi ** 2) is 16.7842075704 total(chi ** 2) is 510.044617984 Now to test model score... Number of parameters is 6 BIC is 542.541220397 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.31603870206 max(chi) is 3.44763570046 max(chi ** 2) is 11.8861919231 total(chi ** 2) is 181.737312544 Now to test model score... Number of parameters is 7 BIC is 219.65001536 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -5.12322912595 max(chi) is 13.9157599913 max(chi ** 2) is 193.648376134 total(chi ** 2) is 2481.97825615 Now to test model score... Number of parameters is 3 BIC is 2498.22655736 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -5.98474407913 max(chi) is 9.52298564378 max(chi ** 2) is 90.6872555716 total(chi ** 2) is 1177.29240728 Now to test model score... Number of parameters is 4 BIC is 1198.95680889 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -6.99603955117 max(chi) is 8.02559158076 max(chi ** 2) is 64.4101202212 total(chi ** 2) is 989.732283081 Now to test model score... Number of parameters is 5 BIC is 1016.81278509 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -3.14043602053 max(chi) is 3.48229870009 max(chi ** 2) is 12.1264042366 total(chi ** 2) is 441.846318779 Now to test model score... Number of parameters is 6 BIC is 474.342921193 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.72559296976 max(chi) is 4.13440143067 max(chi ** 2) is 17.0932751899 total(chi ** 2) is 358.581953876 Now to test model score... Number of parameters is 7 BIC is 396.494656691 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -4.39697478042 max(chi) is 13.8963917134 max(chi ** 2) is 193.109702652 total(chi ** 2) is 2962.24736044 Now to test model score... Number of parameters is 3 BIC is 2978.49566164 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.63132922756 max(chi) is 8.64468952205 max(chi ** 2) is 74.7306569327 total(chi ** 2) is 1142.8077468 Now to test model score... Number of parameters is 4 BIC is 1164.47214841 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.42496126315 max(chi) is 6.66138245462 max(chi ** 2) is 44.3740162067 total(chi ** 2) is 735.397522499 Now to test model score... Number of parameters is 5 BIC is 762.47802451 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -3.9153634 max(chi) is 3.66430857547 max(chi ** 2) is 15.3300705541 total(chi ** 2) is 516.223912167 Now to test model score... Number of parameters is 6 BIC is 548.72051458 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.15566784194 max(chi) is 3.31792728424 max(chi ** 2) is 11.0086414635 total(chi ** 2) is 259.750873519 Now to test model score... Number of parameters is 7 BIC is 297.663576335 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.54701344869 max(chi) is 4.88242098407 max(chi ** 2) is 42.8633850974 total(chi ** 2) is 1492.29035298 Now to test model score... Number of parameters is 3 BIC is 1508.53865419 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -6.05872776865 max(chi) is 5.16415605356 max(chi ** 2) is 36.7081821746 total(chi ** 2) is 1119.04032142 Now to test model score... Number of parameters is 4 BIC is 1140.70472303 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (6.5397303050942241, 6.8484676719178879) min(chi) is -7.19164463825 max(chi) is 3.8412622058 max(chi ** 2) is 51.7197526028 total(chi ** 2) is 582.235139883 Now to test model score... Number of parameters is 5 BIC is 609.315641894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -6.06856975764 max(chi) is 5.13849770482 max(chi ** 2) is 36.8275389033 total(chi ** 2) is 1114.91677224 Now to test model score... Number of parameters is 6 BIC is 1147.41337465 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -8.04707374707 max(chi) is 2.64591979442 max(chi ** 2) is 64.7553958908 total(chi ** 2) is 489.804716376 Now to test model score... Number of parameters is 7 BIC is 527.717419192 LIST IF TUPLES AND BICS: (x, y):i None BIC 1508.53865419 (x, y):i (6.5397303050942241, 6.8484676719178879) BIC 1140.70472303 (x, y):i (6.5397303050942241, 6.8484676719178879) BIC 609.315641894 (x, y):i (149.69457960019187, 753.37583177047702) BIC 1147.41337465 (x, y):i (148.57434884180296, 747.35985695823604) BIC 527.717419192 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.60801644835 max(chi) is 8.73776669513 max(chi ** 2) is 76.3485668185 total(chi ** 2) is 1440.39726563 Now to test model score... Number of parameters is 3 BIC is 1456.64556684 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -5.03911927194 max(chi) is 7.31033635678 max(chi ** 2) is 53.4410176493 total(chi ** 2) is 933.733886285 Now to test model score... Number of parameters is 4 BIC is 955.398287894 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (7.0585888385980979, 7.2032477011352967) min(chi) is -3.12232011633 max(chi) is 5.11794588633 max(chi ** 2) is 26.1933700954 total(chi ** 2) is 482.889249883 Now to test model score... Number of parameters is 5 BIC is 509.969751894 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -3.95053718234 max(chi) is 2.61720328081 max(chi ** 2) is 15.6067440291 total(chi ** 2) is 474.263426671 Now to test model score... Number of parameters is 6 BIC is 506.760029084 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.23332303413 max(chi) is 3.32450585401 max(chi ** 2) is 11.0523391734 total(chi ** 2) is 168.987883731 Now to test model score... Number of parameters is 7 BIC is 206.900586546 LIST IF TUPLES AND BICS: (x, y):i None BIC 1456.64556684 (x, y):i (7.0585888385980979, 7.2032477011352967) BIC 955.398287894 (x, y):i (7.0585888385980979, 7.2032477011352967) BIC 509.969751894 (x, y):i (398.57049113380867, 713.55923963210637) BIC 506.760029084 (x, y):i (398.55698817566969, 713.54134798344933) BIC 206.900586546 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.94025665717 max(chi) is 13.418768563 max(chi ** 2) is 180.063349747 total(chi ** 2) is 2307.85988359 Now to test model score... Number of parameters is 3 BIC is 2324.1081848 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -5.77100321916 max(chi) is 9.18287901364 max(chi ** 2) is 84.3252669792 total(chi ** 2) is 1094.70174096 Now to test model score... Number of parameters is 4 BIC is 1116.36614257 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (6.7619886047432374, 6.7714481048478774) min(chi) is -6.74618099577 max(chi) is 7.73896331002 max(chi ** 2) is 59.8915531139 total(chi ** 2) is 920.29953363 Now to test model score... Number of parameters is 5 BIC is 947.380035641 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -3.02827759122 max(chi) is 3.35793088937 max(chi ** 2) is 11.2756998578 total(chi ** 2) is 410.849446926 Now to test model score... Number of parameters is 6 BIC is 443.346049339 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.6282503637 max(chi) is 3.98674423671 max(chi ** 2) is 15.894129609 total(chi ** 2) is 333.426332112 Now to test model score... Number of parameters is 7 BIC is 371.339034927 LIST IF TUPLES AND BICS: (x, y):i None BIC 2324.1081848 (x, y):i (6.7619886047432374, 6.7714481048478774) BIC 1116.36614257 (x, y):i (6.7619886047432374, 6.7714481048478774) BIC 947.380035641 (x, y):i (791.63805425573116, 757.7099029731927) BIC 443.346049339 (x, y):i (791.73737758050265, 757.68962972346742) BIC 371.339034927 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -4.23993996683 max(chi) is 13.4000920093 max(chi ** 2) is 179.562465859 total(chi ** 2) is 2754.43664 Now to test model score... Number of parameters is 3 BIC is 2770.6849412 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.43021032657 max(chi) is 8.33595061055 max(chi ** 2) is 69.4880725816 total(chi ** 2) is 1062.63628497 Now to test model score... Number of parameters is 4 BIC is 1084.30068658 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (6.7943341212086352, 7.2846273339442291) min(chi) is -5.23121264661 max(chi) is 6.42347593838 max(chi ** 2) is 41.2610431309 total(chi ** 2) is 683.807135079 Now to test model score... Number of parameters is 5 BIC is 710.88763709 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -3.77552899286 max(chi) is 3.53344041206 max(chi ** 2) is 14.2546191759 total(chi ** 2) is 480.009224451 Now to test model score... Number of parameters is 6 BIC is 512.505826865 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.07867970472 max(chi) is 3.19942988124 max(chi ** 2) is 10.2363515649 total(chi ** 2) is 241.528554586 Now to test model score... Number of parameters is 7 BIC is 279.441257402 LIST IF TUPLES AND BICS: (x, y):i None BIC 2770.6849412 (x, y):i (6.7943341212086352, 7.2846273339442291) BIC 1084.30068658 (x, y):i (6.7943341212086352, 7.2846273339442291) BIC 710.88763709 (x, y):i (531.45412777728586, 95.821459158647698) BIC 512.505826865 (x, y):i (531.43114188401955, 95.852690308746091) BIC 279.441257402 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [None, None, None, None] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.78949542827 max(chi) is 5.06325139089 max(chi ** 2) is 46.0972481705 total(chi ** 2) is 1604.87741665 Now to test model score... Number of parameters is 3 BIC is 1621.12571786 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (745.84846767191789, 142.53973030509422) min(chi) is -6.28312509342 max(chi) is 5.35542109258 max(chi ** 2) is 39.4776609395 total(chi ** 2) is 1203.46723182 Now to test model score... Number of parameters is 4 BIC is 1225.13163343 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (745.84846767191789, 142.53973030509422) min(chi) is -7.45800184707 max(chi) is 3.98353117639 max(chi ** 2) is 55.6217915509 total(chi ** 2) is 626.162345224 Now to test model score... Number of parameters is 5 BIC is 653.242847235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (149.69457960019187, 753.37583177047702) min(chi) is -6.29333160051 max(chi) is 5.32881243463 max(chi ** 2) is 39.606022634 total(chi ** 2) is 1199.0325781 Now to test model score... Number of parameters is 6 BIC is 1231.52918051 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (148.57434884180296, 747.35985695823604) min(chi) is -8.34511351548 max(chi) is 2.74391682385 max(chi ** 2) is 69.6409195863 total(chi ** 2) is 526.758432975 Now to test model score... Number of parameters is 7 BIC is 564.671135791 LIST IF TUPLES AND BICS: (x, y):i None BIC 1621.12571786 (x, y):i (745.84846767191789, 142.53973030509422) BIC 1225.13163343 (x, y):i (745.84846767191789, 142.53973030509422) BIC 653.242847235 (x, y):i (149.69457960019187, 753.37583177047702) BIC 1231.52918051 (x, y):i (148.57434884180296, 747.35985695823604) BIC 564.671135791 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.81572076125 max(chi) is 9.06138768384 max(chi ** 2) is 82.1087467568 total(chi ** 2) is 1549.06921297 Now to test model score... Number of parameters is 3 BIC is 1565.31751418 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (708.2032477011353, 393.0585888385981) min(chi) is -5.22575331905 max(chi) is 7.58108955518 max(chi ** 2) is 57.4729188437 total(chi ** 2) is 1004.18020144 Now to test model score... Number of parameters is 4 BIC is 1025.84460305 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (708.2032477011353, 393.0585888385981) min(chi) is -3.23796160212 max(chi) is 5.30749943767 max(chi ** 2) is 28.1695502809 total(chi ** 2) is 519.321223468 Now to test model score... Number of parameters is 5 BIC is 546.401725479 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (398.57049113380867, 713.55923963210637) min(chi) is -4.09685337428 max(chi) is 2.71413673565 max(chi ** 2) is 16.7842075704 total(chi ** 2) is 510.044617984 Now to test model score... Number of parameters is 6 BIC is 542.541220397 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (398.55698817566969, 713.54134798344933) min(chi) is -2.31603870206 max(chi) is 3.44763570046 max(chi ** 2) is 11.8861919231 total(chi ** 2) is 181.737312544 Now to test model score... Number of parameters is 7 BIC is 219.65001536 LIST IF TUPLES AND BICS: (x, y):i None BIC 1565.31751418 (x, y):i (708.2032477011353, 393.0585888385981) BIC 1025.84460305 (x, y):i (708.2032477011353, 393.0585888385981) BIC 546.401725479 (x, y):i (398.57049113380867, 713.55923963210637) BIC 542.541220397 (x, y):i (398.55698817566969, 713.54134798344933) BIC 219.65001536 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -5.12322912595 max(chi) is 13.9157599913 max(chi ** 2) is 193.648376134 total(chi ** 2) is 2481.97825615 Now to test model score... Number of parameters is 3 BIC is 2498.22655736 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (751.77144810484788, 783.76198860474324) min(chi) is -5.98474407913 max(chi) is 9.52298564378 max(chi ** 2) is 90.6872555716 total(chi ** 2) is 1177.29240728 Now to test model score... Number of parameters is 4 BIC is 1198.95680889 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (751.77144810484788, 783.76198860474324) min(chi) is -6.99603955117 max(chi) is 8.02559158076 max(chi ** 2) is 64.4101202212 total(chi ** 2) is 989.732283081 Now to test model score... Number of parameters is 5 BIC is 1016.81278509 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (791.63805425573116, 757.7099029731927) min(chi) is -3.14043602053 max(chi) is 3.48229870009 max(chi ** 2) is 12.1264042366 total(chi ** 2) is 441.846318779 Now to test model score... Number of parameters is 6 BIC is 474.342921193 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (791.73737758050265, 757.68962972346742) min(chi) is -2.72559296976 max(chi) is 4.13440143067 max(chi ** 2) is 17.0932751899 total(chi ** 2) is 358.581953876 Now to test model score... Number of parameters is 7 BIC is 396.494656691 LIST IF TUPLES AND BICS: (x, y):i None BIC 2498.22655736 (x, y):i (751.77144810484788, 783.76198860474324) BIC 1198.95680889 (x, y):i (751.77144810484788, 783.76198860474324) BIC 1016.81278509 (x, y):i (791.63805425573116, 757.7099029731927) BIC 474.342921193 (x, y):i (791.73737758050265, 757.68962972346742) BIC 396.494656691 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -4.39697478042 max(chi) is 13.8963917134 max(chi ** 2) is 193.109702652 total(chi ** 2) is 2962.24736044 Now to test model score... Number of parameters is 3 BIC is 2978.49566164 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (90.284627333944229, 524.79433412120864) min(chi) is -5.63132922756 max(chi) is 8.64468952205 max(chi ** 2) is 74.7306569327 total(chi ** 2) is 1142.8077468 Now to test model score... Number of parameters is 4 BIC is 1164.47214841 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (90.284627333944229, 524.79433412120864) min(chi) is -5.42496126315 max(chi) is 6.66138245462 max(chi ** 2) is 44.3740162067 total(chi ** 2) is 735.397522499 Now to test model score... Number of parameters is 5 BIC is 762.47802451 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (531.45412777728586, 95.821459158647698) min(chi) is -3.9153634 max(chi) is 3.66430857547 max(chi ** 2) is 15.3300705541 total(chi ** 2) is 516.223912167 Now to test model score... Number of parameters is 6 BIC is 548.72051458 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (531.43114188401955, 95.852690308746091) min(chi) is -2.15566784194 max(chi) is 3.31792728424 max(chi ** 2) is 11.0086414635 total(chi ** 2) is 259.750873519 Now to test model score... Number of parameters is 7 BIC is 297.663576335 LIST IF TUPLES AND BICS: (x, y):i None BIC 2978.49566164 (x, y):i (90.284627333944229, 524.79433412120864) BIC 1164.47214841 (x, y):i (90.284627333944229, 524.79433412120864) BIC 762.47802451 (x, y):i (531.45412777728586, 95.821459158647698) BIC 548.72051458 (x, y):i (531.43114188401955, 95.852690308746091) BIC 297.663576335 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [(148.57434884180296, 747.35985695823604), (398.55698817566969, 713.54134798344933), (791.73737758050265, 757.68962972346742), (531.43114188401955, 95.852690308746091)] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.32125436425 max(chi) is 4.71406163979 max(chi ** 2) is 39.9582567376 total(chi ** 2) is 1391.14820064 Now to test model score... Number of parameters is 3 BIC is 1407.39650185 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (745.84846767191789, 142.53973030509422) min(chi) is -5.84980612146 max(chi) is 4.98608170688 max(chi ** 2) is 34.2202316586 total(chi ** 2) is 1043.19573365 Now to test model score... Number of parameters is 4 BIC is 1064.86013526 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (745.84846767191789, 142.53973030509422) min(chi) is -6.9436568921 max(chi) is 3.70880488836 max(chi ** 2) is 48.2143710352 total(chi ** 2) is 542.773305194 Now to test model score... Number of parameters is 5 BIC is 569.853807205 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (142.69457960019187, 746.37583177047702) min(chi) is -5.85930873151 max(chi) is 4.9613081288 max(chi ** 2) is 34.3314988112 total(chi ** 2) is 1039.35166401 Now to test model score... Number of parameters is 6 BIC is 1071.84826642 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (141.57434884180296, 740.35985695823604) min(chi) is -7.76958844545 max(chi) is 2.55468118082 max(chi ** 2) is 60.3665046117 total(chi ** 2) is 456.607488275 Now to test model score... Number of parameters is 7 BIC is 494.52019109 LIST IF TUPLES AND BICS: (x, y):i None BIC 1407.39650185 (x, y):i (745.84846767191789, 142.53973030509422) BIC 1064.86013526 (x, y):i (745.84846767191789, 142.53973030509422) BIC 569.853807205 (x, y):i (142.69457960019187, 746.37583177047702) BIC 1071.84826642 (x, y):i (141.57434884180296, 740.35985695823604) BIC 494.52019109 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.41463657082 max(chi) is 8.4364643953 max(chi ** 2) is 71.1739314931 total(chi ** 2) is 1342.77224287 Now to test model score... Number of parameters is 3 BIC is 1359.02054408 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (708.2032477011353, 393.0585888385981) min(chi) is -4.86535653843 max(chi) is 7.05825579276 max(chi ** 2) is 49.818974836 total(chi ** 2) is 870.448712066 Now to test model score... Number of parameters is 4 BIC is 892.113113674 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (708.2032477011353, 393.0585888385981) min(chi) is -3.01465390542 max(chi) is 4.9414649937 max(chi ** 2) is 24.4180762839 total(chi ** 2) is 450.160727596 Now to test model score... Number of parameters is 5 BIC is 477.241229607 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (391.57049113380867, 706.55923963210637) min(chi) is -3.81431176226 max(chi) is 2.52695489182 max(chi ** 2) is 14.5489742197 total(chi ** 2) is 442.119532117 Now to test model score... Number of parameters is 6 BIC is 474.61613453 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (391.55698817566969, 706.54134798344933) min(chi) is -2.15631189502 max(chi) is 3.20986772112 max(chi ** 2) is 10.3032507871 total(chi ** 2) is 157.534483763 Now to test model score... Number of parameters is 7 BIC is 195.447186579 LIST IF TUPLES AND BICS: (x, y):i None BIC 1359.02054408 (x, y):i (708.2032477011353, 393.0585888385981) BIC 892.113113674 (x, y):i (708.2032477011353, 393.0585888385981) BIC 477.241229607 (x, y):i (391.57049113380867, 706.55923963210637) BIC 474.61613453 (x, y):i (391.55698817566969, 706.54134798344933) BIC 195.447186579 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.76990297933 max(chi) is 12.9560524057 max(chi ** 2) is 167.859293938 total(chi ** 2) is 2151.44131835 Now to test model score... Number of parameters is 3 BIC is 2167.68961956 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (751.77144810484788, 783.76198860474324) min(chi) is -5.57200310816 max(chi) is 8.86622801317 max(chi ** 2) is 78.6099991815 total(chi ** 2) is 1020.50673592 Now to test model score... Number of parameters is 4 BIC is 1042.17113753 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (751.77144810484788, 783.76198860474324) min(chi) is -6.51355406488 max(chi) is 7.47210250623 max(chi ** 2) is 55.8323158636 total(chi ** 2) is 857.92489223 Now to test model score... Number of parameters is 5 BIC is 885.005394241 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (784.63805425573116, 750.7099029731927) min(chi) is -2.92385422601 max(chi) is 3.24214016905 max(chi ** 2) is 10.5114728758 total(chi ** 2) is 383.003527218 Now to test model score... Number of parameters is 6 BIC is 415.500129631 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (784.73737758050265, 750.68962972346742) min(chi) is -2.53762104081 max(chi) is 3.84927029752 max(chi ** 2) is 14.8168818233 total(chi ** 2) is 310.827876784 Now to test model score... Number of parameters is 7 BIC is 348.7405796 LIST IF TUPLES AND BICS: (x, y):i None BIC 2167.68961956 (x, y):i (751.77144810484788, 783.76198860474324) BIC 1042.17113753 (x, y):i (751.77144810484788, 783.76198860474324) BIC 885.005394241 (x, y):i (784.63805425573116, 750.7099029731927) BIC 415.500129631 (x, y):i (784.73737758050265, 750.68962972346742) BIC 348.7405796 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -4.09373514039 max(chi) is 12.9380198711 max(chi ** 2) is 167.392358184 total(chi ** 2) is 2567.75068461 Now to test model score... Number of parameters is 3 BIC is 2583.99898582 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (90.284627333944229, 524.79433412120864) min(chi) is -5.24296169462 max(chi) is 8.04850403777 max(chi ** 2) is 64.7784172461 total(chi ** 2) is 990.614562919 Now to test model score... Number of parameters is 4 BIC is 1012.27896453 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (90.284627333944229, 524.79433412120864) min(chi) is -5.05082600362 max(chi) is 6.20197676809 max(chi ** 2) is 38.4645158319 total(chi ** 2) is 637.461110466 Now to test model score... Number of parameters is 5 BIC is 664.541612477 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (524.45412777728586, 88.821459158647698) min(chi) is -3.64533833793 max(chi) is 3.41159763923 max(chi ** 2) is 13.288491598 total(chi ** 2) is 447.475900083 Now to test model score... Number of parameters is 6 BIC is 479.972502496 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (524.43114188401955, 88.852690308746091) min(chi) is -2.00700109422 max(chi) is 3.08910471292 max(chi ** 2) is 9.54256792737 total(chi ** 2) is 225.158604989 Now to test model score... Number of parameters is 7 BIC is 263.071307804 LIST IF TUPLES AND BICS: (x, y):i None BIC 2583.99898582 (x, y):i (90.284627333944229, 524.79433412120864) BIC 1012.27896453 (x, y):i (90.284627333944229, 524.79433412120864) BIC 664.541612477 (x, y):i (524.45412777728586, 88.821459158647698) BIC 479.972502496 (x, y):i (524.43114188401955, 88.852690308746091) BIC 263.071307804 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image new source list is [(141.57434884180296, 740.35985695823604), (391.55698817566969, 706.54134798344933), (784.73737758050265, 750.68962972346742), (524.43114188401955, 88.852690308746091)] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.11054588545 max(chi) is 4.5569262518 max(chi ** 2) is 37.3387710181 total(chi ** 2) is 1299.95070749 Now to test model score... Number of parameters is 3 BIC is 1316.19900869 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (142.53973030509422, 745.84846767191789) min(chi) is -5.65481258407 max(chi) is 4.81987898332 max(chi ** 2) is 31.976905361 total(chi ** 2) is 974.808457774 Now to test model score... Number of parameters is 4 BIC is 996.472859383 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (142.53973030509422, 745.84846767191789) min(chi) is -6.71220166236 max(chi) is 3.58517805875 max(chi ** 2) is 45.0536511562 total(chi ** 2) is 507.191499632 Now to test model score... Number of parameters is 5 BIC is 534.272001643 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (142.69457960019187, 746.37583177047702) min(chi) is -5.66399844046 max(chi) is 4.79593119117 max(chi ** 2) is 32.0808783335 total(chi ** 2) is 971.216388258 Now to test model score... Number of parameters is 6 BIC is 1003.71299067 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (141.57434884180296, 740.35985695823604) min(chi) is -7.51060216394 max(chi) is 2.46952514146 max(chi ** 2) is 56.4091448649 total(chi ** 2) is 426.67433071 Now to test model score... Number of parameters is 7 BIC is 464.587033526 LIST IF TUPLES AND BICS: (x, y):i None BIC 1316.19900869 (x, y):i (142.53973030509422, 745.84846767191789) BIC 996.472859383 (x, y):i (142.53973030509422, 745.84846767191789) BIC 534.272001643 (x, y):i (142.69457960019187, 746.37583177047702) BIC 1003.71299067 (x, y):i (141.57434884180296, 740.35985695823604) BIC 464.587033526 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.23414868513 max(chi) is 8.15524891545 max(chi ** 2) is 66.508084873 total(chi ** 2) is 1254.74606251 Now to test model score... Number of parameters is 3 BIC is 1270.99436371 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (393.0585888385981, 708.2032477011353) min(chi) is -4.70317798715 max(chi) is 6.82298059967 max(chi ** 2) is 46.5530642634 total(chi ** 2) is 813.385963164 Now to test model score... Number of parameters is 4 BIC is 835.050364772 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (393.0585888385981, 708.2032477011353) min(chi) is -2.91416544191 max(chi) is 4.77674949391 max(chi ** 2) is 22.8173357275 total(chi ** 2) is 420.650191009 Now to test model score... Number of parameters is 5 BIC is 447.73069302 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (391.57049113380867, 706.55923963210637) min(chi) is -3.68716803685 max(chi) is 2.44272306209 max(chi ** 2) is 13.595208132 total(chi ** 2) is 413.136140567 Now to test model score... Number of parameters is 6 BIC is 445.63274298 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (391.55698817566969, 706.54134798344933) min(chi) is -2.08443483186 max(chi) is 3.10287213041 max(chi ** 2) is 9.62781545769 total(chi ** 2) is 147.207223161 Now to test model score... Number of parameters is 7 BIC is 185.119925976 LIST IF TUPLES AND BICS: (x, y):i None BIC 1270.99436371 (x, y):i (393.0585888385981, 708.2032477011353) BIC 835.050364772 (x, y):i (393.0585888385981, 708.2032477011353) BIC 447.73069302 (x, y):i (391.57049113380867, 706.55923963210637) BIC 445.63274298 (x, y):i (391.55698817566969, 706.54134798344933) BIC 185.119925976 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.61090621335 max(chi) is 12.5241839921 max(chi ** 2) is 156.855184669 total(chi ** 2) is 2010.40238748 Now to test model score... Number of parameters is 3 BIC is 2026.65068869 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (783.76198860474324, 751.77144810484788) min(chi) is -5.38626967122 max(chi) is 8.5706870794 max(chi ** 2) is 73.456677013 total(chi ** 2) is 953.6068499 Now to test model score... Number of parameters is 4 BIC is 975.271251509 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (783.76198860474324, 751.77144810484788) min(chi) is -6.29643559605 max(chi) is 7.22303242269 max(chi ** 2) is 52.1721973792 total(chi ** 2) is 801.683149295 Now to test model score... Number of parameters is 5 BIC is 828.763651306 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (784.63805425573116, 750.7099029731927) min(chi) is -2.82639241848 max(chi) is 3.13406883008 max(chi ** 2) is 9.82238743168 total(chi ** 2) is 357.895518211 Now to test model score... Number of parameters is 6 BIC is 390.392120625 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (784.73737758050265, 750.68962972346742) min(chi) is -2.45303367279 max(chi) is 3.7209612876 max(chi ** 2) is 13.8455529038 total(chi ** 2) is 290.451382639 Now to test model score... Number of parameters is 7 BIC is 328.364085455 LIST IF TUPLES AND BICS: (x, y):i None BIC 2026.65068869 (x, y):i (783.76198860474324, 751.77144810484788) BIC 975.271251509 (x, y):i (783.76198860474324, 751.77144810484788) BIC 828.763651306 (x, y):i (784.63805425573116, 750.7099029731927) BIC 390.392120625 (x, y):i (784.73737758050265, 750.68962972346742) BIC 328.364085455 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -3.95727730238 max(chi) is 12.506752542 max(chi ** 2) is 156.418859148 total(chi ** 2) is 2399.42036195 Now to test model score... Number of parameters is 3 BIC is 2415.66866316 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (524.79433412120864, 90.284627333944229) min(chi) is -5.0681963048 max(chi) is 7.78022056985 max(chi ** 2) is 60.5318321155 total(chi ** 2) is 925.674274905 Now to test model score... Number of parameters is 4 BIC is 947.338676514 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (524.79433412120864, 90.284627333944229) min(chi) is -4.88246513683 max(chi) is 5.99524420915 max(chi ** 2) is 35.9429531274 total(chi ** 2) is 595.671993224 Now to test model score... Number of parameters is 5 BIC is 622.752495235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (524.45412777728586, 88.821459158647698) min(chi) is -3.52382706 max(chi) is 3.29787771792 max(chi ** 2) is 12.4173571488 total(chi ** 2) is 418.141368855 Now to test model score... Number of parameters is 6 BIC is 450.637971269 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (524.43114188401955, 88.852690308746091) min(chi) is -1.94010105774 max(chi) is 2.98613455582 max(chi ** 2) is 8.91699958546 total(chi ** 2) is 210.398207551 Now to test model score... Number of parameters is 7 BIC is 248.310910366 LIST IF TUPLES AND BICS: (x, y):i None BIC 2415.66866316 (x, y):i (524.79433412120864, 90.284627333944229) BIC 947.338676514 (x, y):i (524.79433412120864, 90.284627333944229) BIC 622.752495235 (x, y):i (524.45412777728586, 88.821459158647698) BIC 450.637971269 (x, y):i (524.43114188401955, 88.852690308746091) BIC 248.310910366 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) bic_xy[no] is None min(chi) is -5.1857504204 max(chi) is 10.6456752441 max(chi ** 2) is 113.330401403 total(chi ** 2) is 1693.71993177 Now to test model score... Number of parameters is 3 BIC is 1709.96823298 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) bic_xy[no] is (878.17592759220713, 91.002624995169072) min(chi) is -5.17682000542 max(chi) is 5.88042068793 max(chi ** 2) is 34.579347467 total(chi ** 2) is 835.532041131 Now to test model score... Number of parameters is 4 BIC is 857.19644274 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) bic_xy[no] is (878.17592759220713, 91.002624995169072) min(chi) is -2.80025674363 max(chi) is 5.00888531307 max(chi ** 2) is 25.0889320795 total(chi ** 2) is 470.619098006 Now to test model score... Number of parameters is 5 BIC is 497.699600017 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.251653233825692, mh=-0.080230977310003559, mv=0.87465048600886108, w=3040.1939370111309, x=6.2750137657336378, y=8.080403534654554) bic_xy[no] is (879.08040353465458, 90.275013765733632) min(chi) is -3.77824705765 max(chi) is 2.93020237608 max(chi ** 2) is 14.2751508286 total(chi ** 2) is 553.060972524 Now to test model score... Number of parameters is 6 BIC is 585.557574937 roaming free PSF optimal params are: gen_crc(z0=25.770200253789017, mh=0.94670946219086671, mv=-0.49356317956857421, w=8670.3475032228871, var=8.6153028248219901, x=6.1564442214883597, y=8.1737971489853738) bic_xy[no] is (879.17379714898539, 90.156444221488357) min(chi) is -2.19014660352 max(chi) is 3.1052858972 max(chi ** 2) is 9.64280050338 total(chi ** 2) is 281.499900133 Now to test model score... Number of parameters is 7 BIC is 319.412602948 LIST IF TUPLES AND BICS: (x, y):i None BIC 1709.96823298 (x, y):i (878.17592759220713, 91.002624995169072) BIC 857.19644274 (x, y):i (878.17592759220713, 91.002624995169072) BIC 497.699600017 (x, y):i (879.08040353465458, 90.275013765733632) BIC 585.557574937 (x, y):i (879.17379714898539, 90.156444221488357) BIC 319.412602948 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) bic_xy[no] is None min(chi) is -3.19591052327 max(chi) is 11.146155694 max(chi ** 2) is 124.236786756 total(chi ** 2) is 1494.20545101 Now to test model score... Number of parameters is 3 BIC is 1510.45375221 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) bic_xy[no] is (1005.548718202603, 107.73406142684655) min(chi) is -2.66362588944 max(chi) is 3.25420404956 max(chi ** 2) is 10.5898439962 total(chi ** 2) is 377.728625 Now to test model score... Number of parameters is 4 BIC is 399.393026608 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) bic_xy[no] is (1005.548718202603, 107.73406142684655) min(chi) is -2.39739885607 max(chi) is 2.61765272234 max(chi ** 2) is 6.85210577478 total(chi ** 2) is 296.33368393 Now to test model score... Number of parameters is 5 BIC is 323.414185941 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878839562860712, mh=-0.11770066101838719, mv=1.5488885087763984, w=3109.1457489490308, x=6.4751983910753212, y=7.3343949382416369) bic_xy[no] is (1006.3343949382416, 107.47519839107532) min(chi) is -2.15424941438 max(chi) is 2.81243488498 max(chi ** 2) is 7.90978998227 total(chi ** 2) is 289.07182215 Now to test model score... Number of parameters is 6 BIC is 321.568424563 roaming free PSF optimal params are: gen_crc(z0=16.220803800920162, mh=0.1043780572713104, mv=1.3708451021206487, w=4539.820877401884, var=3.9789675692454058, x=6.4333936426754335, y=7.3948649991403004) bic_xy[no] is (1006.3948649991403, 107.43339364267544) min(chi) is -1.92553010195 max(chi) is 2.829134263 max(chi ** 2) is 8.00400067807 total(chi ** 2) is 206.967523681 Now to test model score... Number of parameters is 7 BIC is 244.880226497 LIST IF TUPLES AND BICS: (x, y):i None BIC 1510.45375221 (x, y):i (1005.548718202603, 107.73406142684655) BIC 399.393026608 (x, y):i (1005.548718202603, 107.73406142684655) BIC 323.414185941 (x, y):i (1006.3343949382416, 107.47519839107532) BIC 321.568424563 (x, y):i (1006.3948649991403, 107.43339364267544) BIC 244.880226497 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) bic_xy[no] is None min(chi) is -4.74578546498 max(chi) is 10.0375881414 max(chi ** 2) is 100.753175696 total(chi ** 2) is 1373.81985106 Now to test model score... Number of parameters is 3 BIC is 1390.06815227 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) bic_xy[no] is (218.56521029449547, 9.2535443719783643) min(chi) is -4.28448617297 max(chi) is 9.25802348699 max(chi ** 2) is 85.7109988856 total(chi ** 2) is 1040.68700474 Now to test model score... Number of parameters is 4 BIC is 1062.35140635 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) bic_xy[no] is (218.56521029449547, 9.2535443719783643) min(chi) is -3.99918092823 max(chi) is 7.44131725232 max(chi ** 2) is 55.3732024497 total(chi ** 2) is 736.918767144 Now to test model score... Number of parameters is 5 BIC is 763.999269155 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698000662410756, mh=-1.1054114107479798, mv=-0.3942521185841692, w=2960.2205370652669, x=5.0567932941814586, y=5.5413312189411581) bic_xy[no] is (217.54133121894117, 7.0567932941814586) min(chi) is -2.93687878959 max(chi) is 2.76868668124 max(chi ** 2) is 8.62525702477 total(chi ** 2) is 327.850090761 Now to test model score... Number of parameters is 6 BIC is 360.346693174 roaming free PSF optimal params are: gen_crc(z0=33.746399856750386, mh=-0.19252728511160963, mv=0.16769274421048841, w=4934.4730495696122, var=4.6038904954828652, x=5.0144632903484281, y=5.6240776866902564) bic_xy[no] is (217.62407768669027, 7.0144632903484272) min(chi) is -2.41393600354 max(chi) is 3.12481569116 max(chi ** 2) is 9.7644731037 total(chi ** 2) is 235.294807979 Now to test model score... Number of parameters is 7 BIC is 273.207510794 LIST IF TUPLES AND BICS: (x, y):i None BIC 1390.06815227 (x, y):i (218.56521029449547, 9.2535443719783643) BIC 1062.35140635 (x, y):i (218.56521029449547, 9.2535443719783643) BIC 763.999269155 (x, y):i (217.54133121894117, 7.0567932941814586) BIC 360.346693174 (x, y):i (217.62407768669027, 7.0144632903484272) BIC 273.207510794 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) bic_xy[no] is None min(chi) is -4.94095309873 max(chi) is 7.96304875975 max(chi ** 2) is 63.4101455501 total(chi ** 2) is 1234.97498751 Now to test model score... Number of parameters is 3 BIC is 1251.22328872 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) bic_xy[no] is (296.99611553463365, 66.984584205844953) min(chi) is -4.42096707326 max(chi) is 7.55355591106 max(chi ** 2) is 57.0562069016 total(chi ** 2) is 811.687580733 Now to test model score... Number of parameters is 4 BIC is 833.351982342 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) bic_xy[no] is (296.99611553463365, 66.984584205844953) min(chi) is -2.68415955766 max(chi) is 5.34937432321 max(chi ** 2) is 28.6158056498 total(chi ** 2) is 346.507261622 Now to test model score... Number of parameters is 5 BIC is 373.587763633 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583504699917, mh=-3.4329643245197574, mv=-2.1010125092092338, w=2407.3723133977305, x=5.1145832905124893, y=6.2693647842391416) bic_xy[no] is (296.26936478423914, 65.114583290512485) min(chi) is -4.17380763421 max(chi) is 3.18307820283 max(chi ** 2) is 17.4206701674 total(chi ** 2) is 533.097529328 Now to test model score... Number of parameters is 6 BIC is 565.594131742 roaming free PSF optimal params are: gen_crc(z0=47.975254198501958, mh=-0.35855514599567573, mv=-0.98265873165649109, w=14850.389733792761, var=16.419774503256441, x=5.0132452363193876, y=6.277730193197014) bic_xy[no] is (296.27773019319699, 65.013245236319392) min(chi) is -3.28979706942 max(chi) is 3.50817959883 max(chi ** 2) is 12.3073240976 total(chi ** 2) is 224.611860682 Now to test model score... Number of parameters is 7 BIC is 262.524563498 LIST IF TUPLES AND BICS: (x, y):i None BIC 1251.22328872 (x, y):i (296.99611553463365, 66.984584205844953) BIC 833.351982342 (x, y):i (296.99611553463365, 66.984584205844953) BIC 373.587763633 (x, y):i (296.26936478423914, 65.114583290512485) BIC 565.594131742 (x, y):i (296.27773019319699, 65.013245236319392) BIC 262.524563498 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) bic_xy[no] is None min(chi) is -3.87027145421 max(chi) is 12.6341676609 max(chi ** 2) is 159.622192483 total(chi ** 2) is 2520.26053204 Now to test model score... Number of parameters is 3 BIC is 2536.50883324 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) bic_xy[no] is (476.98676443257619, 117.82082311186682) min(chi) is -6.19588373749 max(chi) is 10.1144804221 max(chi ** 2) is 102.30271421 total(chi ** 2) is 1235.56086018 Now to test model score... Number of parameters is 4 BIC is 1257.22526179 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) bic_xy[no] is (476.98676443257619, 117.82082311186682) min(chi) is -5.60841988065 max(chi) is 7.95037437868 max(chi ** 2) is 63.2084527612 total(chi ** 2) is 980.572136578 Now to test model score... Number of parameters is 5 BIC is 1007.65263859 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528133909569227, mh=-0.53502324127129686, mv=-0.026983983993383743, w=4191.4506684099451, x=5.4387639882432399, y=6.6278778910609377) bic_xy[no] is (476.62787789106096, 116.43876398824324) min(chi) is -4.84064415428 max(chi) is 3.32297294141 max(chi ** 2) is 23.4318358284 total(chi ** 2) is 367.061292641 Now to test model score... Number of parameters is 6 BIC is 399.557895054 roaming free PSF optimal params are: gen_crc(z0=17.154064164166464, mh=0.092899584284956718, mv=0.06115606911695573, w=5853.4773455380746, var=3.6768976861224552, x=5.4242584363748447, y=6.6695259363715165) bic_xy[no] is (476.66952593637154, 116.42425843637484) min(chi) is -2.66154467717 max(chi) is 2.08123295308 max(chi ** 2) is 7.08382006859 total(chi ** 2) is 221.064188585 Now to test model score... Number of parameters is 7 BIC is 258.976891401 LIST IF TUPLES AND BICS: (x, y):i None BIC 2536.50883324 (x, y):i (476.98676443257619, 117.82082311186682) BIC 1257.22526179 (x, y):i (476.98676443257619, 117.82082311186682) BIC 1007.65263859 (x, y):i (476.62787789106096, 116.43876398824324) BIC 399.557895054 (x, y):i (476.66952593637154, 116.42425843637484) BIC 258.976891401 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) bic_xy[no] is None min(chi) is -2.38585781509 max(chi) is 5.46937737323 max(chi ** 2) is 29.9140888508 total(chi ** 2) is 419.882280472 Now to test model score... Number of parameters is 3 BIC is 436.130581678 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) bic_xy[no] is (512.64292414132262, 339.26712437216588) min(chi) is -2.13907369379 max(chi) is 3.11023647369 max(chi ** 2) is 9.67357092226 total(chi ** 2) is 183.497967 Now to test model score... Number of parameters is 4 BIC is 205.162368609 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) bic_xy[no] is (512.64292414132262, 339.26712437216588) min(chi) is -1.66612709341 max(chi) is 2.32520059413 max(chi ** 2) is 5.40655780293 total(chi ** 2) is 100.38250134 Now to test model score... Number of parameters is 5 BIC is 127.463003351 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01232454127694, mh=0.27150649062344689, mv=-0.44797794885865067, w=1640.1882599706767, x=5.8071770675246066, y=6.2839048626662324) bic_xy[no] is (512.28390486266619, 337.80717706752461) min(chi) is -1.59050836306 max(chi) is 1.48417558167 max(chi ** 2) is 2.52971685298 total(chi ** 2) is 88.5086069728 Now to test model score... Number of parameters is 6 BIC is 121.005209386 roaming free PSF optimal params are: gen_crc(z0=114.02352098265683, mh=0.80677721566443372, mv=-0.11904571478513441, w=3457.8116624773038, var=6.0964991856615809, x=5.7352971944700588, y=6.2345338183327268) bic_xy[no] is (512.23453381833269, 337.73529719447004) min(chi) is -0.777566022784 max(chi) is 0.890789228357 max(chi ** 2) is 0.793505449357 total(chi ** 2) is 23.2503831279 Now to test model score... Number of parameters is 7 BIC is 61.1630859433 LIST IF TUPLES AND BICS: (x, y):i None BIC 436.130581678 (x, y):i (512.64292414132262, 339.26712437216588) BIC 205.162368609 (x, y):i (512.64292414132262, 339.26712437216588) BIC 127.463003351 (x, y):i (512.28390486266619, 337.80717706752461) BIC 121.005209386 (x, y):i (512.23453381833269, 337.73529719447004) BIC 61.1630859433 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) bic_xy[no] is None min(chi) is -2.16202467252 max(chi) is 1.24255857754 max(chi ** 2) is 4.67435068458 total(chi ** 2) is 121.960531291 Now to test model score... Number of parameters is 3 BIC is 138.208832497 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) bic_xy[no] is (524.63776765439422, 377.55166040493941) min(chi) is -2.06808833601 max(chi) is 1.33649119612 max(chi ** 2) is 4.27698936556 total(chi ** 2) is 108.146528264 Now to test model score... Number of parameters is 4 BIC is 129.810929873 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) bic_xy[no] is (524.63776765439422, 377.55166040493941) min(chi) is -1.51212826782 max(chi) is 1.59245459434 max(chi ** 2) is 2.53591163504 total(chi ** 2) is 90.7108535748 Now to test model score... Number of parameters is 5 BIC is 117.791355586 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09426815860019, mh=0.66511206091699548, mv=-3.5261346470178276, w=427.58566414320609, x=4.8379084944402706, y=10.569251482091364) bic_xy[no] is (528.56925148209132, 375.83790849444028) min(chi) is -2.10443012582 max(chi) is 1.16079176092 max(chi ** 2) is 4.42862615445 total(chi ** 2) is 102.094188952 Now to test model score... Number of parameters is 6 BIC is 134.590791365 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-947.25887045074489, mh=14.356741297612363, mv=-40.474816437126442, w=17186827.673538588, var=1186.348626771731, x=-5.7396340892165005, y=41.259056753391988) bic_xy[no] is (559.25905675339197, 365.26036591078349) min(chi) is -0.541913558256 max(chi) is 1.04645193974 max(chi ** 2) is 1.09506166218 total(chi ** 2) is 13.4592297026 Now to test model score... Number of parameters is 7 BIC is 51.371932518 LIST IF TUPLES AND BICS: (x, y):i None BIC 138.208832497 (x, y):i (524.63776765439422, 377.55166040493941) BIC 129.810929873 (x, y):i (524.63776765439422, 377.55166040493941) BIC 117.791355586 (x, y):i (528.56925148209132, 375.83790849444028) BIC 134.590791365 (x, y):i (559.25905675339197, 365.26036591078349) BIC 51.371932518 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) bic_xy[no] is None min(chi) is -1.58622663106 max(chi) is 1.00629530713 max(chi ** 2) is 2.51611492508 total(chi ** 2) is 67.6572124485 Now to test model score... Number of parameters is 3 BIC is 83.9055136551 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) bic_xy[no] is (530.90559228564666, 375.99638772323374) min(chi) is -1.50745524465 max(chi) is 1.04677649534 max(chi ** 2) is 2.27242131462 total(chi ** 2) is 57.9434193139 Now to test model score... Number of parameters is 4 BIC is 79.6078209227 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) bic_xy[no] is (530.90559228564666, 375.99638772323374) min(chi) is -0.97943193107 max(chi) is 1.14759597212 max(chi ** 2) is 1.31697651522 total(chi ** 2) is 44.0769544523 Now to test model score... Number of parameters is 5 BIC is 71.1574564633 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25926075084797, mh=0.37760305623836665, mv=-2.2509777219928133, w=437.49743736178016, x=7.6101657744906541, y=2.3665256860592456) bic_xy[no] is (526.36652568605928, 376.61016577449067) min(chi) is -1.28826680025 max(chi) is 0.983026620108 max(chi ** 2) is 1.65963134863 total(chi ** 2) is 47.2876463807 Now to test model score... Number of parameters is 6 BIC is 79.7842487939 roaming free PSF optimal params are: gen_crc(z0=-98.953757091795893, mh=-1.7400442195529675, mv=10.011705228399281, w=499919.56324579124, var=227.15571560493908, x=9.5964558149973325, y=-8.3947878864032681) bic_xy[no] is (515.60521211359674, 378.59645581499734) min(chi) is -0.636721740673 max(chi) is 0.751843700582 max(chi ** 2) is 0.565268950106 total(chi ** 2) is 13.332133884 Now to test model score... Number of parameters is 7 BIC is 51.2448366994 LIST IF TUPLES AND BICS: (x, y):i None BIC 83.9055136551 (x, y):i (530.90559228564666, 375.99638772323374) BIC 79.6078209227 (x, y):i (530.90559228564666, 375.99638772323374) BIC 71.1574564633 (x, y):i (526.36652568605928, 376.61016577449067) BIC 79.7842487939 (x, y):i (515.60521211359674, 378.59645581499734) BIC 51.2448366994 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) bic_xy[no] is None min(chi) is -2.5065002049 max(chi) is 3.48071841395 max(chi ** 2) is 12.1154006772 total(chi ** 2) is 359.390660592 Now to test model score... Number of parameters is 3 BIC is 375.638961799 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) bic_xy[no] is (631.27691682543684, 600.12429531104931) min(chi) is -2.1676093519 max(chi) is 2.38845668806 max(chi ** 2) is 5.70472535072 total(chi ** 2) is 179.59819113 Now to test model score... Number of parameters is 4 BIC is 201.262592739 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) bic_xy[no] is (631.27691682543684, 600.12429531104931) min(chi) is -0.953364883062 max(chi) is 1.02373735091 max(chi ** 2) is 1.04803816364 total(chi ** 2) is 26.9922529577 Now to test model score... Number of parameters is 5 BIC is 54.0727549688 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06350416949763, mh=-1.7341459663213099, mv=0.083360778361778853, w=1294.707935684906, x=5.8949927334916081, y=7.0223110869230911) bic_xy[no] is (631.02231108692308, 598.89499273349156) min(chi) is -2.51747227398 max(chi) is 1.39715872273 max(chi ** 2) is 6.33766665028 total(chi ** 2) is 151.760429938 Now to test model score... Number of parameters is 6 BIC is 184.257032351 roaming free PSF optimal params are: gen_crc(z0=171.93778534890075, mh=-0.55757220211752345, mv=-0.047555901693884718, w=7844.0601832307884, var=15.630355230867167, x=5.7279195522277888, y=7.1145350098152651) bic_xy[no] is (631.11453500981531, 598.72791955222783) min(chi) is -0.439027591452 max(chi) is 0.603311304407 max(chi ** 2) is 0.363984530025 total(chi ** 2) is 7.53943303645 Now to test model score... Number of parameters is 7 BIC is 45.4521358519 LIST IF TUPLES AND BICS: (x, y):i None BIC 375.638961799 (x, y):i (631.27691682543684, 600.12429531104931) BIC 201.262592739 (x, y):i (631.27691682543684, 600.12429531104931) BIC 54.0727549688 (x, y):i (631.02231108692308, 598.89499273349156) BIC 184.257032351 (x, y):i (631.11453500981531, 598.72791955222783) BIC 45.4521358519 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) bic_xy[no] is None min(chi) is -2.9342268087 max(chi) is 9.02055841201 max(chi ** 2) is 81.3704740645 total(chi ** 2) is 932.615694011 Now to test model score... Number of parameters is 3 BIC is 948.863995217 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) bic_xy[no] is (647.99811590693753, 434.47440735062139) min(chi) is -2.82327787234 max(chi) is 3.53906744327 max(chi ** 2) is 12.524998368 total(chi ** 2) is 235.050534781 Now to test model score... Number of parameters is 4 BIC is 256.714936389 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) bic_xy[no] is (647.99811590693753, 434.47440735062139) min(chi) is -1.94647637804 max(chi) is 2.9040894741 max(chi ** 2) is 8.43373567359 total(chi ** 2) is 126.253122048 Now to test model score... Number of parameters is 5 BIC is 153.333624059 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154175065373209, mh=-0.54530297694286189, mv=-0.33349715532885099, w=2503.4283167429835, x=6.21396563604796, y=6.9211823502662764) bic_xy[no] is (647.92118235026624, 433.21396563604799) min(chi) is -2.42040513347 max(chi) is 1.63522051467 max(chi ** 2) is 5.85836101015 total(chi ** 2) is 152.734259552 Now to test model score... Number of parameters is 6 BIC is 185.230861966 roaming free PSF optimal params are: gen_crc(z0=81.731765969033844, mh=-0.31988525540416279, mv=-0.40456558811922683, w=4161.4417940449621, var=4.7706235207758434, x=6.2928769118095973, y=7.0245193041137561) bic_xy[no] is (648.02451930411371, 433.29287691180957) min(chi) is -2.02285248784 max(chi) is 1.49045779613 max(chi ** 2) is 4.09193218754 total(chi ** 2) is 83.0584737249 Now to test model score... Number of parameters is 7 BIC is 120.97117654 LIST IF TUPLES AND BICS: (x, y):i None BIC 948.863995217 (x, y):i (647.99811590693753, 434.47440735062139) BIC 256.714936389 (x, y):i (647.99811590693753, 434.47440735062139) BIC 153.333624059 (x, y):i (647.92118235026624, 433.21396563604799) BIC 185.230861966 (x, y):i (648.02451930411371, 433.29287691180957) BIC 120.97117654 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) bic_xy[no] is None min(chi) is -3.12382284721 max(chi) is 10.5262743531 max(chi ** 2) is 110.802451756 total(chi ** 2) is 1110.96842269 Now to test model score... Number of parameters is 3 BIC is 1127.21672389 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) bic_xy[no] is (690.06912092118944, 441.61566285567818) min(chi) is -4.5469542452 max(chi) is 7.03621417378 max(chi ** 2) is 49.5083098993 total(chi ** 2) is 585.77226651 Now to test model score... Number of parameters is 4 BIC is 607.436668119 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) bic_xy[no] is (690.06912092118944, 441.61566285567818) min(chi) is -4.20533475495 max(chi) is 6.01918206503 max(chi ** 2) is 36.230552732 total(chi ** 2) is 486.232557447 Now to test model score... Number of parameters is 5 BIC is 513.313059458 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199550956002859, mh=-0.216715670787263, mv=-0.87552389485313031, w=2824.4946963787252, x=5.3038652135812141, y=6.9434207538765067) bic_xy[no] is (689.94342075387647, 440.30386521358122) min(chi) is -2.07919366054 max(chi) is 2.05327416234 max(chi ** 2) is 4.32304627802 total(chi ** 2) is 135.526958084 Now to test model score... Number of parameters is 6 BIC is 168.023560498 roaming free PSF optimal params are: gen_crc(z0=54.439836263598494, mh=0.060517354027275268, mv=-0.89646102332209909, w=3493.3305211665242, var=3.1399109628681132, x=5.2917658268657082, y=6.9794110581886848) bic_xy[no] is (689.9794110581887, 440.29176582686569) min(chi) is -2.14016465139 max(chi) is 1.61799196427 max(chi ** 2) is 4.58030473507 total(chi ** 2) is 113.614210778 Now to test model score... Number of parameters is 7 BIC is 151.526913594 LIST IF TUPLES AND BICS: (x, y):i None BIC 1127.21672389 (x, y):i (690.06912092118944, 441.61566285567818) BIC 607.436668119 (x, y):i (690.06912092118944, 441.61566285567818) BIC 513.313059458 (x, y):i (689.94342075387647, 440.30386521358122) BIC 168.023560498 (x, y):i (689.9794110581887, 440.29176582686569) BIC 151.526913594 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) bic_xy[no] is None min(chi) is -3.61537056215 max(chi) is 10.6396544798 max(chi ** 2) is 113.202247449 total(chi ** 2) is 1688.10563532 Now to test model score... Number of parameters is 3 BIC is 1704.35393653 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) bic_xy[no] is (693.70629829552331, 232.48794250323422) min(chi) is -2.88905396125 max(chi) is 3.7591967131 max(chi ** 2) is 14.1315599278 total(chi ** 2) is 487.732933295 Now to test model score... Number of parameters is 4 BIC is 509.397334904 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) bic_xy[no] is (693.70629829552331, 232.48794250323422) min(chi) is -2.31665992671 max(chi) is 2.70192217374 max(chi ** 2) is 7.30038343294 total(chi ** 2) is 217.779689577 Now to test model score... Number of parameters is 5 BIC is 244.860191588 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258715705143658, mh=-0.11247103799039719, mv=0.23873305134742381, w=3161.9307090424372, x=6.5048447062153922, y=7.0171798637763043) bic_xy[no] is (694.01717986377628, 231.50484470621538) min(chi) is -2.65190700443 max(chi) is 3.09494744717 max(chi ** 2) is 9.57869970077 total(chi ** 2) is 440.340426703 Now to test model score... Number of parameters is 6 BIC is 472.837029116 roaming free PSF optimal params are: gen_crc(z0=22.49185775961125, mh=0.20493563288864361, mv=0.13227987097216298, w=6636.7774788658153, var=6.1850778006560745, x=6.5495164679769653, y=7.0778585375215677) bic_xy[no] is (694.07785853752159, 231.54951646797696) min(chi) is -2.31369454916 max(chi) is 2.43076810231 max(chi ** 2) is 5.9086335672 total(chi ** 2) is 188.377077813 Now to test model score... Number of parameters is 7 BIC is 226.289780629 LIST IF TUPLES AND BICS: (x, y):i None BIC 1704.35393653 (x, y):i (693.70629829552331, 232.48794250323422) BIC 509.397334904 (x, y):i (693.70629829552331, 232.48794250323422) BIC 244.860191588 (x, y):i (694.01717986377628, 231.50484470621538) BIC 472.837029116 (x, y):i (694.07785853752159, 231.54951646797696) BIC 226.289780629 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) bic_xy[no] is None min(chi) is -3.75472627476 max(chi) is 12.1068133048 max(chi ** 2) is 146.574928398 total(chi ** 2) is 2194.56639861 Now to test model score... Number of parameters is 3 BIC is 2210.81469981 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) bic_xy[no] is (749.16391467536027, 424.20307512505815) min(chi) is -4.51017210702 max(chi) is 7.22627495884 max(chi ** 2) is 52.2190497808 total(chi ** 2) is 806.752939586 Now to test model score... Number of parameters is 4 BIC is 828.417341195 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) bic_xy[no] is (749.16391467536027, 424.20307512505815) min(chi) is -4.23888826883 max(chi) is 5.38089522762 max(chi ** 2) is 28.9540334506 total(chi ** 2) is 628.682249046 Now to test model score... Number of parameters is 5 BIC is 655.762751057 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948886467545947, mh=0.76618011779404094, mv=-0.14824408618959306, w=3806.2779233321967, x=5.9824367682107358, y=7.6238864191938909) bic_xy[no] is (749.62388641919392, 422.98243676821073) min(chi) is -3.83117778497 max(chi) is 3.44410749195 max(chi ** 2) is 14.6779232201 total(chi ** 2) is 402.881592493 Now to test model score... Number of parameters is 6 BIC is 435.378194906 roaming free PSF optimal params are: gen_crc(z0=29.070654827558901, mh=1.2401383886230581, mv=-0.4329243305989216, w=5509.9279821918944, var=3.9105897019444478, x=5.9314662051878431, y=7.6500684996373032) bic_xy[no] is (749.65006849963731, 422.93146620518786) min(chi) is -2.58701423182 max(chi) is 3.65576236592 max(chi ** 2) is 13.3645984761 total(chi ** 2) is 286.650720685 Now to test model score... Number of parameters is 7 BIC is 324.5634235 LIST IF TUPLES AND BICS: (x, y):i None BIC 2210.81469981 (x, y):i (749.16391467536027, 424.20307512505815) BIC 828.417341195 (x, y):i (749.16391467536027, 424.20307512505815) BIC 655.762751057 (x, y):i (749.62388641919392, 422.98243676821073) BIC 435.378194906 (x, y):i (749.65006849963731, 422.93146620518786) BIC 324.5634235 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) bic_xy[no] is None min(chi) is -5.7070688719 max(chi) is 9.94680732948 max(chi ** 2) is 98.9389760499 total(chi ** 2) is 1846.61538945 Now to test model score... Number of parameters is 3 BIC is 1862.86369065 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) bic_xy[no] is (742.78990053817859, 136.65198660011481) min(chi) is -4.88741716321 max(chi) is 6.00624968866 max(chi ** 2) is 36.0750353225 total(chi ** 2) is 794.869856735 Now to test model score... Number of parameters is 4 BIC is 816.534258344 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) bic_xy[no] is (742.78990053817859, 