{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Final Processing\n",
"The final processing stage requires:\n",
"1. Quick validation of catalogues and Bayesian Pvalue maps\n",
"2. Skewness level\n",
"3. Adding flag to catalogue"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pdh21/anaconda3/envs/xidplus/lib/python3.6/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" data = yaml.load(f.read()) or {}\n"
]
}
],
"source": [
"import seaborn as sns\n",
"from astropy.table import Table, join\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import pylab as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read tables"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"cat=Table.read('./data/dmu26_XID+SPIRE_GAMA-12_cat.fits')\n",
"from astropy import units as u\n",
"cat['RA'].unit=u.deg\n",
"cat['Dec'].unit=u.deg"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Table length=10\n",
"
\n",
"HELP_ID | RA | Dec | F_SPIRE_250 | FErr_SPIRE_250_u | FErr_SPIRE_250_l | F_SPIRE_350 | FErr_SPIRE_350_u | FErr_SPIRE_350_l | F_SPIRE_500 | FErr_SPIRE_500_u | FErr_SPIRE_500_l | Bkg_SPIRE_250 | Bkg_SPIRE_350 | Bkg_SPIRE_500 | Sig_conf_SPIRE_250 | Sig_conf_SPIRE_350 | Sig_conf_SPIRE_500 | Rhat_SPIRE_250 | Rhat_SPIRE_350 | Rhat_SPIRE_500 | n_eff_SPIRE_250 | n_eff_SPIRE_500 | n_eff_SPIRE_350 | Pval_res_250 | Pval_res_350 | Pval_res_500 |
\n",
" | deg | deg | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | | | | | | | | | |
\n",
"bytes27 | float64 | float64 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 |
\n",
"HELP_J121422.583-031337.382 | 183.59409564078072 | -3.2270505731570296 | 0.35461372 | 0.74793154 | 0.11122021 | 0.46891683 | 0.84328055 | 0.16682458 | 0.5681405 | 1.0451108 | 0.19659372 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 0.9996342 | 1.0011587 | 1.0030327 | 2435.1606 | 2046.318 | 2401.8926 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121424.663-031430.619 | 183.60276393306515 | -3.24183857808384 | 0.36688107 | 0.7239106 | 0.12602691 | 0.44334495 | 0.81703377 | 0.13582505 | 0.6003845 | 1.0408075 | 0.21559626 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 0.9988918 | 0.9998199 | 0.99883676 | 2219.9006 | 2101.7231 | 2243.482 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121425.213-031343.292 | 183.60505319233567 | -3.2286921716514594 | 0.28403008 | 0.5910051 | 0.07379482 | 0.25953385 | 0.58475494 | 0.063190006 | 0.2790112 | 0.6115537 | 0.07534172 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 0.999747 | 1.0001712 | 0.99878854 | 2148.0793 | 2278.384 | 2477.7153 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121425.282-031317.908 | 183.60534205341955 | -3.221641108104603 | 0.3495887 | 0.7213653 | 0.1017157 | 0.3344644 | 0.6833062 | 0.1058634 | 0.32436097 | 0.69109875 | 0.09584675 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 0.9995672 | 0.99937844 | 0.99871916 | 2890.743 | 2756.0068 | 2381.0923 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121425.730-031349.333 | 183.60720659082364 | -3.230370294805069 | 0.27679932 | 0.608078 | 0.0776306 | 0.2918203 | 0.6320284 | 0.07645259 | 0.3194455 | 0.66039824 | 0.08941861 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 1.0003843 | 0.9991781 | 0.9989462 | 2264.0225 | 2399.0828 | 2663.4702 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121427.153-031319.999 | 183.61313770407818 | -3.2222219390213924 | 0.36854535 | 0.70392716 | 0.11451078 | 0.38260907 | 0.7435305 | 0.11936445 | 0.40914872 | 0.79278386 | 0.13954079 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 1.0022343 | 0.9993207 | 0.998882 | 1974.2902 | 2276.129 | 2226.8752 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121430.165-031405.236 | 183.62568828279663 | -3.234787865042926 | 0.34237245 | 0.6890011 | 0.1160518 | 0.34197137 | 0.6992016 | 0.09984689 | 0.43466145 | 0.8577948 | 0.13478038 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 0.9989757 | 0.99910563 | 1.0000625 | 2891.8792 | 2095.5903 | 2281.6455 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121431.395-031423.988 | 183.63081297737267 | -3.239996804538412 | 0.30229762 | 0.678159 | 0.092441775 | 0.2951933 | 0.62302965 | 0.0725232 | 0.2733159 | 0.61645436 | 0.076226465 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 1.0006735 | 0.99999285 | 0.99955714 | 2592.6753 | 2844.944 | 2073.334 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121431.671-031405.898 | 183.6319643713154 | -3.2349718000957908 | 0.27040237 | 0.6117398 | 0.07284731 | 0.2210862 | 0.5149054 | 0.057771374 | 0.22140795 | 0.5176699 | 0.05861036 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 1.0000129 | 0.9991793 | 1.0022373 | 1950.9117 | 2875.6816 | 2795.2363 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J121432.874-031508.859 | 183.63697439510634 | -3.252460774371326 | 0.36430568 | 0.7504279 | 0.1028496 | 0.412547 | 0.80001557 | 0.1387911 | 0.50234157 | 0.9327713 | 0.15237935 | -0.085924305 | -0.16274032 | -0.3615025 | 0.01724542 | 0.023768738 | 0.035566796 | 0.99965835 | 0.9996168 | 0.99919397 | 2294.9387 | 1643.7485 | 1943.856 | 0.0 | 0.0 | 0.0 |
