diff --git a/dmu1/dmu1_ml_Lockman-SWIRE/1.3_PanSTARRS-3SS.ipynb b/dmu1/dmu1_ml_Lockman-SWIRE/1.3_PanSTARRS-3SS.ipynb index 1c8d51bd..4671af10 100644 --- a/dmu1/dmu1_ml_Lockman-SWIRE/1.3_PanSTARRS-3SS.ipynb +++ b/dmu1/dmu1_ml_Lockman-SWIRE/1.3_PanSTARRS-3SS.ipynb @@ -28,16 +28,14 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", - "02dd669 (Tue Aug 15 19:17:47 2017 +0100)\n" + "04829ed (Thu Nov 2 16:57:19 2017 +0000)\n" ] } ], @@ -49,9 +47,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -101,39 +97,37 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"objID\": \"ps1_id\",\n", " \"raMean\": \"ps1_ra\",\n", " \"decMean\": \"ps1_dec\",\n", - " \"gApMag\": \"m_ap_gpc1_g\",\n", - " \"gApMagErr\": \"merr_ap_gpc1_g\",\n", - " \"gKronMag\": \"m_gpc1_g\",\n", - " \"gKronMagErr\": \"merr_gpc1_g\",\n", - " \"rApMag\": \"m_ap_gpc1_r\",\n", - " \"rApMagErr\": \"merr_ap_gpc1_r\",\n", - " \"rKronMag\": \"m_gpc1_r\",\n", - " \"rKronMagErr\": \"merr_gpc1_r\",\n", - " \"iApMag\": \"m_ap_gpc1_i\",\n", - " \"iApMagErr\": \"merr_ap_gpc1_i\",\n", - " \"iKronMag\": \"m_gpc1_i\",\n", - " \"iKronMagErr\": \"merr_gpc1_i\",\n", - " \"zApMag\": \"m_ap_gpc1_z\",\n", - " \"zApMagErr\": \"merr_ap_gpc1_z\",\n", - " \"zKronMag\": \"m_gpc1_z\",\n", - " \"zKronMagErr\": \"merr_gpc1_z\",\n", - " \"yApMag\": \"m_ap_gpc1_y\",\n", - " \"yApMagErr\": \"merr_ap_gpc1_y\",\n", - " \"yKronMag\": \"m_gpc1_y\",\n", - " \"yKronMagErr\": \"merr_gpc1_y\"\n", + " \"gFApMag\": \"m_ap_gpc1_g\",\n", + " \"gFApMagErr\": \"merr_ap_gpc1_g\",\n", + " \"gFKronMag\": \"m_gpc1_g\",\n", + " \"gFKronMagErr\": \"merr_gpc1_g\",\n", + " \"rFApMag\": \"m_ap_gpc1_r\",\n", + " \"rFApMagErr\": \"merr_ap_gpc1_r\",\n", + " \"rFKronMag\": \"m_gpc1_r\",\n", + " \"rFKronMagErr\": \"merr_gpc1_r\",\n", + " \"iFApMag\": \"m_ap_gpc1_i\",\n", + " \"iFApMagErr\": \"merr_ap_gpc1_i\",\n", + " \"iFKronMag\": \"m_gpc1_i\",\n", + " \"iFKronMagErr\": \"merr_gpc1_i\",\n", + " \"zFApMag\": \"m_ap_gpc1_z\",\n", + " \"zFApMagErr\": \"merr_ap_gpc1_z\",\n", + " \"zFKronMag\": \"m_gpc1_z\",\n", + " \"zFKronMagErr\": \"merr_gpc1_z\",\n", + " \"yFApMag\": \"m_ap_gpc1_y\",\n", + " \"yFApMagErr\": \"merr_ap_gpc1_y\",\n", + " \"yFKronMag\": \"m_gpc1_y\",\n", + " \"yFKronMagErr\": \"merr_gpc1_y\"\n", " })\n", "\n", "\n", - "catalogue = Table.read(\"../../dmu0/dmu0_PanSTARRS1-3SS/data/PanSTARRS1-3SS_Lockman-SWIRE.fits\")[list(imported_columns)]\n", + "catalogue = Table.read(\"../../dmu0/dmu0_PanSTARRS1-3SS/data/PanSTARRS1-3SS_Lockman-SWIRE_v2.fits\")[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", @@ -146,9 +140,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stderr", @@ -187,26 +179,24 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", - "