136.65198660011481) min(chi) is -3.30399656907 max(chi) is 4.55691312658 max(chi ** 2) is 20.7654572432 total(chi ** 2) is 431.595958461 Now to test model score... Number of parameters is 5 BIC is 458.676460472 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366575383863832, mh=-1.0865139945290745, mv=0.88237749284037248, w=3283.0710834348524, x=5.7703836069675347, y=7.1264130563081158) bic_xy[no] is (743.12641305630814, 135.77038360696753) min(chi) is -4.31371927399 max(chi) is 2.9246119717 max(chi ** 2) is 18.6081739748 total(chi ** 2) is 514.712013791 Now to test model score... Number of parameters is 6 BIC is 547.208616204 roaming free PSF optimal params are: gen_crc(z0=25.442541280239848, mh=0.77208256520837137, mv=0.47449885660594937, w=8855.3676133206973, var=8.0555534840584375, x=5.5155114229721507, y=7.2633606922218696) bic_xy[no] is (743.26336069222191, 135.51551142297214) min(chi) is -2.13731523806 max(chi) is 2.28260796366 max(chi ** 2) is 5.21029911578 total(chi ** 2) is 196.85154585 Now to test model score... Number of parameters is 7 BIC is 234.764248666 LIST IF TUPLES AND BICS: (x, y):i None BIC 1862.86369065 (x, y):i (742.78990053817859, 136.65198660011481) BIC 816.534258344 (x, y):i (742.78990053817859, 136.65198660011481) BIC 458.676460472 (x, y):i (743.12641305630814, 135.77038360696753) BIC 547.208616204 (x, y):i (743.26336069222191, 135.51551142297214) BIC 234.764248666 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) bic_xy[no] is None min(chi) is -6.13693024796 max(chi) is 10.0510023841 max(chi ** 2) is 101.022648925 total(chi ** 2) is 3880.69873113 Now to test model score... Number of parameters is 3 BIC is 3896.94703233 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) bic_xy[no] is (953.93203156031268, 659.4968344076824) min(chi) is -7.82611702657 max(chi) is 8.09430270093 max(chi ** 2) is 65.5177362143 total(chi ** 2) is 1765.69072786 Now to test model score... Number of parameters is 4 BIC is 1787.35512946 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) bic_xy[no] is (953.93203156031268, 659.4968344076824) min(chi) is -2.77658079019 max(chi) is 3.70749112086 max(chi ** 2) is 13.7454904113 total(chi ** 2) is 350.238736462 Now to test model score... Number of parameters is 5 BIC is 377.319238473 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771794959681117, mh=-1.0352509940295784, mv=1.8634928839398313, w=4244.8770243591198, x=6.90648699183616, y=7.760543216955182) bic_xy[no] is (954.76054321695517, 658.90648699183612) min(chi) is -8.22328251591 max(chi) is 6.03110359735 max(chi ** 2) is 67.6223753365 total(chi ** 2) is 1637.78591947 Now to test model score... Number of parameters is 6 BIC is 1670.28252189 roaming free PSF optimal params are: gen_crc(z0=28.91390581854084, mh=-0.41204491286880601, mv=-0.301161375590286, w=16910.09124947149, var=10.789359138769457, x=6.7830494542576645, y=7.8909908125429382) bic_xy[no] is (954.8909908125429, 658.78304945425771) min(chi) is -2.22424371587 max(chi) is 2.28859819208 max(chi ** 2) is 5.2376816848 total(chi ** 2) is 189.45731403 Now to test model score... Number of parameters is 7 BIC is 227.370016845 LIST IF TUPLES AND BICS: (x, y):i None BIC 3896.94703233 (x, y):i (953.93203156031268, 659.4968344076824) BIC 1787.35512946 (x, y):i (953.93203156031268, 659.4968344076824) BIC 377.319238473 (x, y):i (954.76054321695517, 658.90648699183612) BIC 1670.28252189 (x, y):i (954.8909908125429, 658.78304945425771) BIC 227.370016845 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) bic_xy[no] is None min(chi) is -2.84580283645 max(chi) is 9.74653742801 max(chi ** 2) is 94.9949918355 total(chi ** 2) is 967.242651418 Now to test model score... Number of parameters is 3 BIC is 983.490952625 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) bic_xy[no] is (992.29014435159172, 610.64546669538322) min(chi) is -3.73125654451 max(chi) is 4.04135750681 max(chi ** 2) is 16.3325704978 total(chi ** 2) is 339.794441049 Now to test model score... Number of parameters is 4 BIC is 361.458842657 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) bic_xy[no] is (992.29014435159172, 610.64546669538322) min(chi) is -3.37564183403 max(chi) is 3.61738761332 max(chi ** 2) is 13.085493145 total(chi ** 2) is 299.896510527 Now to test model score... Number of parameters is 5 BIC is 326.977012538 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724100059422781, mh=-0.84615043282924163, mv=-0.12992374247073973, w=2553.4094812344101, x=6.7011127314970818, y=8.0130732276325549) bic_xy[no] is (993.0130732276325, 610.70111273149712) min(chi) is -1.84874781522 max(chi) is 2.45038912418 max(chi ** 2) is 6.00440685991 total(chi ** 2) is 158.994223944 Now to test model score... Number of parameters is 6 BIC is 191.490826358 roaming free PSF optimal params are: gen_crc(z0=31.241875680340488, mh=-0.80986811562821448, mv=-0.24996621651823234, w=3019.054939352493, var=2.9489385341407504, x=6.6966513490286577, y=8.0243258639767259) bic_xy[no] is (993.02432586397674, 610.69665134902868) min(chi) is -1.73205767496 max(chi) is 2.31471479703 max(chi ** 2) is 5.35790459157 total(chi ** 2) is 146.467332655 Now to test model score... Number of parameters is 7 BIC is 184.38003547 LIST IF TUPLES AND BICS: (x, y):i None BIC 983.490952625 (x, y):i (992.29014435159172, 610.64546669538322) BIC 361.458842657 (x, y):i (992.29014435159172, 610.64546669538322) BIC 326.977012538 (x, y):i (993.0130732276325, 610.70111273149712) BIC 191.490826358 (x, y):i (993.02432586397674, 610.69665134902868) BIC 184.38003547 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) bic_xy[no] is None min(chi) is -3.84345810901 max(chi) is 2.89718371557 max(chi ** 2) is 14.7721702357 total(chi ** 2) is 711.206420626 Now to test model score... Number of parameters is 3 BIC is 727.454721833 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) bic_xy[no] is (965.50088025958337, 458.72561710036723) min(chi) is -3.67515600375 max(chi) is 2.96205052151 max(chi ** 2) is 13.5067716519 total(chi ** 2) is 666.862862665 Now to test model score... Number of parameters is 4 BIC is 688.527264273 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) bic_xy[no] is (965.50088025958337, 458.72561710036723) min(chi) is -3.49285944756 max(chi) is 1.58016017161 max(chi ** 2) is 12.2000671204 total(chi ** 2) is 152.537154455 Now to test model score... Number of parameters is 5 BIC is 179.617656466 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68776502825378, mh=-2.4395085847212754, mv=0.78845468173165034, w=1135.6751226998492, x=10.205336305636806, y=6.3212045555547141) bic_xy[no] is (965.32120455555469, 462.20533630563682) min(chi) is -3.98868946792 max(chi) is 2.74065083764 max(chi ** 2) is 15.9096436715 total(chi ** 2) is 563.069151263 Now to test model score... Number of parameters is 6 BIC is 595.565753676 roaming free PSF optimal params are: gen_crc(z0=-1642.2425490002029, mh=-43.158757755831232, mv=1.9220084754920173, w=13724079.7174013, var=849.40838113430914, x=23.632964005854337, y=6.4740341345431416) bic_xy[no] is (965.4740341345431, 475.63296400585432) min(chi) is -3.48424722921 max(chi) is 1.2734071305 max(chi ** 2) is 12.1399787543 total(chi ** 2) is 128.05109725 Now to test model score... Number of parameters is 7 BIC is 165.963800065 LIST IF TUPLES AND BICS: (x, y):i None BIC 727.454721833 (x, y):i (965.50088025958337, 458.72561710036723) BIC 688.527264273 (x, y):i (965.50088025958337, 458.72561710036723) BIC 179.617656466 (x, y):i (965.32120455555469, 462.20533630563682) BIC 595.565753676 (x, y):i (965.4740341345431, 475.63296400585432) BIC 165.963800065 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) bic_xy[no] is None min(chi) is -5.65162030729 max(chi) is 11.4112510068 max(chi ** 2) is 130.216649541 total(chi ** 2) is 3032.11277418 Now to test model score... Number of parameters is 3 BIC is 3048.36107539 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) bic_xy[no] is (1007.4836406276808, 528.11873599742648) min(chi) is -5.74893586598 max(chi) is 8.28775857676 max(chi ** 2) is 68.6869422266 total(chi ** 2) is 1354.79995976 Now to test model score... Number of parameters is 4 BIC is 1376.46436136 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) bic_xy[no] is (1007.4836406276808, 528.11873599742648) min(chi) is -4.75908365552 max(chi) is 5.14264041225 max(chi ** 2) is 26.4467504097 total(chi ** 2) is 742.412560487 Now to test model score... Number of parameters is 5 BIC is 769.493062498 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330451411747838, mh=-0.013532982081580934, mv=2.0861788941672912, w=4209.2779823919573, x=6.518143878060199, y=8.2204936072319903) bic_xy[no] is (1008.220493607232, 527.51814387806019) min(chi) is -5.63773204514 max(chi) is 3.93396269139 max(chi ** 2) is 31.7840226128 total(chi ** 2) is 846.007687465 Now to test model score... Number of parameters is 6 BIC is 878.504289878 roaming free PSF optimal params are: gen_crc(z0=17.719281961680309, mh=0.80296482427691074, mv=0.19830740155700616, w=9999.1936100481234, var=6.7847352885052947, x=6.4252277910411042, y=8.3873360077152963) bic_xy[no] is (1008.3873360077152, 527.42522779104115) min(chi) is -3.24341435747 max(chi) is 2.71686236103 max(chi ** 2) is 10.5197366942 total(chi ** 2) is 232.3511986 Now to test model score... Number of parameters is 7 BIC is 270.263901415 LIST IF TUPLES AND BICS: (x, y):i None BIC 3048.36107539 (x, y):i (1007.4836406276808, 528.11873599742648) BIC 1376.46436136 (x, y):i (1007.4836406276808, 528.11873599742648) BIC 769.493062498 (x, y):i (1008.220493607232, 527.51814387806019) BIC 878.504289878 (x, y):i (1008.3873360077152, 527.42522779104115) BIC 270.263901415 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) bic_xy[no] is None min(chi) is -2.93036096949 max(chi) is 10.7805696501 max(chi ** 2) is 116.22068198 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 3 BIC is 960.54831869 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) bic_xy[no] is (95.314461667507601, 331.77814569520905) min(chi) is -2.95113666798 max(chi) is 10.7663268842 max(chi ** 2) is 115.913794578 total(chi ** 2) is 944.32335422 Now to test model score... Number of parameters is 4 BIC is 965.987755829 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) bic_xy[no] is (95.314461667507601, 331.77814569520905) min(chi) is -2.93036168534 max(chi) is 10.7805691593 max(chi ** 2) is 116.220671399 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 5 BIC is 971.380519494 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.899999744699329, mh=-2.4085714102916636, mv=-1.2419047436326285, w=-19.812766180137739, x=-377096.97601617436, y=-262410.89353134175) bic_xy[no] is (-262322.89353134175, -376771.97601617436) min(chi) is -2.93036098971 max(chi) is 10.7805696429 max(chi ** 2) is 116.220681826 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 6 BIC is 976.796619896 roaming free PSF optimal params are: gen_crc(z0=53.899999744699329, mh=-2.4085714102916636, mv=-1.2419047436326285, w=-19.812766180137739, var=2.25, x=-377096.97601617436, y=-262410.89353134175) bic_xy[no] is (-262322.89353134175, -376771.97601617436) min(chi) is -2.93036098971 max(chi) is 10.7805696429 max(chi ** 2) is 116.220681826 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 7 BIC is 982.212720298 LIST IF TUPLES AND BICS: (x, y):i None BIC 960.54831869 (x, y):i (95.314461667507601, 331.77814569520905) BIC 965.987755829 (x, y):i (95.314461667507601, 331.77814569520905) BIC 971.380519494 (x, y):i (-262322.89353134175, -376771.97601617436) BIC 976.796619896 (x, y):i (-262322.89353134175, -376771.97601617436) BIC 982.212720298 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) bic_xy[no] is None min(chi) is -7.86372885668 max(chi) is 10.1092367508 max(chi ** 2) is 102.196667683 total(chi ** 2) is 2757.41497201 Now to test model score... Number of parameters is 3 BIC is 2773.66327322 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) bic_xy[no] is (141.5275442390963, 469.14550978587619) min(chi) is -7.25243928795 max(chi) is 9.8866715422 max(chi ** 2) is 97.7462741834 total(chi ** 2) is 2172.42717865 Now to test model score... Number of parameters is 4 BIC is 2194.09158026 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) bic_xy[no] is (141.5275442390963, 469.14550978587619) min(chi) is -6.17039998709 max(chi) is 7.76091141533 max(chi ** 2) is 60.2317459966 total(chi ** 2) is 1574.78117383 Now to test model score... Number of parameters is 5 BIC is 1601.86167584 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.972630431784125, mh=-4.4423432881351514, mv=-1.1579815894347463, w=3847.8000038533128, x=4.59348137852764, y=5.5231313120011887) bic_xy[no] is (140.5231313120012, 466.59348137852766) min(chi) is -5.47865921756 max(chi) is 6.16062910224 max(chi ** 2) is 37.9533509354 total(chi ** 2) is 1019.43090192 Now to test model score... Number of parameters is 6 BIC is 1051.92750434 roaming free PSF optimal params are: gen_crc(z0=3.7110338038957664, mh=0.76389675757665165, mv=1.8017246037032626, w=13613.183492527038, var=9.090150282986535, x=4.0990229753665783, y=5.3706283746263477) bic_xy[no] is (140.37062837462634, 466.09902297536655) min(chi) is -2.91196286156 max(chi) is 3.67413015528 max(chi ** 2) is 13.4992323979 total(chi ** 2) is 331.606171107 Now to test model score... Number of parameters is 7 BIC is 369.518873923 LIST IF TUPLES AND BICS: (x, y):i None BIC 2773.66327322 (x, y):i (141.5275442390963, 469.14550978587619) BIC 2194.09158026 (x, y):i (141.5275442390963, 469.14550978587619) BIC 1601.86167584 (x, y):i (140.5231313120012, 466.59348137852766) BIC 1051.92750434 (x, y):i (140.37062837462634, 466.09902297536655) BIC 369.518873923 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) bic_xy[no] is None min(chi) is -3.37162801871 max(chi) is 11.7362612517 max(chi ** 2) is 137.739828168 total(chi ** 2) is 1593.17408341 Now to test model score... Number of parameters is 3 BIC is 1609.42238462 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) bic_xy[no] is (192.139163958892, 471.66127005896749) min(chi) is -4.9721460312 max(chi) is 10.5803736769 max(chi ** 2) is 111.944307144 total(chi ** 2) is 1404.69092981 Now to test model score... Number of parameters is 4 BIC is 1426.35533142 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) bic_xy[no] is (192.139163958892, 471.66127005896749) min(chi) is -4.51999000354 max(chi) is 9.21197381338 max(chi ** 2) is 84.8604615384 total(chi ** 2) is 1229.60126538 Now to test model score... Number of parameters is 5 BIC is 1256.68176739 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248065869358921, mh=0.7609384705362281, mv=0.83230979709576547, w=3297.0550697998933, x=4.4699155787162352, y=6.0145650558798902) bic_xy[no] is (191.0145650558799, 469.46991557871621) min(chi) is -2.24004907484 max(chi) is 4.1400355355 max(chi ** 2) is 17.1398942352 total(chi ** 2) is 310.760452364 Now to test model score... Number of parameters is 6 BIC is 343.257054777 roaming free PSF optimal params are: gen_crc(z0=16.045857248034348, mh=0.89218314329058823, mv=0.88257224027927261, w=3507.893210344037, var=2.484622223112106, x=4.462082440783826, y=6.0132105754213114) bic_xy[no] is (191.01321057542131, 469.46208244078383) min(chi) is -2.20318671045 max(chi) is 4.16308443804 max(chi ** 2) is 17.3312720383 total(chi ** 2) is 307.876674431 Now to test model score... Number of parameters is 7 BIC is 345.789377246 LIST IF TUPLES AND BICS: (x, y):i None BIC 1609.42238462 (x, y):i (192.139163958892, 471.66127005896749) BIC 1426.35533142 (x, y):i (192.139163958892, 471.66127005896749) BIC 1256.68176739 (x, y):i (191.0145650558799, 469.46991557871621) BIC 343.257054777 (x, y):i (191.01321057542131, 469.46208244078383) BIC 345.789377246 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) bic_xy[no] is None min(chi) is -3.77592259508 max(chi) is 10.5563630344 max(chi ** 2) is 111.436800515 total(chi ** 2) is 1255.08913801 Now to test model score... Number of parameters is 3 BIC is 1271.33743922 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) bic_xy[no] is (233.28695025200628, 511.83993103638204) min(chi) is -3.53644578142 max(chi) is 10.2800213497 max(chi ** 2) is 105.678838951 total(chi ** 2) is 1165.30777031 Now to test model score... Number of parameters is 4 BIC is 1186.97217192 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) bic_xy[no] is (233.28695025200628, 511.83993103638204) min(chi) is -2.98083971508 max(chi) is 9.12248341197 max(chi ** 2) is 83.2197036016 total(chi ** 2) is 1023.47904646 Now to test model score... Number of parameters is 5 BIC is 1050.55954847 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505059725431707, mh=-0.42721481630803493, mv=-0.091594348459925604, w=3029.4821218964044, x=3.5510148026743527, y=6.7098764898230403) bic_xy[no] is (232.70987648982305, 508.55101480267433) min(chi) is -2.07443182558 max(chi) is 2.39228565563 max(chi ** 2) is 5.72303065813 total(chi ** 2) is 210.956632382 Now to test model score... Number of parameters is 6 BIC is 243.453234795 roaming free PSF optimal params are: gen_crc(z0=26.83264431277091, mh=0.40595451507213531, mv=-0.057041540951928975, w=4116.7077064285913, var=3.4832399424400857, x=3.5061872583348039, y=6.7478904480021962) bic_xy[no] is (232.74789044800221, 508.50618725833476) min(chi) is -2.03096709993 max(chi) is 2.27027081946 max(chi ** 2) is 5.15412959371 total(chi ** 2) is 172.869314421 Now to test model score... Number of parameters is 7 BIC is 210.782017237 LIST IF TUPLES AND BICS: (x, y):i None BIC 1271.33743922 (x, y):i (233.28695025200628, 511.83993103638204) BIC 1186.97217192 (x, y):i (233.28695025200628, 511.83993103638204) BIC 1050.55954847 (x, y):i (232.70987648982305, 508.55101480267433) BIC 243.453234795 (x, y):i (232.74789044800221, 508.50618725833476) BIC 210.782017237 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) bic_xy[no] is None min(chi) is -4.92919924339 max(chi) is 9.54990118477 max(chi ** 2) is 91.2006126389 total(chi ** 2) is 1411.07390325 Now to test model score... Number of parameters is 3 BIC is 1427.32220445 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) bic_xy[no] is (181.77511362806587, 240.18821263206698) min(chi) is -4.38692035004 max(chi) is 8.63348640346 max(chi ** 2) is 74.5370874787 total(chi ** 2) is 950.714104589 Now to test model score... Number of parameters is 4 BIC is 972.378506198 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) bic_xy[no] is (181.77511362806587, 240.18821263206698) min(chi) is -2.92173080501 max(chi) is 6.54831252408 max(chi ** 2) is 42.8803969131 total(chi ** 2) is 562.364312028 Now to test model score... Number of parameters is 5 BIC is 589.444814039 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034275438289171, mh=-2.1651353750997728, mv=-0.9157148730419814, w=2784.7611269836348, x=5.3236116719425164, y=5.8012117068924018) bic_xy[no] is (180.80121170689239, 238.32361167194253) min(chi) is -3.95078123501 max(chi) is 2.56002686532 max(chi ** 2) is 15.6086723669 total(chi ** 2) is 473.087764606 Now to test model score... Number of parameters is 6 BIC is 505.584367019 roaming free PSF optimal params are: gen_crc(z0=34.211629890931064, mh=-0.28589809880480249, mv=-0.093901785289240772, w=7782.5501956876487, var=8.3087892426606693, x=5.1600429916503199, y=6.0200040634439258) bic_xy[no] is (181.02000406344393, 238.16004299165033) min(chi) is -2.30437118889 max(chi) is 3.36229461695 max(chi ** 2) is 11.3050250911 total(chi ** 2) is 277.43693627 Now to test model score... Number of parameters is 7 BIC is 315.349639086 LIST IF TUPLES AND BICS: (x, y):i None BIC 1427.32220445 (x, y):i (181.77511362806587, 240.18821263206698) BIC 972.378506198 (x, y):i (181.77511362806587, 240.18821263206698) BIC 589.444814039 (x, y):i (180.80121170689239, 238.32361167194253) BIC 505.584367019 (x, y):i (181.02000406344393, 238.16004299165033) BIC 315.349639086 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) bic_xy[no] is None min(chi) is -4.79617214064 max(chi) is 8.17982150848 max(chi ** 2) is 66.9094799106 total(chi ** 2) is 1271.91378899 Now to test model score... Number of parameters is 3 BIC is 1288.1620902 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) bic_xy[no] is (270.69031124698324, 450.24967773968797) min(chi) is -4.41167697407 max(chi) is 6.34184061139 max(chi ** 2) is 40.2189423403 total(chi ** 2) is 891.187401712 Now to test model score... Number of parameters is 4 BIC is 912.851803321 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) bic_xy[no] is (270.69031124698324, 450.24967773968797) min(chi) is -3.38851954298 max(chi) is 4.76701204504 max(chi ** 2) is 22.7244038375 total(chi ** 2) is 535.300252741 Now to test model score... Number of parameters is 5 BIC is 562.380754752 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775030945222852, mh=-2.0624985789089347, mv=-0.73388822632903972, w=2561.1777777170373, x=4.9968265060471166, y=6.2113332280576099) bic_xy[no] is (270.21133322805758, 447.99682650604711) min(chi) is -3.73086757847 max(chi) is 3.23940201256 max(chi ** 2) is 13.9193728881 total(chi ** 2) is 480.922266419 Now to test model score... Number of parameters is 6 BIC is 513.418868832 roaming free PSF optimal params are: gen_crc(z0=26.797849905032603, mh=-0.067040240044551044, mv=0.30512547467435119, w=7540.3929726374636, var=8.2918996664583897, x=4.9388792884110764, y=6.04567708367839) bic_xy[no] is (270.04567708367841, 447.9388792884111) min(chi) is -2.77551470592 max(chi) is 2.46176609926 max(chi ** 2) is 7.70348188276 total(chi ** 2) is 227.947860878 Now to test model score... Number of parameters is 7 BIC is 265.860563693 LIST IF TUPLES AND BICS: (x, y):i None BIC 1288.1620902 (x, y):i (270.69031124698324, 450.24967773968797) BIC 912.851803321 (x, y):i (270.69031124698324, 450.24967773968797) BIC 562.380754752 (x, y):i (270.21133322805758, 447.99682650604711) BIC 513.418868832 (x, y):i (270.04567708367841, 447.9388792884111) BIC 265.860563693 ################################### ######## RUN NO. 54 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) bic_xy[no] is None min(chi) is -4.73592918672 max(chi) is 8.38176187913 max(chi ** 2) is 70.2539321984 total(chi ** 2) is 1195.92980018 Now to test model score... Number of parameters is 3 BIC is 1212.17810139 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) bic_xy[no] is (349.17518836597515, 585.24544586270554) min(chi) is -4.23763431792 max(chi) is 6.47607097551 max(chi ** 2) is 41.9394952798 total(chi ** 2) is 807.220730174 Now to test model score... Number of parameters is 4 BIC is 828.885131783 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) bic_xy[no] is (349.17518836597515, 585.24544586270554) min(chi) is -4.11311411889 max(chi) is 5.19363818892 max(chi ** 2) is 26.9738776374 total(chi ** 2) is 537.342040551 Now to test model score... Number of parameters is 5 BIC is 564.422542562 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.04726290079023, mh=-2.1701110729471682, mv=-1.1490542136544653, w=2537.2158460134419, x=5.1460639735501177, y=6.3859012499096393) bic_xy[no] is (348.38590124990964, 583.1460639735501) min(chi) is -3.68564830075 max(chi) is 3.14708092353 max(chi ** 2) is 13.5840033968 total(chi ** 2) is 414.60010089 Now to test model score... Number of parameters is 6 BIC is 447.096703303 roaming free PSF optimal params are: gen_crc(z0=49.882863764452139, mh=-0.78682785631294294, mv=-0.82942251928095134, w=5856.0201670190327, var=6.6978659607590361, x=5.0693139016786288, y=6.4765693938624302) bic_xy[no] is (348.47656939386241, 583.06931390167858) min(chi) is -2.40033429918 max(chi) is 3.18813922376 max(chi ** 2) is 10.1642317101 total(chi ** 2) is 257.248222211 Now to test model score... Number of parameters is 7 BIC is 295.160925027 LIST IF TUPLES AND BICS: (x, y):i None BIC 1212.17810139 (x, y):i (349.17518836597515, 585.24544586270554) BIC 828.885131783 (x, y):i (349.17518836597515, 585.24544586270554) BIC 564.422542562 (x, y):i (348.38590124990964, 583.1460639735501) BIC 447.096703303 (x, y):i (348.47656939386241, 583.06931390167858) BIC 295.160925027 ################################### ######## RUN NO. 55 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) bic_xy[no] is None min(chi) is -4.97043617991 max(chi) is 10.9652905208 max(chi ** 2) is 120.237596206 total(chi ** 2) is 2119.08503247 Now to test model score... Number of parameters is 3 BIC is 2135.33333367 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) bic_xy[no] is (311.07858106498458, 285.90739026084361) min(chi) is -4.76533892774 max(chi) is 9.60475517737 max(chi ** 2) is 92.2513220173 total(chi ** 2) is 1417.6140886 Now to test model score... Number of parameters is 4 BIC is 1439.27849021 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) bic_xy[no] is (311.07858106498458, 285.90739026084361) min(chi) is -4.98815659582 max(chi) is 7.34316137146 max(chi ** 2) is 53.9220189274 total(chi ** 2) is 1083.40362752 Now to test model score... Number of parameters is 5 BIC is 1110.48412953 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880358075839368, mh=-2.2730328986245429, mv=0.13841216254432018, w=3712.409358160528, x=4.9046152618995071, y=6.1962699099951237) bic_xy[no] is (310.19626990999512, 283.90461526189949) min(chi) is -4.46271600461 max(chi) is 4.0549567865 max(chi ** 2) is 19.9158341378 total(chi ** 2) is 462.493445378 Now to test model score... Number of parameters is 6 BIC is 494.990047791 roaming free PSF optimal params are: gen_crc(z0=28.11413827118086, mh=-0.8843278887075926, mv=0.53895902681354135, w=6289.6095627564837, var=4.6618153944191327, x=4.7779584551474867, y=6.2469317819802388) bic_xy[no] is (310.24693178198027, 283.77795845514748) min(chi) is -3.06687867951 max(chi) is 3.51110021814 max(chi ** 2) is 12.3278247418 total(chi ** 2) is 288.444297952 Now to test model score... Number of parameters is 7 BIC is 326.357000768 LIST IF TUPLES AND BICS: (x, y):i None BIC 2135.33333367 (x, y):i (311.07858106498458, 285.90739026084361) BIC 1439.27849021 (x, y):i (311.07858106498458, 285.90739026084361) BIC 1110.48412953 (x, y):i (310.19626990999512, 283.90461526189949) BIC 494.990047791 (x, y):i (310.24693178198027, 283.77795845514748) BIC 326.357000768 ################################### ######## RUN NO. 56 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) bic_xy[no] is None min(chi) is -3.86528022544 max(chi) is 2.93281876743 max(chi ** 2) is 14.9403912212 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 3 BIC is 495.240522981 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) bic_xy[no] is (401.9805898393783, 480.91923304897688) min(chi) is -3.86401621024 max(chi) is 2.9076049383 max(chi ** 2) is 14.930621273 total(chi ** 2) is 479.354170305 Now to test model score... Number of parameters is 4 BIC is 501.018571913 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) bic_xy[no] is (401.9805898393783, 480.91923304897688) min(chi) is -3.86528023125 max(chi) is 2.93281875437 max(chi ** 2) is 14.9403912661 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 5 BIC is 506.072723785 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944444873043, mh=-1.3478571451129786, mv=-2.7623809499390055, w=-50.156747944602017, x=914897.90120131732, y=-221835.40662876391) bic_xy[no] is (-221440.40662876391, 915371.90120131732) min(chi) is -3.8652802266 max(chi) is 2.93281876646 max(chi ** 2) is 14.9403912302 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 6 BIC is 511.488824187 roaming free PSF optimal params are: gen_crc(z0=244.58944444873043, mh=-1.3478571451129786, mv=-2.7623809499390055, w=-50.156747944602017, var=2.25, x=914897.90120131732, y=-221835.40662876391) bic_xy[no] is (-221440.40662876391, 915371.90120131732) min(chi) is -3.8652802266 max(chi) is 2.93281876646 max(chi ** 2) is 14.9403912302 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 7 BIC is 516.904924589 LIST IF TUPLES AND BICS: (x, y):i None BIC 495.240522981 (x, y):i (401.9805898393783, 480.91923304897688) BIC 501.018571913 (x, y):i (401.9805898393783, 480.91923304897688) BIC 506.072723785 (x, y):i (-221440.40662876391, 915371.90120131732) BIC 511.488824187 (x, y):i (-221440.40662876391, 915371.90120131732) BIC 516.904924589 ################################### ######## RUN NO. 57 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) bic_xy[no] is None min(chi) is -4.9246067679 max(chi) is 10.1425704708 max(chi ** 2) is 102.871735755 total(chi ** 2) is 1915.51327365 Now to test model score... Number of parameters is 3 BIC is 1931.76157486 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) bic_xy[no] is (380.07774647183459, 318.35309989620634) min(chi) is -5.75667120761 max(chi) is 9.37833182381 max(chi ** 2) is 87.9531077974 total(chi ** 2) is 1110.38012877 Now to test model score... Number of parameters is 4 BIC is 1132.04453038 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) bic_xy[no] is (380.07774647183459, 318.35309989620634) min(chi) is -4.18606157684 max(chi) is 7.15137622411 max(chi ** 2) is 51.1421818988 total(chi ** 2) is 794.480955231 Now to test model score... Number of parameters is 5 BIC is 821.561457242 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207157329698603, mh=-0.44549293891748304, mv=0.39777712784155533, w=3651.7551264715562, x=5.1870069282867695, y=6.3395364231020528) bic_xy[no] is (379.33953642310206, 316.18700692828679) min(chi) is -4.5270618825 max(chi) is 2.65580956747 max(chi ** 2) is 20.494289288 total(chi ** 2) is 295.812949522 Now to test model score... Number of parameters is 6 BIC is 328.309551935 roaming free PSF optimal params are: gen_crc(z0=47.249282399469948, mh=0.43703046673072377, mv=0.7427921000775245, w=5777.7448179826024, var=4.3045854926162113, x=5.1888535213145452, y=6.3265354524147659) bic_xy[no] is (379.32653545241476, 316.18885352131457) min(chi) is -2.22542687879 max(chi) is 2.11871269877 max(chi ** 2) is 4.95252479283 total(chi ** 2) is 133.19070235 Now to test model score... Number of parameters is 7 BIC is 171.103405165 LIST IF TUPLES AND BICS: (x, y):i None BIC 1931.76157486 (x, y):i (380.07774647183459, 318.35309989620634) BIC 1132.04453038 (x, y):i (380.07774647183459, 318.35309989620634) BIC 821.561457242 (x, y):i (379.33953642310206, 316.18700692828679) BIC 328.309551935 (x, y):i (379.32653545241476, 316.18885352131457) BIC 171.103405165 ################################### ######## RUN NO. 58 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) bic_xy[no] is None min(chi) is -3.3327882851 max(chi) is 10.6503031074 max(chi ** 2) is 113.428956279 total(chi ** 2) is 1219.09068665 Now to test model score... Number of parameters is 3 BIC is 1235.33898786 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) bic_xy[no] is (369.30123003666779, 229.71005933233948) min(chi) is -4.45574846649 max(chi) is 7.59474199842 max(chi ** 2) is 57.6801060225 total(chi ** 2) is 743.389052307 Now to test model score... Number of parameters is 4 BIC is 765.053453916 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) bic_xy[no] is (369.30123003666779, 229.71005933233948) min(chi) is -4.32844008774 max(chi) is 6.88492803054 max(chi ** 2) is 47.4022339857 total(chi ** 2) is 584.162084879 Now to test model score... Number of parameters is 5 BIC is 611.24258689 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034345217406994, mh=0.16228687469778855, mv=0.25413912139423894, w=2789.5902751578219, x=5.1240540994525201, y=6.9891070595976181) bic_xy[no] is (368.98910705959764, 228.12405409945251) min(chi) is -2.08126222153 max(chi) is 3.41617693331 max(chi ** 2) is 11.6702648397 total(chi ** 2) is 272.383474407 Now to test model score... Number of parameters is 6 BIC is 304.880076821 roaming free PSF optimal params are: gen_crc(z0=20.838988624525257, mh=0.57355209838357202, mv=0.2636766216398499, w=3750.3632413025134, var=3.53683897401381, x=5.1344300593689303, y=6.9811752135021381) bic_xy[no] is (368.98117521350213, 228.13443005936892) min(chi) is -1.92139061794 max(chi) is 3.24536087002 max(chi ** 2) is 10.5323671766 total(chi ** 2) is 238.224475746 Now to test model score... Number of parameters is 7 BIC is 276.137178562 LIST IF TUPLES AND BICS: (x, y):i None BIC 1235.33898786 (x, y):i (369.30123003666779, 229.71005933233948) BIC 765.053453916 (x, y):i (369.30123003666779, 229.71005933233948) BIC 611.24258689 (x, y):i (368.98910705959764, 228.12405409945251) BIC 304.880076821 (x, y):i (368.98117521350213, 228.13443005936892) BIC 276.137178562 ################################### ######## RUN NO. 59 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) bic_xy[no] is None min(chi) is -3.0223530338 max(chi) is 9.83344234298 max(chi ** 2) is 96.6965883127 total(chi ** 2) is 910.205365013 Now to test model score... Number of parameters is 3 BIC is 926.45366622 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) bic_xy[no] is (416.23765032487472, 301.2303535068383) min(chi) is -3.64610029571 max(chi) is 7.63568751379 max(chi ** 2) is 58.3037238082 total(chi ** 2) is 489.451913844 Now to test model score... Number of parameters is 4 BIC is 511.116315453 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) bic_xy[no] is (416.23765032487472, 301.2303535068383) min(chi) is -3.23778377971 max(chi) is 6.63657782209 max(chi ** 2) is 44.0441651886 total(chi ** 2) is 377.676400734 Now to test model score... Number of parameters is 5 BIC is 404.756902745 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957631317325522, mh=1.1647487777064862, mv=0.126689760226362, w=2565.6178361380653, x=5.3322811303717215, y=6.3805827514422191) bic_xy[no] is (415.3805827514422, 299.33228113037171) min(chi) is -1.84025683244 max(chi) is 1.60798665572 max(chi ** 2) is 3.38654520933 total(chi ** 2) is 107.182572343 Now to test model score... Number of parameters is 6 BIC is 139.679174756 roaming free PSF optimal params are: gen_crc(z0=53.081960572301249, mh=1.3592619626746225, mv=0.17738627000158777, w=3052.3337015577667, var=2.9679238444387375, x=5.328334711301399, y=6.4092612927390036) bic_xy[no] is (415.40926129273902, 299.32833471130141) min(chi) is -1.69427815948 max(chi) is 1.56122944485 max(chi ** 2) is 2.87057848169 total(chi ** 2) is 95.5473942014 Now to test model score... Number of parameters is 7 BIC is 133.460097017 LIST IF TUPLES AND BICS: (x, y):i None BIC 926.45366622 (x, y):i (416.23765032487472, 301.2303535068383) BIC 511.116315453 (x, y):i (416.23765032487472, 301.2303535068383) BIC 404.756902745 (x, y):i (415.3805827514422, 299.33228113037171) BIC 139.679174756 (x, y):i (415.40926129273902, 299.32833471130141) BIC 133.460097017 ################################### ######## RUN NO. 60 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) bic_xy[no] is None min(chi) is -4.29015037276 max(chi) is 10.3639256796 max(chi ** 2) is 107.410955493 total(chi ** 2) is 1334.65580084 Now to test model score... Number of parameters is 3 BIC is 1350.90410204 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) bic_xy[no] is (435.83808090206662, 161.27373856805312) min(chi) is -3.67107477663 max(chi) is 6.47302142533 max(chi ** 2) is 41.9000063728 total(chi ** 2) is 734.647581119 Now to test model score... Number of parameters is 4 BIC is 756.311982728 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) bic_xy[no] is (435.83808090206662, 161.27373856805312) min(chi) is -3.07837223629 max(chi) is 5.3627755829 max(chi ** 2) is 28.7593619526 total(chi ** 2) is 455.687862373 Now to test model score... Number of parameters is 5 BIC is 482.768364384 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603985934085891, mh=-0.95323212033826776, mv=-0.58520687582312558, w=2767.2057998313817, x=5.5389981540546138, y=6.4191998238692882) bic_xy[no] is (435.41919982386929, 159.53899815405461) min(chi) is -3.02089251643 max(chi) is 3.30205312007 max(chi ** 2) is 10.9035548077 total(chi ** 2) is 395.382738543 Now to test model score... Number of parameters is 6 BIC is 427.879340956 roaming free PSF optimal params are: gen_crc(z0=35.09741325445669, mh=-0.10242813947306022, mv=-0.48629138650669573, w=5477.1289646452242, var=5.7969146318570886, x=5.5606236458021661, y=6.6206497070874812) bic_xy[no] is (435.62064970708747, 159.56062364580217) min(chi) is -2.72662129327 max(chi) is 3.89802088019 max(chi ** 2) is 15.1945667824 total(chi ** 2) is 260.445503147 Now to test model score... Number of parameters is 7 BIC is 298.358205962 LIST IF TUPLES AND BICS: (x, y):i None BIC 1350.90410204 (x, y):i (435.83808090206662, 161.27373856805312) BIC 756.311982728 (x, y):i (435.83808090206662, 161.27373856805312) BIC 482.768364384 (x, y):i (435.41919982386929, 159.53899815405461) BIC 427.879340956 (x, y):i (435.62064970708747, 159.56062364580217) BIC 298.358205962 ################################### ######## RUN NO. 61 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) bic_xy[no] is None min(chi) is -4.91354929356 max(chi) is 7.34514573984 max(chi ** 2) is 53.9511659395 total(chi ** 2) is 1434.41232878 Now to test model score... Number of parameters is 3 BIC is 1450.66062999 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) bic_xy[no] is (442.83987853987281, 193.43101467123446) min(chi) is -4.27070536729 max(chi) is 5.61715501785 max(chi ** 2) is 31.5524304945 total(chi ** 2) is 787.473682497 Now to test model score... Number of parameters is 4 BIC is 809.138084106 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) bic_xy[no] is (442.83987853987281, 193.43101467123446) min(chi) is -2.38493574201 max(chi) is 3.90144389288 max(chi ** 2) is 15.2212644493 total(chi ** 2) is 326.484997962 Now to test model score... Number of parameters is 5 BIC is 353.565499973 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.73802184860881, mh=-1.3424546823329007, mv=-1.5874011650117983, w=2513.491897541619, x=5.976797117152528, y=6.084139661144377) bic_xy[no] is (442.08413966114438, 191.97679711715253) min(chi) is -4.18217325719 max(chi) is 3.51203291054 max(chi ** 2) is 17.4905731532 total(chi ** 2) is 655.919838035 Now to test model score... Number of parameters is 6 BIC is 688.416440448 roaming free PSF optimal params are: gen_crc(z0=21.982785684688636, mh=0.99943322839947635, mv=0.25184303792274071, w=13014.993475837553, var=13.80833116555096, x=5.6181311995640497, y=5.8876775783322541) bic_xy[no] is (441.88767757833227, 191.61813119956406) min(chi) is -2.49878297527 max(chi) is 2.47721914614 max(chi ** 2) is 6.24391635752 total(chi ** 2) is 229.266192217 Now to test model score... Number of parameters is 7 BIC is 267.178895032 LIST IF TUPLES AND BICS: (x, y):i None BIC 1450.66062999 (x, y):i (442.83987853987281, 193.43101467123446) BIC 809.138084106 (x, y):i (442.83987853987281, 193.43101467123446) BIC 353.565499973 (x, y):i (442.08413966114438, 191.97679711715253) BIC 688.416440448 (x, y):i (441.88767757833227, 191.61813119956406) BIC 267.178895032 ################################### ######## RUN NO. 62 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) bic_xy[no] is None min(chi) is -4.43232712623 max(chi) is 9.7949609343 max(chi ** 2) is 95.9412597044 total(chi ** 2) is 1302.03992524 Now to test model score... Number of parameters is 3 BIC is 1318.28822645 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) bic_xy[no] is (461.79760995081051, 272.55938573204622) min(chi) is -3.96361254167 max(chi) is 8.92477057695 max(chi ** 2) is 79.6515298511 total(chi ** 2) is 958.109944365 Now to test model score... Number of parameters is 4 BIC is 979.774345974 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) bic_xy[no] is (461.79760995081051, 272.55938573204622) min(chi) is -3.97059810746 max(chi) is 7.41556609057 max(chi ** 2) is 54.9906204437 total(chi ** 2) is 795.145114869 Now to test model score... Number of parameters is 5 BIC is 822.22561688 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040191805455066, mh=-0.83026290421317417, mv=0.004329922332246057, w=3093.3628968133362, x=4.7586308658948404, y=6.1602204383166637) bic_xy[no] is (461.16022043831668, 270.75863086589482) min(chi) is -3.54077954159 max(chi) is 2.28283751517 max(chi ** 2) is 12.5371197622 total(chi ** 2) is 158.196912564 Now to test model score... Number of parameters is 6 BIC is 190.693514977 roaming free PSF optimal params are: gen_crc(z0=64.599617842023093, mh=-0.28412232064375237, mv=0.18367888048839878, w=4083.1813171842077, var=3.3962854265557669, x=4.7242300136193105, y=6.1767866287667061) bic_xy[no] is (461.17678662876671, 270.72423001361932) min(chi) is -2.24244534339 max(chi) is 2.40538521685 max(chi ** 2) is 5.78587804142 total(chi ** 2) is 113.491376053 Now to test model score... Number of parameters is 7 BIC is 151.404078869 LIST IF TUPLES AND BICS: (x, y):i None BIC 1318.28822645 (x, y):i (461.79760995081051, 272.55938573204622) BIC 979.774345974 (x, y):i (461.79760995081051, 272.55938573204622) BIC 822.22561688 (x, y):i (461.16022043831668, 270.75863086589482) BIC 190.693514977 (x, y):i (461.17678662876671, 270.72423001361932) BIC 151.404078869 ################################### ######## RUN NO. 63 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) bic_xy[no] is None min(chi) is -3.56289957587 max(chi) is 9.52198260287 max(chi ** 2) is 90.6681526893 total(chi ** 2) is 857.210148396 Now to test model score... Number of parameters is 3 BIC is 873.458449603 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) bic_xy[no] is (528.93226201974539, 597.47565754044979) min(chi) is -2.94199973677 max(chi) is 3.49879027702 max(chi ** 2) is 12.2415334026 total(chi ** 2) is 252.812437901 Now to test model score... Number of parameters is 4 BIC is 274.47683951 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) bic_xy[no] is (528.93226201974539, 597.47565754044979) min(chi) is -2.85506289871 max(chi) is 3.12238577932 max(chi ** 2) is 9.74929295488 total(chi ** 2) is 246.455625292 Now to test model score... Number of parameters is 5 BIC is 273.536127303 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.55891817804536, mh=0.15001730789713269, mv=-0.16837811025454499, w=2379.1682823474766, x=6.2887796919745131, y=7.3758463903905485) bic_xy[no] is (529.37584639039051, 596.28877969197447) min(chi) is -2.7353813458 max(chi) is 2.33949412559 max(chi ** 2) is 7.48231110696 total(chi ** 2) is 152.953197821 Now to test model score... Number of parameters is 6 BIC is 185.449800234 roaming free PSF optimal params are: gen_crc(z0=44.948091417805877, mh=0.17311062158086921, mv=-0.18251669701520612, w=2502.5125504851071, var=2.4517903248153878, x=6.285048848637965, y=7.3810612829140352) bic_xy[no] is (529.38106128291406, 596.28504884863798) min(chi) is -2.69345999471 max(chi) is 2.36218146016 max(chi ** 2) is 7.25472674311 total(chi ** 2) is 151.805098431 Now to test model score... Number of parameters is 7 BIC is 189.717801247 LIST IF TUPLES AND BICS: (x, y):i None BIC 873.458449603 (x, y):i (528.93226201974539, 597.47565754044979) BIC 274.47683951 (x, y):i (528.93226201974539, 597.47565754044979) BIC 273.536127303 (x, y):i (529.37584639039051, 596.28877969197447) BIC 185.449800234 (x, y):i (529.38106128291406, 596.28504884863798) BIC 189.717801247 ################################### ######## RUN NO. 64 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) bic_xy[no] is None min(chi) is -3.29985828746 max(chi) is 9.2924365473 max(chi ** 2) is 86.3493769856 total(chi ** 2) is 816.313710752 Now to test model score... Number of parameters is 3 BIC is 832.562011959 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) bic_xy[no] is (537.95932412145578, 613.53028561603128) min(chi) is -3.64505349871 max(chi) is 9.00731819533 max(chi ** 2) is 81.131781072 total(chi ** 2) is 720.738850021 Now to test model score... Number of parameters is 4 BIC is 742.40325163 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) bic_xy[no] is (537.95932412145578, 613.53028561603128) min(chi) is -4.17998914278 max(chi) is 8.33946602588 max(chi ** 2) is 69.5466935967 total(chi ** 2) is 686.73709814 Now to test model score... Number of parameters is 5 BIC is 713.817600151 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.13431107862943, mh=-2.2833921089072233, mv=0.82433947379306394, w=2259.5970998089538, x=4.4834983536925064, y=7.0269059043852167) bic_xy[no] is (538.02690590438522, 611.48349835369254) min(chi) is -2.21854204347 max(chi) is 2.46163743627 max(chi ** 2) is 6.05965886763 total(chi ** 2) is 208.882441673 Now to test model score... Number of parameters is 6 BIC is 241.379044086 roaming free PSF optimal params are: gen_crc(z0=49.203995403028465, mh=-2.2886604384966378, mv=0.82504437889232607, w=2251.0698187453236, var=2.235882690878999, x=4.483923378522837, y=7.0256918036806715) bic_xy[no] is (538.02569180368062, 611.48392337852283) min(chi) is -2.21799471697 max(chi) is 2.46235819057 max(chi ** 2) is 6.06320785864 total(chi ** 2) is 208.877557757 Now to test model score... Number of parameters is 7 BIC is 246.790260572 LIST IF TUPLES AND BICS: (x, y):i None BIC 832.562011959 (x, y):i (537.95932412145578, 613.53028561603128) BIC 742.40325163 (x, y):i (537.95932412145578, 613.53028561603128) BIC 713.817600151 (x, y):i (538.02690590438522, 611.48349835369254) BIC 241.379044086 (x, y):i (538.02569180368062, 611.48392337852283) BIC 246.790260572 ################################### ######## RUN NO. 65 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) bic_xy[no] is None min(chi) is -2.09560953208 max(chi) is 1.32680889275 max(chi ** 2) is 4.39157931096 total(chi ** 2) is 109.594481614 Now to test model score... Number of parameters is 3 BIC is 125.84278282 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) bic_xy[no] is (499.69357562192431, 390.39929145223221) min(chi) is -2.03370339376 max(chi) is 1.38871503127 max(chi ** 2) is 4.13594949379 total(chi ** 2) is 103.594922146 Now to test model score... Number of parameters is 4 BIC is 125.259323755 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) bic_xy[no] is (499.69357562192431, 390.39929145223221) min(chi) is -1.68865017363 max(chi) is 1.69425502263 max(chi ** 2) is 2.87050008171 total(chi ** 2) is 95.2169175945 Now to test model score... Number of parameters is 5 BIC is 122.297419606 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348115452513, mh=-3.6408363652771505, mv=2.4988379676576695, w=383.50212465632978, x=7.9601458754653747, y=2.7888871774097992) bic_xy[no] is (495.78888717740978, 390.9601458754654) min(chi) is -1.86019870588 max(chi) is 1.23385626755 max(chi ** 2) is 3.46033922536 total(chi ** 2) is 93.6669024215 Now to test model score... Number of parameters is 6 BIC is 126.163504835 roaming free PSF optimal params are: gen_crc(z0=-665.83269386453298, mh=-15.790752239835417, mv=29.518047091267054, w=7193567.2789212372, var=789.70943269383758, x=20.076279072653769, y=-22.394338440745823) bic_xy[no] is (470.6056615592542, 403.07627907265379) min(chi) is -0.49257254982 max(chi) is 0.582763795697 max(chi ** 2) is 0.339613641575 total(chi ** 2) is 9.61948699433 Now to test model score... Number of parameters is 7 BIC is 47.5321898098 LIST IF TUPLES AND BICS: (x, y):i None BIC 125.84278282 (x, y):i (499.69357562192431, 390.39929145223221) BIC 125.259323755 (x, y):i (499.69357562192431, 390.39929145223221) BIC 122.297419606 (x, y):i (495.78888717740978, 390.9601458754654) BIC 126.163504835 (x, y):i (470.6056615592542, 403.07627907265379) BIC 47.5321898098 ################################### ######## RUN NO. 66 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) bic_xy[no] is None min(chi) is -3.27998926053 max(chi) is 2.43983777749 max(chi ** 2) is 10.7583295492 total(chi ** 2) is 328.217086423 Now to test model score... Number of parameters is 3 BIC is 344.46538763 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) bic_xy[no] is (511.67474724445333, 384.33425144538342) min(chi) is -2.99563949203 max(chi) is 1.93607324287 max(chi ** 2) is 8.9738559662 total(chi ** 2) is 201.63925515 Now to test model score... Number of parameters is 4 BIC is 223.303656759 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) bic_xy[no] is (511.67474724445333, 384.33425144538342) min(chi) is -1.28928819122 max(chi) is 0.695732867868 max(chi ** 2) is 1.66226404002 total(chi ** 2) is 34.228906874 Now to test model score... Number of parameters is 5 BIC is 61.3094088851 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94591736513163, mh=-1.8013538589552678, mv=-0.76118643036535505, w=1040.1723937463491, x=6.4632389363158973, y=6.3760354978646925) bic_xy[no] is (511.37603549786468, 383.46323893631592) min(chi) is -2.85806423637 max(chi) is 1.7176573899 max(chi ** 2) is 8.16853117921 total(chi ** 2) is 193.634318821 Now to test model score... Number of parameters is 6 BIC is 226.130921235 roaming free PSF optimal params are: gen_crc(z0=182.95294568803075, mh=-1.297891806267367, mv=0.31207034187418448, w=11947.048327437124, var=23.468830792929133, x=6.4909765036672287, y=6.0154874283236781) bic_xy[no] is (511.01548742832369, 383.49097650366724) min(chi) is -0.841054023346 max(chi) is 0.827991058272 max(chi ** 2) is 0.707371870186 total(chi ** 2) is 25.790730377 Now to test model score... Number of parameters is 7 BIC is 63.7034331924 LIST IF TUPLES AND BICS: (x, y):i None BIC 344.46538763 (x, y):i (511.67474724445333, 384.33425144538342) BIC 223.303656759 (x, y):i (511.67474724445333, 384.33425144538342) BIC 61.3094088851 (x, y):i (511.37603549786468, 383.46323893631592) BIC 226.130921235 (x, y):i (511.01548742832369, 383.49097650366724) BIC 63.7034331924 ################################### ######## RUN NO. 67 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) [ 1005.5487182 107.73406143] centre: 1006 108 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=37.683888888890372, mh=-0.50619047619157964, mv=1.7964285714324904) bic_xy[no] is None min(chi) is -3.19591052327 max(chi) is 11.146155694 max(chi ** 2) is 124.236786756 total(chi ** 2) is 1494.20545101 Now to test model score... Number of parameters is 3 BIC is 1510.45375221 SKY + fixed PSF optimal params are: ciorc(z0=24.403304539986628, mh=-0.50619050148826927, mv=1.796428580843261, w=2988.1336647558123) bic_xy[no] is (1005.548718202603, 107.73406142684655) min(chi) is -2.66362588944 max(chi) is 3.25420404956 max(chi ** 2) is 10.5898439962 total(chi ** 2) is 377.728625 Now to test model score... Number of parameters is 4 BIC is 399.393026608 free-variance PSF optimal params are: var_crc(z0=17.925906575364809, mh=-0.50619048302775704, mv=1.7964285757885903, w=4447.1668695029548, var=4.0976833740402023) bic_xy[no] is (1005.548718202603, 107.73406142684655) min(chi) is -2.39739885607 max(chi) is 2.61765272234 max(chi ** 2) is 6.85210577478 total(chi ** 2) is 296.33368393 Now to test model score... Number of parameters is 5 BIC is 323.414185941 Roaming fixed-variance PSF optimal params are: roam_crc(z0=22.878839562860712, mh=-0.11770066101838719, mv=1.5488885087763984, w=3109.1457489490308, x=6.4751983910753212, y=7.3343949382416369) bic_xy[no] is (1006.3343949382416, 107.47519839107532) min(chi) is -2.15424941438 max(chi) is 2.81243488498 max(chi ** 2) is 7.90978998227 total(chi ** 2) is 289.07182215 Now to test model score... Number of parameters is 6 BIC is 321.568424563 roaming free PSF optimal params are: gen_crc(z0=16.220803800920162, mh=0.1043780572713104, mv=1.3708451021206487, w=4539.820877401884, var=3.9789675692454058, x=6.4333936426754335, y=7.3948649991403004) bic_xy[no] is (1006.3948649991403, 107.43339364267544) min(chi) is -1.92553010195 max(chi) is 2.829134263 max(chi ** 2) is 8.00400067807 total(chi ** 2) is 206.967523681 Now to test model score... Number of parameters is 7 BIC is 244.880226497 LIST IF TUPLES AND BICS: (x, y):i None BIC 1510.45375221 (x, y):i (1005.548718202603, 107.73406142684655) BIC 399.393026608 (x, y):i (1005.548718202603, 107.73406142684655) BIC 323.414185941 (x, y):i (1006.3343949382416, 107.47519839107532) BIC 321.568424563 (x, y):i (1006.3948649991403, 107.43339364267544) BIC 244.880226497 ################################### ######## RUN NO. 68 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) [ 1045.34323595 45.96439092] centre: 1045 46 rdls not correct, out of image ################################### ######## RUN NO. 69 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) [ 1072.83170311 618.87126944] centre: 1073 619 rdls not correct, out of image ################################### ######## RUN NO. 70 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) [ 1007.48364063 528.118736 ] centre: 1007 528 starr is (15, 15) median of starr: 50.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=48.856666666664182, mh=-0.49642857142965796, mv=3.3092857142929337) bic_xy[no] is None min(chi) is -5.65162030729 max(chi) is 11.4112510068 max(chi ** 2) is 130.216649541 total(chi ** 2) is 3032.11277418 Now to test model score... Number of parameters is 3 BIC is 3048.36107539 SKY + fixed PSF optimal params are: ciorc(z0=32.578729799939012, mh=-0.49642860660547139, mv=3.309285724609873, w=3662.5384831633278) bic_xy[no] is (1007.4836406276808, 528.11873599742648) min(chi) is -5.74893586598 max(chi) is 8.28775857676 max(chi ** 2) is 68.6869422266 total(chi ** 2) is 1354.79995976 Now to test model score... Number of parameters is 4 BIC is 1376.46436136 free-variance PSF optimal params are: var_crc(z0=5.5676493327954821, mh=-0.49642871902807123, mv=3.3092856118169531, w=9881.1995461134102, var=7.8629165100193896) bic_xy[no] is (1007.4836406276808, 528.11873599742648) min(chi) is -4.75908365552 max(chi) is 5.14264041225 max(chi ** 2) is 26.4467504097 total(chi ** 2) is 742.412560487 Now to test model score... Number of parameters is 5 BIC is 769.493062498 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.330451411747838, mh=-0.013532982081580934, mv=2.0861788941672912, w=4209.2779823919573, x=6.518143878060199, y=8.2204936072319903) bic_xy[no] is (1008.220493607232, 527.51814387806019) min(chi) is -5.63773204514 max(chi) is 3.93396269139 max(chi ** 2) is 31.7840226128 total(chi ** 2) is 846.007687465 Now to test model score... Number of parameters is 6 BIC is 878.504289878 roaming free PSF optimal params are: gen_crc(z0=17.719281961680309, mh=0.80296482427691074, mv=0.19830740155700616, w=9999.1936100481234, var=6.7847352885052947, x=6.4252277910411042, y=8.3873360077152963) bic_xy[no] is (1008.3873360077152, 527.42522779104115) min(chi) is -3.24341435747 max(chi) is 2.71686236103 max(chi ** 2) is 10.5197366942 total(chi ** 2) is 232.3511986 Now to test model score... Number of parameters is 7 BIC is 270.263901415 LIST IF TUPLES AND BICS: (x, y):i None BIC 3048.36107539 (x, y):i (1007.4836406276808, 528.11873599742648) BIC 1376.46436136 (x, y):i (1007.4836406276808, 528.11873599742648) BIC 769.493062498 (x, y):i (1008.220493607232, 527.51814387806019) BIC 878.504289878 (x, y):i (1008.3873360077152, 527.42522779104115) BIC 270.263901415 ################################### ######## RUN NO. 71 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) [ 1028.29487837 449.19891874] centre: 1028 449 rdls not correct, out of image ################################### ######## RUN NO. 72 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) [ 1030.83638261 225.44627313] centre: 1031 225 rdls not correct, out of image ################################### ######## RUN NO. 73 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54625, 17.76453) (358.73690932501245, 208.40671606230086) [ 359.73690933 209.40671606] centre: 360 209 starr is (15, 15) median of starr: 52.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=101.96555555566452, mh=-1.4152380952411747, mv=-3.719523809531923) bic_xy[no] is None min(chi) is -5.69441164062 max(chi) is 8.44734934967 max(chi ** 2) is 71.3577110354 total(chi ** 2) is 1960.65685035 Now to test model score... Number of parameters is 3 BIC is 1976.90515155 SKY + fixed PSF optimal params are: ciorc(z0=91.644508054850945, mh=-1.4152381926755238, mv=-3.7195238012952836, w=2322.2375098299208) bic_xy[no] is (359.73690932501245, 209.40671606230086) min(chi) is -5.03810701327 max(chi) is 6.3254931028 max(chi ** 2) is 40.0118629935 total(chi ** 2) is 1286.34166252 Now to test model score... Number of parameters is 4 BIC is 1308.00606413 free-variance PSF optimal params are: var_crc(z0=65.090511934107781, mh=-1.4152380523126113, mv=-3.7195237929321112, w=8673.3254336183363, var=10.796665076425876) bic_xy[no] is (359.73690932501245, 209.40671606230086) min(chi) is -5.06931085361 max(chi) is 5.01510422225 max(chi ** 2) is 25.6979125305 total(chi ** 2) is 960.895944746 Now to test model score... Number of parameters is 5 BIC is 987.976446757 Roaming fixed-variance PSF optimal params are: roam_crc(z0=79.14492286648813, mh=-0.74013859665620307, mv=-2.9180635033606968, w=2809.102211267319, x=5.9905797388824054, y=5.8016223475397508) bic_xy[no] is (358.80162234753976, 207.99057973888242) min(chi) is -4.42090316308 max(chi) is 5.61056597979 max(chi ** 2) is 31.4784506136 total(chi ** 2) is 992.602624465 Now to test model score... Number of parameters is 6 BIC is 1025.09922688 roaming free PSF optimal params are: gen_crc(z0=26.312777691859118, mh=1.547955246707619, mv=-1.2502173050723255, w=8867.5467118730776, var=8.901900286030763, x=5.3664203009565714, y=5.6458145998509188) bic_xy[no] is (358.64581459985089, 207.36642030095658) min(chi) is -3.98166443374 max(chi) is 4.62834337071 max(chi ** 2) is 21.4215623572 total(chi ** 2) is 670.753072723 Now to test model score... Number of parameters is 7 BIC is 708.665775538 LIST IF TUPLES AND BICS: (x, y):i None BIC 1976.90515155 (x, y):i (359.73690932501245, 209.40671606230086) BIC 1308.00606413 (x, y):i (359.73690932501245, 209.40671606230086) BIC 987.976446757 (x, y):i (358.80162234753976, 207.99057973888242) BIC 1025.09922688 (x, y):i (358.64581459985089, 207.36642030095658) BIC 708.665775538 ################################### ######## RUN NO. 74 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50332, 17.76681) (591.6492032757895, 194.7335366342618) [ 592.64920328 195.73353663] centre: 593 196 starr is (15, 15) median of starr: 40.