\n",
"
"
],
"text/plain": [
"\n",
" HELP_ID RA ... Pval_res_350 Pval_res_500\n",
" deg ... \n",
" bytes27 float64 ... float32 float32 \n",
"--------------------------- ------------------ ... ------------ ------------\n",
"HELP_J121422.583-031337.382 183.59409564078072 ... 0.0 0.0\n",
"HELP_J121424.663-031430.619 183.60276393306515 ... 0.0 0.0\n",
"HELP_J121425.213-031343.292 183.60505319233567 ... 0.0 0.0\n",
"HELP_J121425.282-031317.908 183.60534205341955 ... 0.0 0.0\n",
"HELP_J121425.730-031349.333 183.60720659082364 ... 0.0 0.0\n",
"HELP_J121427.153-031319.999 183.61313770407818 ... 0.0 0.0\n",
"HELP_J121430.165-031405.236 183.62568828279663 ... 0.0 0.0\n",
"HELP_J121431.395-031423.988 183.63081297737267 ... 0.0 0.0\n",
"HELP_J121431.671-031405.898 183.6319643713154 ... 0.0 0.0\n",
"HELP_J121432.874-031508.859 183.63697439510634 ... 0.0 0.0"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cat[0:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Look at Symmetry of PDFs to determine depth level of catalogue"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"skew=(cat['FErr_SPIRE_250_u']-cat['F_SPIRE_250'])/(cat['F_SPIRE_250']-cat['FErr_SPIRE_250_l'])\n",
"\n",
"ind=skew>5\n",
"skew[ind]=np.nan\n",
"skew.name='(84th-50th)/(50th-16th) percentile'\n",
"g=sns.jointplot(x=np.log10(cat['F_SPIRE_250']),y=skew, kind='hex',ylim=(0,3))\n",
"g.ax_joint.axvline(x=np.log10(10))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For 250 $\\mathrm{\\mu m}$ depth is ~ 10mJy"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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/6WqrjDHGDLROst0+ISJ3ApdVD71CVX/S3WYZY4wZZJ3M+UBcxToZehs6ymONMcaYtjpJtf7vwMeAjcBm4KMiYjuZGmOMOWad9HxeBzxVVUsAIvKnwF3AH3WzYcYYYwZXJwkHDwHF1L8LwANdaY0xxph1oZOeTxm4V0RuJp7zeSHwLRF5H4CqvquL7TPGGDOAOgk+n6v+SdzanaYYY4xZLzpJtf5YLxpijDFm/ehkzscYY4xZUV0LPiJSFJHvicgPROReEfnDbr2WMcaYtaXTRabHogw8X1XnRCRHnKRwo6re3sXXNMYYswa0DT4ishN4LfBs4ERgEbgH+CJwo6q2LDCqqkq8/QJArvpHV6DNxhhj1riWw24i8lHgI0AF+DPixabvAL4CXE7ck7m03ZOLiCsidwP7gZtV9btNHnOViNwhInccOHDg2M/EGGPWmPV8/2vX83mPqt7T5Pg9wD9V9/Q5ud2Tq2oIPEVEJoHPich59c+pqh8CPgSwa9cu6xkZY9aN9P3voosuWlf3v5Y9nxaBJ/39iqr+vJMXUdUp4vVBly+rdcYYYwZSJ4VFnykiN4vIfSLyoIj8QkQe7ODntlR7PIjIEPAC4KfH32RjjDFrXSfZbtcBvwPcCYTLeO7twMequ6A6wKdV9V+X30RjjDGDppPgM62qNy73iVX1h8BTl98kY4wxg65l8BGRC6tf3iIifwH8E/HaHQBU9a4ut80YY8yAapvtVvfvXamvFXj+yjfHGGPMetAy+Kjq8wBE5HRVzSQYiMjp3W6YMcaYwdVJbbfPNjn2mZVuiDHGmPWj3ZzP2cC5wISI/MfUt8bJ7mxqjDHGLEu7OZ+zgJcBk8B/SB2fBX6jm40yxhgz2NrN+fwL8C8i8gxVva2HbTLGGDPg2hUWfaWIbFTV26rVCj4mIj8SkX+oVrs2xhhjjkm7hIM/VtXD1a//N3A38BLgRuCj3W6YMcaYwdUu+Lipr89U1b9S1cdU9XpgS3ebZYwxZpC1Cz63isj/rBYFvVVEXgEgIs8DpnvSOmOMMQOpXfB5JxABPwNeQ7yHT5Lp9qYetM0YY8yAapft5gN/APyBiEwAnqoe6lXDjDHGDK5OKhygqtPpwFNdgGqMMcYck46CTxNfXtFWGGOMWVfaldd5X6tvEVc9MMYYY45Ju/I6VwK/S2oPn5TXdac5xhhj1oN2weffgXtU9Tv13xCRP+hai4wxxgy8dsHn1UCp2TdU9bTuNMcYY8x60DLhQFUPq+pC+lhqa21jjDHmmC032+3arrTCGGPMurLc4CNdaYUxxph1ZbnB5w+70gpjjDHrSruEgxoR2QGcAhwWkUsBVPUb3WyYMcaYwXXU4CMifwZcAfwYCKuHFbDg00Oq8UVPxj1FGo8vHVNUlx4n1W80f2x8jLrjxhjTTZ30fF4BnKWqzRabmi5LBwdY+lq17nHJMdXs4xUkE7ZSj61/rdrjLQgZY7qrkzmfB4FctxtimmsSI1o/ti7wLB1f7jMZY0x3tavt9n7iO9YCcLeIfJVUqR1VfVf3m2dWjnVljDH9o92w2x3Vv+8EPl/3PfsYbYwx5pi120zuYwAi8m5VfW/6eyLy7m43bD1SbTbXkmQJSN1jtZZIUPfojvs4TZ8jmfSh/vVsHsiYboqiqOX/14OokzmfNzc59msr3I51TXUpASD7dfyFpr9WrWWzJV+nHxtFS8eS42GkDY9VVSJtcrzh9Zq3zRizsh7cP0Op1LSc5kBqN+fzOuD1wGkikh52GwNsO+0VkL6Rp+/pQhxcovqMtmpwCHXphxzAQQkirR0XBc+J/+GHEAFEiudAzol/Pqg+uaDkHAHin09yExwBjyT4LX0SE6wXZEw3pD8Irgft5ny+A+wBNgPvSR2fBX7YzUatJ81+1eqDTiJocjxUxY8an7McNj42iCCMNBM4FKhEipNaD5S0IQSc+uE+LHXBmK7Q6OiPGSDt5nweBh4WkVcAO4jvO4+r6r5eNc4YY9YPoVwuMzQ0tC7mfVrO+YjIU0TkduBW4M+BvwC+LiK3r/WtFdLzHZ0c7wet2hap4oeN8zyVMD5e/9i5SlgbcktUQmWuEjU8RzmIGp5DVQmbXjubEzLmeIjj8Ma/vXXdzPu0G3a7HrhaVb+bPigiFwMfBS7oYru6Jr6JV7+OD8TzGOnHEM+jAF3/BJI8e3qSv16UGlpbanM1wFSP+xHk3fh7874SVI97Dgx5QiWCqcUQBaZLEWMFh9G8MFOOHy/V45uHXTxXWPSj6nUKybvCSM7JzDf5gCeK66TPYulk1sEHN2NWlKriL84zNTVFsVgc+N5Pu2y3kfrAA6CqtwMj3WtS90SRNp1PWc68y0qK665Vb9QtAk8QNc7pACz4jcdLfsR0eSnwxD8PhxZCjlQDD8TnO1uO2DMXMu8vZdSFCocXQ+YrUeb8K6FSCpYSGmrP3aKn06p8jzGmNQG8QpFfv/ZbTE9P9+UIzEpqF3xuFJEvisgVInJJ9c8VIvJF4KZeNXAlLeet7PVnjlYfclr9/jUto9PiuVsG3CbHHWneA3Oa/Ka0ukZWG86YYyCCuB7i5XjDNbcMfABql3DwLhF5CfArxAkHAjwG/I2q/luP2mdWwaB3943pR6pK6Fdq/37DNbfwiXc8j4mJiYH8f7JtVWtVvRG4sUdtWTXLWbcySCuQW6VNH+85Koo0eWZbH2RMawI4qSEGjULe9IGv83dve85ABqB22W7np77Oicjvi8jnReRPRGS4N81bOc1W7CfHlcZssShZ7V93vPYzK9gdbpUlVqt003BccWg8D2nStuQ8oroXCCOlHMTVD9LPUQriOaMoyj7HQiXKZNsl1yjU7HM3q76QnEu7czVm3UuG3VJ/IlXecM0t7Nu3b+CG4I6W7ZakVP8psIl4sekrgA8Av9rVlq2QWtmZVMWA2k2aeDFmVF3RX3DjG3ioUAnjT/B5Fwpu8lxL0yTpuZFj/USS+V0SqR1I5mNChSh9PGlzevK/+r04XTpOqMg5kKu2ed9cwOHFCFdg84jLkCeUAuX+QxXmKhEbhlzO3JTHc4RD8wGPTPsocMbGPKdM5lCFA/Mhc5WIoiecPJljOOcQKrWMuKInjOad2rVL2pZzwLUqCcZ0pH7YLe3XPvh1rr/6ORSLxYHpBbULPumzuwx4mqr6IvIN4AfdbdbKSQedRHwDr5adST1uMaAh7boSxr8UeTf7ZicB63h/CbLxJ36uKNJMNYPk+KIfNWacRTBTzman+REcXPCZLS8FqVBh31zI1GLAYurJjyyG3LV7kWLOoZJ68vsPVVj0QwquW2tjKVDuO1jhzE35zOvFmXARQ55krocfAY5VSTCmE/XDbvXeev130cDnE+98wUAEoHbZbhMi8koReRVQUFUfQOOP+2u+/9fqBPr5xFq2uck3olQPJK3UpEZPpGQCTyKImr9m2Is8dGPWmybDbuk/qgquVxuGK5VKlEqlNTsc167n83Xg5dWvbxeRraq6T0S2AQe737TuabXjZ6RKECo5N/sJPqjWPvOc1FbUGvecHHqXgNBq/qeZ+jme5LELfkTBk0xvpBRELJaULSPZX4f98wGbhmAsGXesPu++uYATRr3McwShUkIZyrmZ5wiqBU3Tj023WSR7TeNjTU/JmIHWbtit3ls+chtevkDkV7j2youZnJwEoFAorJkeUbtU6ytbHN9LPAzX15L5GZG4e5csfIzL0dQ/Np5ony7FCzFzjjBZdHGdeKgrKdI5mhfGCw6CEJI8aVxB2j3GN7xZhQOReN/yiLj3Em+LEAc/D/CjOFEgVCiF8fyOarVwqMbnseAn81Lxc89VIn52sMR8JQ6kW0c9RnLC/Ycq3Pn4IpHCiWMel5wygifwvccWeHjaR4DnnTbKJScPM1uJ+NnBMn6oDOccnn3qCCeMuMyUI6ZL8SDmRDHkxPEcjkAlSBb1KkOekHcFkdQwqCbVtyVbYUJtrZBZf4427JYRhQSlBSAejksC0Q1XX7pmhuTabanwLFX9VpvvjwMnq+o9XWnZcUgnBoDUKggEkVJpUi3g8GIY10er/tuPlIMLAQUv+4swX1EgYjTvZO6MQQTiaMPcxtEkD9ckMtZaHP/H0WxpneQXKlcNiunjIqBRxJ7ZIDMMJwKPTlX4xZRfu+mHCo/P+ty7r8RisFQRYfdswGfvmSbp4CUjcbc+NMeeOZ/tY7nac8xWIr76wCwXnzSC5ywFj+lSRBBV2Daay5zrYhCnHHh1c2dBBI409h6TpIs18P+QMSujOuy2XKqKX47rwb3hmlu47i3PWBM9oXZn+ioR+XPiagZ3AgeAInAm8DzgFOB3u97CFSIihC2GqJrNd8TvV3ZqXIGCK03viMfz9maCUN3xZtMrItK05I4fxo2s/5GDC2HD8/ghzFWyw4/px9QnXUwU3YbnyMWF3Rrq4g15zT+9uR1+qAPr+Zj1ZznDbu3UD8kVi0WKxWLfBaJ2w26/IyIbgFcDrwG2A4vAT4APtusVAYjIScANwDbiEaQP1W/HbVZZfWrfMVibU53G9J9lDbu1UzckJxIv+b7h6kv7Kgi1G3Z7BnC7qn4Y+PAxPHcA/K6q3iUiY8CdInKzqv74GNtqVlpfRw5LyDbrzDEOu7WTXuz9pg9/Gw38vukNtTvTNwN/IyL3EQ+93VRNNuiIqu4h3gkVVZ0VkZ8Q14hbleCjqrjSmH6sGmdjBXXDWGGkRI4gqWw2VaUUKq6jOJnMt7igDMdRlqZVtqTTonfSrM2e0zyeTBQdZusqVTsSn3cYpdc7KRpFRCI4jtQWhoqGHJ6vcMKIh+ct/cosVCKC6gVNZwIu+PG8WHodVJw0ITh1c2NaXW2aLumzlA03OKWMjDmalRp2ayV57rd85LZabygdiKC3c0Ttht3eBiAiZwMvAa4XkQngFuJg9G1VbbJZcyMRORV4KtCwRYOIXAVcBXDyyScvr/UtX4/U3IfWbuw5N775lYOlVOQFP8KBWmCKNJ6A3zsXEETKjrEcY4W4K7zoRzw+GzCadzhtQ45cdfI81HiLg5xT3VOHzhaftqpwkJZuc/q7EwWXUhAtbYmg4LkOOydyHFoIWPC1tqnchiEPzxEenfarmXKweyaIMwGdeFGrhhF+aY7dP/0+GoXsPOsp5EcnAJh67D4+e/PdnH7qybzgec/Fy+UJFe58bI7P/+Qwv3LOJJecMobrxNs6/OJIwJDncMG2IiM5B5GkAkPAcE6YKLq1Pk2ocZq25whu6gyTHAwnnTpigcgMmPT9rzixeWWG3Y4mCpNE3dqwnJvL9zxbTpazQElEhoiTDV4CPENVd3XwM6PEa4b+WFX/qd1jd+3apXfccUfH7elEpNpwT1dVDi6ElMPs90pBxN65gNlK9gc2FB1yTnaSX4DztzV+SvAECnUr/VvJZuVl29fs2ELQ+NhKGHFkMWp4nkenKhxaDDM9vUiVf7tvlqm647NHDnHosQeZObgn8xzDIyOU52eozM8snZ/nseslr2PvbCXzHM88dZRnnTJGua5refGOIXJuNpXaFdg07DZkFHgCrtN43Y61ksQVH7wNgH+4+hnL/lljVkjHv7gTO87QZ73zPd1sy9Gpct1bnrGSw3Itf7ijAcZq4sGJxAkHN3W6pYKI5IB/BD5xtMDTSyJCEDUGJaDWk0grBRrfGVOUODusLnO4a9MocTe5cXFsq/RuaTLE6IgwW24s0YNGLE43rhtePLKfoG4YIAgCHpsuN/xCHlkMWfCjhuBRDrUhvTpOWG8sr9HXU1DGdFm3h9061WpYbqWH5NolHEwAvwm8DsizlGq9VURuB65R1Vva/LwA1wE/UdW/XLEWr5Dm1QKaH4+qFZzrb/R+qA2fypOqzg3rVrq4er/ZtJC0OJ53pXlqueMSb469RKOo6fYK4eIs3vB45lgURVR8n6FCPnO8EirDdc8Rz/8oTn1QanvtbP7HDLYVy3Y7Xk2G5bqRLddy2E1EbiZOlf6Cqk7Vfe8i4E3Aj1T1uhY//yzgm8CPWJrT/m/tek3dGHbLbKXAUlmcqLrodGoxjCsDRHGVg0iV2XLE4VK8hcBMOeTgQogDnLohz4bqepepUshCoGwacuO5jbwTbzFQPdOiJxS9OARkpjRImjIAACAASURBVHZovq4nu8K/+XuyVNV66YI6EqcFzFeU6XI8/OZIdQ4rggePxMNvUO2lqbJ/PuDrDy/EvaBIKfnxOqCZ3Q9w+NH7iaKQcHo//uFHEcfFHT8BpzBMVJ6n/PPvUj7wCJPnXMK2l/wmubGNlKYOMPvwj9Aw5JeffRGXXHA2iLBvNmD/fMhk0eEFZ4yyddQjjOISP4HCRMFhy4hXq8SQxMSCK3hOYxBa7vCbDbuZPrC2ht3acLxcLVtucnKy0yDU8gHLmvPptm4En0S8/wyZatHJue+Z8TPDbarKoh9xx54SlVBrWWKOwHjBYbhavyxJBhaBS04aYjSfrWvmCozknaZvUH0QWs7cD0AlIrMtgaoSqnJkUTO9lTBS9s35PDYTZJ4jiJTP/niG/fOpnBENWTy8j4e/cgPqV4ii+HsiQjh7iNLj9+GgRFGI43rg5dl02VuJxEWrj83nPE7asZ1LnvHM6sLe+Kk9By49ZZjt40uVD4R44enOsVwmezB5fMFtnDtbTgCy4GP6QOfB58TT9Znv+PNutmVFOF4OR6TT5ITjnvPZQVzRoPZ4Vf1Gp43tByLSUI05uWj18zwiwnQ5ygQeiOd40qVkgFotuOFcY3fZazJ5Do2r97PZedl21AegpTda655DCMPk+NI3XEeYKmVzspM5r4MLdcmK4jK/9xdEfhmNUgnYqpT3PQBRUOtxRWGAO7KBMAggFXMrfsDmE7YRIZkTCiI4YTT766bEw4DNfj09p7OkDWMGRhfW+XRD8kH3eEv5HPVMReTPgCuI1+ckdysF1lTwgeUv6HdalLdpRtfgmshWzZW6ocJWx2JN5o/W2oUwpg/0S8LBcqRL+Xzmt1/M0NBQxz/bSZh9BXCWqpaPuYXGdJntjGrWur5JOFiOaimfyK9QKpUQkY57QJ0EnweJK/yv+eAjLbo+zSofFDxp2uvxo2qFg9TFDSOtbYmQvuhhm+5QN26WLUb5KHjCgp/txeUcaaheDZAfGa+uPF0akhMR8PI4UUAUphYb+aU4wQHNbJM9OztL4Pt4ubrK1n7EUM7JpGMnVRrqr12yPqthvx9pfGwfTVsac+zWyLBbM67r8avXfgcN/I57QO1Srd9PfKteAO4Wka+SCkCq+q4VaHNPuU1utgCnbMhzYD5grpotpgoTRY+nbh/ix/tLlMM4NTiI4L6DFTYNubU9awCmyxGfuWeaZ50ywvYxr/Y6pQCCKGKs4KTmeaSWqJBOv24571P9uyFl2omTJ9IBpegJW4YdjixGtcQKR+C8Ewo8Phvw4OFK7fGTQy6/9+wtfO7HM9x3qExYTTM/5/wLOWXzGHd+6bNUyotEYYjj5Rh+0nMI9t5Pac/9iEZoFOEffoyDX3gPG5/9etzJ7YjjoqHPnV/6NIfvP5Nnvuy15AoFEIcFP+J/f/cwLzxzlPO3FkkKXx9ZjJgpR5w2maPgLZ3vgh9Xixiq/YbG3wmi5H3U2vHaJUhdC+sFmbVmLQ67pYV+BcKAUqlEsVg8au+nXar1m9v8nKrqDcfRzqa6me2Wptp8X5+ZUsCe2ZD0tyJVbntkgT1zccmaRM6JU69LqX11AM7fWuDC7cWGu99kwcFrsqdAffJB8nZo3feSbD3I9gbCKKpuNJeto5ZUMUjvyloOIn64t8RQ3iGfasttj8zzzUfmmSx6tV5JGPh87dPXMjM1heSWutHh4iwz3/kHwtIcREu9oJHzLqO44xz8qT21k8gVirzwN/5vgvxo5tqduTHHa86doBJmg+rpkx7jRSfTixLiDMP6HqRQ7elJ4/HkkGW7mT4wcNlu7bi5PCLCp9/1wqRe3PKz3VT1YwAi8u76rRBE5N0r1djVIC3G3wqeA5K9Izoi5D3J3DwB/AimS2HDwtNDCyF+FO8umtZp4kLydPXvWLLQq54jguM2PnYo5zQE2ILnsGHYa2jLyZN5th/xM4tPXS/HxJYdzC2Usq9XHCVcmKJeZe/PyY9MZK6dXy6x78gMQxtHMo/dPx8yV9FabbzEfKCM1Z1lUkmifkgxWQRnHRwzMNbwsFsiKJf46FWXks/nj/rYTs70zUD9Pjy/1uSYMcaYY7TWh90SV93w7+meT0vtht1eB7weSCoVJMaAUFVfsEJtrenVsBs0X3RKdZJ773xQWxsjxAkF85WIWx6aZ6oU1dbeCDCcE0YLLo5IXOGg2nu47IxRTt8YR/8o0ngIzIHJaoXpek1GkJq0ufp39mht/qh+/VGk8SR/0tPxHHAc4fBCyN65oNajKHqCA9z48znuOxT/8o8XHHYWAw4cOMBnPv9FjkxNgzgUTjgNd2IrM9/9R6a+8w/x0Jvrkd98EuIVyW06Cac4Gldj8Mu4RGw87VzOePGbyY+ME6lS8QPCSHnRE8Z52s4RnOoarCCKyDnCEzYXGM07cTWK6p+CByM5B0ek1uuBeP4nvnaNw2+v/ZANu5lVt66G3TQM+NS7L08vPl1+hQMROQU4Dfj/gP+S+tYs8ENVbVJj+fj0MvjAUrWAQEFSk/9RpCwGEY/PxvtSJ4s9Q4U7di/yg73xUFRSygZg2IurXicDejknHs560RmjmdX7Qry/znCusfLBcgNQ8lCRpdI7zd7OZDhNqtUBomrgfXzGJ+9K7ebth8pj0xV+sK/MSL56o48i/DDkC7d+l3uOODheHhUHCSv4c4fZ/9n/iQYVxHGqe/M4eCMTOIUxNPTjfZQ8DxyPM3/lt/B2nINDnPSRd4XNwy5vfOrmzBCcI7BjzKtWQ2ic/6kvVCpUg1DdxXudBR+z+joPPn1eXueowoCP/+ZlTE5Opv9fPKY5n4eBh0XkFcSbwCnwuKruW8n2rqbkAjl1FUUdR2q9gtqGaiJ4Antm/UwPI+lVVMJqkKoe96PqRHmTuYqC17zkTmdtXnqi+goHcQoy1L+o45DJ7Xaqc15FL5sAkXMF1xHGCkuTSOI45B2H3dEkkqvUzk/dPBr4tUbVPsRohIYRUbA0fBAGARAgW06Pa7hVj1dCZSTvNgTcSGE47zakoytxOZ6Ga9J4yJg1Zy0PuzmOg+M4HWW5JdqlWj8F+AAwAeyuHt4pIlPAO1T1ruNt8FrUKm+gZf22Zo9dgXY0e39bVyFo8QNNaLU+Qf3zNK8zF+F4HmGYrYYtrRYcNWlDUlS02fFmPUNjBpWwBheZEg+1feStl9aKjXaqXcLB9cDVqprZfVRELgY+ClxwLA01xhjTxBrMdhON+Pg7Lz+m3U/bnelIfeABUNXbRWSk2Q8MklabtOVdaVrzrdm+N0EUz214TYaVnCaP75bmieXNuU4yh5Q9nvdcHPEz5+16eaKgcepPoyieL6p7Eg188LLzOH7YPGnajxr3UGp1DlbgwAyCNTfsFgb8/e/88jFvu92uj3ejiHxRRK4QkUuqf64QkS8CNx1zg/tQs1Gi4Vw8GV7/rcvPHOPMjfnaCn0hziLzkon76uNU4Qf7FvneYwv4oWb2FTowH1AO45trWpIwkPxZKc0KR7sibBpyG753+gaPJ23J14471fP7P158FuftmIjXQhFXy9580hns+tXfpzA6iZcvxEMG4uCMbsQdmYw/yYngOA7iODz8z39J5dBuNKgkZ8uDh0v820+OUA6i2vVQVe4/VObgfJwVF187XVo8Wz2WXKdI4yAfH0vnwlWvq0UnswYkw25r4Y9oxPVvf/4xBx5ok+0GICIvAX6FOOFAgMeAz3e6jfZy9TrbLS1dQQCW5hvCSHl81ieMNJMo8Ni0z2fvncJzhVy1/L+qUgnivXLCVOrzWN7htU+eYCTnZOY9il41wLWY2zjWjlE67TqdQRdvoFedT2EpSWG2HFIKlJH8Ut21hUrEbY8u4ohywqhX64Hc+dBhrvnmI5y4ZQMbxuIOcFAp8e+f/Av2//xHuJtPw8nF477qlwmO7I5b4Xq185w891JOuORV1fptcUuHPIc3XLiFbeP5TPmjsbzDk7cWG3pvI/l4IW19WM05S+eWZLt96qpndJRJaEwXDF62WxjwiXe+oNPAs/xsNwBVvRG48Riat+aIxGtd6kOx6wgTRbehwsHOiRwTRTdTWif+lB+naqcfPVuJOLgQMjKZLUVQCpoH/uNduS9NejoQDyXWJbghIozkXfJeti3DeYcnbs4zV1cm4cJTNnDu7uwxL19k59NfylxF8FPDBpIr4A2NNgwlzD18Dxt3/TLiLU1OLgYRPz2wyJax7Mro2UqEHzZWQygHStFrDCiqNGxMZ8xa0O/Dbp7nEfoVPnr1c4+rx1N7vlbfEJHzVfWH1a9zwO8BTwfuAf5IVReO65WNMcbU9HO2W+RX+LvfeiFDQ0PL3jSulXZnen3q6z8FzgTeAwwRp2APpGaXdNgTxquVqROOwCvOGeesTdlP6mN5h+2jHrm6T9/fe2yB2x+dJ0iN7akqe+cCFv3GKqetFower+Y9ImqLTdO2jrhsG/UyxwuecPXTNnLW5kLm5y846zRe9Z+uYGx8fOl4YYShc59H4aRzM10UBfZ9558oH3586ZgqP9s/z7/ee5BFf2k7h0iVH+0rxeurUvNmQbW2XlCX+REqmTm29Gva3I/pa9Vst3774+byeIUixWJxWet4jqbdsFv6FS4Dnqaqvoh8A/jBirx6n0myvFLrOBHixZc5F4ZzLtOlqLqdNpw0kWfbaI6LTgz40s/ncITanMlw3uHIQsCRUoQjcTHNw4shPzlQ5gVnjHLieLzXTTlU9s8H1fkfL7PXTXLDXMn5inRN1eT8kud2PSGI4hu+K5DPO4zkYNOQy2MzPq4j5F1h07Bw8mSeh46Uuem+WbaN5fCcIdDtPPHsc/jqV27m+w/uxdmwA3Fc8pPbKZ50LnP33opohDge5QOPsO8bn2Jkx1lMXvACcHPsn61wcK7CT/bO8+KzN3LOtlEihekwYrZS4bEZn3NPKFL04tI7lRAOL4QM5WSpIkP1vCpR4/BlN66nMSulL4fdwoDr3v78Za/h6US74DMhIq8k7h0VVNWHeC8FERnYz5BLWxikb1LVKgfEPYT0JnE5V9gw5FJwJbMVgyOC5zq4sjT/E0QQRMpwLtvh1Or3mk1VdOMemQ6y9RURXNFMBW2R+BdgrOBmzjvvCltHPU6ezC/Nb4mQz+fJbT2d3Ey+lsChjotTHEO8PBIGS1USwoCwvIBWXy+p4xaguK5DGC2lo0cKC76SdxuvSF2BCmPWpH4bdtMw4KNvfz5bt27tyrKQdsHn68DLq1/fLiJbVXWfiGwDDq54S/pMq2tdrZKWORZptkdRe6w2HAJomDxPXq9VokE3PqW3fE6BZh8tmp23quA6S7uRJsJQG9ZBARBFjZUTHLe6E2rWUJMSRC2b3KqgQovHG9OX+mSRqeM4RH6FT7772BaPdqpdbbcrWxzfSzwMZ4wxZoX0w7Bb5Ff44FueyYYNG7oaeKCz/XxqRORDqnpVtxqzFrTqmbTaLK5ZdYH6xaVHU19gs180q4QQH5fm30u6d2mqqDaenF9dSHo89d2ON2XdmF7qh2E38TwmJyeZnJzs+mst90x3daUVa0jRa8wKK3oOu3YU4/1yqscE2DTsMFl0anM5yc/d+ot55isRYSpilQOtJjNkM7Vq8yM9mmVrdbOeLDgNc1ITBYdzthQyVRIEuOwpp3Pmto0Uqtu5Oo4gjsOmp7wQN1+Mt1gARBwqh3ezuPcBNAxIR6Zb7j/MoXmfIEztq6Rw36FKquoBgFKqRJSDJhluyZxTm0oSxvSN1c52Az717st7EnhgmT0fYH9XWrGGuI4wmo+3AyiHcZKA58B5W4c4fWOBbz40z765gLGCQ9Fz2DKSY7oU8tMD5VqW3P75kE/fM81TthV5yvZibduGI6WQ2UrIthGPnLtUZaF2j6x+0c1ekIjgSrbigyNQzDls9YTZcsS8r+RcKLgOF