{
"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": 28,
"metadata": {},
"outputs": [],
"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": 16,
"metadata": {},
"outputs": [],
"source": [
"cat=Table.read('./data/dmu26_XID+SPIRE_GAMA-09_cat_20201218.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": 17,
"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_J084010.818-014917.918 | 130.045073591754 | -1.821643930630163 | 0.22657068 | 0.5450216 | 0.06991414 | 0.21985814 | 0.53854793 | 0.0644615 | 0.34835374 | 0.8144345 | 0.09490149 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.9982987 | 0.9983883 | 1.0015191 | 2577.531 | 2488.5728 | 2488.1482 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084010.887-014926.515 | 130.045364346364 | -1.824032071544403 | 0.26768404 | 0.6149329 | 0.06346623 | 0.27953678 | 0.6625791 | 0.07210463 | 0.47724038 | 1.0854707 | 0.13096137 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.99975115 | 0.9987809 | 0.9989184 | 2506.4805 | 2132.306 | 2451.6917 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084011.031-014928.056 | 130.045962871422 | -1.824460022287783 | 0.2915801 | 0.6468988 | 0.082109585 | 0.32999521 | 0.74090284 | 0.08395875 | 0.5569131 | 1.214207 | 0.16122387 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.9986576 | 0.9982977 | 0.9997664 | 2350.3105 | 2151.3958 | 2137.6636 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084011.658-014903.724 | 130.048576512706 | -1.817701155482473 | 0.41925794 | 0.82428557 | 0.124221265 | 0.36557174 | 0.7924272 | 0.11005742 | 0.3840505 | 0.88130814 | 0.10226626 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.99906546 | 1.000463 | 0.9997241 | 2425.4307 | 1778.9452 | 1728.1992 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084012.339-014917.775 | 130.051412969849 | -1.821604146407573 | 0.63375795 | 1.0431012 | 0.2834272 | 0.888362 | 1.3931168 | 0.46034363 | 1.7098264 | 2.398035 | 1.0222365 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.9998661 | 0.99916214 | 1.0054053 | 2132.9304 | 1143.9489 | 2187.0107 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084013.846-014841.302 | 130.05769199847 | -1.811472810596263 | 0.49593955 | 0.9091994 | 0.17295958 | 0.6527439 | 1.1563866 | 0.25998548 | 1.109637 | 1.855993 | 0.4530847 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.99947125 | 1.00057 | 0.9993788 | 1874.4972 | 1375.1348 | 1340.3948 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084014.169-014858.371 | 130.059036452828 | -1.816214293107473 | 0.60677963 | 1.0384707 | 0.23689851 | 0.7956209 | 1.2321137 | 0.35802644 | 1.0246723 | 1.7568551 | 0.3917325 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 1.0008003 | 0.9995387 | 1.0023305 | 1557.0558 | 1444.262 | 1386.2565 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084014.687-014840.362 | 130.061195920354 | -1.811211586849673 | 0.42061478 | 0.821888 | 0.13869494 | 0.47356954 | 0.92739487 | 0.1441149 | 0.6537461 | 1.3220531 | 0.20099878 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.99990726 | 0.99988884 | 1.0024395 | 1934.9297 | 1582.1942 | 1962.4357 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084014.705-014930.818 | 130.061271280055 | -1.8252271509358031 | 0.6236334 | 1.0598243 | 0.25889608 | 0.87312686 | 1.3632146 | 0.4461904 | 1.3824551 | 2.0233302 | 0.68644696 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 1.000708 | 1.0007619 | 1.0039891 | 1801.2943 | 1258.2396 | 1359.3567 | 0.0 | 0.0 | 0.0 |
\n",
"HELP_J084015.056-014950.849 | 130.06273337588598 | -1.830791362858903 | 0.34012675 | 0.7459821 | 0.10414898 | 0.38411778 | 0.84705347 | 0.10188215 | 0.53820753 | 1.2385439 | 0.16288154 | -0.4207182 | -0.90064627 | -2.6372907 | 0.018810848 | 0.025076479 | 0.047836736 | 0.99928904 | 1.0007774 | 0.99926853 | 1867.3135 | 1971.4672 | 2173.614 | 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_J084010.818-014917.918 130.045073591754 ... 0.0 0.0\n",
"HELP_J084010.887-014926.515 130.045364346364 ... 0.0 0.0\n",
"HELP_J084011.031-014928.056 130.045962871422 ... 0.0 0.0\n",
"HELP_J084011.658-014903.724 130.048576512706 ... 0.0 0.0\n",
"HELP_J084012.339-014917.775 130.051412969849 ... 0.0 0.0\n",
"HELP_J084013.846-014841.302 130.05769199847 ... 0.0 0.0\n",
"HELP_J084014.169-014858.371 130.059036452828 ... 0.0 0.0\n",
"HELP_J084014.687-014840.362 130.061195920354 ... 0.0 0.0\n",
"HELP_J084014.705-014930.818 130.061271280055 ... 0.0 0.0\n",
"HELP_J084015.056-014950.849 130.06273337588598 ... 0.0 0.0"
]
},
"execution_count": 17,
"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": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"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_250_u']-cat['F_SPIRE_250'])/(cat['F_SPIRE_250']-cat['FErr_SPIRE_250_l'])\n",
"skew.name='(84th-50th)/(50th-16th) percentile'\n",
"g=sns.jointplot(x=np.log10(cat['F_SPIRE_250']),y=skew, kind='hex')\n",
"g.ax_joint.axvline(x=np.log10(10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For 250 $\\mathrm{\\mu m}$ depth is ~ 10mJy"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 19,
"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_350_u']-cat['F_SPIRE_350'])/(cat['F_SPIRE_350']-cat['FErr_SPIRE_350_l'])\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": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAGoCAYAAAATsnHAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9eZQsR33n+/1FZGZV9X433XulqysJJIFkDAZfsADbD/yMzbOxnz1jHgaveIEBz7M9D2bOHL85tmfmzTtnztgeAzZGYMALvDljPLbBHoMNtlhsViEWCUlYK5LuvvRaS1Zmxu/9EZlZuXZX3+7qrur+fc5pqW9UVGZkVHX+MiK+8f0RM0MQBEEQxg212w0QBEEQhCokQAmCIAhjiQQoQRAEYSyRACUIgiCMJRKgBEEQhLHE2e0GXAUiOxQEYa9Bu92AcURGUIIgCMJYMokjKEHYFMwM3/fheR583wczg4jQbDZBJA+ugjCuSIAS9izMjF6vh6WlJbzuDz+Pt/3oc/AL77sbUdCHbrTw/je+FPPz8xKkBGFMoQl0kpi4Bgu7Q6/Xww//579AFIZwp2YQ9TrQzSlwFMIYA+24eN8bXoJmsymjKWG3kS9fBTKCEvYUyaip2+3C931o1wOTXWpVrpevTIRX//aHoRstCVSCMIbICErYU/R6PfzIb/01Qr8H0g5IKTtacj1wFIK0MxhBZcqiXkem/YTdRL5wFYiKT9gzMDOWlpZA2oFyvfKIaR2U6yEKA/zY2+/C8vIyJvDBTRD2HBKghD2D7/t47Z0fhzHm6g9ChJ94xyckSAnCGCABSph