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=57.937222222261354, mh=-0.68666666666816278, mv=-0.83452380952563032) bic_xy[no] is None min(chi) is -3.1750018673 max(chi) is 11.2767250272 max(chi ** 2) is 127.164527339 total(chi ** 2) is 1269.75287033 Now to test model score... Number of parameters is 3 BIC is 1286.00117153 SKY + fixed PSF optimal params are: ciorc(z0=50.16927546907813, mh=-0.68666666762146411, mv=-0.83452380666572479, w=1747.7893204027584) bic_xy[no] is (592.64920327578955, 195.73353663426181) min(chi) is -5.0669100567 max(chi) is 8.6282238282 max(chi ** 2) is 74.4462464296 total(chi ** 2) is 887.78411996 Now to test model score... Number of parameters is 4 BIC is 909.448521568 free-variance PSF optimal params are: var_crc(z0=45.755887050298476, mh=-0.68666665686777206, mv=-0.83452385902101311, w=2742.1058855406773, var=4.2470638208217126) bic_xy[no] is (592.64920327578955, 195.73353663426181) min(chi) is -4.75561033102 max(chi) is 7.97111714016 max(chi ** 2) is 63.5387084622 total(chi ** 2) is 835.07068835 Now to test model score... Number of parameters is 5 BIC is 862.151190361 Roaming fixed-variance PSF optimal params are: roam_crc(z0=34.330866710113341, mh=0.64963111955054109, mv=-0.65228155335394156, w=2919.9544587204491, x=5.0772803318302309, y=6.7378434349381786) bic_xy[no] is (592.73784343493821, 194.07728033183022) min(chi) is -2.50610661867 max(chi) is 2.99781925446 max(chi ** 2) is 8.98692028242 total(chi ** 2) is 234.510301821 Now to test model score... Number of parameters is 6 BIC is 267.006904234 roaming free PSF optimal params are: gen_crc(z0=35.44474122851399, mh=0.58392863931890282, mv=-0.65522656945943025, w=2777.3310990982077, var=2.0614088052679591, x=5.0782518346543206, y=6.7288478680668922) bic_xy[no] is (592.72884786806685, 194.07825183465431) min(chi) is -2.25438923327 max(chi) is 2.93937657828 max(chi ** 2) is 8.63993466895 total(chi ** 2) is 232.278538253 Now to test model score... Number of parameters is 7 BIC is 270.191241069 LIST IF TUPLES AND BICS: (x, y):i None BIC 1286.00117153 (x, y):i (592.64920327578955, 195.73353663426181) BIC 909.448521568 (x, y):i (592.64920327578955, 195.73353663426181) BIC 862.151190361 (x, y):i (592.73784343493821, 194.07728033183022) BIC 267.006904234 (x, y):i (592.72884786806685, 194.07825183465431) BIC 270.191241069 ################################### ######## RUN NO. 75 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) [ 442.83987854 193.43101467] centre: 443 193 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=111.0316666667387, mh=-1.9547619047661617, mv=-2.1354761904808495) bic_xy[no] is None min(chi) is -4.91354929356 max(chi) is 7.34514573984 max(chi ** 2) is 53.9511659395 total(chi ** 2) is 1434.41232878 Now to test model score... Number of parameters is 3 BIC is 1450.66062999 SKY + fixed PSF optimal params are: ciorc(z0=100.9223020748656, mh=-1.9547619047661611, mv=-2.1354761904808472, w=2274.6087770614599) bic_xy[no] is (442.83987853987281, 193.43101467123446) min(chi) is -4.27070536729 max(chi) is 5.61715501785 max(chi ** 2) is 31.5524304945 total(chi ** 2) is 787.473682497 Now to test model score... Number of parameters is 4 BIC is 809.138084106 free-variance PSF optimal params are: var_crc(z0=63.563457620728826, mh=-1.9547618948270442, mv=-2.1354761752275984, w=11639.020974179266, var=13.695067262843617) bic_xy[no] is (442.83987853987281, 193.43101467123446) min(chi) is -2.38493574201 max(chi) is 3.90144389288 max(chi ** 2) is 15.2212644493 total(chi ** 2) is 326.484997962 Now to test model score... Number of parameters is 5 BIC is 353.565499973 Roaming fixed-variance PSF optimal params are: roam_crc(z0=91.73802184860881, mh=-1.3424546823329007, mv=-1.5874011650117983, w=2513.491897541619, x=5.976797117152528, y=6.084139661144377) bic_xy[no] is (442.08413966114438, 191.97679711715253) min(chi) is -4.18217325719 max(chi) is 3.51203291054 max(chi ** 2) is 17.4905731532 total(chi ** 2) is 655.919838035 Now to test model score... Number of parameters is 6 BIC is 688.416440448 roaming free PSF optimal params are: gen_crc(z0=21.982785684688636, mh=0.99943322839947635, mv=0.25184303792274071, w=13014.993475837553, var=13.80833116555096, x=5.6181311995640497, y=5.8876775783322541) bic_xy[no] is (441.88767757833227, 191.61813119956406) min(chi) is -2.49878297527 max(chi) is 2.47721914614 max(chi ** 2) is 6.24391635752 total(chi ** 2) is 229.266192217 Now to test model score... Number of parameters is 7 BIC is 267.178895032 LIST IF TUPLES AND BICS: (x, y):i None BIC 1450.66062999 (x, y):i (442.83987853987281, 193.43101467123446) BIC 809.138084106 (x, y):i (442.83987853987281, 193.43101467123446) BIC 353.565499973 (x, y):i (442.08413966114438, 191.97679711715253) BIC 688.416440448 (x, y):i (441.88767757833227, 191.61813119956406) BIC 267.178895032 ################################### ######## RUN NO. 76 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) [ 435.8380809 161.27373857] centre: 436 161 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=75.318333333390726, mh=-1.9157142857184593, mv=-0.96785714285925373) bic_xy[no] is None min(chi) is -4.29015037276 max(chi) is 10.3639256796 max(chi ** 2) is 107.410955493 total(chi ** 2) is 1334.65580084 Now to test model score... Number of parameters is 3 BIC is 1350.90410204 SKY + fixed PSF optimal params are: ciorc(z0=65.582549527884396, mh=-1.9157142737269184, mv=-0.96785713353249891, w=2190.5529974326009) bic_xy[no] is (435.83808090206662, 161.27373856805312) min(chi) is -3.67107477663 max(chi) is 6.47302142533 max(chi ** 2) is 41.9000063728 total(chi ** 2) is 734.647581119 Now to test model score... Number of parameters is 4 BIC is 756.311982728 free-variance PSF optimal params are: var_crc(z0=45.20125914855236, mh=-1.9157142810998167, mv=-0.96785715635277214, w=6949.8844233207046, var=9.1127631375057074) bic_xy[no] is (435.83808090206662, 161.27373856805312) min(chi) is -3.07837223629 max(chi) is 5.3627755829 max(chi ** 2) is 28.7593619526 total(chi ** 2) is 455.687862373 Now to test model score... Number of parameters is 5 BIC is 482.768364384 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.603985934085891, mh=-0.95323212033826776, mv=-0.58520687582312558, w=2767.2057998313817, x=5.5389981540546138, y=6.4191998238692882) bic_xy[no] is (435.41919982386929, 159.53899815405461) min(chi) is -3.02089251643 max(chi) is 3.30205312007 max(chi ** 2) is 10.9035548077 total(chi ** 2) is 395.382738543 Now to test model score... Number of parameters is 6 BIC is 427.879340956 roaming free PSF optimal params are: gen_crc(z0=35.09741325445669, mh=-0.10242813947306022, mv=-0.48629138650669573, w=5477.1289646452242, var=5.7969146318570886, x=5.5606236458021661, y=6.6206497070874812) bic_xy[no] is (435.62064970708747, 159.56062364580217) min(chi) is -2.72662129327 max(chi) is 3.89802088019 max(chi ** 2) is 15.1945667824 total(chi ** 2) is 260.445503147 Now to test model score... Number of parameters is 7 BIC is 298.358205962 LIST IF TUPLES AND BICS: (x, y):i None BIC 1350.90410204 (x, y):i (435.83808090206662, 161.27373856805312) BIC 756.311982728 (x, y):i (435.83808090206662, 161.27373856805312) BIC 482.768364384 (x, y):i (435.41919982386929, 159.53899815405461) BIC 427.879340956 (x, y):i (435.62064970708747, 159.56062364580217) BIC 298.358205962 ################################### ######## RUN NO. 77 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) [ -4.14612958 153.71184084] centre: -4 154 rdls not correct, out of image ################################### ######## RUN NO. 78 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) [ 742.78990054 136.6519866 ] centre: 743 137 starr is (15, 15) median of starr: 62.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=79.993888888928112, mh=-2.0476190476235114, mv=0.98119047619261868) bic_xy[no] is None min(chi) is -5.7070688719 max(chi) is 9.94680732948 max(chi ** 2) is 98.9389760499 total(chi ** 2) is 1846.61538945 Now to test model score... Number of parameters is 3 BIC is 1862.86369065 SKY + fixed PSF optimal params are: ciorc(z0=67.104044363024428, mh=-2.0476190403800074, mv=0.98119051239479738, w=2900.217051942413) bic_xy[no] is (742.78990053817859, 136.65198660011481) min(chi) is -4.88741716321 max(chi) is 6.00624968866 max(chi ** 2) is 36.0750353225 total(chi ** 2) is 794.869856735 Now to test model score... Number of parameters is 4 BIC is 816.534258344 free-variance PSF optimal params are: var_crc(z0=40.445114794041487, mh=-2.047619073199447, mv=0.98119045162210117, w=9163.7775285874905, var=9.5110906141952825) bic_xy[no] is (742.78990053817859, 136.65198660011481) min(chi) is -3.30399656907 max(chi) is 4.55691312658 max(chi ** 2) is 20.7654572432 total(chi ** 2) is 431.595958461 Now to test model score... Number of parameters is 5 BIC is 458.676460472 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.366575383863832, mh=-1.0865139945290745, mv=0.88237749284037248, w=3283.0710834348524, x=5.7703836069675347, y=7.1264130563081158) bic_xy[no] is (743.12641305630814, 135.77038360696753) min(chi) is -4.31371927399 max(chi) is 2.9246119717 max(chi ** 2) is 18.6081739748 total(chi ** 2) is 514.712013791 Now to test model score... Number of parameters is 6 BIC is 547.208616204 roaming free PSF optimal params are: gen_crc(z0=25.442541280239848, mh=0.77208256520837137, mv=0.47449885660594937, w=8855.3676133206973, var=8.0555534840584375, x=5.5155114229721507, y=7.2633606922218696) bic_xy[no] is (743.26336069222191, 135.51551142297214) min(chi) is -2.13731523806 max(chi) is 2.28260796366 max(chi ** 2) is 5.21029911578 total(chi ** 2) is 196.85154585 Now to test model score... Number of parameters is 7 BIC is 234.764248666 LIST IF TUPLES AND BICS: (x, y):i None BIC 1862.86369065 (x, y):i (742.78990053817859, 136.65198660011481) BIC 816.534258344 (x, y):i (742.78990053817859, 136.65198660011481) BIC 458.676460472 (x, y):i (743.12641305630814, 135.77038360696753) BIC 547.208616204 (x, y):i (743.26336069222191, 135.51551142297214) BIC 234.764248666 ################################### ######## RUN NO. 79 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) [ 476.98676443 117.82082311] centre: 477 118 starr is (15, 15) median of starr: 29.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=61.660555555626765, mh=-2.0928571428617011, mv=-0.39833333333420018) bic_xy[no] is None min(chi) is -3.87027145421 max(chi) is 12.6341676609 max(chi ** 2) is 159.622192483 total(chi ** 2) is 2520.26053204 Now to test model score... Number of parameters is 3 BIC is 2536.50883324 SKY + fixed PSF optimal params are: ciorc(z0=47.414550372267882, mh=-2.0928572151390483, mv=-0.39833334354730521, w=3205.353706371232) bic_xy[no] is (476.98676443257619, 117.82082311186682) min(chi) is -6.19588373749 max(chi) is 10.1144804221 max(chi ** 2) is 102.30271421 total(chi ** 2) is 1235.56086018 Now to test model score... Number of parameters is 4 BIC is 1257.22526179 free-variance PSF optimal params are: var_crc(z0=35.041355095657856, mh=-2.0928571204476034, mv=-0.39833300379782399, w=6001.7091464496662, var=5.3061250838416552) bic_xy[no] is (476.98676443257619, 117.82082311186682) min(chi) is -5.60841988065 max(chi) is 7.95037437868 max(chi ** 2) is 63.2084527612 total(chi ** 2) is 980.572136578 Now to test model score... Number of parameters is 5 BIC is 1007.65263859 Roaming fixed-variance PSF optimal params are: roam_crc(z0=29.528133909569227, mh=-0.53502324127129686, mv=-0.026983983993383743, w=4191.4506684099451, x=5.4387639882432399, y=6.6278778910609377) bic_xy[no] is (476.62787789106096, 116.43876398824324) min(chi) is -4.84064415428 max(chi) is 3.32297294141 max(chi ** 2) is 23.4318358284 total(chi ** 2) is 367.061292641 Now to test model score... Number of parameters is 6 BIC is 399.557895054 roaming free PSF optimal params are: gen_crc(z0=17.154064164166464, mh=0.092899584284956718, mv=0.06115606911695573, w=5853.4773455380746, var=3.6768976861224552, x=5.4242584363748447, y=6.6695259363715165) bic_xy[no] is (476.66952593637154, 116.42425843637484) min(chi) is -2.66154467717 max(chi) is 2.08123295308 max(chi ** 2) is 7.08382006859 total(chi ** 2) is 221.064188585 Now to test model score... Number of parameters is 7 BIC is 258.976891401 LIST IF TUPLES AND BICS: (x, y):i None BIC 2536.50883324 (x, y):i (476.98676443257619, 117.82082311186682) BIC 1257.22526179 (x, y):i (476.98676443257619, 117.82082311186682) BIC 1007.65263859 (x, y):i (476.62787789106096, 116.43876398824324) BIC 399.557895054 (x, y):i (476.66952593637154, 116.42425843637484) BIC 258.976891401 ################################### ######## RUN NO. 80 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) [ 878.17592759 91.002625 ] centre: 878 91 starr is (15, 15) median of starr: 64.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=58.962777777766803, mh=-0.60500000000132204, mv=1.6566666666702805) bic_xy[no] is None min(chi) is -5.1857504204 max(chi) is 10.6456752441 max(chi ** 2) is 113.330401403 total(chi ** 2) is 1693.71993177 Now to test model score... Number of parameters is 3 BIC is 1709.96823298 SKY + fixed PSF optimal params are: ciorc(z0=47.319278468183327, mh=-0.60499999676987626, mv=1.6566666699017218, w=2619.789209935891) bic_xy[no] is (878.17592759220713, 91.002624995169072) min(chi) is -5.17682000542 max(chi) is 5.88042068793 max(chi ** 2) is 34.579347467 total(chi ** 2) is 835.532041131 Now to test model score... Number of parameters is 4 BIC is 857.19644274 free-variance PSF optimal params are: var_crc(z0=18.837530243570669, mh=-0.60500004954100706, mv=1.6566666599483677, w=9412.9312001707131, var=10.585328979336179) bic_xy[no] is (878.17592759220713, 91.002624995169072) min(chi) is -2.80025674363 max(chi) is 5.00888531307 max(chi ** 2) is 25.0889320795 total(chi ** 2) is 470.619098006 Now to test model score... Number of parameters is 5 BIC is 497.699600017 Roaming fixed-variance PSF optimal params are: roam_crc(z0=47.251653233825692, mh=-0.080230977310003559, mv=0.87465048600886108, w=3040.1939370111309, x=6.2750137657336378, y=8.080403534654554) bic_xy[no] is (879.08040353465458, 90.275013765733632) min(chi) is -3.77824705765 max(chi) is 2.93020237608 max(chi ** 2) is 14.2751508286 total(chi ** 2) is 553.060972524 Now to test model score... Number of parameters is 6 BIC is 585.557574937 roaming free PSF optimal params are: gen_crc(z0=25.770200253789017, mh=0.94670946219086671, mv=-0.49356317956857421, w=8670.3475032228871, var=8.6153028248219901, x=6.1564442214883597, y=8.1737971489853738) bic_xy[no] is (879.17379714898539, 90.156444221488357) min(chi) is -2.19014660352 max(chi) is 3.1052858972 max(chi ** 2) is 9.64280050338 total(chi ** 2) is 281.499900133 Now to test model score... Number of parameters is 7 BIC is 319.412602948 LIST IF TUPLES AND BICS: (x, y):i None BIC 1709.96823298 (x, y):i (878.17592759220713, 91.002624995169072) BIC 857.19644274 (x, y):i (878.17592759220713, 91.002624995169072) BIC 497.699600017 (x, y):i (879.08040353465458, 90.275013765733632) BIC 585.557574937 (x, y):i (879.17379714898539, 90.156444221488357) BIC 319.412602948 ################################### ######## RUN NO. 81 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) [ 524.79433412 90.28462733] centre: 525 90 starr is (15, 15) median of starr: 33.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=65.933333333405159, mh=-1.9054761904803417, mv=-0.74023809523971007) bic_xy[no] is None min(chi) is -3.95727730238 max(chi) is 12.506752542 max(chi ** 2) is 156.418859148 total(chi ** 2) is 2399.42036195 Now to test model score... Number of parameters is 3 BIC is 2415.66866316 SKY + fixed PSF optimal params are: ciorc(z0=50.675119551975563, mh=-1.9054761506125841, mv=-0.74023796802014674, w=3433.1003328447177) bic_xy[no] is (524.79433412120864, 90.284627333944229) min(chi) is -5.0681963048 max(chi) is 7.78022056985 max(chi ** 2) is 60.5318321155 total(chi ** 2) is 925.674274905 Now to test model score... Number of parameters is 4 BIC is 947.338676514 free-variance PSF optimal params are: var_crc(z0=34.908230250270904, mh=-1.9054761380503056, mv=-0.74023813696108098, w=7006.7799251151191, var=5.8956449976430099) bic_xy[no] is (524.79433412120864, 90.284627333944229) min(chi) is -4.88246513683 max(chi) is 5.99524420915 max(chi ** 2) is 35.9429531274 total(chi ** 2) is 595.671993224 Now to test model score... Number of parameters is 5 BIC is 622.752495235 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.611256507453469, mh=-0.78124825298037504, mv=-0.21950369643391074, w=4006.692249923788, x=5.8214591586477047, y=6.4541277772858177) bic_xy[no] is (524.45412777728586, 88.821459158647698) min(chi) is -3.52382706 max(chi) is 3.29787771792 max(chi ** 2) is 12.4173571488 total(chi ** 2) is 418.141368855 Now to test model score... Number of parameters is 6 BIC is 450.637971269 roaming free PSF optimal params are: gen_crc(z0=18.712212326637214, mh=-0.1482960383763568, mv=0.13276546460024211, w=6494.1760482189784, var=4.5091731697596193, x=5.8526903087460882, y=6.431141884019608) bic_xy[no] is (524.43114188401955, 88.852690308746091) min(chi) is -1.94010105774 max(chi) is 2.98613455582 max(chi ** 2) is 8.91699958546 total(chi ** 2) is 210.398207551 Now to test model score... Number of parameters is 7 BIC is 248.310910366 LIST IF TUPLES AND BICS: (x, y):i None BIC 2415.66866316 (x, y):i (524.79433412120864, 90.284627333944229) BIC 947.338676514 (x, y):i (524.79433412120864, 90.284627333944229) BIC 622.752495235 (x, y):i (524.45412777728586, 88.821459158647698) BIC 450.637971269 (x, y):i (524.43114188401955, 88.852690308746091) BIC 248.310910366 ################################### ######## RUN NO. 82 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) [ 296.99611553 66.98458421] centre: 297 67 starr is (15, 15) median of starr: 91.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=143.45833322097286, mh=-4.5133333150154238, mv=-2.5197619069436743) bic_xy[no] is None min(chi) is -4.94095309873 max(chi) is 7.96304875975 max(chi ** 2) is 63.4101455501 total(chi ** 2) is 1234.97498751 Now to test model score... Number of parameters is 3 BIC is 1251.22328872 SKY + fixed PSF optimal params are: ciorc(z0=135.28103158351396, mh=-4.5133333260027113, mv=-2.5197618618672437, w=1839.8941481400759) bic_xy[no] is (296.99611553463365, 66.984584205844953) min(chi) is -4.42096707326 max(chi) is 7.55355591106 max(chi ** 2) is 57.0562069016 total(chi ** 2) is 811.687580733 Now to test model score... Number of parameters is 4 BIC is 833.351982342 free-variance PSF optimal params are: var_crc(z0=65.754232785177393, mh=-4.5133333266945748, mv=-2.5197618736799514, w=24031.682266509644, var=26.836726773249719) bic_xy[no] is (296.99611553463365, 66.984584205844953) min(chi) is -2.68415955766 max(chi) is 5.34937432321 max(chi ** 2) is 28.6158056498 total(chi ** 2) is 346.507261622 Now to test model score... Number of parameters is 5 BIC is 373.587763633 Roaming fixed-variance PSF optimal params are: roam_crc(z0=122.26583504699917, mh=-3.4329643245197574, mv=-2.1010125092092338, w=2407.3723133977305, x=5.1145832905124893, y=6.2693647842391416) bic_xy[no] is (296.26936478423914, 65.114583290512485) min(chi) is -4.17380763421 max(chi) is 3.18307820283 max(chi ** 2) is 17.4206701674 total(chi ** 2) is 533.097529328 Now to test model score... Number of parameters is 6 BIC is 565.594131742 roaming free PSF optimal params are: gen_crc(z0=47.975254198501958, mh=-0.35855514599567573, mv=-0.98265873165649109, w=14850.389733792761, var=16.419774503256441, x=5.0132452363193876, y=6.277730193197014) bic_xy[no] is (296.27773019319699, 65.013245236319392) min(chi) is -3.28979706942 max(chi) is 3.50817959883 max(chi ** 2) is 12.3073240976 total(chi ** 2) is 224.611860682 Now to test model score... Number of parameters is 7 BIC is 262.524563498 LIST IF TUPLES AND BICS: (x, y):i None BIC 1251.22328872 (x, y):i (296.99611553463365, 66.984584205844953) BIC 833.351982342 (x, y):i (296.99611553463365, 66.984584205844953) BIC 373.587763633 (x, y):i (296.26936478423914, 65.114583290512485) BIC 565.594131742 (x, y):i (296.27773019319699, 65.013245236319392) BIC 262.524563498 ################################### ######## RUN NO. 83 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52394, 17.79015) (479.7529258710761, 61.53947756245765) [ 480.75292587 62.53947756] centre: 481 63 starr is (15, 15) median of starr: 35.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=74.842779465857234, mh=-3.8142857325844943, mv=0.26595215807326805) bic_xy[no] is None min(chi) is -4.56366865094 max(chi) is 8.86220170994 max(chi ** 2) is 78.5386191477 total(chi ** 2) is 1445.34105285 Now to test model score... Number of parameters is 3 BIC is 1461.58935406 SKY + fixed PSF optimal params are: ciorc(z0=66.256939852062175, mh=-3.8142857010731439, mv=0.26595252689881604, w=1931.8146824715084) bic_xy[no] is (480.75292587107612, 62.539477562457648) min(chi) is -4.01770892173 max(chi) is 7.73529493517 max(chi ** 2) is 59.8347877341 total(chi ** 2) is 978.702520087 Now to test model score... Number of parameters is 4 BIC is 1000.3669217 free-variance PSF optimal params are: var_crc(z0=45.52419302726058, mh=-3.8142857086025077, mv=0.26595223757979664, w=6819.7015283981236, var=9.8654541525338075) bic_xy[no] is (480.75292587107612, 62.539477562457648) min(chi) is -4.24157819565 max(chi) is 5.79608072483 max(chi ** 2) is 33.5945517687 total(chi ** 2) is 712.454590238 Now to test model score... Number of parameters is 5 BIC is 739.535092249 Roaming fixed-variance PSF optimal params are: roam_crc(z0=50.188234618248913, mh=-2.16940159319214, mv=0.30276987702908564, w=2899.3398907149335, x=4.615133257778699, y=6.9466518853049113) bic_xy[no] is (480.9466518853049, 60.615133257778695) min(chi) is -3.07299668331 max(chi) is 3.11466623208 max(chi ** 2) is 9.70114573723 total(chi ** 2) is 440.127088481 Now to test model score... Number of parameters is 6 BIC is 472.623690894 roaming free PSF optimal params are: gen_crc(z0=16.279188133423506, mh=0.076154470224369858, mv=0.44418101916746211, w=6983.4047018292113, var=6.639113938601521, x=4.4183311112475057, y=6.8856801858912968) bic_xy[no] is (480.88568018589132, 60.418331111247511) min(chi) is -2.84574421504 max(chi) is 2.23405300623 max(chi ** 2) is 8.09826013744 total(chi ** 2) is 170.136079994 Now to test model score... Number of parameters is 7 BIC is 208.04878281 LIST IF TUPLES AND BICS: (x, y):i None BIC 1461.58935406 (x, y):i (480.75292587107612, 62.539477562457648) BIC 1000.3669217 (x, y):i (480.75292587107612, 62.539477562457648) BIC 739.535092249 (x, y):i (480.9466518853049, 60.615133257778695) BIC 472.623690894 (x, y):i (480.88568018589132, 60.418331111247511) BIC 208.04878281 ################################### ######## RUN NO. 84 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) [ 218.56521029 9.25354437] centre: 219 9 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=82.632222222295525, mh=-2.4745238095291975, mv=-1.4221428571459576) bic_xy[no] is None min(chi) is -4.74578546498 max(chi) is 10.0375881414 max(chi ** 2) is 100.753175696 total(chi ** 2) is 1373.81985106 Now to test model score... Number of parameters is 3 BIC is 1390.06815227 SKY + fixed PSF optimal params are: ciorc(z0=75.377829515916758, mh=-2.4745238018182749, mv=-1.42214284365184, w=1632.2395675136268) bic_xy[no] is (218.56521029449547, 9.2535443719783643) min(chi) is -4.28448617297 max(chi) is 9.25802348699 max(chi ** 2) is 85.7109988856 total(chi ** 2) is 1040.68700474 Now to test model score... Number of parameters is 4 BIC is 1062.35140635 free-variance PSF optimal params are: var_crc(z0=49.643520941485932, mh=-2.4745237752095366, mv=-1.4221428165801457, w=7927.5590644877248, var=12.369785607942715) bic_xy[no] is (218.56521029449547, 9.2535443719783643) min(chi) is -3.99918092823 max(chi) is 7.44131725232 max(chi ** 2) is 55.3732024497 total(chi ** 2) is 736.918767144 Now to test model score... Number of parameters is 5 BIC is 763.999269155 Roaming fixed-variance PSF optimal params are: roam_crc(z0=52.698000662410756, mh=-1.1054114107479798, mv=-0.3942521185841692, w=2960.2205370652669, x=5.0567932941814586, y=5.5413312189411581) bic_xy[no] is (217.54133121894117, 7.0567932941814586) min(chi) is -2.93687878959 max(chi) is 2.76868668124 max(chi ** 2) is 8.62525702477 total(chi ** 2) is 327.850090761 Now to test model score... Number of parameters is 6 BIC is 360.346693174 roaming free PSF optimal params are: gen_crc(z0=33.746399856750386, mh=-0.19252728511160963, mv=0.16769274421048841, w=4934.4730495696122, var=4.6038904954828652, x=5.0144632903484281, y=5.6240776866902564) bic_xy[no] is (217.62407768669027, 7.0144632903484272) min(chi) is -2.41393600354 max(chi) is 3.12481569116 max(chi ** 2) is 9.7644731037 total(chi ** 2) is 235.294807979 Now to test model score... Number of parameters is 7 BIC is 273.207510794 LIST IF TUPLES AND BICS: (x, y):i None BIC 1390.06815227 (x, y):i (218.56521029449547, 9.2535443719783643) BIC 1062.35140635 (x, y):i (218.56521029449547, 9.2535443719783643) BIC 763.999269155 (x, y):i (217.54133121894117, 7.0567932941814586) BIC 360.346693174 (x, y):i (217.62407768669027, 7.0144632903484272) BIC 273.207510794 ################################### ######## RUN NO. 85 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51922, 17.80266) (505.33882599023354, -10.023275963331798) [ 506.33882599 -9.02327596] centre: 506 -9 rdls not correct, out of image ################################### ######## RUN NO. 86 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) [ 629.34172152 -42.8608662 ] centre: 629 -43 rdls not correct, out of image ################################### ######## RUN NO. 87 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) [ 654.82190119 -43.28797085] centre: 655 -43 rdls not correct, out of image ################################### ######## RUN NO. 88 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) [ 408.61977909 -105.70232235] centre: 409 -106 rdls not correct, out of image ################################### ######## RUN NO. 89 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) [ 166.14094737 -139.93219842] centre: 166 -140 rdls not correct, out of image ################################### ######## RUN NO. 90 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) [ 542.72370001 -169.68743057] centre: 543 -170 rdls not correct, out of image ################################### ######## RUN NO. 91 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) [ 584.87213559 -218.88288378] centre: 585 -219 rdls not correct, out of image ################################### ######## RUN NO. 92 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) [ -62.23066036 658.02217647] centre: -62 658 rdls not correct, out of image ################################### ######## RUN NO. 93 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) [ -8.10291974 464.59742159] centre: -8 465 rdls not correct, out of image ################################### ######## RUN NO. 94 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) [ -93.70749293 394.11245966] centre: -94 394 rdls not correct, out of image ################################### ######## RUN NO. 95 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) [ -53.34889649 338.55454475] centre: -53 339 rdls not correct, out of image ################################### ######## RUN NO. 96 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) [ 754.60984822 963.14851857] centre: 755 963 rdls not correct, out of image ################################### ######## RUN NO. 97 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) [ 598.42552567 957.56515538] centre: 598 958 rdls not correct, out of image ################################### ######## RUN NO. 98 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) [ 513.52336405 950.1886155 ] centre: 514 950 rdls not correct, out of image ################################### ######## RUN NO. 99 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) [ 396.58432939 938.44005412] centre: 397 938 rdls not correct, out of image ################################### ######## RUN NO. 100 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) [ 291.49474322 912.98812046] centre: 291 913 rdls not correct, out of image ################################### ######## RUN NO. 101 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) [ 894.56884539 894.46269585] centre: 895 894 rdls not correct, out of image ################################### ######## RUN NO. 102 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) [ 302.80245101 887.0336945 ] centre: 303 887 rdls not correct, out of image ################################### ######## RUN NO. 103 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) [ 287.99277448 856.40445391] centre: 288 856 rdls not correct, out of image ################################### ######## RUN NO. 104 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) [ 761.72090758 831.59918816] centre: 762 832 rdls not correct, out of image ################################### ######## RUN NO. 105 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) [ 725.5368922 817.00997922] centre: 726 817 rdls not correct, out of image ################################### ######## RUN NO. 106 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) [ 512.74484656 804.54434544] centre: 513 805 rdls not correct, out of image ################################### ######## RUN NO. 107 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) [ 783.7619886 751.7714481] centre: 784 752 starr is (15, 15) median of starr: 28.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=46.421111111151291, mh=-2.3202380952431536, mv=2.0778571428616743) bic_xy[no] is None min(chi) is -4.61090621335 max(chi) is 12.5241839921 max(chi ** 2) is 156.855184669 total(chi ** 2) is 2010.40238748 Now to test model score... Number of parameters is 3 BIC is 2026.65068869 SKY + fixed PSF optimal params are: ciorc(z0=33.500358558633451, mh=-2.3202380798931541, mv=2.0778571039704605, w=2907.1714754333361) bic_xy[no] is (783.76198860474324, 751.77144810484788) min(chi) is -5.38626967122 max(chi) is 8.5706870794 max(chi ** 2) is 73.456677013 total(chi ** 2) is 953.6068499 Now to test model score... Number of parameters is 4 BIC is 975.271251509 free-variance PSF optimal params are: var_crc(z0=23.073962980224326, mh=-2.3202380967656948, mv=2.0778571323210819, w=5263.0641332589521, var=5.2287236855188288) bic_xy[no] is (783.76198860474324, 751.77144810484788) min(chi) is -6.29643559605 max(chi) is 7.22303242269 max(chi ** 2) is 52.1721973792 total(chi ** 2) is 801.683149295 Now to test model score... Number of parameters is 5 BIC is 828.763651306 Roaming fixed-variance PSF optimal params are: roam_crc(z0=26.15179721811797, mh=-1.1946610459078744, mv=1.5211447852830915, w=3664.6855730968141, x=5.7099029731926487, y=7.6380542557311424) bic_xy[no] is (784.63805425573116, 750.7099029731927) min(chi) is -2.82639241848 max(chi) is 3.13406883008 max(chi ** 2) is 9.82238743168 total(chi ** 2) is 357.895518211 Now to test model score... Number of parameters is 6 BIC is 390.392120625 roaming free PSF optimal params are: gen_crc(z0=19.575892019789745, mh=-0.77187990114882965, mv=1.2056734442745596, w=4978.38874058903, var=3.5948952619256516, x=5.6896297234674673, y=7.7373775805026135) bic_xy[no] is (784.73737758050265, 750.68962972346742) min(chi) is -2.45303367279 max(chi) is 3.7209612876 max(chi ** 2) is 13.8455529038 total(chi ** 2) is 290.451382639 Now to test model score... Number of parameters is 7 BIC is 328.364085455 LIST IF TUPLES AND BICS: (x, y):i None BIC 2026.65068869 (x, y):i (783.76198860474324, 751.77144810484788) BIC 975.271251509 (x, y):i (783.76198860474324, 751.77144810484788) BIC 828.763651306 (x, y):i (784.63805425573116, 750.7099029731927) BIC 390.392120625 (x, y):i (784.73737758050265, 750.68962972346742) BIC 328.364085455 ################################### ######## RUN NO. 108 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) [ 142.53973031 745.84846767] centre: 143 746 starr is (15, 15) median of starr: 120.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=199.09444459452669, mh=-7.5697619120799118, mv=-3.9897619188842177) bic_xy[no] is None min(chi) is -6.11054588545 max(chi) is 4.5569262518 max(chi ** 2) is 37.3387710181 total(chi ** 2) is 1299.95070749 Now to test model score... Number of parameters is 3 BIC is 1316.19900869 SKY + fixed PSF optimal params are: ciorc(z0=191.92758265741961, mh=-7.5697618988191717, mv=-3.9897619142354745, w=1612.5450763970191) bic_xy[no] is (142.53973030509422, 745.84846767191789) min(chi) is -5.65481258407 max(chi) is 4.81987898332 max(chi ** 2) is 31.976905361 total(chi ** 2) is 974.808457774 Now to test model score... Number of parameters is 4 BIC is 996.472859383 free-variance PSF optimal params are: var_crc(z0=24.503110924986302, mh=-7.5697619031898791, mv=-3.9897619305717251, w=95618.394302452594, var=66.947885381848778) bic_xy[no] is (142.53973030509422, 745.84846767191789) min(chi) is -6.71220166236 max(chi) is 3.58517805875 max(chi ** 2) is 45.0536511562 total(chi ** 2) is 507.191499632 Now to test model score... Number of parameters is 5 BIC is 534.272001643 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.07203944418856, mh=-7.7149825147543565, mv=-3.8717480221270075, w=1622.8938371621325, x=7.3758317704770491, y=6.6945796001918687) bic_xy[no] is (142.69457960019187, 746.37583177047702) min(chi) is -5.66399844046 max(chi) is 4.79593119117 max(chi ** 2) is 32.0808783335 total(chi ** 2) is 971.216388258 Now to test model score... Number of parameters is 6 BIC is 1003.71299067 roaming free PSF optimal params are: gen_crc(z0=-261.89314461973953, mh=8.3391938545891371, mv=0.067037887829720894, w=288066.21577890258, var=105.10550531391759, x=1.3598569582360678, y=5.5743488418029514) bic_xy[no] is (141.57434884180296, 740.35985695823604) min(chi) is -7.51060216394 max(chi) is 2.46952514146 max(chi ** 2) is 56.4091448649 total(chi ** 2) is 426.67433071 Now to test model score... Number of parameters is 7 BIC is 464.587033526 LIST IF TUPLES AND BICS: (x, y):i None BIC 1316.19900869 (x, y):i (142.53973030509422, 745.84846767191789) BIC 996.472859383 (x, y):i (142.53973030509422, 745.84846767191789) BIC 534.272001643 (x, y):i (142.69457960019187, 746.37583177047702) BIC 1003.71299067 (x, y):i (141.57434884180296, 740.35985695823604) BIC 464.587033526 ################################### ######## RUN NO. 109 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) [ 393.05858884 708.2032477 ] centre: 393 708 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=105.312222222321, mh=-2.8402380952442816, mv=-2.5040476190530785) bic_xy[no] is None min(chi) is -5.23414868513 max(chi) is 8.15524891545 max(chi ** 2) is 66.508084873 total(chi ** 2) is 1254.74606251 Now to test model score... Number of parameters is 3 BIC is 1270.99436371 SKY + fixed PSF optimal params are: ciorc(z0=96.9621769795814, mh=-2.8402381139280704, mv=-2.504047709685973, w=1878.7617012343833) bic_xy[no] is (393.0585888385981, 708.2032477011353) min(chi) is -4.70317798715 max(chi) is 6.82298059967 max(chi ** 2) is 46.5530642634 total(chi ** 2) is 813.385963164 Now to test model score... Number of parameters is 4 BIC is 835.050364772 free-variance PSF optimal params are: var_crc(z0=62.341381883731586, mh=-2.840238095787877, mv=-2.5040476170407384, w=10652.97227490363, var=14.383014687444682) bic_xy[no] is (393.0585888385981, 708.2032477011353) min(chi) is -2.91416544191 max(chi) is 4.77674949391 max(chi ** 2) is 22.8173357275 total(chi ** 2) is 420.650191009 Now to test model score... Number of parameters is 5 BIC is 447.73069302 Roaming fixed-variance PSF optimal params are: roam_crc(z0=80.984208088029476, mh=-1.9359394510129033, mv=-1.6068091487122047, w=2636.483736993167, x=5.5592396321063839, y=5.5704911338086891) bic_xy[no] is (391.57049113380867, 706.55923963210637) min(chi) is -3.68716803685 max(chi) is 2.44272306209 max(chi ** 2) is 13.595208132 total(chi ** 2) is 413.136140567 Now to test model score... Number of parameters is 6 BIC is 445.63274298 roaming free PSF optimal params are: gen_crc(z0=36.867099965302323, mh=-0.40107902761013975, mv=-0.090356187608283234, w=8101.7544247840715, var=8.8093226586124942, x=5.541347983449314, y=5.5569881756696944) bic_xy[no] is (391.55698817566969, 706.54134798344933) min(chi) is -2.08443483186 max(chi) is 3.10287213041 max(chi ** 2) is 9.62781545769 total(chi ** 2) is 147.207223161 Now to test model score... Number of parameters is 7 BIC is 185.119925976 LIST IF TUPLES AND BICS: (x, y):i None BIC 1270.99436371 (x, y):i (393.0585888385981, 708.2032477011353) BIC 835.050364772 (x, y):i (393.0585888385981, 708.2032477011353) BIC 447.73069302 (x, y):i (391.57049113380867, 706.55923963210637) BIC 445.63274298 (x, y):i (391.55698817566969, 706.54134798344933) BIC 185.119925976 ################################### ######## RUN NO. 110 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) [ 953.93203156 659.49683441] centre: 954 659 starr is (15, 15) median of starr: 77.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=84.91888888890611, mh=-1.1297619047643643, mv=2.6321428571486001) bic_xy[no] is None min(chi) is -6.13693024796 max(chi) is 10.0510023841 max(chi ** 2) is 101.022648925 total(chi ** 2) is 3880.69873113 Now to test model score... Number of parameters is 3 BIC is 3896.94703233 SKY + fixed PSF optimal params are: ciorc(z0=66.640061380788254, mh=-1.1297619438069817, mv=2.6321428717126896, w=4112.7392047783442) bic_xy[no] is (953.93203156031268, 659.4968344076824) min(chi) is -7.82611702657 max(chi) is 8.09430270093 max(chi ** 2) is 65.5177362143 total(chi ** 2) is 1765.69072786 Now to test model score... Number of parameters is 4 BIC is 1787.35512946 free-variance PSF optimal params are: var_crc(z0=12.681688983270915, mh=-1.129761930561332, mv=2.6321428611594588, w=17113.56129104651, var=11.349873424399279) bic_xy[no] is (953.93203156031268, 659.4968344076824) min(chi) is -2.77658079019 max(chi) is 3.70749112086 max(chi ** 2) is 13.7454904113 total(chi ** 2) is 350.238736462 Now to test model score... Number of parameters is 5 BIC is 377.319238473 Roaming fixed-variance PSF optimal params are: roam_crc(z0=70.771794959681117, mh=-1.0352509940295784, mv=1.8634928839398313, w=4244.8770243591198, x=6.90648699183616, y=7.760543216955182) bic_xy[no] is (954.76054321695517, 658.90648699183612) min(chi) is -8.22328251591 max(chi) is 6.03110359735 max(chi ** 2) is 67.6223753365 total(chi ** 2) is 1637.78591947 Now to test model score... Number of parameters is 6 BIC is 1670.28252189 roaming free PSF optimal params are: gen_crc(z0=28.91390581854084, mh=-0.41204491286880601, mv=-0.301161375590286, w=16910.09124947149, var=10.789359138769457, x=6.7830494542576645, y=7.8909908125429382) bic_xy[no] is (954.8909908125429, 658.78304945425771) min(chi) is -2.22424371587 max(chi) is 2.28859819208 max(chi ** 2) is 5.2376816848 total(chi ** 2) is 189.45731403 Now to test model score... Number of parameters is 7 BIC is 227.370016845 LIST IF TUPLES AND BICS: (x, y):i None BIC 3896.94703233 (x, y):i (953.93203156031268, 659.4968344076824) BIC 1787.35512946 (x, y):i (953.93203156031268, 659.4968344076824) BIC 377.319238473 (x, y):i (954.76054321695517, 658.90648699183612) BIC 1670.28252189 (x, y):i (954.8909908125429, 658.78304945425771) BIC 227.370016845 ################################### ######## RUN NO. 111 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) [ 537.95932412 613.53028562] centre: 538 614 starr is (15, 15) median of starr: 44.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=68.538333333386831, mh=-3.63571428572221, mv=0.83880952381135487) bic_xy[no] is None min(chi) is -3.29985828746 max(chi) is 9.2924365473 max(chi ** 2) is 86.3493769856 total(chi ** 2) is 816.313710752 Now to test model score... Number of parameters is 3 BIC is 832.562011959 SKY + fixed PSF optimal params are: ciorc(z0=64.652678973770591, mh=-3.6357142847238624, mv=0.83880952381135387, w=874.27286879321366) bic_xy[no] is (537.95932412145578, 613.53028561603128) min(chi) is -3.64505349871 max(chi) is 9.00731819533 max(chi ** 2) is 81.131781072 total(chi ** 2) is 720.738850021 Now to test model score... Number of parameters is 4 BIC is 742.40325163 free-variance PSF optimal params are: var_crc(z0=60.534675103892596, mh=-3.6357142760669983, mv=0.83880955848490779, w=1805.8337913755718, var=5.5856921293639594) bic_xy[no] is (537.95932412145578, 613.53028561603128) min(chi) is -4.17998914278 max(chi) is 8.33946602588 max(chi ** 2) is 69.5466935967 total(chi ** 2) is 686.73709814 Now to test model score... Number of parameters is 5 BIC is 713.817600151 Roaming fixed-variance PSF optimal params are: roam_crc(z0=49.13431107862943, mh=-2.2833921089072233, mv=0.82433947379306394, w=2259.5970998089538, x=4.4834983536925064, y=7.0269059043852167) bic_xy[no] is (538.02690590438522, 611.48349835369254) min(chi) is -2.21854204347 max(chi) is 2.46163743627 max(chi ** 2) is 6.05965886763 total(chi ** 2) is 208.882441673 Now to test model score... Number of parameters is 6 BIC is 241.379044086 roaming free PSF optimal params are: gen_crc(z0=49.203995403028465, mh=-2.2886604384966378, mv=0.82504437889232607, w=2251.0698187453236, var=2.235882690878999, x=4.483923378522837, y=7.0256918036806715) bic_xy[no] is (538.02569180368062, 611.48392337852283) min(chi) is -2.21799471697 max(chi) is 2.46235819057 max(chi ** 2) is 6.06320785864 total(chi ** 2) is 208.877557757 Now to test model score... Number of parameters is 7 BIC is 246.790260572 LIST IF TUPLES AND BICS: (x, y):i None BIC 832.562011959 (x, y):i (537.95932412145578, 613.53028561603128) BIC 742.40325163 (x, y):i (537.95932412145578, 613.53028561603128) BIC 713.817600151 (x, y):i (538.02690590438522, 611.48349835369254) BIC 241.379044086 (x, y):i (538.02569180368062, 611.48392337852283) BIC 246.790260572 ################################### ######## RUN NO. 112 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) [ 992.29014435 610.6454667 ] centre: 992 611 starr is (15, 15) median of starr: 30.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=41.033333153872789, mh=-1.0278571415020059, mv=0.48595240547535201) bic_xy[no] is None min(chi) is -2.84580283645 max(chi) is 9.74653742801 max(chi ** 2) is 94.9949918355 total(chi ** 2) is 967.242651418 Now to test model score... Number of parameters is 3 BIC is 983.490952625 SKY + fixed PSF optimal params are: ciorc(z0=31.077416323462451, mh=-1.0278571647688604, mv=0.48595238308043082, w=2240.082979468933) bic_xy[no] is (992.29014435159172, 610.64546669538322) min(chi) is -3.73125654451 max(chi) is 4.04135750681 max(chi ** 2) is 16.3325704978 total(chi ** 2) is 339.794441049 Now to test model score... Number of parameters is 4 BIC is 361.458842657 free-variance PSF optimal params are: var_crc(z0=26.794080728744881, mh=-1.0278571428527032, mv=0.48595231266448768, w=3204.5939168103141, var=3.8793133564936708) bic_xy[no] is (992.29014435159172, 610.64546669538322) min(chi) is -3.37564183403 max(chi) is 3.61738761332 max(chi ** 2) is 13.085493145 total(chi ** 2) is 299.896510527 Now to test model score... Number of parameters is 5 BIC is 326.977012538 Roaming fixed-variance PSF optimal params are: roam_crc(z0=32.724100059422781, mh=-0.84615043282924163, mv=-0.12992374247073973, w=2553.4094812344101, x=6.7011127314970818, y=8.0130732276325549) bic_xy[no] is (993.0130732276325, 610.70111273149712) min(chi) is -1.84874781522 max(chi) is 2.45038912418 max(chi ** 2) is 6.00440685991 total(chi ** 2) is 158.994223944 Now to test model score... Number of parameters is 6 BIC is 191.490826358 roaming free PSF optimal params are: gen_crc(z0=31.241875680340488, mh=-0.80986811562821448, mv=-0.24996621651823234, w=3019.054939352493, var=2.9489385341407504, x=6.6966513490286577, y=8.0243258639767259) bic_xy[no] is (993.02432586397674, 610.69665134902868) min(chi) is -1.73205767496 max(chi) is 2.31471479703 max(chi ** 2) is 5.35790459157 total(chi ** 2) is 146.467332655 Now to test model score... Number of parameters is 7 BIC is 184.38003547 LIST IF TUPLES AND BICS: (x, y):i None BIC 983.490952625 (x, y):i (992.29014435159172, 610.64546669538322) BIC 361.458842657 (x, y):i (992.29014435159172, 610.64546669538322) BIC 326.977012538 (x, y):i (993.0130732276325, 610.70111273149712) BIC 191.490826358 (x, y):i (993.02432586397674, 610.69665134902868) BIC 184.38003547 ################################### ######## RUN NO. 113 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) [ 631.27691683 600.12429531] centre: 631 600 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=212.15388888892628, mh=-2.0747619047664263, mv=0.090238095238293334) bic_xy[no] is None min(chi) is -2.5065002049 max(chi) is 3.48071841395 max(chi ** 2) is 12.1154006772 total(chi ** 2) is 359.390660592 Now to test model score... Number of parameters is 3 BIC is 375.638961799 SKY + fixed PSF optimal params are: ciorc(z0=206.82449263394557, mh=-2.0747619288524843, mv=0.090238000315197006, w=1199.115213914338) bic_xy[no] is (631.27691682543684, 600.12429531104931) min(chi) is -2.1676093519 max(chi) is 2.38845668806 max(chi ** 2) is 5.70472535072 total(chi ** 2) is 179.59819113 Now to test model score... Number of parameters is 4 BIC is 201.262592739 free-variance PSF optimal params are: var_crc(z0=178.61324863275161, mh=-2.0747619041789682, mv=0.090238020779588604, w=8894.103033334517, var=18.297524267818876) bic_xy[no] is (631.27691682543684, 600.12429531104931) min(chi) is -0.953364883062 max(chi) is 1.02373735091 max(chi ** 2) is 1.04803816364 total(chi ** 2) is 26.9922529577 Now to test model score... Number of parameters is 5 BIC is 54.0727549688 Roaming fixed-variance PSF optimal params are: roam_crc(z0=204.06350416949763, mh=-1.7341459663213099, mv=0.083360778361778853, w=1294.707935684906, x=5.8949927334916081, y=7.0223110869230911) bic_xy[no] is (631.02231108692308, 598.89499273349156) min(chi) is -2.51747227398 max(chi) is 1.39715872273 max(chi ** 2) is 6.33766665028 total(chi ** 2) is 151.760429938 Now to test model score... Number of parameters is 6 BIC is 184.257032351 roaming free PSF optimal params are: gen_crc(z0=171.93778534890075, mh=-0.55757220211752345, mv=-0.047555901693884718, w=7844.0601832307884, var=15.630355230867167, x=5.7279195522277888, y=7.1145350098152651) bic_xy[no] is (631.11453500981531, 598.72791955222783) min(chi) is -0.439027591452 max(chi) is 0.603311304407 max(chi ** 2) is 0.363984530025 total(chi ** 2) is 7.53943303645 Now to test model score... Number of parameters is 7 BIC is 45.4521358519 LIST IF TUPLES AND BICS: (x, y):i None BIC 375.638961799 (x, y):i (631.27691682543684, 600.12429531104931) BIC 201.262592739 (x, y):i (631.27691682543684, 600.12429531104931) BIC 54.0727549688 (x, y):i (631.02231108692308, 598.89499273349156) BIC 184.257032351 (x, y):i (631.11453500981531, 598.72791955222783) BIC 45.4521358519 ################################### ######## RUN NO. 114 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) [ 528.93226202 597.47565754] centre: 529 597 starr is (15, 15) median of starr: 50.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=57.462777777794045, mh=-0.25285714285769334, mv=0.044523809523906631) bic_xy[no] is None min(chi) is -3.56289957587 max(chi) is 9.52198260287 max(chi ** 2) is 90.6681526893 total(chi ** 2) is 857.210148396 Now to test model score... Number of parameters is 3 BIC is 873.458449603 SKY + fixed PSF optimal params are: ciorc(z0=47.691446503994129, mh=-0.25285715177678214, mv=0.044523812496935836, w=2198.5511949036045) bic_xy[no] is (528.93226201974539, 597.47565754044979) min(chi) is -2.94199973677 max(chi) is 3.49879027702 max(chi ** 2) is 12.2415334026 total(chi ** 2) is 252.812437901 Now to test model score... Number of parameters is 4 BIC is 274.47683951 free-variance PSF optimal params are: var_crc(z0=46.283879060937707, mh=-0.25285718466665114, mv=0.04452368993203721, w=2515.2809707121983, var=2.8100758569217437) bic_xy[no] is (528.93226201974539, 597.47565754044979) min(chi) is -2.85506289871 max(chi) is 3.12238577932 max(chi ** 2) is 9.74929295488 total(chi ** 2) is 246.455625292 Now to test model score... Number of parameters is 5 BIC is 273.536127303 Roaming fixed-variance PSF optimal params are: roam_crc(z0=45.55891817804536, mh=0.15001730789713269, mv=-0.16837811025454499, w=2379.1682823474766, x=6.2887796919745131, y=7.3758463903905485) bic_xy[no] is (529.37584639039051, 596.28877969197447) min(chi) is -2.7353813458 max(chi) is 2.33949412559 max(chi ** 2) is 7.48231110696 total(chi ** 2) is 152.953197821 Now to test model score... Number of parameters is 6 BIC is 185.449800234 roaming free PSF optimal params are: gen_crc(z0=44.948091417805877, mh=0.17311062158086921, mv=-0.18251669701520612, w=2502.5125504851071, var=2.4517903248153878, x=6.285048848637965, y=7.3810612829140352) bic_xy[no] is (529.38106128291406, 596.28504884863798) min(chi) is -2.69345999471 max(chi) is 2.36218146016 max(chi ** 2) is 7.25472674311 total(chi ** 2) is 151.805098431 Now to test model score... Number of parameters is 7 BIC is 189.717801247 LIST IF TUPLES AND BICS: (x, y):i None BIC 873.458449603 (x, y):i (528.93226201974539, 597.47565754044979) BIC 274.47683951 (x, y):i (528.93226201974539, 597.47565754044979) BIC 273.536127303 (x, y):i (529.37584639039051, 596.28877969197447) BIC 185.449800234 (x, y):i (529.38106128291406, 596.28504884863798) BIC 189.717801247 ################################### ######## RUN NO. 115 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) [ 349.17518837 585.24544586] centre: 349 585 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=97.757222096755584, mh=-3.289761906748335, mv=-1.5199999790277003) bic_xy[no] is None min(chi) is -4.73592918672 max(chi) is 8.38176187913 max(chi ** 2) is 70.2539321984 total(chi ** 2) is 1195.92980018 Now to test model score... Number of parameters is 3 BIC is 1212.17810139 SKY + fixed PSF optimal params are: ciorc(z0=89.921037808466508, mh=-3.2897619193718999, mv=-1.5200000405985741, w=1763.1428577084346) bic_xy[no] is (349.17518836597515, 585.24544586270554) min(chi) is -4.23763431792 max(chi) is 6.47607097551 max(chi ** 2) is 41.9394952798 total(chi ** 2) is 807.220730174 Now to test model score... Number of parameters is 4 BIC is 828.885131783 free-variance PSF optimal params are: var_crc(z0=60.621104967312363, mh=-3.2897618925655832, mv=-1.5199999697133528, w=9139.4039606449969, var=13.928707115661984) bic_xy[no] is (349.17518836597515, 585.24544586270554) min(chi) is -4.11311411889 max(chi) is 5.19363818892 max(chi ** 2) is 26.9738776374 total(chi ** 2) is 537.342040551 Now to test model score... Number of parameters is 5 BIC is 564.422542562 Roaming fixed-variance PSF optimal params are: roam_crc(z0=76.04726290079023, mh=-2.1701110729471682, mv=-1.1490542136544653, w=2537.2158460134419, x=5.1460639735501177, y=6.3859012499096393) bic_xy[no] is (348.38590124990964, 583.1460639735501) min(chi) is -3.68564830075 max(chi) is 3.14708092353 max(chi ** 2) is 13.5840033968 total(chi ** 2) is 414.60010089 Now to test model score... Number of parameters is 6 BIC is 447.096703303 roaming free PSF optimal params are: gen_crc(z0=49.882863764452139, mh=-0.78682785631294294, mv=-0.82942251928095134, w=5856.0201670190327, var=6.6978659607590361, x=5.0693139016786288, y=6.4765693938624302) bic_xy[no] is (348.47656939386241, 583.06931390167858) min(chi) is -2.40033429918 max(chi) is 3.18813922376 max(chi ** 2) is 10.1642317101 total(chi ** 2) is 257.248222211 Now to test model score... Number of parameters is 7 BIC is 295.160925027 LIST IF TUPLES AND BICS: (x, y):i None BIC 1212.17810139 (x, y):i (349.17518836597515, 585.24544586270554) BIC 828.885131783 (x, y):i (349.17518836597515, 585.24544586270554) BIC 564.422542562 (x, y):i (348.38590124990964, 583.1460639735501) BIC 447.096703303 (x, y):i (348.47656939386241, 583.06931390167858) BIC 295.160925027 ################################### ######## RUN NO. 116 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) [ 233.28695025 511.83993104] centre: 233 512 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=69.682777777849026, mh=-2.8976190476253612, mv=-0.30023809523874745) bic_xy[no] is None min(chi) is -3.77592259508 max(chi) is 10.5563630344 max(chi ** 2) is 111.436800515 total(chi ** 2) is 1255.08913801 Now to test model score... Number of parameters is 3 BIC is 1271.33743922 SKY + fixed PSF optimal params are: ciorc(z0=65.916733476253356, mh=-2.8976190529096555, mv=-0.30023809767765242, w=847.36055969651886) bic_xy[no] is (233.28695025200628, 511.83993103638204) min(chi) is -3.53644578142 max(chi) is 10.2800213497 max(chi ** 2) is 105.678838951 total(chi ** 2) is 1165.30777031 Now to test model score... Number of parameters is 4 BIC is 1186.97217192 free-variance PSF optimal params are: var_crc(z0=42.522503129557336, mh=-2.897619060254415, mv=-0.30023818002434294, w=7124.2644828062275, var=17.685464258193225) bic_xy[no] is (233.28695025200628, 511.83993103638204) min(chi) is -2.98083971508 max(chi) is 9.12248341197 max(chi ** 2) is 83.2197036016 total(chi ** 2) is 1023.47904646 Now to test model score... Number of parameters is 5 BIC is 1050.55954847 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.505059725431707, mh=-0.42721481630803493, mv=-0.091594348459925604, w=3029.4821218964044, x=3.5510148026743527, y=6.7098764898230403) bic_xy[no] is (232.70987648982305, 508.55101480267433) min(chi) is -2.07443182558 max(chi) is 2.39228565563 max(chi ** 2) is 5.72303065813 total(chi ** 2) is 210.956632382 Now to test model score... Number of parameters is 6 BIC is 243.453234795 roaming free PSF optimal params are: gen_crc(z0=26.83264431277091, mh=0.40595451507213531, mv=-0.057041540951928975, w=4116.7077064285913, var=3.4832399424400857, x=3.5061872583348039, y=6.7478904480021962) bic_xy[no] is (232.74789044800221, 508.50618725833476) min(chi) is -2.03096709993 max(chi) is 2.27027081946 max(chi ** 2) is 5.15412959371 total(chi ** 2) is 172.869314421 Now to test model score... Number of parameters is 7 BIC is 210.782017237 LIST IF TUPLES AND BICS: (x, y):i None BIC 1271.33743922 (x, y):i (233.28695025200628, 511.83993103638204) BIC 1186.97217192 (x, y):i (233.28695025200628, 511.83993103638204) BIC 1050.55954847 (x, y):i (232.70987648982305, 508.55101480267433) BIC 243.453234795 (x, y):i (232.74789044800221, 508.50618725833476) BIC 210.782017237 ################################### ######## RUN NO. 117 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) [ 401.98058984 480.91923305] centre: 402 481 starr is (15, 15) median of starr: 220.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=244.58944444449807, mh=-1.3478571428600779, mv=-2.762380952386978) bic_xy[no] is None min(chi) is -3.86528022544 max(chi) is 2.93281876743 max(chi ** 2) is 14.9403912212 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 3 BIC is 495.240522981 SKY + fixed PSF optimal params are: ciorc(z0=245.93770472013435, mh=-1.4073414050057493, mv=-2.8218652252054026, w=9.1609990226964536e-05) bic_xy[no] is (401.9805898393783, 480.91923304897688) min(chi) is -3.86401621024 max(chi) is 2.9076049383 max(chi ** 2) is 14.930621273 total(chi ** 2) is 479.354170305 Now to test model score... Number of parameters is 4 BIC is 501.018571913 free-variance PSF optimal params are: var_crc(z0=244.58943718505955, mh=-1.3478571501963141, mv=-2.7623809753569808, w=-163.94937075108299, var=3371912.1547490372) bic_xy[no] is (401.9805898393783, 480.91923304897688) min(chi) is -3.86528023125 max(chi) is 2.93281875437 max(chi ** 2) is 14.9403912661 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 5 BIC is 506.072723785 Roaming fixed-variance PSF optimal params are: roam_crc(z0=244.58944444873043, mh=-1.3478571451129786, mv=-2.7623809499390055, w=-50.156747944602017, x=914897.90120131732, y=-221835.40662876391) bic_xy[no] is (-221440.40662876391, 915371.90120131732) min(chi) is -3.8652802266 max(chi) is 2.93281876646 max(chi ** 2) is 14.9403912302 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 6 BIC is 511.488824187 roaming free PSF optimal params are: gen_crc(z0=244.58944444873043, mh=-1.3478571451129786, mv=-2.7623809499390055, w=-50.156747944602017, var=2.25, x=914897.90120131732, y=-221835.40662876391) bic_xy[no] is (-221440.40662876391, 915371.90120131732) min(chi) is -3.8652802266 max(chi) is 2.93281876646 max(chi ** 2) is 14.9403912302 total(chi ** 2) is 478.992221774 Now to test model score... Number of parameters is 7 BIC is 516.904924589 LIST IF TUPLES AND BICS: (x, y):i None BIC 495.240522981 (x, y):i (401.9805898393783, 480.91923304897688) BIC 501.018571913 (x, y):i (401.9805898393783, 480.91923304897688) BIC 506.072723785 (x, y):i (-221440.40662876391, 915371.90120131732) BIC 511.488824187 (x, y):i (-221440.40662876391, 915371.90120131732) BIC 516.904924589 ################################### ######## RUN NO. 118 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) [ 192.13916396 471.66127006] centre: 192 472 starr is (15, 15) median of starr: 35.