+0Y5ombC3zjoXlmyhHbRnMM54s86dWXcNeDe/nQzT/EK44yesJOXC/HhjMu4MD3b2b6gbuRoTEkP8z0z+9kfs8DbHjyc3Dzw0Sq7J+tcN3tu7ngxFFedM7mWoWFvXMBhxYCzt5cYMOQW7ss06WQnCtMDrmZzeWS0jsu2e0mkl5Rv/YqzfqzqsNuYXDc5XKWa1k9H1W9vFsNWUtEhILnUPCEnCu1N2s453DhiUNsH/Mye+VMFF02Drtx/bfUTfHuvaVMKRmorl8pN07ML712N86o2evEe/u4zlKbRYSxglMLrMnxsYLL03YOc+amAsN5p/bYi87YznnnP5WJE0/D9eLUcidXYON5zyG/aSdOYaT2HMH8FAuPP9AwJPmDx+co12U0+BE8Mu1neo4Qr++pBI1DdUvXuC5h4tgujTFdkQy79foPYcBH3/a8rmW1tXLUno+IPBH4P4FT0o9X1ed3sV3GGLO+rFK2mwv1u4/2RCc9n88AdwG/TxyEkj/rXrNq0XlXOH0yrgqdtnM8x7bR7C+WAD/aW8rUT1NVykHE1GKQnftRbZgPWi3NqiEMe8KJddUQBLjsjFHO2ZJdnDZc8HjSU59OYWg4czyslCgd3tNw3t+8/xB7p0uZx1bCiAePVLIVI4BFP2LRjxqew6+rIp5UwO6Xa2oMqmgY9PRPWFrg2l9/JsViseen20mYDVT1b7vekjXIlfhPWJ1XcICNRYfJQp7TNub44d4yhxdDJooujsApkzBVCvn+nkWCKP7Znx2scP+hCmdvKXB2tWTNfKQs+MqRUiWeQ8kt3dKj6mx5s50+e0FEyDlKzhEqYVwl23Ng45DLZNFlx7jHzw5VKAfKhiGH7aNjPOe0UX68v8THvn+EiYLL5PAwsnMjTzj3Kdxzx3f4+c9+jDe6gaiySHnfg/iHd1PccRZufpgwirjjkSnuenSaJ584xmVnb8F1hFIQD08+OuNz9uZCHNhFKIVKOQyZdyST7RYRz9O5onh1mRORgkPv9lcypqlV6PmsVq8H2hcW3Vj98gsi8g7gc0A5+b6qHu5y2/pe8obFG8Mlk9jxhL2LcPJkLjNJ40p8kx4vuMyU496OEgeuR6YqnLkxXyuvk1Q9WPRDhrzGbReg+QZ2vZC8Zs5JtsHWWqKC6wg7xzyOlML4cQIFR7hg+xBP3lNirrKUNeE5DjvPPIeH9x6MeyLEG9FF5UX8+dlq1WupVj5Qfrx3jmc/YTP51LxZpHBgIYi3fUiuC61TtUMFt8nxuPNjAcisnp4nHFSTDFaj1wPtez53kl0qkR5qU+D0bjVqramvCZcIG+uFIiKUm2yl4LkOkcafRDLHUxP+zZ5rNSVVHZrd4OuPOSIs+o3nXan45DyPiu9njucKS1mACYVM7btE3nWapog3uzwtr9gq9SSNSfRynU/kV1YlySCtXYWD0wBEpKiqmQF3EVmdUGmMMYOqh8NuEkU9TatuppMz/Q5wYQfHzHFarx+8I23sIkaqTbNhWl0iq2Zg1rpeDruJRqve02/ZxxORbSJyETAkIk8VkQurf54LDLf6ObNkw5BD3m2sVn3mplxDVYCZUsh0KcysXVFVjpTCOFMrczye69A+yNRq9us7VnCaZgL+0klDeM7ScUdgy5bNbJqcIJ9b+hwk4uDPHACNMhUjKn7IPY8exg/DTHmC/XN+Q8UIVSWMQMleoyh17dK0T66nWb96tc5HNOJT77581eZ6Eu16Pi8Gfg3YSbyJXHLPmAH+W3ebtbY0qwoAcdmdJ28tsm8uYPdMgEh8Y94yMsSZGwv8++5FHp8NKHjCWN7hZwcrTBYdnrCpgOfEe/3M+8qRxTLbxzy2jiQr+qUWgFwHWMXEA8+NeynJ/JYQL7Y9dUOew6n9jMbyDpc/YYxdO4b4p3tneGwmYEPRZduWcS58zUu49+cP8YVbv4cfhrgTW5HiGP78DLniEOrmIQqozM/wr987wB33j/DKi89icqRAKVAOLSh7Zuc4c2Oep2wvIhIvRA2iuF2LvjKUi1uX7PXjCOQdrZ0HVKuTA7Ua3uu1K2pWRw+G3SK/wiff9eJVH3KD9nM+HwM+JiKvUtV/7GGb1iwRQapZW7WqAMD2sRyglFKr74fzDs8+dZhbHpyvlY4BmCpFPHC4wo5xL1Ne5/HZgPFqZYG0sJrqvJocEZDG8948ksN1/OqWE/HxzcMerz9/ghvvn8v88p/3hNM4VHa57f49iCzlrfmlBTScyfR09h6Z55+/ez8vfdpZuN5SiZ37D1fYNOSyrbpRX3L8wELIznEvM6wZaRyg6rZWSm2wZ4HH9FYvht1EoxXdjfR4HDXMpgOPiHzNKhu01+pNdaqVnpsdHwTtzruxuLXgOdJQWsh13VTgSWkxFNbsqA2ambWq29lukV/hk7/9klUfbku0W+fzw/pDwBOT46p6fjcbNmjyrhBEip+aWxdg57jHntkgcyMWiYeM0pvOqSpTpZANRSikujrx6n0yhUjj40vPtZpyjqBRdjhSgJMmcjw85WeCxZaxAqdtHuUXB+cyz1EYHqVSWkCjpYsX+BUe2v04Z5y8M3PeD0/7iCOZahKRKocXQyaLbiZVO9L4/ci72esW0bjoVOveH2NWXJeH3SSKVm1tYDPtzvQh4vmdPwIWie8Z3wT+Q/ebtbYlb62m/r1xyGXDkMtMKeJItQLzaN5l45CHHyl37F5k72zAZNFhyBPmKkrOCRmqjguVQ+WBwz4iPieNe5w45tWGjgBKgTKcd3DrehrZ7bJ7f94jeYcRYMGPWAwUV2DTsMslJw9z4YkR3354gYMLIdtGPZ54wYn88pO3cfcjh/m7bz9ISV0mNp6A4zqowuzh/SzMTKGL0+w+cIR9DzvcMT7GZc++mLHxCX5+uMJtj8ZzTE/fOVQLeAfmQw7Oh4j4nLohz2RBalUpAMpByHDOwREhTE5A4y3F41hVd/GsErbpgm4Pu0WrvFFdvXZzPi8XkVcCHwL+l6p+XkR8VX24d81be5KbUv2iU5G4Htp40SFX7QUlFQBcR7joxCF+uLeUCRx+BEElypSDUYVHZwKGc04tMMFSXbPhXOP209XF+13eimGpffXnDVRv7nEtNRHBExjNx0HopweX/qdwHZeLTt3MgUqOr/9ivvbEIjC2YTNzj/4EDSqgShCEHDw8xY3fuovTL/glRJxaxYjvPbbITDkOKpq6Bo9MVShsymd6QIHCQqAUvWzvMQlOjmQTuXtxPc360/VFpo7TN0NucJQ5H1X9nIh8Gfh/ReStQL43zVr7Mjfj1E3KEandgNOCKP6UXT8P0uxXMVIoeI13viaL/+O20LsbZa3ag9QfF7RJ+ZqgmnmWHpZzHeHRmaDhSeJPhuXMGJgC+eHR2teJeDit8eo1q5AA1SKxTS6SpP5rTFf1YNhtenqaoaGhvhh66yThYB74zyJyAfCM7jdpsBz3e7z6vyPLttxzbloaZ0VaYsza0Ytstys/9A3+/t39kWrdto8nIpeKyFnVf44BoyLy0u43y9SsSPpWi2yxPkkN65NmLFNjq1stUF3O8X55T0zv9WSRqevypg98nVKpdNT2dFu7bLe/Bp4OeCLyJeAy4Ebgd0Tkuapqe/ocI88hk/UG8YJUty4zTGh9Y54tR4wVnEyqdhhpdT5iaXhr6QaXXTiZHO7lNtL1w2sAQzmpDRemz/u8rUUenfbxQ61dA89zGR4dx1+cxw+C6nMK89NHCMMIzwVNUrWjkIVKyFgh+/lqvhKx4EcUXCFfzRqMVCkH4DhxSR+n2qAwUlSoVesGatW3hXjJqiPZ48mFlSbHG9+TbGXy9HsSP0enV9YMhB7VdgsqZaamplZ9vY+0+lQmIvcC5wFDwG5gh6ouiEgO+L6qnrfSjdm1a5fecccdK/20fSmIlEV/6UZWcOObzcNTPg9N+ahWqyEMu0QKBxdDStVq2DmJKxuMF1y2jXm41Zt68v3RgsNINRkhyeoSIO+mM9KWfumSr7r9e6iqhBrvq5O8rufEN9uHp332zMYBZazgMFl0eWza55rvHuThqQquI5y7dYgtIx73PfALbv/3u/CDAMdxiMTDy+U56QnnML5pK6DsfeDHHJotMVTI8YeveTobJ8aYryif/9ksj8/4vPSJo7zq3HFcR9g943PX4yVyrvDsU4bZPpZDgV8crrBvPmTTkMvZm/N4rlAJlL1zAZVQ2Twcb48uxFUU5v0402684OBV9xMqB/E5ew4UUindUSrAtHtPkseYNavjd2/8xNP1krf9aTfbskSV669+DsVikWKxSKFQ6FYgavmk7YLPPap6XrWC9R7gRFVdFBEX+JGqPmmlW7megg9AFEW1Cff0G39oIeTIYtiQVLBv1ici+9icA9vHvIbtB0byTmY9UCLvtJ5Y79VNLoqiWkBMt2X/XMC837i+6X23H2Io52SSBR7ZvYdbvv1dgroMjaG8R6W0gF8ukdtyCgDhoUd40Stey2MzQaYnee4JeS46schsOfsc528rEmmcDJHwHDh5wqMUZM9lLC8MeUJYf/1z0vCeOFQ/ADS7/qv8npiu6fgdnDjxdH3mO/68m23JcLxcLQv3hqsv7VYQavlk7fp4XxSRbwJF4Frg0yJyO/Ac4Bsr2br1SkRokpBFwZOm2WyuIw1zAklqcX0SV/3wVj8RkaaTjQVPqESNj9007FGuCzK5XA7X9