idx | ps1_id | ps1_ra | ps1_dec | m_ap_gpc1_g | merr_ap_gpc1_g | m_gpc1_g | merr_gpc1_g | m_ap_gpc1_r | merr_ap_gpc1_r | m_gpc1_r | merr_gpc1_r | m_ap_gpc1_i | merr_ap_gpc1_i | m_gpc1_i | merr_gpc1_i | m_ap_gpc1_z | merr_ap_gpc1_z | m_gpc1_z | merr_gpc1_z | m_ap_gpc1_y | merr_ap_gpc1_y | m_gpc1_y | merr_gpc1_y | f_ap_gpc1_g | ferr_ap_gpc1_g | f_gpc1_g | ferr_gpc1_g | flag_gpc1_g | f_ap_gpc1_r | ferr_ap_gpc1_r | f_gpc1_r | ferr_gpc1_r | flag_gpc1_r | f_ap_gpc1_i | ferr_ap_gpc1_i | f_gpc1_i | ferr_gpc1_i | flag_gpc1_i | f_ap_gpc1_z | ferr_ap_gpc1_z | f_gpc1_z | ferr_gpc1_z | flag_gpc1_z | f_ap_gpc1_y | ferr_ap_gpc1_y | f_gpc1_y | ferr_gpc1_y | flag_gpc1_y |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 174601594014256201 | 159.40189015 | 55.50457755 | 23.1329994202 | 0.0166900008917 | nan | nan | 21.8635997772 | 0.00859799981117 | 21.8202991486 | 0.175945997238 | 21.273399353 | 0.00397399999201 | 21.2973003387 | 0.0540769994259 | 21.3206996918 | 0.00825999956578 | 21.3838996887 | 0.133065000176 | 20.8283004761 | 0.00574599998072 | nan | nan | 2.02675023448 | 0.0311553239842 | nan | nan | False | 6.52469310598 | 0.0516693740591 | 6.79016520132 | 1.10036156345 | False | 11.236738103 | 0.0411285880823 | 10.9920795949 | 0.547479838415 | False | 10.7577171994 | 0.0818419234857 | 10.1493942884 | 1.24388331794 | False | 16.9308908366 | 0.0896027027507 | nan | nan | False |
1 | 174601595677907965 | 159.5677999 | 55.5060764 | 22.7164001465 | 0.0137769998983 | nan | nan | 21.9981994629 | 0.00914699956775 | 22.0622005463 | 0.119004003704 | 20.4260005951 | 0.00268999999389 | 20.4067993164 | 0.0252170003951 | 20.1599998474 | 0.00484000006691 | 20.2007007599 | 0.0428909994662 | 19.7898006439 | 0.00356200011447 | 19.8353996277 | 0.0865409970284 | 2.97467786217 | 0.0377459427297 | nan | nan | False | 5.76395013298 | 0.0485595388123 | 5.43400184446 | 0.595603216315 | False | 24.5244774188 | 0.060761392885 | 24.9620514182 | 0.579761509025 | False | 31.3328616466 | 0.139675781098 | 30.1800320084 | 1.19223410907 | False | 44.0635762857 | 0.144560403426 | 42.251307096 | 3.36773354873 | False |
2 | 174601593326006962 | 159.33251762 | 55.50524632 | 19.689699173 | 0.00341799994931 | 19.3211994171 | 0.017766000703 | 18.9197998047 | 0.00221600010991 | 18.5662994385 | 0.00968299992383 | 18.4519004822 | 0.00108399998862 | 18.054599762 | 0.0054199998267 | 18.5069999695 | 0.0022609999869 | 17.852399826 | 0.0120660001412 | 18.1229991913 | 0.0016530000139 | 17.8113994598 | 0.025413999334 | 48.3192662618 | 0.152113606334 | 67.8453727944 | 1.11016003287 | False | 98.192898097 | 0.200412836951 | 135.98162433 | 1.21273478056 | False | 151.091421492 | 0.150849809061 | 217.851269571 | 1.08751447925 | False | 143.615069327 | 0.299072342292 | 262.446067445 | 2.91661480291 | False | 204.550395471 | 0.311421692558 | 272.546253248 | 6.37953332325 | False |
3 | 174601595333288412 | 159.5332628 | 55.50645264 | nan | 0.0315960012376 | nan | nan | 22.7572994232 | 0.012974999845 | 22.826499939 | 0.239072993398 | 21.8714008331 | 0.00523399980739 | 22.0814990997 | 0.0862680003047 | 22.2947006226 | 0.0129359997809 | 22.3439006805 | 0.360170990229 | nan | 0.00763100013137 | nan | nan | nan | nan | nan | nan | False | 2.86470714142 | 0.0342344434616 | 2.68781902974 | 0.59184260259 | False | 6.47798095321 | 0.0312283507843 | 5.33826784001 | 0.424156152876 | False | 4.38651633505 | 0.0522631317813 | 4.19217812799 | 1.39067016551 | False | nan | nan | nan | nan | False |