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=52.195555555593046, mh=-1.2228571428598074, mv=0.059047619047749557) bic_xy[no] is None min(chi) is -3.37162801871 max(chi) is 11.7362612517 max(chi ** 2) is 137.739828168 total(chi ** 2) is 1593.17408341 Now to test model score... Number of parameters is 3 BIC is 1609.42238462 SKY + fixed PSF optimal params are: ciorc(z0=46.738874347444515, mh=-1.2228571542150015, mv=0.059047616059539669, w=1227.754154369864) bic_xy[no] is (192.139163958892, 471.66127005896749) min(chi) is -4.9721460312 max(chi) is 10.5803736769 max(chi ** 2) is 111.944307144 total(chi ** 2) is 1404.69092981 Now to test model score... Number of parameters is 4 BIC is 1426.35533142 free-variance PSF optimal params are: var_crc(z0=32.099785362795444, mh=-1.2228570945731434, mv=0.059048099691171863, w=4657.7784232683662, var=9.5398067534191124) bic_xy[no] is (192.139163958892, 471.66127005896749) min(chi) is -4.51999000354 max(chi) is 9.21197381338 max(chi ** 2) is 84.8604615384 total(chi ** 2) is 1229.60126538 Now to test model score... Number of parameters is 5 BIC is 1256.68176739 Roaming fixed-variance PSF optimal params are: roam_crc(z0=18.248065869358921, mh=0.7609384705362281, mv=0.83230979709576547, w=3297.0550697998933, x=4.4699155787162352, y=6.0145650558798902) bic_xy[no] is (191.0145650558799, 469.46991557871621) min(chi) is -2.24004907484 max(chi) is 4.1400355355 max(chi ** 2) is 17.1398942352 total(chi ** 2) is 310.760452364 Now to test model score... Number of parameters is 6 BIC is 343.257054777 roaming free PSF optimal params are: gen_crc(z0=16.045857248034348, mh=0.89218314329058823, mv=0.88257224027927261, w=3507.893210344037, var=2.484622223112106, x=4.462082440783826, y=6.0132105754213114) bic_xy[no] is (191.01321057542131, 469.46208244078383) min(chi) is -2.20318671045 max(chi) is 4.16308443804 max(chi ** 2) is 17.3312720383 total(chi ** 2) is 307.876674431 Now to test model score... Number of parameters is 7 BIC is 345.789377246 LIST IF TUPLES AND BICS: (x, y):i None BIC 1609.42238462 (x, y):i (192.139163958892, 471.66127005896749) BIC 1426.35533142 (x, y):i (192.139163958892, 471.66127005896749) BIC 1256.68176739 (x, y):i (191.0145650558799, 469.46991557871621) BIC 343.257054777 (x, y):i (191.01321057542131, 469.46208244078383) BIC 345.789377246 ################################### ######## RUN NO. 119 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) [ 141.52754424 469.14550979] centre: 142 469 starr is (15, 15) median of starr: 57.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=140.95500000018305, mh=-6.6450000000144813, mv=-2.5104761904816635) bic_xy[no] is None min(chi) is -7.86372885668 max(chi) is 10.1092367508 max(chi ** 2) is 102.196667683 total(chi ** 2) is 2757.41497201 Now to test model score... Number of parameters is 3 BIC is 2773.66327322 SKY + fixed PSF optimal params are: ciorc(z0=131.3418491708324, mh=-6.644999984063463, mv=-2.5104761870635888, w=2162.9603689000487) bic_xy[no] is (141.5275442390963, 469.14550978587619) min(chi) is -7.25243928795 max(chi) is 9.8866715422 max(chi ** 2) is 97.7462741834 total(chi ** 2) is 2172.42717865 Now to test model score... Number of parameters is 4 BIC is 2194.09158026 free-variance PSF optimal params are: var_crc(z0=71.639969443206482, mh=-6.6449999999606675, mv=-2.5104761904157122, w=19039.306212947609, var=20.254583787443604) bic_xy[no] is (141.5275442390963, 469.14550978587619) min(chi) is -6.17039998709 max(chi) is 7.76091141533 max(chi ** 2) is 60.2317459966 total(chi ** 2) is 1574.78117383 Now to test model score... Number of parameters is 5 BIC is 1601.86167584 Roaming fixed-variance PSF optimal params are: roam_crc(z0=98.972630431784125, mh=-4.4423432881351514, mv=-1.1579815894347463, w=3847.8000038533128, x=4.59348137852764, y=5.5231313120011887) bic_xy[no] is (140.5231313120012, 466.59348137852766) min(chi) is -5.47865921756 max(chi) is 6.16062910224 max(chi ** 2) is 37.9533509354 total(chi ** 2) is 1019.43090192 Now to test model score... Number of parameters is 6 BIC is 1051.92750434 roaming free PSF optimal params are: gen_crc(z0=3.7110338038957664, mh=0.76389675757665165, mv=1.8017246037032626, w=13613.183492527038, var=9.090150282986535, x=4.0990229753665783, y=5.3706283746263477) bic_xy[no] is (140.37062837462634, 466.09902297536655) min(chi) is -2.91196286156 max(chi) is 3.67413015528 max(chi ** 2) is 13.4992323979 total(chi ** 2) is 331.606171107 Now to test model score... Number of parameters is 7 BIC is 369.518873923 LIST IF TUPLES AND BICS: (x, y):i None BIC 2773.66327322 (x, y):i (141.5275442390963, 469.14550978587619) BIC 2194.09158026 (x, y):i (141.5275442390963, 469.14550978587619) BIC 1601.86167584 (x, y):i (140.5231313120012, 466.59348137852766) BIC 1051.92750434 (x, y):i (140.37062837462634, 466.09902297536655) BIC 369.518873923 ################################### ######## RUN NO. 120 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) [ 965.50088026 458.7256171 ] centre: 966 459 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=220.96888888889316, mh=-1.5766666666701028, mv=0.60523809523941696) bic_xy[no] is None min(chi) is -3.84345810901 max(chi) is 2.89718371557 max(chi ** 2) is 14.7721702357 total(chi ** 2) is 711.206420626 Now to test model score... Number of parameters is 3 BIC is 727.454721833 SKY + fixed PSF optimal params are: ciorc(z0=218.32217227938739, mh=-1.5766666519142098, mv=0.60523793006477167, w=595.51190448581144) bic_xy[no] is (965.50088025958337, 458.72561710036723) min(chi) is -3.67515600375 max(chi) is 2.96205052151 max(chi ** 2) is 13.5067716519 total(chi ** 2) is 666.862862665 Now to test model score... Number of parameters is 4 BIC is 688.527264273 free-variance PSF optimal params are: var_crc(z0=-1526.7025865962794, mh=-1.576666581393064, mv=0.60523805664302543, w=9266008.3169907499, var=825.05606306544973) bic_xy[no] is (965.50088025958337, 458.72561710036723) min(chi) is -3.49285944756 max(chi) is 1.58016017161 max(chi ** 2) is 12.2000671204 total(chi ** 2) is 152.537154455 Now to test model score... Number of parameters is 5 BIC is 179.617656466 Roaming fixed-variance PSF optimal params are: roam_crc(z0=220.68776502825378, mh=-2.4395085847212754, mv=0.78845468173165034, w=1135.6751226998492, x=10.205336305636806, y=6.3212045555547141) bic_xy[no] is (965.32120455555469, 462.20533630563682) min(chi) is -3.98868946792 max(chi) is 2.74065083764 max(chi ** 2) is 15.9096436715 total(chi ** 2) is 563.069151263 Now to test model score... Number of parameters is 6 BIC is 595.565753676 roaming free PSF optimal params are: gen_crc(z0=-1642.2425490002029, mh=-43.158757755831232, mv=1.9220084754920173, w=13724079.7174013, var=849.40838113430914, x=23.632964005854337, y=6.4740341345431416) bic_xy[no] is (965.4740341345431, 475.63296400585432) min(chi) is -3.48424722921 max(chi) is 1.2734071305 max(chi ** 2) is 12.1399787543 total(chi ** 2) is 128.05109725 Now to test model score... Number of parameters is 7 BIC is 165.963800065 LIST IF TUPLES AND BICS: (x, y):i None BIC 727.454721833 (x, y):i (965.50088025958337, 458.72561710036723) BIC 688.527264273 (x, y):i (965.50088025958337, 458.72561710036723) BIC 179.617656466 (x, y):i (965.32120455555469, 462.20533630563682) BIC 595.565753676 (x, y):i (965.4740341345431, 475.63296400585432) BIC 165.963800065 ################################### ######## RUN NO. 121 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) [ 270.69031125 450.24967774] centre: 271 450 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=92.070555408007436, mh=-3.2835714083344061, mv=-1.2147619014528028) bic_xy[no] is None min(chi) is -4.79617214064 max(chi) is 8.17982150848 max(chi ** 2) is 66.9094799106 total(chi ** 2) is 1271.91378899 Now to test model score... Number of parameters is 3 BIC is 1288.1620902 SKY + fixed PSF optimal params are: ciorc(z0=84.315251129020993, mh=-3.2835714296288199, mv=-1.2147618303972756, w=1744.9446464862665) bic_xy[no] is (270.69031124698324, 450.24967773968797) min(chi) is -4.41167697407 max(chi) is 6.34184061139 max(chi ** 2) is 40.2189423403 total(chi ** 2) is 891.187401712 Now to test model score... Number of parameters is 4 BIC is 912.851803321 free-variance PSF optimal params are: var_crc(z0=55.043435225040575, mh=-3.2835714367028106, mv=-1.2147618957587127, w=8982.6736760435797, var=13.006356823163387) bic_xy[no] is (270.69031124698324, 450.24967773968797) min(chi) is -3.38851954298 max(chi) is 4.76701204504 max(chi ** 2) is 22.7244038375 total(chi ** 2) is 535.300252741 Now to test model score... Number of parameters is 5 BIC is 562.380754752 Roaming fixed-variance PSF optimal params are: roam_crc(z0=68.775030945222852, mh=-2.0624985789089347, mv=-0.73388822632903972, w=2561.1777777170373, x=4.9968265060471166, y=6.2113332280576099) bic_xy[no] is (270.21133322805758, 447.99682650604711) min(chi) is -3.73086757847 max(chi) is 3.23940201256 max(chi ** 2) is 13.9193728881 total(chi ** 2) is 480.922266419 Now to test model score... Number of parameters is 6 BIC is 513.418868832 roaming free PSF optimal params are: gen_crc(z0=26.797849905032603, mh=-0.067040240044551044, mv=0.30512547467435119, w=7540.3929726374636, var=8.2918996664583897, x=4.9388792884110764, y=6.04567708367839) bic_xy[no] is (270.04567708367841, 447.9388792884111) min(chi) is -2.77551470592 max(chi) is 2.46176609926 max(chi ** 2) is 7.70348188276 total(chi ** 2) is 227.947860878 Now to test model score... Number of parameters is 7 BIC is 265.860563693 LIST IF TUPLES AND BICS: (x, y):i None BIC 1288.1620902 (x, y):i (270.69031124698324, 450.24967773968797) BIC 912.851803321 (x, y):i (270.69031124698324, 450.24967773968797) BIC 562.380754752 (x, y):i (270.21133322805758, 447.99682650604711) BIC 513.418868832 (x, y):i (270.04567708367841, 447.9388792884111) BIC 265.860563693 ################################### ######## RUN NO. 122 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) [ 690.06912092 441.61566286] centre: 690 442 starr is (15, 15) median of starr: 56.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=80.001666666719018, mh=-1.357142857145814, mv=-0.91357142857342122) bic_xy[no] is None min(chi) is -3.12382284721 max(chi) is 10.5262743531 max(chi ** 2) is 110.802451756 total(chi ** 2) is 1110.96842269 Now to test model score... Number of parameters is 3 BIC is 1127.21672389 SKY + fixed PSF optimal params are: ciorc(z0=70.893036222328504, mh=-1.3571428909402146, mv=-0.91357144907388577, w=2049.4434209128963) bic_xy[no] is (690.06912092118944, 441.61566285567818) min(chi) is -4.5469542452 max(chi) is 7.03621417378 max(chi ** 2) is 49.5083098993 total(chi ** 2) is 585.77226651 Now to test model score... Number of parameters is 4 BIC is 607.436668119 free-variance PSF optimal params are: var_crc(z0=63.285957695857192, mh=-1.3571428814089928, mv=-0.91357143152771081, w=3767.9097744321466, var=5.1974413256232221) bic_xy[no] is (690.06912092118944, 441.61566285567818) min(chi) is -4.20533475495 max(chi) is 6.01918206503 max(chi ** 2) is 36.230552732 total(chi ** 2) is 486.232557447 Now to test model score... Number of parameters is 5 BIC is 513.313059458 Roaming fixed-variance PSF optimal params are: roam_crc(z0=59.199550956002859, mh=-0.216715670787263, mv=-0.87552389485313031, w=2824.4946963787252, x=5.3038652135812141, y=6.9434207538765067) bic_xy[no] is (689.94342075387647, 440.30386521358122) min(chi) is -2.07919366054 max(chi) is 2.05327416234 max(chi ** 2) is 4.32304627802 total(chi ** 2) is 135.526958084 Now to test model score... Number of parameters is 6 BIC is 168.023560498 roaming free PSF optimal params are: gen_crc(z0=54.439836263598494, mh=0.060517354027275268, mv=-0.89646102332209909, w=3493.3305211665242, var=3.1399109628681132, x=5.2917658268657082, y=6.9794110581886848) bic_xy[no] is (689.9794110581887, 440.29176582686569) min(chi) is -2.14016465139 max(chi) is 1.61799196427 max(chi ** 2) is 4.58030473507 total(chi ** 2) is 113.614210778 Now to test model score... Number of parameters is 7 BIC is 151.526913594 LIST IF TUPLES AND BICS: (x, y):i None BIC 1127.21672389 (x, y):i (690.06912092118944, 441.61566285567818) BIC 607.436668119 (x, y):i (690.06912092118944, 441.61566285567818) BIC 513.313059458 (x, y):i (689.94342075387647, 440.30386521358122) BIC 168.023560498 (x, y):i (689.9794110581887, 440.29176582686569) BIC 151.526913594 ################################### ######## RUN NO. 123 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) [ 647.99811591 434.47440735] centre: 648 434 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=104.88888888892789, mh=-1.0138095238117322, mv=-0.38047619047701992) bic_xy[no] is None min(chi) is -2.9342268087 max(chi) is 9.02055841201 max(chi ** 2) is 81.3704740645 total(chi ** 2) is 932.615694011 Now to test model score... Number of parameters is 3 BIC is 948.863995217 SKY + fixed PSF optimal params are: ciorc(z0=94.391417590732303, mh=-1.013809559562747, mv=-0.38047624405786046, w=2361.9328948421589) bic_xy[no] is (647.99811590693753, 434.47440735062139) min(chi) is -2.82327787234 max(chi) is 3.53906744327 max(chi ** 2) is 12.524998368 total(chi ** 2) is 235.050534781 Now to test model score... Number of parameters is 4 BIC is 256.714936389 free-variance PSF optimal params are: var_crc(z0=84.447737796832627, mh=-1.0138095244753131, mv=-0.38047611704932488, w=4614.6550156774956, var=5.7750078728708383) bic_xy[no] is (647.99811590693753, 434.47440735062139) min(chi) is -1.94647637804 max(chi) is 2.9040894741 max(chi ** 2) is 8.43373567359 total(chi ** 2) is 126.253122048 Now to test model score... Number of parameters is 5 BIC is 153.333624059 Roaming fixed-variance PSF optimal params are: roam_crc(z0=90.154175065373209, mh=-0.54530297694286189, mv=-0.33349715532885099, w=2503.4283167429835, x=6.21396563604796, y=6.9211823502662764) bic_xy[no] is (647.92118235026624, 433.21396563604799) min(chi) is -2.42040513347 max(chi) is 1.63522051467 max(chi ** 2) is 5.85836101015 total(chi ** 2) is 152.734259552 Now to test model score... Number of parameters is 6 BIC is 185.230861966 roaming free PSF optimal params are: gen_crc(z0=81.731765969033844, mh=-0.31988525540416279, mv=-0.40456558811922683, w=4161.4417940449621, var=4.7706235207758434, x=6.2928769118095973, y=7.0245193041137561) bic_xy[no] is (648.02451930411371, 433.29287691180957) min(chi) is -2.02285248784 max(chi) is 1.49045779613 max(chi ** 2) is 4.09193218754 total(chi ** 2) is 83.0584737249 Now to test model score... Number of parameters is 7 BIC is 120.97117654 LIST IF TUPLES AND BICS: (x, y):i None BIC 948.863995217 (x, y):i (647.99811590693753, 434.47440735062139) BIC 256.714936389 (x, y):i (647.99811590693753, 434.47440735062139) BIC 153.333624059 (x, y):i (647.92118235026624, 433.21396563604799) BIC 185.230861966 (x, y):i (648.02451930411371, 433.29287691180957) BIC 120.97117654 ################################### ######## RUN NO. 124 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) [ 749.16391468 424.20307513] centre: 749 424 starr is (15, 15) median of starr: 47.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=57.362777777800368, mh=-0.15595238095271963, mv=0.41714285714376831) bic_xy[no] is None min(chi) is -3.75472627476 max(chi) is 12.1068133048 max(chi ** 2) is 146.574928398 total(chi ** 2) is 2194.56639861 Now to test model score... Number of parameters is 3 BIC is 2210.81469981 SKY + fixed PSF optimal params are: ciorc(z0=42.556091033357525, mh=-0.15595237045456489, mv=0.41714284489591497, w=3331.5068205594671) bic_xy[no] is (749.16391467536027, 424.20307512505815) min(chi) is -4.51017210702 max(chi) is 7.22627495884 max(chi ** 2) is 52.2190497808 total(chi ** 2) is 806.752939586 Now to test model score... Number of parameters is 4 BIC is 828.417341195 free-variance PSF optimal params are: var_crc(z0=30.849141727196823, mh=-0.15595202238317862, mv=0.41714288924299164, w=5976.6527983965989, var=5.2115941939333519) bic_xy[no] is (749.16391467536027, 424.20307512505815) min(chi) is -4.23888826883 max(chi) is 5.38089522762 max(chi ** 2) is 28.9540334506 total(chi ** 2) is 628.682249046 Now to test model score... Number of parameters is 5 BIC is 655.762751057 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.948886467545947, mh=0.76618011779404094, mv=-0.14824408618959306, w=3806.2779233321967, x=5.9824367682107358, y=7.6238864191938909) bic_xy[no] is (749.62388641919392, 422.98243676821073) min(chi) is -3.83117778497 max(chi) is 3.44410749195 max(chi ** 2) is 14.6779232201 total(chi ** 2) is 402.881592493 Now to test model score... Number of parameters is 6 BIC is 435.378194906 roaming free PSF optimal params are: gen_crc(z0=29.070654827558901, mh=1.2401383886230581, mv=-0.4329243305989216, w=5509.9279821918944, var=3.9105897019444478, x=5.9314662051878431, y=7.6500684996373032) bic_xy[no] is (749.65006849963731, 422.93146620518786) min(chi) is -2.58701423182 max(chi) is 3.65576236592 max(chi ** 2) is 13.3645984761 total(chi ** 2) is 286.650720685 Now to test model score... Number of parameters is 7 BIC is 324.5634235 LIST IF TUPLES AND BICS: (x, y):i None BIC 2210.81469981 (x, y):i (749.16391467536027, 424.20307512505815) BIC 828.417341195 (x, y):i (749.16391467536027, 424.20307512505815) BIC 655.762751057 (x, y):i (749.62388641919392, 422.98243676821073) BIC 435.378194906 (x, y):i (749.65006849963731, 422.93146620518786) BIC 324.5634235 ################################### ######## RUN NO. 125 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) [ 499.69357562 390.39929145] centre: 500 390 starr is (15, 15) median of starr: 175.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=186.95555550156567, mh=-3.5542857238302452, mv=2.1238095410668958) bic_xy[no] is None min(chi) is -2.09560953208 max(chi) is 1.32680889275 max(chi ** 2) is 4.39157931096 total(chi ** 2) is 109.594481614 Now to test model score... Number of parameters is 3 BIC is 125.84278282 SKY + fixed PSF optimal params are: ciorc(z0=185.98201956488774, mh=-3.5542857225671067, mv=2.1238095342135486, w=219.04575331912304) bic_xy[no] is (499.69357562192431, 390.39929145223221) min(chi) is -2.03370339376 max(chi) is 1.38871503127 max(chi ** 2) is 4.13594949379 total(chi ** 2) is 103.594922146 Now to test model score... Number of parameters is 4 BIC is 125.259323755 free-variance PSF optimal params are: var_crc(z0=178.75950593017239, mh=-3.5542857138405513, mv=2.1238095291858365, w=2318.5527525965285, var=21.878530696697471) bic_xy[no] is (499.69357562192431, 390.39929145223221) min(chi) is -1.68865017363 max(chi) is 1.69425502263 max(chi ** 2) is 2.87050008171 total(chi ** 2) is 95.2169175945 Now to test model score... Number of parameters is 5 BIC is 122.297419606 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.25348115452513, mh=-3.6408363652771505, mv=2.4988379676576695, w=383.50212465632978, x=7.9601458754653747, y=2.7888871774097992) bic_xy[no] is (495.78888717740978, 390.9601458754654) min(chi) is -1.86019870588 max(chi) is 1.23385626755 max(chi ** 2) is 3.46033922536 total(chi ** 2) is 93.6669024215 Now to test model score... Number of parameters is 6 BIC is 126.163504835 roaming free PSF optimal params are: gen_crc(z0=-665.83269386453298, mh=-15.790752239835417, mv=29.518047091267054, w=7193567.2789212372, var=789.70943269383758, x=20.076279072653769, y=-22.394338440745823) bic_xy[no] is (470.6056615592542, 403.07627907265379) min(chi) is -0.49257254982 max(chi) is 0.582763795697 max(chi ** 2) is 0.339613641575 total(chi ** 2) is 9.61948699433 Now to test model score... Number of parameters is 7 BIC is 47.5321898098 LIST IF TUPLES AND BICS: (x, y):i None BIC 125.84278282 (x, y):i (499.69357562192431, 390.39929145223221) BIC 125.259323755 (x, y):i (499.69357562192431, 390.39929145223221) BIC 122.297419606 (x, y):i (495.78888717740978, 390.9601458754654) BIC 126.163504835 (x, y):i (470.6056615592542, 403.07627907265379) BIC 47.5321898098 ################################### ######## RUN NO. 126 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) [ 511.67474724 384.33425145] centre: 512 384 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=236.58111111115815, mh=-1.9342857142899281, mv=-0.915714285716281) bic_xy[no] is None min(chi) is -3.27998926053 max(chi) is 2.43983777749 max(chi ** 2) is 10.7583295492 total(chi ** 2) is 328.217086423 Now to test model score... Number of parameters is 3 BIC is 344.46538763 SKY + fixed PSF optimal params are: ciorc(z0=232.10942662684207, mh=-1.9342857033212211, mv=-0.91571430378111673, w=1006.1297490100104) bic_xy[no] is (511.67474724445333, 384.33425144538342) min(chi) is -2.99563949203 max(chi) is 1.93607324287 max(chi ** 2) is 8.9738559662 total(chi ** 2) is 201.63925515 Now to test model score... Number of parameters is 4 BIC is 223.303656759 free-variance PSF optimal params are: var_crc(z0=192.52218171637588, mh=-1.9342857190182177, mv=-0.91571428253261788, w=13526.161430808374, var=26.421619503876457) bic_xy[no] is (511.67474724445333, 384.33425144538342) min(chi) is -1.28928819122 max(chi) is 0.695732867868 max(chi ** 2) is 1.66226404002 total(chi ** 2) is 34.228906874 Now to test model score... Number of parameters is 5 BIC is 61.3094088851 Roaming fixed-variance PSF optimal params are: roam_crc(z0=229.94591736513163, mh=-1.8013538589552678, mv=-0.76118643036535505, w=1040.1723937463491, x=6.4632389363158973, y=6.3760354978646925) bic_xy[no] is (511.37603549786468, 383.46323893631592) min(chi) is -2.85806423637 max(chi) is 1.7176573899 max(chi ** 2) is 8.16853117921 total(chi ** 2) is 193.634318821 Now to test model score... Number of parameters is 6 BIC is 226.130921235 roaming free PSF optimal params are: gen_crc(z0=182.95294568803075, mh=-1.297891806267367, mv=0.31207034187418448, w=11947.048327437124, var=23.468830792929133, x=6.4909765036672287, y=6.0154874283236781) bic_xy[no] is (511.01548742832369, 383.49097650366724) min(chi) is -0.841054023346 max(chi) is 0.827991058272 max(chi ** 2) is 0.707371870186 total(chi ** 2) is 25.790730377 Now to test model score... Number of parameters is 7 BIC is 63.7034331924 LIST IF TUPLES AND BICS: (x, y):i None BIC 344.46538763 (x, y):i (511.67474724445333, 384.33425144538342) BIC 223.303656759 (x, y):i (511.67474724445333, 384.33425144538342) BIC 61.3094088851 (x, y):i (511.37603549786468, 383.46323893631592) BIC 226.130921235 (x, y):i (511.01548742832369, 383.49097650366724) BIC 63.7034331924 ################################### ######## RUN NO. 127 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) [ 524.63776765 377.5516604 ] centre: 525 378 starr is (15, 15) median of starr: 172.0 max of starr: 217.0 SKY ONLY optimal params are: skyp(z0=193.00000000004579, mh=0.44595238095335538, mv=-3.1659523809592867) bic_xy[no] is None min(chi) is -2.16202467252 max(chi) is 1.24255857754 max(chi ** 2) is 4.67435068458 total(chi ** 2) is 121.960531291 Now to test model score... Number of parameters is 3 BIC is 138.208832497 SKY + fixed PSF optimal params are: ciorc(z0=191.52275716397949, mh=0.44595228978158991, mv=-3.1659523838759198, w=332.38002720865876) bic_xy[no] is (524.63776765439422, 377.55166040493941) min(chi) is -2.06808833601 max(chi) is 1.33649119612 max(chi ** 2) is 4.27698936556 total(chi ** 2) is 108.146528264 Now to test model score... Number of parameters is 4 BIC is 129.810929873 free-variance PSF optimal params are: var_crc(z0=177.97483574115373, mh=0.44595231353204523, mv=-3.1659523840931407, w=4721.3788302485145, var=27.737885261286323) bic_xy[no] is (524.63776765439422, 377.55166040493941) min(chi) is -1.51212826782 max(chi) is 1.59245459434 max(chi ** 2) is 2.53591163504 total(chi ** 2) is 90.7108535748 Now to test model score... Number of parameters is 5 BIC is 117.791355586 Roaming fixed-variance PSF optimal params are: roam_crc(z0=192.09426815860019, mh=0.66511206091699548, mv=-3.5261346470178276, w=427.58566414320609, x=4.8379084944402706, y=10.569251482091364) bic_xy[no] is (528.56925148209132, 375.83790849444028) min(chi) is -2.10443012582 max(chi) is 1.16079176092 max(chi ** 2) is 4.42862615445 total(chi ** 2) is 102.094188952 Now to test model score... Number of parameters is 6 BIC is 134.590791365 roaming free PSF optimal params are: gen_crc(z0=-947.25887045074489, mh=14.356741297612363, mv=-40.474816437126442, w=17186827.673538588, var=1186.348626771731, x=-5.7396340892165005, y=41.259056753391988) bic_xy[no] is (559.25905675339197, 365.26036591078349) min(chi) is -0.541913558256 max(chi) is 1.04645193974 max(chi ** 2) is 1.09506166218 total(chi ** 2) is 13.4592297026 Now to test model score... Number of parameters is 7 BIC is 51.371932518 LIST IF TUPLES AND BICS: (x, y):i None BIC 138.208832497 (x, y):i (524.63776765439422, 377.55166040493941) BIC 129.810929873 (x, y):i (524.63776765439422, 377.55166040493941) BIC 117.791355586 (x, y):i (528.56925148209132, 375.83790849444028) BIC 134.590791365 (x, y):i (559.25905675339197, 365.26036591078349) BIC 51.371932518 ################################### ######## RUN NO. 128 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) [ 530.90559229 375.99638772] centre: 531 376 starr is (15, 15) median of starr: 153.0 max of starr: 190.0 SKY ONLY optimal params are: skyp(z0=171.94500000004129, mh=0.43952380952477121, mv=-2.7116666666725791) bic_xy[no] is None min(chi) is -1.58622663106 max(chi) is 1.00629530713 max(chi ** 2) is 2.51611492508 total(chi ** 2) is 67.6572124485 Now to test model score... Number of parameters is 3 BIC is 83.9055136551 SKY + fixed PSF optimal params are: ciorc(z0=170.70624117047208, mh=0.43952380952477144, mv=-2.7116666666725804, w=278.72093792006984) bic_xy[no] is (530.90559228564666, 375.99638772323374) min(chi) is -1.50745524465 max(chi) is 1.04677649534 max(chi ** 2) is 2.27242131462 total(chi ** 2) is 57.9434193139 Now to test model score... Number of parameters is 4 BIC is 79.6078209227 free-variance PSF optimal params are: var_crc(z0=156.77476170128347, mh=0.4395238059383943, mv=-2.7116666661444504, w=5182.1914262229457, var=32.599316222647261) bic_xy[no] is (530.90559228564666, 375.99638772323374) min(chi) is -0.97943193107 max(chi) is 1.14759597212 max(chi ** 2) is 1.31697651522 total(chi ** 2) is 44.0769544523 Now to test model score... Number of parameters is 5 BIC is 71.1574564633 Roaming fixed-variance PSF optimal params are: roam_crc(z0=167.25926075084797, mh=0.37760305623836665, mv=-2.2509777219928133, w=437.49743736178016, x=7.6101657744906541, y=2.3665256860592456) bic_xy[no] is (526.36652568605928, 376.61016577449067) min(chi) is -1.28826680025 max(chi) is 0.983026620108 max(chi ** 2) is 1.65963134863 total(chi ** 2) is 47.2876463807 Now to test model score... Number of parameters is 6 BIC is 79.7842487939 roaming free PSF optimal params are: gen_crc(z0=-98.953757091795893, mh=-1.7400442195529675, mv=10.011705228399281, w=499919.56324579124, var=227.15571560493908, x=9.5964558149973325, y=-8.3947878864032681) bic_xy[no] is (515.60521211359674, 378.59645581499734) min(chi) is -0.636721740673 max(chi) is 0.751843700582 max(chi ** 2) is 0.565268950106 total(chi ** 2) is 13.332133884 Now to test model score... Number of parameters is 7 BIC is 51.2448366994 LIST IF TUPLES AND BICS: (x, y):i None BIC 83.9055136551 (x, y):i (530.90559228564666, 375.99638772323374) BIC 79.6078209227 (x, y):i (530.90559228564666, 375.99638772323374) BIC 71.1574564633 (x, y):i (526.36652568605928, 376.61016577449067) BIC 79.7842487939 (x, y):i (515.60521211359674, 378.59645581499734) BIC 51.2448366994 ################################### ######## RUN NO. 129 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) [ 512.64292414 339.26712437] centre: 513 339 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=140.52000000002948, mh=-0.19428571428613658, mv=-0.72761904762063401) bic_xy[no] is None min(chi) is -2.38585781509 max(chi) is 5.46937737323 max(chi ** 2) is 29.9140888508 total(chi ** 2) is 419.882280472 Now to test model score... Number of parameters is 3 BIC is 436.130581678 SKY + fixed PSF optimal params are: ciorc(z0=134.40914901383087, mh=-0.1942857142861367, mv=-0.72761904762063412, w=1374.9424237366818) bic_xy[no] is (512.64292414132262, 339.26712437216588) min(chi) is -2.13907369379 max(chi) is 3.11023647369 max(chi ** 2) is 9.67357092226 total(chi ** 2) is 183.497967 Now to test model score... Number of parameters is 4 BIC is 205.162368609 free-variance PSF optimal params are: var_crc(z0=124.51393133454459, mh=-0.19428563897839515, mv=-0.72761911493821796, w=3650.7739214018397, var=7.7592687031560805) bic_xy[no] is (512.64292414132262, 339.26712437216588) min(chi) is -1.66612709341 max(chi) is 2.32520059413 max(chi ** 2) is 5.40655780293 total(chi ** 2) is 100.38250134 Now to test model score... Number of parameters is 5 BIC is 127.463003351 Roaming fixed-variance PSF optimal params are: roam_crc(z0=128.01232454127694, mh=0.27150649062344689, mv=-0.44797794885865067, w=1640.1882599706767, x=5.8071770675246066, y=6.2839048626662324) bic_xy[no] is (512.28390486266619, 337.80717706752461) min(chi) is -1.59050836306 max(chi) is 1.48417558167 max(chi ** 2) is 2.52971685298 total(chi ** 2) is 88.5086069728 Now to test model score... Number of parameters is 6 BIC is 121.005209386 roaming free PSF optimal params are: gen_crc(z0=114.02352098265683, mh=0.80677721566443372, mv=-0.11904571478513441, w=3457.8116624773038, var=6.0964991856615809, x=5.7352971944700588, y=6.2345338183327268) bic_xy[no] is (512.23453381833269, 337.73529719447004) min(chi) is -0.777566022784 max(chi) is 0.890789228357 max(chi ** 2) is 0.793505449357 total(chi ** 2) is 23.2503831279 Now to test model score... Number of parameters is 7 BIC is 61.1630859433 LIST IF TUPLES AND BICS: (x, y):i None BIC 436.130581678 (x, y):i (512.64292414132262, 339.26712437216588) BIC 205.162368609 (x, y):i (512.64292414132262, 339.26712437216588) BIC 127.463003351 (x, y):i (512.28390486266619, 337.80717706752461) BIC 121.005209386 (x, y):i (512.23453381833269, 337.73529719447004) BIC 61.1630859433 ################################### ######## RUN NO. 130 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) [ 95.31446167 331.7781457 ] centre: 95 332 starr is (15, 15) median of starr: 20.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=53.899999404854825, mh=-2.4085713993046904, mv=-1.2419047047818299) bic_xy[no] is None min(chi) is -2.93036096949 max(chi) is 10.7805696501 max(chi ** 2) is 116.22068198 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 3 BIC is 960.54831869 SKY + fixed PSF optimal params are: ciorc(z0=54.260963622180547, mh=-2.4256941907362752, mv=-1.259027544770974, w=0.00011124028670130506) bic_xy[no] is (95.314461667507601, 331.77814569520905) min(chi) is -2.95113666798 max(chi) is 10.7663268842 max(chi ** 2) is 115.913794578 total(chi ** 2) is 944.32335422 Now to test model score... Number of parameters is 4 BIC is 965.987755829 free-variance PSF optimal params are: var_crc(z0=53.900009709685747, mh=-2.408571896035423, mv=-1.2419053135255904, w=31.979980765969941, var=2615318.1505113086) bic_xy[no] is (95.314461667507601, 331.77814569520905) min(chi) is -2.93036168534 max(chi) is 10.7805691593 max(chi ** 2) is 116.220671399 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 5 BIC is 971.380519494 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.899999744699329, mh=-2.4085714102916636, mv=-1.2419047436326285, w=-19.812766180137739, x=-377096.97601617436, y=-262410.89353134175) bic_xy[no] is (-262322.89353134175, -376771.97601617436) min(chi) is -2.93036098971 max(chi) is 10.7805696429 max(chi ** 2) is 116.220681826 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 6 BIC is 976.796619896 roaming free PSF optimal params are: gen_crc(z0=53.899999744699329, mh=-2.4085714102916636, mv=-1.2419047436326285, w=-19.812766180137739, var=2.25, x=-377096.97601617436, y=-262410.89353134175) bic_xy[no] is (-262322.89353134175, -376771.97601617436) min(chi) is -2.93036098971 max(chi) is 10.7805696429 max(chi ** 2) is 116.220681826 total(chi ** 2) is 944.300017483 Now to test model score... Number of parameters is 7 BIC is 982.212720298 LIST IF TUPLES AND BICS: (x, y):i None BIC 960.54831869 (x, y):i (95.314461667507601, 331.77814569520905) BIC 965.987755829 (x, y):i (95.314461667507601, 331.77814569520905) BIC 971.380519494 (x, y):i (-262322.89353134175, -376771.97601617436) BIC 976.796619896 (x, y):i (-262322.89353134175, -376771.97601617436) BIC 982.212720298 ################################### ######## RUN NO. 131 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) [ 380.07774647 318.3530999 ] centre: 380 318 starr is (15, 15) median of starr: 68.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=96.487223192771211, mh=-2.0214285803603107, mv=-0.17642870294824889) bic_xy[no] is None min(chi) is -4.9246067679 max(chi) is 10.1425704708 max(chi ** 2) is 102.871735755 total(chi ** 2) is 1915.51327365 Now to test model score... Number of parameters is 3 BIC is 1931.76157486 SKY + fixed PSF optimal params are: ciorc(z0=85.209378225101119, mh=-2.0214286077713877, mv=-0.17642858656996047, w=2537.5172708692025) bic_xy[no] is (380.07774647183459, 318.35309989620634) min(chi) is -5.75667120761 max(chi) is 9.37833182381 max(chi ** 2) is 87.9531077974 total(chi ** 2) is 1110.38012877 Now to test model score... Number of parameters is 4 BIC is 1132.04453038 free-variance PSF optimal params are: var_crc(z0=67.371342628352693, mh=-2.0214285686910856, mv=-0.1764288959910123, w=6627.492641939225, var=7.4676889963326172) bic_xy[no] is (380.07774647183459, 318.35309989620634) min(chi) is -4.18606157684 max(chi) is 7.15137622411 max(chi ** 2) is 51.1421818988 total(chi ** 2) is 794.480955231 Now to test model score... Number of parameters is 5 BIC is 821.561457242 Roaming fixed-variance PSF optimal params are: roam_crc(z0=65.207157329698603, mh=-0.44549293891748304, mv=0.39777712784155533, w=3651.7551264715562, x=5.1870069282867695, y=6.3395364231020528) bic_xy[no] is (379.33953642310206, 316.18700692828679) min(chi) is -4.5270618825 max(chi) is 2.65580956747 max(chi ** 2) is 20.494289288 total(chi ** 2) is 295.812949522 Now to test model score... Number of parameters is 6 BIC is 328.309551935 roaming free PSF optimal params are: gen_crc(z0=47.249282399469948, mh=0.43703046673072377, mv=0.7427921000775245, w=5777.7448179826024, var=4.3045854926162113, x=5.1888535213145452, y=6.3265354524147659) bic_xy[no] is (379.32653545241476, 316.18885352131457) min(chi) is -2.22542687879 max(chi) is 2.11871269877 max(chi ** 2) is 4.95252479283 total(chi ** 2) is 133.19070235 Now to test model score... Number of parameters is 7 BIC is 171.103405165 LIST IF TUPLES AND BICS: (x, y):i None BIC 1931.76157486 (x, y):i (380.07774647183459, 318.35309989620634) BIC 1132.04453038 (x, y):i (380.07774647183459, 318.35309989620634) BIC 821.561457242 (x, y):i (379.33953642310206, 316.18700692828679) BIC 328.309551935 (x, y):i (379.32653545241476, 316.18885352131457) BIC 171.103405165 ################################### ######## RUN NO. 132 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) [ 416.23765032 301.23035351] centre: 416 301 starr is (15, 15) median of starr: 71.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=78.138333333348896, mh=0.14619047619079592, mv=-0.25166666666721527) bic_xy[no] is None min(chi) is -3.0223530338 max(chi) is 9.83344234298 max(chi ** 2) is 96.6965883127 total(chi ** 2) is 910.205365013 Now to test model score... Number of parameters is 3 BIC is 926.45366622 SKY + fixed PSF optimal params are: ciorc(z0=69.985545047850323, mh=0.14619047147071879, mv=-0.2516666690272541, w=1834.3786022413053) bic_xy[no] is (416.23765032487472, 301.2303535068383) min(chi) is -3.64610029571 max(chi) is 7.63568751379 max(chi ** 2) is 58.3037238082 total(chi ** 2) is 489.451913844 Now to test model score... Number of parameters is 4 BIC is 511.116315453 free-variance PSF optimal params are: var_crc(z0=60.516115453634484, mh=0.14619017130960993, mv=-0.25166684740151629, w=3985.4555823878218, var=6.2705280057046382) bic_xy[no] is (416.23765032487472, 301.2303535068383) min(chi) is -3.23778377971 max(chi) is 6.63657782209 max(chi ** 2) is 44.0441651886 total(chi ** 2) is 377.676400734 Now to test model score... Number of parameters is 5 BIC is 404.756902745 Roaming fixed-variance PSF optimal params are: roam_crc(z0=56.957631317325522, mh=1.1647487777064862, mv=0.126689760226362, w=2565.6178361380653, x=5.3322811303717215, y=6.3805827514422191) bic_xy[no] is (415.3805827514422, 299.33228113037171) min(chi) is -1.84025683244 max(chi) is 1.60798665572 max(chi ** 2) is 3.38654520933 total(chi ** 2) is 107.182572343 Now to test model score... Number of parameters is 6 BIC is 139.679174756 roaming free PSF optimal params are: gen_crc(z0=53.081960572301249, mh=1.3592619626746225, mv=0.17738627000158777, w=3052.3337015577667, var=2.9679238444387375, x=5.328334711301399, y=6.4092612927390036) bic_xy[no] is (415.40926129273902, 299.32833471130141) min(chi) is -1.69427815948 max(chi) is 1.56122944485 max(chi ** 2) is 2.87057848169 total(chi ** 2) is 95.5473942014 Now to test model score... Number of parameters is 7 BIC is 133.460097017 LIST IF TUPLES AND BICS: (x, y):i None BIC 926.45366622 (x, y):i (416.23765032487472, 301.2303535068383) BIC 511.116315453 (x, y):i (416.23765032487472, 301.2303535068383) BIC 404.756902745 (x, y):i (415.3805827514422, 299.33228113037171) BIC 139.679174756 (x, y):i (415.40926129273902, 299.32833471130141) BIC 133.460097017 ################################### ######## RUN NO. 133 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) [ 311.07858106 285.90739026] centre: 311 286 starr is (15, 15) median of starr: 36.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=86.308888888998581, mh=-4.1242857142947003, mv=-0.57190476190600581) bic_xy[no] is None min(chi) is -4.97043617991 max(chi) is 10.9652905208 max(chi ** 2) is 120.237596206 total(chi ** 2) is 2119.08503247 Now to test model score... Number of parameters is 3 BIC is 2135.33333367 SKY + fixed PSF optimal params are: ciorc(z0=75.78206980297351, mh=-4.1242856990502608, mv=-0.57190483112934309, w=2368.5360959144555) bic_xy[no] is (311.07858106498458, 285.90739026084361) min(chi) is -4.76533892774 max(chi) is 9.60475517737 max(chi ** 2) is 92.2513220173 total(chi ** 2) is 1417.6140886 Now to test model score... Number of parameters is 4 BIC is 1439.27849021 free-variance PSF optimal params are: var_crc(z0=53.649425537024314, mh=-4.1242857133748689, mv=-0.57190475366623339, w=7535.7293661077147, var=9.1014746516646561) bic_xy[no] is (311.07858106498458, 285.90739026084361) min(chi) is -4.98815659582 max(chi) is 7.34316137146 max(chi ** 2) is 53.9220189274 total(chi ** 2) is 1083.40362752 Now to test model score... Number of parameters is 5 BIC is 1110.48412953 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.880358075839368, mh=-2.2730328986245429, mv=0.13841216254432018, w=3712.409358160528, x=4.9046152618995071, y=6.1962699099951237) bic_xy[no] is (310.19626990999512, 283.90461526189949) min(chi) is -4.46271600461 max(chi) is 4.0549567865 max(chi ** 2) is 19.9158341378 total(chi ** 2) is 462.493445378 Now to test model score... Number of parameters is 6 BIC is 494.990047791 roaming free PSF optimal params are: gen_crc(z0=28.11413827118086, mh=-0.8843278887075926, mv=0.53895902681354135, w=6289.6095627564837, var=4.6618153944191327, x=4.7779584551474867, y=6.2469317819802388) bic_xy[no] is (310.24693178198027, 283.77795845514748) min(chi) is -3.06687867951 max(chi) is 3.51110021814 max(chi ** 2) is 12.3278247418 total(chi ** 2) is 288.444297952 Now to test model score... Number of parameters is 7 BIC is 326.357000768 LIST IF TUPLES AND BICS: (x, y):i None BIC 2135.33333367 (x, y):i (311.07858106498458, 285.90739026084361) BIC 1439.27849021 (x, y):i (311.07858106498458, 285.90739026084361) BIC 1110.48412953 (x, y):i (310.19626990999512, 283.90461526189949) BIC 494.990047791 (x, y):i (310.24693178198027, 283.77795845514748) BIC 326.357000768 ################################### ######## RUN NO. 134 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) [ 461.79760995 272.55938573] centre: 462 273 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=103.66277628237113, mh=-2.4799999476473156, mv=-0.61404745669763894) bic_xy[no] is None min(chi) is -4.43232712623 max(chi) is 9.7949609343 max(chi ** 2) is 95.9412597044 total(chi ** 2) is 1302.03992524 Now to test model score... Number of parameters is 3 BIC is 1318.28822645 SKY + fixed PSF optimal params are: ciorc(z0=96.291762365513165, mh=-2.480000000005405, mv=-0.61404761114825424, w=1658.4796991956591) bic_xy[no] is (461.79760995081051, 272.55938573204622) min(chi) is -3.96361254167 max(chi) is 8.92477057695 max(chi ** 2) is 79.6515298511 total(chi ** 2) is 958.109944365 Now to test model score... Number of parameters is 4 BIC is 979.774345974 free-variance PSF optimal params are: var_crc(z0=83.402933766602828, mh=-2.479999982660098, mv=-0.61404767284920769, w=4622.678933650297, var=7.8088228415043135) bic_xy[no] is (461.79760995081051, 272.55938573204622) min(chi) is -3.97059810746 max(chi) is 7.41556609057 max(chi ** 2) is 54.9906204437 total(chi ** 2) is 795.145114869 Now to test model score... Number of parameters is 5 BIC is 822.22561688 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.040191805455066, mh=-0.83026290421317417, mv=0.004329922332246057, w=3093.3628968133362, x=4.7586308658948404, y=6.1602204383166637) bic_xy[no] is (461.16022043831668, 270.75863086589482) min(chi) is -3.54077954159 max(chi) is 2.28283751517 max(chi ** 2) is 12.5371197622 total(chi ** 2) is 158.196912564 Now to test model score... Number of parameters is 6 BIC is 190.693514977 roaming free PSF optimal params are: gen_crc(z0=64.599617842023093, mh=-0.28412232064375237, mv=0.18367888048839878, w=4083.1813171842077, var=3.3962854265557669, x=4.7242300136193105, y=6.1767866287667061) bic_xy[no] is (461.17678662876671, 270.72423001361932) min(chi) is -2.24244534339 max(chi) is 2.40538521685 max(chi ** 2) is 5.78587804142 total(chi ** 2) is 113.491376053 Now to test model score... Number of parameters is 7 BIC is 151.404078869 LIST IF TUPLES AND BICS: (x, y):i None BIC 1318.28822645 (x, y):i (461.79760995081051, 272.55938573204622) BIC 979.774345974 (x, y):i (461.79760995081051, 272.55938573204622) BIC 822.22561688 (x, y):i (461.16022043831668, 270.75863086589482) BIC 190.693514977 (x, y):i (461.17678662876671, 270.72423001361932) BIC 151.404078869 ################################### ######## RUN NO. 135 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) [ 181.77511363 240.18821263] centre: 182 240 starr is (15, 15) median of starr: 64.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=99.752777777855727, mh=-3.2764285714357118, mv=-1.7104761904799199) bic_xy[no] is None min(chi) is -4.92919924339 max(chi) is 9.54990118477 max(chi ** 2) is 91.2006126389 total(chi ** 2) is 1411.07390325 Now to test model score... Number of parameters is 3 BIC is 1427.32220445 SKY + fixed PSF optimal params are: ciorc(z0=91.224898367471539, mh=-3.2764285556193218, mv=-1.7104761378857949, w=1918.7741502963775) bic_xy[no] is (181.77511362806587, 240.18821263206698) min(chi) is -4.38692035004 max(chi) is 8.63348640346 max(chi ** 2) is 74.5370874787 total(chi ** 2) is 950.714104589 Now to test model score... Number of parameters is 4 BIC is 972.378506198 free-variance PSF optimal params are: var_crc(z0=62.719791187384679, mh=-3.2764285467170859, mv=-1.7104761967478503, w=8848.3886760809619, var=11.968548991330485) bic_xy[no] is (181.77511362806587, 240.18821263206698) min(chi) is -2.92173080501 max(chi) is 6.54831252408 max(chi ** 2) is 42.8803969131 total(chi ** 2) is 562.364312028 Now to test model score... Number of parameters is 5 BIC is 589.444814039 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.034275438289171, mh=-2.1651353750997728, mv=-0.9157148730419814, w=2784.7611269836348, x=5.3236116719425164, y=5.8012117068924018) bic_xy[no] is (180.80121170689239, 238.32361167194253) min(chi) is -3.95078123501 max(chi) is 2.56002686532 max(chi ** 2) is 15.6086723669 total(chi ** 2) is 473.087764606 Now to test model score... Number of parameters is 6 BIC is 505.584367019 roaming free PSF optimal params are: gen_crc(z0=34.211629890931064, mh=-0.28589809880480249, mv=-0.093901785289240772, w=7782.5501956876487, var=8.3087892426606693, x=5.1600429916503199, y=6.0200040634439258) bic_xy[no] is (181.02000406344393, 238.16004299165033) min(chi) is -2.30437118889 max(chi) is 3.36229461695 max(chi ** 2) is 11.3050250911 total(chi ** 2) is 277.43693627 Now to test model score... Number of parameters is 7 BIC is 315.349639086 LIST IF TUPLES AND BICS: (x, y):i None BIC 1427.32220445 (x, y):i (181.77511362806587, 240.18821263206698) BIC 972.378506198 (x, y):i (181.77511362806587, 240.18821263206698) BIC 589.444814039 (x, y):i (180.80121170689239, 238.32361167194253) BIC 505.584367019 (x, y):i (181.02000406344393, 238.16004299165033) BIC 315.349639086 ################################### ######## RUN NO. 136 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) [ 693.7062983 232.4879425] centre: 694 232 starr is (15, 15) median of starr: 43.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=55.83055555558353, mh=-0.48523809523915168, mv=0.25166666666721682) bic_xy[no] is None min(chi) is -3.61537056215 max(chi) is 10.6396544798 max(chi ** 2) is 113.202247449 total(chi ** 2) is 1688.10563532 Now to test model score... Number of parameters is 3 BIC is 1704.35393653 SKY + fixed PSF optimal params are: ciorc(z0=42.060033448382775, mh=-0.48523810634899917, mv=0.25166667037049928, w=3098.3696219608878) bic_xy[no] is (693.70629829552331, 232.48794250323422) min(chi) is -2.88905396125 max(chi) is 3.7591967131 max(chi ** 2) is 14.1315599278 total(chi ** 2) is 487.732933295 Now to test model score... Number of parameters is 4 BIC is 509.397334904 free-variance PSF optimal params are: var_crc(z0=26.051063486620563, mh=-0.48523810644661475, mv=0.25166663201902678, w=6739.1965766008598, var=6.4173865794187099) bic_xy[no] is (693.70629829552331, 232.48794250323422) min(chi) is -2.31665992671 max(chi) is 2.70192217374 max(chi ** 2) is 7.30038343294 total(chi ** 2) is 217.779689577 Now to test model score... Number of parameters is 5 BIC is 244.860191588 Roaming fixed-variance PSF optimal params are: roam_crc(z0=39.258715705143658, mh=-0.11247103799039719, mv=0.23873305134742381, w=3161.9307090424372, x=6.5048447062153922, y=7.0171798637763043) bic_xy[no] is (694.01717986377628, 231.50484470621538) min(chi) is -2.65190700443 max(chi) is 3.09494744717 max(chi ** 2) is 9.57869970077 total(chi ** 2) is 440.340426703 Now to test model score... Number of parameters is 6 BIC is 472.837029116 roaming free PSF optimal params are: gen_crc(z0=22.49185775961125, mh=0.20493563288864361, mv=0.13227987097216298, w=6636.7774788658153, var=6.1850778006560745, x=6.5495164679769653, y=7.0778585375215677) bic_xy[no] is (694.07785853752159, 231.54951646797696) min(chi) is -2.31369454916 max(chi) is 2.43076810231 max(chi ** 2) is 5.9086335672 total(chi ** 2) is 188.377077813 Now to test model score... Number of parameters is 7 BIC is 226.289780629 LIST IF TUPLES AND BICS: (x, y):i None BIC 1704.35393653 (x, y):i (693.70629829552331, 232.48794250323422) BIC 509.397334904 (x, y):i (693.70629829552331, 232.48794250323422) BIC 244.860191588 (x, y):i (694.01717986377628, 231.50484470621538) BIC 472.837029116 (x, y):i (694.07785853752159, 231.54951646797696) BIC 226.289780629 ################################### ######## RUN NO. 137 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) [ 369.30123004 229.71005933] centre: 369 230 starr is (15, 15) median of starr: 36.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=49.201666666695445, mh=-1.0833333333356945, mv=0.24690476190530153) bic_xy[no] is None min(chi) is -3.3327882851 max(chi) is 10.6503031074 max(chi ** 2) is 113.428956279 total(chi ** 2) is 1219.09068665 Now to test model score... Number of parameters is 3 BIC is 1235.33898786 SKY + fixed PSF optimal params are: ciorc(z0=40.532852715338677, mh=-1.0833333412986248, mv=0.24690476759310911, w=1950.4844701433487) bic_xy[no] is (369.30123003666779, 229.71005933233948) min(chi) is -4.45574846649 max(chi) is 7.59474199842 max(chi ** 2) is 57.6801060225 total(chi ** 2) is 743.389052307 Now to test model score... Number of parameters is 4 BIC is 765.053453916 free-variance PSF optimal params are: var_crc(z0=26.966364337249921, mh=-1.0833333217625378, mv=0.24690469741749368, w=5066.2866233839386, var=7.6123411130506753) bic_xy[no] is (369.30123003666779, 229.71005933233948) min(chi) is -4.32844008774 max(chi) is 6.88492803054 max(chi ** 2) is 47.4022339857 total(chi ** 2) is 584.162084879 Now to test model score... Number of parameters is 5 BIC is 611.24258689 Roaming fixed-variance PSF optimal params are: roam_crc(z0=28.034345217406994, mh=0.16228687469778855, mv=0.25413912139423894, w=2789.5902751578219, x=5.1240540994525201, y=6.9891070595976181) bic_xy[no] is (368.98910705959764, 228.12405409945251) min(chi) is -2.08126222153 max(chi) is 3.41617693331 max(chi ** 2) is 11.6702648397 total(chi ** 2) is 272.383474407 Now to test model score... Number of parameters is 6 BIC is 304.880076821 roaming free PSF optimal params are: gen_crc(z0=20.838988624525257, mh=0.57355209838357202, mv=0.2636766216398499, w=3750.3632413025134, var=3.53683897401381, x=5.1344300593689303, y=6.9811752135021381) bic_xy[no] is (368.98117521350213, 228.13443005936892) min(chi) is -1.92139061794 max(chi) is 3.24536087002 max(chi ** 2) is 10.5323671766 total(chi ** 2) is 238.224475746 Now to test model score... Number of parameters is 7 BIC is 276.137178562 LIST IF TUPLES AND BICS: (x, y):i None BIC 1235.33898786 (x, y):i (369.30123003666779, 229.71005933233948) BIC 765.053453916 (x, y):i (369.30123003666779, 229.71005933233948) BIC 611.24258689 (x, y):i (368.98910705959764, 228.12405409945251) BIC 304.880076821 (x, y):i (368.98117521350213, 228.13443005936892) BIC 276.137178562 new source list is [(141.57434884180296, 740.35985695823604), (391.55698817566969, 706.54134798344933), (784.73737758050265, 750.68962972346742), (524.43114188401955, 88.852690308746091), (879.17379714898539, 90.156444221488357), (1006.3948649991403, 107.43339364267544), (217.62407768669027, 7.0144632903484272), (296.27773019319699, 65.013245236319392), (476.66952593637154, 116.42425843637484), (512.23453381833269, 337.73529719447004), (559.25905675339197, 365.26036591078349), (515.60521211359674, 378.59645581499734), (631.11453500981531, 598.72791955222783), (648.02451930411371, 433.29287691180957), (689.9794110581887, 440.29176582686569), (694.07785853752159, 231.54951646797696), (749.65006849963731, 422.93146620518786), (743.26336069222191, 135.51551142297214), (954.8909908125429, 658.78304945425771), (993.02432586397674, 610.69665134902868), (965.4740341345431, 475.63296400585432), (1008.3873360077152, 527.42522779104115), None, (140.37062837462634, 466.09902297536655), (191.0145650558799, 469.46991557871621), (232.74789044800221, 508.50618725833476), (181.02000406344393, 238.16004299165033), (270.04567708367841, 447.9388792884111), (348.47656939386241, 583.06931390167858), (310.24693178198027, 283.77795845514748), None, (379.32653545241476, 316.18885352131457), (368.98117521350213, 228.13443005936892), (415.40926129273902, 299.32833471130141), (435.62064970708747, 159.56062364580217), (441.88767757833227, 191.61813119956406), (461.17678662876671, 270.72423001361932), (529.37584639039051, 596.28877969197447), (538.02690590438522, 611.48349835369254), (470.6056615592542, 403.07627907265379), (511.67474724445333, 384.33425144538342), (1006.3948649991403, 107.43339364267544), (1008.3873360077152, 527.42522779104115), (358.64581459985089, 207.36642030095658), (592.73784343493821, 194.07728033183022), (441.88767757833227, 191.61813119956406), (435.62064970708747, 159.56062364580217), (743.26336069222191, 135.51551142297214), (476.66952593637154, 116.42425843637484), (879.17379714898539, 90.156444221488357), (524.43114188401955, 88.852690308746091), (296.27773019319699, 65.013245236319392), (480.88568018589132, 60.418331111247511), (217.62407768669027, 7.0144632903484272), (784.73737758050265, 750.68962972346742), (141.57434884180296, 740.35985695823604), (391.55698817566969, 706.54134798344933), (954.8909908125429, 658.78304945425771), (538.02690590438522, 611.48349835369254), (993.02432586397674, 610.69665134902868), (631.11453500981531, 598.72791955222783), (529.37584639039051, 596.28877969197447), (348.47656939386241, 583.06931390167858), (232.74789044800221, 508.50618725833476), None, (191.0145650558799, 469.46991557871621), (140.37062837462634, 466.09902297536655), (965.4740341345431, 475.63296400585432), (270.04567708367841, 447.9388792884111), (689.9794110581887, 440.29176582686569), (648.02451930411371, 433.29287691180957), (749.65006849963731, 422.93146620518786), (470.6056615592542, 403.07627907265379), (511.67474724445333, 384.33425144538342), (559.25905675339197, 365.26036591078349), (515.60521211359674, 378.59645581499734), (512.23453381833269, 337.73529719447004), None, (379.32653545241476, 316.18885352131457), (415.40926129273902, 299.32833471130141), (310.24693178198027, 283.77795845514748), (461.17678662876671, 270.72423001361932), (181.02000406344393, 238.16004299165033), (694.07785853752159, 231.54951646797696), (368.98117521350213, 228.13443005936892)] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933] ['2011-08-16', '07:48:32,103', 'running:', 'augment-xylist', '--scale-units', 'degwidth', '--scale-low', '0.1', '--wcs', 'wcs.fits', '--out', '/home/nova/staging/astrometry/net/jobs/00000046/job.axy', '--image', '/home/nova/staging/astrometry/net/data/97/82/49/9782497e134bb78e93d6f383a9d24c7f7fe31caf', '--rdls', 'rdls.fits', '--scale-high', '180.0'] dimensions are (768, 1024) ################################### ######## RUN NO. 0 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) centre: -63 657 rdls not correct, out of image ################################### ######## RUN NO. 1 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) centre: -95 393 rdls not correct, out of image ################################### ######## RUN NO. 2 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) centre: 142 745 starr is (15, 15) median of starr: 125.