QjC7D5ApflZwiB7LIqUR6b9hv+pZsoR06WoocrEbDlqCNyRxr2bZtl6YTYTu/Z4CxxmWXq4pQJkC+m+6cPfRgOfa6+8uNYbArrZI2q7zuf3ROQZ8Zd6u4icAbySOBB99mhPLCIfAV4G7O/GEN2gS7bnTsu5QhhoRxP0SZXmTnfsbHL/7Dmh+bzQZNFh/3yYOW/XEbZMjPDYganMY/OFIj5KEGS7KJXSIvliNsU08H1m5yMmRkcyjz08X2HzaJ5c6pNBpMqhhYDNI7nMY5OtuQu57DaApSbrhpJK255b/540FjJNj0isdlaS6Y2e72SakrzuWz5yW/yhOJcn426oOQAAEFVJREFU8itce+XFTE5O1h63ksGo3bCb6FHqy7d7jIhcCswBN3QafNbbsFt9qX9YGmpRkm0WIpB4fmcoJ/iR8siUX/10Lpww4tXmTZJg5crSDqg5J77ZJd3r5PfGleZ15Xox1JOct5KaXE+d99RixGxlaf4k7wlTiyH/8tNZHp8N2DrqceG2uPL3N3/0EB+88XsslAOecNYTOfmU04iikHu/fwcHFqshtTyPujmGRkbZesoTyBeHmN73KPt+/iPQkKeddzaXPu0CQoRv/GwfP94zw0je5c0Xn8z5OyfYPx/w9YfmmC1HnD6Z56VnjTFecNg9E8/PAZyzpcCZm/JEEeyfD1jwlbwrnDSRYyTv4IfKoh+hQNETxgvx7qt+tPS+5RwyC4oT9cOyZk3p22G3TjheDi9fAOIKCTdcfely07SPac7nVuAfgX9R1UdSx/PAs4A3A7eo6vUtn1zkVOBfLfi0V/8epLOigggC1cz8SBQps+WIKJVtlTzerVUEWDruOfGQVv0vzGoGIGh93knNtXSPIK5hp9x3qIKydJMOw5A9MxX+8d5pxHEQJ+6BRGHAt++6l3KlgpbmqxW3QVVw/Dkiv0wYhgDkPBdveAJv6xmoxskgEC9SPfeULQwVi6lqB1B0hV/aOYxINuBvGnbZPprL9NCEeE4u5zZe+9GCQ/3/m57Q8NjkdS0ArUmdB58dZ+iz3vmebrbl+Kny8bc/lw0bNnT6E8c053M58BbgUyJyGjBFnPnmAF8G/kpV7+60Baa1dLBJ32Dir7UhQDhOnCLl1L2vUqucnT2ecxsDT+Ojeq/VeTsi8c47ddfCdRorFLiuy8ESeLlcZrjOcT38IASWat2pgoY+QXkxE/j8IETyo2jdOGcljHBz+czwZ6RQzDkEqpnrHyqM5p2mQ6LNtrxI5u/q35Zmc4BmfVjNYbdOOI6zovXh2s35lIBrgGuq6dWbgUVVnWr1M8dCRK4CrgI4+eSTV/Kp15z1+sl2Oecdh+Pmx41Za9L3v+LE5u7WdlumdFtCv8JH3hpnxE1MTKzI83eUWqGqPnG69YpT1Q8RFy9l165dfZyjZYwxKyt9/5vYcYb2MtutWaBLjoV+hY+/4/mZQqQrnfnWuzM1x0RafNRvlhVW/YmGI2G09oZzmp22I0vnnf7eZNFtKMrqCriuAxqRzt4u5D3KJcF1hCBMfccvNWQY5lyh4geMFrNDb0EUVSscZNux6Cuj+ca8wUjj9mSPNc8vVKVpAdbke+u0c7wurPSwW31wqe/JXHf1cxuqXHcz2NTrWvARkU8BzwU2i8hjwP9Q1eu69XqDynMER7Ob0DnAxqLDQqAs+EvVAkbzDq7Agq+1m2WSbNDs5tzs96pfFjZ6TnzTDjR9TDhnc549cyGHF+NkAdeB55w6wpNPKHD93VMcXAhRVZ64ucCeEyc5MlfiwIFSHDBEuOJZ53LRGVu54Uu3cfd9j4AIG8ZHefULn07FLfL5u3ezUInTtJ960iQvOHuCx2ZC7j9cqQY/4aLtw+wc9ziwEFa3Ro+v/fbROLGgFCxVrhgvOrVyPQkhTmao/x97afNwadiyIaqu5bLSO4NLOL4tFVoNkyXqA023g8vRtMx2Ww3rNdutE6paW7iYTkAIQqUcKsVUNptWg5VAQ7UApXH7gH7epTM57/psr/lKyHxFmSgu1beLVPnWw/MM511O25Dn7Td8D4A/+Y/nc8N3HuTis3YyPlyoPcfdDzzOIwdmefJZp9WeI4wi7t09xY7JIbZPDtUeW/Lj9O8nbCrUdj6N26YUPYeNQ27m+nuOMJx3M9ffIa7ekK9LAHGIg2hDYkn1n/U3iH75gGA6suLZbukg08thsmN0TNlupo+ISMPQDcRZU0P1n6xFyLuNj00qCzTutbNy7Vxprc57KOc0nKMjwlO3DzVUSdgwWuRFTz2j4TnOPGkbmzZvqdtLyOGiUzY2XJPhvMNJE7mGbMTxvMNYIdsQEWGs6DYEk/h9acw8THpUzfTBzcP0iioaBv9/e/caI1dZx3H89zszeystdsEFNtCkUBukQlwMIkqIiCQUYkRMNPBCE2O8JBIxUQPGN5rgC2OiiQkhIQGRpEq8gBJBCBoIkHBrtEKxNikQoLSBFlKgQtu9/H1xzuzOzmXZrcxz5vL9JJt2zpyd+e9pO7+e5zzn/7R9OsuypuGyLgybZSN8AKAbtGivU1sKof7MptdCph3Cpw+0ujhf+6vZalC1Hy5cWwvXheq7Q6wdq2h2Tnrj8Oz8tjXDmT65fpX2vjWjZ18/otnIG3+efdKYhivW4y8f0gsHpmVJp44PaWpyVAcOzeqfew7pv9NzGq5YZ504qhNXV7X3zWnteStvULpmJNOG44aV2Xrt7RkdLi5QrR3NND6aaXpO853LM+fNXhtrzrxwH9Cim1Pn/3wWT0zo8T82LKF+wkGWZYrZGd38jQvn29v0S+jUED49zm1S5l2397jaP8JM+fLjtY9o23IWOn6skk/WsLRqKB/qmlxT1QnHVHXg0IzeN1KZv470iXVj+tBEvkL86FC+HMLxYxVddNoxeuXgjI5bVZ0fGps8dkgTq4d0eHpOq4YXOm1PHFPV9EzekDQrOocPZaGhEWs2NH+dKB/6zGvO1HAtq2EywaIhvkU/e4cOKkpVm3AwN31EN3/tUxofH++7wKlH+PSJ+c+vhrMauz/OdNqptd6pBY/qfm28YJ8VwTQ+Wl10PKqZdexIRbN1nRZq15pOWF1V/Ud/VlxPG8oWz1bLbI0NL17cr/Z84zIWLjo4ZGrcvvj7mn/W5R8X9KBi2K2aZVq7dm3T7LR+02N3f+DdtJw+3ecfWnlboeX/kO12bf0aK5kIsJIDXbtTCMhFhOaOHGqatdavCB8A6AYR+s23L1lp1+ieRfgA6razw+659w7p2Nbo6OhABI9E+GDA2G5a9VXKlzJoXDw2n6zQ3JV6KJNGKg2TAIrtjfckWVLVbhpga3ejaKuu5BgM6yfWDMRwWw0TDjBwajPOougRl1lylqkiaShCR2ajmAKdX0uqZtL0bL6e0HDV85MKqlm+r6RFN49WIjQzl6+tVJsN56K7RK3PW303hJps0fb6GXwpjgrKVq1WB+asRyJ8MKAW1j5q3j7SeAqkPIga1xJqt29WdDJoej+p6ayrcYXZhe2c/6C/MewGAEiO8AGWqd3k6uVOul5qcnUX9fcFkmDYDViGxo4RjavxuGFb/TpM7bYDg4zwAVZgvmOEWkwEaGqPs7C9VdeJRfsAA4bwAVaofYeE5W8ndDDouOYDAEiO8AEAJEf4AACSI3wAAMkRPgCA5AgfAEByhA8AIDnCBwCQHOEDAEiO8AEAJEf4AACSI3wAAMkRPgCA5AgfAEByhA8AIDnCBwCQHOEDAEiO8AEAJEf4AACSI3wAAMkRPgCA5AgfAEByhA8AIDnCBwCQHOEDAEiO8AEAJEf4AACSI3wAAMkRPgCA5AgfAEByhA8AIDnCBwCQXEfDx/Zm2ztt77J9XSffCwDQOzoWPrYrkm6QdKmkTZKusr2pU+8HAOgdnTzzOVfSroh4LiKOSLpd0uUdfD8AQI/oZPicLOmluse7i20AgAHXyfBxi23RtJP9ddtbbW/dt29fB8sBgO5S//m3f//+sstJqpPhs1vSurrHp0ja07hTRNwUEedExDkTExMdLAcAussgf/51MnyelLTR9qm2hyVdKemuDr4fAKBHVDv1whExY/tqSfdJqki6JSKe6dT7AQB6R8fCR5Ii4h5J93TyPQAAvYcOBwCA5AgfAEByhA8AIDnCBwCQHOEDAEiO8AEAJEf4AACSI3wAAMkRPgCA5BzR1Gi6NLb3SXrh/3yZ90sarPawrXEcchyHHMchl/o47I+IzcvZ0fa9y923H3RV+LwXbG+NiHPKrqNsHIccxyHHcchxHLoHw24AgOQIHwBAcv0YPjeVXUCX4DjkOA45jkOO49Al+u6aDwCg+/XjmQ8AoMsRPgCA5PoyfGx/wfYztudsD9y0Stubbe+0vcv2dWXXUwbbt9h+1fb2smspk+11th+wvaP4N3FN2TWVwfao7Sds/6s4Dj8uu6ZB15fhI2m7pM9LeqjsQlKzXZF0g6RLJW2SdJXtTeVWVYpbJQ3MDXtLmJH03Yg4Q9J5kr41oH8fDku6KCI+LGlK0mbb55Vc00Dry/CJiB0RsbPsOkpyrqRdEfFcRByRdLuky0uuKbmIeEjS62XXUbaI2BsR/yh+/5akHZJOLreq9CJ3sHg4VHwx26pEfRk+A+5kSS/VPd6tAfywQTPb6yWdLenxcisph+2K7W2SXpV0f0QM5HHoFtWyCzhatv8m6aQWT