4 | 174601595694258960 | 159.56943611 | 55.5068458 | 21.8941993713 | 0.00943399965763 | 21.9349002838 | 0.118849001825 | 21.2243995667 | 0.00640500010923 | 21.2845993042 | 0.0628120005131 | 21.0279006958 | 0.00354900001548 | nan | nan | 20.7744998932 | 0.00642299978063 | 20.7068996429 | 0.074867002666 | 20.992099762 | 0.00619699992239 | nan | nan | 6.34337303124 | 0.0551177889645 | 6.10998137621 | 0.668822854528 | False | 11.7554747595 | 0.0693481683569 | 11.1214209257 | 0.643396336814 | False | 14.0876879005 | 0.0460491271802 | nan | nan | False | 17.7909870159 | 0.105247946232 | 18.9339027804 | 1.30558835906 | False | 14.5599570952 | 0.0831031079131 | nan | nan | False |
5 | 174601598698437312 | 159.86979709 | 55.50548022 | 20.9228000641 | 0.00603199983016 | 20.9792003632 | 0.0293370001018 | 19.7800998688 | 0.00329399993643 | 19.8719997406 | 0.017451999709 | 18.3062992096 | 0.00101400003769 | 18.3941001892 | 0.00395999988541 | 17.7019004822 | 0.00156000000425 | 17.7894992828 | 0.00689399987459 | 17.4030990601 | 0.00118699995801 | 17.5436992645 | 0.012261999771 | 15.5195803722 | 0.0862217781439 | 14.7339724932 | 0.39811747148 | False | 44.4590371036 | 0.134883652909 | 40.8507565262 | 0.656630393169 | False | 172.77476708 | 0.161359287424 | 159.352882711 | 0.581206921637 | False | 301.467019418 | 0.433151763303 | 278.099550476 | 1.76582327982 | False | 396.972457612 | 0.433997032106 | 348.754880755 | 3.93873967656 | False |
6 | 174601599277194942 | 159.92768911 | 55.50351243 | 20.4326992035 | 0.00481300009415 | 20.4505004883 | 0.0325520001352 | 19.098400116 | 0.00240599992685 | 19.0471000671 | 0.0146169997752 | 18.5566997528 | 0.00113700004295 | 18.4144992828 | 0.00802300032228 | 18.4372997284 | 0.00218899990432 | 18.1933002472 | 0.0138299996033 | 18.1636009216 | 0.00168400001712 | 18.1627006531 | 0.0268430002034 | 24.3736358646 | 0.10804679 | 23.9772739165 | 0.718874640406 | False | 83.2990318119 | 0.184591306404 | 87.3292988175 | 1.17569289445 | False | 137.189255375 | 0.143666747567 | 156.38686975 | 1.15561395199 | False | 153.136990748 | 0.308746136148 | 191.72550975 | 2.44218044141 | False | 197.042374014 | 0.305616925879 | 197.205824968 | 4.87558209491 | False |
7 | 174601599277194942 | 159.92768911 | 55.50351243 | 20.4167995453 | 0.00509400013834 | 20.434299469 | 0.0320769995451 | 19.1425991058 | 0.00248800008558 | 19.073600769 | 0.0144999995828 | 18.6096000671 | 0.0010969999712 | 18.4654006958 | 0.00804799981415 | 18.4367008209 | 0.00232199998572 | 18.2073993683 | 0.01370199956 | 18.1837997437 | 0.00176999997348 | 18.1753997803 | 0.0263829994947 | 24.7331927412 | 0.11604189553 | 24.3377380485 | 0.719034337152 | False | 79.976124959 | 0.183267910631 | 85.2235640383 | 1.13816011438 | False | 130.665210712 | 0.132020772412 | 149.224358878 | 1.10612283836 | False | 153.221486584 | 0.327685756541 | 189.251901908 | 2.38836051088 | False | 193.41052444 | 0.315303682081 | 194.912677722 | 4.73630800495 | False |