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=174.39000000010768, mh=-5.6447619047742048, mv=-1.4414285714317139) bic_xy[no] is None min(chi) is -5.35291873331 max(chi) is 4.44946234884 max(chi ** 2) is 28.6537389654 total(chi ** 2) is 1150.2824193 Now to test model score... Number of parameters is 3 BIC is 1166.53072051 SKY + fixed PSF optimal params are: ciorc(z0=168.14827484155441, mh=-5.6447619196025078, mv=-1.4414286244246803, w=1404.3892828893447) bic_xy[no] is (141.53973030509422, 744.8484676719179) min(chi) is -5.01271456555 max(chi) is 4.63499799085 max(chi ** 2) is 25.1273073157 total(chi ** 2) is 969.093723564 Now to test model score... Number of parameters is 4 BIC is 990.758125173 free-variance PSF optimal params are: var_crc(z0=-904.57522935695602, mh=-5.6447619260671607, mv=-1.4414285799291233, w=2537742.1526856185, var=355.37262608484031) bic_xy[no] is (141.53973030509422, 744.8484676719179) min(chi) is -6.11120357577 max(chi) is 3.03212657764 max(chi ** 2) is 37.3468091445 total(chi ** 2) is 314.649648445 Now to test model score... Number of parameters is 5 BIC is 341.730150456 Roaming fixed-variance PSF optimal params are: roam_crc(z0=171.30730455049914, mh=-6.1789242797207402, mv=-1.5341661581579165, w=1680.9987737734837, x=8.3347281777230009, y=7.2317121631136621) bic_xy[no] is (142.23171216311366, 746.33472817772304) min(chi) is -5.11413192005 max(chi) is 4.72873229205 max(chi ** 2) is 26.1543452957 total(chi ** 2) is 894.357044267 Now to test model score... Number of parameters is 6 BIC is 926.85364668 roaming free PSF optimal params are: gen_crc(z0=-1257.4699888115751, mh=18.22445294773388, mv=-1.7630162500092699, w=3467117.8723884085, var=387.81908642242519, x=-0.45656248933872134, y=7.1003270181732256) bic_xy[no] is (142.10032701817323, 737.54343751066131) min(chi) is -6.27931621862 max(chi) is 2.557805546 max(chi ** 2) is 39.4298121735 total(chi ** 2) is 304.143530971 Now to test model score... Number of parameters is 7 BIC is 342.056233787 LIST IF TUPLES AND BICS: (x, y):i None BIC 1166.53072051 (x, y):i (141.53973030509422, 744.8484676719179) BIC 990.758125173 (x, y):i (141.53973030509422, 744.8484676719179) BIC 341.730150456 (x, y):i (142.23171216311366, 746.33472817772304) BIC 926.85364668 (x, y):i (142.10032701817323, 737.54343751066131) BIC 342.056233787 ################################### ######## RUN NO. 3 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) centre: 290 912 rdls not correct, out of image ################################### ######## RUN NO. 4 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) centre: 287 855 rdls not correct, out of image ################################### ######## RUN NO. 5 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) centre: 302 886 rdls not correct, out of image ################################### ######## RUN NO. 6 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) centre: 396 937 rdls not correct, out of image ################################### ######## RUN NO. 7 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) centre: 392 707 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=79.489444444486935, mh=-1.2304761904788701, mv=-0.41023809523898874) bic_xy[no] is None min(chi) is -4.21098644214 max(chi) is 7.39005382135 max(chi ** 2) is 54.6128954824 total(chi ** 2) is 1077.6401721 Now to test model score... Number of parameters is 3 BIC is 1093.8884733 SKY + fixed PSF optimal params are: ciorc(z0=67.655199484577793, mh=-1.2304762063652896, mv=-0.41023810318219817, w=2662.7072762499984) bic_xy[no] is (392.0585888385981, 707.2032477011353) min(chi) is -3.56596307067 max(chi) is 3.03673899022 max(chi ** 2) is 12.7160926214 total(chi ** 2) is 426.307401041 Now to test model score... Number of parameters is 4 BIC is 447.97180265 free-variance PSF optimal params are: var_crc(z0=38.443246015166281, mh=-1.2304762228932509, mv=-0.41023808105770715, w=9627.8890429276544, var=10.576171866604554) bic_xy[no] is (392.0585888385981, 707.2032477011353) min(chi) is -2.11576120368 max(chi) is 2.66479992057 max(chi ** 2) is 7.10115861667 total(chi ** 2) is 135.968848089 Now to test model score... Number of parameters is 5 BIC is 163.0493501 Roaming fixed-variance PSF optimal params are: roam_crc(z0=62.20478371908461, mh=-0.89461170007658952, mv=-0.047207706430381025, w=2788.2955985981939, x=6.4940797586599999, y=6.45315748647237) bic_xy[no] is (391.45315748647238, 706.49407975865995) min(chi) is -3.28719654867 max(chi) is 2.30055418235 max(chi ** 2) is 10.8056611496 total(chi ** 2) is 366.468921052 Now to test model score... Number of parameters is 6 BIC is 398.965523466 roaming free PSF optimal params are: gen_crc(z0=26.309397928632798, mh=-0.39010433469971667, mv=0.70312368667194003, w=9210.8862833724961, var=9.8040997311051044, x=6.5537503489483715, y=6.4082070997023219) bic_xy[no] is (391.40820709970234, 706.55375034894837) min(chi) is -1.72234385991 max(chi) is 2.50515380324 max(chi ** 2) is 6.2757955779 total(chi ** 2) is 102.838897371 Now to test model score... Number of parameters is 7 BIC is 140.751600187 LIST IF TUPLES AND BICS: (x, y):i None BIC 1093.8884733 (x, y):i (392.0585888385981, 707.2032477011353) BIC 447.97180265 (x, y):i (392.0585888385981, 707.2032477011353) BIC 163.0493501 (x, y):i (391.45315748647238, 706.49407975865995) BIC 398.965523466 (x, y):i (391.40820709970234, 706.55375034894837) BIC 140.751600187 ################################### ######## RUN NO. 8 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) centre: 513 949 rdls not correct, out of image ################################### ######## RUN NO. 9 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) centre: 512 804 rdls not correct, out of image ################################### ######## RUN NO. 10 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) centre: 597 957 rdls not correct, out of image ################################### ######## RUN NO. 11 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) centre: 725 816 rdls not correct, out of image ################################### ######## RUN NO. 12 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) centre: 754 962 rdls not correct, out of image ################################### ######## RUN NO. 13 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) centre: 761 831 rdls not correct, out of image ################################### ######## RUN NO. 14 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) centre: 783 751 starr is (15, 15) median of starr: 29.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=27.954999999997732, mh=-0.74214285714447825, mv=3.1104761904829754) bic_xy[no] is None min(chi) is -3.89718573428 max(chi) is 10.7023595398 max(chi ** 2) is 114.540499718 total(chi ** 2) is 1438.92342294 Now to test model score... Number of parameters is 3 BIC is 1455.17172415 SKY + fixed PSF optimal params are: ciorc(z0=15.876977891581699, mh=-0.74214292139928051, mv=3.1104761615955909, w=2717.557097594482) bic_xy[no] is (782.7619886047432, 750.7714481048479) min(chi) is -4.73403903062 max(chi) is 7.53810085735 max(chi ** 2) is 56.8229645355 total(chi ** 2) is 760.480290048 Now to test model score... Number of parameters is 4 BIC is 782.144691657 free-variance PSF optimal params are: var_crc(z0=6.8086655200025481, mh=-0.7421428686788939, mv=3.1104762794362228, w=4764.267510889641, var=4.9386954598546113) bic_xy[no] is (782.7619886047432, 750.7714481048479) min(chi) is -4.3563277765 max(chi) is 6.43719002705 max(chi ** 2) is 41.4374154443 total(chi ** 2) is 651.298004089 Now to test model score... Number of parameters is 5 BIC is 678.3785061 Roaming fixed-variance PSF optimal params are: roam_crc(z0=19.700388395071908, mh=-0.46450627001959377, mv=1.6892391665790902, w=3658.5849717260635, x=6.6812625790387132, y=8.6318332533339621) bic_xy[no] is (784.63183325333398, 750.68126257903873) min(chi) is -2.3627709052 max(chi) is 2.6736236997 max(chi ** 2) is 7.14826368762 total(chi ** 2) is 235.423752314 Now to test model score... Number of parameters is 6 BIC is 267.920354727 roaming free PSF optimal params are: gen_crc(z0=17.472279851230333, mh=-0.34334352810843177, mv=1.0418262703677115, w=4994.4783478042327, var=3.6035423447044503, x=6.6638454302587098, y=8.7486184395554538) bic_xy[no] is (784.74861843955546, 750.66384543025868) min(chi) is -2.1222746538 max(chi) is 2.74625647296 max(chi ** 2) is 7.54192461528 total(chi ** 2) is 186.418083311 Now to test model score... Number of parameters is 7 BIC is 224.330786126 LIST IF TUPLES AND BICS: (x, y):i None BIC 1455.17172415 (x, y):i (782.7619886047432, 750.7714481048479) BIC 782.144691657 (x, y):i (782.7619886047432, 750.7714481048479) BIC 678.3785061 (x, y):i (784.63183325333398, 750.68126257903873) BIC 267.920354727 (x, y):i (784.74861843955546, 750.66384543025868) BIC 224.330786126 ################################### ######## RUN NO. 15 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) centre: 894 893 rdls not correct, out of image ################################### ######## RUN NO. 16 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) centre: 524 89 starr is (15, 15) median of starr: 36.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=49.225000000028864, mh=-0.56000000000122296, mv=0.49166666666773967) bic_xy[no] is None min(chi) is -2.94353300267 max(chi) is 10.724459948 max(chi ** 2) is 115.014041177 total(chi ** 2) is 1776.04310581 Now to test model score... Number of parameters is 3 BIC is 1792.29140701 SKY + fixed PSF optimal params are: ciorc(z0=31.873968519350424, mh=-0.55999991900442669, mv=0.49166666632034306, w=3903.9847926781144) bic_xy[no] is (523.7943341212086, 89.28462733394423) min(chi) is -3.46356735159 max(chi) is 3.75145422149 max(chi ** 2) is 14.073408776 total(chi ** 2) is 375.90031603 Now to test model score... Number of parameters is 4 BIC is 397.564717639 free-variance PSF optimal params are: var_crc(z0=21.364951331251323, mh=-0.5599999989071226, mv=0.491666674076151, w=6272.9097733905373, var=4.4838501900339995) bic_xy[no] is (523.7943341212086, 89.28462733394423) min(chi) is -2.44392194601 max(chi) is 2.78663284337 max(chi ** 2) is 7.76532260376 total(chi ** 2) is 220.203526805 Now to test model score... Number of parameters is 5 BIC is 247.284028816 Roaming fixed-variance PSF optimal params are: roam_crc(z0=33.11233761015913, mh=-0.37335751062222172, mv=0.070835957726444451, w=3994.2007841341688, x=6.8037385390169867, y=7.4425207028943579) bic_xy[no] is (524.4425207028944, 88.80373853901699) min(chi) is -3.0081176187 max(chi) is 2.76993429964 max(chi ** 2) is 9.04877160793 total(chi ** 2) is 313.085781732 Now to test model score... Number of parameters is 6 BIC is 345.582384146 roaming free PSF optimal params are: gen_crc(z0=24.844395050108073, mh=-0.360611314962199, mv=-0.17939933076943831, w=6232.5777100183805, var=4.3258731237144943, x=6.8650159641420538, y=7.4544421723969769) bic_xy[no] is (524.45444217239697, 88.86501596414206) min(chi) is -1.70755618239 max(chi) is 2.6340544545 max(chi ** 2) is 6.93824286929 total(chi ** 2) is 171.520244146 Now to test model score... Number of parameters is 7 BIC is 209.432946962 LIST IF TUPLES AND BICS: (x, y):i None BIC 1792.29140701 (x, y):i (523.7943341212086, 89.28462733394423) BIC 397.564717639 (x, y):i (523.7943341212086, 89.28462733394423) BIC 247.284028816 (x, y):i (524.4425207028944, 88.80373853901699) BIC 345.582384146 (x, y):i (524.45444217239697, 88.86501596414206) BIC 209.432946962 ################################### ######## RUN NO. 17 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) centre: 542 -171 rdls not correct, out of image ################################### ######## RUN NO. 18 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) centre: 584 -220 rdls not correct, out of image ################################### ######## RUN NO. 19 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) centre: 628 -44 rdls not correct, out of image ################################### ######## RUN NO. 20 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) centre: 654 -44 rdls not correct, out of image ################################### ######## RUN NO. 21 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) centre: 877 90 starr is (15, 15) median of starr: 58.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=33.537777822982306, mh=1.0299999757296643, mv=3.4290476386406077) bic_xy[no] is None min(chi) is -4.62933691876 max(chi) is 8.96009121923 max(chi ** 2) is 80.2832346569 total(chi ** 2) is 1167.06671504 Now to test model score... Number of parameters is 3 BIC is 1183.31501624 SKY + fixed PSF optimal params are: ciorc(z0=24.734574724486748, mh=1.0300000046015187, mv=3.4290476443511224, w=1980.7220341665545) bic_xy[no] is (877.1759275922071, 90.00262499516907) min(chi) is -4.30889691272 max(chi) is 6.30043673064 max(chi ** 2) is 39.6955029968 total(chi ** 2) is 806.651443384 Now to test model score... Number of parameters is 4 BIC is 828.315844993 free-variance PSF optimal params are: var_crc(z0=-14.593249936018449, mh=1.0300000472068052, mv=3.4290476454085663, w=12118.863743585021, var=15.321335995753739) bic_xy[no] is (877.1759275922071, 90.00262499516907) min(chi) is -3.33344100807 max(chi) is 5.56162907512 max(chi ** 2) is 30.9317179692 total(chi ** 2) is 478.484812081 Now to test model score... Number of parameters is 5 BIC is 505.565314092 Roaming fixed-variance PSF optimal params are: roam_crc(z0=31.440390342398313, mh=0.87450764710851236, mv=1.9899553541278023, w=2983.6867459538134, x=7.2189041872059949, y=9.0265621488182166) bic_xy[no] is (879.02656214881824, 90.218904187205993) min(chi) is -3.30674658753 max(chi) is 2.59404534876 max(chi ** 2) is 10.9345729942 total(chi ** 2) is 375.355830417 Now to test model score... Number of parameters is 6 BIC is 407.85243283 roaming free PSF optimal params are: gen_crc(z0=25.871159755357223, mh=0.62771812601390109, mv=-0.42387472587237507, w=8828.3458951071989, var=8.7274020810956436, x=7.2180565552185092, y=9.1488357420648558) bic_xy[no] is (879.14883574206488, 90.21805655521851) min(chi) is -1.8829931642 max(chi) is 2.68139293979 max(chi ** 2) is 7.18986809756 total(chi ** 2) is 191.610154842 Now to test model score... Number of parameters is 7 BIC is 229.522857657 LIST IF TUPLES AND BICS: (x, y):i None BIC 1183.31501624 (x, y):i (877.1759275922071, 90.00262499516907) BIC 828.315844993 (x, y):i (877.1759275922071, 90.00262499516907) BIC 505.565314092 (x, y):i (879.02656214881824, 90.218904187205993) BIC 407.85243283 (x, y):i (879.14883574206488, 90.21805655521851) BIC 229.522857657 ################################### ######## RUN NO. 22 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) centre: 1005 107 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=19.362778916791783, mh=0.748095055605282, mv=3.0883333531070032) bic_xy[no] is None min(chi) is -3.20049289946 max(chi) is 9.37187517379 max(chi ** 2) is 87.8320442731 total(chi ** 2) is 1030.98113054 Now to test model score... Number of parameters is 3 BIC is 1047.22943175 SKY + fixed PSF optimal params are: ciorc(z0=8.2575914528521963, mh=0.74809524501199143, mv=3.0883333214362851, w=2498.6687473967968) bic_xy[no] is (1004.548718202603, 106.73406142684655) min(chi) is -4.063351892 max(chi) is 5.38396164959 max(chi ** 2) is 28.9870430443 total(chi ** 2) is 457.42825391 Now to test model score... Number of parameters is 4 BIC is 479.092655519 free-variance PSF optimal params are: var_crc(z0=0.82447630167301689, mh=0.74809447914623661, mv=3.0883325476908006, w=4174.8569804148274, var=4.6468158081793041) bic_xy[no] is (1004.548718202603, 106.73406142684655) min(chi) is -3.00579755335 max(chi) is 4.40954375689 max(chi ** 2) is 19.4440761439 total(chi ** 2) is 373.976374323 Now to test model score... Number of parameters is 5 BIC is 401.056876334 Roaming fixed-variance PSF optimal params are: roam_crc(z0=14.717289501099057, mh=0.42372240034791991, mv=2.1426871227487632, w=3045.5573307826999, x=7.4473412813432391, y=8.3042070355300392) bic_xy[no] is (1006.30420703553, 107.44734128134324) min(chi) is -2.1847952325 max(chi) is 2.21841421329 max(chi ** 2) is 4.92136162171 total(chi ** 2) is 191.350263026 Now to test model score... Number of parameters is 6 BIC is 223.846865439 roaming free PSF optimal params are: gen_crc(z0=13.004564947566063, mh=0.32435142465369693, mv=1.7111317981484842, w=4270.4492687503271, var=3.7388014971635628, x=7.4177538647342596, y=8.3600355611762236) bic_xy[no] is (1006.3600355611762, 107.41775386473427) min(chi) is -1.80101277782 max(chi) is 2.30098193788 max(chi ** 2) is 5.29451787845 total(chi ** 2) is 144.177773026 Now to test model score... Number of parameters is 7 BIC is 182.090475841 LIST IF TUPLES AND BICS: (x, y):i None BIC 1047.22943175 (x, y):i (1004.548718202603, 106.73406142684655) BIC 479.092655519 (x, y):i (1004.548718202603, 106.73406142684655) BIC 401.056876334 (x, y):i (1006.30420703553, 107.44734128134324) BIC 223.846865439 (x, y):i (1006.3600355611762, 107.41775386473427) BIC 182.090475841 ################################### ######## RUN NO. 23 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) centre: 1044 45 rdls not correct, out of image ################################### ######## RUN NO. 24 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) centre: 165 -141 rdls not correct, out of image ################################### ######## RUN NO. 25 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) centre: 218 8 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=64.36222222225571, mh=-1.1795238095263789, mv=-0.025238095238148243) bic_xy[no] is None min(chi) is -3.29867518672 max(chi) is 8.93150647007 max(chi ** 2) is 79.7718078249 total(chi ** 2) is 1085.48234189 Now to test model score... Number of parameters is 3 BIC is 1101.7306431 SKY + fixed PSF optimal params are: ciorc(z0=52.48828772442593, mh=-1.1795238062264903, mv=-0.02523809028831572, w=2671.6373070868021) bic_xy[no] is (217.56521029449547, 8.253544371978364) min(chi) is -3.45303405444 max(chi) is 4.87000456923 max(chi ** 2) is 23.7169445043 total(chi ** 2) is 429.773419594 Now to test model score... Number of parameters is 4 BIC is 451.437821203 free-variance PSF optimal params are: var_crc(z0=40.94411633921807, mh=-1.1795237671411898, mv=-0.025237423577284736, w=5286.2329294136034, var=5.7460815833676442) bic_xy[no] is (217.56521029449547, 8.253544371978364) min(chi) is -2.78217301419 max(chi) is 3.72492440925 max(chi ** 2) is 13.8750618547 total(chi ** 2) is 302.377772286 Now to test model score... Number of parameters is 5 BIC is 329.458274297 Roaming fixed-variance PSF optimal params are: roam_crc(z0=43.540792971617627, mh=-0.47833609965635115, mv=0.33010239885979364, w=3020.8071519206787, x=6.0250596320779772, y=6.5059398062948972) bic_xy[no] is (217.50593980629489, 7.0250596320779763) min(chi) is -2.51273616133 max(chi) is 2.23577216573 max(chi ** 2) is 6.31384301645 total(chi ** 2) is 254.886131802 Now to test model score... Number of parameters is 6 BIC is 287.382734215 roaming free PSF optimal params are: gen_crc(z0=31.160908662650122, mh=-0.0086267465247175171, mv=0.44039860918712848, w=4900.728262520609, var=4.5704758765799056, x=5.9872307827771571, y=6.5979686889890532) bic_xy[no] is (217.59796868898906, 6.9872307827771571) min(chi) is -2.12897823609 max(chi) is 2.5747475816 max(chi ** 2) is 6.62932510898 total(chi ** 2) is 179.099962892 Now to test model score... Number of parameters is 7 BIC is 217.012665707 LIST IF TUPLES AND BICS: (x, y):i None BIC 1101.7306431 (x, y):i (217.56521029449547, 8.253544371978364) BIC 451.437821203 (x, y):i (217.56521029449547, 8.253544371978364) BIC 329.458274297 (x, y):i (217.50593980629489, 7.0250596320779763) BIC 287.382734215 (x, y):i (217.59796868898906, 6.9872307827771571) BIC 217.012665707 ################################### ######## RUN NO. 26 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) centre: 296 66 starr is (15, 15) median of starr: 92.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=116.04444444449683, mh=-2.1771428571475999, mv=-0.60952380952513641) bic_xy[no] is None min(chi) is -5.61641927533 max(chi) is 7.30952943304 max(chi ** 2) is 53.4292205324 total(chi ** 2) is 1063.95291461 Now to test model score... Number of parameters is 3 BIC is 1080.20121582 SKY + fixed PSF optimal params are: ciorc(z0=105.48143700538805, mh=-2.1771428642411812, mv=-0.60952380952513752, w=2376.6783527505227) bic_xy[no] is (295.99611553463365, 65.98458420584495) min(chi) is -5.04068442056 max(chi) is 4.23730464358 max(chi ** 2) is 25.4084994276 total(chi ** 2) is 545.037105874 Now to test model score... Number of parameters is 4 BIC is 566.701507483 free-variance PSF optimal params are: var_crc(z0=41.067832788605472, mh=-2.1771428237654393, mv=-0.60952379685243785, w=21298.93838743486, var=22.109477889143182) bic_xy[no] is (295.99611553463365, 65.98458420584495) min(chi) is -2.45712474878 max(chi) is 3.7621767866 max(chi ** 2) is 14.1539741737 total(chi ** 2) is 196.721789554 Now to test model score... Number of parameters is 5 BIC is 223.802291565 Roaming fixed-variance PSF optimal params are: roam_crc(z0=100.9434088976341, mh=-1.5316799692415346, mv=-0.72382722630758178, w=2561.1737846520873, x=5.9414726865533947, y=7.1874462393710985) bic_xy[no] is (296.18744623937107, 64.941472686553396) min(chi) is -4.7933400355 max(chi) is 2.62385147283 max(chi ** 2) is 22.9761086959 total(chi ** 2) is 466.706191557 Now to test model score... Number of parameters is 6 BIC is 499.20279397 roaming free PSF optimal params are: gen_crc(z0=29.136781292418167, mh=1.2107682430438027, mv=-1.5106849175516726, w=19149.097339992, var=19.357355543088456, x=5.5905993039790909, y=7.3718524949497324) bic_xy[no] is (296.37185249494974, 64.59059930397909) min(chi) is -2.86504977368 max(chi) is 2.99285664431 max(chi ** 2) is 8.95719089338 total(chi ** 2) is 157.751167959 Now to test model score... Number of parameters is 7 BIC is 195.663870774 LIST IF TUPLES AND BICS: (x, y):i None BIC 1080.20121582 (x, y):i (295.99611553463365, 65.98458420584495) BIC 566.701507483 (x, y):i (295.99611553463365, 65.98458420584495) BIC 223.802291565 (x, y):i (296.18744623937107, 64.941472686553396) BIC 499.20279397 (x, y):i (296.37185249494974, 64.59059930397909) BIC 195.663870774 ################################### ######## RUN NO. 27 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) centre: 408 -107 rdls not correct, out of image ################################### ######## RUN NO. 28 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) centre: 476 117 starr is (15, 15) median of starr: 28.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=41.615555555585246, mh=-0.657142857144288, mv=0.92476190476392151) bic_xy[no] is None min(chi) is -2.84776456685 max(chi) is 10.9329235955 max(chi ** 2) is 119.528818345 total(chi ** 2) is 1911.66075728 Now to test model score... Number of parameters is 3 BIC is 1927.90905849 SKY + fixed PSF optimal params are: ciorc(z0=23.994152830226746, mh=-0.65714292559214582, mv=0.92476189164042, w=3964.8186056543927) bic_xy[no] is (475.9867644325762, 116.82082311186682) min(chi) is -4.48689333735 max(chi) is 5.75408109018 max(chi ** 2) is 33.1094491924 total(chi ** 2) is 467.542565364 Now to test model score... Number of parameters is 4 BIC is 489.206966973 free-variance PSF optimal params are: var_crc(z0=15.946137542054874, mh=-0.65714282562161253, mv=0.92476183054027528, w=5777.1849086551683, var=3.9437465117105814) bic_xy[no] is (475.9867644325762, 116.82082311186682) min(chi) is -3.24475874047 max(chi) is 4.48330371574 max(chi ** 2) is 20.1000122075 total(chi ** 2) is 351.39132308 Now to test model score... Number of parameters is 5 BIC is 378.471825091 Roaming fixed-variance PSF optimal params are: roam_crc(z0=23.056530892408329, mh=-0.073852119579934469, mv=0.3037602076893699, w=4235.1874242074546, x=6.4215437447456551, y=7.6158549201655532) bic_xy[no] is (476.61585492016553, 116.42154374474566) min(chi) is -4.23676056974 max(chi) is 2.90686606536 max(chi ** 2) is 17.9501401253 total(chi ** 2) is 272.928525767 Now to test model score... Number of parameters is 6 BIC is 305.425128181 roaming free PSF optimal params are: gen_crc(z0=16.132180088347372, mh=0.16198668636170613, mv=-0.032240744109282911, w=5952.9757278091492, var=3.7354152014762847, x=6.4208730032962809, y=7.6766781240894604) bic_xy[no] is (476.67667812408945, 116.42087300329628) min(chi) is -2.27694416164 max(chi) is 1.83604409602 max(chi ** 2) is 5.18447471522 total(chi ** 2) is 156.244817587 Now to test model score... Number of parameters is 7 BIC is 194.157520403 LIST IF TUPLES AND BICS: (x, y):i None BIC 1927.90905849 (x, y):i (475.9867644325762, 116.82082311186682) BIC 489.206966973 (x, y):i (475.9867644325762, 116.82082311186682) BIC 378.471825091 (x, y):i (476.61585492016553, 116.42154374474566) BIC 305.425128181 (x, y):i (476.67667812408945, 116.42087300329628) BIC 194.157520403 ################################### ######## RUN NO. 29 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) centre: 512 338 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=127.69722222222373, mh=0.57190476190601014, mv=0.27261904761964306) bic_xy[no] is None min(chi) is -1.43765989163 max(chi) is 4.76323710204 max(chi ** 2) is 22.6884276902 total(chi ** 2) is 320.688469255 Now to test model score... Number of parameters is 3 BIC is 336.936770462 SKY + fixed PSF optimal params are: ciorc(z0=120.38795806469689, mh=0.57190474207009556, mv=0.27261897282611008, w=1644.5857764183033) bic_xy[no] is (511.6429241413226, 338.2671243721659) min(chi) is -1.17895410841 max(chi) is 1.60990619357 max(chi ** 2) is 2.5917979521 total(chi ** 2) is 72.2212186956 Now to test model score... Number of parameters is 4 BIC is 93.8856203045 free-variance PSF optimal params are: var_crc(z0=112.68266284108931, mh=0.57190479285886098, mv=0.27261906415526221, w=3392.743145438284, var=6.0474510127729069) bic_xy[no] is (511.6429241413226, 338.2671243721659) min(chi) is -0.714467962415 max(chi) is 0.795836373548 max(chi ** 2) is 0.633355533461 total(chi ** 2) is 21.4109303135 Now to test model score... Number of parameters is 5 BIC is 48.4914323245 Roaming fixed-variance PSF optimal params are: roam_crc(z0=120.27434045926546, mh=0.66431418897473249, mv=0.18774576821775127, w=1658.280554641965, x=6.7659476940827252, y=7.2149645481358764) bic_xy[no] is (512.21496454813587, 337.76594769408274) min(chi) is -1.08655200401 max(chi) is 1.30170112227 max(chi ** 2) is 1.69442581173 total(chi ** 2) is 68.262333215 Now to test model score... Number of parameters is 6 BIC is 100.758935628 roaming free PSF optimal params are: gen_crc(z0=112.38026453912865, mh=0.77187147016736302, mv=0.13466965254808969, w=3362.1136408547709, var=5.9283152407048574, x=6.7438879880383427, y=7.1766577041810775) bic_xy[no] is (512.17665770418103, 337.74388798803835) min(chi) is -0.7065610491 max(chi) is 0.804353565905 max(chi ** 2) is 0.646984658984 total(chi ** 2) is 18.7223037225 Now to test model score... Number of parameters is 7 BIC is 56.635006538 LIST IF TUPLES AND BICS: (x, y):i None BIC 336.936770462 (x, y):i (511.6429241413226, 338.2671243721659) BIC 93.8856203045 (x, y):i (511.6429241413226, 338.2671243721659) BIC 48.4914323245 (x, y):i (512.21496454813587, 337.76594769408274) BIC 100.758935628 (x, y):i (512.17665770418103, 337.74388798803835) BIC 56.635006538 ################################### ######## RUN NO. 30 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) centre: 524 377 starr is (15, 15) median of starr: 174.0 max of starr: 224.0 SKY ONLY optimal params are: skyp(z0=184.04166666668854, mh=1.7340476190514045, mv=-2.8904761904824974) bic_xy[no] is None min(chi) is -1.74642539198 max(chi) is 1.13826835579 max(chi ** 2) is 3.05000164976 total(chi ** 2) is 100.869454988 Now to test model score... Number of parameters is 3 BIC is 117.117756195 SKY + fixed PSF optimal params are: ciorc(z0=182.48136720856311, mh=1.7340476387019399, mv=-2.8904761943084707, w=351.06760758659067) bic_xy[no] is (523.6377676543942, 376.5516604049394) min(chi) is -1.6613815456 max(chi) is 1.22331146922 max(chi ** 2) is 2.76018864008 total(chi ** 2) is 89.5470791214 Now to test model score... Number of parameters is 4 BIC is 111.21148073 free-variance PSF optimal params are: var_crc(z0=169.56966639456195, mh=1.7340477071682905, mv=-2.8904761871982929, w=4358.1757294935196, var=25.342342448753044) bic_xy[no] is (523.6377676543942, 376.5516604049394) min(chi) is -1.17340338552 max(chi) is 1.51329401704 max(chi ** 2) is 2.290058782 total(chi ** 2) is 75.7031168995 Now to test model score... Number of parameters is 5 BIC is 102.783618911 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.87583041987745, mh=1.9254840514237985, mv=-3.3604611188754805, w=482.03147504881719, x=5.3106963630546407, y=11.196441488423991) bic_xy[no] is (528.19644148842394, 375.31069636305466) min(chi) is -1.73738651659 max(chi) is 1.03253093228 max(chi ** 2) is 3.01851190803 total(chi ** 2) is 82.6764264205 Now to test model score... Number of parameters is 6 BIC is 115.173028834 roaming free PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1600. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: gen_crc(z0=-818.94872369603456, mh=15.951036076869469, mv=-39.339199360153799, w=12785688.049166277, var=982.72481597353783, x=-5.1564649720789806, y=38.265283767944709) bic_xy[no] is (555.26528376794477, 364.84353502792101) min(chi) is -0.377113794277 max(chi) is 0.769274285044 max(chi ** 2) is 0.59178292563 total(chi ** 2) is 6.64984146318 Now to test model score... Number of parameters is 7 BIC is 44.5625442786 LIST IF TUPLES AND BICS: (x, y):i None BIC 117.117756195 (x, y):i (523.6377676543942, 376.5516604049394) BIC 111.21148073 (x, y):i (523.6377676543942, 376.5516604049394) BIC 102.783618911 (x, y):i (528.19644148842394, 375.31069636305466) BIC 115.173028834 (x, y):i (555.26528376794477, 364.84353502792101) BIC 44.5625442786 ################################### ######## RUN NO. 31 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) centre: 530 375 starr is (15, 15) median of starr: 154.0 max of starr: 194.0 SKY ONLY optimal params are: skyp(z0=166.70944444447215, mh=1.2611904761932275, mv=-2.5009523809578353) bic_xy[no] is None min(chi) is -1.40128873628 max(chi) is 0.856041513641 max(chi ** 2) is 1.96361012242 total(chi ** 2) is 56.5762044153 Now to test model score... Number of parameters is 3 BIC is 72.8245056219 SKY + fixed PSF optimal params are: ciorc(z0=165.30027180167156, mh=1.2611904786846784, mv=-2.5009523824747255, w=317.06407289786114) bic_xy[no] is (529.9055922856467, 374.99638772323374) min(chi) is -1.32448203028 max(chi) is 0.876860890608 max(chi ** 2) is 1.75425264853 total(chi ** 2) is 47.3409234923 Now to test model score... Number of parameters is 4 BIC is 69.0053251011 free-variance PSF optimal params are: var_crc(z0=155.96299870133095, mh=1.261190472337685, mv=-2.5009523805158818, w=2992.896509848395, var=21.017384894958159) bic_xy[no] is (529.9055922856467, 374.99638772323374) min(chi) is -0.935575299837 max(chi) is 1.07495951045 max(chi ** 2) is 1.15553794911 total(chi ** 2) is 37.0427262592 Now to test model score... Number of parameters is 5 BIC is 64.1232282702 Roaming fixed-variance PSF optimal params are: roam_crc(z0=162.77840929570547, mh=1.1111713768368474, mv=-2.062648019553508, w=437.38612820360044, x=8.4639643321672366, y=2.6614949003877024) bic_xy[no] is (525.66149490038765, 376.46396433216722) min(chi) is -1.18702840123 max(chi) is 0.897339798378 max(chi ** 2) is 1.40903642533 total(chi ** 2) is 41.6197663337 Now to test model score... Number of parameters is 6 BIC is 74.116368747 roaming free PSF optimal params are: gen_crc(z0=-244.91487624867204, mh=-3.6826197452299052, mv=14.059662361112077, w=1316410.7918957323, var=364.70215362483077, x=12.575076892723517, y=-11.839220810896352) bic_xy[no] is (511.16077918910366, 380.57507689272353) min(chi) is -0.47479195472 max(chi) is 0.535600607484 max(chi ** 2) is 0.286868010737 total(chi ** 2) is 8.83182126665 Now to test model score... Number of parameters is 7 BIC is 46.7445240821 LIST IF TUPLES AND BICS: (x, y):i None BIC 72.8245056219 (x, y):i (529.9055922856467, 374.99638772323374) BIC 69.0053251011 (x, y):i (529.9055922856467, 374.99638772323374) BIC 64.1232282702 (x, y):i (525.66149490038765, 376.46396433216722) BIC 74.116368747 (x, y):i (511.16077918910366, 380.57507689272353) BIC 46.7445240821 ################################### ######## RUN NO. 32 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) centre: 630 599 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=195.15055555555585, mh=-0.79119047619220029, mv=1.3214285714314544) bic_xy[no] is None min(chi) is -2.10664171557 max(chi) is 2.92186949815 max(chi ** 2) is 8.53732136421 total(chi ** 2) is 268.777002707 Now to test model score... Number of parameters is 3 BIC is 285.025303914 SKY + fixed PSF optimal params are: ciorc(z0=189.59256209987356, mh=-0.79119046879754729, mv=1.3214285432560355, w=1250.5494660222189) bic_xy[no] is (630.2769168254368, 599.1242953110493) min(chi) is -1.80370424245 max(chi) is 1.82699657953 max(chi ** 2) is 3.33791650161 total(chi ** 2) is 125.109731213 Now to test model score... Number of parameters is 4 BIC is 146.774132822 free-variance PSF optimal params are: var_crc(z0=163.88769908750535, mh=-0.79119048879478393, mv=1.3214285667643406, w=8039.4431625155039, var=16.555238634949717) bic_xy[no] is (630.2769168254368, 599.1242953110493) min(chi) is -0.628322891291 max(chi) is 0.790948505321 max(chi ** 2) is 0.625599538069 total(chi ** 2) is 15.2868670557 Now to test model score... Number of parameters is 5 BIC is 42.3673690667 Roaming fixed-variance PSF optimal params are: roam_crc(z0=190.46326442832742, mh=-0.6964619074210332, mv=1.0669274118607583, w=1306.2868890234429, x=6.695421723179269, y=7.818300628466071) bic_xy[no] is (630.81830062846609, 598.69542172317927) min(chi) is -2.06994863305 max(chi) is 1.22148196754 max(chi ** 2) is 4.28468734347 total(chi ** 2) is 112.937735343 Now to test model score... Number of parameters is 6 BIC is 145.434337756 roaming free PSF optimal params are: gen_crc(z0=170.32353928559357, mh=-0.33260771111686321, mv=0.1080766632434135, w=7653.7116372837063, var=15.29063125703872, x=6.6172043401600611, y=8.0178038478380884) bic_xy[no] is (631.01780384783808, 598.61720434016001) min(chi) is -0.452657137337 max(chi) is 0.525274835429 max(chi ** 2) is 0.275913652735 total(chi ** 2) is 5.50835765013 Now to test model score... Number of parameters is 7 BIC is 43.4210604656 LIST IF TUPLES AND BICS: (x, y):i None BIC 285.025303914 (x, y):i (630.2769168254368, 599.1242953110493) BIC 146.774132822 (x, y):i (630.2769168254368, 599.1242953110493) BIC 42.3673690667 (x, y):i (630.81830062846609, 598.69542172317927) BIC 145.434337756 (x, y):i (631.01780384783808, 598.61720434016001) BIC 43.4210604656 ################################### ######## RUN NO. 33 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) centre: 647 433 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=89.713888888894814, mh=0.15357142857176348, mv=0.74571428571591192) bic_xy[no] is None min(chi) is -3.30071262894 max(chi) is 7.69855544914 max(chi ** 2) is 59.2677560035 total(chi ** 2) is 666.164839776 Now to test model score... Number of parameters is 3 BIC is 682.413140982 SKY + fixed PSF optimal params are: ciorc(z0=79.649394319908495, mh=0.1535716334587523, mv=0.74571428655247196, w=2264.5125942630839) bic_xy[no] is (646.9981159069375, 433.4744073506214) min(chi) is -3.13195612864 max(chi) is 2.60051194514 max(chi ** 2) is 9.80914919174 total(chi ** 2) is 195.073007352 Now to test model score... Number of parameters is 4 BIC is 216.737408961 free-variance PSF optimal params are: var_crc(z0=72.183330509014681, mh=0.1535714118478286, mv=0.74571427140466184, w=3950.3268339814463, var=5.0371044598691999) bic_xy[no] is (646.9981159069375, 433.4744073506214) min(chi) is -2.55632150212 max(chi) is 2.49381584107 max(chi ** 2) is 6.53477962222 total(chi ** 2) is 139.193142917 Now to test model score... Number of parameters is 5 BIC is 166.273644928 Roaming fixed-variance PSF optimal params are: roam_crc(z0=83.073568752361453, mh=0.050998307966109567, mv=0.22011636004924942, w=2483.4515192571062, x=7.1734742682118462, y=7.8889178982398507) bic_xy[no] is (647.88891789823981, 433.17347426821186) min(chi) is -2.48809476062 max(chi) is 1.3877104689 max(chi ** 2) is 6.19061553785 total(chi ** 2) is 103.154330832 Now to test model score... Number of parameters is 6 BIC is 135.650933246 roaming free PSF optimal params are: gen_crc(z0=80.194090592197583, mh=-0.083825826223769037, mv=-0.18618733897856687, w=3989.4568574239088, var=4.5386293653951224, x=7.2516428024284316, y=7.9896452881881039) bic_xy[no] is (647.98964528818806, 433.25164280242842) min(chi) is -1.94355616663 max(chi) is 1.14353033311 max(chi ** 2) is 3.77741057286 total(chi ** 2) is 58.2193788589 Now to test model score... Number of parameters is 7 BIC is 96.1320816743 LIST IF TUPLES AND BICS: (x, y):i None BIC 682.413140982 (x, y):i (646.9981159069375, 433.4744073506214) BIC 216.737408961 (x, y):i (646.9981159069375, 433.4744073506214) BIC 166.273644928 (x, y):i (647.88891789823981, 433.17347426821186) BIC 135.650933246 (x, y):i (647.98964528818806, 433.25164280242842) BIC 96.1320816743 ################################### ######## RUN NO. 34 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) centre: 689 441 starr is (15, 15) median of starr: 57.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=73.449444444480321, mh=-0.78452380952551903, mv=-0.34190476190550817) bic_xy[no] is None min(chi) is -2.675196239 max(chi) is 9.03567124421 max(chi ** 2) is 81.6433548334 total(chi ** 2) is 819.908378259 Now to test model score... Number of parameters is 3 BIC is 836.156679466 SKY + fixed PSF optimal params are: ciorc(z0=62.811302497775941, mh=-0.78452381911105162, mv=-0.34190485309291091, w=2393.5838315655342) bic_xy[no] is (689.0691209211894, 440.6156628556782) min(chi) is -3.54514884529 max(chi) is 4.09388034506 max(chi ** 2) is 16.7598562797 total(chi ** 2) is 293.584130408 Now to test model score... Number of parameters is 4 BIC is 315.248532017 free-variance PSF optimal params are: var_crc(z0=58.006020018194434, mh=-0.7845238194362697, mv=-0.34190477590526919, w=3475.7185280767862, var=3.9469072089581299) bic_xy[no] is (689.0691209211894, 440.6156628556782) min(chi) is -3.29561080024 max(chi) is 3.46924241352 max(chi ** 2) is 12.0356429238 total(chi ** 2) is 255.737717261 Now to test model score... Number of parameters is 5 BIC is 282.818219273 Roaming fixed-variance PSF optimal params are: roam_crc(z0=62.154380897301586, mh=-0.32183060361618171, mv=-0.97731904149870374, w=2813.4427496354192, x=6.3092580085929297, y=7.9486043278363638) bic_xy[no] is (689.94860432783639, 440.30925800859291) min(chi) is -1.92107706558 max(chi) is 1.7574589149 max(chi ** 2) is 3.69053709191 total(chi ** 2) is 100.452301709 Now to test model score... Number of parameters is 6 BIC is 132.948904122 roaming free PSF optimal params are: gen_crc(z0=59.973274480555489, mh=-0.22298091221379027, mv=-1.1525137268666892, w=3424.859148223044, var=3.0775800582998256, x=6.3109769873797248, y=7.9948045125549996) bic_xy[no] is (689.99480451255499, 440.31097698737972) min(chi) is -1.7736458003 max(chi) is 1.40612449399 max(chi ** 2) is 3.14581942492 total(chi ** 2) is 85.8500917009 Now to test model score... Number of parameters is 7 BIC is 123.762794516 LIST IF TUPLES AND BICS: (x, y):i None BIC 836.156679466 (x, y):i (689.0691209211894, 440.6156628556782) BIC 315.248532017 (x, y):i (689.0691209211894, 440.6156628556782) BIC 282.818219273 (x, y):i (689.94860432783639, 440.30925800859291) BIC 132.948904122 (x, y):i (689.99480451255499, 440.31097698737972) BIC 123.762794516 ################################### ######## RUN NO. 35 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) centre: 693 231 starr is (15, 15) median of starr: 42.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=30.460555587136675, mh=1.4359524019549259, mv=1.9452380683849275) bic_xy[no] is None min(chi) is -3.92725854712 max(chi) is 9.04376045414 max(chi ** 2) is 81.7896031519 total(chi ** 2) is 1173.73699724 Now to test model score... Number of parameters is 3 BIC is 1189.98529845 SKY + fixed PSF optimal params are: ciorc(z0=18.076791009816596, mh=1.4359523633737947, mv=1.9452380988825038, w=2786.3490630826823) bic_xy[no] is (692.7062982955233, 231.48794250323422) min(chi) is -3.95815809275 max(chi) is 3.77069847836 max(chi ** 2) is 15.6670154872 total(chi ** 2) is 460.511046136 Now to test model score... Number of parameters is 4 BIC is 482.175447745 free-variance PSF optimal params are: var_crc(z0=2.0090252639275001, mh=1.4359522242343441, mv=1.9452379383903118, w=6450.1881353407789, var=6.787577812744348) bic_xy[no] is (692.7062982955233, 231.48794250323422) min(chi) is -2.77000312648 max(chi) is 3.18397407278 max(chi ** 2) is 10.1376908961 total(chi ** 2) is 265.857451499 Now to test model score... Number of parameters is 5 BIC is 292.93795351 Roaming fixed-variance PSF optimal params are: roam_crc(z0=23.90692470979673, mh=1.1144127612916348, mv=1.2286674809162745, w=3109.6077005787124, x=7.4342966617524358, y=7.9678762421544223) bic_xy[no] is (693.96787624215438, 231.43429666175243) min(chi) is -2.84886238303 max(chi) is 2.61875135051 max(chi ** 2) is 8.11601687743 total(chi ** 2) is 293.11688545 Now to test model score... Number of parameters is 6 BIC is 325.613487863 roaming free PSF optimal params are: gen_crc(z0=18.131958875941297, mh=0.72758574681774746, mv=0.40652374811043035, w=6353.9643482040501, var=5.9473557744065673, x=7.4816997450745744, y=8.0500931179987454) bic_xy[no] is (694.0500931179987, 231.48169974507456) min(chi) is -1.9722997718 max(chi) is 2.02657080518 max(chi ** 2) is 4.10698922839 total(chi ** 2) is 131.098434168 Now to test model score... Number of parameters is 7 BIC is 169.011136984 LIST IF TUPLES AND BICS: (x, y):i None BIC 1189.98529845 (x, y):i (692.7062982955233, 231.48794250323422) BIC 482.175447745 (x, y):i (692.7062982955233, 231.48794250323422) BIC 292.93795351 (x, y):i (693.96787624215438, 231.43429666175243) BIC 325.613487863 (x, y):i (694.0500931179987, 231.48169974507456) BIC 169.011136984 ################################### ######## RUN NO. 36 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) centre: 748 423 starr is (15, 15) median of starr: 46.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=32.944999999971515, mh=1.3833333333363491, mv=2.3102380952431343) bic_xy[no] is None min(chi) is -4.45059137734 max(chi) is 10.0940857075 max(chi ** 2) is 101.890566271 total(chi ** 2) is 1545.64888039 Now to test model score... Number of parameters is 3 BIC is 1561.89718159 SKY + fixed PSF optimal params are: ciorc(z0=20.313533553886138, mh=1.3833333776535552, mv=2.3102381225927076, w=2842.0818985797077) bic_xy[no] is (748.1639146753603, 423.20307512505815) min(chi) is -4.7874571706 max(chi) is 7.61396765406 max(chi ** 2) is 57.972503437 total(chi ** 2) is 803.6055452 Now to test model score... Number of parameters is 4 BIC is 825.269946809 free-variance PSF optimal params are: var_crc(z0=7.4582454992724037, mh=1.383333332560307, mv=2.3102381126224247, w=5755.5012296658197, var=5.8705674737126348) bic_xy[no] is (748.1639146753603, 423.20307512505815) min(chi) is -4.72438931373 max(chi) is 5.92787380094 max(chi ** 2) is 35.1396877999 total(chi ** 2) is 645.894212259 Now to test model score... Number of parameters is 5 BIC is 672.97471427 Roaming fixed-variance PSF optimal params are: roam_crc(z0=25.915079214616661, mh=1.4219475504810588, mv=0.89798584462399544, w=3745.3245302626069, x=6.9566963663122756, y=8.5839362588982411) bic_xy[no] is (749.58393625889823, 422.95669636631226) min(chi) is -3.13647849001 max(chi) is 2.86030789398 max(chi ** 2) is 9.83749731826 total(chi ** 2) is 281.891911186 Now to test model score... Number of parameters is 6 BIC is 314.388513599 roaming free PSF optimal params are: gen_crc(z0=22.926366575358379, mh=1.4845508722600016, mv=0.32924189387304631, w=5220.2934768655869, var=3.6978844877758834, x=6.9183695750925027, y=8.6017927353506138) bic_xy[no] is (749.60179273535061, 422.91836957509253) min(chi) is -2.47039981147 max(chi) is 3.07563692642 max(chi ** 2) is 9.45954250315 total(chi ** 2) is 211.618429978 Now to test model score... Number of parameters is 7 BIC is 249.531132793 LIST IF TUPLES AND BICS: (x, y):i None BIC 1561.89718159 (x, y):i (748.1639146753603, 423.20307512505815) BIC 825.269946809 (x, y):i (748.1639146753603, 423.20307512505815) BIC 672.97471427 (x, y):i (749.58393625889823, 422.95669636631226) BIC 314.388513599 (x, y):i (749.60179273535061, 422.91836957509253) BIC 249.531132793 ################################### ######## RUN NO. 37 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) centre: 742 136 starr is (15, 15) median of starr: 63.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=48.544444369155443, mh=0.39357140626137699, mv=2.8797619376427437) bic_xy[no] is None min(chi) is -4.7012962829 max(chi) is 8.66932096213 max(chi ** 2) is 75.1571259444 total(chi ** 2) is 1381.67976772 Now to test model score... Number of parameters is 3 BIC is 1397.92806893 SKY + fixed PSF optimal params are: ciorc(z0=35.463062549822411, mh=0.39357134876718308, mv=2.8797618735960371, w=2943.313256104444) bic_xy[no] is (741.7899005381786, 135.6519866001148) min(chi) is -4.1536827437 max(chi) is 4.89021191384 max(chi ** 2) is 23.9141725622 total(chi ** 2) is 585.833716257 Now to test model score... Number of parameters is 4 BIC is 607.498117866 free-variance PSF optimal params are: var_crc(z0=10.900733953360069, mh=0.39357155484980016, mv=2.8797619634268288, w=8662.2061198490974, var=8.8193779504895637) bic_xy[no] is (741.7899005381786, 135.6519866001148) min(chi) is -2.71833580072 max(chi) is 3.54748849269 max(chi ** 2) is 12.5846746058 total(chi ** 2) is 318.814499796 Now to test model score... Number of parameters is 5 BIC is 345.895001807 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.986146806692695, mh=0.65159542484474708, mv=2.0355090104640521, w=3298.9509860070757, x=6.671495213506172, y=8.0748982019500861) bic_xy[no] is (743.07489820195008, 135.67149521350618) min(chi) is -3.50480142223 max(chi) is 2.59346959504 max(chi ** 2) is 12.2836330093 total(chi ** 2) is 391.614179229 Now to test model score... Number of parameters is 6 BIC is 424.110781642 roaming free PSF optimal params are: gen_crc(z0=18.606399597035129, mh=1.591001299512661, mv=0.43175861771342605, w=8920.8746865248904, var=8.0730218767959254, x=6.3815107099641599, y=8.273895459850376) bic_xy[no] is (743.27389545985034, 135.38151070996415) min(chi) is -2.01722958035 max(chi) is 2.09153176664 max(chi ** 2) is 4.37450513088 total(chi ** 2) is 147.302434159 Now to test model score... Number of parameters is 7 BIC is 185.215136975 LIST IF TUPLES AND BICS: (x, y):i None BIC 1397.92806893 (x, y):i (741.7899005381786, 135.6519866001148) BIC 607.498117866 (x, y):i (741.7899005381786, 135.6519866001148) BIC 345.895001807 (x, y):i (743.07489820195008, 135.67149521350618) BIC 424.110781642 (x, y):i (743.27389545985034, 135.38151070996415) BIC 185.215136975 ################################### ######## RUN NO. 38 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) centre: 953 658 starr is (15, 15) median of starr: 76.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=33.715000447024444, mh=2.6369046953290032, mv=5.9333333372581212) bic_xy[no] is None min(chi) is -7.83225229756 max(chi) is 8.17555484182 max(chi ** 2) is 66.8396969717 total(chi ** 2) is 2560.10245034 Now to test model score... Number of parameters is 3 BIC is 2576.35075155 SKY + fixed PSF optimal params are: ciorc(z0=18.859647656509967, mh=2.6369047109197159, mv=5.9333333516822258, w=3342.4567217794483) bic_xy[no] is (952.9320315603127, 658.4968344076824) min(chi) is -7.02256394044 max(chi) is 7.62633452535 max(chi ** 2) is 58.1609782925 total(chi ** 2) is 1533.77089737 Now to test model score... Number of parameters is 4 BIC is 1555.43529898 free-variance PSF optimal params are: var_crc(z0=-45.846252334154876, mh=2.6369047925084703, mv=5.9333333253868723, w=19922.813173616247, var=14.992451354579394) bic_xy[no] is (952.9320315603127, 658.4968344076824) min(chi) is -3.93463775208 max(chi) is 4.52839060672 max(chi ** 2) is 20.5063214871 total(chi ** 2) is 605.806553725 Now to test model score... Number of parameters is 5 BIC is 632.887055736 Roaming fixed-variance PSF optimal params are: roam_crc(z0=31.324334354858188, mh=1.9614645255068708, mv=4.3730674796764379, w=4059.276351437114, x=7.6988941190466074, y=8.6146196999180269) bic_xy[no] is (954.61461969991808, 658.6988941190466) min(chi) is -6.19422811096 max(chi) is 4.8567515577 max(chi ** 2) is 38.3684618906 total(chi ** 2) is 1082.40806761 Now to test model score... Number of parameters is 6 BIC is 1114.90467002 roaming free PSF optimal params are: gen_crc(z0=19.751087129139666, mh=0.42309235397902389, mv=0.023796004913117091, w=17149.214895024961, var=10.978943673817197, x=7.681676964675205, y=8.8545416522456897) bic_xy[no] is (954.85454165224564, 658.68167696467526) min(chi) is -2.00992860446 max(chi) is 1.84916119998 max(chi ** 2) is 4.03981299503 total(chi ** 2) is 137.665587579 Now to test model score... Number of parameters is 7 BIC is 175.578290395 LIST IF TUPLES AND BICS: (x, y):i None BIC 2576.35075155 (x, y):i (952.9320315603127, 658.4968344076824) BIC 1555.43529898 (x, y):i (952.9320315603127, 658.4968344076824) BIC 632.887055736 (x, y):i (954.61461969991808, 658.6988941190466) BIC 1114.90467002 (x, y):i (954.85454165224564, 658.68167696467526) BIC 175.578290395 ################################### ######## RUN NO. 39 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) centre: 991 610 starr is (15, 15) median of starr: 29.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=25.749444444437351, mh=-0.093333333333537813, mv=1.6478571428607378) bic_xy[no] is None min(chi) is -2.64054674394 max(chi) is 8.23930386093 max(chi ** 2) is 67.8861281127 total(chi ** 2) is 711.206627768 Now to test model score... Number of parameters is 3 BIC is 727.454928975 SKY + fixed PSF optimal params are: ciorc(z0=18.956786501715406, mh=-0.093333336685009025, mv=1.6478571308911962, w=1528.349113719044) bic_xy[no] is (991.2901443515917, 609.6454666953832) min(chi) is -3.13953418983 max(chi) is 6.66978677247 max(chi ** 2) is 44.4860555902 total(chi ** 2) is 496.620709221 Now to test model score... Number of parameters is 4 BIC is 518.28511083 free-variance PSF optimal params are: var_crc(z0=4.8159875073579839, mh=-0.093333243748048078, mv=1.647857154232675, w=4822.368984149316, var=8.9367916532547511) bic_xy[no] is (991.2901443515917, 609.6454666953832) min(chi) is -3.16467870758 max(chi) is 5.84158205719 max(chi ** 2) is 34.1240809308 total(chi ** 2) is 389.362001424 Now to test model score... Number of parameters is 5 BIC is 416.442503435 Roaming fixed-variance PSF optimal params are: roam_crc(z0=25.741724485033146, mh=-0.50912660532435516, mv=0.43928831401661461, w=2560.3430604896002, x=7.6821457765104153, y=8.9832729803460438) bic_xy[no] is (992.9832729803461, 610.68214577651042) min(chi) is -1.62906235989 max(chi) is 2.11792422628 max(chi ** 2) is 4.48560302826 total(chi ** 2) is 129.356552708 Now to test model score... Number of parameters is 6 BIC is 161.853155121 roaming free PSF optimal params are: gen_crc(z0=25.768604418582196, mh=-0.59588931049084892, mv=0.17798186533106888, w=3104.5103405917048, var=3.0398658714451003, x=7.6806483226650331, y=8.9941854213746613) bic_xy[no] is (992.99418542137471, 610.68064832266498) min(chi) is -1.46885206646 max(chi) is 1.99617829507 max(chi ** 2) is 3.9847277857 total(chi ** 2) is 118.85324349 Now to test model score... Number of parameters is 7 BIC is 156.765946306 LIST IF TUPLES AND BICS: (x, y):i None BIC 727.454928975 (x, y):i (991.2901443515917, 609.6454666953832) BIC 518.28511083 (x, y):i (991.2901443515917, 609.6454666953832) BIC 416.442503435 (x, y):i (992.9832729803461, 610.68214577651042) BIC 161.853155121 (x, y):i (992.99418542137471, 610.68064832266498) BIC 156.765946306 ################################### ######## RUN NO. 40 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) centre: 965 458 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=190.00388888882566, mh=0.37214285714366491, mv=2.9580952381016896) bic_xy[no] is None min(chi) is -4.06754358872 max(chi) is 2.39266659226 max(chi ** 2) is 16.5449108461 total(chi ** 2) is 488.114985184 Now to test model score... Number of parameters is 3 BIC is 504.36328639 SKY + fixed PSF optimal params are: ciorc(z0=186.6393284866366, mh=0.37214283982227875, mv=2.9580952219763508, w=757.02669185875402) bic_xy[no] is (964.5008802595834, 457.72561710036723) min(chi) is -3.88415879274 max(chi) is 2.45314936784 max(chi ** 2) is 15.0866895272 total(chi ** 2) is 435.467397687 Now to test model score... Number of parameters is 4 BIC is 457.131799296 free-variance PSF /usr/lib/python2.7/dist-packages/scipy/optimize/minpack.py:321: RuntimeWarning: Number of calls to function has reached maxfev = 1200. warnings.warn(errors[info][0], RuntimeWarning) optimal params are: var_crc(z0=-1480.6748424578118, mh=0.37214322625452806, mv=2.9580950422313146, w=8831827.5574587695, var=822.58003440722484) bic_xy[no] is (964.5008802595834, 457.72561710036723) min(chi) is -2.92669752232 max(chi) is 1.31844864181 max(chi ** 2) is 8.56555838714 total(chi ** 2) is 110.788379295 Now to test model score... Number of parameters is 5 BIC is 137.868881306 Roaming fixed-variance PSF optimal params are: roam_crc(z0=181.0744831622122, mh=1.0726267416338628, mv=2.8910184186999599, w=1012.4334711331161, x=4.0866471655151306, y=7.2785226990913801) bic_xy[no] is (965.27852269909135, 455.0866471655151) min(chi) is -4.06418026963 max(chi) is 2.54497971423 max(chi ** 2) is 16.517561264 total(chi ** 2) is 400.104014471 Now to test model score... Number of parameters is 6 BIC is 432.600616884 roaming free PSF optimal params are: gen_crc(z0=-1512.1378826374801, mh=-35.003383189514189, mv=0.65652800456191984, w=12079665.336914171, var=835.25920598320556, x=22.182156861683886, y=7.9865639105754775) bic_xy[no] is (965.98656391057546, 473.18215686168389) min(chi) is -2.98224608659 max(chi) is 1.24898964555 max(chi ** 2) is 8.89379172098 total(chi ** 2) is 99.0537028572 Now to test model score... Number of parameters is 7 BIC is 136.966405673 LIST IF TUPLES AND BICS: (x, y):i None BIC 504.36328639 (x, y):i (964.5008802595834, 457.72561710036723) BIC 457.131799296 (x, y):i (964.5008802595834, 457.72561710036723) BIC 137.868881306 (x, y):i (965.27852269909135, 455.0866471655151) BIC 432.600616884 (x, y):i (965.98656391057546, 473.18215686168389) BIC 136.966405673 ################################### ######## RUN NO. 41 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) centre: 1006 527 starr is (15, 15) median of starr: 46.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=15.502777777711302, mh=1.6930952380989241, mv=5.5423809523930405) bic_xy[no] is None min(chi) is -5.53572618162 max(chi) is 9.51727327074 max(chi ** 2) is 90.57849051 total(chi ** 2) is 2065.43698208 Now to test model score... Number of parameters is 3 BIC is 2081.68528328 SKY + fixed PSF optimal params are: ciorc(z0=3.5836906801671091, mh=1.6930952422358498, mv=5.5423809055078985, w=2681.7965728072732) bic_xy[no] is (1006.4836406276808, 527.1187359974265) min(chi) is -4.88607957424 max(chi) is 8.44227984203 max(chi ** 2) is 71.2720889312 total(chi ** 2) is 1404.73177808 Now to test model score... Number of parameters is 4 BIC is 1426.39617969 free-variance PSF optimal params are: var_crc(z0=-34.4641370258514, mh=1.6930952944028459, mv=5.5423809382666063, w=11942.061517486727, var=11.988316464260151) bic_xy[no] is (1006.4836406276808, 527.1187359974265) min(chi) is -4.58414459001 max(chi) is 5.94219300717 max(chi ** 2) is 35.3096577345 total(chi ** 2) is 933.445367182 Now to test model score... Number of parameters is 5 BIC is 960.525869193 Roaming fixed-variance PSF optimal params are: roam_crc(z0=15.1560762169548, mh=1.2484097002014631, mv=3.4308829150322757, w=4104.5959944014794, x=7.4550942564740623, y=9.1617470053789649) bic_xy[no] is (1008.161747005379, 527.45509425647401) min(chi) is -4.53738155322 max(chi) is 3.21814999764 max(chi ** 2) is 20.5878313595 total(chi ** 2) is 575.732630033 Now to test model score... Number of parameters is 6 BIC is 608.229232446 roaming free PSF optimal params are: gen_crc(z0=14.912163257443126, mh=0.70084359584350575, mv=0.43119352039672038, w=10022.216051035322, var=6.7846148059868785, x=7.4437172773290632, y=9.3498827966622837) bic_xy[no] is (1008.3498827966623, 527.44371727732903) min(chi) is -2.77338090174 max(chi) is 2.38456259679 max(chi ** 2) is 7.69164162616 total(chi ** 2) is 166.132541477 Now to test model score... Number of parameters is 7 BIC is 204.045244292 LIST IF TUPLES AND BICS: (x, y):i None BIC 2081.68528328 (x, y):i (1006.4836406276808, 527.1187359974265) BIC 1426.39617969 (x, y):i (1006.4836406276808, 527.1187359974265) BIC 960.525869193 (x, y):i (1008.161747005379, 527.45509425647401) BIC 608.229232446 (x, y):i (1008.3498827966623, 527.44371727732903) BIC 204.045244292 ################################### ######## RUN NO. 42 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) centre: 1027 448 rdls not correct, out of image ################################### ######## RUN NO. 43 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) centre: 1072 618 rdls not correct, out of image ################################### ######## RUN NO. 44 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) centre: 1030 224 rdls not correct, out of image ################################### ######## RUN NO. 45 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) centre: -54 338 rdls not correct, out of image ################################### ######## RUN NO. 46 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) centre: -9 464 rdls not correct, out of image ################################### ######## RUN NO. 47 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) centre: -5 153 rdls not correct, out of image ################################### ######## RUN NO. 48 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) centre: 94 331 starr is (15, 15) median of starr: 19.