/0wIv6cup4u4hbb+B/egLO9WtIfJX0nIt4su54yRMSspCnbayXdafvMiBjoa4Jl6tnwiYiLy66hS+2WtK7u8SmS9pRUC7qA7SHlwbMlIu4ou56yRcQB2w8qvyZI+JSEYbf+86SkjbZPtT0s6UpJd5VcE0pi25JulrQjIn5edj1lsT1RnPHI9pikiyX9p9yqBltfho/tK2zvlvRxSXfbvq/smlKJiBlJV0u6T/nF5d9FxDPlVpWe7d9KelTS6bZ32/5q2TWV5HxJX5J0ke1txddlZRdVgklJD9h+Svl/0O6PiL+UXNNAo70OACC5vjzzAQB0N8IHAJAc4QMASI7wAQAkR/gAAJIjfAAAyRE+KI3t2bp7T7YVvcda7bfK9hbbT9vebvuRol1M/Wtst/1726uK7QeLX9fbfqfY59+2byvu+JftC22/0VBDy84ZS7Xkt32r7efrXmOq2G7bvyyWtnjK9kfey+MH9LKeba+DvvBOREwtY79rJL0SEWdJku3TJU03vobtLZK+KanxTv5nI2KqWG7ifklflLSleO7hiPjMMmqoteQ/WITXI7b/GhGPFc9/PyL+0PA9l0raWHx9TNKNxa/AwOPMB71gUtLLtQcRsTMiDrfY72FJH2j3IkVjySd0FF2+j7Il/+WSbiu+9zFJa21PrvS9gX5E+KBMY3VDVXcusd8tkq61/ajt621vbNzBdlX5mcbT7V7E9qjyM4976zZf0DDstmGJ71+qJf9PiqG1X9geKbaxvAXQBuGDMr0TEVPF1xXtdoqIbZJOk/QzScdJetL2GcXTY0UgbJX0ovImmo02FPu8JunFiHiq7rmH62qYiohnl6hjthjiO0XSubbPLJ76gaQPSvpoUd+1xXaWtwDa4JoPekIx5HWHpDtsz0m6THnj1OVcN6pd85mU9KDtz0bEUXf6bmzJHxF7i6cO2/6VpO8Vj1neAmiDMx90Pdvn2x4vfj8saZOkF1b6OkVIXKf8TGWlNbRtyV+7jlMsX/A5LawRc5ekLxez3s6T9EZdUAEDjTMf9IINkm4sPtwzSXcrXxztaPxJ0o9sX1A8vqAYkqu5vsWsNSmf9PDrYsZcpnypilpL/i22J5QPs21TPuNOku5Rfoa2S9Lbkr5ylDUDfYclFQAAyTHsBgBIjmE3dA3bl0j6acPm55eaCdeBGo6X9PcWT306Il5LVQfQ7xh2AwAkx7AbACA5wgcAkBzhAwBIjvABACT3P1eVy3wD+2RtAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"skew=(cat['FErr_SPIRE_350_u']-cat['F_SPIRE_350'])/(cat['F_SPIRE_350']-cat['FErr_SPIRE_350_l'])\n",
"ind=skew>5\n",
"skew[ind]=np.nan\n",
"skew.name='(84th-50th)/(50th-16th) percentile'\n",
"g=sns.jointplot(x=np.log10(cat['F_SPIRE_350']),y=skew, kind='hex')\n",
"g.ax_joint.axvline(x=np.log10(10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For 350 $\\mathrm{\\mu m}$ depth is ~ 10mJy"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"skew=(cat['FErr_SPIRE_500_u']-cat['F_SPIRE_500'])/(cat['F_SPIRE_500']-cat['FErr_SPIRE_500_l'])\n",
"ind=skew>5\n",
"skew[ind]=np.nan\n",
"skew.name='(84th-50th)/(50th-16th) percentile'\n",
"g=sns.jointplot(x=np.log10(cat['F_SPIRE_500']),y=skew, kind='hex')\n",
"g.ax_joint.axvline(x=np.log10(12))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For 500 $\\mathrm{\\mu m}$ depth is ~ 12mJy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Add flag to catalogue"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from astropy.table import Column\n",
"cat.add_column(Column(np.zeros(len(cat), dtype=bool),name='flag_spire_250'))\n",
"cat.add_column(Column(np.zeros(len(cat), dtype=bool),name='flag_spire_350'))\n",
"cat.add_column(Column(np.zeros(len(cat), dtype=bool),name='flag_spire_500'))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"ind_250=(cat['Pval_res_250']>0.5) | (cat['F_SPIRE_250'] < 10)\n",
"ind_350=(cat['Pval_res_350']>0.5) | (cat['F_SPIRE_350'] < 10)\n",
"ind_500=(cat['Pval_res_500']>0.5) | (cat['F_SPIRE_500'] < 12)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1152878 1178422 1201914 1337864\n"
]
}
],
"source": [
"print(ind_250.sum(),ind_350.sum(),ind_500.sum(),len(cat))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"cat['flag_spire_250'][ind_250]=True\n",
"cat['flag_spire_350'][ind_350]=True\n",
"cat['flag_spire_500'][ind_500]=True"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: UnitsWarning: 'mJy/Beam' did not parse as fits unit: At col 4, Unit 'Beam' not supported by the FITS standard. Did you mean beam? If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html [astropy.units.core]\n"
]
}
],
"source": [
"cat.write('./data/dmu26_XID+SPIRE_GAMA-12_20201228.fits', format='fits',overwrite=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Compare catalogue with old version"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"old_cat=Table.read('./data/dmu26_XID+SPIRE_GAMA_12_20180508.fits')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: MergeConflictWarning: Cannot merge meta key 'DATE-HDU' types and , choosing DATE-HDU='2018-05-08T14:57:39' [astropy.utils.metadata]\n",
"WARNING: MergeConflictWarning: Cannot merge meta key 'STILVERS' types and , choosing STILVERS='3.0-3+' [astropy.utils.metadata]\n"
]
}
],
"source": [
"\n",
"comparison=join(cat, old_cat, join_type='left', keys='HELP_ID')\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Table length=5\n",
"\n",