8 | 174601602374502399 | 160.23745702 | 55.50134017 | 22.6693000793 | 0.0143740000203 | 22.8418998718 | 0.153696998954 | 22.6161994934 | 0.012319999747 | 22.4880008698 | 0.115969002247 | 21.807800293 | 0.00478600012138 | 21.9197006226 | 0.0819569975138 | 21.9491004944 | 0.0117039997131 | 21.9395999908 | 0.176759004593 | 21.0405006409 | 0.00659799994901 | nan | nan | 3.10656159001 | 0.041127592653 | 2.64996447119 | 0.375129414283 | False | 3.26227225574 | 0.037017457085 | 3.67112905605 | 0.392118427923 | False | 6.86878436871 | 0.0302780755384 | 6.19611901335 | 0.467715185647 | False | 6.03058998648 | 0.0650084460314 | 6.08359092898 | 0.99041504948 | False | 13.9251455628 | 0.0846228663195 | nan | nan | False |
9 | 174601593309764441 | 159.3308852 | 55.50310883 | nan | 0.0643450021744 | nan | nan | 22.3635005951 | 0.0108230002224 | 22.4596004486 | 0.122786000371 | 21.5907993317 | 0.00460000010207 | 21.7544994354 | 0.065094999969 | 21.6511993408 | 0.00961800012738 | 21.6245002747 | 0.153218999505 | 21.3442001343 | 0.00728699984029 | nan | nan | nan | nan | nan | nan | False | 4.11717912331 | 0.041041489058 | 3.76842451655 | 0.426171451278 | False | 8.38842193721 | 0.0355397025523 | 7.21440013069 | 0.432537272153 | False | 7.93451277421 | 0.0702879249477 | 8.13204718938 | 1.14759379748 | False | 10.5273714341 | 0.0706552416904 | nan | nan | False |
0 | 174791587823544922 | 158.78246416 | 55.66184088 | 20.9363994598 | 0.0599370002747 | 21.0373001099 | 0.054552000016 | 19.8181991577 | 0.0530960001051 | 19.7028999329 | 0.0271390005946 | 19.2402000427 | 0.0165509991348 | 19.1396007538 | 0.019551999867 | 19.1051998138 | 0.0129009997472 | 18.9197998047 | 0.0304589997977 | 18.7576999664 | 0.0463580004871 | 18.7509002686 | 0.0390789993107 | 15.3264021227 | 0.846078968548 | 13.9662546398 | 0.701723973095 | False | 42.9259916658 | 2.09921935735 | 47.7353407293 | 1.19318986947 | False | 73.1004386325 | 1.11434553924 | 80.1972910134 | 1.44419741771 | False | 82.7789807106 | 0.983601361493 | 98.192898097 | 2.75468152408 | False | 114.003980038 | 4.8676617202 | 114.720199238 | 4.12913428448 | False |
1 | 174791586597581621 | 158.65980707 | 55.65906984 | 19.0060997009 | 0.011698000133 | 19.0746994019 | 0.0153360003605 | 18.0837001801 | 0.002623999957 | 18.1653003693 | 0.00371300010011 | 17.6625003815 | 0.00379300001077 | 17.7318000793 | 0.00412400020286 | 17.5076999664 | 0.00479099992663 | 17.5851993561 | 0.00792600028217 | 17.3913993835 | 0.0123049998656 | 17.5184993744 | 0.0132769998163 | 90.6901498778 | 0.977118917732 | 85.1373717859 | 1.20256353125 | False | 212.089871013 | 0.512577373748 | 196.734194865 | 0.672791495784 | False | 312.607826879 | 1.09208985159 | 293.27832569 | 1.11397213185 | False | 360.512239245 | 1.59082298647 | 335.675973865 | 2.45047356062 | False | 401.273284345 | 4.54776002522 | 356.944134873 | 4.36491589059 | False |