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=45.280556654338227, mh=-1.7116666879439912, mv=-0.76904775473924913) bic_xy[no] is None min(chi) is -2.37471466542 max(chi) is 9.60268145342 max(chi ** 2) is 92.2114910958 total(chi ** 2) is 746.71103429 Now to test model score... Number of parameters is 3 BIC is 762.959335497 SKY + fixed PSF optimal params are: ciorc(z0=43.726120899808407, mh=-1.711666665066246, mv=-0.76904761810567968, w=349.74804889177074) bic_xy[no] is (94.3144616675076, 330.77814569520905) min(chi) is -2.55846201322 max(chi) is 9.54127914305 max(chi ** 2) is 91.0360076856 total(chi ** 2) is 735.473615964 Now to test model score... Number of parameters is 4 BIC is 757.138017573 free-variance PSF optimal params are: var_crc(z0=25.246038854265443, mh=-1.7116666001885077, mv=-0.76904762308888175, w=5294.3181767177211, var=18.10377698315995) bic_xy[no] is (94.3144616675076, 330.77814569520905) min(chi) is -2.93922245531 max(chi) is 8.77001664495 max(chi ** 2) is 76.9131919526 total(chi ** 2) is 657.905013804 Now to test model score... Number of parameters is 5 BIC is 684.985515815 Roaming fixed-variance PSF optimal params are: roam_crc(z0=14.237770242728903, mh=0.17349908650957427, mv=0.077216535821996252, w=2685.3940330405007, x=4.0433011415352693, y=5.6749692963108425) bic_xy[no] is (92.674969296310849, 328.04330114153527) min(chi) is -2.3168767698 max(chi) is 2.00768189118 max(chi ** 2) is 5.36791796643 total(chi ** 2) is 137.317450961 Now to test model score... Number of parameters is 6 BIC is 169.814053374 roaming free PSF optimal params are: gen_crc(z0=19.245735159164589, mh=-0.14635508930548549, mv=-0.045134686688933279, w=2252.5941885760849, var=1.647598653100844, x=4.0804244819952444, y=5.6500757745710937) bic_xy[no] is (92.650075774571093, 328.08042448199524) min(chi) is -1.83844443011 max(chi) is 1.81478575981 max(chi ** 2) is 3.37987792261 total(chi ** 2) is 122.728780704 Now to test model score... Number of parameters is 7 BIC is 160.64148352 LIST IF TUPLES AND BICS: (x, y):i None BIC 762.959335497 (x, y):i (94.3144616675076, 330.77814569520905) BIC 757.138017573 (x, y):i (94.3144616675076, 330.77814569520905) BIC 684.985515815 (x, y):i (92.674969296310849, 328.04330114153527) BIC 169.814053374 (x, y):i (92.650075774571093, 328.08042448199524) BIC 160.64148352 ################################### ######## RUN NO. 49 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) centre: 141 468 starr is (15, 15) median of starr: 59.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=111.4444444445588, mh=-4.8490476190581839, mv=0.028095238095299655) bic_xy[no] is None min(chi) is -5.87767906349 max(chi) is 9.11877812297 max(chi ** 2) is 83.152114456 total(chi ** 2) is 2348.5183811 Now to test model score... Number of parameters is 3 BIC is 2364.7666823 SKY + fixed PSF optimal params are: ciorc(z0=95.971507348767176, mh=-4.8490476190581822, mv=0.028095240019164445, w=3481.4131657884373) bic_xy[no] is (140.5275442390963, 468.1455097858762) min(chi) is -5.03432936147 max(chi) is 8.043246577 max(chi ** 2) is 64.6938154984 total(chi ** 2) is 1235.07733548 Now to test model score... Number of parameters is 4 BIC is 1256.74173709 free-variance PSF optimal params are: var_crc(z0=55.046986546414601, mh=-4.8490475940405569, mv=0.028097009748348112, w=13292.352865086863, var=10.957297621719405) bic_xy[no] is (140.5275442390963, 468.1455097858762) min(chi) is -4.38045513166 max(chi) is 5.40171494293 max(chi ** 2) is 29.1785243247 total(chi ** 2) is 671.97090381 Now to test model score... Number of parameters is 5 BIC is 699.051405821 Roaming fixed-variance PSF optimal params are: roam_crc(z0=79.345918936248211, mh=-3.4084750688419931, mv=0.58276049853630474, w=4079.7644464579175, x=5.5167918752909442, y=6.4289653758993177) bic_xy[no] is (140.42896537589931, 466.51679187529095) min(chi) is -4.92757025734 max(chi) is 5.93118225775 max(chi ** 2) is 35.1789229747 total(chi ** 2) is 849.174339467 Now to test model score... Number of parameters is 6 BIC is 881.67094188 roaming free PSF optimal params are: gen_crc(z0=8.8028415232490609, mh=0.13752288833167398, mv=1.7603876288973344, w=13069.052825412415, var=8.8832756314188632, x=5.1314312140095568, y=6.3633486109277291) bic_xy[no] is (140.36334861092772, 466.13143121400958) min(chi) is -2.58816164223 max(chi) is 3.08942691883 max(chi ** 2) is 9.54455868681 total(chi ** 2) is 236.256992479 Now to test model score... Number of parameters is 7 BIC is 274.169695295 LIST IF TUPLES AND BICS: (x, y):i None BIC 2364.7666823 (x, y):i (140.5275442390963, 468.1455097858762) BIC 1256.74173709 (x, y):i (140.5275442390963, 468.1455097858762) BIC 699.051405821 (x, y):i (140.42896537589931, 466.51679187529095) BIC 881.67094188 (x, y):i (140.36334861092772, 466.13143121400958) BIC 274.169695295 ################################### ######## RUN NO. 50 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) centre: 191 471 starr is (15, 15) median of starr: 32.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=38.318888888902649, mh=-0.66714285714430999, mv=1.1923809523835533) bic_xy[no] is None min(chi) is -2.75162843975 max(chi) is 10.2652914148 max(chi ** 2) is 105.376207831 total(chi ** 2) is 1199.48108467 Now to test model score... Number of parameters is 3 BIC is 1215.72938588 SKY + fixed PSF optimal params are: ciorc(z0=27.296914779187286, mh=-0.6671428298166806, mv=1.192380948479606, w=2479.9458342357525) bic_xy[no] is (191.139163958892, 470.6612700589675) min(chi) is -3.75946287191 max(chi) is 6.69061015419 max(chi ** 2) is 44.7642642353 total(chi ** 2) is 634.491432241 Now to test model score... Number of parameters is 4 BIC is 656.155833849 free-variance PSF optimal params are: var_crc(z0=21.998797962607533, mh=-0.66714294787982154, mv=1.192380912935483, w=3673.2333033581399, var=4.044945813323408) bic_xy[no] is (191.139163958892, 470.6612700589675) min(chi) is -4.27813931169 max(chi) is 5.88094952093 max(chi ** 2) is 34.5855672677 total(chi ** 2) is 588.935598824 Now to test model score... Number of parameters is 5 BIC is 616.016100835 Roaming fixed-variance PSF optimal params are: roam_crc(z0=15.286965646666358, mh=0.5270894022808027, mv=1.1929220354397712, w=3300.4972833932957, x=5.4800981556979904, y=6.9993114258101041) bic_xy[no] is (190.99931142581011, 469.48009815569799) min(chi) is -1.97338255685 max(chi) is 3.60589706814 max(chi ** 2) is 13.002493666 total(chi ** 2) is 216.543816868 Now to test model score... Number of parameters is 6 BIC is 249.040419281 roaming free PSF optimal params are: gen_crc(z0=13.905616127013396, mh=0.60071938097421151, mv=1.1936704108022995, w=3494.2739239220859, var=2.4749635498446003, x=5.4756156999464434, y=6.9984499597654688) bic_xy[no] is (190.99844995976548, 469.47561569994645) min(chi) is -1.93088012172 max(chi) is 3.62738713685 max(chi ** 2) is 13.1579374406 total(chi ** 2) is 214.446749571 Now to test model score... Number of parameters is 7 BIC is 252.359452387 LIST IF TUPLES AND BICS: (x, y):i None BIC 1215.72938588 (x, y):i (191.139163958892, 470.6612700589675) BIC 656.155833849 (x, y):i (191.139163958892, 470.6612700589675) BIC 616.016100835 (x, y):i (190.99931142581011, 469.48009815569799) BIC 249.040419281 (x, y):i (190.99844995976548, 469.47561569994645) BIC 252.359452387 ################################### ######## RUN NO. 51 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) centre: 232 511 starr is (15, 15) median of starr: 38.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=58.412779487665837, mh=-2.2476190421544304, mv=0.79309498927663591) bic_xy[no] is None min(chi) is -3.25793057236 max(chi) is 9.18300298735 max(chi ** 2) is 84.3275438657 total(chi ** 2) is 943.555999965 Now to test model score... Number of parameters is 3 BIC is 959.804301172 SKY + fixed PSF optimal params are: ciorc(z0=52.081900750383809, mh=-2.2476190598701571, mv=0.79309523809696802, w=1424.448351772289) bic_xy[no] is (232.28695025200628, 510.83993103638204) min(chi) is -3.35009999803 max(chi) is 8.31987507858 max(chi ** 2) is 69.2203213232 total(chi ** 2) is 757.154442692 Now to test model score... Number of parameters is 4 BIC is 778.818844301 free-variance PSF optimal params are: var_crc(z0=39.207537856758933, mh=-2.2476190484421461, mv=0.7930952973998554, w=4400.2566694053385, var=8.3337028010486325) bic_xy[no] is (232.28695025200628, 510.83993103638204) min(chi) is -3.29997524464 max(chi) is 7.10293622294 max(chi ** 2) is 50.4517029872 total(chi ** 2) is 641.065531461 Now to test model score... Number of parameters is 5 BIC is 668.146033472 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.280265785559124, mh=-0.49760807502257004, mv=0.29825261003377745, w=3003.8403999366442, x=4.5506690789746438, y=7.6921189374584857) bic_xy[no] is (232.69211893745847, 508.55066907897469) min(chi) is -1.9611366635 max(chi) is 1.96053513503 max(chi ** 2) is 3.84605701291 total(chi ** 2) is 155.836738168 Now to test model score... Number of parameters is 6 BIC is 188.333340581 roaming free PSF optimal params are: gen_crc(z0=30.009827957322354, mh=0.027707195586951453, mv=0.11665285193330076, w=3882.7997861107774, var=3.3030868264243987, x=4.5174258636148066, y=7.7342477976356871) bic_xy[no] is (232.73424779763567, 508.51742586361479) min(chi) is -1.68225693019 max(chi) is 2.17281434277 max(chi ** 2) is 4.72112216814 total(chi ** 2) is 132.868603487 Now to test model score... Number of parameters is 7 BIC is 170.781306302 LIST IF TUPLES AND BICS: (x, y):i None BIC 959.804301172 (x, y):i (232.28695025200628, 510.83993103638204) BIC 778.818844301 (x, y):i (232.28695025200628, 510.83993103638204) BIC 668.146033472 (x, y):i (232.69211893745847, 508.55066907897469) BIC 188.333340581 (x, y):i (232.73424779763567, 508.51742586361479) BIC 170.781306302 ################################### ######## RUN NO. 52 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) centre: 181 239 starr is (15, 15) median of starr: 62.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=73.85055555558138, mh=-1.5657142857176964, mv=0.24928571428625884) bic_xy[no] is None min(chi) is -4.13009436256 max(chi) is 8.66888406132 max(chi ** 2) is 75.1495508686 total(chi ** 2) is 1180.40501671 Now to test model score... Number of parameters is 3 BIC is 1196.65331791 SKY + fixed PSF optimal params are: ciorc(z0=61.519824119612792, mh=-1.5657142899558119, mv=0.24928577375195191, w=2774.4164969377612) bic_xy[no] is (180.77511362806587, 239.18821263206698) min(chi) is -3.45801013195 max(chi) is 3.8937432478 max(chi ** 2) is 15.1612364798 total(chi ** 2) is 473.274778049 Now to test model score... Number of parameters is 4 BIC is 494.939179658 free-variance PSF optimal params are: var_crc(z0=33.213259992021769, mh=-1.5657142740851473, mv=0.2492857984048337, w=9515.9249374835235, var=10.43823800021605) bic_xy[no] is (180.77511362806587, 239.18821263206698) min(chi) is -2.05000593785 max(chi) is 3.69805158166 max(chi ** 2) is 13.6755855006 total(chi ** 2) is 237.216971541 Now to test model score... Number of parameters is 5 BIC is 264.297473552 Roaming fixed-variance PSF optimal params are: roam_crc(z0=55.900375729466447, mh=-1.0434196211035447, mv=0.43285527559149534, w=2927.0626644387971, x=6.2505480311487087, y=6.7365950723233974) bic_xy[no] is (180.73659507232341, 238.2505480311487) min(chi) is -3.32026672644 max(chi) is 2.56689882464 max(chi ** 2) is 11.0241711347 total(chi ** 2) is 397.146404828 Now to test model score... Number of parameters is 6 BIC is 429.643007241 roaming free PSF optimal params are: gen_crc(z0=22.19303739548808, mh=0.11409689180216791, mv=0.30541390412838654, w=9213.05692519892, var=9.6958912413690861, x=6.1075390436530395, y=6.970333526972321) bic_xy[no] is (180.97033352697233, 238.10753904365305) min(chi) is -1.98910406821 max(chi) is 3.06937282051 max(chi ** 2) is 9.42104951132 total(chi ** 2) is 193.213603446 Now to test model score... Number of parameters is 7 BIC is 231.126306262 LIST IF TUPLES AND BICS: (x, y):i None BIC 1196.65331791 (x, y):i (180.77511362806587, 239.18821263206698) BIC 494.939179658 (x, y):i (180.77511362806587, 239.18821263206698) BIC 264.297473552 (x, y):i (180.73659507232341, 238.2505480311487) BIC 429.643007241 (x, y):i (180.97033352697233, 238.10753904365305) BIC 231.126306262 ################################### ######## RUN NO. 53 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) centre: 270 449 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=69.837777777816655, mh=-1.553095238098622, mv=0.18452380952421416) bic_xy[no] is None min(chi) is -3.9472998916 max(chi) is 7.3684595293 max(chi ** 2) is 54.294195835 total(chi ** 2) is 1074.78866799 Now to test model score... Number of parameters is 3 BIC is 1091.0369692 SKY + fixed PSF optimal params are: ciorc(z0=59.064343311749042, mh=-1.5530952220386698, mv=0.18452380417089351, w=2424.024401982545) bic_xy[no] is (269.69031124698324, 449.24967773968797) min(chi) is -3.3600957448 max(chi) is 3.74181903193 max(chi ** 2) is 14.0012096677 total(chi ** 2) is 534.992157927 Now to test model score... Number of parameters is 4 BIC is 556.656559536 free-variance PSF optimal params are: var_crc(z0=31.655744163355127, mh=-1.5530952639227587, mv=0.18452375564139928, w=8951.5395402008016, var=10.535053480263482) bic_xy[no] is (269.69031124698324, 449.24967773968797) min(chi) is -2.55186274089 max(chi) is 2.47252690953 max(chi ** 2) is 6.51200344837 total(chi ** 2) is 254.697781063 Now to test model score... Number of parameters is 5 BIC is 281.778283074 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.510437502025042, mh=-0.85135577852624367, mv=0.10197512147546924, w=2698.4456756713103, x=5.9077210593724576, y=7.1284854750979321) bic_xy[no] is (270.12848547509793, 447.90772105937248) min(chi) is -2.9943909887 max(chi) is 2.83405353192 max(chi ** 2) is 8.96637739324 total(chi ** 2) is 412.082433704 Now to test model score... Number of parameters is 6 BIC is 444.579036117 roaming free PSF optimal params are: gen_crc(z0=22.777881411414594, mh=0.29959346217648924, mv=0.073717620249880392, w=8063.272428188945, var=8.7424776248231311, x=5.9130770467644123, y=7.0645277961526292) bic_xy[no] is (270.06452779615262, 447.91307704676439) min(chi) is -2.26374533669 max(chi) is 2.09385154119 max(chi ** 2) is 5.12454294939 total(chi ** 2) is 174.515537714 Now to test model score... Number of parameters is 7 BIC is 212.428240529 LIST IF TUPLES AND BICS: (x, y):i None BIC 1091.0369692 (x, y):i (269.69031124698324, 449.24967773968797) BIC 556.656559536 (x, y):i (269.69031124698324, 449.24967773968797) BIC 281.778283074 (x, y):i (270.12848547509793, 447.90772105937248) BIC 444.579036117 (x, y):i (270.06452779615262, 447.91307704676439) BIC 212.428240529 ################################### ######## RUN NO. 54 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) centre: 348 584 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=76.190555659685771, mh=-1.6590476089305144, mv=0.10928568929286289) bic_xy[no] is None min(chi) is -4.0982479784 max(chi) is 7.46709163181 max(chi ** 2) is 55.7574574379 total(chi ** 2) is 941.825774868 Now to test model score... Number of parameters is 3 BIC is 958.074076074 SKY + fixed PSF optimal params are: ciorc(z0=65.641168081603908, mh=-1.6590476190512364, mv=0.1092857040421755, w=2373.6137606922352) bic_xy[no] is (348.17518836597515, 584.2454458627055) min(chi) is -3.52325547174 max(chi) is 3.044846478 max(chi ** 2) is 12.4133291192 total(chi ** 2) is 424.247309147 Now to test model score... Number of parameters is 4 BIC is 445.911710756 free-variance PSF optimal params are: var_crc(z0=46.144059703549054, mh=-1.6590476575180095, mv=0.10928527841735335, w=6912.8876652858235, var=8.8020259053136325) bic_xy[no] is (348.17518836597515, 584.2454458627055) min(chi) is -3.20646390237 max(chi) is 2.66809275665 max(chi ** 2) is 10.2814107572 total(chi ** 2) is 262.562404678 Now to test model score... Number of parameters is 5 BIC is 289.642906689 Roaming fixed-variance PSF optimal params are: roam_crc(z0=61.723263194331487, mh=-1.0800668904740689, mv=-0.068737254068370113, w=2623.6445116344726, x=6.0731188748282374, y=7.2849882788790845) bic_xy[no] is (348.2849882788791, 583.0731188748282) min(chi) is -3.30971077456 max(chi) is 2.84422986816 max(chi ** 2) is 10.9541854112 total(chi ** 2) is 314.040649586 Now to test model score... Number of parameters is 6 BIC is 346.537252 roaming free PSF optimal params are: gen_crc(z0=43.371822196124107, mh=-0.29124099512874846, mv=-0.39670511869367764, w=6096.103013519145, var=6.9022332911784847, x=6.004413459114831, y=7.3666686854909038) bic_xy[no] is (348.36666868549088, 583.00441345911486) min(chi) is -2.32050406288 max(chi) is 2.60393333562 max(chi ** 2) is 6.78046881638 total(chi ** 2) is 175.439530145 Now to test model score... Number of parameters is 7 BIC is 213.352232961 LIST IF TUPLES AND BICS: (x, y):i None BIC 958.074076074 (x, y):i (348.17518836597515, 584.2454458627055) BIC 445.911710756 (x, y):i (348.17518836597515, 584.2454458627055) BIC 289.642906689 (x, y):i (348.2849882788791, 583.0731188748282) BIC 346.537252 (x, y):i (348.36666868549088, 583.00441345911486) BIC 213.352232961 ################################### ######## RUN NO. 55 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) centre: 310 285 starr is (15, 15) median of starr: 37.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=66.896666734842299, mh=-2.6578571676966143, mv=0.88404763835551314) bic_xy[no] is None min(chi) is -4.32077907406 max(chi) is 9.51850178951 max(chi ** 2) is 90.601876317 total(chi ** 2) is 1640.04658517 Now to test model score... Number of parameters is 3 BIC is 1656.29488637 SKY + fixed PSF optimal params are: ciorc(z0=52.044695899288385, mh=-2.6578571639165287, mv=0.8840476034757272, w=3341.6958962670251) bic_xy[no] is (310.0785810649846, 284.9073902608436) min(chi) is -3.55620982122 max(chi) is 5.7425562555 max(chi ** 2) is 32.9769523476 total(chi ** 2) is 614.182220667 Now to test model score... Number of parameters is 4 BIC is 635.846622275 free-variance PSF optimal params are: var_crc(z0=39.513170595590069, mh=-2.6578571326466767, mv=0.88404763302122746, w=6174.617775264278, var=5.3467364760939784) bic_xy[no] is (310.0785810649846, 284.9073902608436) min(chi) is -4.95973377189 max(chi) is 4.39038972834 max(chi ** 2) is 24.5989590881 total(chi ** 2) is 455.536404208 Now to test model score... Number of parameters is 5 BIC is 482.616906219 Roaming fixed-variance PSF optimal params are: roam_crc(z0=44.146856758729044, mh=-1.6471362549730908, mv=0.73175606006816751, w=3766.7113927865112, x=5.8729530563384342, y=7.1698129013202294) bic_xy[no] is (310.16981290132026, 283.87295305633842) min(chi) is -3.9339871209 max(chi) is 3.68345530928 max(chi ** 2) is 15.4762546674 total(chi ** 2) is 349.670239984 Now to test model score... Number of parameters is 6 BIC is 382.166842397 roaming free PSF optimal params are: gen_crc(z0=29.097097950114975, mh=-0.84511282264316467, mv=0.51977934179175822, w=6237.1045709414211, var=4.6399810570049329, x=5.7651532356765225, y=7.247334331200995) bic_xy[no] is (310.24733433120099, 283.76515323567651) min(chi) is -2.63195492502 max(chi) is 2.98204504241 max(chi ** 2) is 8.89259263496 total(chi ** 2) is 212.108457365 Now to test model score... Number of parameters is 7 BIC is 250.021160181 LIST IF TUPLES AND BICS: (x, y):i None BIC 1656.29488637 (x, y):i (310.0785810649846, 284.9073902608436) BIC 635.846622275 (x, y):i (310.0785810649846, 284.9073902608436) BIC 482.616906219 (x, y):i (310.16981290132026, 283.87295305633842) BIC 382.166842397 (x, y):i (310.24733433120099, 283.76515323567651) BIC 250.021160181 ################################### ######## RUN NO. 56 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) centre: 401 480 starr is (15, 15) median of starr: 224.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=235.4583333333583, mh=-0.83142857143038162, mv=-1.4645238095270028) bic_xy[no] is None min(chi) is -3.30521143978 max(chi) is 2.26039290192 max(chi ** 2) is 10.9244226617 total(chi ** 2) is 362.748734781 Now to test model score... Number of parameters is 3 BIC is 378.997035987 SKY + fixed PSF optimal params are: ciorc(z0=223.8311935537478, mh=-0.26408802118784908, mv=-0.45870616100599748, w=4.1124416413850905e-05) bic_xy[no] is (400.9805898393783, 479.9192330489769) min(chi) is -3.74821099296 max(chi) is 2.07462747493 max(chi ** 2) is 14.0490856477 total(chi ** 2) is 379.640558717 Now to test model score... Number of parameters is 4 BIC is 401.304960325 free-variance PSF optimal params are: var_crc(z0=235.45832370681407, mh=-0.83142852162918368, mv=-1.4645238516996968, w=1261.8329719106482, var=9135389.346073553) bic_xy[no] is (400.9805898393783, 479.9192330489769) min(chi) is -3.30521210825 max(chi) is 2.26039223469 max(chi ** 2) is 10.9244270805 total(chi ** 2) is 362.74873478 Now to test model score... Number of parameters is 5 BIC is 389.829236792 Roaming fixed-variance PSF optimal params are: roam_crc(z0=235.45833347357856, mh=-0.83142858802997899, mv=-1.4645238130425899, w=-214.57980472617501, x=14340379.58884041, y=-17984609.578491956) bic_xy[no] is (-17984215.578491956, 14340852.58884041) min(chi) is -3.30521143569 max(chi) is 2.26039290271 max(chi ** 2) is 10.9244226346 total(chi ** 2) is 362.748734781 Now to test model score... Number of parameters is 6 BIC is 395.245337194 roaming free PSF optimal params are: gen_crc(z0=235.45833347357856, mh=-0.83142858802997899, mv=-1.4645238130425899, w=-214.57980472617501, var=2.25, x=14340379.58884041, y=-17984609.578491956) bic_xy[no] is (-17984215.578491956, 14340852.58884041) min(chi) is -3.30521143569 max(chi) is 2.26039290271 max(chi ** 2) is 10.9244226346 total(chi ** 2) is 362.748734781 Now to test model score... Number of parameters is 7 BIC is 400.661437596 LIST IF TUPLES AND BICS: (x, y):i None BIC 378.997035987 (x, y):i (400.9805898393783, 479.9192330489769) BIC 401.304960325 (x, y):i (400.9805898393783, 479.9192330489769) BIC 389.829236792 (x, y):i (-17984215.578491956, 14340852.58884041) BIC 395.245337194 (x, y):i (-17984215.578491956, 14340852.58884041) BIC 400.661437596 ################################### ######## RUN NO. 57 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) centre: 379 317 starr is (15, 15) median of starr: 66.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=74.486666666685181, mh=-0.33047619047691151, mv=1.0457142857165675) bic_xy[no] is None min(chi) is -4.30531006756 max(chi) is 9.05989561028 max(chi ** 2) is 82.0817084692 total(chi ** 2) is 1517.11210951 Now to test model score... Number of parameters is 3 BIC is 1533.36041072 SKY + fixed PSF optimal params are: ciorc(z0=59.136878670888628, mh=-0.33047618542844226, mv=1.0457142602586211, w=3453.704835621314) bic_xy[no] is (379.0777464718346, 317.35309989620634) min(chi) is -3.78498872374 max(chi) is 5.27621218073 max(chi ** 2) is 27.8384149761 total(chi ** 2) is 421.32413338 Now to test model score... Number of parameters is 4 BIC is 442.988534989 free-variance PSF optimal params are: var_crc(z0=47.473377712726823, mh=-0.33047644111005725, mv=1.0457142606268308, w=6086.7896685248797, var=5.0038583214899743) bic_xy[no] is (379.0777464718346, 317.35309989620634) min(chi) is -2.92323024442 max(chi) is 3.42085083715 max(chi ** 2) is 11.70222045 total(chi ** 2) is 254.501548301 Now to test model score... Number of parameters is 5 BIC is 281.582050312 Roaming fixed-variance PSF optimal params are: roam_crc(z0=54.640678274616491, mh=0.4264046849121822, mv=0.75892790338693872, w=3724.9629515047686, x=6.146568919534185, y=7.3233647107896696) bic_xy[no] is (379.32336471078969, 316.14656891953416) min(chi) is -4.07264577769 max(chi) is 2.22799156851 max(chi ** 2) is 16.5864436305 total(chi ** 2) is 250.6084157 Now to test model score... Number of parameters is 6 BIC is 283.105018113 roaming free PSF optimal params are: gen_crc(z0=42.989391182643224, mh=0.86250234207386556, mv=0.56396253498152193, w=5973.601051712325, var=4.4513300874080857, x=6.1552031815830839, y=7.3407693323104883) bic_xy[no] is (379.34076933231051, 316.15520318158309) min(chi) is -2.39152268669 max(chi) is 1.99161991586 max(chi ** 2) is 5.71938076095 total(chi ** 2) is 112.689430323 Now to test model score... Number of parameters is 7 BIC is 150.602133138 LIST IF TUPLES AND BICS: (x, y):i None BIC 1533.36041072 (x, y):i (379.0777464718346, 317.35309989620634) BIC 442.988534989 (x, y):i (379.0777464718346, 317.35309989620634) BIC 281.582050312 (x, y):i (379.32336471078969, 316.14656891953416) BIC 283.105018113 (x, y):i (379.34076933231051, 316.15520318158309) BIC 150.602133138 ################################### ######## RUN NO. 58 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) centre: 368 229 starr is (15, 15) median of starr: 35.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=35.560556709269136, mh=-0.16523822003801755, mv=1.2502380545717033) bic_xy[no] is None min(chi) is -2.8832316593 max(chi) is 9.18019121243 max(chi ** 2) is 84.2759106967 total(chi ** 2) is 887.530798306 Now to test model score... Number of parameters is 3 BIC is 903.779099512 SKY + fixed PSF optimal params are: ciorc(z0=25.242211759219423, mh=-0.16523810617651755, mv=1.2502381048116273, w=2321.6289669020089) bic_xy[no] is (368.3012300366678, 228.71005933233948) min(chi) is -3.71098250457 max(chi) is 4.71881993123 max(chi ** 2) is 22.2672615433 total(chi ** 2) is 392.375168543 Now to test model score... Number of parameters is 4 BIC is 414.039570152 free-variance PSF optimal params are: var_crc(z0=15.880356667266108, mh=-0.16523829409596338, mv=1.250238075845747, w=4440.2534097979005, var=5.5765994509830783) bic_xy[no] is (368.3012300366678, 228.71005933233948) min(chi) is -3.25664571389 max(chi) is 4.47967354417 max(chi ** 2) is 20.0674750623 total(chi ** 2) is 310.620057522 Now to test model score... Number of parameters is 5 BIC is 337.700559533 Roaming fixed-variance PSF optimal params are: roam_crc(z0=23.593670106244101, mh=0.42312162336744435, mv=0.60726634560775861, w=2778.5863861331845, x=6.1106255738493811, y=7.9719317270601433) bic_xy[no] is (368.97193172706017, 228.11062557384938) min(chi) is -1.9168792679 max(chi) is 2.86161810512 max(chi ** 2) is 8.18885817954 total(chi ** 2) is 187.749274519 Now to test model score... Number of parameters is 6 BIC is 220.245876932 roaming free PSF optimal params are: gen_crc(z0=20.042486843727374, mh=0.58630274962161466, mv=0.41234855104452228, w=3628.7240450767954, var=3.4141869846575648, x=6.128862834749417, y=7.9713398793553605) bic_xy[no] is (368.97133987935536, 228.12886283474941) min(chi) is -1.73760836015 max(chi) is 2.75653012388 max(chi ** 2) is 7.59845832383 total(chi ** 2) is 165.325156413 Now to test model score... Number of parameters is 7 BIC is 203.237859229 LIST IF TUPLES AND BICS: (x, y):i None BIC 903.779099512 (x, y):i (368.3012300366678, 228.71005933233948) BIC 414.039570152 (x, y):i (368.3012300366678, 228.71005933233948) BIC 337.700559533 (x, y):i (368.97193172706017, 228.11062557384938) BIC 220.245876932 (x, y):i (368.97133987935536, 228.12886283474941) BIC 203.237859229 ################################### ######## RUN NO. 59 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) centre: 415 300 starr is (15, 15) median of starr: 68.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=66.101666370323258, mh=0.77976201845797499, mv=0.61523802548056972) bic_xy[no] is None min(chi) is -2.35315489487 max(chi) is 8.55252059413 max(chi ** 2) is 73.1456085131 total(chi ** 2) is 685.086165447 Now to test model score... Number of parameters is 3 BIC is 701.334466654 SKY + fixed PSF optimal params are: ciorc(z0=55.400360565937923, mh=0.77976191097687209, mv=0.61523809213280101, w=2407.7956306664737) bic_xy[no] is (415.2376503248747, 300.2303535068383) min(chi) is -2.04576294313 max(chi) is 3.09107001499 max(chi ** 2) is 9.55471383756 total(chi ** 2) is 152.493304584 Now to test model score... Number of parameters is 4 BIC is 174.157706193 free-variance PSF optimal params are: var_crc(z0=52.297989815121042, mh=0.77976190448549465, mv=0.61523806318491681, w=3106.0492017769739, var=3.3725711935546445) bic_xy[no] is (415.2376503248747, 300.2303535068383) min(chi) is -2.15061816355 max(chi) is 2.51455705042 max(chi ** 2) is 6.32299715982 total(chi ** 2) is 136.185907457 Now to test model score... Number of parameters is 5 BIC is 163.266409468 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.382152760045642, mh=1.1893981696921794, mv=0.39043498702391705, w=2570.7848343814635, x=6.3307451897996447, y=7.3672758397283724) bic_xy[no] is (415.36727583972839, 299.33074518979964) min(chi) is -1.64513967776 max(chi) is 1.37624062174 max(chi ** 2) is 2.70648455934 total(chi ** 2) is 80.6719290746 Now to test model score... Number of parameters is 6 BIC is 113.168531488 roaming free PSF optimal params are: gen_crc(z0=51.281346358025623, mh=1.2591453445465031, mv=0.32772957127834085, w=3032.4986348299635, var=2.9450308134828926, x=6.3358343996402464, y=7.3983066747986275) bic_xy[no] is (415.39830667479862, 299.33583439964025) min(chi) is -1.51395801278 max(chi) is 1.35532669877 max(chi ** 2) is 2.29206886447 total(chi ** 2) is 72.1985908922 Now to test model score... Number of parameters is 7 BIC is 110.111293708 LIST IF TUPLES AND BICS: (x, y):i None BIC 701.334466654 (x, y):i (415.2376503248747, 300.2303535068383) BIC 174.157706193 (x, y):i (415.2376503248747, 300.2303535068383) BIC 163.266409468 (x, y):i (415.36727583972839, 299.33074518979964) BIC 113.168531488 (x, y):i (415.39830667479862, 299.33583439964025) BIC 110.111293708 ################################### ######## RUN NO. 60 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) centre: 435 160 starr is (15, 15) median of starr: 50.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=54.998888888899799, mh=-0.26071428571485389, mv=0.47547619047722756) bic_xy[no] is None min(chi) is -3.2515155369 max(chi) is 8.96592237302 max(chi ** 2) is 80.387763999 total(chi ** 2) is 1008.33846798 Now to test model score... Number of parameters is 3 BIC is 1024.58676919 SKY + fixed PSF optimal params are: ciorc(z0=43.088954606926698, mh=-0.26071416956875326, mv=0.47547627504260109, w=2679.7368391058203) bic_xy[no] is (434.8380809020666, 160.27373856805312) min(chi) is -2.60236673699 max(chi) is 3.0592624415 max(chi ** 2) is 9.35908668598 total(chi ** 2) is 348.647729847 Now to test model score... Number of parameters is 4 BIC is 370.312131456 free-variance PSF optimal params are: var_crc(z0=32.065799646799263, mh=-0.2607142329649384, mv=0.47547618652336937, w=5176.4434768122101, var=5.7268730671338641) bic_xy[no] is (434.8380809020666, 160.27373856805312) min(chi) is -2.25428287795 max(chi) is 3.53142882741 max(chi ** 2) is 12.470989563 total(chi ** 2) is 253.768038228 Now to test model score... Number of parameters is 5 BIC is 280.848540239 Roaming fixed-variance PSF optimal params are: roam_crc(z0=41.978136887640368, mh=0.085166609694260001, mv=0.22541024685845426, w=2778.7657866219847, x=6.4772049844350192, y=7.3779707316342842) bic_xy[no] is (435.37797073163426, 159.47720498443502) min(chi) is -2.41443908342 max(chi) is 2.88109079075 max(chi ** 2) is 8.30068414457 total(chi ** 2) is 301.262147088 Now to test model score... Number of parameters is 6 BIC is 333.758749501 roaming free PSF optimal params are: gen_crc(z0=32.592169470220277, mh=0.3649672386142408, mv=-0.23235770529520003, w=5187.7872385461278, var=5.4633721989532029, x=6.4840824371102519, y=7.5838047992965754) bic_xy[no] is (435.58380479929656, 159.48408243711026) min(chi) is -2.24487145454 max(chi) is 3.22576064489 max(chi ** 2) is 10.4055317381 total(chi ** 2) is 207.970793353 Now to test model score... Number of parameters is 7 BIC is 245.883496169 LIST IF TUPLES AND BICS: (x, y):i None BIC 1024.58676919 (x, y):i (434.8380809020666, 160.27373856805312) BIC 370.312131456 (x, y):i (434.8380809020666, 160.27373856805312) BIC 280.848540239 (x, y):i (435.37797073163426, 159.47720498443502) BIC 333.758749501 (x, y):i (435.58380479929656, 159.48408243711026) BIC 245.883496169 ################################### ######## RUN NO. 61 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) centre: 442 192 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=87.070555555575339, mh=-0.15214285714318843, mv=-0.30047619047684526) bic_xy[no] is None min(chi) is -4.24395753469 max(chi) is 6.43689855441 max(chi ** 2) is 41.4336629998 total(chi ** 2) is 1079.93472294 Now to test model score... Number of parameters is 3 BIC is 1096.18302414 SKY + fixed PSF optimal params are: ciorc(z0=75.701374634421924, mh=-0.15214285714318632, mv=-0.30047619047684626, w=2558.0676691555514) bic_xy[no] is (441.8398785398728, 192.43101467123446) min(chi) is -3.62428233666 max(chi) is 3.1601564882 max(chi ** 2) is 13.1354224559 total(chi ** 2) is 478.788450907 Now to test model score... Number of parameters is 4 BIC is 500.452852515 free-variance PSF optimal params are: var_crc(z0=43.068326581677908, mh=-0.15214286622510093, mv=-0.30047617660721182, w=10474.848668725659, var=11.704396005936205) bic_xy[no] is (441.8398785398728, 192.43101467123446) min(chi) is -1.98845383303 max(chi) is 2.12529612079 max(chi ** 2) is 4.51688360103 total(chi ** 2) is 165.892522683 Now to test model score... Number of parameters is 5 BIC is 192.973024694 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.681777344849152, mh=-0.045282944174327058, mv=-0.26499047097152661, w=2563.2827773999879, x=6.8249046483130558, y=6.9418551116328855) bic_xy[no] is (441.94185511163289, 191.82490464831307) min(chi) is -3.59578736804 max(chi) is 3.00110080781 max(chi ** 2) is 12.9296867962 total(chi ** 2) is 476.493030561 Now to test model score... Number of parameters is 6 BIC is 508.989632975 roaming free PSF optimal params are: gen_crc(z0=41.259424199362201, mh=0.2038689608381653, mv=-0.43420620787515574, w=10546.611090227081, var=11.765084020418575, x=6.8204779156464816, y=7.067422579154246) bic_xy[no] is (442.06742257915425, 191.82047791564648) min(chi) is -1.86872378858 max(chi) is 2.14923343799 max(chi ** 2) is 4.61920437095 total(chi ** 2) is 164.1682304 Now to test model score... Number of parameters is 7 BIC is 202.080933215 LIST IF TUPLES AND BICS: (x, y):i None BIC 1096.18302414 (x, y):i (441.8398785398728, 192.43101467123446) BIC 500.452852515 (x, y):i (441.8398785398728, 192.43101467123446) BIC 192.973024694 (x, y):i (441.94185511163289, 191.82490464831307) BIC 508.989632975 (x, y):i (442.06742257915425, 191.82047791564648) BIC 202.080933215 ################################### ######## RUN NO. 62 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) centre: 461 272 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=89.185000000041853, mh=-1.6102380952416064, mv=0.64476190476331052) bic_xy[no] is None min(chi) is -3.0715804063 max(chi) is 8.59038846366 max(chi ** 2) is 73.7947739566 total(chi ** 2) is 1004.73712638 Now to test model score... Number of parameters is 3 BIC is 1020.98542759 SKY + fixed PSF optimal params are: ciorc(z0=77.398335496237536, mh=-1.6102381177807255, mv=0.64476194909216367, w=2652.0014009750903) bic_xy[no] is (460.7976099508105, 271.5593857320462) min(chi) is -3.93746522215 max(chi) is 5.07062364599 max(chi ** 2) is 25.7112241593 total(chi ** 2) is 358.631397133 Now to test model score... Number of parameters is 4 BIC is 380.295798742 free-variance PSF optimal params are: var_crc(z0=71.148113246831372, mh=-1.6102380518926573, mv=0.64476191587507048, w=4060.1162217225256, var=4.2114750646196137) bic_xy[no] is (460.7976099508105, 271.5593857320462) min(chi) is -2.83632274677 max(chi) is 4.15808200523 max(chi ** 2) is 17.2896459622 total(chi ** 2) is 296.852530002 Now to test model score... Number of parameters is 5 BIC is 323.933032013 Roaming fixed-variance PSF optimal params are: roam_crc(z0=69.602344687976881, mh=-0.6868738220176912, mv=0.54452738464601314, w=3109.7035482374667, x=5.7528051593597338, y=7.1353808541973693) bic_xy[no] is (461.13538085419736, 270.75280515935975) min(chi) is -3.07464862309 max(chi) is 1.96535897816 max(chi ** 2) is 9.45346415547 total(chi ** 2) is 127.127504921 Now to test model score... Number of parameters is 6 BIC is 159.624107334 roaming free PSF optimal params are: gen_crc(z0=63.811571680156852, mh=-0.39499818081965343, mv=0.4960947182833213, w=4030.4799775930937, var=3.3576079354056794, x=5.7312672334934067, y=7.155070381396385) bic_xy[no] is (461.1550703813964, 270.73126723349338) min(chi) is -1.88899113785 max(chi) is 2.08681925995 max(chi ** 2) is 4.35481462368 total(chi ** 2) is 94.0045816432 Now to test model score... Number of parameters is 7 BIC is 131.917284459 LIST IF TUPLES AND BICS: (x, y):i None BIC 1020.98542759 (x, y):i (460.7976099508105, 271.5593857320462) BIC 380.295798742 (x, y):i (460.7976099508105, 271.5593857320462) BIC 323.933032013 (x, y):i (461.13538085419736, 270.75280515935975) BIC 159.624107334 (x, y):i (461.1550703813964, 270.73126723349338) BIC 131.917284459 ################################### ######## RUN NO. 63 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) centre: 528 596 starr is (15, 15) median of starr: 51.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=46.626665024448378, mh=0.8669048362452112, mv=0.47785730888030759) bic_xy[no] is None min(chi) is -3.08776320543 max(chi) is 8.14749782803 max(chi ** 2) is 66.3817208577 total(chi ** 2) is 632.838168709 Now to test model score... Number of parameters is 3 BIC is 649.086469915 SKY + fixed PSF optimal params are: ciorc(z0=38.447794186049151, mh=0.86690477199761518, mv=0.47785719568022805, w=1840.2475410474699) bic_xy[no] is (527.9322620197454, 596.4756575404498) min(chi) is -3.24935780563 max(chi) is 4.87626915083 max(chi ** 2) is 23.7780008313 total(chi ** 2) is 321.732027657 Now to test model score... Number of parameters is 4 BIC is 343.396429265 free-variance PSF optimal params are: var_crc(z0=35.481490132960779, mh=0.86690474497362746, mv=0.47785706819436047, w=2507.9992038619557, var=3.6178666691708372) bic_xy[no] is (527.9322620197454, 596.4756575404498) min(chi) is -3.40194224985 max(chi) is 4.36036611513 max(chi ** 2) is 19.012792658 total(chi ** 2) is 304.847189393 Now to test model score... Number of parameters is 5 BIC is 331.927691404 Roaming fixed-variance PSF optimal params are: roam_crc(z0=42.554738906269755, mh=0.72167486891993859, mv=-0.30611388646333437, w=2379.7158005562592, x=7.2563259115391521, y=8.3837772435509503) bic_xy[no] is (529.38377724355098, 596.25632591153919) min(chi) is -2.2306959139 max(chi) is 1.94542601271 max(chi ** 2) is 4.97600426028 total(chi ** 2) is 120.524505538 Now to test model score... Number of parameters is 6 BIC is 153.021107951 roaming free PSF optimal params are: gen_crc(z0=42.340394899228585, mh=0.7168409783334746, mv=-0.35437543774969754, w=2511.6274849590473, var=2.4632065592690044, x=7.2509582723687709, y=8.3919867981781344) bic_xy[no] is (529.3919867981781, 596.25095827236873) min(chi) is -2.18353495908 max(chi) is 1.85859163824 max(chi ** 2) is 4.76782491754 total(chi ** 2) is 119.607439615 Now to test model score... Number of parameters is 7 BIC is 157.520142431 LIST IF TUPLES AND BICS: (x, y):i None BIC 649.086469915 (x, y):i (527.9322620197454, 596.4756575404498) BIC 343.396429265 (x, y):i (527.9322620197454, 596.4756575404498) BIC 331.927691404 (x, y):i (529.38377724355098, 596.25632591153919) BIC 153.021107951 (x, y):i (529.3919867981781, 596.25095827236873) BIC 157.520142431 ################################### ######## RUN NO. 64 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) centre: 537 613 starr is (15, 15) median of starr: 45.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=63.27777777781764, mh=-3.2476190476261286, mv=1.3609523809553514) bic_xy[no] is None min(chi) is -3.34445058705 max(chi) is 8.07067631834 max(chi ** 2) is 65.1358162355 total(chi ** 2) is 628.652209322 Now to test model score... Number of parameters is 3 BIC is 644.900510529 SKY + fixed PSF optimal params are: ciorc(z0=56.95852758970166, mh=-3.2476190597858574, mv=1.3609523861314758, w=1421.8323307441385) bic_xy[no] is (536.9593241214558, 612.5302856160313) min(chi) is -3.21783705841 max(chi) is 6.61054515954 max(chi ** 2) is 43.6993073063 total(chi ** 2) is 442.934695092 Now to test model score... Number of parameters is 4 BIC is 464.599096701 free-variance PSF optimal params are: var_crc(z0=54.769824030100665, mh=-3.247619043828863, mv=1.3609523892208286, w=1914.4977540754596, var=3.5339610190947921) bic_xy[no] is (536.9593241214558, 612.5302856160313) min(chi) is -3.04969226814 max(chi) is 6.21797220291 max(chi ** 2) is 38.6631783161 total(chi ** 2) is 431.843355897 Now to test model score... Number of parameters is 5 BIC is 458.923857908 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.400446703217476, mh=-2.4343446969161922, mv=0.80686425913866422, w=2264.2479414645545, x=5.4912402303448564, y=8.0278590814180184) bic_xy[no] is (538.027859081418, 611.49124023034483) min(chi) is -2.60651633312 max(chi) is 2.11054591695 max(chi ** 2) is 6.79392739485 total(chi ** 2) is 169.749928864 Now to test model score... Number of parameters is 6 BIC is 202.246531277 roaming free PSF optimal params are: gen_crc(z0=51.393346043609569, mh=-2.4337856165779361, mv=0.80637707595354646, w=2265.7331044004663, var=2.2525052200926461, x=5.4911906172773151, y=8.0280892349743045) bic_xy[no] is (538.02808923497435, 611.49119061727731) min(chi) is -2.60605015594 max(chi) is 2.11041995681 max(chi ** 2) is 6.79149741526 total(chi ** 2) is 169.749811379 Now to test model score... Number of parameters is 7 BIC is 207.662514195 LIST IF TUPLES AND BICS: (x, y):i None BIC 644.900510529 (x, y):i (536.9593241214558, 612.5302856160313) BIC 464.599096701 (x, y):i (536.9593241214558, 612.5302856160313) BIC 458.923857908 (x, y):i (538.027859081418, 611.49124023034483) BIC 202.246531277 (x, y):i (538.02808923497435, 611.49119061727731) BIC 207.662514195 ################################### ######## RUN NO. 65 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) centre: 499 389 starr is (15, 15) median of starr: 175.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=176.09666666666905, mh=-2.3800000000051904, mv=2.4804761904816024) bic_xy[no] is None min(chi) is -1.58590868625 max(chi) is 1.08664450137 max(chi ** 2) is 2.51510636113 total(chi ** 2) is 90.7985511836 Now to test model score... Number of parameters is 3 BIC is 107.04685239 SKY + fixed PSF optimal params are: ciorc(z0=174.74861297668093, mh=-2.3800000117337121, mv=2.4804761900129657, w=303.31231929448882) bic_xy[no] is (498.6935756219243, 389.3992914522322) min(chi) is -1.51243325798 max(chi) is 1.16011984731 max(chi ** 2) is 2.28745435984 total(chi ** 2) is 82.3470055018 Now to test model score... Number of parameters is 4 BIC is 104.011407111 free-variance PSF optimal params are: var_crc(z0=164.19411812932495, mh=-2.3800000142777984, mv=2.4804761730307159, w=3508.1134872897192, var=24.145439464278066) bic_xy[no] is (498.6935756219243, 389.3992914522322) min(chi) is -1.12574949489 max(chi) is 1.4631274616 max(chi ** 2) is 2.14074196889 total(chi ** 2) is 72.1926433126 Now to test model score... Number of parameters is 5 BIC is 99.2731453237 Roaming fixed-variance PSF optimal params are: roam_crc(z0=172.85589387975418, mh=-2.504007880192872, mv=2.8113974996647904, w=404.52037679444555, x=8.2915607056064538, y=3.5394516577612878) bic_xy[no] is (495.53945165776128, 390.29156070560646) min(chi) is -1.5348203277 max(chi) is 1.02428499947 max(chi ** 2) is 2.35567343833 total(chi ** 2) is 77.3116154681 Now to test model score... Number of parameters is 6 BIC is 109.808217881 roaming free PSF optimal params are: gen_crc(z0=-1015.6256842490407, mh=-16.750921879534012, mv=36.073030431343938, w=11936739.765689338, var=980.33418511504476, x=20.436423704052167, y=-24.50644674698249) bic_xy[no] is (467.49355325301752, 402.43642370405217) min(chi) is -0.361281732231 max(chi) is 0.529739066551 max(chi ** 2) is 0.28062347863 total(chi ** 2) is 5.4166795687 Now to test model score... Number of parameters is 7 BIC is 43.3293823841 LIST IF TUPLES AND BICS: (x, y):i None BIC 107.04685239 (x, y):i (498.6935756219243, 389.3992914522322) BIC 104.011407111 (x, y):i (498.6935756219243, 389.3992914522322) BIC 99.2731453237 (x, y):i (495.53945165776128, 390.29156070560646) BIC 109.808217881 (x, y):i (467.49355325301752, 402.43642370405217) BIC 43.3293823841 ################################### ######## RUN NO. 66 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) centre: 511 383 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=217.21166666667148, mh=-0.216190476190946, mv=0.2735714285720261) bic_xy[no] is None min(chi) is -2.39902981414 max(chi) is 2.06757559949 max(chi ** 2) is 5.75534404913 total(chi ** 2) is 261.08581599 Now to test model score... Number of parameters is 3 BIC is 277.334117197 SKY + fixed PSF optimal params are: ciorc(z0=212.44202064480811, mh=-0.21619028908788285, mv=0.27357136375610269, w=1073.1709401385099) bic_xy[no] is (510.67474724445333, 383.3342514453834) min(chi) is -2.13906119347 max(chi) is 1.57481050034 max(chi ** 2) is 4.57558278941 total(chi ** 2) is 155.283808492 Now to test model score... Number of parameters is 4 BIC is 176.9482101 free-variance PSF optimal params are: var_crc(z0=175.82400512798816, mh=-0.21619045112078017, mv=0.27357144955157436, w=12028.15869099356, var=23.367053967666099) bic_xy[no] is (510.67474724445333, 383.3342514453834) min(chi) is -0.691666451787 max(chi) is 0.81503933775 max(chi ** 2) is 0.664289122079 total(chi ** 2) is 22.206445839 Now to test model score... Number of parameters is 5 BIC is 49.28694785 Roaming fixed-variance PSF optimal params are: roam_crc(z0=212.41694852412684, mh=-0.21587676881985793, mv=0.27683630505951801, w=1073.1760918538669, x=6.9987726173537839, y=6.987222325068017) bic_xy[no] is (510.98722232506805, 382.99877261735378) min(chi) is -2.14042524973 max(chi) is 1.58164271614 max(chi ** 2) is 4.58142024968 total(chi ** 2) is 155.282928331 Now to test model score... Number of parameters is 6 BIC is 187.779530744 roaming free PSF optimal params are: gen_crc(z0=176.69684739988605, mh=0.040896348800381496, mv=-0.20849164241603449, w=12334.224024772473, var=23.736695566476207, x=6.800377845021651, y=7.3744416981116165) bic_xy[no] is (511.37444169811158, 382.80037784502167) min(chi) is -0.619129260276 max(chi) is 0.760401064824 max(chi ** 2) is 0.578209779385 total(chi ** 2) is 21.9177680003 Now to test model score... Number of parameters is 7 BIC is 59.8304708157 LIST IF TUPLES AND BICS: (x, y):i None BIC 277.334117197 (x, y):i (510.67474724445333, 383.3342514453834) BIC 176.9482101 (x, y):i (510.67474724445333, 383.3342514453834) BIC 49.28694785 (x, y):i (510.98722232506805, 382.99877261735378) BIC 187.779530744 (x, y):i (511.37444169811158, 382.80037784502167) BIC 59.8304708157 ################################### ######## RUN NO. 67 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42721, 17.78198) (1004.548718202603, 106.73406142684655) centre: 1005 107 starr is (15, 15) median of starr: 37.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=19.362778916791783, mh=0.748095055605282, mv=3.0883333531070032) bic_xy[no] is None min(chi) is -3.20049289946 max(chi) is 9.37187517379 max(chi ** 2) is 87.8320442731 total(chi ** 2) is 1030.98113054 Now to test model score... Number of parameters is 3 BIC is 1047.22943175 SKY + fixed PSF optimal params are: ciorc(z0=8.2575914528521963, mh=0.74809524501199143, mv=3.0883333214362851, w=2498.6687473967968) bic_xy[no] is (1004.548718202603, 106.73406142684655) min(chi) is -4.063351892 max(chi) is 5.38396164959 max(chi ** 2) is 28.9870430443 total(chi ** 2) is 457.42825391 Now to test model score... Number of parameters is 4 BIC is 479.092655519 free-variance PSF optimal params are: var_crc(z0=0.82447630167301689, mh=0.74809447914623661, mv=3.0883325476908006, w=4174.8569804148274, var=4.6468158081793041) bic_xy[no] is (1004.548718202603, 106.73406142684655) min(chi) is -3.00579755335 max(chi) is 4.40954375689 max(chi ** 2) is 19.4440761439 total(chi ** 2) is 373.976374323 Now to test model score... Number of parameters is 5 BIC is 401.056876334 Roaming fixed-variance PSF optimal params are: roam_crc(z0=14.717289501099057, mh=0.42372240034791991, mv=2.1426871227487632, w=3045.5573307826999, x=7.4473412813432391, y=8.3042070355300392) bic_xy[no] is (1006.30420703553, 107.44734128134324) min(chi) is -2.1847952325 max(chi) is 2.21841421329 max(chi ** 2) is 4.92136162171 total(chi ** 2) is 191.350263026 Now to test model score... Number of parameters is 6 BIC is 223.846865439 roaming free PSF optimal params are: gen_crc(z0=13.004564947566063, mh=0.32435142465369693, mv=1.7111317981484842, w=4270.4492687503271, var=3.7388014971635628, x=7.4177538647342596, y=8.3600355611762236) bic_xy[no] is (1006.3600355611762, 107.41775386473427) min(chi) is -1.80101277782 max(chi) is 2.30098193788 max(chi ** 2) is 5.29451787845 total(chi ** 2) is 144.177773026 Now to test model score... Number of parameters is 7 BIC is 182.090475841 LIST IF TUPLES AND BICS: (x, y):i None BIC 1047.22943175 (x, y):i (1004.548718202603, 106.73406142684655) BIC 479.092655519 (x, y):i (1004.548718202603, 106.73406142684655) BIC 401.056876334 (x, y):i (1006.30420703553, 107.44734128134324) BIC 223.846865439 (x, y):i (1006.3600355611762, 107.41775386473427) BIC 182.090475841 ################################### ######## RUN NO. 68 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41987, 17.79276) (1044.3432359495778, 44.9643909167886) centre: 1044 45 rdls not correct, out of image ################################### ######## RUN NO. 69 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.41489, 17.69255) (1071.8317031052138, 617.8712694392632) centre: 1072 618 rdls not correct, out of image ################################### ######## RUN NO. 70 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42692, 17.70846) (1006.4836406276808, 527.1187359974265) centre: 1006 527 starr is (15, 15) median of starr: 46.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=15.502777777711302, mh=1.6930952380989241, mv=5.5423809523930405) bic_xy[no] is None min(chi) is -5.53572618162 max(chi) is 9.51727327074 max(chi ** 2) is 90.57849051 total(chi ** 2) is 2065.43698208 Now to test model score... Number of parameters is 3 BIC is 2081.68528328 SKY + fixed PSF optimal params are: ciorc(z0=3.5836906801671091, mh=1.6930952422358498, mv=5.5423809055078985, w=2681.7965728072732) bic_xy[no] is (1006.4836406276808, 527.1187359974265) min(chi) is -4.88607957424 max(chi) is 8.44227984203 max(chi ** 2) is 71.2720889312 total(chi ** 2) is 1404.73177808 Now to test model score... Number of parameters is 4 BIC is 1426.39617969 free-variance PSF optimal params are: var_crc(z0=-34.4641370258514, mh=1.6930952944028459, mv=5.5423809382666063, w=11942.061517486727, var=11.988316464260151) bic_xy[no] is (1006.4836406276808, 527.1187359974265) min(chi) is -4.58414459001 max(chi) is 5.94219300717 max(chi ** 2) is 35.3096577345 total(chi ** 2) is 933.445367182 Now to test model score... Number of parameters is 5 BIC is 960.525869193 Roaming fixed-variance PSF optimal params are: roam_crc(z0=15.1560762169548, mh=1.2484097002014631, mv=3.4308829150322757, w=4104.5959944014794, x=7.4550942564740623, y=9.1617470053789649) bic_xy[no] is (1008.161747005379, 527.45509425647401) min(chi) is -4.53738155322 max(chi) is 3.21814999764 max(chi ** 2) is 20.5878313595 total(chi ** 2) is 575.732630033 Now to test model score... Number of parameters is 6 BIC is 608.229232446 roaming free PSF optimal params are: gen_crc(z0=14.912163257443126, mh=0.70084359584350575, mv=0.43119352039672038, w=10022.216051035322, var=6.7846148059868785, x=7.4437172773290632, y=9.3498827966622837) bic_xy[no] is (1008.3498827966623, 527.44371727732903) min(chi) is -2.77338090174 max(chi) is 2.38456259679 max(chi ** 2) is 7.69164162616 total(chi ** 2) is 166.132541477 Now to test model score... Number of parameters is 7 BIC is 204.045244292 LIST IF TUPLES AND BICS: (x, y):i None BIC 2081.68528328 (x, y):i (1006.4836406276808, 527.1187359974265) BIC 1426.39617969 (x, y):i (1006.4836406276808, 527.1187359974265) BIC 960.525869193 (x, y):i (1008.161747005379, 527.45509425647401) BIC 608.229232446 (x, y):i (1008.3498827966623, 527.44371727732903) BIC 204.045244292 ################################### ######## RUN NO. 71 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42307, 17.72225) (1027.294878367014, 448.19891873781256) centre: 1027 448 rdls not correct, out of image ################################### ######## RUN NO. 72 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42257, 17.76138) (1029.8363826066766, 224.44627312753914) centre: 1030 224 rdls not correct, out of image ################################### ######## RUN NO. 73 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54625, 17.76453) (358.73690932501245, 208.40671606230086) centre: 359 208 starr is (15, 15) median of starr: 53.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=79.174444444501518, mh=-0.014523809523836586, mv=-1.661190476194099) bic_xy[no] is None min(chi) is -4.21376359268 max(chi) is 7.44293647765 max(chi ** 2) is 55.3973034104 total(chi ** 2) is 1553.74706834 Now to test model score... Number of parameters is 3 BIC is 1569.99536955 SKY + fixed PSF optimal params are: ciorc(z0=66.426596102488332, mh=-0.014523809523837276, mv=-1.6611904598497997, w=2868.267857000807) bic_xy[no] is (358.73690932501245, 208.40671606230086) min(chi) is -3.51894443667 max(chi) is 5.01135642304 max(chi ** 2) is 25.1136931987 total(chi ** 2) is 797.966867639 Now to test model score... Number of parameters is 4 BIC is 819.631269248 free-variance PSF optimal params are: var_crc(z0=43.761342945482667, mh=-0.014524469103198734, mv=-1.6611905186061817, w=8119.0163444539039, var=8.4098207050029679) bic_xy[no] is (358.73690932501245, 208.40671606230086) min(chi) is -3.05777011757 max(chi) is 4.22334746013 max(chi ** 2) is 17.836663769 total(chi ** 2) is 539.810005989 Now to test model score... Number of parameters is 5 BIC is 566.890508 Roaming fixed-variance PSF optimal params are: roam_crc(z0=64.150710417308005, mh=0.097743581161565951, mv=-1.4653536307800576, w=2895.0788097287436, x=6.8371273556900727, y=6.7158886006196976) bic_xy[no] is (358.71588860061968, 207.83712735569009) min(chi) is -3.49123935967 max(chi) is 4.92810866442 max(chi ** 2) is 24.2862550084 total(chi ** 2) is 784.407352302 Now to test model score... Number of parameters is 6 BIC is 816.903954715 roaming free PSF optimal params are: gen_crc(z0=30.579076860287959, mh=0.97806607870200224, mv=-0.93249870039824123, w=8407.9402849867911, var=8.5679416142349591, x=6.4501921960128321, y=6.5967201644609892) bic_xy[no] is (358.59672016446098, 207.45019219601284) min(chi) is -3.4097274119 max(chi) is 4.02123919332 max(chi ** 2) is 16.1703646499 total(chi ** 2) is 516.263719849 Now to test model score... Number of parameters is 7 BIC is 554.176422665 LIST IF TUPLES AND BICS: (x, y):i None BIC 1569.99536955 (x, y):i (358.73690932501245, 208.40671606230086) BIC 819.631269248 (x, y):i (358.73690932501245, 208.40671606230086) BIC 566.890508 (x, y):i (358.71588860061968, 207.83712735569009) BIC 816.903954715 (x, y):i (358.59672016446098, 207.45019219601284) BIC 554.176422665 ################################### ######## RUN NO. 74 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50332, 17.76681) (591.6492032757895, 194.7335366342618) centre: 592 195 starr is (15, 15) median of starr: 41.