"HELP_ID | RA_1 | Dec_1 | F_SPIRE_250_1 | FErr_SPIRE_250_u_1 | FErr_SPIRE_250_l_1 | F_SPIRE_350_1 | FErr_SPIRE_350_u_1 | FErr_SPIRE_350_l_1 | F_SPIRE_500_1 | FErr_SPIRE_500_u_1 | FErr_SPIRE_500_l_1 | Bkg_SPIRE_250_1 | Bkg_SPIRE_350_1 | Bkg_SPIRE_500_1 | Sig_conf_SPIRE_250_1 | Sig_conf_SPIRE_350_1 | Sig_conf_SPIRE_500_1 | Rhat_SPIRE_250_1 | Rhat_SPIRE_350_1 | Rhat_SPIRE_500_1 | n_eff_SPIRE_250_1 | n_eff_SPIRE_500_1 | n_eff_SPIRE_350_1 | Pval_res_250_1 | Pval_res_350_1 | Pval_res_500_1 | flag_spire_250_1 | flag_spire_350_1 | flag_spire_500_1 | RA_2 | Dec_2 | F_SPIRE_250_2 | FErr_SPIRE_250_u_2 | FErr_SPIRE_250_l_2 | F_SPIRE_350_2 | FErr_SPIRE_350_u_2 | FErr_SPIRE_350_l_2 | F_SPIRE_500_2 | FErr_SPIRE_500_u_2 | FErr_SPIRE_500_l_2 | Bkg_SPIRE_250_2 | Bkg_SPIRE_350_2 | Bkg_SPIRE_500_2 | Sig_conf_SPIRE_250_2 | Sig_conf_SPIRE_350_2 | Sig_conf_SPIRE_500_2 | Rhat_SPIRE_250_2 | Rhat_SPIRE_350_2 | Rhat_SPIRE_500_2 | n_eff_SPIRE_250_2 | n_eff_SPIRE_500_2 | n_eff_SPIRE_350_2 | Pval_res_250_2 | Pval_res_350_2 | Pval_res_500_2 | flag_spire_250_2 | flag_spire_350_2 | flag_spire_500_2 |
\n",
" | deg | deg | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | | | | | | | | | | | | | deg | deg | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | mJy/Beam | | | | | | | | | | | | |
\n",
"bytes27 | float64 | float64 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | bool | bool | bool | float64 | float64 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | bool | bool | bool |
\n",
"HELP_J112916.236+004455.105 | 172.31765184209056 | 0.7486403137874773 | 0.6079334 | 1.1508443 | 0.22279705 | 0.719259 | 1.2771379 | 0.25685567 | 0.91352665 | 1.5982244 | 0.34755203 | -0.2890086 | -0.5873606 | -1.6379163 | 0.009524433 | 0.01250791 | 0.02171398 | 1.003183 | 0.9984325 | 1.0006536 | 2038.1409 | 2183.997 | 2177.9895 | 0.0 | 0.0 | 0.0 | True | True | True | 172.31765184209056 | 0.7486403137874773 | 4.306683 | 7.620201 | 1.4402963 | 4.586349 | 7.726623 | 1.6055241 | 4.664652 | 7.9181805 | 1.6829356 | -1.9408696 | -3.6604543 | -8.53561 | 0.07947837 | 0.10366236 | 0.17167197 | 0.9986437 | 0.9987456 | 0.9987522 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 | False | True | True |
\n",
"HELP_J112916.735+004525.955 | 172.31972959942718 | 0.7572096649057047 | 0.29907072 | 0.6979346 | 0.08316563 | 0.29326132 | 0.6356679 | 0.08289944 | 0.3624976 | 0.86621684 | 0.10658185 | -0.2890086 | -0.5873606 | -1.6379163 | 0.009524433 | 0.01250791 | 0.02171398 | 0.9998846 | 1.0012054 | 0.9996991 | 2315.588 | 2171.5947 | 1774.2477 | 0.0 | 0.0 | 0.0 | True | True | True | 172.31972959942718 | 0.7572096649057047 | 3.7273252 | 7.1019673 | 1.1449401 | 3.58954 | 6.746282 | 1.254194 | 4.0810566 | 7.7552614 | 1.2665064 | -1.9408696 | -3.6604543 | -8.53561 | 0.07947837 | 0.10366236 | 0.17167197 | 0.99901325 | 0.99837273 | 0.99857515 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 | True | True | True |
\n",
"HELP_J112916.868+004538.834 | 172.32028336523268 | 0.7607873292267642 | 0.29733092 | 0.64382744 | 0.08452112 | 0.3566889 | 0.76987123 | 0.10695568 | 0.6896423 | 1.3246547 | 0.22260496 | -0.2890086 | -0.5873606 | -1.6379163 | 0.009524433 | 0.01250791 | 0.02171398 | 1.0000952 | 0.9989561 | 1.0007457 | 2202.249 | 1768.9456 | 2262.899 | 0.0 | 0.0 | 0.0 | True | True | True | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- |
\n",
"HELP_J112916.993+004528.665 | 172.3208057566738 | 0.7579623882333963 | 0.21612749 | 0.5173419 | 0.055245437 | 0.23662432 | 0.5786439 | 0.06330738 | 0.35128444 | 0.82981384 | 0.0963407 | -0.2890086 | -0.5873606 | -1.6379163 | 0.009524433 | 0.01250791 | 0.02171398 | 1.0013907 | 0.9986041 | 0.9989965 | 1743.9092 | 1917.8733 | 2237.7832 | 0.0 | 0.0 | 0.0 | True | True | True | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- |
\n",
"HELP_J112917.687+004454.217 | 172.32369623700535 | 0.7483935440762677 | 0.29553184 | 0.6497594 | 0.08786848 | 0.28174806 | 0.6306869 | 0.07677943 | 0.30611157 | 0.7198121 | 0.07412824 | -0.2890086 | -0.5873606 | -1.6379163 | 0.009524433 | 0.01250791 | 0.02171398 | 1.0010365 | 1.0030154 | 0.9995577 | 1834.3885 | 2038.0673 | 1406.494 | 0.0 | 0.0 | 0.0 | True | True | True | 172.32369623700535 | 0.7483935440762677 | 3.4881992 | 6.5816007 | 1.1468914 | 3.4694955 | 6.5082073 | 1.0220835 | 4.180556 | 7.406555 | 1.3659606 | -1.9408696 | -3.6604543 | -8.53561 | 0.07947837 | 0.10366236 | 0.17167197 | 0.9990548 | 1.000499 | 0.99983096 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 | True | True | True |
\n",
"
"
],
"text/plain": [
"\n",
" HELP_ID RA_1 ... flag_spire_500_2\n",
" deg ... \n",
" bytes27 float64 ... bool \n",
"--------------------------- ------------------ ... ----------------\n",
"HELP_J112916.236+004455.105 172.31765184209056 ... True\n",
"HELP_J112916.735+004525.955 172.31972959942718 ... True\n",
"HELP_J112916.868+004538.834 172.32028336523268 ... --\n",
"HELP_J112916.993+004528.665 172.3208057566738 ... --\n",
"HELP_J112917.687+004454.217 172.32369623700535 ... True"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"comparison[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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