2 | 174791585782383763 | 158.57821102 | 55.66084822 | 21.0494003296 | 0.0928269997239 | 21.1278991699 | 0.0873359963298 | 19.8346004486 | 0.0233679991215 | 19.9416007996 | 0.0194669999182 | 18.4265003204 | 0.0114310001954 | 18.4799995422 | 0.0104400003329 | 17.8208007812 | 0.00906699988991 | 17.9174995422 | 0.00762100005522 | 17.5356998444 | 0.0206099990755 | 17.7000007629 | 0.0220320001245 | 13.8114688469 | 1.18083675318 | 12.8481421233 | 1.03349716847 | False | 42.2824185121 | 0.910032763316 | 38.314192788 | 0.686964646295 | False | 154.667787062 | 1.62839508933 | 147.231312318 | 1.415716767 | False | 270.196480357 | 2.25641499925 | 247.172518713 | 1.73495345417 | False | 351.33390455 | 6.66919958665 | 301.99495983 | 6.12814877445 | False |
3 | 174791586080155691 | 158.60820076 | 55.66248994 | 21.8899002075 | 0.199130997062 | 22.3173999786 | 0.464352995157 | nan | nan | nan | nan | 24.8262004852 | 2.21530008316 | 23.0011005402 | 0.667774021626 | 22.2628993988 | 0.613909006119 | 21.5063991547 | 0.588376998901 | nan | nan | 20.7576999664 | 0.571124970913 | 6.3685405292 | 1.16803125828 | 4.29575998806 | 1.83723174026 | False | nan | nan | nan | nan | False | 0.42610811571 | 0.869416843642 | 2.28854672574 | 1.40755373545 | False | 4.51689755265 | 2.55399430832 | 9.06651403412 | 4.91328215317 | False | nan | nan | 18.0684131876 | 9.50444676246 | False |
4 | 174791586394167110 | 158.63896216 | 55.6634777 | 22.6138000488 | 0.240042001009 | 22.8495998383 | 0.153946995735 | 24.464799881 | 1.28269004822 | 23.4951992035 | 0.680122971535 | 21.8348007202 | 0.166409000754 | 21.8859996796 | 0.0913389995694 | 22.1233997345 | 0.417003005743 | 22.6156005859 | 1.21698999405 | 21.2931003571 | 0.39752599597 | 22.2264995575 | 2.63347005844 | 3.26948975227 | 0.72284120118 | 2.63123758894 | 0.373084290739 | False | 0.594401706519 | 0.702226885549 | 1.45184521847 | 0.909459664204 | False | 6.70007573643 | 1.0269095784 | 6.39146077818 | 0.537690122801 | False | 5.13617847209 | 1.97267241482 | 3.26407226774 | 3.65866337724 | False | 11.0346828918 | 4.04018332219 | 4.67089577851 | 11.3293303888 | False |
5 | 174791587096447727 | 158.70969677 | 55.66414796 | 20.0228004456 | 0.0372739993036 | 20.1189994812 | 0.0335620008409 | 18.9850997925 | 0.0157399997115 | 19.0541000366 | 0.0198470000178 | 18.4908008575 | 0.0102479998022 | 18.5638008118 | 0.0111239999533 | 18.2808990479 | 0.00906299985945 | 18.3784008026 | 0.0103850001469 | 18.0921993256 | 0.0417880006135 | 18.3048992157 | 0.04725600034 | 35.5532921678 | 1.22056663644 | 32.538700726 | 1.00582802373 | False | 92.4613186735 | 1.34041871577 | 86.7680795687 | 1.58609989166 | False | 145.773861075 | 1.37592399786 | 136.294921955 | 1.39642087905 | False | 176.864381978 | 1.47634560033 | 161.673812214 | 1.54640008894 | False | 210.436112274 | 8.09930105512 | 172.997693821 | 7.52961819103 | False |