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=49.700555555574518, mh=0.24214285714338676, mv=-0.45142857142955511) bic_xy[no] is None min(chi) is -2.56062796478 max(chi) is 9.72682268889 max(chi ** 2) is 94.611079621 total(chi ** 2) is 986.874930384 Now to test model score... Number of parameters is 3 BIC is 1003.12323159 SKY + fixed PSF optimal params are: ciorc(z0=38.997480449617385, mh=0.24214287078690364, mv=-0.4514285932591825, w=2408.1935471517336) bic_xy[no] is (591.6492032757895, 194.7335366342618) min(chi) is -3.56722229057 max(chi) is 5.52280507032 max(chi ** 2) is 30.5013758448 total(chi ** 2) is 454.10604013 Now to test model score... Number of parameters is 4 BIC is 475.770441739 free-variance PSF optimal params are: var_crc(z0=38.681504377075179, mh=0.24214266853700422, mv=-0.45142857259044356, w=2479.2903422688687, var=2.3656123083759493) bic_xy[no] is (591.6492032757895, 194.7335366342618) min(chi) is -3.61563715727 max(chi) is 5.43656286036 max(chi ** 2) is 29.5562157346 total(chi ** 2) is 453.747863688 Now to test model score... Number of parameters is 5 BIC is 480.828365699 Roaming fixed-variance PSF optimal params are: roam_crc(z0=35.913788898451948, mh=0.88749000135081668, mv=-0.97118791759344691, w=2904.2406644207067, x=6.0666883495601542, y=7.751677548874838) bic_xy[no] is (592.7516775488748, 194.06668834956017) min(chi) is -2.15811122191 max(chi) is 3.23956673869 max(chi ** 2) is 10.4947926544 total(chi ** 2) is 220.584277727 Now to test model score... Number of parameters is 6 BIC is 253.08088014 roaming free PSF optimal params are: gen_crc(z0=36.579147665198924, mh=0.85349192810804564, mv=-0.93596765541917015, w=2752.5969528689675, var=2.0449595399641982, x=6.0671721318949681, y=7.7393319616138339) bic_xy[no] is (592.73933196161386, 194.06717213189498) min(chi) is -1.9413706627 max(chi) is 3.22553819046 max(chi ** 2) is 10.4040966181 total(chi ** 2) is 218.594848564 Now to test model score... Number of parameters is 7 BIC is 256.507551379 LIST IF TUPLES AND BICS: (x, y):i None BIC 1003.12323159 (x, y):i (591.6492032757895, 194.7335366342618) BIC 475.770441739 (x, y):i (591.6492032757895, 194.7335366342618) BIC 480.828365699 (x, y):i (592.7516775488748, 194.06668834956017) BIC 253.08088014 (x, y):i (592.73933196161386, 194.06717213189498) BIC 256.507551379 ################################### ######## RUN NO. 75 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53093, 17.76728) (441.8398785398728, 192.43101467123446) centre: 442 192 starr is (15, 15) median of starr: 78.0 max of starr: 202.0 SKY ONLY optimal params are: skyp(z0=87.070555555575339, mh=-0.15214285714318843, mv=-0.30047619047684526) bic_xy[no] is None min(chi) is -4.24395753469 max(chi) is 6.43689855441 max(chi ** 2) is 41.4336629998 total(chi ** 2) is 1079.93472294 Now to test model score... Number of parameters is 3 BIC is 1096.18302414 SKY + fixed PSF optimal params are: ciorc(z0=75.701374634421924, mh=-0.15214285714318632, mv=-0.30047619047684626, w=2558.0676691555514) bic_xy[no] is (441.8398785398728, 192.43101467123446) min(chi) is -3.62428233666 max(chi) is 3.1601564882 max(chi ** 2) is 13.1354224559 total(chi ** 2) is 478.788450907 Now to test model score... Number of parameters is 4 BIC is 500.452852515 free-variance PSF optimal params are: var_crc(z0=43.068326581677908, mh=-0.15214286622510093, mv=-0.30047617660721182, w=10474.848668725659, var=11.704396005936205) bic_xy[no] is (441.8398785398728, 192.43101467123446) min(chi) is -1.98845383303 max(chi) is 2.12529612079 max(chi ** 2) is 4.51688360103 total(chi ** 2) is 165.892522683 Now to test model score... Number of parameters is 5 BIC is 192.973024694 Roaming fixed-variance PSF optimal params are: roam_crc(z0=74.681777344849152, mh=-0.045282944174327058, mv=-0.26499047097152661, w=2563.2827773999879, x=6.8249046483130558, y=6.9418551116328855) bic_xy[no] is (441.94185511163289, 191.82490464831307) min(chi) is -3.59578736804 max(chi) is 3.00110080781 max(chi ** 2) is 12.9296867962 total(chi ** 2) is 476.493030561 Now to test model score... Number of parameters is 6 BIC is 508.989632975 roaming free PSF optimal params are: gen_crc(z0=41.259424199362201, mh=0.2038689608381653, mv=-0.43420620787515574, w=10546.611090227081, var=11.765084020418575, x=6.8204779156464816, y=7.067422579154246) bic_xy[no] is (442.06742257915425, 191.82047791564648) min(chi) is -1.86872378858 max(chi) is 2.14923343799 max(chi ** 2) is 4.61920437095 total(chi ** 2) is 164.1682304 Now to test model score... Number of parameters is 7 BIC is 202.080933215 LIST IF TUPLES AND BICS: (x, y):i None BIC 1096.18302414 (x, y):i (441.8398785398728, 192.43101467123446) BIC 500.452852515 (x, y):i (441.8398785398728, 192.43101467123446) BIC 192.973024694 (x, y):i (441.94185511163289, 191.82490464831307) BIC 508.989632975 (x, y):i (442.06742257915425, 191.82047791564648) BIC 202.080933215 ################################### ######## RUN NO. 76 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53222, 17.77291) (434.8380809020666, 160.27373856805312) centre: 435 160 starr is (15, 15) median of starr: 50.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=54.998888888899799, mh=-0.26071428571485389, mv=0.47547619047722756) bic_xy[no] is None min(chi) is -3.2515155369 max(chi) is 8.96592237302 max(chi ** 2) is 80.387763999 total(chi ** 2) is 1008.33846798 Now to test model score... Number of parameters is 3 BIC is 1024.58676919 SKY + fixed PSF optimal params are: ciorc(z0=43.088954606926698, mh=-0.26071416956875326, mv=0.47547627504260109, w=2679.7368391058203) bic_xy[no] is (434.8380809020666, 160.27373856805312) min(chi) is -2.60236673699 max(chi) is 3.0592624415 max(chi ** 2) is 9.35908668598 total(chi ** 2) is 348.647729847 Now to test model score... Number of parameters is 4 BIC is 370.312131456 free-variance PSF optimal params are: var_crc(z0=32.065799646799263, mh=-0.2607142329649384, mv=0.47547618652336937, w=5176.4434768122101, var=5.7268730671338641) bic_xy[no] is (434.8380809020666, 160.27373856805312) min(chi) is -2.25428287795 max(chi) is 3.53142882741 max(chi ** 2) is 12.470989563 total(chi ** 2) is 253.768038228 Now to test model score... Number of parameters is 5 BIC is 280.848540239 Roaming fixed-variance PSF optimal params are: roam_crc(z0=41.978136887640368, mh=0.085166609694260001, mv=0.22541024685845426, w=2778.7657866219847, x=6.4772049844350192, y=7.3779707316342842) bic_xy[no] is (435.37797073163426, 159.47720498443502) min(chi) is -2.41443908342 max(chi) is 2.88109079075 max(chi ** 2) is 8.30068414457 total(chi ** 2) is 301.262147088 Now to test model score... Number of parameters is 6 BIC is 333.758749501 roaming free PSF optimal params are: gen_crc(z0=32.592169470220277, mh=0.3649672386142408, mv=-0.23235770529520003, w=5187.7872385461278, var=5.4633721989532029, x=6.4840824371102519, y=7.5838047992965754) bic_xy[no] is (435.58380479929656, 159.48408243711026) min(chi) is -2.24487145454 max(chi) is 3.22576064489 max(chi ** 2) is 10.4055317381 total(chi ** 2) is 207.970793353 Now to test model score... Number of parameters is 7 BIC is 245.883496169 LIST IF TUPLES AND BICS: (x, y):i None BIC 1024.58676919 (x, y):i (434.8380809020666, 160.27373856805312) BIC 370.312131456 (x, y):i (434.8380809020666, 160.27373856805312) BIC 280.848540239 (x, y):i (435.37797073163426, 159.47720498443502) BIC 333.758749501 (x, y):i (435.58380479929656, 159.48408243711026) BIC 245.883496169 ################################### ######## RUN NO. 77 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61331, 17.77442) (-5.146129575649127, 152.71184084327933) centre: -5 153 rdls not correct, out of image ################################### ######## RUN NO. 78 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47565, 17.77707) (741.7899005381786, 135.6519866001148) centre: 742 136 starr is (15, 15) median of starr: 63.0 max of starr: 233.0 SKY ONLY optimal params are: skyp(z0=48.544444369155443, mh=0.39357140626137699, mv=2.8797619376427437) bic_xy[no] is None min(chi) is -4.7012962829 max(chi) is 8.66932096213 max(chi ** 2) is 75.1571259444 total(chi ** 2) is 1381.67976772 Now to test model score... Number of parameters is 3 BIC is 1397.92806893 SKY + fixed PSF optimal params are: ciorc(z0=35.463062549822411, mh=0.39357134876718308, mv=2.8797618735960371, w=2943.313256104444) bic_xy[no] is (741.7899005381786, 135.6519866001148) min(chi) is -4.1536827437 max(chi) is 4.89021191384 max(chi ** 2) is 23.9141725622 total(chi ** 2) is 585.833716257 Now to test model score... Number of parameters is 4 BIC is 607.498117866 free-variance PSF optimal params are: var_crc(z0=10.900733953360069, mh=0.39357155484980016, mv=2.8797619634268288, w=8662.2061198490974, var=8.8193779504895637) bic_xy[no] is (741.7899005381786, 135.6519866001148) min(chi) is -2.71833580072 max(chi) is 3.54748849269 max(chi ** 2) is 12.5846746058 total(chi ** 2) is 318.814499796 Now to test model score... Number of parameters is 5 BIC is 345.895001807 Roaming fixed-variance PSF optimal params are: roam_crc(z0=37.986146806692695, mh=0.65159542484474708, mv=2.0355090104640521, w=3298.9509860070757, x=6.671495213506172, y=8.0748982019500861) bic_xy[no] is (743.07489820195008, 135.67149521350618) min(chi) is -3.50480142223 max(chi) is 2.59346959504 max(chi ** 2) is 12.2836330093 total(chi ** 2) is 391.614179229 Now to test model score... Number of parameters is 6 BIC is 424.110781642 roaming free PSF optimal params are: gen_crc(z0=18.606399597035129, mh=1.591001299512661, mv=0.43175861771342605, w=8920.8746865248904, var=8.0730218767959254, x=6.3815107099641599, y=8.273895459850376) bic_xy[no] is (743.27389545985034, 135.38151070996415) min(chi) is -2.01722958035 max(chi) is 2.09153176664 max(chi ** 2) is 4.37450513088 total(chi ** 2) is 147.302434159 Now to test model score... Number of parameters is 7 BIC is 185.215136975 LIST IF TUPLES AND BICS: (x, y):i None BIC 1397.92806893 (x, y):i (741.7899005381786, 135.6519866001148) BIC 607.498117866 (x, y):i (741.7899005381786, 135.6519866001148) BIC 345.895001807 (x, y):i (743.07489820195008, 135.67149521350618) BIC 424.110781642 (x, y):i (743.27389545985034, 135.38151070996415) BIC 185.215136975 ################################### ######## RUN NO. 79 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52463, 17.78049) (475.9867644325762, 116.82082311186682) centre: 476 117 starr is (15, 15) median of starr: 28.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=41.615555555585246, mh=-0.657142857144288, mv=0.92476190476392151) bic_xy[no] is None min(chi) is -2.84776456685 max(chi) is 10.9329235955 max(chi ** 2) is 119.528818345 total(chi ** 2) is 1911.66075728 Now to test model score... Number of parameters is 3 BIC is 1927.90905849 SKY + fixed PSF optimal params are: ciorc(z0=23.994152830226746, mh=-0.65714292559214582, mv=0.92476189164042, w=3964.8186056543927) bic_xy[no] is (475.9867644325762, 116.82082311186682) min(chi) is -4.48689333735 max(chi) is 5.75408109018 max(chi ** 2) is 33.1094491924 total(chi ** 2) is 467.542565364 Now to test model score... Number of parameters is 4 BIC is 489.206966973 free-variance PSF optimal params are: var_crc(z0=15.946137542054874, mh=-0.65714282562161253, mv=0.92476183054027528, w=5777.1849086551683, var=3.9437465117105814) bic_xy[no] is (475.9867644325762, 116.82082311186682) min(chi) is -3.24475874047 max(chi) is 4.48330371574 max(chi ** 2) is 20.1000122075 total(chi ** 2) is 351.39132308 Now to test model score... Number of parameters is 5 BIC is 378.471825091 Roaming fixed-variance PSF optimal params are: roam_crc(z0=23.056530892408329, mh=-0.073852119579934469, mv=0.3037602076893699, w=4235.1874242074546, x=6.4215437447456551, y=7.6158549201655532) bic_xy[no] is (476.61585492016553, 116.42154374474566) min(chi) is -4.23676056974 max(chi) is 2.90686606536 max(chi ** 2) is 17.9501401253 total(chi ** 2) is 272.928525767 Now to test model score... Number of parameters is 6 BIC is 305.425128181 roaming free PSF optimal params are: gen_crc(z0=16.132180088347372, mh=0.16198668636170613, mv=-0.032240744109282911, w=5952.9757278091492, var=3.7354152014762847, x=6.4208730032962809, y=7.6766781240894604) bic_xy[no] is (476.67667812408945, 116.42087300329628) min(chi) is -2.27694416164 max(chi) is 1.83604409602 max(chi ** 2) is 5.18447471522 total(chi ** 2) is 156.244817587 Now to test model score... Number of parameters is 7 BIC is 194.157520403 LIST IF TUPLES AND BICS: (x, y):i None BIC 1927.90905849 (x, y):i (475.9867644325762, 116.82082311186682) BIC 489.206966973 (x, y):i (475.9867644325762, 116.82082311186682) BIC 378.471825091 (x, y):i (476.61585492016553, 116.42154374474566) BIC 305.425128181 (x, y):i (476.67667812408945, 116.42087300329628) BIC 194.157520403 ################################### ######## RUN NO. 80 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.45069, 17.78498) (877.1759275922071, 90.00262499516907) centre: 877 90 starr is (15, 15) median of starr: 58.0 max of starr: 236.0 SKY ONLY optimal params are: skyp(z0=33.537777822982306, mh=1.0299999757296643, mv=3.4290476386406077) bic_xy[no] is None min(chi) is -4.62933691876 max(chi) is 8.96009121923 max(chi ** 2) is 80.2832346569 total(chi ** 2) is 1167.06671504 Now to test model score... Number of parameters is 3 BIC is 1183.31501624 SKY + fixed PSF optimal params are: ciorc(z0=24.734574724486748, mh=1.0300000046015187, mv=3.4290476443511224, w=1980.7220341665545) bic_xy[no] is (877.1759275922071, 90.00262499516907) min(chi) is -4.30889691272 max(chi) is 6.30043673064 max(chi ** 2) is 39.6955029968 total(chi ** 2) is 806.651443384 Now to test model score... Number of parameters is 4 BIC is 828.315844993 free-variance PSF optimal params are: var_crc(z0=-14.593249936018449, mh=1.0300000472068052, mv=3.4290476454085663, w=12118.863743585021, var=15.321335995753739) bic_xy[no] is (877.1759275922071, 90.00262499516907) min(chi) is -3.33344100807 max(chi) is 5.56162907512 max(chi ** 2) is 30.9317179692 total(chi ** 2) is 478.484812081 Now to test model score... Number of parameters is 5 BIC is 505.565314092 Roaming fixed-variance PSF optimal params are: roam_crc(z0=31.440390342398313, mh=0.87450764710851236, mv=1.9899553541278023, w=2983.6867459538134, x=7.2189041872059949, y=9.0265621488182166) bic_xy[no] is (879.02656214881824, 90.218904187205993) min(chi) is -3.30674658753 max(chi) is 2.59404534876 max(chi ** 2) is 10.9345729942 total(chi ** 2) is 375.355830417 Now to test model score... Number of parameters is 6 BIC is 407.85243283 roaming free PSF optimal params are: gen_crc(z0=25.871159755357223, mh=0.62771812601390109, mv=-0.42387472587237507, w=8828.3458951071989, var=8.7274020810956436, x=7.2180565552185092, y=9.1488357420648558) bic_xy[no] is (879.14883574206488, 90.21805655521851) min(chi) is -1.8829931642 max(chi) is 2.68139293979 max(chi ** 2) is 7.18986809756 total(chi ** 2) is 191.610154842 Now to test model score... Number of parameters is 7 BIC is 229.522857657 LIST IF TUPLES AND BICS: (x, y):i None BIC 1183.31501624 (x, y):i (877.1759275922071, 90.00262499516907) BIC 828.315844993 (x, y):i (877.1759275922071, 90.00262499516907) BIC 505.565314092 (x, y):i (879.02656214881824, 90.218904187205993) BIC 407.85243283 (x, y):i (879.14883574206488, 90.21805655521851) BIC 229.522857657 ################################### ######## RUN NO. 81 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51582, 17.78528) (523.7943341212086, 89.28462733394423) centre: 524 89 starr is (15, 15) median of starr: 36.0 max of starr: 246.0 SKY ONLY optimal params are: skyp(z0=49.225000000028864, mh=-0.56000000000122296, mv=0.49166666666773967) bic_xy[no] is None min(chi) is -2.94353300267 max(chi) is 10.724459948 max(chi ** 2) is 115.014041177 total(chi ** 2) is 1776.04310581 Now to test model score... Number of parameters is 3 BIC is 1792.29140701 SKY + fixed PSF optimal params are: ciorc(z0=31.873968519350424, mh=-0.55999991900442669, mv=0.49166666632034306, w=3903.9847926781144) bic_xy[no] is (523.7943341212086, 89.28462733394423) min(chi) is -3.46356735159 max(chi) is 3.75145422149 max(chi ** 2) is 14.073408776 total(chi ** 2) is 375.90031603 Now to test model score... Number of parameters is 4 BIC is 397.564717639 free-variance PSF optimal params are: var_crc(z0=21.364951331251323, mh=-0.5599999989071226, mv=0.491666674076151, w=6272.9097733905373, var=4.4838501900339995) bic_xy[no] is (523.7943341212086, 89.28462733394423) min(chi) is -2.44392194601 max(chi) is 2.78663284337 max(chi ** 2) is 7.76532260376 total(chi ** 2) is 220.203526805 Now to test model score... Number of parameters is 5 BIC is 247.284028816 Roaming fixed-variance PSF optimal params are: roam_crc(z0=33.11233761015913, mh=-0.37335751062222172, mv=0.070835957726444451, w=3994.2007841341688, x=6.8037385390169867, y=7.4425207028943579) bic_xy[no] is (524.4425207028944, 88.80373853901699) min(chi) is -3.0081176187 max(chi) is 2.76993429964 max(chi ** 2) is 9.04877160793 total(chi ** 2) is 313.085781732 Now to test model score... Number of parameters is 6 BIC is 345.582384146 roaming free PSF optimal params are: gen_crc(z0=24.844395050108073, mh=-0.360611314962199, mv=-0.17939933076943831, w=6232.5777100183805, var=4.3258731237144943, x=6.8650159641420538, y=7.4544421723969769) bic_xy[no] is (524.45444217239697, 88.86501596414206) min(chi) is -1.70755618239 max(chi) is 2.6340544545 max(chi ** 2) is 6.93824286929 total(chi ** 2) is 171.520244146 Now to test model score... Number of parameters is 7 BIC is 209.432946962 LIST IF TUPLES AND BICS: (x, y):i None BIC 1792.29140701 (x, y):i (523.7943341212086, 89.28462733394423) BIC 397.564717639 (x, y):i (523.7943341212086, 89.28462733394423) BIC 247.284028816 (x, y):i (524.4425207028944, 88.80373853901699) BIC 345.582384146 (x, y):i (524.45444217239697, 88.86501596414206) BIC 209.432946962 ################################### ######## RUN NO. 82 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55781, 17.78946) (295.99611553463365, 65.98458420584495) centre: 296 66 starr is (15, 15) median of starr: 92.0 max of starr: 235.0 SKY ONLY optimal params are: skyp(z0=116.04444444449683, mh=-2.1771428571475999, mv=-0.60952380952513641) bic_xy[no] is None min(chi) is -5.61641927533 max(chi) is 7.30952943304 max(chi ** 2) is 53.4292205324 total(chi ** 2) is 1063.95291461 Now to test model score... Number of parameters is 3 BIC is 1080.20121582 SKY + fixed PSF optimal params are: ciorc(z0=105.48143700538805, mh=-2.1771428642411812, mv=-0.60952380952513752, w=2376.6783527505227) bic_xy[no] is (295.99611553463365, 65.98458420584495) min(chi) is -5.04068442056 max(chi) is 4.23730464358 max(chi ** 2) is 25.4084994276 total(chi ** 2) is 545.037105874 Now to test model score... Number of parameters is 4 BIC is 566.701507483 free-variance PSF optimal params are: var_crc(z0=41.067832788605472, mh=-2.1771428237654393, mv=-0.60952379685243785, w=21298.93838743486, var=22.109477889143182) bic_xy[no] is (295.99611553463365, 65.98458420584495) min(chi) is -2.45712474878 max(chi) is 3.7621767866 max(chi ** 2) is 14.1539741737 total(chi ** 2) is 196.721789554 Now to test model score... Number of parameters is 5 BIC is 223.802291565 Roaming fixed-variance PSF optimal params are: roam_crc(z0=100.9434088976341, mh=-1.5316799692415346, mv=-0.72382722630758178, w=2561.1737846520873, x=5.9414726865533947, y=7.1874462393710985) bic_xy[no] is (296.18744623937107, 64.941472686553396) min(chi) is -4.7933400355 max(chi) is 2.62385147283 max(chi ** 2) is 22.9761086959 total(chi ** 2) is 466.706191557 Now to test model score... Number of parameters is 6 BIC is 499.20279397 roaming free PSF optimal params are: gen_crc(z0=29.136781292418167, mh=1.2107682430438027, mv=-1.5106849175516726, w=19149.097339992, var=19.357355543088456, x=5.5905993039790909, y=7.3718524949497324) bic_xy[no] is (296.37185249494974, 64.59059930397909) min(chi) is -2.86504977368 max(chi) is 2.99285664431 max(chi ** 2) is 8.95719089338 total(chi ** 2) is 157.751167959 Now to test model score... Number of parameters is 7 BIC is 195.663870774 LIST IF TUPLES AND BICS: (x, y):i None BIC 1080.20121582 (x, y):i (295.99611553463365, 65.98458420584495) BIC 566.701507483 (x, y):i (295.99611553463365, 65.98458420584495) BIC 223.802291565 (x, y):i (296.18744623937107, 64.941472686553396) BIC 499.20279397 (x, y):i (296.37185249494974, 64.59059930397909) BIC 195.663870774 ################################### ######## RUN NO. 83 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52394, 17.79015) (479.7529258710761, 61.53947756245765) centre: 480 62 starr is (15, 15) median of starr: 37.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=57.36722203373715, mh=-2.8647618929170608, mv=1.8669047771773737) bic_xy[no] is None min(chi) is -3.86468182629 max(chi) is 7.73347746805 max(chi ** 2) is 59.8066737489 total(chi ** 2) is 1099.92354267 Now to test model score... Number of parameters is 3 BIC is 1116.17184387 SKY + fixed PSF optimal params are: ciorc(z0=46.840596678541182, mh=-2.8647619186067272, mv=1.8669047555375029, w=2368.4924947527952) bic_xy[no] is (479.7529258710761, 61.53947756245765) min(chi) is -3.29094179429 max(chi) is 4.93419119028 max(chi ** 2) is 24.3462427022 total(chi ** 2) is 584.576107884 Now to test model score... Number of parameters is 4 BIC is 606.240509493 free-variance PSF optimal params are: var_crc(z0=27.172193417797391, mh=-2.8647619067288508, mv=1.8669047821786677, w=6917.8644320891153, var=8.3277744276158625) bic_xy[no] is (479.7529258710761, 61.53947756245765) min(chi) is -2.91581743427 max(chi) is 3.66777434916 max(chi ** 2) is 13.4525686764 total(chi ** 2) is 351.362938074 Now to test model score... Number of parameters is 5 BIC is 378.443440085 Roaming fixed-variance PSF optimal params are: roam_crc(z0=41.793831900465435, mh=-1.8833871210340039, mv=1.2485118149183805, w=2932.3787419717155, x=5.5942452611863809, y=7.885758916334189) bic_xy[no] is (480.88575891633417, 60.594245261186387) min(chi) is -2.66729520762 max(chi) is 2.69575396666 max(chi ** 2) is 7.26708944876 total(chi ** 2) is 326.763269442 Now to test model score... Number of parameters is 6 BIC is 359.259871855 roaming free PSF optimal params are: gen_crc(z0=22.343702340646974, mh=-0.65755115434216249, mv=0.56153427930981492, w=6541.3442893439114, var=6.3050028700733298, x=5.51073808407138, y=7.8748552679315269) bic_xy[no] is (480.87485526793154, 60.510738084071377) min(chi) is -2.50055277677 max(chi) is 2.49330780189 max(chi ** 2) is 6.25276418941 total(chi ** 2) is 129.180174929 Now to test model score... Number of parameters is 7 BIC is 167.092877744 LIST IF TUPLES AND BICS: (x, y):i None BIC 1116.17184387 (x, y):i (479.7529258710761, 61.53947756245765) BIC 606.240509493 (x, y):i (479.7529258710761, 61.53947756245765) BIC 378.443440085 (x, y):i (480.88575891633417, 60.594245261186387) BIC 359.259871855 (x, y):i (480.87485526793154, 60.510738084071377) BIC 167.092877744 ################################### ######## RUN NO. 84 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57226, 17.79959) (217.56521029449547, 8.253544371978364) centre: 218 8 starr is (15, 15) median of starr: 49.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=64.36222222225571, mh=-1.1795238095263789, mv=-0.025238095238148243) bic_xy[no] is None min(chi) is -3.29867518672 max(chi) is 8.93150647007 max(chi ** 2) is 79.7718078249 total(chi ** 2) is 1085.48234189 Now to test model score... Number of parameters is 3 BIC is 1101.7306431 SKY + fixed PSF optimal params are: ciorc(z0=52.48828772442593, mh=-1.1795238062264903, mv=-0.02523809028831572, w=2671.6373070868021) bic_xy[no] is (217.56521029449547, 8.253544371978364) min(chi) is -3.45303405444 max(chi) is 4.87000456923 max(chi ** 2) is 23.7169445043 total(chi ** 2) is 429.773419594 Now to test model score... Number of parameters is 4 BIC is 451.437821203 free-variance PSF optimal params are: var_crc(z0=40.94411633921807, mh=-1.1795237671411898, mv=-0.025237423577284736, w=5286.2329294136034, var=5.7460815833676442) bic_xy[no] is (217.56521029449547, 8.253544371978364) min(chi) is -2.78217301419 max(chi) is 3.72492440925 max(chi ** 2) is 13.8750618547 total(chi ** 2) is 302.377772286 Now to test model score... Number of parameters is 5 BIC is 329.458274297 Roaming fixed-variance PSF optimal params are: roam_crc(z0=43.540792971617627, mh=-0.47833609965635115, mv=0.33010239885979364, w=3020.8071519206787, x=6.0250596320779772, y=6.5059398062948972) bic_xy[no] is (217.50593980629489, 7.0250596320779763) min(chi) is -2.51273616133 max(chi) is 2.23577216573 max(chi ** 2) is 6.31384301645 total(chi ** 2) is 254.886131802 Now to test model score... Number of parameters is 6 BIC is 287.382734215 roaming free PSF optimal params are: gen_crc(z0=31.160908662650122, mh=-0.0086267465247175171, mv=0.44039860918712848, w=4900.728262520609, var=4.5704758765799056, x=5.9872307827771571, y=6.5979686889890532) bic_xy[no] is (217.59796868898906, 6.9872307827771571) min(chi) is -2.12897823609 max(chi) is 2.5747475816 max(chi ** 2) is 6.62932510898 total(chi ** 2) is 179.099962892 Now to test model score... Number of parameters is 7 BIC is 217.012665707 LIST IF TUPLES AND BICS: (x, y):i None BIC 1101.7306431 (x, y):i (217.56521029449547, 8.253544371978364) BIC 451.437821203 (x, y):i (217.56521029449547, 8.253544371978364) BIC 329.458274297 (x, y):i (217.50593980629489, 7.0250596320779763) BIC 287.382734215 (x, y):i (217.59796868898906, 6.9872307827771571) BIC 217.012665707 ################################### ######## RUN NO. 85 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51922, 17.80266) (505.33882599023354, -10.023275963331798) centre: 505 -10 rdls not correct, out of image ################################### ######## RUN NO. 86 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49654, 17.80852) (628.341721517833, -43.86086620346725) centre: 628 -44 rdls not correct, out of image ################################### ######## RUN NO. 87 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49184, 17.80858) (653.8219011906679, -44.28797085372031) centre: 654 -44 rdls not correct, out of image ################################### ######## RUN NO. 88 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53723, 17.81961) (407.6197790893674, -106.70232234742502) centre: 408 -107 rdls not correct, out of image ################################### ######## RUN NO. 89 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58193, 17.82570) (165.14094736687514, -140.9321984197082) centre: 165 -141 rdls not correct, out of image ################################### ######## RUN NO. 90 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51250, 17.83074) (541.723700011605, -170.68743056840248) centre: 542 -171 rdls not correct, out of image ################################### ######## RUN NO. 91 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50473, 17.83932) (583.8721355919577, -219.88288378373517) centre: 584 -220 rdls not correct, out of image ################################### ######## RUN NO. 92 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62399, 17.68624) (-63.23066036456146, 657.0221764659661) centre: -63 657 rdls not correct, out of image ################################### ######## RUN NO. 93 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.61403, 17.72005) (-9.10291973916776, 463.5974215925889) centre: -9 464 rdls not correct, out of image ################################### ######## RUN NO. 94 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62980, 17.73241) (-94.70749292823723, 393.11245966343876) centre: -95 393 rdls not correct, out of image ################################### ######## RUN NO. 95 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.62237, 17.74211) (-54.34889649025013, 337.5545447456859) centre: -54 338 rdls not correct, out of image ################################### ######## RUN NO. 96 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47355, 17.63252) (753.6098482206457, 962.1485185656518) centre: 754 962 rdls not correct, out of image ################################### ######## RUN NO. 97 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.50231, 17.63357) (597.425525671676, 956.565155382855) centre: 597 957 rdls not correct, out of image ################################### ######## RUN NO. 98 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51795, 17.63490) (512.5233640513791, 949.1886154987167) centre: 513 949 rdls not correct, out of image ################################### ######## RUN NO. 99 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53948, 17.63701) (395.5843293900856, 937.4400541229186) centre: 396 937 rdls not correct, out of image ################################### ######## RUN NO. 100 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55884, 17.64151) (290.494743215092, 911.9881204571595) centre: 290 912 rdls not correct, out of image ################################### ######## RUN NO. 101 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.44777, 17.64446) (893.5688453924927, 893.4626958527169) centre: 894 893 rdls not correct, out of image ################################### ######## RUN NO. 102 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55675, 17.64605) (301.8024510130119, 886.0336944994058) centre: 302 886 rdls not correct, out of image ################################### ######## RUN NO. 103 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55948, 17.65141) (286.99277448442336, 855.4044539055376) centre: 287 855 rdls not correct, out of image ################################### ######## RUN NO. 104 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47223, 17.65552) (760.7209075823935, 830.5991881622748) centre: 761 831 rdls not correct, out of image ################################### ######## RUN NO. 105 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47889, 17.65809) (724.5368921998457, 816.0099792172655) centre: 725 816 rdls not correct, out of image ################################### ######## RUN NO. 106 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.66038) (511.74484656395384, 803.5443454362818) centre: 512 804 rdls not correct, out of image ################################### ######## RUN NO. 107 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.46816, 17.66947) (782.7619886047432, 750.7714481048479) centre: 783 751 starr is (15, 15) median of starr: 29.0 max of starr: 244.0 SKY ONLY optimal params are: skyp(z0=27.954999999997732, mh=-0.74214285714447825, mv=3.1104761904829754) bic_xy[no] is None min(chi) is -3.89718573428 max(chi) is 10.7023595398 max(chi ** 2) is 114.540499718 total(chi ** 2) is 1438.92342294 Now to test model score... Number of parameters is 3 BIC is 1455.17172415 SKY + fixed PSF optimal params are: ciorc(z0=15.876977891581699, mh=-0.74214292139928051, mv=3.1104761615955909, w=2717.557097594482) bic_xy[no] is (782.7619886047432, 750.7714481048479) min(chi) is -4.73403903062 max(chi) is 7.53810085735 max(chi ** 2) is 56.8229645355 total(chi ** 2) is 760.480290048 Now to test model score... Number of parameters is 4 BIC is 782.144691657 free-variance PSF optimal params are: var_crc(z0=6.8086655200025481, mh=-0.7421428686788939, mv=3.1104762794362228, w=4764.267510889641, var=4.9386954598546113) bic_xy[no] is (782.7619886047432, 750.7714481048479) min(chi) is -4.3563277765 max(chi) is 6.43719002705 max(chi ** 2) is 41.4374154443 total(chi ** 2) is 651.298004089 Now to test model score... Number of parameters is 5 BIC is 678.3785061 Roaming fixed-variance PSF optimal params are: roam_crc(z0=19.700388395071908, mh=-0.46450627001959377, mv=1.6892391665790902, w=3658.5849717260635, x=6.6812625790387132, y=8.6318332533339621) bic_xy[no] is (784.63183325333398, 750.68126257903873) min(chi) is -2.3627709052 max(chi) is 2.6736236997 max(chi ** 2) is 7.14826368762 total(chi ** 2) is 235.423752314 Now to test model score... Number of parameters is 6 BIC is 267.920354727 roaming free PSF optimal params are: gen_crc(z0=17.472279851230333, mh=-0.34334352810843177, mv=1.0418262703677115, w=4994.4783478042327, var=3.6035423447044503, x=6.6638454302587098, y=8.7486184395554538) bic_xy[no] is (784.74861843955546, 750.66384543025868) min(chi) is -2.1222746538 max(chi) is 2.74625647296 max(chi ** 2) is 7.54192461528 total(chi ** 2) is 186.418083311 Now to test model score... Number of parameters is 7 BIC is 224.330786126 LIST IF TUPLES AND BICS: (x, y):i None BIC 1455.17172415 (x, y):i (782.7619886047432, 750.7714481048479) BIC 782.144691657 (x, y):i (782.7619886047432, 750.7714481048479) BIC 678.3785061 (x, y):i (784.63183325333398, 750.68126257903873) BIC 267.920354727 (x, y):i (784.74861843955546, 750.66384543025868) BIC 224.330786126 ################################### ######## RUN NO. 108 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58627, 17.67081) (141.53973030509422, 744.8484676719179) centre: 142 745 starr is (15, 15) median of starr: 125.0 max of starr: 229.0 SKY ONLY optimal params are: skyp(z0=174.39000000010768, mh=-5.6447619047742048, mv=-1.4414285714317139) bic_xy[no] is None min(chi) is -5.35291873331 max(chi) is 4.44946234884 max(chi ** 2) is 28.6537389654 total(chi ** 2) is 1150.2824193 Now to test model score... Number of parameters is 3 BIC is 1166.53072051 SKY + fixed PSF optimal params are: ciorc(z0=168.14827484155441, mh=-5.6447619196025078, mv=-1.4414286244246803, w=1404.3892828893447) bic_xy[no] is (141.53973030509422, 744.8484676719179) min(chi) is -5.01271456555 max(chi) is 4.63499799085 max(chi ** 2) is 25.1273073157 total(chi ** 2) is 969.093723564 Now to test model score... Number of parameters is 4 BIC is 990.758125173 free-variance PSF optimal params are: var_crc(z0=-904.57522935695602, mh=-5.6447619260671607, mv=-1.4414285799291233, w=2537742.1526856185, var=355.37262608484031) bic_xy[no] is (141.53973030509422, 744.8484676719179) min(chi) is -6.11120357577 max(chi) is 3.03212657764 max(chi ** 2) is 37.3468091445 total(chi ** 2) is 314.649648445 Now to test model score... Number of parameters is 5 BIC is 341.730150456 Roaming fixed-variance PSF optimal params are: roam_crc(z0=171.30730455049914, mh=-6.1789242797207402, mv=-1.5341661581579165, w=1680.9987737734837, x=8.3347281777230009, y=7.2317121631136621) bic_xy[no] is (142.23171216311366, 746.33472817772304) min(chi) is -5.11413192005 max(chi) is 4.72873229205 max(chi ** 2) is 26.1543452957 total(chi ** 2) is 894.357044267 Now to test model score... Number of parameters is 6 BIC is 926.85364668 roaming free PSF optimal params are: gen_crc(z0=-1257.4699888115751, mh=18.22445294773388, mv=-1.7630162500092699, w=3467117.8723884085, var=387.81908642242519, x=-0.45656248933872134, y=7.1003270181732256) bic_xy[no] is (142.10032701817323, 737.54343751066131) min(chi) is -6.27931621862 max(chi) is 2.557805546 max(chi ** 2) is 39.4298121735 total(chi ** 2) is 304.143530971 Now to test model score... Number of parameters is 7 BIC is 342.056233787 LIST IF TUPLES AND BICS: (x, y):i None BIC 1166.53072051 (x, y):i (141.53973030509422, 744.8484676719179) BIC 990.758125173 (x, y):i (141.53973030509422, 744.8484676719179) BIC 341.730150456 (x, y):i (142.23171216311366, 746.33472817772304) BIC 926.85364668 (x, y):i (142.10032701817323, 737.54343751066131) BIC 342.056233787 ################################### ######## RUN NO. 109 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54012, 17.67728) (392.0585888385981, 707.2032477011353) centre: 392 707 starr is (15, 15) median of starr: 60.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=79.489444444486935, mh=-1.2304761904788701, mv=-0.41023809523898874) bic_xy[no] is None min(chi) is -4.21098644214 max(chi) is 7.39005382135 max(chi ** 2) is 54.6128954824 total(chi ** 2) is 1077.6401721 Now to test model score... Number of parameters is 3 BIC is 1093.8884733 SKY + fixed PSF optimal params are: ciorc(z0=67.655199484577793, mh=-1.2304762063652896, mv=-0.41023810318219817, w=2662.7072762499984) bic_xy[no] is (392.0585888385981, 707.2032477011353) min(chi) is -3.56596307067 max(chi) is 3.03673899022 max(chi ** 2) is 12.7160926214 total(chi ** 2) is 426.307401041 Now to test model score... Number of parameters is 4 BIC is 447.97180265 free-variance PSF optimal params are: var_crc(z0=38.443246015166281, mh=-1.2304762228932509, mv=-0.41023808105770715, w=9627.8890429276544, var=10.576171866604554) bic_xy[no] is (392.0585888385981, 707.2032477011353) min(chi) is -2.11576120368 max(chi) is 2.66479992057 max(chi ** 2) is 7.10115861667 total(chi ** 2) is 135.968848089 Now to test model score... Number of parameters is 5 BIC is 163.0493501 Roaming fixed-variance PSF optimal params are: roam_crc(z0=62.20478371908461, mh=-0.89461170007658952, mv=-0.047207706430381025, w=2788.2955985981939, x=6.4940797586599999, y=6.45315748647237) bic_xy[no] is (391.45315748647238, 706.49407975865995) min(chi) is -3.28719654867 max(chi) is 2.30055418235 max(chi ** 2) is 10.8056611496 total(chi ** 2) is 366.468921052 Now to test model score... Number of parameters is 6 BIC is 398.965523466 roaming free PSF optimal params are: gen_crc(z0=26.309397928632798, mh=-0.39010433469971667, mv=0.70312368667194003, w=9210.8862833724961, var=9.8040997311051044, x=6.5537503489483715, y=6.4082070997023219) bic_xy[no] is (391.40820709970234, 706.55375034894837) min(chi) is -1.72234385991 max(chi) is 2.50515380324 max(chi ** 2) is 6.2757955779 total(chi ** 2) is 102.838897371 Now to test model score... Number of parameters is 7 BIC is 140.751600187 LIST IF TUPLES AND BICS: (x, y):i None BIC 1093.8884733 (x, y):i (392.0585888385981, 707.2032477011353) BIC 447.97180265 (x, y):i (392.0585888385981, 707.2032477011353) BIC 163.0493501 (x, y):i (391.45315748647238, 706.49407975865995) BIC 398.965523466 (x, y):i (391.40820709970234, 706.55375034894837) BIC 140.751600187 ################################### ######## RUN NO. 110 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43680, 17.68552) (952.9320315603127, 658.4968344076824) centre: 953 658 starr is (15, 15) median of starr: 76.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=33.715000447024444, mh=2.6369046953290032, mv=5.9333333372581212) bic_xy[no] is None min(chi) is -7.83225229756 max(chi) is 8.17555484182 max(chi ** 2) is 66.8396969717 total(chi ** 2) is 2560.10245034 Now to test model score... Number of parameters is 3 BIC is 2576.35075155 SKY + fixed PSF optimal params are: ciorc(z0=18.859647656509967, mh=2.6369047109197159, mv=5.9333333516822258, w=3342.4567217794483) bic_xy[no] is (952.9320315603127, 658.4968344076824) min(chi) is -7.02256394044 max(chi) is 7.62633452535 max(chi ** 2) is 58.1609782925 total(chi ** 2) is 1533.77089737 Now to test model score... Number of parameters is 4 BIC is 1555.43529898 free-variance PSF optimal params are: var_crc(z0=-45.846252334154876, mh=2.6369047925084703, mv=5.9333333253868723, w=19922.813173616247, var=14.992451354579394) bic_xy[no] is (952.9320315603127, 658.4968344076824) min(chi) is -3.93463775208 max(chi) is 4.52839060672 max(chi ** 2) is 20.5063214871 total(chi ** 2) is 605.806553725 Now to test model score... Number of parameters is 5 BIC is 632.887055736 Roaming fixed-variance PSF optimal params are: roam_crc(z0=31.324334354858188, mh=1.9614645255068708, mv=4.3730674796764379, w=4059.276351437114, x=7.6988941190466074, y=8.6146196999180269) bic_xy[no] is (954.61461969991808, 658.6988941190466) min(chi) is -6.19422811096 max(chi) is 4.8567515577 max(chi ** 2) is 38.3684618906 total(chi ** 2) is 1082.40806761 Now to test model score... Number of parameters is 6 BIC is 1114.90467002 roaming free PSF optimal params are: gen_crc(z0=19.751087129139666, mh=0.42309235397902389, mv=0.023796004913117091, w=17149.214895024961, var=10.978943673817197, x=7.681676964675205, y=8.8545416522456897) bic_xy[no] is (954.85454165224564, 658.68167696467526) min(chi) is -2.00992860446 max(chi) is 1.84916119998 max(chi ** 2) is 4.03981299503 total(chi ** 2) is 137.665587579 Now to test model score... Number of parameters is 7 BIC is 175.578290395 LIST IF TUPLES AND BICS: (x, y):i None BIC 2576.35075155 (x, y):i (952.9320315603127, 658.4968344076824) BIC 1555.43529898 (x, y):i (952.9320315603127, 658.4968344076824) BIC 632.887055736 (x, y):i (954.61461969991808, 658.6988941190466) BIC 1114.90467002 (x, y):i (954.85454165224564, 658.68167696467526) BIC 175.578290395 ################################### ######## RUN NO. 111 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51343, 17.69377) (536.9593241214558, 612.5302856160313) centre: 537 613 starr is (15, 15) median of starr: 45.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=63.27777777781764, mh=-3.2476190476261286, mv=1.3609523809553514) bic_xy[no] is None min(chi) is -3.34445058705 max(chi) is 8.07067631834 max(chi ** 2) is 65.1358162355 total(chi ** 2) is 628.652209322 Now to test model score... Number of parameters is 3 BIC is 644.900510529 SKY + fixed PSF optimal params are: ciorc(z0=56.95852758970166, mh=-3.2476190597858574, mv=1.3609523861314758, w=1421.8323307441385) bic_xy[no] is (536.9593241214558, 612.5302856160313) min(chi) is -3.21783705841 max(chi) is 6.61054515954 max(chi ** 2) is 43.6993073063 total(chi ** 2) is 442.934695092 Now to test model score... Number of parameters is 4 BIC is 464.599096701 free-variance PSF optimal params are: var_crc(z0=54.769824030100665, mh=-3.247619043828863, mv=1.3609523892208286, w=1914.4977540754596, var=3.5339610190947921) bic_xy[no] is (536.9593241214558, 612.5302856160313) min(chi) is -3.04969226814 max(chi) is 6.21797220291 max(chi ** 2) is 38.6631783161 total(chi ** 2) is 431.843355897 Now to test model score... Number of parameters is 5 BIC is 458.923857908 Roaming fixed-variance PSF optimal params are: roam_crc(z0=51.400446703217476, mh=-2.4343446969161922, mv=0.80686425913866422, w=2264.2479414645545, x=5.4912402303448564, y=8.0278590814180184) bic_xy[no] is (538.027859081418, 611.49124023034483) min(chi) is -2.60651633312 max(chi) is 2.11054591695 max(chi ** 2) is 6.79392739485 total(chi ** 2) is 169.749928864 Now to test model score... Number of parameters is 6 BIC is 202.246531277 roaming free PSF optimal params are: gen_crc(z0=51.393346043609569, mh=-2.4337856165779361, mv=0.80637707595354646, w=2265.7331044004663, var=2.2525052200926461, x=5.4911906172773151, y=8.0280892349743045) bic_xy[no] is (538.02808923497435, 611.49119061727731) min(chi) is -2.60605015594 max(chi) is 2.11041995681 max(chi ** 2) is 6.79149741526 total(chi ** 2) is 169.749811379 Now to test model score... Number of parameters is 7 BIC is 207.662514195 LIST IF TUPLES AND BICS: (x, y):i None BIC 644.900510529 (x, y):i (536.9593241214558, 612.5302856160313) BIC 464.599096701 (x, y):i (536.9593241214558, 612.5302856160313) BIC 458.923857908 (x, y):i (538.027859081418, 611.49124023034483) BIC 202.246531277 (x, y):i (538.02808923497435, 611.49119061727731) BIC 207.662514195 ################################### ######## RUN NO. 112 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.42973, 17.69404) (991.2901443515917, 609.6454666953832) centre: 991 610 starr is (15, 15) median of starr: 29.0 max of starr: 191.0 SKY ONLY optimal params are: skyp(z0=25.749444444437351, mh=-0.093333333333537813, mv=1.6478571428607378) bic_xy[no] is None min(chi) is -2.64054674394 max(chi) is 8.23930386093 max(chi ** 2) is 67.8861281127 total(chi ** 2) is 711.206627768 Now to test model score... Number of parameters is 3 BIC is 727.454928975 SKY + fixed PSF optimal params are: ciorc(z0=18.956786501715406, mh=-0.093333336685009025, mv=1.6478571308911962, w=1528.349113719044) bic_xy[no] is (991.2901443515917, 609.6454666953832) min(chi) is -3.13953418983 max(chi) is 6.66978677247 max(chi ** 2) is 44.4860555902 total(chi ** 2) is 496.620709221 Now to test model score... Number of parameters is 4 BIC is 518.28511083 free-variance PSF optimal params are: var_crc(z0=4.8159875073579839, mh=-0.093333243748048078, mv=1.647857154232675, w=4822.368984149316, var=8.9367916532547511) bic_xy[no] is (991.2901443515917, 609.6454666953832) min(chi) is -3.16467870758 max(chi) is 5.84158205719 max(chi ** 2) is 34.1240809308 total(chi ** 2) is 389.362001424 Now to test model score... Number of parameters is 5 BIC is 416.442503435 Roaming fixed-variance PSF optimal params are: roam_crc(z0=25.741724485033146, mh=-0.50912660532435516, mv=0.43928831401661461, w=2560.3430604896002, x=7.6821457765104153, y=8.9832729803460438) bic_xy[no] is (992.9832729803461, 610.68214577651042) min(chi) is -1.62906235989 max(chi) is 2.11792422628 max(chi ** 2) is 4.48560302826 total(chi ** 2) is 129.356552708 Now to test model score... Number of parameters is 6 BIC is 161.853155121 roaming free PSF optimal params are: gen_crc(z0=25.768604418582196, mh=-0.59588931049084892, mv=0.17798186533106888, w=3104.5103405917048, var=3.0398658714451003, x=7.6806483226650331, y=8.9941854213746613) bic_xy[no] is (992.99418542137471, 610.68064832266498) min(chi) is -1.46885206646 max(chi) is 1.99617829507 max(chi ** 2) is 3.9847277857 total(chi ** 2) is 118.85324349 Now to test model score... Number of parameters is 7 BIC is 156.765946306 LIST IF TUPLES AND BICS: (x, y):i None BIC 727.454928975 (x, y):i (991.2901443515917, 609.6454666953832) BIC 518.28511083 (x, y):i (991.2901443515917, 609.6454666953832) BIC 416.442503435 (x, y):i (992.9832729803461, 610.68214577651042) BIC 161.853155121 (x, y):i (992.99418542137471, 610.68064832266498) BIC 156.765946306 ################################### ######## RUN NO. 113 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49623, 17.69607) (630.2769168254368, 599.1242953110493) centre: 630 599 starr is (15, 15) median of starr: 195.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=195.15055555555585, mh=-0.79119047619220029, mv=1.3214285714314544) bic_xy[no] is None min(chi) is -2.10664171557 max(chi) is 2.92186949815 max(chi ** 2) is 8.53732136421 total(chi ** 2) is 268.777002707 Now to test model score... Number of parameters is 3 BIC is 285.025303914 SKY + fixed PSF optimal params are: ciorc(z0=189.59256209987356, mh=-0.79119046879754729, mv=1.3214285432560355, w=1250.5494660222189) bic_xy[no] is (630.2769168254368, 599.1242953110493) min(chi) is -1.80370424245 max(chi) is 1.82699657953 max(chi ** 2) is 3.33791650161 total(chi ** 2) is 125.109731213 Now to test model score... Number of parameters is 4 BIC is 146.774132822 free-variance PSF optimal params are: var_crc(z0=163.88769908750535, mh=-0.79119048879478393, mv=1.3214285667643406, w=8039.4431625155039, var=16.555238634949717) bic_xy[no] is (630.2769168254368, 599.1242953110493) min(chi) is -0.628322891291 max(chi) is 0.790948505321 max(chi ** 2) is 0.625599538069 total(chi ** 2) is 15.2868670557 Now to test model score... Number of parameters is 5 BIC is 42.3673690667 Roaming fixed-variance PSF optimal params are: roam_crc(z0=190.46326442832742, mh=-0.6964619074210332, mv=1.0669274118607583, w=1306.2868890234429, x=6.695421723179269, y=7.818300628466071) bic_xy[no] is (630.81830062846609, 598.69542172317927) min(chi) is -2.06994863305 max(chi) is 1.22148196754 max(chi ** 2) is 4.28468734347 total(chi ** 2) is 112.937735343 Now to test model score... Number of parameters is 6 BIC is 145.434337756 roaming free PSF optimal params are: gen_crc(z0=170.32353928559357, mh=-0.33260771111686321, mv=0.1080766632434135, w=7653.7116372837063, var=15.29063125703872, x=6.6172043401600611, y=8.0178038478380884) bic_xy[no] is (631.01780384783808, 598.61720434016001) min(chi) is -0.452657137337 max(chi) is 0.525274835429 max(chi ** 2) is 0.275913652735 total(chi ** 2) is 5.50835765013 Now to test model score... Number of parameters is 7 BIC is 43.4210604656 LIST IF TUPLES AND BICS: (x, y):i None BIC 285.025303914 (x, y):i (630.2769168254368, 599.1242953110493) BIC 146.774132822 (x, y):i (630.2769168254368, 599.1242953110493) BIC 42.3673690667 (x, y):i (630.81830062846609, 598.69542172317927) BIC 145.434337756 (x, y):i (631.01780384783808, 598.61720434016001) BIC 43.4210604656 ################################### ######## RUN NO. 114 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51509, 17.69658) (527.9322620197454, 596.4756575404498) centre: 528 596 starr is (15, 15) median of starr: 51.0 max of starr: 206.0 SKY ONLY optimal params are: skyp(z0=46.626665024448378, mh=0.8669048362452112, mv=0.47785730888030759) bic_xy[no] is None min(chi) is -3.08776320543 max(chi) is 8.14749782803 max(chi ** 2) is 66.3817208577 total(chi ** 2) is 632.838168709 Now to test model score... Number of parameters is 3 BIC is 649.086469915 SKY + fixed PSF optimal params are: ciorc(z0=38.447794186049151, mh=0.86690477199761518, mv=0.47785719568022805, w=1840.2475410474699) bic_xy[no] is (527.9322620197454, 596.4756575404498) min(chi) is -3.24935780563 max(chi) is 4.87626915083 max(chi ** 2) is 23.7780008313 total(chi ** 2) is 321.732027657 Now to test model score... Number of parameters is 4 BIC is 343.396429265 free-variance PSF optimal params are: var_crc(z0=35.481490132960779, mh=0.86690474497362746, mv=0.47785706819436047, w=2507.9992038619557, var=3.6178666691708372) bic_xy[no] is (527.9322620197454, 596.4756575404498) min(chi) is -3.40194224985 max(chi) is 4.36036611513 max(chi ** 2) is 19.012792658 total(chi ** 2) is 304.847189393 Now to test model score... Number of parameters is 5 BIC is 331.927691404 Roaming fixed-variance PSF optimal params are: roam_crc(z0=42.554738906269755, mh=0.72167486891993859, mv=-0.30611388646333437, w=2379.7158005562592, x=7.2563259115391521, y=8.3837772435509503) bic_xy[no] is (529.38377724355098, 596.25632591153919) min(chi) is -2.2306959139 max(chi) is 1.94542601271 max(chi ** 2) is 4.97600426028 total(chi ** 2) is 120.524505538 Now to test model score... Number of parameters is 6 BIC is 153.021107951 roaming free PSF optimal params are: gen_crc(z0=42.340394899228585, mh=0.7168409783334746, mv=-0.35437543774969754, w=2511.6274849590473, var=2.4632065592690044, x=7.2509582723687709, y=8.3919867981781344) bic_xy[no] is (529.3919867981781, 596.25095827236873) min(chi) is -2.18353495908 max(chi) is 1.85859163824 max(chi ** 2) is 4.76782491754 total(chi ** 2) is 119.607439615 Now to test model score... Number of parameters is 7 BIC is 157.520142431 LIST IF TUPLES AND BICS: (x, y):i None BIC 649.086469915 (x, y):i (527.9322620197454, 596.4756575404498) BIC 343.396429265 (x, y):i (527.9322620197454, 596.4756575404498) BIC 331.927691404 (x, y):i (529.38377724355098, 596.25632591153919) BIC 153.021107951 (x, y):i (529.3919867981781, 596.25095827236873) BIC 157.520142431 ################################### ######## RUN NO. 115 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54820, 17.69880) (348.17518836597515, 584.2454458627055) centre: 348 584 starr is (15, 15) median of starr: 56.0 max of starr: 204.0 SKY ONLY optimal params are: skyp(z0=76.190555659685771, mh=-1.6590476089305144, mv=0.10928568929286289) bic_xy[no] is None min(chi) is -4.0982479784 max(chi) is 7.46709163181 max(chi ** 2) is 55.7574574379 total(chi ** 2) is 941.825774868 Now to test model score... Number of parameters is 3 BIC is 958.074076074 SKY + fixed PSF optimal params are: ciorc(z0=65.641168081603908, mh=-1.6590476190512364, mv=0.1092857040421755, w=2373.6137606922352) bic_xy[no] is (348.17518836597515, 584.2454458627055) min(chi) is -3.52325547174 max(chi) is 3.044846478 max(chi ** 2) is 12.4133291192 total(chi ** 2) is 424.247309147 Now to test model score... Number of parameters is 4 BIC is 445.911710756 free-variance PSF optimal params are: var_crc(z0=46.144059703549054, mh=-1.6590476575180095, mv=0.10928527841735335, w=6912.8876652858235, var=8.8020259053136325) bic_xy[no] is (348.17518836597515, 584.2454458627055) min(chi) is -3.20646390237 max(chi) is 2.66809275665 max(chi ** 2) is 10.2814107572 total(chi ** 2) is 262.562404678 Now to test model score... Number of parameters is 5 BIC is 289.642906689 Roaming fixed-variance PSF optimal params are: roam_crc(z0=61.723263194331487, mh=-1.0800668904740689, mv=-0.068737254068370113, w=2623.6445116344726, x=6.0731188748282374, y=7.2849882788790845) bic_xy[no] is (348.2849882788791, 583.0731188748282) min(chi) is -3.30971077456 max(chi) is 2.84422986816 max(chi ** 2) is 10.9541854112 total(chi ** 2) is 314.040649586 Now to test model score... Number of parameters is 6 BIC is 346.537252 roaming free PSF optimal params are: gen_crc(z0=43.371822196124107, mh=-0.29124099512874846, mv=-0.39670511869367764, w=6096.103013519145, var=6.9022332911784847, x=6.004413459114831, y=7.3666686854909038) bic_xy[no] is (348.36666868549088, 583.00441345911486) min(chi) is -2.32050406288 max(chi) is 2.60393333562 max(chi ** 2) is 6.78046881638 total(chi ** 2) is 175.439530145 Now to test model score... Number of parameters is 7 BIC is 213.352232961 LIST IF TUPLES AND BICS: (x, y):i None BIC 958.074076074 (x, y):i (348.17518836597515, 584.2454458627055) BIC 445.911710756 (x, y):i (348.17518836597515, 584.2454458627055) BIC 289.642906689 (x, y):i (348.2849882788791, 583.0731188748282) BIC 346.537252 (x, y):i (348.36666868549088, 583.00441345911486) BIC 213.352232961 ################################### ######## RUN NO. 116 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56955, 17.71169) (232.28695025200628, 510.83993103638204) centre: 232 511 starr is (15, 15) median of starr: 38.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=58.412779487665837, mh=-2.2476190421544304, mv=0.79309498927663591) bic_xy[no] is None min(chi) is -3.25793057236 max(chi) is 9.18300298735 max(chi ** 2) is 84.3275438657 total(chi ** 2) is 943.555999965 Now to test model score... Number of parameters is 3 BIC is 959.804301172 SKY + fixed PSF optimal params are: ciorc(z0=52.081900750383809, mh=-2.2476190598701571, mv=0.79309523809696802, w=1424.448351772289) bic_xy[no] is (232.28695025200628, 510.83993103638204) min(chi) is -3.35009999803 max(chi) is 8.31987507858 max(chi ** 2) is 69.2203213232 total(chi ** 2) is 757.154442692 Now to test model score... Number of parameters is 4 BIC is 778.818844301 free-variance PSF optimal params are: var_crc(z0=39.207537856758933, mh=-2.2476190484421461, mv=0.7930952973998554, w=4400.2566694053385, var=8.3337028010486325) bic_xy[no] is (232.28695025200628, 510.83993103638204) min(chi) is -3.29997524464 max(chi) is 7.10293622294 max(chi ** 2) is 50.4517029872 total(chi ** 2) is 641.065531461 Now to test model score... Number of parameters is 5 BIC is 668.146033472 Roaming fixed-variance PSF optimal params are: roam_crc(z0=36.280265785559124, mh=-0.49760807502257004, mv=0.29825261003377745, w=3003.8403999366442, x=4.5506690789746438, y=7.6921189374584857) bic_xy[no] is (232.69211893745847, 508.55066907897469) min(chi) is -1.9611366635 max(chi) is 1.96053513503 max(chi ** 2) is 3.84605701291 total(chi ** 2) is 155.836738168 Now to test model score... Number of parameters is 6 BIC is 188.333340581 roaming free PSF optimal params are: gen_crc(z0=30.009827957322354, mh=0.027707195586951453, mv=0.11665285193330076, w=3882.7997861107774, var=3.3030868264243987, x=4.5174258636148066, y=7.7342477976356871) bic_xy[no] is (232.73424779763567, 508.51742586361479) min(chi) is -1.68225693019 max(chi) is 2.17281434277 max(chi ** 2) is 4.72112216814 total(chi ** 2) is 132.868603487 Now to test model score... Number of parameters is 7 BIC is 170.781306302 LIST IF TUPLES AND BICS: (x, y):i None BIC 959.804301172 (x, y):i (232.28695025200628, 510.83993103638204) BIC 778.818844301 (x, y):i (232.28695025200628, 510.83993103638204) BIC 668.146033472 (x, y):i (232.69211893745847, 508.55066907897469) BIC 188.333340581 (x, y):i (232.73424779763567, 508.51742586361479) BIC 170.781306302 ################################### ######## RUN NO. 117 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53847, 17.71702) (400.9805898393783, 479.9192330489769) centre: 401 480 starr is (15, 15) median of starr: 224.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=235.4583333333583, mh=-0.83142857143038162, mv=-1.4645238095270028) bic_xy[no] is None min(chi) is -3.30521143978 max(chi) is 2.26039290192 max(chi ** 2) is 10.9244226617 total(chi ** 2) is 362.748734781 Now to test model score... Number of parameters is 3 BIC is 378.997035987 SKY + fixed PSF optimal params are: ciorc(z0=223.8311935537478, mh=-0.26408802118784908, mv=-0.45870616100599748, w=4.1124416413850905e-05) bic_xy[no] is (400.9805898393783, 479.9192330489769) min(chi) is -3.74821099296 max(chi) is 2.07462747493 max(chi ** 2) is 14.0490856477 total(chi ** 2) is 379.640558717 Now to test model score... Number of parameters is 4 BIC is 401.304960325 free-variance PSF optimal params are: var_crc(z0=235.45832370681407, mh=-0.83142852162918368, mv=-1.4645238516996968, w=1261.8329719106482, var=9135389.346073553) bic_xy[no] is (400.9805898393783, 479.9192330489769) min(chi) is -3.30521210825 max(chi) is 2.26039223469 max(chi ** 2) is 10.9244270805 total(chi ** 2) is 362.74873478 Now to test model score... Number of parameters is 5 BIC is 389.829236792 Roaming fixed-variance PSF optimal params are: roam_crc(z0=235.45833347357856, mh=-0.83142858802997899, mv=-1.4645238130425899, w=-214.57980472617501, x=14340379.58884041, y=-17984609.578491956) bic_xy[no] is (-17984215.578491956, 14340852.58884041) min(chi) is -3.30521143569 max(chi) is 2.26039290271 max(chi ** 2) is 10.9244226346 total(chi ** 2) is 362.748734781 Now to test model score... Number of parameters is 6 BIC is 395.245337194 roaming free PSF optimal params are: gen_crc(z0=235.45833347357856, mh=-0.83142858802997899, mv=-1.4645238130425899, w=-214.57980472617501, var=2.25, x=14340379.58884041, y=-17984609.578491956) bic_xy[no] is (-17984215.578491956, 14340852.58884041) min(chi) is -3.30521143569 max(chi) is 2.26039290271 max(chi ** 2) is 10.9244226346 total(chi ** 2) is 362.748734781 Now to test model score... Number of parameters is 7 BIC is 400.661437596 LIST IF TUPLES AND BICS: (x, y):i None BIC 378.997035987 (x, y):i (400.9805898393783, 479.9192330489769) BIC 401.304960325 (x, y):i (400.9805898393783, 479.9192330489769) BIC 389.829236792 (x, y):i (-17984215.578491956, 14340852.58884041) BIC 395.245337194 (x, y):i (-17984215.578491956, 14340852.58884041) BIC 400.661437596 ################################### ######## RUN NO. 118 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57713, 17.71873) (191.139163958892, 470.6612700589675) centre: 191 471 starr is (15, 15) median of starr: 32.