6 | 174791588777865495 | 158.87781778 | 55.66236012 | 22.8883991241 | 0.201737999916 | 22.5368003845 | 0.162127003074 | 22.2287998199 | 0.127969995141 | 22.1739997864 | 0.116806998849 | 20.6874008179 | 0.0372800007463 | 20.8458003998 | 0.0385849997401 | 20.0587997437 | 0.0421690009534 | 20.1746997833 | 0.0401739999652 | 20.103099823 | 0.151113003492 | 20.1592998505 | 0.161295995116 | 2.53886933626 | 0.471741128003 | 3.50977960655 | 0.524096043372 | False | 4.66101040061 | 0.549368691681 | 4.90230226591 | 0.527405471625 | False | 19.2770100086 | 0.661898299381 | 16.6601857843 | 0.592071316534 | False | 34.3937953297 | 1.33582354691 | 30.9115004756 | 1.14377563683 | False | 33.0187076347 | 4.59555098213 | 31.3530691144 | 4.65778377896 | False |
7 | 174791586897306712 | 158.68979131 | 55.66331749 | 19.7087001801 | 0.0332639999688 | 19.7649993896 | 0.0296849999577 | 18.9020996094 | 0.00643000006676 | 18.9599990845 | 0.0087280003354 | 18.5648994446 | 0.00691699981689 | 18.6259994507 | 0.0105750001967 | 18.4232006073 | 0.0100600002334 | 18.5009002686 | 0.0145089998841 | 18.2290992737 | 0.0207870006561 | 18.3164997101 | 0.0433540008962 | 47.4810077513 | 1.454688748 | 45.081695797 | 1.23257392722 | False | 99.806805691 | 0.591080747279 | 94.6237959263 | 0.76066038782 | False | 136.157077846 | 0.867428458588 | 128.706422743 | 1.25359220763 | False | 155.138560388 | 1.43745225301 | 144.424174067 | 1.92998107241 | False | 185.506995051 | 3.55163069164 | 171.159147996 | 6.83447215181 | False |
8 | 174791587360317921 | 158.735997 | 55.66434947 | 22.9622993469 | 0.506309986115 | 23.1291999817 | 0.311774998903 | 21.8966999054 | 0.130468994379 | 22.0725002289 | 0.296097010374 | 21.3575000763 | 0.106398001313 | 21.4465999603 | 0.0990919992328 | 21.4890003204 | 0.15636099875 | 21.5545005798 | 0.160959005356 | 21.0293006897 | 0.227841004729 | 21.6907997131 | 0.362470000982 | 2.37181199573 | 1.10604407716 | 2.03385509306 | 0.584032444187 | False | 6.32878056509 | 0.760506679573 | 5.38269669045 | 1.46794441487 | False | 10.3992009275 | 1.01908197322 | 9.57987882735 | 0.874327798271 | False | 9.21297455765 | 1.32679549321 | 8.6736075519 | 1.28585123926 | False | 14.0695343501 | 2.95248222207 | 7.65032904391 | 2.5540409944 | False |
9 | 174791588244583776 | 158.82454298 | 55.66087804 | 28.5331001282 | 51.1004981995 | 24.6247005463 | 1.37297999859 | 22.3899002075 | 0.262513011694 | 22.3379993439 | 0.1682099998 | 20.3712997437 | 0.0298420004547 | 20.4664001465 | 0.0342799983919 | 19.5575008392 | 0.0422249995172 | 19.6786003113 | 0.0493469983339 | 19.4657001495 | 0.172241002321 | 19.5461997986 | 0.130023002625 | 0.0140203852971 | 0.659873614318 | 0.513002854302 | 0.64872356203 | False | 4.01827742052 | 0.971552853133 | 4.21502604442 | 0.653021909908 | False | 25.7917079547 | 0.70889794145 | 23.6287061513 | 0.746030210025 | False | 54.5757439241 | 2.12248679813 | 48.8157398091 | 2.21868831533 | False | 59.3909045991 | 9.42176275608 | 55.1467700122 | 6.60413513946 | False |