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=38.318888888902649, mh=-0.66714285714430999, mv=1.1923809523835533) bic_xy[no] is None min(chi) is -2.75162843975 max(chi) is 10.2652914148 max(chi ** 2) is 105.376207831 total(chi ** 2) is 1199.48108467 Now to test model score... Number of parameters is 3 BIC is 1215.72938588 SKY + fixed PSF optimal params are: ciorc(z0=27.296914779187286, mh=-0.6671428298166806, mv=1.192380948479606, w=2479.9458342357525) bic_xy[no] is (191.139163958892, 470.6612700589675) min(chi) is -3.75946287191 max(chi) is 6.69061015419 max(chi ** 2) is 44.7642642353 total(chi ** 2) is 634.491432241 Now to test model score... Number of parameters is 4 BIC is 656.155833849 free-variance PSF optimal params are: var_crc(z0=21.998797962607533, mh=-0.66714294787982154, mv=1.192380912935483, w=3673.2333033581399, var=4.044945813323408) bic_xy[no] is (191.139163958892, 470.6612700589675) min(chi) is -4.27813931169 max(chi) is 5.88094952093 max(chi ** 2) is 34.5855672677 total(chi ** 2) is 588.935598824 Now to test model score... Number of parameters is 5 BIC is 616.016100835 Roaming fixed-variance PSF optimal params are: roam_crc(z0=15.286965646666358, mh=0.5270894022808027, mv=1.1929220354397712, w=3300.4972833932957, x=5.4800981556979904, y=6.9993114258101041) bic_xy[no] is (190.99931142581011, 469.48009815569799) min(chi) is -1.97338255685 max(chi) is 3.60589706814 max(chi ** 2) is 13.002493666 total(chi ** 2) is 216.543816868 Now to test model score... Number of parameters is 6 BIC is 249.040419281 roaming free PSF optimal params are: gen_crc(z0=13.905616127013396, mh=0.60071938097421151, mv=1.1936704108022995, w=3494.2739239220859, var=2.4749635498446003, x=5.4756156999464434, y=6.9984499597654688) bic_xy[no] is (190.99844995976548, 469.47561569994645) min(chi) is -1.93088012172 max(chi) is 3.62738713685 max(chi ** 2) is 13.1579374406 total(chi ** 2) is 214.446749571 Now to test model score... Number of parameters is 7 BIC is 252.359452387 LIST IF TUPLES AND BICS: (x, y):i None BIC 1215.72938588 (x, y):i (191.139163958892, 470.6612700589675) BIC 656.155833849 (x, y):i (191.139163958892, 470.6612700589675) BIC 616.016100835 (x, y):i (190.99931142581011, 469.48009815569799) BIC 249.040419281 (x, y):i (190.99844995976548, 469.47561569994645) BIC 252.359452387 ################################### ######## RUN NO. 119 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.58646, 17.71920) (140.5275442390963, 468.1455097858762) centre: 141 468 starr is (15, 15) median of starr: 59.0 max of starr: 253.0 SKY ONLY optimal params are: skyp(z0=111.4444444445588, mh=-4.8490476190581839, mv=0.028095238095299655) bic_xy[no] is None min(chi) is -5.87767906349 max(chi) is 9.11877812297 max(chi ** 2) is 83.152114456 total(chi ** 2) is 2348.5183811 Now to test model score... Number of parameters is 3 BIC is 2364.7666823 SKY + fixed PSF optimal params are: ciorc(z0=95.971507348767176, mh=-4.8490476190581822, mv=0.028095240019164445, w=3481.4131657884373) bic_xy[no] is (140.5275442390963, 468.1455097858762) min(chi) is -5.03432936147 max(chi) is 8.043246577 max(chi ** 2) is 64.6938154984 total(chi ** 2) is 1235.07733548 Now to test model score... Number of parameters is 4 BIC is 1256.74173709 free-variance PSF optimal params are: var_crc(z0=55.046986546414601, mh=-4.8490475940405569, mv=0.028097009748348112, w=13292.352865086863, var=10.957297621719405) bic_xy[no] is (140.5275442390963, 468.1455097858762) min(chi) is -4.38045513166 max(chi) is 5.40171494293 max(chi ** 2) is 29.1785243247 total(chi ** 2) is 671.97090381 Now to test model score... Number of parameters is 5 BIC is 699.051405821 Roaming fixed-variance PSF optimal params are: roam_crc(z0=79.345918936248211, mh=-3.4084750688419931, mv=0.58276049853630474, w=4079.7644464579175, x=5.5167918752909442, y=6.4289653758993177) bic_xy[no] is (140.42896537589931, 466.51679187529095) min(chi) is -4.92757025734 max(chi) is 5.93118225775 max(chi ** 2) is 35.1789229747 total(chi ** 2) is 849.174339467 Now to test model score... Number of parameters is 6 BIC is 881.67094188 roaming free PSF optimal params are: gen_crc(z0=8.8028415232490609, mh=0.13752288833167398, mv=1.7603876288973344, w=13069.052825412415, var=8.8832756314188632, x=5.1314312140095568, y=6.3633486109277291) bic_xy[no] is (140.36334861092772, 466.13143121400958) min(chi) is -2.58816164223 max(chi) is 3.08942691883 max(chi ** 2) is 9.54455868681 total(chi ** 2) is 236.256992479 Now to test model score... Number of parameters is 7 BIC is 274.169695295 LIST IF TUPLES AND BICS: (x, y):i None BIC 2364.7666823 (x, y):i (140.5275442390963, 468.1455097858762) BIC 1256.74173709 (x, y):i (140.5275442390963, 468.1455097858762) BIC 699.051405821 (x, y):i (140.42896537589931, 466.51679187529095) BIC 881.67094188 (x, y):i (140.36334861092772, 466.13143121400958) BIC 274.169695295 ################################### ######## RUN NO. 120 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.43464, 17.72062) (964.5008802595834, 457.72561710036723) centre: 965 458 starr is (15, 15) median of starr: 219.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=190.00388888882566, mh=0.37214285714366491, mv=2.9580952381016896) bic_xy[no] is None min(chi) is -4.06754358872 max(chi) is 2.39266659226 max(chi ** 2) is 16.5449108461 total(chi ** 2) is 488.114985184 Now to test model score... Number of parameters is 3 BIC is 504.36328639 SKY + fixed PSF optimal params are: ciorc(z0=186.6393284866366, mh=0.37214283982227875, mv=2.9580952219763508, w=757.02669185875402) bic_xy[no] is (964.5008802595834, 457.72561710036723) min(chi) is -3.88415879274 max(chi) is 2.45314936784 max(chi ** 2) is 15.0866895272 total(chi ** 2) is 435.467397687 Now to test model score... Number of parameters is 4 BIC is 457.131799296 free-variance PSF optimal params are: var_crc(z0=-1480.6748424578118, mh=0.37214322625452806, mv=2.9580950422313146, w=8831827.5574587695, var=822.58003440722484) bic_xy[no] is (964.5008802595834, 457.72561710036723) min(chi) is -2.92669752232 max(chi) is 1.31844864181 max(chi ** 2) is 8.56555838714 total(chi ** 2) is 110.788379295 Now to test model score... Number of parameters is 5 BIC is 137.868881306 Roaming fixed-variance PSF optimal params are: roam_crc(z0=181.0744831622122, mh=1.0726267416338628, mv=2.8910184186999599, w=1012.4334711331161, x=4.0866471655151306, y=7.2785226990913801) bic_xy[no] is (965.27852269909135, 455.0866471655151) min(chi) is -4.06418026963 max(chi) is 2.54497971423 max(chi ** 2) is 16.517561264 total(chi ** 2) is 400.104014471 Now to test model score... Number of parameters is 6 BIC is 432.600616884 roaming free PSF optimal params are: gen_crc(z0=-1512.1378826374801, mh=-35.003383189514189, mv=0.65652800456191984, w=12079665.336914171, var=835.25920598320556, x=22.182156861683886, y=7.9865639105754775) bic_xy[no] is (965.98656391057546, 473.18215686168389) min(chi) is -2.98224608659 max(chi) is 1.24898964555 max(chi ** 2) is 8.89379172098 total(chi ** 2) is 99.0537028572 Now to test model score... Number of parameters is 7 BIC is 136.966405673 LIST IF TUPLES AND BICS: (x, y):i None BIC 504.36328639 (x, y):i (964.5008802595834, 457.72561710036723) BIC 457.131799296 (x, y):i (964.5008802595834, 457.72561710036723) BIC 137.868881306 (x, y):i (965.27852269909135, 455.0866471655151) BIC 432.600616884 (x, y):i (965.98656391057546, 473.18215686168389) BIC 136.966405673 ################################### ######## RUN NO. 121 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.56266, 17.72245) (269.69031124698324, 449.24967773968797) centre: 270 449 starr is (15, 15) median of starr: 52.0 max of starr: 197.0 SKY ONLY optimal params are: skyp(z0=69.837777777816655, mh=-1.553095238098622, mv=0.18452380952421416) bic_xy[no] is None min(chi) is -3.9472998916 max(chi) is 7.3684595293 max(chi ** 2) is 54.294195835 total(chi ** 2) is 1074.78866799 Now to test model score... Number of parameters is 3 BIC is 1091.0369692 SKY + fixed PSF optimal params are: ciorc(z0=59.064343311749042, mh=-1.5530952220386698, mv=0.18452380417089351, w=2424.024401982545) bic_xy[no] is (269.69031124698324, 449.24967773968797) min(chi) is -3.3600957448 max(chi) is 3.74181903193 max(chi ** 2) is 14.0012096677 total(chi ** 2) is 534.992157927 Now to test model score... Number of parameters is 4 BIC is 556.656559536 free-variance PSF optimal params are: var_crc(z0=31.655744163355127, mh=-1.5530952639227587, mv=0.18452375564139928, w=8951.5395402008016, var=10.535053480263482) bic_xy[no] is (269.69031124698324, 449.24967773968797) min(chi) is -2.55186274089 max(chi) is 2.47252690953 max(chi ** 2) is 6.51200344837 total(chi ** 2) is 254.697781063 Now to test model score... Number of parameters is 5 BIC is 281.778283074 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.510437502025042, mh=-0.85135577852624367, mv=0.10197512147546924, w=2698.4456756713103, x=5.9077210593724576, y=7.1284854750979321) bic_xy[no] is (270.12848547509793, 447.90772105937248) min(chi) is -2.9943909887 max(chi) is 2.83405353192 max(chi ** 2) is 8.96637739324 total(chi ** 2) is 412.082433704 Now to test model score... Number of parameters is 6 BIC is 444.579036117 roaming free PSF optimal params are: gen_crc(z0=22.777881411414594, mh=0.29959346217648924, mv=0.073717620249880392, w=8063.272428188945, var=8.7424776248231311, x=5.9130770467644123, y=7.0645277961526292) bic_xy[no] is (270.06452779615262, 447.91307704676439) min(chi) is -2.26374533669 max(chi) is 2.09385154119 max(chi ** 2) is 5.12454294939 total(chi ** 2) is 174.515537714 Now to test model score... Number of parameters is 7 BIC is 212.428240529 LIST IF TUPLES AND BICS: (x, y):i None BIC 1091.0369692 (x, y):i (269.69031124698324, 449.24967773968797) BIC 556.656559536 (x, y):i (269.69031124698324, 449.24967773968797) BIC 281.778283074 (x, y):i (270.12848547509793, 447.90772105937248) BIC 444.579036117 (x, y):i (270.06452779615262, 447.91307704676439) BIC 212.428240529 ################################### ######## RUN NO. 122 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48539, 17.72376) (689.0691209211894, 440.6156628556782) centre: 689 441 starr is (15, 15) median of starr: 57.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=73.449444444480321, mh=-0.78452380952551903, mv=-0.34190476190550817) bic_xy[no] is None min(chi) is -2.675196239 max(chi) is 9.03567124421 max(chi ** 2) is 81.6433548334 total(chi ** 2) is 819.908378259 Now to test model score... Number of parameters is 3 BIC is 836.156679466 SKY + fixed PSF optimal params are: ciorc(z0=62.811302497775941, mh=-0.78452381911105162, mv=-0.34190485309291091, w=2393.5838315655342) bic_xy[no] is (689.0691209211894, 440.6156628556782) min(chi) is -3.54514884529 max(chi) is 4.09388034506 max(chi ** 2) is 16.7598562797 total(chi ** 2) is 293.584130408 Now to test model score... Number of parameters is 4 BIC is 315.248532017 free-variance PSF optimal params are: var_crc(z0=58.006020018194434, mh=-0.7845238194362697, mv=-0.34190477590526919, w=3475.7185280767862, var=3.9469072089581299) bic_xy[no] is (689.0691209211894, 440.6156628556782) min(chi) is -3.29561080024 max(chi) is 3.46924241352 max(chi ** 2) is 12.0356429238 total(chi ** 2) is 255.737717261 Now to test model score... Number of parameters is 5 BIC is 282.818219273 Roaming fixed-variance PSF optimal params are: roam_crc(z0=62.154380897301586, mh=-0.32183060361618171, mv=-0.97731904149870374, w=2813.4427496354192, x=6.3092580085929297, y=7.9486043278363638) bic_xy[no] is (689.94860432783639, 440.30925800859291) min(chi) is -1.92107706558 max(chi) is 1.7574589149 max(chi ** 2) is 3.69053709191 total(chi ** 2) is 100.452301709 Now to test model score... Number of parameters is 6 BIC is 132.948904122 roaming free PSF optimal params are: gen_crc(z0=59.973274480555489, mh=-0.22298091221379027, mv=-1.1525137268666892, w=3424.859148223044, var=3.0775800582998256, x=6.3109769873797248, y=7.9948045125549996) bic_xy[no] is (689.99480451255499, 440.31097698737972) min(chi) is -1.7736458003 max(chi) is 1.40612449399 max(chi ** 2) is 3.14581942492 total(chi ** 2) is 85.8500917009 Now to test model score... Number of parameters is 7 BIC is 123.762794516 LIST IF TUPLES AND BICS: (x, y):i None BIC 836.156679466 (x, y):i (689.0691209211894, 440.6156628556782) BIC 315.248532017 (x, y):i (689.0691209211894, 440.6156628556782) BIC 282.818219273 (x, y):i (689.94860432783639, 440.30925800859291) BIC 132.948904122 (x, y):i (689.99480451255499, 440.31097698737972) BIC 123.762794516 ################################### ######## RUN NO. 123 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.49314, 17.72503) (646.9981159069375, 433.4744073506214) centre: 647 433 starr is (15, 15) median of starr: 87.0 max of starr: 238.0 SKY ONLY optimal params are: skyp(z0=89.713888888894814, mh=0.15357142857176348, mv=0.74571428571591192) bic_xy[no] is None min(chi) is -3.30071262894 max(chi) is 7.69855544914 max(chi ** 2) is 59.2677560035 total(chi ** 2) is 666.164839776 Now to test model score... Number of parameters is 3 BIC is 682.413140982 SKY + fixed PSF optimal params are: ciorc(z0=79.649394319908495, mh=0.1535716334587523, mv=0.74571428655247196, w=2264.5125942630839) bic_xy[no] is (646.9981159069375, 433.4744073506214) min(chi) is -3.13195612864 max(chi) is 2.60051194514 max(chi ** 2) is 9.80914919174 total(chi ** 2) is 195.073007352 Now to test model score... Number of parameters is 4 BIC is 216.737408961 free-variance PSF optimal params are: var_crc(z0=72.183330509014681, mh=0.1535714118478286, mv=0.74571427140466184, w=3950.3268339814463, var=5.0371044598691999) bic_xy[no] is (646.9981159069375, 433.4744073506214) min(chi) is -2.55632150212 max(chi) is 2.49381584107 max(chi ** 2) is 6.53477962222 total(chi ** 2) is 139.193142917 Now to test model score... Number of parameters is 5 BIC is 166.273644928 Roaming fixed-variance PSF optimal params are: roam_crc(z0=83.073568752361453, mh=0.050998307966109567, mv=0.22011636004924942, w=2483.4515192571062, x=7.1734742682118462, y=7.8889178982398507) bic_xy[no] is (647.88891789823981, 433.17347426821186) min(chi) is -2.48809476062 max(chi) is 1.3877104689 max(chi ** 2) is 6.19061553785 total(chi ** 2) is 103.154330832 Now to test model score... Number of parameters is 6 BIC is 135.650933246 roaming free PSF optimal params are: gen_crc(z0=80.194090592197583, mh=-0.083825826223769037, mv=-0.18618733897856687, w=3989.4568574239088, var=4.5386293653951224, x=7.2516428024284316, y=7.9896452881881039) bic_xy[no] is (647.98964528818806, 433.25164280242842) min(chi) is -1.94355616663 max(chi) is 1.14353033311 max(chi ** 2) is 3.77741057286 total(chi ** 2) is 58.2193788589 Now to test model score... Number of parameters is 7 BIC is 96.1320816743 LIST IF TUPLES AND BICS: (x, y):i None BIC 682.413140982 (x, y):i (646.9981159069375, 433.4744073506214) BIC 216.737408961 (x, y):i (646.9981159069375, 433.4744073506214) BIC 166.273644928 (x, y):i (647.88891789823981, 433.17347426821186) BIC 135.650933246 (x, y):i (647.98964528818806, 433.25164280242842) BIC 96.1320816743 ################################### ######## RUN NO. 124 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.47450, 17.72677) (748.1639146753603, 423.20307512505815) centre: 748 423 starr is (15, 15) median of starr: 46.0 max of starr: 250.0 SKY ONLY optimal params are: skyp(z0=32.944999999971515, mh=1.3833333333363491, mv=2.3102380952431343) bic_xy[no] is None min(chi) is -4.45059137734 max(chi) is 10.0940857075 max(chi ** 2) is 101.890566271 total(chi ** 2) is 1545.64888039 Now to test model score... Number of parameters is 3 BIC is 1561.89718159 SKY + fixed PSF optimal params are: ciorc(z0=20.313533553886138, mh=1.3833333776535552, mv=2.3102381225927076, w=2842.0818985797077) bic_xy[no] is (748.1639146753603, 423.20307512505815) min(chi) is -4.7874571706 max(chi) is 7.61396765406 max(chi ** 2) is 57.972503437 total(chi ** 2) is 803.6055452 Now to test model score... Number of parameters is 4 BIC is 825.269946809 free-variance PSF optimal params are: var_crc(z0=7.4582454992724037, mh=1.383333332560307, mv=2.3102381126224247, w=5755.5012296658197, var=5.8705674737126348) bic_xy[no] is (748.1639146753603, 423.20307512505815) min(chi) is -4.72438931373 max(chi) is 5.92787380094 max(chi ** 2) is 35.1396877999 total(chi ** 2) is 645.894212259 Now to test model score... Number of parameters is 5 BIC is 672.97471427 Roaming fixed-variance PSF optimal params are: roam_crc(z0=25.915079214616661, mh=1.4219475504810588, mv=0.89798584462399544, w=3745.3245302626069, x=6.9566963663122756, y=8.5839362588982411) bic_xy[no] is (749.58393625889823, 422.95669636631226) min(chi) is -3.13647849001 max(chi) is 2.86030789398 max(chi ** 2) is 9.83749731826 total(chi ** 2) is 281.891911186 Now to test model score... Number of parameters is 6 BIC is 314.388513599 roaming free PSF optimal params are: gen_crc(z0=22.926366575358379, mh=1.4845508722600016, mv=0.32924189387304631, w=5220.2934768655869, var=3.6978844877758834, x=6.9183695750925027, y=8.6017927353506138) bic_xy[no] is (749.60179273535061, 422.91836957509253) min(chi) is -2.47039981147 max(chi) is 3.07563692642 max(chi ** 2) is 9.45954250315 total(chi ** 2) is 211.618429978 Now to test model score... Number of parameters is 7 BIC is 249.531132793 LIST IF TUPLES AND BICS: (x, y):i None BIC 1561.89718159 (x, y):i (748.1639146753603, 423.20307512505815) BIC 825.269946809 (x, y):i (748.1639146753603, 423.20307512505815) BIC 672.97471427 (x, y):i (749.58393625889823, 422.95669636631226) BIC 314.388513599 (x, y):i (749.60179273535061, 422.91836957509253) BIC 249.531132793 ################################### ######## RUN NO. 125 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52046, 17.73281) (498.6935756219243, 389.3992914522322) centre: 499 389 starr is (15, 15) median of starr: 175.0 max of starr: 226.0 SKY ONLY optimal params are: skyp(z0=176.09666666666905, mh=-2.3800000000051904, mv=2.4804761904816024) bic_xy[no] is None min(chi) is -1.58590868625 max(chi) is 1.08664450137 max(chi ** 2) is 2.51510636113 total(chi ** 2) is 90.7985511836 Now to test model score... Number of parameters is 3 BIC is 107.04685239 SKY + fixed PSF optimal params are: ciorc(z0=174.74861297668093, mh=-2.3800000117337121, mv=2.4804761900129657, w=303.31231929448882) bic_xy[no] is (498.6935756219243, 389.3992914522322) min(chi) is -1.51243325798 max(chi) is 1.16011984731 max(chi ** 2) is 2.28745435984 total(chi ** 2) is 82.3470055018 Now to test model score... Number of parameters is 4 BIC is 104.011407111 free-variance PSF optimal params are: var_crc(z0=164.19411812932495, mh=-2.3800000142777984, mv=2.4804761730307159, w=3508.1134872897192, var=24.145439464278066) bic_xy[no] is (498.6935756219243, 389.3992914522322) min(chi) is -1.12574949489 max(chi) is 1.4631274616 max(chi ** 2) is 2.14074196889 total(chi ** 2) is 72.1926433126 Now to test model score... Number of parameters is 5 BIC is 99.2731453237 Roaming fixed-variance PSF optimal params are: roam_crc(z0=172.85589387975418, mh=-2.504007880192872, mv=2.8113974996647904, w=404.52037679444555, x=8.2915607056064538, y=3.5394516577612878) bic_xy[no] is (495.53945165776128, 390.29156070560646) min(chi) is -1.5348203277 max(chi) is 1.02428499947 max(chi ** 2) is 2.35567343833 total(chi ** 2) is 77.3116154681 Now to test model score... Number of parameters is 6 BIC is 109.808217881 roaming free PSF optimal params are: gen_crc(z0=-1015.6256842490407, mh=-16.750921879534012, mv=36.073030431343938, w=11936739.765689338, var=980.33418511504476, x=20.436423704052167, y=-24.50644674698249) bic_xy[no] is (467.49355325301752, 402.43642370405217) min(chi) is -0.361281732231 max(chi) is 0.529739066551 max(chi ** 2) is 0.28062347863 total(chi ** 2) is 5.4166795687 Now to test model score... Number of parameters is 7 BIC is 43.3293823841 LIST IF TUPLES AND BICS: (x, y):i None BIC 107.04685239 (x, y):i (498.6935756219243, 389.3992914522322) BIC 104.011407111 (x, y):i (498.6935756219243, 389.3992914522322) BIC 99.2731453237 (x, y):i (495.53945165776128, 390.29156070560646) BIC 109.808217881 (x, y):i (467.49355325301752, 402.43642370405217) BIC 43.3293823841 ################################### ######## RUN NO. 126 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51826, 17.73386) (510.67474724445333, 383.3342514453834) centre: 511 383 starr is (15, 15) median of starr: 215.0 max of starr: 255.0 SKY ONLY optimal params are: skyp(z0=217.21166666667148, mh=-0.216190476190946, mv=0.2735714285720261) bic_xy[no] is None min(chi) is -2.39902981414 max(chi) is 2.06757559949 max(chi ** 2) is 5.75534404913 total(chi ** 2) is 261.08581599 Now to test model score... Number of parameters is 3 BIC is 277.334117197 SKY + fixed PSF optimal params are: ciorc(z0=212.44202064480811, mh=-0.21619028908788285, mv=0.27357136375610269, w=1073.1709401385099) bic_xy[no] is (510.67474724445333, 383.3342514453834) min(chi) is -2.13906119347 max(chi) is 1.57481050034 max(chi ** 2) is 4.57558278941 total(chi ** 2) is 155.283808492 Now to test model score... Number of parameters is 4 BIC is 176.9482101 free-variance PSF optimal params are: var_crc(z0=175.82400512798816, mh=-0.21619045112078017, mv=0.27357144955157436, w=12028.15869099356, var=23.367053967666099) bic_xy[no] is (510.67474724445333, 383.3342514453834) min(chi) is -0.691666451787 max(chi) is 0.81503933775 max(chi ** 2) is 0.664289122079 total(chi ** 2) is 22.206445839 Now to test model score... Number of parameters is 5 BIC is 49.28694785 Roaming fixed-variance PSF optimal params are: roam_crc(z0=212.41694852412684, mh=-0.21587676881985793, mv=0.27683630505951801, w=1073.1760918538669, x=6.9987726173537839, y=6.987222325068017) bic_xy[no] is (510.98722232506805, 382.99877261735378) min(chi) is -2.14042524973 max(chi) is 1.58164271614 max(chi ** 2) is 4.58142024968 total(chi ** 2) is 155.282928331 Now to test model score... Number of parameters is 6 BIC is 187.779530744 roaming free PSF optimal params are: gen_crc(z0=176.69684739988605, mh=0.040896348800381496, mv=-0.20849164241603449, w=12334.224024772473, var=23.736695566476207, x=6.800377845021651, y=7.3744416981116165) bic_xy[no] is (511.37444169811158, 382.80037784502167) min(chi) is -0.619129260276 max(chi) is 0.760401064824 max(chi ** 2) is 0.578209779385 total(chi ** 2) is 21.9177680003 Now to test model score... Number of parameters is 7 BIC is 59.8304708157 LIST IF TUPLES AND BICS: (x, y):i None BIC 277.334117197 (x, y):i (510.67474724445333, 383.3342514453834) BIC 176.9482101 (x, y):i (510.67474724445333, 383.3342514453834) BIC 49.28694785 (x, y):i (510.98722232506805, 382.99877261735378) BIC 187.779530744 (x, y):i (511.37444169811158, 382.80037784502167) BIC 59.8304708157 ################################### ######## RUN NO. 127 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51587, 17.73504) (523.6377676543942, 376.5516604049394) centre: 524 377 starr is (15, 15) median of starr: 174.0 max of starr: 224.0 SKY ONLY optimal params are: skyp(z0=184.04166666668854, mh=1.7340476190514045, mv=-2.8904761904824974) bic_xy[no] is None min(chi) is -1.74642539198 max(chi) is 1.13826835579 max(chi ** 2) is 3.05000164976 total(chi ** 2) is 100.869454988 Now to test model score... Number of parameters is 3 BIC is 117.117756195 SKY + fixed PSF optimal params are: ciorc(z0=182.48136720856311, mh=1.7340476387019399, mv=-2.8904761943084707, w=351.06760758659067) bic_xy[no] is (523.6377676543942, 376.5516604049394) min(chi) is -1.6613815456 max(chi) is 1.22331146922 max(chi ** 2) is 2.76018864008 total(chi ** 2) is 89.5470791214 Now to test model score... Number of parameters is 4 BIC is 111.21148073 free-variance PSF optimal params are: var_crc(z0=169.56966639456195, mh=1.7340477071682905, mv=-2.8904761871982929, w=4358.1757294935196, var=25.342342448753044) bic_xy[no] is (523.6377676543942, 376.5516604049394) min(chi) is -1.17340338552 max(chi) is 1.51329401704 max(chi ** 2) is 2.290058782 total(chi ** 2) is 75.7031168995 Now to test model score... Number of parameters is 5 BIC is 102.783618911 Roaming fixed-variance PSF optimal params are: roam_crc(z0=183.87583041987745, mh=1.9254840514237985, mv=-3.3604611188754805, w=482.03147504881719, x=5.3106963630546407, y=11.196441488423991) bic_xy[no] is (528.19644148842394, 375.31069636305466) min(chi) is -1.73738651659 max(chi) is 1.03253093228 max(chi ** 2) is 3.01851190803 total(chi ** 2) is 82.6764264205 Now to test model score... Number of parameters is 6 BIC is 115.173028834 roaming free PSF optimal params are: gen_crc(z0=-818.94872369603456, mh=15.951036076869469, mv=-39.339199360153799, w=12785688.049166277, var=982.72481597353783, x=-5.1564649720789806, y=38.265283767944709) bic_xy[no] is (555.26528376794477, 364.84353502792101) min(chi) is -0.377113794277 max(chi) is 0.769274285044 max(chi ** 2) is 0.59178292563 total(chi ** 2) is 6.64984146318 Now to test model score... Number of parameters is 7 BIC is 44.5625442786 LIST IF TUPLES AND BICS: (x, y):i None BIC 117.117756195 (x, y):i (523.6377676543942, 376.5516604049394) BIC 111.21148073 (x, y):i (523.6377676543942, 376.5516604049394) BIC 102.783618911 (x, y):i (528.19644148842394, 375.31069636305466) BIC 115.173028834 (x, y):i (555.26528376794477, 364.84353502792101) BIC 44.5625442786 ################################### ######## RUN NO. 128 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51471, 17.73531) (529.9055922856467, 374.99638772323374) centre: 530 375 starr is (15, 15) median of starr: 154.0 max of starr: 194.0 SKY ONLY optimal params are: skyp(z0=166.70944444447215, mh=1.2611904761932275, mv=-2.5009523809578353) bic_xy[no] is None min(chi) is -1.40128873628 max(chi) is 0.856041513641 max(chi ** 2) is 1.96361012242 total(chi ** 2) is 56.5762044153 Now to test model score... Number of parameters is 3 BIC is 72.8245056219 SKY + fixed PSF optimal params are: ciorc(z0=165.30027180167156, mh=1.2611904786846784, mv=-2.5009523824747255, w=317.06407289786114) bic_xy[no] is (529.9055922856467, 374.99638772323374) min(chi) is -1.32448203028 max(chi) is 0.876860890608 max(chi ** 2) is 1.75425264853 total(chi ** 2) is 47.3409234923 Now to test model score... Number of parameters is 4 BIC is 69.0053251011 free-variance PSF optimal params are: var_crc(z0=155.96299870133095, mh=1.261190472337685, mv=-2.5009523805158818, w=2992.896509848395, var=21.017384894958159) bic_xy[no] is (529.9055922856467, 374.99638772323374) min(chi) is -0.935575299837 max(chi) is 1.07495951045 max(chi ** 2) is 1.15553794911 total(chi ** 2) is 37.0427262592 Now to test model score... Number of parameters is 5 BIC is 64.1232282702 Roaming fixed-variance PSF optimal params are: roam_crc(z0=162.77840929570547, mh=1.1111713768368474, mv=-2.062648019553508, w=437.38612820360044, x=8.4639643321672366, y=2.6614949003877024) bic_xy[no] is (525.66149490038765, 376.46396433216722) min(chi) is -1.18702840123 max(chi) is 0.897339798378 max(chi ** 2) is 1.40903642533 total(chi ** 2) is 41.6197663337 Now to test model score... Number of parameters is 6 BIC is 74.116368747 roaming free PSF optimal params are: gen_crc(z0=-244.91487624867204, mh=-3.6826197452299052, mv=14.059662361112077, w=1316410.7918957323, var=364.70215362483077, x=12.575076892723517, y=-11.839220810896352) bic_xy[no] is (511.16077918910366, 380.57507689272353) min(chi) is -0.47479195472 max(chi) is 0.535600607484 max(chi ** 2) is 0.286868010737 total(chi ** 2) is 8.83182126665 Now to test model score... Number of parameters is 7 BIC is 46.7445240821 LIST IF TUPLES AND BICS: (x, y):i None BIC 72.8245056219 (x, y):i (529.9055922856467, 374.99638772323374) BIC 69.0053251011 (x, y):i (529.9055922856467, 374.99638772323374) BIC 64.1232282702 (x, y):i (525.66149490038765, 376.46396433216722) BIC 74.116368747 (x, y):i (511.16077918910366, 380.57507689272353) BIC 46.7445240821 ################################### ######## RUN NO. 129 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.51808, 17.74175) (511.6429241413226, 338.2671243721659) centre: 512 338 starr is (15, 15) median of starr: 127.0 max of starr: 221.0 SKY ONLY optimal params are: skyp(z0=127.69722222222373, mh=0.57190476190601014, mv=0.27261904761964306) bic_xy[no] is None min(chi) is -1.43765989163 max(chi) is 4.76323710204 max(chi ** 2) is 22.6884276902 total(chi ** 2) is 320.688469255 Now to test model score... Number of parameters is 3 BIC is 336.936770462 SKY + fixed PSF optimal params are: ciorc(z0=120.38795806469689, mh=0.57190474207009556, mv=0.27261897282611008, w=1644.5857764183033) bic_xy[no] is (511.6429241413226, 338.2671243721659) min(chi) is -1.17895410841 max(chi) is 1.60990619357 max(chi ** 2) is 2.5917979521 total(chi ** 2) is 72.2212186956 Now to test model score... Number of parameters is 4 BIC is 93.8856203045 free-variance PSF optimal params are: var_crc(z0=112.68266284108931, mh=0.57190479285886098, mv=0.27261906415526221, w=3392.743145438284, var=6.0474510127729069) bic_xy[no] is (511.6429241413226, 338.2671243721659) min(chi) is -0.714467962415 max(chi) is 0.795836373548 max(chi ** 2) is 0.633355533461 total(chi ** 2) is 21.4109303135 Now to test model score... Number of parameters is 5 BIC is 48.4914323245 Roaming fixed-variance PSF optimal params are: roam_crc(z0=120.27434045926546, mh=0.66431418897473249, mv=0.18774576821775127, w=1658.280554641965, x=6.7659476940827252, y=7.2149645481358764) bic_xy[no] is (512.21496454813587, 337.76594769408274) min(chi) is -1.08655200401 max(chi) is 1.30170112227 max(chi ** 2) is 1.69442581173 total(chi ** 2) is 68.262333215 Now to test model score... Number of parameters is 6 BIC is 100.758935628 roaming free PSF optimal params are: gen_crc(z0=112.38026453912865, mh=0.77187147016736302, mv=0.13466965254808969, w=3362.1136408547709, var=5.9283152407048574, x=6.7438879880383427, y=7.1766577041810775) bic_xy[no] is (512.17665770418103, 337.74388798803835) min(chi) is -0.7065610491 max(chi) is 0.804353565905 max(chi ** 2) is 0.646984658984 total(chi ** 2) is 18.7223037225 Now to test model score... Number of parameters is 7 BIC is 56.635006538 LIST IF TUPLES AND BICS: (x, y):i None BIC 336.936770462 (x, y):i (511.6429241413226, 338.2671243721659) BIC 93.8856203045 (x, y):i (511.6429241413226, 338.2671243721659) BIC 48.4914323245 (x, y):i (512.21496454813587, 337.76594769408274) BIC 100.758935628 (x, y):i (512.17665770418103, 337.74388798803835) BIC 56.635006538 ################################### ######## RUN NO. 130 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.59498, 17.74324) (94.3144616675076, 330.77814569520905) centre: 94 331 starr is (15, 15) median of starr: 19.0 max of starr: 210.0 SKY ONLY optimal params are: skyp(z0=45.280556654338227, mh=-1.7116666879439912, mv=-0.76904775473924913) bic_xy[no] is None min(chi) is -2.37471466542 max(chi) is 9.60268145342 max(chi ** 2) is 92.2114910958 total(chi ** 2) is 746.71103429 Now to test model score... Number of parameters is 3 BIC is 762.959335497 SKY + fixed PSF optimal params are: ciorc(z0=43.726120899808407, mh=-1.711666665066246, mv=-0.76904761810567968, w=349.74804889177074) bic_xy[no] is (94.3144616675076, 330.77814569520905) min(chi) is -2.55846201322 max(chi) is 9.54127914305 max(chi ** 2) is 91.0360076856 total(chi ** 2) is 735.473615964 Now to test model score... Number of parameters is 4 BIC is 757.138017573 free-variance PSF optimal params are: var_crc(z0=25.246038854265443, mh=-1.7116666001885077, mv=-0.76904762308888175, w=5294.3181767177211, var=18.10377698315995) bic_xy[no] is (94.3144616675076, 330.77814569520905) min(chi) is -2.93922245531 max(chi) is 8.77001664495 max(chi ** 2) is 76.9131919526 total(chi ** 2) is 657.905013804 Now to test model score... Number of parameters is 5 BIC is 684.985515815 Roaming fixed-variance PSF optimal params are: roam_crc(z0=14.237770242728903, mh=0.17349908650957427, mv=0.077216535821996252, w=2685.3940330405007, x=4.0433011415352693, y=5.6749692963108425) bic_xy[no] is (92.674969296310849, 328.04330114153527) min(chi) is -2.3168767698 max(chi) is 2.00768189118 max(chi ** 2) is 5.36791796643 total(chi ** 2) is 137.317450961 Now to test model score... Number of parameters is 6 BIC is 169.814053374 roaming free PSF optimal params are: gen_crc(z0=19.245735159164589, mh=-0.14635508930548549, mv=-0.045134686688933279, w=2252.5941885760849, var=1.647598653100844, x=4.0804244819952444, y=5.6500757745710937) bic_xy[no] is (92.650075774571093, 328.08042448199524) min(chi) is -1.83844443011 max(chi) is 1.81478575981 max(chi ** 2) is 3.37987792261 total(chi ** 2) is 122.728780704 Now to test model score... Number of parameters is 7 BIC is 160.64148352 LIST IF TUPLES AND BICS: (x, y):i None BIC 762.959335497 (x, y):i (94.3144616675076, 330.77814569520905) BIC 757.138017573 (x, y):i (94.3144616675076, 330.77814569520905) BIC 684.985515815 (x, y):i (92.674969296310849, 328.04330114153527) BIC 169.814053374 (x, y):i (92.650075774571093, 328.08042448199524) BIC 160.64148352 ################################### ######## RUN NO. 131 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54250, 17.74546) (379.0777464718346, 317.35309989620634) centre: 379 317 starr is (15, 15) median of starr: 66.0 max of starr: 245.0 SKY ONLY optimal params are: skyp(z0=74.486666666685181, mh=-0.33047619047691151, mv=1.0457142857165675) bic_xy[no] is None min(chi) is -4.30531006756 max(chi) is 9.05989561028 max(chi ** 2) is 82.0817084692 total(chi ** 2) is 1517.11210951 Now to test model score... Number of parameters is 3 BIC is 1533.36041072 SKY + fixed PSF optimal params are: ciorc(z0=59.136878670888628, mh=-0.33047618542844226, mv=1.0457142602586211, w=3453.704835621314) bic_xy[no] is (379.0777464718346, 317.35309989620634) min(chi) is -3.78498872374 max(chi) is 5.27621218073 max(chi ** 2) is 27.8384149761 total(chi ** 2) is 421.32413338 Now to test model score... Number of parameters is 4 BIC is 442.988534989 free-variance PSF optimal params are: var_crc(z0=47.473377712726823, mh=-0.33047644111005725, mv=1.0457142606268308, w=6086.7896685248797, var=5.0038583214899743) bic_xy[no] is (379.0777464718346, 317.35309989620634) min(chi) is -2.92323024442 max(chi) is 3.42085083715 max(chi ** 2) is 11.70222045 total(chi ** 2) is 254.501548301 Now to test model score... Number of parameters is 5 BIC is 281.582050312 Roaming fixed-variance PSF optimal params are: roam_crc(z0=54.640678274616491, mh=0.4264046849121822, mv=0.75892790338693872, w=3724.9629515047686, x=6.146568919534185, y=7.3233647107896696) bic_xy[no] is (379.32336471078969, 316.14656891953416) min(chi) is -4.07264577769 max(chi) is 2.22799156851 max(chi ** 2) is 16.5864436305 total(chi ** 2) is 250.6084157 Now to test model score... Number of parameters is 6 BIC is 283.105018113 roaming free PSF optimal params are: gen_crc(z0=42.989391182643224, mh=0.86250234207386556, mv=0.56396253498152193, w=5973.601051712325, var=4.4513300874080857, x=6.1552031815830839, y=7.3407693323104883) bic_xy[no] is (379.34076933231051, 316.15520318158309) min(chi) is -2.39152268669 max(chi) is 1.99161991586 max(chi ** 2) is 5.71938076095 total(chi ** 2) is 112.689430323 Now to test model score... Number of parameters is 7 BIC is 150.602133138 LIST IF TUPLES AND BICS: (x, y):i None BIC 1533.36041072 (x, y):i (379.0777464718346, 317.35309989620634) BIC 442.988534989 (x, y):i (379.0777464718346, 317.35309989620634) BIC 281.582050312 (x, y):i (379.32336471078969, 316.14656891953416) BIC 283.105018113 (x, y):i (379.34076933231051, 316.15520318158309) BIC 150.602133138 ################################### ######## RUN NO. 132 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.53584, 17.74844) (415.2376503248747, 300.2303535068383) centre: 415 300 starr is (15, 15) median of starr: 68.0 max of starr: 232.0 SKY ONLY optimal params are: skyp(z0=66.101666370323258, mh=0.77976201845797499, mv=0.61523802548056972) bic_xy[no] is None min(chi) is -2.35315489487 max(chi) is 8.55252059413 max(chi ** 2) is 73.1456085131 total(chi ** 2) is 685.086165447 Now to test model score... Number of parameters is 3 BIC is 701.334466654 SKY + fixed PSF optimal params are: ciorc(z0=55.400360565937923, mh=0.77976191097687209, mv=0.61523809213280101, w=2407.7956306664737) bic_xy[no] is (415.2376503248747, 300.2303535068383) min(chi) is -2.04576294313 max(chi) is 3.09107001499 max(chi ** 2) is 9.55471383756 total(chi ** 2) is 152.493304584 Now to test model score... Number of parameters is 4 BIC is 174.157706193 free-variance PSF optimal params are: var_crc(z0=52.297989815121042, mh=0.77976190448549465, mv=0.61523806318491681, w=3106.0492017769739, var=3.3725711935546445) bic_xy[no] is (415.2376503248747, 300.2303535068383) min(chi) is -2.15061816355 max(chi) is 2.51455705042 max(chi ** 2) is 6.32299715982 total(chi ** 2) is 136.185907457 Now to test model score... Number of parameters is 5 BIC is 163.266409468 Roaming fixed-variance PSF optimal params are: roam_crc(z0=53.382152760045642, mh=1.1893981696921794, mv=0.39043498702391705, w=2570.7848343814635, x=6.3307451897996447, y=7.3672758397283724) bic_xy[no] is (415.36727583972839, 299.33074518979964) min(chi) is -1.64513967776 max(chi) is 1.37624062174 max(chi ** 2) is 2.70648455934 total(chi ** 2) is 80.6719290746 Now to test model score... Number of parameters is 6 BIC is 113.168531488 roaming free PSF optimal params are: gen_crc(z0=51.281346358025623, mh=1.2591453445465031, mv=0.32772957127834085, w=3032.4986348299635, var=2.9450308134828926, x=6.3358343996402464, y=7.3983066747986275) bic_xy[no] is (415.39830667479862, 299.33583439964025) min(chi) is -1.51395801278 max(chi) is 1.35532669877 max(chi ** 2) is 2.29206886447 total(chi ** 2) is 72.1985908922 Now to test model score... Number of parameters is 7 BIC is 110.111293708 LIST IF TUPLES AND BICS: (x, y):i None BIC 701.334466654 (x, y):i (415.2376503248747, 300.2303535068383) BIC 174.157706193 (x, y):i (415.2376503248747, 300.2303535068383) BIC 163.266409468 (x, y):i (415.36727583972839, 299.33074518979964) BIC 113.168531488 (x, y):i (415.39830667479862, 299.33583439964025) BIC 110.111293708 ################################### ######## RUN NO. 133 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.55522, 17.75117) (310.0785810649846, 284.9073902608436) centre: 310 285 starr is (15, 15) median of starr: 37.0 max of starr: 231.0 SKY ONLY optimal params are: skyp(z0=66.896666734842299, mh=-2.6578571676966143, mv=0.88404763835551314) bic_xy[no] is None min(chi) is -4.32077907406 max(chi) is 9.51850178951 max(chi ** 2) is 90.601876317 total(chi ** 2) is 1640.04658517 Now to test model score... Number of parameters is 3 BIC is 1656.29488637 SKY + fixed PSF optimal params are: ciorc(z0=52.044695899288385, mh=-2.6578571639165287, mv=0.8840476034757272, w=3341.6958962670251) bic_xy[no] is (310.0785810649846, 284.9073902608436) min(chi) is -3.55620982122 max(chi) is 5.7425562555 max(chi ** 2) is 32.9769523476 total(chi ** 2) is 614.182220667 Now to test model score... Number of parameters is 4 BIC is 635.846622275 free-variance PSF optimal params are: var_crc(z0=39.513170595590069, mh=-2.6578571326466767, mv=0.88404763302122746, w=6174.617775264278, var=5.3467364760939784) bic_xy[no] is (310.0785810649846, 284.9073902608436) min(chi) is -4.95973377189 max(chi) is 4.39038972834 max(chi ** 2) is 24.5989590881 total(chi ** 2) is 455.536404208 Now to test model score... Number of parameters is 5 BIC is 482.616906219 Roaming fixed-variance PSF optimal params are: roam_crc(z0=44.146856758729044, mh=-1.6471362549730908, mv=0.73175606006816751, w=3766.7113927865112, x=5.8729530563384342, y=7.1698129013202294) bic_xy[no] is (310.16981290132026, 283.87295305633842) min(chi) is -3.9339871209 max(chi) is 3.68345530928 max(chi ** 2) is 15.4762546674 total(chi ** 2) is 349.670239984 Now to test model score... Number of parameters is 6 BIC is 382.166842397 roaming free PSF optimal params are: gen_crc(z0=29.097097950114975, mh=-0.84511282264316467, mv=0.51977934179175822, w=6237.1045709414211, var=4.6399810570049329, x=5.7651532356765225, y=7.247334331200995) bic_xy[no] is (310.24733433120099, 283.76515323567651) min(chi) is -2.63195492502 max(chi) is 2.98204504241 max(chi ** 2) is 8.89259263496 total(chi ** 2) is 212.108457365 Now to test model score... Number of parameters is 7 BIC is 250.021160181 LIST IF TUPLES AND BICS: (x, y):i None BIC 1656.29488637 (x, y):i (310.0785810649846, 284.9073902608436) BIC 635.846622275 (x, y):i (310.0785810649846, 284.9073902608436) BIC 482.616906219 (x, y):i (310.16981290132026, 283.87295305633842) BIC 382.166842397 (x, y):i (310.24733433120099, 283.76515323567651) BIC 250.021160181 ################################### ######## RUN NO. 134 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.52744, 17.75343) (460.7976099508105, 271.5593857320462) centre: 461 272 starr is (15, 15) median of starr: 70.0 max of starr: 241.0 SKY ONLY optimal params are: skyp(z0=89.185000000041853, mh=-1.6102380952416064, mv=0.64476190476331052) bic_xy[no] is None min(chi) is -3.0715804063 max(chi) is 8.59038846366 max(chi ** 2) is 73.7947739566 total(chi ** 2) is 1004.73712638 Now to test model score... Number of parameters is 3 BIC is 1020.98542759 SKY + fixed PSF optimal params are: ciorc(z0=77.398335496237536, mh=-1.6102381177807255, mv=0.64476194909216367, w=2652.0014009750903) bic_xy[no] is (460.7976099508105, 271.5593857320462) min(chi) is -3.93746522215 max(chi) is 5.07062364599 max(chi ** 2) is 25.7112241593 total(chi ** 2) is 358.631397133 Now to test model score... Number of parameters is 4 BIC is 380.295798742 free-variance PSF optimal params are: var_crc(z0=71.148113246831372, mh=-1.6102380518926573, mv=0.64476191587507048, w=4060.1162217225256, var=4.2114750646196137) bic_xy[no] is (460.7976099508105, 271.5593857320462) min(chi) is -2.83632274677 max(chi) is 4.15808200523 max(chi ** 2) is 17.2896459622 total(chi ** 2) is 296.852530002 Now to test model score... Number of parameters is 5 BIC is 323.933032013 Roaming fixed-variance PSF optimal params are: roam_crc(z0=69.602344687976881, mh=-0.6868738220176912, mv=0.54452738464601314, w=3109.7035482374667, x=5.7528051593597338, y=7.1353808541973693) bic_xy[no] is (461.13538085419736, 270.75280515935975) min(chi) is -3.07464862309 max(chi) is 1.96535897816 max(chi ** 2) is 9.45346415547 total(chi ** 2) is 127.127504921 Now to test model score... Number of parameters is 6 BIC is 159.624107334 roaming free PSF optimal params are: gen_crc(z0=63.811571680156852, mh=-0.39499818081965343, mv=0.4960947182833213, w=4030.4799775930937, var=3.3576079354056794, x=5.7312672334934067, y=7.155070381396385) bic_xy[no] is (461.1550703813964, 270.73126723349338) min(chi) is -1.88899113785 max(chi) is 2.08681925995 max(chi ** 2) is 4.35481462368 total(chi ** 2) is 94.0045816432 Now to test model score... Number of parameters is 7 BIC is 131.917284459 LIST IF TUPLES AND BICS: (x, y):i None BIC 1020.98542759 (x, y):i (460.7976099508105, 271.5593857320462) BIC 380.295798742 (x, y):i (460.7976099508105, 271.5593857320462) BIC 323.933032013 (x, y):i (461.13538085419736, 270.75280515935975) BIC 159.624107334 (x, y):i (461.1550703813964, 270.73126723349338) BIC 131.917284459 ################################### ######## RUN NO. 135 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.57904, 17.75922) (180.77511362806587, 239.18821263206698) centre: 181 239 starr is (15, 15) median of starr: 62.0 max of starr: 225.0 SKY ONLY optimal params are: skyp(z0=73.85055555558138, mh=-1.5657142857176964, mv=0.24928571428625884) bic_xy[no] is None min(chi) is -4.13009436256 max(chi) is 8.66888406132 max(chi ** 2) is 75.1495508686 total(chi ** 2) is 1180.40501671 Now to test model score... Number of parameters is 3 BIC is 1196.65331791 SKY + fixed PSF optimal params are: ciorc(z0=61.519824119612792, mh=-1.5657142899558119, mv=0.24928577375195191, w=2774.4164969377612) bic_xy[no] is (180.77511362806587, 239.18821263206698) min(chi) is -3.45801013195 max(chi) is 3.8937432478 max(chi ** 2) is 15.1612364798 total(chi ** 2) is 473.274778049 Now to test model score... Number of parameters is 4 BIC is 494.939179658 free-variance PSF optimal params are: var_crc(z0=33.213259992021769, mh=-1.5657142740851473, mv=0.2492857984048337, w=9515.9249374835235, var=10.43823800021605) bic_xy[no] is (180.77511362806587, 239.18821263206698) min(chi) is -2.05000593785 max(chi) is 3.69805158166 max(chi ** 2) is 13.6755855006 total(chi ** 2) is 237.216971541 Now to test model score... Number of parameters is 5 BIC is 264.297473552 Roaming fixed-variance PSF optimal params are: roam_crc(z0=55.900375729466447, mh=-1.0434196211035447, mv=0.43285527559149534, w=2927.0626644387971, x=6.2505480311487087, y=6.7365950723233974) bic_xy[no] is (180.73659507232341, 238.2505480311487) min(chi) is -3.32026672644 max(chi) is 2.56689882464 max(chi ** 2) is 11.0241711347 total(chi ** 2) is 397.146404828 Now to test model score... Number of parameters is 6 BIC is 429.643007241 roaming free PSF optimal params are: gen_crc(z0=22.19303739548808, mh=0.11409689180216791, mv=0.30541390412838654, w=9213.05692519892, var=9.6958912413690861, x=6.1075390436530395, y=6.970333526972321) bic_xy[no] is (180.97033352697233, 238.10753904365305) min(chi) is -1.98910406821 max(chi) is 3.06937282051 max(chi ** 2) is 9.42104951132 total(chi ** 2) is 193.213603446 Now to test model score... Number of parameters is 7 BIC is 231.126306262 LIST IF TUPLES AND BICS: (x, y):i None BIC 1196.65331791 (x, y):i (180.77511362806587, 239.18821263206698) BIC 494.939179658 (x, y):i (180.77511362806587, 239.18821263206698) BIC 264.297473552 (x, y):i (180.73659507232341, 238.2505480311487) BIC 429.643007241 (x, y):i (180.97033352697233, 238.10753904365305) BIC 231.126306262 ################################### ######## RUN NO. 136 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.48470, 17.76033) (692.7062982955233, 231.48794250323422) centre: 693 231 starr is (15, 15) median of starr: 42.0 max of starr: 222.0 SKY ONLY optimal params are: skyp(z0=30.460555587136675, mh=1.4359524019549259, mv=1.9452380683849275) bic_xy[no] is None min(chi) is -3.92725854712 max(chi) is 9.04376045414 max(chi ** 2) is 81.7896031519 total(chi ** 2) is 1173.73699724 Now to test model score... Number of parameters is 3 BIC is 1189.98529845 SKY + fixed PSF optimal params are: ciorc(z0=18.076791009816596, mh=1.4359523633737947, mv=1.9452380988825038, w=2786.3490630826823) bic_xy[no] is (692.7062982955233, 231.48794250323422) min(chi) is -3.95815809275 max(chi) is 3.77069847836 max(chi ** 2) is 15.6670154872 total(chi ** 2) is 460.511046136 Now to test model score... Number of parameters is 4 BIC is 482.175447745 free-variance PSF optimal params are: var_crc(z0=2.0090252639275001, mh=1.4359522242343441, mv=1.9452379383903118, w=6450.1881353407789, var=6.787577812744348) bic_xy[no] is (692.7062982955233, 231.48794250323422) min(chi) is -2.77000312648 max(chi) is 3.18397407278 max(chi ** 2) is 10.1376908961 total(chi ** 2) is 265.857451499 Now to test model score... Number of parameters is 5 BIC is 292.93795351 Roaming fixed-variance PSF optimal params are: roam_crc(z0=23.90692470979673, mh=1.1144127612916348, mv=1.2286674809162745, w=3109.6077005787124, x=7.4342966617524358, y=7.9678762421544223) bic_xy[no] is (693.96787624215438, 231.43429666175243) min(chi) is -2.84886238303 max(chi) is 2.61875135051 max(chi ** 2) is 8.11601687743 total(chi ** 2) is 293.11688545 Now to test model score... Number of parameters is 6 BIC is 325.613487863 roaming free PSF optimal params are: gen_crc(z0=18.131958875941297, mh=0.72758574681774746, mv=0.40652374811043035, w=6353.9643482040501, var=5.9473557744065673, x=7.4816997450745744, y=8.0500931179987454) bic_xy[no] is (694.0500931179987, 231.48169974507456) min(chi) is -1.9722997718 max(chi) is 2.02657080518 max(chi ** 2) is 4.10698922839 total(chi ** 2) is 131.098434168 Now to test model score... Number of parameters is 7 BIC is 169.011136984 LIST IF TUPLES AND BICS: (x, y):i None BIC 1189.98529845 (x, y):i (692.7062982955233, 231.48794250323422) BIC 482.175447745 (x, y):i (692.7062982955233, 231.48794250323422) BIC 292.93795351 (x, y):i (693.96787624215438, 231.43429666175243) BIC 325.613487863 (x, y):i (694.0500931179987, 231.48169974507456) BIC 169.011136984 ################################### ######## RUN NO. 137 ######### ################################### RaDecPos obj: RaDecPos: RA, Dec = (212.54449, 17.76097) (368.3012300366678, 228.71005933233948) centre: 368 229 starr is (15, 15) median of starr: 35.0 max of starr: 213.0 SKY ONLY optimal params are: skyp(z0=35.560556709269136, mh=-0.16523822003801755, mv=1.2502380545717033) bic_xy[no] is None min(chi) is -2.8832316593 max(chi) is 9.18019121243 max(chi ** 2) is 84.2759106967 total(chi ** 2) is 887.530798306 Now to test model score... Number of parameters is 3 BIC is 903.779099512 SKY + fixed PSF optimal params are: ciorc(z0=25.242211759219423, mh=-0.16523810617651755, mv=1.2502381048116273, w=2321.6289669020089) bic_xy[no] is (368.3012300366678, 228.71005933233948) min(chi) is -3.71098250457 max(chi) is 4.71881993123 max(chi ** 2) is 22.2672615433 total(chi ** 2) is 392.375168543 Now to test model score... Number of parameters is 4 BIC is 414.039570152 free-variance PSF optimal params are: var_crc(z0=15.880356667266108, mh=-0.16523829409596338, mv=1.250238075845747, w=4440.2534097979005, var=5.5765994509830783) bic_xy[no] is (368.3012300366678, 228.71005933233948) min(chi) is -3.25664571389 max(chi) is 4.47967354417 max(chi ** 2) is 20.0674750623 total(chi ** 2) is 310.620057522 Now to test model score... Number of parameters is 5 BIC is 337.700559533 Roaming fixed-variance PSF optimal params are: roam_crc(z0=23.593670106244101, mh=0.42312162336744435, mv=0.60726634560775861, w=2778.5863861331845, x=6.1106255738493811, y=7.9719317270601433) bic_xy[no] is (368.97193172706017, 228.11062557384938) min(chi) is -1.9168792679 max(chi) is 2.86161810512 max(chi ** 2) is 8.18885817954 total(chi ** 2) is 187.749274519 Now to test model score... Number of parameters is 6 BIC is 220.245876932 roaming free PSF optimal params are: gen_crc(z0=20.042486843727374, mh=0.58630274962161466, mv=0.41234855104452228, w=3628.7240450767954, var=3.4141869846575648, x=6.128862834749417, y=7.9713398793553605) bic_xy[no] is (368.97133987935536, 228.12886283474941) min(chi) is -1.73760836015 max(chi) is 2.75653012388 max(chi ** 2) is 7.59845832383 total(chi ** 2) is 165.325156413 Now to test model score... Number of parameters is 7 BIC is 203.237859229 LIST IF TUPLES AND BICS: (x, y):i None BIC 903.779099512 (x, y):i (368.3012300366678, 228.71005933233948) BIC 414.039570152 (x, y):i (368.3012300366678, 228.71005933233948) BIC 337.700559533 (x, y):i (368.97193172706017, 228.11062557384938) BIC 220.245876932 (x, y):i (368.97133987935536, 228.12886283474941) BIC 203.237859229 new source list is [(141.53973030509422, 744.8484676719179), (391.40820709970234, 706.55375034894837), (784.74861843955546, 750.66384543025868), (524.45444217239697, 88.86501596414206), (879.14883574206488, 90.21805655521851), (1006.3600355611762, 107.41775386473427), (217.59796868898906, 6.9872307827771571), (296.37185249494974, 64.59059930397909), (476.67667812408945, 116.42087300329628), (511.6429241413226, 338.2671243721659), (555.26528376794477, 364.84353502792101), (511.16077918910366, 380.57507689272353), (630.2769168254368, 599.1242953110493), (647.98964528818806, 433.25164280242842), (689.99480451255499, 440.31097698737972), (694.0500931179987, 231.48169974507456), (749.60179273535061, 422.91836957509253), (743.27389545985034, 135.38151070996415), (954.85454165224564, 658.68167696467526), (992.99418542137471, 610.68064832266498), (965.98656391057546, 473.18215686168389), (1008.3498827966623, 527.44371727732903), (92.650075774571093, 328.08042448199524), (140.36334861092772, 466.13143121400958), (190.99931142581011, 469.48009815569799), (232.73424779763567, 508.51742586361479), (180.97033352697233, 238.10753904365305), (270.06452779615262, 447.91307704676439), (348.36666868549088, 583.00441345911486), (310.24733433120099, 283.76515323567651), None, (379.34076933231051, 316.15520318158309), (368.97133987935536, 228.12886283474941), (415.39830667479862, 299.33583439964025), (435.58380479929656, 159.48408243711026), (441.8398785398728, 192.43101467123446), (461.1550703813964, 270.73126723349338), (529.38377724355098, 596.25632591153919), (538.027859081418, 611.49124023034483), (467.49355325301752, 402.43642370405217), (510.67474724445333, 383.3342514453834), (1006.3600355611762, 107.41775386473427), (1008.3498827966623, 527.44371727732903), (358.59672016446098, 207.45019219601284), (592.7516775488748, 194.06668834956017), (441.8398785398728, 192.43101467123446), (435.58380479929656, 159.48408243711026), (743.27389545985034, 135.38151070996415), (476.67667812408945, 116.42087300329628), (879.14883574206488, 90.21805655521851), (524.45444217239697, 88.86501596414206), (296.37185249494974, 64.59059930397909), (480.87485526793154, 60.510738084071377), (217.59796868898906, 6.9872307827771571), (784.74861843955546, 750.66384543025868), (141.53973030509422, 744.8484676719179), (391.40820709970234, 706.55375034894837), (954.85454165224564, 658.68167696467526), (538.027859081418, 611.49124023034483), (992.99418542137471, 610.68064832266498), (630.2769168254368, 599.1242953110493), (529.38377724355098, 596.25632591153919), (348.36666868549088, 583.00441345911486), (232.73424779763567, 508.51742586361479), None, (190.99931142581011, 469.48009815569799), (140.36334861092772, 466.13143121400958), (965.98656391057546, 473.18215686168389), (270.06452779615262, 447.91307704676439), (689.99480451255499, 440.31097698737972), (647.98964528818806, 433.25164280242842), (749.60179273535061, 422.91836957509253), (467.49355325301752, 402.43642370405217), (510.67474724445333, 383.3342514453834), (555.26528376794477, 364.84353502792101), (511.16077918910366, 380.57507689272353), (511.6429241413226, 338.2671243721659), (92.650075774571093, 328.08042448199524), (379.34076933231051, 316.15520318158309), (415.39830667479862, 299.33583439964025), (310.24733433120099, 283.76515323567651), (461.1550703813964, 270.73126723349338), (180.97033352697233, 238.10753904365305), (694.0500931179987, 231.48169974507456), (368.97133987935536, 228.12886283474941)] centre: -62 658 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 291 913 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 514 950 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 895 894 rdls not correct, out of image centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 409 -106 rdls not correct, out of image centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -4 154 rdls not correct, out of image centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 369 230 ADDED [ 369.30123004 229.71005933] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 1006 108 ADDED [ 1005.5487182 107.73406143] centre: 1045 46 rdls not correct, out of image centre: 1073 619 rdls not correct, out of image centre: 1007 528 ADDED [ 1007.48364063 528.118736 ] centre: 1028 449 rdls not correct, out of image centre: 1031 225 rdls not correct, out of image centre: 360 209 ADDED [ 359.73690933 209.40671606] centre: 593 196 ADDED [ 592.64920328 195.73353663] centre: 443 193 ADDED [ 442.83987854 193.43101467] centre: 436 161 ADDED [ 435.8380809 161.27373857] centre: -4 154 rdls not correct, out of image centre: 743 137 ADDED [ 742.78990054 136.6519866 ] centre: 477 118 ADDED [ 476.98676443 117.82082311] centre: 878 91 ADDED [ 878.17592759 91.002625 ] centre: 525 90 ADDED [ 524.79433412 90.28462733] centre: 297 67 ADDED [ 296.99611553 66.98458421] centre: 481 63 ADDED [ 480.75292587 62.53947756] centre: 219 9 ADDED [ 218.56521029 9.25354437] centre: 506 -9 rdls not correct, out of image centre: 629 -43 rdls not correct, out of image centre: 655 -43 rdls not correct, out of image centre: 409 -106 rdls not correct, out of image centre: 166 -140 rdls not correct, out of image centre: 543 -170 rdls not correct, out of image centre: 585 -219 rdls not correct, out of image centre: -62 658 rdls not correct, out of image centre: -8 465 rdls not correct, out of image centre: -94 394 rdls not correct, out of image centre: -53 339 rdls not correct, out of image centre: 755 963 rdls not correct, out of image centre: 598 958 rdls not correct, out of image centre: 514 950 rdls not correct, out of image centre: 397 938 rdls not correct, out of image centre: 291 913 rdls not correct, out of image centre: 895 894 rdls not correct, out of image centre: 303 887 rdls not correct, out of image centre: 288 856 rdls not correct, out of image centre: 762 832 rdls not correct, out of image centre: 726 817 rdls not correct, out of image centre: 513 805 rdls not correct, out of image centre: 784 752 ADDED [ 783.7619886 751.7714481] centre: 143 746 ADDED [ 142.53973031 745.84846767] centre: 393 708 ADDED [ 393.05858884 708.2032477 ] centre: 954 659 ADDED [ 953.93203156 659.49683441] centre: 538 614 ADDED [ 537.95932412 613.53028562] centre: 992 611 ADDED [ 992.29014435 610.6454667 ] centre: 631 600 ADDED [ 631.27691683 600.12429531] centre: 529 597 ADDED [ 528.93226202 597.47565754] centre: 349 585 ADDED [ 349.17518837 585.24544586] centre: 233 512 ADDED [ 233.28695025 511.83993104] centre: 402 481 ADDED [ 401.98058984 480.91923305] centre: 192 472 ADDED [ 192.13916396 471.66127006] centre: 142 469 ADDED [ 141.52754424 469.14550979] centre: 966 459 ADDED [ 965.50088026 458.7256171 ] centre: 271 450 ADDED [ 270.69031125 450.24967774] centre: 690 442 ADDED [ 690.06912092 441.61566286] centre: 648 434 ADDED [ 647.99811591 434.47440735] centre: 749 424 ADDED [ 749.16391468 424.20307513] centre: 500 390 ADDED [ 499.69357562 390.39929145] centre: 512 384 ADDED [ 511.67474724 384.33425145] centre: 525 378 ADDED [ 524.63776765 377.5516604 ] centre: 531 376 ADDED [ 530.90559229 375.99638772] centre: 513 339 ADDED [ 512.64292414 339.26712437] centre: 95 332 ADDED [ 95.31446167 331.7781457 ] centre: 380 318 ADDED [ 380.07774647 318.3530999 ] centre: 416 301 ADDED [ 416.23765032 301.23035351] centre: 311 286 ADDED [ 311.07858106 285.90739026] centre: 462 273 ADDED [ 461.79760995 272.55938573] centre: 182 240 ADDED [ 181.77511363 240.18821263] centre: 694 232 ADDED [ 693.7062983 232.4879425] centre: 369 230 ADDED [ 369.30123004 229.71005933]