4mBndbheLi4sgvfVlVRlJCcJ4IGtQwsSTXXeCdjZcbxq2TCuFP/ml70Gz2dztSxT2PrIGVYGMoISJp9frpetO24mJ17Qm8CFOEPYEEqCEiSaRlY8CEwb46Ts/gfPnz0uQEoRdQAKUMLEwM5aXl7cujFgPIvzsez6Dc+fOYXFxUQKVIOwgsgYlTCxLS0v4sd/5GBjY8nrTRmWyT0oYMfKFqkBGUMJEkkztbfe6Ux3K9QAi/OSdn4Tv+ztyTkHY70iAEiaS5eVl/PTv/f3opvZqIMdFr9eTqT5B2AEkQAkTx06PnrIE3bbskRKEHUIClDBR7IgwYgNkI68g7AwSoISJwvd9/Pjb/35bHCO2hFgiCcLIkQAlTATbbWe0HURhgB//vY+LaEIQRsR4/KULwgb4vo9X/tcPI/R70M2p3W5OCjkuut0umFlySQnCNiMjKGFi0JtMobETmDDAq3/7w3jlb/+NjKQEYZuRACWMPaO0M9oOlOuJb58gjAAJUMLY4/s+Xv2WjyAMw91uSi0mDPCz7/mMiCYEYRuRACWMPYlb+dhDhNe87aNiLisI24QEKGGsGffpvRKxuezS0lIqnhAE4eqQACWMLeOwKfeqIMKP/+7f4VVv/agIJwRhC0iAEsaWsdmUexUwAFYa3W5XRlKCcJVIgBLGlolZe6oh6Lbxmrd9FP/HW/5WxBOCcBVIgBLGjsQ1otvt7nZTtoxyvdS7T9alBGFzTO7jqbBnGVfXiC1BhFf/9ofhNKfwp//q5Wg2m7vdIkEYeyRACWOJdr3JEkYMgXI9sUYShE0gU3zCWMGxI8NeC04Jsi4lCMMjAUoYK3zfnzxZ+SaRdSlBGA4JUMLYkIyeJlm5tynidakf+a8fkdGUIFQgAUoYCyZ2U+4WKY6mOp2OjKgEIWafPKoK40wSnJJNubyPAlRKPJoi7cDxGvjjf/G/YH5+XkQUwr5GRlDCrpIEp1e/5SNg2t9fRxXnu4rCAD/6lr/BuXPnZDQl7GtkBCXsKpNsZzRSiPAz7/oUHK+BP3r9d6LRaICIRJou7CvkriDsGjlRhOnvdnPGjmQ09Zq3fRQchdCNFt73hpeg2WxKoBL2BRKghF0hK4pQnrgqrIdyPbBSabBKRlUSqIS9jgQoYceRdaerJzuqkkAl7HUkQAk7CjPj/Pnz+Nnf/4f9q9jbBpJA9arf+p9wW9N43xteIutUwp5DAtQYk2STZeY9ceMpTetF4W43aeJRrpeTqBMR3v1z346FhYWJ/74IggSoMSAbiLL4vo+f+L27rKt3vEDeaDRqjzOuQSy5vqWlJfzcu/9RFHsjQLmeHZFGIX7q7X8noyphTyB3il0iG5SWl5fxc+/+R0RBH8YYaNcDR6F9IlYK0E7uKZmjsFQvq/Ial5tSco29Xg+veevfIApDuFMzMnIaMcVRlWz8FSYVCVA7SDEovfYddw2CS3PK7po2JlVtJa8lpE/JSpXrZVReSbD6/dfegUajUZt7aLuDWHEk6Ps+XvPWvwHItlGJIGJHSb4vycbf977uO9MgtdsPL4IwDBKgdoDiSAKkbODRThpktov0eER47TvuqhxpkXaglIJy3HQT6HaQnZJMzkvaKQVaYReIN/7KfiphkpAANQKKI4nsaCm9YSs1clNU5XqVIy1jDBA/WScjrqpAdjVlujmVP68EprEh+/Dy6t/+MKC0jKqEsUYC1DaTNT4N/d5g9JCMlsbshp3etCoC2dWUCZOBijMWy6hKGGckQG2RunUX5TVza0b7KYWEMDmsN6oCxlcZKuwPJEBtkqqAlKy7ZEdLgjBpFEdViQJQzGqF3WLf3El7vd62HedVv/khMGmwsesvXnM6V8cEfRBg/8iNSddppEzKJqFMu176XQ66bfzIf/kLaMeDUgp/8C9eioWFhW35W9qL1ClmhauDJi3XDBF9BMDhq3jrYQCXtrk528m4tw8Y/zZK+7bOuLdx3NsHXF0bLzHzy0fRmElm4gLU1UJEdzPzqd1uRx3j3j5g/Nso7ds6497GcW8fMBltnBREdiUIgiCMJRKgBEEQhLFkPwWod+52AzZg3NsHjH8bpX1bZ9zbOO7tAyajjRPBvlmDEgRBECaL/TSCEgRBECYICVCCIAjCWCIBShAEQRhLJEAJgiAIY4kEKEEQBGEsmbgA9fKXv5wByI/87JufV935GX7VnZ/Z9XbIz0h/hmIP3/8qmbgAdenSuNtwCYIgjIb9dv+buAAlCIIg7A8kQAmCIAhjiQQoQRAEYSyRACUIgiCMJRKgBEEQhLFEApQgCIIwlkiAEgRBEMYSCVCCIAjCWCIBShAEQRhLJEAJgiAIY4kEKEEQBGEskQAlCIIgjCUSoARBEISxRAKUIAjChBBF0W43YUeRACUIgiCMJRKgBEEQhLFEApQgCIIwlkiAEgRBEMYSCVCCIAjCWCIBShAEQRhLJEAJgiAIY4kEKEEQBGEskQAlCIIgjCUSoARBEISxRAKUIAiCMJZIgBIEQRDGEglQgiAIwlgiAUoQBEEYSyRACYIgCGOJBChBEARhLJEAJQiCIIwlEqAEQRCEsUQClCAIgjCWSIASBEEQxpKRBSgiup6I7iKiB4joa0T0SxV1XkJEy0T05fjnV0fVHkEQBGGycEZ47BDAm5j5HiKaBfBFIvooM99fqPcpZn7FCNshCIIgTCAjG0Ex81lmvif+fRXAAwCuG9X5BEEQhL3FjqxBEdGNAJ4L4HMVL7+QiL5CRB8mom+qef/riOhuIrr74sWLI2ypIAjCeJG9/12+fHm3m7OjjDxAEdEMgP8B4JeZeaXw8j0AbmDm5wB4G4C/qDoGM7+TmU8x86kjR46MtsGCIAhjRPb+t7CwAGbe7SbtGCMNUETkwgan9zPznxVfZ+YVZl6Lf/9rAC4RHR5lmwRBECaVxy+sYGWl+Jy/dxmlio8AvBvAA8z8WzV1jsX1QEQviNuzv8awgiAIQ8Js9tUIapQqvhcD+AkA9xLRl+OyXwFwEgCY+R0AfgTAG4goBNAF8KO8n3pfEARhE5BSiJ/p9wUjC1DM/A8A1u1JZv4dAL8zqjYIgiDsJYj2l7fC/rpaQRCECcZEoUzxCcJWYAaSPyECkMxIJOXJsLqqvFhWPIYgCPsHCVDCtpINLID9vfjAx5m6xfKqh0OO/yNBShD2FzLFJ2wbxeA0iuMLgrB/kAAlTAwyghKE/YUEKEEQBGEskQAlpFSu/3B9+aYOXPGGOjVSdXld3U20QxCEiUJEEkJ6k+f0P3Y6LXvzZ64uy9atDCuFN1BcmQuvE1H6O2frxnUYgEK2bnWbBWEvIxt1hX1F7kaPgdy7MuAU6iJTt3zczYyO4iDE+XaoQgsMJxL1JJAN/pW0Yx/97Qr7kP22UVcC1D5n+Mm0zdXdVBtqR1/lgMNpOZXKJTYJe539tlF3f4VjQRAEYWKQEdQ+pu5BLPuEll0HKpatX45M+aCs6BiRHCOCfVoqrjuhVD6Y/humHYIgTC4SoPYhQwkaNlmWlNetXTEAkykiBogZBkAUv8EA0HFlg4yDBACtGARKj2EYUMxQ2UAXX1sxeAnCXmJ1dRXz8/P74jsuU3z7kGGD06aPWxP4IuSDU9KGgAfBKa3Ltn7RLiliwBRFE6geBRrenusRhHGDSOFn3/nxfZO0UAKUMBFQ5r/D1RWEvUnU7+2bBzAJUIIgCMJYIgFqi9QLDTZXLowe6XtBmCxEJLEF0k2uG7gvZOsUy3eaaheh4WyEqq4lLcv8AINptqw7BGXekJYXHCPy5xuURwB0rtwKMgyqVX6aisfOt30frC8LexBSCt7UzL4QSAASoK6KovsCkHdUyN1mufxrtu5Ofc8q24Y6lV7m9/j/G11fUaWXVDawogXAXivF5UHEqTOEVnFdBvqRrasV4MbloUlcJBiuprR+ZIAQgCJbN1mn4vg9igZuFJxZmdqN/heEbYEUlNPA6uoq5ubm9nygkim+qyA7UiiWDVOe3vR38LtV1bbN1K+7PoNqlV4EIORBcAJsUPBDhh9yWs4Aggjww0FwAmzwScqydfsRI4gYoRm0JQlspqAiNLFKkAuyCUYcLPf237awB+EoRNDr4GfuvGtfKPkkQAljgSwPCcLw7BclnwSobcJuUuXSl6aqDBhsKt1N0o21hXbUNauybu111+1Rqu6jyJTLI2PLi3WDqP4Y1W2uKy+3TxCE8UHWoDbBsA4M67kv5Ox54mMWrX+2k/XanLuf16xRJccwmdeI7ZMNg3MbbZP1nsgMNuAS27UgBqMfDc6pmEFgREzohnHfAGg49v/d0MCPp/yaGphyFQwD3ZDT9agZT8HV+fPpyKDlkk3JEbcr6zqRiiYy1y1TfcIksh8cJWQENSSbsQda/zjDKea2g7o2G1MITqhfo2KudnYImcsuEMauBWXL7bqRQS/Mn9MA6IRIg1NStxsYLPmD4AQAvQhY6hm0g/za1WrfHjd7voiBTsAwhQ41SJwnCg8TkJGUMHlor7UvHCUkQI0JOy2YGEXd2mPUHKRiRq4ktkio65+qYl3zrc7K0QVh0on6PaysrOzptSgJUIIgCBPIfhhFSYAaC3Zu2k8QhL3DXh9FSYAago3Wn8rKtjrFW/59ye+MirURzv//qtq9Tpur6pbXoeISLrxSe91VR6mvSxXtoUrVHdeq/6qcyxM1X668pm7hkgRhrCGl0JyZTX+mD16DN77/i1hdXd3tpo2EoVR8RPTtAG5h5vcS0REAM8z82GibtvvU++nFN8BsnYIwoOofSX1FxSCFNAmfhTK/Dc4xzPLJRm0GkvPnQ0m+zYPri3IVqq578M6IY8cHGlxBxEgFD1oNyjsBoxcyNAFe7GFkGFjqRQgNMOUSXG0v2A8Z7b6BqwnzTY24GN2QseKHmPEUZhvK9lVcvxdGqcovvRbDseuELbP9SakNk7hLCGMPKSinmSsKem2srKxgdnZ2z62xbhigiOjXAJwC8AwA7wXgAngfgBePtmnjQaUKrqKw7gG87v1V0nJTcYPMBqphGWYwENvZVYoSkjxLxeNUihp48JOen4HQcMlJIjSAH5rUugiwAawdGOsmkZHjtQMGBSZ9H2BdJC62Q8x5KnaIsKz1DfqRwVxDpa4RzMCKbzDrEZyMasKwPU/TyU8eXE0/C8JOw1GIztLFUvnP3HkXPvDmH8T8/PwutGp0DDPF98MAfhBAGwCY+QyA2VE2StgZ1nvY2syMV13ArirPBqcsflGzHtcNKyJoYLgyeNYFUEHY6+zVtahhAlSfB4sLIKLp0TZpfNjsR1237lT1nVmvfNi2bMYFYjPUjgZr21wuXG+qcVi3DcPl/UwAKl0nmBlRzQbpzaSy32t/4ML+IFH0nT59ek99h4cJUH9CRHcCWCCinwfwMQDvGm2zdp+6G7GpsdNJUpVHmfdypiziwQ0+YuvCHWSe+pkHZqdVN2AgSWWer8uF823m+tKpxg2v227CLZ/P2g4ZAFHm5h7F03v5YzDafoReaM1hk8ATRIxL7QgrvkGnH6VBYtWPcHo1xOmVEO2+SQPQ5U6IhxYDfGM5gB8mU4CMxZ7B40shLnXCVFARGsaiz7jYidK6ybW0A0Y3MGk7suuKpqb/BWG8IfzMnXftqSC14RoUM/8GEb0MwArsOtSvMvNHR96yXaRyyqpoDZSpW+XkXRyGcFJeIGRAsRUuFI+rwKVFz8qRFDYOTtncStnrGORtyl4HxdN/DGNQcoxgAGFkyk4SDIRRefotiBgrvcHVM2yQavdDdIJB/cAAfi/CWt/k3MovdyMs9vKfSzdkPLYU4Mi0hsr00XLPoNM3ODrjpHOYhoHFnsG0y2i5Kr3qxHWi5XDuGEl/VvW/IIw3Nki95/UvxXXXXTfx39+hZObM/FFm/tfM/Oa9HpzqqLv/1zkfbIad/ArVfWHrSuuuu2LJqNYuqReaytfaQUUwi9edsuUMpKKIYv1iuxmA56jKdnhald5RHEGm5VTfV4Iw3tCeScdRO4IiolVU32/i7Ss8N7JWCYIgCFdNIpogoomWn9cGKGYWpd5YwhAxtCAI66G9Fl7/h59H1O/iT970AxMrP19vBDXHzCtEdLDqdWa+MrpmjSGVc13ZwswaRrwgZPeBVpTnnmY43QNbTMWRvCdXHle+6ieidZwkNkOyKTZXllxIIYDWzSMrKq/3KZSn/YDqvkun/Ap9FBoDhiqF8YgZisv9D1Cpn8H2k5nUJ09hb5I4SQwLR3qErRk964kk/j8ArwDwRZTvOgzgaSNs164yuPnyurLqvDhhUDHZk6MVQJkDhPHduLBHFAEDmgCdHCPOZRTG5VWNGNywkxavT1bVkw0uG8nG869zyYEi+55EqUgY9I9he935czJ6ESOIy1OhBoArXYO1wGDWU3EeKSuyeHwpwLSrcHzWSctXehEeW+zjlkMeDjR1Wn5+zWCxa3DjAReOotQl4lLbukvMNFTunJ2A0XAIOhOQOP8f228SrITdpsJJYj2UE2F1dXVip/rWm+J7Rfz/m3auOeOBterJyLoLr5uam3Rxs2hkAMTeBtnyIOI4JcTgy5LYBBWDV8RxmgjUbazd/Bcuub5EuVcUeiSBtzi6icygPyh1bGCbG8rk3x9ExqrykmSEcYRa7UfohjZ5YUIYMToBY6kXpeKLpZ6BMYxuyLjStQrAbhBhqRfh6IyDVd+km3vvPe/j2IzGiTkXvVh44YeM+875uOWwh6aj0mtZ7Rt0gljll2lvL2R42togZYNUYk01aX/Ywt6kzkliPV73B59D1O/i3a97ycQp+zZU8RHR3w1TthepmsYC6tVq1fL04R0O6o672em3YSGqVyHWXUtVW6KKgxgeBKfs+TqByQUnIBk5RSVl4IofpcEpITTAxXZYcp5Y8Y3dL1U4bi8w5UBb06HiOiHsRUK/C2ZM5B6p2gBFRM14/ekwER0gooPxz40Art2pBgqCIAjbwWAj76TYIq23BvV6AL8MG4y+iMFc0gqA3x1xu3ad1GGc8iOHujWbKLOhNZkSYmb4kd0Y6ylAq2TjKCOIAEUMTxMUUXqOfgRoslOA2ammCIDm8jRftfCiuk7x+gzy6z9JXYJd+zKcL0/WeAbuF1zplWfickdlHCjivgAImgZp2iPDuNQOU2fz5LrbfYNHFwMYwzgw5cDTtj8vtkOcXg1xzbSDkwt2jSmMGA8t9/GVsz1867UtnJhzQETwQ4OvnOthytO47UgDU65KHSYeX+pjvqGw0NRp34XGtqfhAE5m57SJ5/pkqk+YfGiipvzWW4N6C4C3ENH/ycxv28E27TqDqZ6BowLYihbYFg/WcOJgU3x/FJmc3U/fAMowiAY3fcN27cNVHAevgcNBFAGezqvIIlilnE1dnj9nSYWG6sCEuN1JkykTobK+d0T2PCbjPJGsXRGs8KFvkvI4kBq7LhRkyrWydkhXulEazBQRCNae6OxqmOu3MGScXu3jYjtKz3thLYSjgEudCP3IBrfzayEutEMcn9FY7dsPxgD47FMdHG5pPPtYM93w2+9G+OyTHdx80MM1mbWnpZ7Bim9w7awDN3Y8T9ajHLLCiWyfGraiF1W0/RCECSL0uwCQOk7Mzc2NrYBiGKujtxHRiwDcmK3PzH80wnaNFURkveYGJXG5XeAvYoUD5eMYVM+p2i9G2eGgsi3DNXldqiyXqlaXEmFDVXlQNXICISgs5BAR1oKoVJ+IcGYlLK0ZLfsmF5yS8gvtMM0rBcSjVbZBJi8xt6OffpRX5DEDs41yig1FlI5ss9QFoTH8GxaEq2T8R1PDiCT+GMBvAPh2AM+Pf06NuF1jR+3Htg3TuJv9SozZd2hjNtFHiWquCG2ml2qm4qr6bb2+HLc/VkHYbsZdQDFMRt1TAG7ncWu5IAiCsE3QWE75DROg7gNwDMDZEbdlH2A3ulY6lJfWkKygoPIoFWIJWz6ezgd1TSIqi040VcvWGVwh+6/uIxOLHYpTd2GcRiO/rlT/3FXXn+Paz8LeZ7NOEpvlF//0AYR+B+97gw1Uu80wAeowgPuJ6PMA/KSQmX9wZK3aZYquB+XygcOEovy+GpvPaHDjJbI30YHizW4Izd6c1/qMlqPgKE7Vf4atNU/TSc4du0vA3sRVRriQxd48k9YWXytfX3ptRFDIp+KwrhDF+vb6XGXXoYrqP0fls+AyMxqa4KuBeCLpi/mGwopvUrWgFZxkk37YwBQZxtLqGkg5aDQatu8MI+j7eOzMRZy49jhc1wUpq9J7+HIPnX6Ibz4+BR1P9xlmfPbJLr75aAOHphw4yvZzPwROr4SpQ0WSdqMfKw5dlVdJGk6UnRurJwVh29mkk8RmMZFBFEZYWVkZi1HUMAHq10fdiHEjEQcksojkpq3joBIaK3iI4hdUWm7FEdmbvDH2OEEmT1Jo7E2bMbiZr/UNXAVMuWog72ag3Y9teNRgtJAkR3RrvjvJCCubAypNMoh80MkGqmyQSqX1ROkN2Y5A4s29BLja9kEQJQkLAU0EpaykPIhs3iYGoelquIax2A3R7jNWYwnglEvoBIzFboTTqwE6waBFa34fHT/AU5fX0r72nB5mGg5Wlq5gbWUJALC0tIRjx4/jwMHDWO6FCA3jSjfEI4t9/K9Pn4WnFdpxdPzHJ7o4Oq1xx/VTqfNH0Dd4+HIf1846mG2otN/68TW04o5OujtN9CixSdhhrsZJ4mrITvcB2LVgNYyK7xNEdAOAW5j5Y0Q0BWCyHQiHIAlSRZEexTfrqvJ+5Z4glJRtDORUZgk2F1K5PDI2oV5ptIThBBbJCKJUjuqRFKGcnJGIwOCS84Sigcdgri5zHJwGaEVY6hn0MhJHIoIixqOL/VKfLq35OLvUzpX1wxBnLzwF5nxLLi8uwzRmARrofrqBwZmVAEdm3Fzd8+2otH+LYR8Ssj59SXmVcGPYvheEycQq/IgIod/ZNZXfMCq+nwfwpwDujIuuA/AXo2yUIAiCsLuEfhdBr7OrKr9hMur+AoAXwzpIgJkfAnDNKBs1DiTrQMXnBY4XZopP1FG8BlOsG0Scmqxmy/2I0Y/MwBmd7QJ+JzC5EQnDTq35oSmNgsJ4ujGdvuOBYW3ekTzvGp6lmGN2sHZWvJZ4z1DFE1TTJeu6nj0fAS0nLw4PDWPaU5jKzE3aa45wsKXhZQ4SRgbtfgRH5wfrYWcZ/qUnEXaWc33nX3wC57/09+ivLaV1oyjElx85gy89eg5hZm0rMoyPP9bG2dUgd+xuyDizEiKIsn1nN+72QlP64yz2syDsXXbHJmmYNSifmfvJ0I6IHAyxs4WIrgfwR7AKQAPgnbE7RbYOAXgLgO8D0AHw08x8z6auYAQkwQnIrEfF03oGg7WaZHrLj+J1iYzDRGAYfmaKK7IqgJxVUJKKoqEHAc+wnZrSBDRdlTpPRHG5qwiuHjgcmPg9xQ8ya8+TXEcieshOT2XFGqlTBpCzNUram5QpGmzIJSI4BGjXqu86gXUxJyJ4jl2n6gQGi/HUnqsJjlKY9oBza4ENCMZea8MhdAODhy52cGapC4DhaA2lFPp+F70zD6G/fAnMBibsAd1lwJtGeOUpIArAzDj7uf+JuetvRePYzeh2OgAYi6ttPHJuCS98xnU4Mj+DiK0rxeKTXRya6uMFJ1pouQqBsZ9bezHAoSmFgy0NgFJnjyBitFyxQRL2Kzu/sXeYEdQniOhXALSI6GUAPgDgL4d4XwjgTcx8G4A7APwCEd1eqPO/Abgl/nkdgN8buuUjpLz+Et+sc2U2SPSjKhdsRi8sJ95LgkmZciHXlNd9H+oeaLLlVjiRD07J//OCCTveKn/5KL3ucrvsgascIzoBl9adtCI8sRSmwT0pb/shzi51UoslEzew+9TX0V++mK49sTGI/B765x+BCXwYY0c4bCJ0VlfQaa+l4pAgYvhBBK2d3DpXxDYXlKfz40grUKFSn9rgjPrOFoQ9TnFj76hHU8MEqH8L4CKAe2ENZP8awL/b6E3MfDYZDTHzKoAHYNevsvzvAP6ILZ8FsEBExzfR/l2n6qPZ7Me1eSeJrT21JIFqK22oPXZFWd33typYRzVed4qj0h9Cde5dWOVhRbFbTLaFgTKzdD5V3c8UH18Q9jd2NPXK3/jQSNemhpniawF4DzO/CwCISMdlnWFPEqfoeC6AzxVeug7Ak5l/PxWX5TYFE9HrYEdYOHny5LCnFQRBmHiy97/m/OGRbtTdLI47ize87268/41zI9nYO0yA+jsA3w1gLf53C8DfAnjRMCcgohkA/wPALzPzSvHlireUJ8yY3wngnQBw6p1sF0AAACAASURBVNSpsZpf2Y5n6c1KlqudDMZD+Fz54WzCSYIAmIqhlak8SP18p6mw26g6LqPOlUMcI4TxIHv/m7/uZh7lRt2rIei1sbJib+3bvV9qmADVZOYkOIGZ1+K9UBtCRC5scHo/M/9ZRZWnAFyf+fcJAGeGOfYoKe4PWtdRQQMmzJcT7FpF3pXB1rd7mvKbaDsBY8pV8ebPeDOuYXQDoOVaFwnEN/N+yCCXoJHcPDlNn6ExEC5kqbNGyr5edd1AOR9WgqOotP9JAfA05TLmMjPmGwp+nOadM+Un5108uRykYgxmxnzLw4HpBi63/XiztF1v8haOIuysgI2d6lNgRCZC1FmBbs1AqTitOxsEFx+Hclw4h06CtBMLVwy+cN8/4duedTOangelNQjAci/C1873cPvRZuo6ATAWeyEa2kXTHbhLAFbp10rcPTLlnO3Iis9AELaDndqou1lGJZ4YZg2qTUTPS/5BRN8KoLvRm2KF3rsBPMDMv1VT7UMAfpIsdwBYZuZd9/xTilL1W9ZRwVFWsZao/EJjg0dDIy1P3BMUIZZe26d5P7I/IVshgWFr4dMLrQpwsWfsxtbYsaFv7HGWegZhLEFPhBrdwKSy56xDRBiLCnIS8+RnAxEFw7a3uAObiOBogi58UxQRXGXXehJ3jZAJDUdh2rPBdpAri3BkSuNgS1tJeGiw2DVouQpPP+hh1iNEhnG5G+FcO8TRhSk87cgsNCJEfhcrpx9Gb3URNHMI1JwFRwGC5fPoPnYPwqWz8M8/iqizAg77CC49Af/Mg1j54l9i5Qt/DuN3YIIu+otncf7safzVxz6J+/7pEdu2OH/VV8738KEHVrDYjTLCCuDJlQBnVsNU3m+vCWgH1rYpL+WXlPHC/mVU4olhRlC/BOADRJSMbI4DeNUQ73sxgJ8AcC8RfTku+xUAJwGAmd8BK7j4PgAPw65pvXb4po+WREpezOtE8bxUVg1GRHA1sFKwkkgk6n5B0ccolwGDwFZMktcNGFNu3kkiNHbKqigoSLzihqXYBiLr81d2jCCYgizBqvGAXsCluo4i+P1BfSJKbY2yij6tCAstB/ddaOf6tOk5aIZruHj6idz5qDGF9v0fB4f9zEVH6F85DQUDYwYtDxfPoP/UvVDzA92NYcb9Dz2KW2+5OdfmdmBw/8Ue7jgxlTOZbfcNwojRLPhKBRHDrejojUargrC3GUjR/+RNP4D5+fktHW3dAEVECoAH4JkAngH7EPkgMwfrvQ8AmPkfsMGiSJzC4xeGbq0gCIIw1oR+F1G/i5WVFRDRltal1p3iY7vp5DeZOWDm+5j53mGC016hagE9KSt5szHD01Qqr1yYTx0muDRN1A04NUZNiAyjF5SdDPpRuS5g16OGHV3XfW0qXScqrhuw607FYkVAwymuhdn1qJZbLr9+zoWr8mXstjB14Ei+bhRAT82DnEau3PgdBCuXwZkRFLNB9xv3wj/9YL6fjcG9996LtbW13DHafYMHLvqlPl3sRWhXGC3aPXDVwgvZKiXsZ7TXwuv/8PNblqHTRm8kon8P4KsA/mwckhaeOnWK77777pGeYyAKyKzxJOs78T+StZ1+YBByYiobr18YoBca9MOBI0Xy/jB2mEhQALSy0ops5zY00HTym2IJwLSn4Or8DV7HwSBZzE/SbVB8/KybRNW1pr9XlCXXTJkayTUOjmHL+xFnyjldl1n1I/QCRjITaGJLpzOrAbp9k67nGAYeXwrw+FIfl9ohwohh2CDq+7j05MPwLz6BcOUiCMYGIr+N3uXT4JVzCLvtVJiiZw8BIITL50DMgFJw5q/B9Ld8P5zWDEwY2ClcpXDz05+OZ952G1zHTiYosgH3jutbuHbWzfXllEs4NuOk/Z98Nq6yP1TR/9sx3feqOz8DAPjvr3/h1g8mjCtDfVPmjt3Id/z8/zPqtmwzjA+8+Qc3mu6rvP5h1qD+LwDTACIi6iJx82He/WxWIyKjxUpvMIYz6y8U33yYESHreG7razKldRkiIIrywQmI13oq1i0CAxTFpAwb4JzCJtKI4/WZ5EQZVMWm3GK77PWVywCAOFsW34ALyQOTtjgqG6CSvrDvynaHIsKMp9Ht+6mrOJH185vxCOdWg0F7SEE3WqD2FUSrFwE2sWhFgRpTCC48CgUG2KTviVYuwIQh0q28JkJw5Syi1UtwPDvyYmZEUYTTp0/jtttvz1lSdUPGxXaE47NummqeYcURoHxfJO/xavpf1qSE/U7U7131dN8w6TbGZ1fYLkLZO3KmsHpMWf0BbGb8WfcR1nm+Vd0cN0PV5dUeMk69MexRimk0EkJTru2HNgD3o3w599u56TvAJleze57y5WwMlKLc9CqzgTM1V1LaKa1j+6S8fnHKpZy8PMH68OXL039VWkCVigRhX5FM912NDH3DABXLxX8MwE3M/B9jE9jjzPz5rTVbEARB2AyjTvk+Sq7GdWKYKb63w85EfReA/wjrKPG7AJ5/tQ0V9hmbHEVU7Seq3WNUMyytWi5N0o4UKUs8Nu+nKAg7wohTvo+aoNfelGBimAD1bcz8PCL6EgAw8yIReVfbwEml6sZmlXtANyzWZbiq7OztKEY/KrhUwO6p0shP3YWGERiCq/J2OzZlBedcJwArUPDiWarEDcEwwPGs23Y7G2gqT90lm5OL5dOuQjeIco4UzIyjMw7Or4W5/jgyrTHraaz2s1lvGbM3fBN6y5ehYBBFkZ1MVBrugWMIls4D8TSfojj9fBSCtM7Fr+7Dn8XUbS+BclwwrOJydXUVFy9dwpEjR6Dj3FME4NErAW6Y9+Bqyu2LutyJcGhK510/YjGIQv6z4vQ/MtUnbA/j6iQxLIn8fG5ubqh70jBOEkFsEGvXpomOoLyPc0+hqByQkrxHCrAqvlh1ppXCtEtwVLzwbhh+CDQclSbsS9whQrYbehOHCVvfrsX4Gdm5YUZogOWewYpvExUmirjQAIvdgetEQj+yyrjEMih5KTBxnieu9f6Or6/6uhXi4FkodzTB0/lyIkLLVWgW5OUNR+H4rIMZLxYcxNd3dMbFMw43MOXaFPH9kOFHhBffMI1nH2vFTuOMXs8Hpg/h0PO/H80jN9i+i/oIVy5ALxyHd/wWKNezx129gv75RxFcegLhyuVYkskw/S46j3wRVz76DgTnHo7VCwpMGp/+7Ofx6c9+Dr7vA2A4BLT7ET780Cr+6bKfjrxcDaz2DZ5aCWKxi+1RAuIElLHjR8HJI/7KiPRc2Pdor4WffefHU+++jRgmQL0VwJ8DOEpE/wnAPwD4f6++iZNBVXBP8hgBRdUboeko9IJ8kkKtbOAKzGBUkVgHGc4nCARssrwkA29CPwLW+hWuEwGXpr2SZIdVmV8jHm6mLckXRRgoABM1XlV/uEVvJFghgVdhjbTQsrkuw8z1NRyF62ZdrPUZnVjhSES4bs7DtdNAu91GGNohqnI8TN98CtHaIoLli4CxSgrVmAbNHEZ0+QkEKxeR9KrprgDdZRi/ndY1fhuLn/1TQLtg0ulT3MWLl3D/1+6HRwwnTghpGLj/go9uaODqgSdfaIALnbhNGZVkxEgTOWYZqB3r+10Q9guJqm+Yqb4NAxQzvx/Av4ENSmcA/BAzf2DLrZwAtuN+MommoVX5ooDN9UfddVeLAqvr1ls2lb/YiQXVsNS2r+ack/g5CsI4or0WXvfuT2F1dXXDusOMoABgCnamR8Gm29j3FG9X1tm8arkdJaPVuicHjkc65RGQHVkVCeqcJAoOFQByqea3m8rRFYBifkBmRtOhUn0CcDhe18nScjUOTrmlYzSOPg3KKywUE0HN5V0nAMCEfXBUNj/pPfW1vJ8fgH4Q4PzFS6W+u9yJ0CkuKKJ6tDrKfhaEvUDU7+K3XvVczMzMbFh3GCeJXwXwSti0GQTghwB8gJl3ZTvzTjhJJBRdFpK+4vjFZJrO8CBdBAPo9A380IofTMZRoRcauxZlkjUJjjfflm9sjiqPIFwFzHg6t2gPAC2H0HIp3aybTNN5mQX+ZJ8UwTqvX82AIOt8ntyuKbsOZgZmtYkvRhi7sieBNLnmpa7Bsm/iqUTbR/2I8bWLPha79uiGGREzzi33cPcTy+gFsTjCRGATYfn+T6L9+L3WWSIKAROB/TbaD38BUXsJitiaxzLgNKfBzRkQKdtP2gFpFzPP/X541z7T7ocC4GiNwwcX8ILnPQdzM9Noxg4dRMAthzzceqgBT1PqHKEJONDSaDhqMD1K1uU92VCdX6fbfL+Lk8S+YKhvxmQ6SVRRcpeovP5hRlCvBvB8Zv51Zv41AHfA7ova8yRTXVYUN7gRpzehWCGXBBZbZl27k9QX1lGB4vUoQhANDpXUr0rVkASxLIEBOhVP7d3YUsmqyGwZA+ibZE0H6Z2RkYzS1rtuKt1Yc/0B+8WhbF0iuDQIrEmZowBPce7YiggHWgotx44ure0Qoekq3HLQy9V1lMKJhRZuPNQabANWGuR4mL/tO6BcD8Txrl6lQa05NE7cDnCUUSYwOOiCAz91f+cohOl30f7qR8EmTKfwwijChUtX8ODXH0IjtppKHh4evtxHLzQ5W6OIgaVelPoUJuUmfg/Fn0ndtKkg7EeKsxd1DBOgHkfedacB4JHNN2nCqREJVE3nFH31EqIa7WNV3UxMyeGpvD9fgqPKbxh8uIXydW6WuWNvsE5TFcCqjlflJEFEJRk+YGX01pswf+DFdr/UT8wM0++UDHlNd9UmMMw4T0RRBO01yoHZa9hUIpkXDDOuOXyg5CQRMbDQ1KX+d1XyeVf1s0QlQcgS9bt460++CLOzG284HmYflA/ga0T0Udj7xssA/AMRvRUAmPkXt9JYQRiOuht9nRijXE41Dw6CMClMspPEgFn8mw9+He9/43UbOkoME6D+PP5J+PgWWiZUsJmb5v69wdZceZ3gpKI+85Bae0EYVybcSSLBhL2h6g1jFvuHW27NHiBd/yigFVDwMAWBKx0V3JoJ1aq6HIsrilNEfcNoMJfLYyeJYjZeILb4KZRTfFFlNWL52FvFUYR+xTxf06FSZuGZhk0Xn+0TAnDtfAuX1vpWjBLXJceDO38NorXLMKFV6iki6NlDMCBo7SCK4v1KSsH0O1CNmdxcpGmvIPI7cJQCKyc9xhNnL+CWm07CUSqtTwDOrga4dtbNCVX6hmOXjHzfRQyoJF28TPUJ28CkO0kAAIc+3vsL3zvUFN+wMvN9TyqKKOBpQtOJb/SpwwRhvqEwlToq2MV6R1txQGJJlIgjHEWZ4BUv6rPdpBtGA8k4wf57xTcIMuWKgE7A6AScW0shWHfwyOSl6wyb1BA1YgnO2B6st0ep2B+K7Abdooy84SjMN3VOdk4Ajs44ODLt5I7TdBRefHIK1845ueD5zGOz+N7bj+LgtJuWk1K45qU/hblnvwzkJOIKhjN9ALPf8n1wD50ASMWlhKjXQdheSm2RSGmQ42L5U+9D56HPWSUgANWYwtmuxp9/+gGcvbKa9mlDE756zsc9Z3vwQ5P7XC60Q7T7SVm8UZitsCVRgI5BOjVB2FWifhfveeP3DO1oLgFqE2SdJLJoIrQcq7xLJOOJ7c+0CxsI4rqKCLMNbW18MsdQsQquaIkz8HlDLHe2woy1vklVcjoWTgTGuk6kKrvU+YDTUVPO+WCda822LVHkFf+dytqTH0qUd4O9Tkk9rQhzTQc6VvmpuM1TnsKxGSenZNSKcOuhBq6b1ZnjAgtTLr7ntmtyCQOJCDM3PhsHTv0AlNY2BQcA5TbQeNrz4R08DigHiOXliAKEK5egmjOg5ixIOwAbdB/9IrqP3QNv7gjUzCGQ0uj4Af72S48gCgLMeiqWkhMutiN85skuVNz/Sd+s9g06/YEnIMWfcSIGkVGUsN9RSg3twwcMtwYlDIGVI5efkK0SrFxerXhb//hV9etyQ9XV3wqbOWaVTB2w/VEU79V9WV1NpeMnknQqHEQ5HojKz1u2vKLd2i2VIQqgHLdsNMlcUvQZhp0iLZTHxYIgFIj6XfzBv3z50Kk2gA1GUER0gojeTEQfJKIvENEniejtRPT9VHU32OfUWfNUlW9Gk5Zs6i1iKhwjAOSm+QbHqK7L2FkT07qA5laOTKvX7WYbTkU/EfRURUppxwMqglFVf7AxiLpl+5V2P0JYsUegW6GTT8x+y+X1DiKCsB/Y7OgJQL2TBBG9F8B1AP4KwN0ALsDuh7oVwEsBfCuAf8vMn9xiuzfFTjpJ1JE6SvDgBp+sMxgebJzN1u2FGbdxDBwV2n1OBQSJCJrZumOnYoBY0ZDcsJP1sOT/056CF0976bi+o4CWq9In/+T+r5Vd88pOzwHV+65y03rZ66/oi3If2f8b5MUOib6u3TcITWbaEUA7MDi/FiI0NjgpNdgg+40lK4JoxOt6a36ITzx0BRfW+nZaUWuAGZ0n78PFuz8C0+9CeU0rfIhCdB7+PIILjwLahbdwFKxdKKXBibOE40G1ZgGlMf30U2g949tBbgONqRlot4mmq/AdNx/CDQenbGr6hoImwkJT4ZbDHpqOgqYk467NyNtyVamf7RTn5sZY4iSxLxjqSzGpThKJMGKdtafKwvWm+H6Tme+rKL8PwJ/FOaFObr6pk8+ggxkmk7bcWtwwphygHQzWogCg6djUHEs9k9YlADMe0Okz7NJFsrZid0P7yTxSTMQAjD1W6ljAwKpvMN8gNPRgrSg0dp1qvqHyyjIDEDPcguIve6biF2hQPqjMxbqFdB5JsYoPbHgQaO11K3QDa4GUHGPaVbh+3sWZ1UGCLUXWYmjKJTy+FKStmWu6ePnth/HhB69guRel5TM3PAt69gjOfeq/Q5EdZcLxMHPrC9GbO4Jw+byNfMxgNmBj4MwdBjl2HQwmQu+xe2C6qzj8Xa+FVhoGdrT091+/hFc86xrccmQqdZhY6hl89ZyPO0600uAEIBasGMx65f4HcepoIQh7nWRqbzOp3hNqp+lqglP29T4zP7yps+0xkptUsQw15UGFKqHOUSHVgRdIRj9FssEprVvzXdA1x0jbX1le/fv6hYPiqtGZKcjokz4qHkkriv35Cus9TFjx8+VMGv3Fc3atK+MwwUrb9BtEmREwA1oDhcSGURigdeI2UBycEkLDuOlQqxTYZzxVOY3brPhMqvpCEPYyVzO1l7ChSIKIXgzg1wHcENcnAMzMT9v02QThaqkTY6DGKqoyMNQE0QqHCQkiwjgyaU4SQa+Dd73+ezcljMgyjIrv3QD+FYAvYn1lsiCMNfU5hUV7J0wIE+Yk4TZx1aMnYLgAtczMH76qo+8Dqp7g6z6KYl6otJxs2o5hSNK/Fz/wiAGNsmNE9TGsw0HVl6bOSYJ5MKrYLjEaUflYxRxSCdOuwqpvCilJCJ6mNIVJWj6zAFMybiWQOwUVhTBRZo0Ltk+1Vrkpwd6Vs5iKgpwcXRGw2AlwaNrL7Yfz45MX+y4wgLvJfhaE9ZgkJ4nNOEbUUbsGRUTPI6LnAbiLiP4LEb0wKYvLBSDdeJqFiDDr5d0hGIyGY1VfOr3RW6lzyyU0CqnTFRGauuzKYN0J8hJpBWDFN+iFBek0WWVcMYFhxGzTzRek1jmFYcF5wrZ3iDQdFeWaqpMaTruUumokNOMU8E1ncCwC8IxDLm4/0rAbY+NyVxNe+ZzDuPVIC5rifWEAZq69GSde+mNozB+G0vYZjBwXrVu/Dd51dm2JVOwwoTRMrwOOU8ITKSjXg3/hG1j8wl/BdFfTdB6e5+GDX1/Dl852ESapTOL/PHjJRzswqcScAATGoBOa+KEi0//iLiHscTbrGFHHuiq+wr9PZX5nAN911WfdQxBZ+bfi/FO8dZIgqMigN3hghxvbHV3umIH8mggNh+Aog3aQP4anbUBKnCAoVsT5Ecf5lAYWTL2IERrGfFPnUj10Q5vJ1su4HhgG+gx4pay39sMtBt2NbqOpTD05vuGc0s9KrTkvOSdCM77ubpDUBTyHcHzGwaU4k609rMLRGYVDUxqfebKTHteBxotunMehaRef/cYaTJx/q3HgKE687LU4+6kPoLd8EdAOFADvyA1wFo6h/cAnoTwn3dwb9TpQU/NwZg4BjWkQEfpXTuPCx/8YJ1/+82jMLkDHSQ3vOdvD6dUAP/rNC5hybX6rwAAPXwlw44KLw1OD/g+NdZiYjz0Gs6PQqn4WhL3AVoQRWWoDFDO/FACI6GnM/Gj2NSISgUQBqnGMqHKSSIJaOERdW159Tk3VgaTKYSIred9usjfetKxGpEAVIwZr4VTuI7diz5CjCK6m3MMAAMw1HbiOzpnSEhG82QPw1xbz53MbUI6HEkRwWjN54142cMhA6/xQrxMwGppK7etHXJsHSmb0hP1AMrV3tcKILMO4QfxpRdkHtnxmYcvUzQ5VOkbUOBnIDFOe6j6qceHYYl1g45GpIEwS2zW1l7DeGtQzieifA5gnon+W+flp5DPsCjFOhZO3Q8Ccp1Irn8QUda6pcLClc8IJIsJcQ6FZ2MDkkJ2Ky35YCkDfWLfyvIM5YbVvN5bm153sU39osnWtLDMsrFGl+3G5XF78yq33Fax6zZrb5ssUAbNeeT3qwJSDE3Nurj80Ad9xwxS++Wgjdc8gACfmXPzkcw/hWdc0M64NhOtPvQy3fPdr0Fw4krZKt2Yx+4J/hqmnfSsQr1FBu9BeC8HaIkzgp9etpxZw+iufwrkv3YWgs5q2t6kJ/+3eZdxzZrAepQnoBMCji9bZPL0+AN3QfiZVNkhmg7U9QZgEtKO3bWovYb01qGcAeAWABQA/kClfBfDz23L2PUYyzaeB3PoSALQcwDXAWsBpuaOBgy2N1Z6BHw1kcsl6VCdIV3EAAK4uq/gMA35o3SW8zMZQPwKCiDHXHKxRMazlkqvsmlRSl2FVhA44nm4rXFcsw05Ud6UgVfFdzLpOlPqIGY7K3pjtsRvaWjn14hxRRASlgWtmHKz5UergDgBHpjQOXd/CV8/17DpVvJb0whtmcMvhBj72aDtW/BEaswfwtO/85zj/4N1YOvOYzQ3FgHfkRqiF6+A//sWMTJGBfhukCN6xW0GOC2ZGb+UynvrC3+Km59yBoydOxmniga9d6OHRKz5e9c0LmI5VMaEBnloOcaClcO2sk/ZF8pCQrB0OwmvcTSzTgMJkwqGf7nfaimqvyHprUB8E8EEieiEzf2bbzrjHSdeiKm7MYYXuO3WSKN2ZaregVt7EvConCY3K9RC3xuEgm4oj2wpkmpdd5B/mZpqVkg+OMThI3qEidnkoqAEV2YSHRdcJZkY3zJc7irDYY4CzRyAo7aC9eAkglUrVDQgwAWzOqMGIh5mhZg4DjpdRMDLAEY4evy7nIBIa4PC0i6aTtzRiAHMNXdnP6zl5CMKksRUro42oDVBE9MMAPsHMnyGiIwB+A8DzANwP4E3M/NS2tmQfUPvZ1cSiquK6sLXTbOZ7uB3f2ToRSm0Yr3ihrh2kCFzYgr5ZdV3VFJ2EIGG7GUcniaCnt3VaL8t6U3z/iZlvj3//HQCfBfB/A/huAO8F8LJtb40gCIJQzxg6SbjN0SmE1wtQ2SXrm5n5VfHvf0BEvzyS1uxTqj7aupHBZsx66lV+wzlG7AZ1p95MTi0vSXRYuH7letD9LqJMbielHbApu/VGYQhV6FUCEIZ9aEfnyvuRqewzu3+tnOwQECcJ4eoYNyeJ7XCLWI/1ZOYfJ6L/QESt+PcfAgAieimA5ZG0Zo9ARCXLHoZd+ykq9DhW9BUVbEoRptyyS7ZTsfeJyNrtlB0jEOegypf3I7upuCh9DlKHg3y7EweJjZwkNktV0NGq7KoBAAdaGrNefm1KK8JzjjdLbuK3HHLx4pNT8LTdb0bxuW499RIcPH4DlBqcQE8voHXri6GbM1DagVIKIELUW0PUXgI42ShMUG4DX/vql7G8tASTOE/A5rb6/FMd9MK8k8TlToQVv9z/3SQvWIVjxyj6WRBGwRA5nrbMegHqX8KuHH8dwCthc0AlCr6fGElr9hBJkEoe5BNVWsNRmG3Ybk+shRQRZhsac42BrkuRDWgznrJJChFLtLXdqOrFAghHDZIYBoYRGB7UVYSICWt960ShkAQ4u9HVD/PtBRFCRm6jal36kO3qo4GabYCjCFMO0uCSJAJcaDk4OuPk3j/taTz7WBMn5lxoZRWQnqPxjCNNvObZ81ho2v5rOYRGs4kbn30HnvnC7wa5DejpA6DmLJzZQ2h903dBHzoJeNPQ88ehm9MwvTUEi2cBtwE1ewhq4RhCA3z9wQfw+CMPY9olXDfn4mDLul587JE1LHYjuAqY8ghaExZ7BqdXQ4CsmlLHShQ/sp9VEYlLwiSw3fud6lhPxRfAptn4dSKaB+Aw8+WRtWQPQkRQilHMFq7im1Xx/uQogqpyVNAKqCwvn5Nh9xkVvzSGkTM4Teomxxqm3JaVz7lVskq/QRlBE5fO52qCJsrlaSIiLLQ0LnejXHD1HIWjMy78KMgdY3r+YCk9PBHBOXAtFEeIooxigg3c6TnAm87V77TXcKil4GQ2vhkGlnoRTi64ub5LXC+qPpM6ZPZPGGe2e79T7XmGqcTMy9ngRETPHF2TBEEQhHFlO62MNmKoAFXB325rK/YwBKRTdFmmXIUpNz+9RQDmmyp1SEhwNaFVWI8i1KxHMdAPbSr1LIbLTgYEu5k3jPKuEwSkayRZGKNzPahaj3IUpQ4cWY5Ma8x4+fKWq3DbkQZmCu63z7u2he+4YQqNTJ9qAr7lBS/CkWPXZmoSvPmj8G58LlRjMFoi7aK/dAHR6sWcmCJypnDXA2dxZrGd9pMiYMWP8JVzXXQzaZIV2fWoVT8q9WnfoOQuMcp+FoStsBPrTlnW2wf11rqXYN0lhCFJglRkBhkfdWyE6mpCp28QGrsfRwGY8YAwAtrBwFEBALSrUmujZOFeA1CIJnnssgAAIABJREFU15jiTbkMG3giw7FbuH1/4mTgKUbTJSTh0TBgIoarAYcojaYmXrUvbvZNFvNtG7ahf+KDqDilYHZjL8Gmsw8iTqf1XE2YUwoznr3xGwYchwAQbjvi4XInxJPLIRjAfFNjrqFw/byHTz/Rxrk1ux7kOtN4+q3PxLUnTuLBB76GkDWUIhADrZtfgGjxNKLVS4D2ABOBu6sIu6twDt+IxuGTgNZY7YW4+7FLODjt4btuO4YDUw4CAyx2DT73VAdPP+Dh6Yca0GT7fq3PaAcRDrcUPEelDyeBsdfuqOp+FoRxYJQbcutYT2b+WgBvAuBXvPbq0TRn75H7ICnrMEHpDdgUpN1EZM0NKD/yStZliuOxxB29iIrFBZVOEhWOFA7VO0mUrqumfCsk7hC2DcV1sfydOnF+twE8X848CL7JcV1tA362MikN0g4icoE4yCfl0C7gNNK6Jh49eYevB7STcZJgNF2NudbANSIJLAstHeepGpSD7dpY6Q+8pkNlKUrIspsbdUe5IbeO9QLUFwDcx8yfLr5ARL8+shYJKRVbebbtuNsz8tn6MUrHxGgUg0B5Kg2w05haKYRR3kqi9tKoPCteY3IBh8TSSNhmdnGj7ig35NaxXoD6EQC9qheY+abRNEcQBEGoY7c26o56Q24dtSIJZr7CzJ1smaR631lGNZKwU1BbP/q4ro/UPeSpCsEFESGqcJLgujEUV9St6YfASEp3YfLZaWFEls2q+H5/JK3YJ2iq7vBpr+wYocmm0CjiaBrayDQyVixRvEn2Qpt6vaQoi+uW3A2QdT3gtBzYuSBl183yKCIsNFWp/GBL4/CULpW/6PopLDRV6vJBAKaaTTztxpPQWuX2ibkLR+HMHEijnVIKRAr9i98AoiCdiCQCLqwFuP9CL3Wrp/jnsSs+Vv0IpqCoXOlFJXeJgYNEdT8Lwm6wUxty69hsgJIJ9S1AsWrPLfS6VtYxImvxQ0RoOgpzjbwAgojgOXkpeuI8kf1wtLLBLGQbkBLln6PsSMKPbM6o7A3QgNCLUApeSZLFIoPgtfm+qIOofC2ADUYNR5Vk501H4ci0RjPTd1oRrl9w8cwjXs5yaqGp8T1Pn8Hzjjdzbh3XHr0Gz/+W52BmZgZECnBcwG3COXITvGO3gJwGqDEDfeh6AAT/4hOI1pagtcbs7Bxm5xfw9csBPvLQKtr9CK4GDk9puI7CP13u45ErPgCOHS1s/y51ozg9vc0fpmkgL0/7Apt3VReE7WZ2dnbX1lI3G6D+/Uhasc9QVB4NJDZIVXWL+6IAG2R0cjOn5BjJTTdRuVmSQOIU8kBFqVS8XF7FYHwweur+HopuGIC91pZbHkm1XFXaF0VEuOmAzcabVTi6roOjR4/CbTRAGSGEas6gcfh6qJlDuXLjr+HAwjwajYHSrxswLrQjHGjqXDuXfQNXlXN29UMDVXGtFF+T6CuE3cbOHOzeF3E9kUQKEV0H4AYAV4joOwGAmT85yoYJgiAIu0ey72knHCPq2HAERUT/GcA/Avh3AP51/PPmEbdrz5OMfrIwrNlptpzjDbiNilGUq6v3P1URGet4XnIwj8quE0B5mm/Qnp1b+K+7NOtZmC/TijDXKK/lHZ7SuGa6bFp46tomDjTzX//ZVgM3nTgGR2fKiUDTB6GaeS8+JoXlyxcRBv1cezv9CP90yc/1qSLg7EqIVb8ssEg2XueODZSc6QVhp9kpv731GGYE9UMAnsHMVRt2hatExYIJJiCIkoTjdn3KVdaZvBc7SVjXCTtF1A2t+awi6zyhlV236Id2g2vVJlcVr28Exm4sbTjxdBPseY1hRMxw1cB1ggGEDCjmwWbTzB5hrslztN0kZ8jeqjXBGsYyUkdwJ25701VY7UU2FTxsmo75hsbRGQePXOmjF9r6JxdcXDfn4sxqgK+c861jxdw0DsxO4fjhg3jw8dO4uNIBuS27Ebo5DZ5eQLB8EU6jCVYuep01+N02pmfncfjwYRydcdELgccWAzy5HOLZx5q4YcFD0yGs9Bmr/QDTHuH6eRdTjgKR/UyCPqOhGY14CjDJyWUd6CVICTvPTvrtrccwAepRAC6qHSVqIaL3AHgFgAvM/KyK118C4IMAHouL/oyZ/8NmzjHJpE8lnPdIKNr+xKXpeoQmzo17ExcJVTMWrrIpSkQI2fhiGLHVTrGhyAS+/HGB0Sbdyx46O5hIzklp0r9B5CTY4Otn9t0qBTRLoy4b3A+2dBrAk5M6jsbUzCxUb7B+B1IgpxG7oGcFJAxt+jg246Qy9oiBKGI0HJv/K+sk0e5znOcr32+Jm4isOwnrsRNOEkGvg3e9fndk5UXW8+J7G+zfVAfAl4no75AJUsz8ixsc+w9gU8X/0Tp1PsXMrxi6tXsQ651X8ZRcZ09wFccvUrUwX/v+TR57Jxl0Ub4dXOPBEZZn2BCxHaEWX4tM+VNJhN/FcqXKAg0A8Sgp/0pdl0lgEoZiB5wk3CZ2fWovYb0R1N3x/78I4EOF1za8czLzJ4noxqtrliAIglBk1E4SiTBipx0j6lgvYeEfAgAR/RIzvyX7GhH90jad/4VE9BUAZwC8mZm/tk3HFVLK5rL7lbpeWC9x4LBU9XJUVXGddgjCOLCb+56KDLMP6qcqyn56G859D4AbmPk5AN4G4C/qKhLR64jobiK6++LFnfehGjXFjbsAp+kXSnUrHBUA1Kr5OLHQzpBs3K1S9DFzrnrE1Ztxk3xROyU0q7q8Ohf3hkN2PS1byIwTc06aRj5h1lM4MeeW1H8nDs1iuuGkopHkZe21AAwUmIoIq50uVrv9Uq6tBy/00AvzObgMAxfWwlL/BxUbpJP6wv4me//rd1dHeq7d3vdUpDZAEdGriegvAdxERB/K/NwFYMup35l5hZnX4t//GoBLRIdr6r6TmU8x86kjR45s9dRjh6MITR2r+uKbPhFhylWYLiQ1VGQX3otBzdEET+c/0FQBlwlSmuwLnYCtk0F8A1QAIib44cD1O3EyMLAp1otijsSvbieCFFF1kHIUwSsEI60IB1oas4mMPBaizDc1nnVNA4emBrJzRYTnHGvi209OYcodHKXVcHHq5uO46eiC7QdFcF0XbmsajdmDUHEqDqc5BW/2EB6/3MajF1ZgjIEm4OCUBojwmSc6eHyxj8RJYq5BWOkbfGOpDz/eEa3IroOl7h4VgpD4MsbW/1AYHdn7n9ca3dRbYmu028q9LOutQX0awFkAhwH8ZqZ8FcBXt3piIjoG4DwzMxG9APYeueXAN6kQETzN6Ib5cq1seVaVllgmBQWTUyKCoxlBVL3orgsqscBYv7+i60RogIbKm6tWKQ2T8p163srmz8qX2zxZYeHG3nQIXWXQz/SdVoST8y4ud6JcX8w3NW456OG+C37qpEFEuO7QLC6t9rDmhwP1oFJwpmbhqflcX7T9EB2/j1uvmU5dJxjA40sBbj/SQDPzVBEa4FInxPVzXs51ImL74xTUl9k+EIRRMA77noqstwb1DQDfIKIfAnAd7N/aGWY+P8yBiei/AXgJgMNE9BSAX4OVq4OZ3wGbzuMNRBQC6AL4UZadiZUMpNSF8srS6ptYUVaeLa8+53ptGT/qRI+bUc1RYi9UEQCrg0X1wTcTWCatn4W9yTi4RlSxnsz8WwC8A8A8gNNx8QkiWgLwRma+Z70DM/O6WXeZ+XdgZehCDANpevAsBLtHqSiFdpStWxxRKKoxd+XyDTE05VTjgHWe0Cq/z8kuT5X3PiUziLt9T626blfHG3oLnXp4SmOpF+X61NOEYzMOnlrJD2MPzjTB6KHtD8qJ6P9v782DZcnu+s7P72TWdte39Xv91IvU3Wq0IIuWaMsIJCwhMJJmRkLBMJiJMGosLBhQIJsZwmLG4XF4CBscXsaMWSwZIRFjg4xAdjNSCwwIJMK0TAu11tbSrVZL3a3ufvt2760l8zd/nMyszKzMenXfu7Xd+/tE1Ht1T506depU1fnlOb/f+f5wzmWZdlN6MZzd9np82YoLePrKgOOrIe2SY3GrH7PWLO77e9HY0YPQizLOxv5jEVdPMH6L7z3Aj6nqx/OFIvJtwK8D3zLFfh0o8nEJoRNCvOFI59TQ+fJYYXvgU5OnB1LBb9X1Is3SPATOp04fxF4pIhWUTYMdfB2/jZQeKg1ECZ0QOL+K8OXQcIpzQz9YnDRSdQA4bXva3/HMt1YqC5MB6MfDx1YajpWGlxS6uBNl5Teth5xcC3ny0oDTW34P8NhKwJFOwB1HYj75jR0udmMCJzz72Bq3HF3j1MVtHnnmIs45XBD69PJJNl4RWFvpcGng+PKZHqtNxx2Hmxxqe1/Y1y8MePzigJvWQ27ZbNAJHYEIF3ZiLnZjjnYC2g2XKIMo/VgqA2VmOc7GwWBRV08w3kCtlo0TgKreLyKrVU8wro06xYi8LwS8ukTD+Qk4rQ/eiERp6oz0ql3Er4CUkZksdAzlixIihXaWa6pYHmi1YoTWlE+bnAhHrmzYj7w/Ki1vhX411UsGNY0APL4acHrLG660bK0ZcPNGyJfO9LMxdQInDnV45nLfaxoyHO9Go0Gn3fIGCz9ml7ox/VhZb7usXBWevDTgzqMtmuHQR6UKV/oxay1XkKqKsSg+o8g0lCT6O8FCrp5gvIG6T0Q+iFeC+HpSdgvww8CHp92xA0+FM6ROdaJWjYLq0DfH6JZeuvoqP2HcOYR5f6HrfHDVfjnJEgrmiZIts7L3c3tQOdL0orhCSUIyI5Tvw+FOUKlX2KiIjQ+zQInS57J4c4YxT6agJOHCuhN782dckMRPicjrgDfigyQEeBz4pSQs3DCMhDpjaRh7yTSUJHSwuDrgY8ViVfU+4L4Z9cWYETaR7j1aEXBvManGorPI/icYf1D3xbn7DRH5B8lB3X8iIiuz6d7BZbjlVmQ0s1FSXvFJ1u0OVSkWKD5yr1ye+sFG6mdKEqOz8Lwn5so06ap0GqMPtEKhFYzmlzqxGhLKaFvH1pqFMgHiKM4CV/J9+Or53kiurUjh7FY0Ur7djzN1jjzmgzKmzSJJG5UZ52J4T+7+zwPPxR/Y7eDDz409wlW4ivzBXfGRafhJP1YIAkcnHJX4aYWOVlhUnRDxkW3lDzlWHw6dl+AJHAxU6WeJ8oaP9eJRo6YMJ89yeer4n7ahEqkeOydeXSINQ9BESWK1GXBkJcgi49LAiG861uTmjTAzPKpwuBPyymevcnKtuMnw7KOrPO/G9ezQrXNCEIb0BxGDKCIdt3YgXO7G/LfHtzm7NfBpOQQ2WwGPnu/z8NleFvoeipe7On1lwJVeXBj/WHMpP5J7FsFnHBTG+sBz918D/B1V/VPgp4G7ptqrA0jdwdEwcF4CqVTeqhDqC5zQDId10luQhIkLw5Bz8NGAgfiovtSZn08CmK9bdd4qrV/FLC/868auLhjhcCcoSDeJCEdWQk6u+8FLyxuB8M3H26w1i+2stUK+6fgajUaIC8Ls6jOKlRDYbDlaSaqNXqR85ukua03HoXaQ9eliN+bRcz2azq/i0jau9GKffBIpjH/2vnKRnoZxvSya9l6ZcT6oTRF5E96ItVS1D5BIE9nGwxSoc7RLVZhZTf1MDWGkvOY1S+Hm+baXidqxqyiv+0HWZQh2NRGVTqRCdqm6HVehRqHUbEeyOzUQw7gWFt3/BONXUH8KvAGfFfd+ETkBpBp6p2fQNyNH1bxUN1fVTXpVVPk9/HZihW+J0brD51TXnzd1QzGqIO8n/3Y4+ozVhlQqy682RwtVGfEvAVzqjvqdwCtJlIlVq8e/4rMyjGtlUdUj8owLM/+RmvKn8Ft+xhSoUklIlSQGMYmPyD/eyJQkNLuSF6AZ+MmsFw3FXNN5N3/4M5ShfFLoNBMtVbyqtotjmoFfKaRriIGCyylJ5L/aVQd30+CBWfwGqsduVJkDfKr3SOHCTpQdfD7cdhxqNzm/E/H4hUHmI3rhDS1ihS+e6fHkJS931A4ddxzt0B3EPHq2y84gphE4BsDFXkw7hHbgaATCoXbAl870CF2PO460ONIJaIVe4Par5/usNgbcvNmgGThC57cFezsx7SRlfErq23MVclOGsRuWYfUE47X4XqGqfzbm8Q3gVlX97FR6dgCpUkjw5f6B0Hnj1CupJDSclzrSXJkINNER1YkAP8Hlnw/eUIkU9d9i9e12wmLdOGmtaqKsMlKa/DPNOfXqYwcaKXGuPBQ41Hac3oqzsRPgcDtAY+Wr570xcomSxPOPNun2Y87txFl5pxFw+9E2j5ztITI0/r0IOiEcXQmSg9Te5/flM11e+ewVVhsuk5+60le+fmHAC463CuO/M9AsGCY/dLEZqQPLXilJLLJ6RJ5xPqjvF5F/hleN+ARwCmjjo/leDTwb+F+n3sMDSOryqPKdjOoY1CtJ1G0G1apwV5TVJUIsSyWNY5a+k92OXawV/jcRrvRH6wZOuNAd3ZLrRX5FmV+hxQobOcHYPKtNVxgPpXq7ELze4mJPIcZM2SMliUVWj8gzbovv74nIYXxajB8ATuLTYjwE/NtxqyvDOGhUxFGYYTH2nL1Sklhk9Yg847b4Xg7cr6rvAt41uy4ZhmEY02JZ/E8wPorvzcAnROS3ROSeJHrPmCeqtR9YZZTfLi/hq7YEs8AzHS2fNKIsde7Pm6roxrqIx5WGqxzTjaYbPSSd5JzKt+XwiuZVEZJeNaJYvpXkCCnX70fVMsC+rQUYVGMpWWT1iDy1BkpVf1xVXwr8I+Aw8B4R+fNE6ug7RaROdcfYA6SgkDBUQ2gEQjscNUh51YmUQCRJ6T7Zaw4iHyJdUIZQ6A4gKskaxUCMFHJZ1b4XZnt+pzh2QxpOaOTT2Kv3Nx1dCegkg5cqYBzqhNx5rEUnHEYwxgovPtnmjiPNgpEKnHDb4SbrzaFRC5w3Ok9fjjIVdcEfyv3kkzt87Xw/CzsPkgO5j13osd0fGjWH92/FyWdfGP9UYaJGbsow9gPjVlAAqOoXVPVfqeprge8C/gzvkxrJFWXsLamUT5lAhE5YrutVJ5puqOOXHsJthXJVyZBUtSDWYWh4mpZD8VFpJOoGPqlhkvuIoTGoSo1epYYwC6rGLlXVSFc86bTuRFhvBaw0fHka7NBpOO481iJIMxcnbZzcaHDXyTZRKg2FD2e/cb3hQ8gDoRH4E/rdSHni4oB2KGy0nM+oK8LjFwc8fLZHJxTWWy47RvDEpQG9KKbh/MWIiNSerZqFnJSx/1h09Yg8Y9XMU5JgiWfhgyQ+bOk25o8PiR7d/vFGoirSj8qlTt3qRqhRmKiLAFwiNQqpGYxaxYhyiB4Q1kTXNQLJzpMVypOcUXkGcdLOSKh+vaqFYVwPy+R/gvFBEpvATwI/BDQZhpmfEJH7gV9W1Y/MpJfGTEl9RuU50m8njRqjqrppO8s2zVaZrrot0tBBNGG0bhRrZWj+INZcskJPum23n8fZmB/L4n+C8Suo9+Oz6b5SVc/nHxCRbwX+lojcrqq/Ns0OGsNVTtnf0wkT1YcB5E/nNFy6VTWs3QigAfQjcqnkayY2hT4QlCbVfuwn1GZIYZUQAXHNBDxLJYkqqtQlADqhEGkxCKETCu21gEvdmCt9zQzyHYebdCPlaxf6bCXlrUD4jltXeOrygC+d6dFPDNVa07HadJzfjthO8s43HXzlXJ+VhnDjWkgr9IEWgvLJJ3d41nrIzZsNAucllc53lUu9PkdXQlZymkzbkf9MmsFwhZUap3mPs2FMg3HnoL5nzGOfwB/eNWbAcNLXwiHUVES2HcLOYOgjAQhEkdhLE+XbaASKi9NU5/nTormUe6k6d+KPagXDq3lvEJWG08L2VCqDFFapSyT/zMsXlXZCC+VCgOIC2ImGZQKstxyNQDmzFWXl7VB47pEmXz3X40J3qMRx41rIoXbAxx/fph8P2ziyErDVi9nqa7Yq2+4rj57r88LjTTbbQ4WJb1wecLEb8VdvXsk0/yKFU1cGHOoEyWcyLN8e+IsTV7ogmOc4G7PhepUk+jvVh8cXlUl9UDfhlSOy+qr60Wl1yqhGREbCk9Mv26hKQrI8qqjvZX1GGt+dkkSF76S231WvN2PSFWixTHJ5loY4EXb6o3t3ToRLvaKShIhwuRdVpB2RLHovH6nvBA6VFCbiJGrQ5S1RUn+t6UYGbxjUMlo+73E2psx1Kkksi4JEylUNlIj8AvCDwOfxuzngfztmoA4Iy3TFtWfs8i1XxFEglR6t3fmMDuDIG2O4XiWJqLe9VMcSJllBfR/wPFVdDm0MYwqYG94wjNlz1XNQwFfw/nVjAagzE3thPupyOlVdcI3LTTSinlDTxiIT1ASQhG50K7QZyMjqCch2WQtFWp2FuDuIK8eoH1M7ePthnA1jHOPCzP8f/Hd+C3hQRP4IyFZRqvpT0++eUaZOrbsT+sO0g9wDTnxU2KA0I4Yun8K9GHjhY5khnVp9CnhoOE0m3CSiL/JBEgE6ElgRSJp2Y9iOZv/k3seMqQ4h92obXrGBLFhkteEIRDm/U/TuPf9Yiycu9jm7HWVKDisNx7ecaPOlM122B5oZifWmY8fFXOkNfVHOweee2eE5h5qst1wWjXdhJ+KhUzvcebRFI8nB5QTObQ/8mFIMPe8O1NcrpU5ZhHE2FpdlOqQL47f4Hkj+/wRwb+kxu06bE2lKd1UtXIl7xQgfhtzN+UGdCA3nkxoO6/pkhWlSwzzDSDBFkCxnUS8mSV44fL0o9k7JVjBUr4BhyHP6Wvm25xpynosbyX+BnQitwBupRBIPEaHT8Cocz1yOsjD+wAm3Hmqy2R7w5TO9LOHjesvx0pNtPn+qy9ntJF+UE1aaAe1QOb8TETp/6DdSeORcn+OrAc851KCVBJxc7Cp/+eQOd51ss9l2Wdh+FCuR+P6nskjgP9NAGD1HhQVMGKMs2yFdGB9m/l4AEXm7qv7r/GMi8vZpd8wYTxpiXqbqUKmIv9IuZzIaN4FVtgOVV19547QM1EX0ORlV5nAiOAdxafDaoRvZqpNEMilNaJi14YRW6Eba3hkoDVeMhlRgEI0e3kWLxilf3zAmZZkO6cJkPqg3V5Tds8f9MAzDMIwC43xQPwT8z8BtIpLf4lsHzky7Y8bVcTLqGBe8P6pf8kcFzgvGRrFmz1G8PyoViM0TxeCk6N/oRoqLNdnqG16F9WJ/MDivJJG+Rjk1eVo+7y2oKn9U4ITVhrAziAtBD8dWQnqR36ZL04wEIrz4RJsnLvY5lRzoVYUTqwGH244vn+1lqhOqfhs0Vj9WKYNI+czTO9x6qMnhtktWcfDYBd/mc480aadKEgKnr0R0GpJk5B2Ocy/xEZb1++qkkYzl5XoO6i7bIV0Y74P6r8A3gGPAv8iVXwI+Pc1OGZORbvOJDA1MqmTQDJQghjRDeep/Eed9GoNcG4GAU838KSlpm3kjE2u6NeUNVVoeqb+VJ8o08KBK9cCLou7pkExMVbBJOj6dhqMfKd3IB4AETmgLnFgLOXPFSxiJeGHYWw81uGE14AunewwUGoGjEcCLj3vj9diFfvJ6Ph2KExioEubkox491+N0U3jh8TaNRNX8Ujfmwad2uO1QIws2UWCrr+wMIg53goLcVD/2n1Mz8HWXbB4yJuU6Duou2yFdGO+Degx4TES+D7gJ/1t+UlWfnlXnjKuTTfqVihHl6ddPzNEuYpHrVjqNCiWJOl9U3WQ57zm0bKTS95MqduTfX2r4d0pW3InQj0ZXoM4JF7rFCMBUwaORj7jDP3elGRT8UakBP7oSUh6p1GiOpDZJF1vzHlhjalzPQd1lSfOeZ9wW313ArwKbwBNJ8c0ich74CVX9yxn0z7gO9m6iuv6Glm1roUYEopL6Y8y7uxCoonKFKfWvuXTjbMyEqLfNv7nnFayvX7uO3zwYFyTxHuDtqvoCVf3u5PZ84O8Cvz6T3hmGYRjXTdDs8NPv+ySXL1+ed1d2xTgDtaqqI1lzVfV+YHV6XTL2jJoL+N1eZFcqTIxRkpi0jbSdRaRuiKrGLg1WGS2XiX1sPvhitNwfsi4pRmhN/2o+E8u8a0S9bf7lD76EtbW1eXdlV4wzUPeJyAdF5AdF5NuT2w+KyAeBD8+qg8ZkjBybSQIQwir/kRudOCVRnSiTRfyVZrjuQLOItnzdQUyWcC/fl1R1wZcPlRWyx+c0gabBI2WagT/gPMT3/fhqSMMVn7PedNy62fDBJmltVW473ORoJxgebk4eywJacm08fXnAo+d7WWr39LHPn+omwSvDAYoVzm9HPiIzN3CDJFAlHec0gjA/zsbBZFlXUOOCJH5KRF4HvBEfJCHA48AvWcr3xSM7jKs5pQQRGgGE6tUl8sEAzcAHAvSSSDXwjn0nPpov7/RPjVSQJBtKgsp82LkkShJZ2g8f9hw6HxmYOf2TPlWcPyVpbm5URvSJV5FoqLLVH+rkNQLhxFrI5W7EuR3NxvmG1ZDDnYAvnu5yuefD1MNAuONoixPdiM8+0y2ErpcTDCrw+MUBz1yJeMnJNp3QETofnXelHxM6ySlECP0YzmxFbLQc7QaZ6kcqYVW+2NDcHXNTHTyi3jb/+p5XLN0KaqyauareB9w3o74Y10lqpAZaUS46ImjqkvJy3UC0UtDUP6f4d129eGwI+eLNkHUah05Gk2aICJ1mwLmdQaFu6ISNVsCFbjHSb60VEMjoWCl+xZUv7kXeIK63gkLdQayVSh69SGk3imHlSjr+izfOxnwImh3e/h8e4Lf/t2exubk57+5MTO0Wn4i8OHe/ISL/QETuFZF/IiIrs+meYRiGsRdEvZ2lygUF41dQ7wFemtz/eeAo/sDu9+HDz394qj0zrpkg0Y7LfxWD5JBov3QYN3R+qy+9utdkHymQ0QR8kUIcKYGjsHW3PfAHRFP9OE18ITH+wHA5e6wkh4sXMV15VXR5KxAG6hXcUxxww2rA+Z2YXjTdWR8YAAAgAElEQVT0qR1qOxpBg69d6GcHn1WV5x5tcupKxOlMdcKPeR9ouOFqRxUePdfn3HbMc482h5p8Cp98aodbNxscWwmzNrqRcm5b2WwHhfEfqFcCSdU90okpXbVZOPpyYkoSQ/Lv5DXAX1XVvoh8FPjUdLtlXCupukTgvFxROqUGSaRZEHgF89ROpVtYTvwEnNZ3ThDVQhswDIQI3PAkjqpXlwhEaYXD47oK7EQQihLmjRrLJYMUOCEAmk7Y7sfE+PHpOO+n2urFnN72h3JXWwErTcfRlZCvnOty6rJPy7HRClhrOk6uh3zhdJcrPd+2At0IGqKJcrxwYSfmUjfmyUt9XnSinW09XtiJ+Vy3y2arz/Nv8Gk54thv/3UvD1hrOtZajnT88+oe+eGsU/cwlgBTksjYFJE34S+4WqraB1BVFSk5LoyFYqiIMMxNlAU3AOU1gjdqedWDoaJCoY0cVTpvaYDGyJw3Zg7M5ziaNwU/jubLhyocZUX4VO287KMKxGvtleu2Q7jSG1VN93m0hgY8UogisuCIlFhha+AvQPKksZGV4z+8ljCWnOtRkli2dO8w3kD9KfCG5P79InJCVZ8WkRuB09PvmnG9SHkpML72birvrh/UX6kvinG6PrwQb9l4xRVBF+Pmh6pPoFERaeITQjJidMaNs2EsI+PCzH+kpvwp/JafYRiGsURcunSJzc3NpbmQmSQfVIaIvHNaHTH2N5NuLeQP8pbL61QSFoHqbuxOoa+qvCqMf9x7rh7nqkbqn79s20DGZATNDm/9tY9x6dKleXdlYnZloIC7p9ILYyoMwxWKNILR8jQdRBlXobSgqgyiZCLLTWbpwd/8JKdJWapwAENfSVl1Iv0/Vago3HKvDUP1Cc3d30uq3rOq0q4YpE4orDVl5Dm3HW6y0pCCkkTghOcebmRRlSmxkqlIpHVVlU89tT1ipLb6MV852ysoSagqF3ciH8SRK1NVdgZKXBhnvx05qjoxOs7G/mEZ5Y52a6CemUovjKkgIoRBUcJI8I73TkhBykeAZujohEUZpLSNwKWh0V5pIlIvd9RPJsk49mHTvUi50oszI5MmQ9wZ+Ikyld+JGKpODCfKYfLEQS56MA2+yFQyklVWNpmm/+/hnJrlz6I4WYdJUsOwNEY3rDa4aSMkyJWvNB13nexw2+Fm1s9Y4cb1Bnc/q8OhlkNVs9xT2wN/SDeOlUGsbPWVZ65EnNuOfLkq/Shme6A8cq7Pxx7b4sKOr7/TV670lScuDnjq0oAo9hGY232vInKxm6iJqL9YGKg/cuDL6sfZDNX+IT2s++STTy7N57orA6Wqr51WR4zpkWZq9WHFwzKfGXe0vMox70S8YSlFAkTxMEtvigLdQVxYEYA3RH0dDSaIlJFwdvBnuarUF3zwgYyU7zWSG5diudAMJYlyHOZlagaOjZIChIhw43pjREmiEQjP2mhkBiElNebbg6IB3uor2/24cI5tZ6A8crbH5W4xA/CVXsylnSg7n5Wv34uL4694Q1X+XIfBn8vhqzAmRfjb//YjXLx4cd4dmYixUkcAIvJNwM8Az87XV9XvmmK/DMMwjCkQ9Xa4ePEiIsL6+vpCX4Rc1UABv41XjngXfmfGWELSr2BVGPOgtAIS/PZfWXUiSITjRlZRCgE54dNkC687UFphXnVC6Q6UhnOEub2wWJUoLqaQT7cHU1WLEdHZ8iHfxH+SV0lI66a1rvV3WBeA33DFrUjwKujrTcelXnGQbtls8syVAZdz5aGDWzcbPFZSncj/yPIZkz/11A53HGlmOn2qyvmdiC+c7vK8Y60sBXysylOX+2y2QzbbwxXdIFYu7Hidv8ANx7kfK5FQGn+/DRg4LWj65cd0gee1fcv1KEkMWeftv/MFBt0t/t//5dVsbGzsSd+mwSQGaqCqvzL1nhhTJdvCo7ilFDrvVxnE0E8ESQMHAUIz8IrlgzjxUQWSbbF5f1J2pJdIQXQ4madb3P2e0g7JlLYBelFMGEE7lMIW1/ZAaTglEBlO0pqqcxcP/uTVEPJ4lfBsgyptImvrWibV1B+Vf1+pEW8470dLDcxKQ+g0Ag61A56+3KeXjN3NGyHPWg85tTXg4TO9TF1ivem4ZbPBF0/3ePJSP2s7fbdxHGdSVF863ePhMz3uPNrkeTe0uNz1MktO4Mtne9x9U4fD7YALO1694pmtiPWm4zmHGpm/CeByb8BGy7HaFAY5lftepHQaiTRSOp6xvxjwB4MXT/XjwHEdShJ54igmGkQL74sal/L9SHL390TkJ4APAFlSe1U9O+W+GXtIfmWSqCEVViCBxETZn/lyJc6VC0Ndv7IvSak4mIqf+PIrJvATej/SEcXtQQzqRiWQvNJC0Uj59zM6QWaGs2LirFRauAr5VUyVbyYQZZArF0Ccl30a9FKL5tUlblgJeORsztAlKVGOrTi+cak4hkqiOqHFcXjsfI8jKwFBYkgihWigPHquhx5qFFZBF7oxZ3dimjnpCd9uTMO5kXHux14aKT9IMeCuYdyMved6lCTKLIOyxLgV1Cco7pD8TO4xBW6fVqeM6ZEKh5b3naVWdqK6fFff65qJbTfzneT+nYRRU5a0cx2TbKpzOGnd8lZo8khlE+lKqCzQW2X0SQJWtPRe8lt0ecKKoBev+1dx3CB90DgQLPrB3dooPlW9TVVvB16Q3M9uwAuv1rCIvFtEnhGRz9Y8LiLyiyLysIh8WkReWlXPmAaL+WU0Zot9Cw42QbPDW975Jwsd0TdJmPl/nbCszHuAcWHprwPuTG5vBczPZcyFWe9y1L1cVXld3Urjsti7NcYCsug5osYlLLxRRL4V6IjIS0TkpcntVcBVExaq6keBcX6qNwK/oZ77gUMicnKX/Tf2kKoMuIGrV6OYlDgeVSZIo8fK5cXDuGnd5JxU6eBouv2VRpaVGXnNtG7q0yndn4SqsSirQqRstNyIEocTeNZ6WDwMDRxfDVlpuJFU7Z2w+LoC7PSVcztRphiR8tSVATuDuFCuqpy+PCAujXU/8gof5br9KC6oTvjyoupEmQWe34wlZ5wP6nuBe4Cb8YkK09/IReB/34PXvgn4eu7vx5Oyb5Qrishb8assbr311j146YONk9FJPT24GyfKBmnIduiEZlPoJmoH4CfkRsPRDr3aQRrllyYy9GHjw7Z9oIQPWU5jJbzqhJ8o22HSJ8RL/kTJawTeS5Kqgg8iHzUXJOF4ef9MkIY/jwRMaFI2jOgTcoapUDkdizFj52QYAp8bu07oAzzSMRJgvRWw2nSc2Yq42I0R8Wod33yiwy2bEZ95eputvh+Tw52A19y+yqPnenz2mS6qEAZCuxHScEKUswIR8LlTPQ61Hc8/1qLhvGLEuW3lqUsD7jza5LlHm6j6YIjzOzFPXxlw2+Emq01HFEMvVrYGESuhcHQlQPBh5XEMO1FMJxRaoX8naSCGj6b0g5fP7TXp2BnXRn7+a20cuUrt3bPIfqhxPqj3quqrgXtU9btU9dXJ7Y2q+rt78NpVo1F5Laaq71TVu1X17htuuGEPXtqQmqt+J0LDQSheNy5VSmiHjmZSnkbeOUlkf5yfTCVXXvXFihLFgvzkrviQ9UGpPEoMWFQypP1ECaH8RamMRxi+28JfmruVyychjdTL7ie3RiC0Am9cvbH2Y3h8LaTTSJU7/DM32gEvOt5mrSE0Q5e1cfuRFrduhjRDyc4qiSSZjykeRDy/E/PQqS7nd+LMMMaKD1m/OOBiTmGiGykPn+1ypR/Tyw301kA5ux3RjYpGd3ugI2OvDMPpq8dlwgE0dkV+/mt2rvcMVJFFF5C9qg9KVX8nvS8if7yHr/04cEvu75uBJ/ewfeMaycv3TFo+WjaVri0M48dosvp1bbia8t1gu27GJOigy7t+9DtZX99bw7dXjDsH9elyEfBNabmqvvg6X/te4G0i8lvAXwMuqOrI9p4xH6qCy6u2BsHryvVL8dHpealy2HTdtKtQ2DrKyivL/DNGypN/qrf5Zmcxq8auEwrbg+IqxQkcWwl4+kpRoOVwJ2BroJzfKS5XblgJOLsdFcY0EK+FWE7fvt2PaQZ+1ZZnqxez2iyef0q3dZslpfYoVsSNXoBUjX/d2Bt7y94oSXj6O1u868e+l5tuumkht/dgvA/qq3h/088B2/jf3ceA/2GShkXkN4FXAcdE5HHg/wQaAKr6q8CHgNcDDwNbwI9cyxswro/0a5mfUJ34B5ShrJEArUAg8Ntsvcj7dhqBowloQ9jqeTHTQCBIJrtU9RwgzKX5yCRzJMkQm/TBJcYkH1yQOuZdUp4GO0jiX5pkokzbqM3sO/mQjTwnP3aBQBB4v1k/TvsNR1cCFDi3HXO5F9NwcHw14NhKwB39mM883WWrH7PZdhxf6/AShUfOdnngiR0C8WecXnBDkyiGL53pcXor4thKwEbL0UvGPHRK6IS1puOZKxGnrvg6x1YDGs6LAJ/Z8urox1ZDOg2HA/oR9KOY5kBZazoC5w8V9xMfYcP5g9bp1m06/iNyU+nnghmqqbFHShIALoyWV4tPVd8gIm8C3gn8c1W9V0T6qvrYJA2r6g9d5XEFfnJXvTX2HKmYZfPKCYF4/07iDQG80oAPhhjWFbzMz86AAqEAob9Kz/8QvHzQqNFQIJTRFY9XXR+dENNgwnztcVfzlYeUy2MxAfm6WjF2Dm8s8u9bgENtAU3HzhuW1abjm4+3+OqFfuH93nm0BQpfelgSn6HgAnje0UZBYw/IPouN1nB1pMCZ7YijKwGt0F91pAEPZ7cG3LLZKCh59CKvlbjeKm4x9mNoBqnOYfE1y0YqPyYLPO8tLXulJBGEAYOdrT3o0XQZq8Wnqh8QkT8A/i8R+VGgOZtuGbNmKH+ULxMURcrbdImSwegEVLW5NXxORelIG3VzWnmlNMlzJu/HdSpMMPquU9WJUUMrI9GGIkIv0UHUUt0rfR3pm+JXMuW0GU036ruKFVYajvIoNYLqN9wK6/xio2M0bsjMOC0uOujyrh/7XjY2NhbW95RyVbFYVb0C/LSIfAvw8ul3yZgXNqksEfXXAoZRiw66/PpPLrbfKc/YKD4R+U4ReV7y5zqwJiL/3fS7ZRjGOKZ1ONZs3v5l2YwTjI/i+7+BlwGhiPw+8BrgPuDvicirVPVn6p5r7B/qLtTLW0yQ+pUqtrtq2qj6jdQds9H0hO11s2cNXZW69x260fNEKw3nxyMXJSnA0c6oZEfovJJHFA+jJB1k55vyr+sELnUjNttBYVLqRVo5pjv9mFaF6GyVv2l46Nki+haZ1N+0bMYJxm/xfQ/wIqADPAHcpKpbIvLzwCcpqpsb+xQRwVFSTsA7zWP8YdqUhhOaLR+1t5OUBw46DYeqD31OAvpoBj6AIkay1ORC4gOBkXDsoOJUcT6RYZ6qA8jDyDIpGI29iDgrG5aU0HkfXj6poRPhUDugO4i53NNskj/UDrjrxg5fO9/jzLYfvLWm4+W3rPCBdsClbozgjdOzNlq84LjwtfN9Hj7bQxUOtR03bTS8QerFdAfed3V81Scn3Bmkebn8werNVsD2QGkGXp3DK4l439ROUp7mgAqdj0gMnBAyVOYoBKZosXyJ5sB9TdnftEzGCcYbKFVVFZH0Wi/9jcVMJjJr7BNEfNhxOVQ7AFrOKw7kDUC7IQSBlztyOTWE1VZAbxAXzuw4vKGJlUK59+HryKFVVc2y91ZF47mydaoIRS9GLF7PyBTb8auJYruC0HCaZSf24+STGgYuZquvOWUOuP1Ii86lHv1oaJQbTjjSCbj1UJOVxnA8nnO4yeFOwKVuRDsn4neoHdAMoBW6LNVGpF6x4+R6UFgh9SKlGTivCJLkjFK88sR66AoXAbFCX5OIvnLAhPj3umTz375mGbf0yowzUB8UkY8BbeDfAf9RRO4H/jrw0Vl0zlgs6hQjqq5WnAha8UDVSig1gFXlleoLVBuW6rKKSMEp/lZr+1Cx2Zee6yrTCtyIECz4cPSRuqEQxa6w4gRoh65yrOtyRlXVLR/+TRkXaWlMl0kP6i7DIdxJGHcO6u+LyMv9Xb1fRO4A3oQ3Vu+fVQeN/UWtP6qmfL/jhBHjkh5SLo9HO/Tbb+W6DTdM555SE0VeS11mYq1R7Khq3s4+zYAJD+o22rCxsbHUxgnGB0mIqv55+reqPgL884o6B3FeMXKkF9/pRCv4SbOBV8hOAwK8QjlZanHvePdlqd+pl6+bLBgiHQZPBLkV24j6RYm0aBEmznQHLsr5oxoOGk2hF/ntNyWRP1oNUYWz2xGXe14qPhDhJTe2udKP+fKZHtsDZbUh3LrRRASeuTzgiUv+lPSJ1ZDNtstSvncjpRUIJ9aCEcPSDoVWKPQVgliT1CFCO0xU25EsOCL9XCE5GExuXBVUFFXzQU2TSQ7qplt7i37GaRLGbfF9RER+B/jPqvq1tFBEmsArgDcDH8EnJjQOKJlqgWoxx1FSHqI4l/fN+Ams6YYBAnn1hbxAQt7XlY9ly0+Kma9nD9Qhpkn2HkWHkkBJWTPwqhPbA81SrovAkZWAdigE2bamsNpwvPhEi6cuD5L2fBvH10KOrATsJG2kW5uH2s4Hr4RSUI0QYLMTFHxMkfrAiLWmFPocKzTdaFBKYSVlUXwLwX7wO+UZZ6BeC/xt4DdF5DbgPD6izwF/APwrVX1w+l00loG8oSpKGkkWqFBVXyrKyltIdb+zOuN0tefNk2Q4RpQk4rhadSINQCnW9SuqsuqEv0gY9dlVqUOEgVRGQXbqfFQ1QSnpa5TLF3Hs9zv7zTjBeB/UDvDLwC+LSAM4Bmyr6vlZdc5YPnbzw6h1tu9NVwzjwLAfjRNMIHUEoKp9KjLdGoZhGPMl6m3znre9dt8ZJ7DzTMYM2F8/melQN69UReNVBYTUtZEGn5TRqkJ8UEtV3JMyGlU4LjrKQqdmh3NuX0TsVWEGypg6zlWf9xFGjVc+D9S1ssg+kDTXVZnQCZ1QCj9IATZaLlF0GNIKhVs2Q1abQzUHn3Mq5IbVJPAhKW+HwlpTsui7tN2VphsZoyCJFoxVCgbGiQ+gUGWkfJn8f/uRqLfNu3/ib7CxsTHvrkyFibb4DON6SSWTypF74K/Y8+U+kKAkr5QLwiiXFV6HxZ8c04PJcaxD3b2krNMgO+uUKnM4ESRQGs5H2fn3LZxYc1zaibiSZM/1MkbCyXXhUjcmdJKl1QgcNJJIy3bDFYIpQvESR40kXUeaM6rp/AHeLJoPP74h9Uoeiz72+5FllDCaFDNQxsxIQ8wnKR9Xt7Z9lmuCrFbmEAKnI9tyghBW7Pe1QiFSV9QXFGGl4Ua24JwIncZolF6QGLLyiLuK/FK+fTNO86KsJNHfCfatcQIzUIZhUK8kMel+q519mhElJYlGe3eRs8uGGShjYUl/dlXpO8rly/oTFYbvI92+DAVUKKigA6w2hH5Mpv4OXhC2FcLlXpyVBwKdliNKFORT1YeVhl8pRZpL0yFe5UIpnmFLF2tRrBUivqPCwWBGahbklSTS6L39oBhRhxkoY2GRGguVHXaleKh32SbGgkxQ2bem3ueUzxsl4pXRQxG6ST6n1ECsNx39SLPU8SJCKD5lxyDWgkhsKBAkh3qHPq00TYGXRcoTq1cECSuiO6pyQaWfzbJ9HsvGfo7eSzEDZSw81eoLyZ19cMWevr9iWWo0dKQ8DSkpq1Gk6UnK9b1xKrZfNk4pYY3fKXSTj7MZp+mTrp72a/ReioWZG0vB1eSOlp45vI/KIJSZ98K4VvZz9F6KGSjDMAxjITEDZRgLzK5WObu8mK4Se4hrlCTq6te2bUoSxh5gBsowFoAqVQ2goACR1RWhFYzWbziprF8njVSFosSqxaANUgmkyQ3PPt95MmaEBUkYxgIwTkHDyejqxTmhJUovGiYPdE78oVtVdvq+MB8iruoj/8rBEYKvl0+pEWsifeSGOadSJYk0N9eyKnkYy4MZKMNYIKQqpI+arT4RQqeFUHTwBiUMKs6PJcZuNKKPyhDysCLKr9DPUv/MME2fVElivytIpJiBMgzDWBYSJQkXRvPuyUwwA2UYC8Q4H0/DeQWI/BagE6EZQD/Swoqp6SCieNDX4VdLpQVXrdJ8rCBJNuT81Xqs/kBv+Qq+Si7J2FtSJQkddOfdlZlgBsowFgBVcsrm1YbKiSBoQQYpNS7NUBhEQ/+VOEFUCQPoxd44ZeroaHbAuSqVe+CKclKaGCSXE/CNkwd8XbNKs+SgHNIFM1CGsYAMlR/KId8i4pMNStEwJGEQFeoSEEhR9VWS9qv8UWkuqbLRcoUW0vbN9zQvDsIhXbAwc8NYOtJ8UKPltc+4hvYnqLerVg1j95iBMgzDMBYSM1CGYRSZ8DSuiUUY08YMlGEsGSLDw7J5fHr2ivKKsjrjEuswMKJQXvEczdXdjcqEYUyKBUkYxgKQBhwUovnw6hBVBA6cJhJEWRs+IWGsyiCX1NAlEX1RLvKvKrghVZ3Iv35ar1xeUKjA/FHGdDADZRgLRGqoJq3rGGbHTXEyupISEQJXvcTxhjC9l2+nOmCirvwABJXNHXGO5sragYjgA9viMwzDWB7E4cLWvHsxM8xAGcYSI1T7mIKKM06wu1VOlS8qe6ziAfNBTR+NBuxcPFObEmW/YVt8hrHA5Ochn9S9SOonclL0RzkHoqACUTw8fCviJZEyhYhsSzF3kDe3zZjWSw1h3r6pauWhXsPYK8xAGcYCUzBIidRQIVdTXjlC8/UlMTReGomqcipUyWuUJMLEEuZLhwEU1/LODOPq2BafYexr6qyHTJxK42otGbPFOXdgVq1moAzDMJYE1Zhf/OFvZ319fd5dmQlmoAzDMJYEEcdPv++TXL58ed5dmQlmoAxjgdnNRk5VNN9u2/CKEKMRYnGFUoTmnmPMBtWYd77llQdmBWVBEoaxwFSHiicKDiOpOKCBNyb5fKvOCapaSHSYBjjklSuqDuAKw1xSClkeqRRNzV+ah+pguEbmykFJtQFmoAxjaRGRSiMVJKHl5boOHcl6K0nsejlrLgwz8OZJZY1MSWI+yAEKkADb4jOMfUlt7F7N4d3K8j3tkbEXiBysKftgvVvDOCBUpzSs/sHX1R3HQVEyWDTiaHCgxt62+AxjScirO1yNNGAixovJ5iWRUoFZJa8O4dXKY4Z+p7LVKhsxVfXqFNnfts1n7C1moAxjSUgn/4L8Ua5QK+o6HQZD5H0XQRbVAJKZKK9GkX9+1h515d4rZYbJmAZmoAxjyajS5MusUE1xVfqNyrbHGJpJjZZh7BXmgzIMwzAWkqkaKBF5rYh8UUQeFpF3VDx+j4icEpEHk9uPTrM/hmEYxvIwtS0+EQmAXwK+B3gc+AsRuVdVP1+q+j5Vfdu0+mEYxnSwVO/GtJnmCuplwMOq+hVV7QG/Bbxxiq9nGAeCLCVGqdyJjBysBQjcaLmTfC6opN1c+UjdiobrUr8b08MO6u4dNwFfz/39eFJW5vtF5NMi8n4RuWWK/TGMfUN6uDafsDBVgwhyxiSdzCQxXk68wfLJCwXnhuUuVx7kyvNtkLxe2oYxW+yg7t5R9e0thxn9HvAcVX0x8IfAeysbEnmriDwgIg+cOnVqj7tpGMtLrQqEjBqQqrLdltfVNaZHfv7rXj5/oA7qTtNAPQ7kV0Q3A0/mK6jqGVXtJn++C/jWqoZU9Z2qereq3n3DDTdMpbOGYRiLSH7+a3TW5t2dmTJNA/UXwJ0icpuINIG/CdybryAiJ3N/vgF4aIr9MYwDQ5WPSirKZYLychuGMSumFsWnqgMReRvw+0AAvFtVPyci/xh4QFXvBX5KRN4ADICzwD3T6o9hHCSyXTgdLVMtGaOrlFe1YcyJAxaYMlUlCVX9EPChUtk/zN3/WeBnp9kHwzjIVClJFAySjK87rtyYPbcdP8TGxsa8uzEzDlZIiGEcQOoMS13qjd20YcyWIAgO1ArKDJRhGIaxkJiBMgzDMBYSM1CGYRjGQmIGyjAMw1hIzEAZhmEYC4kZKMMwjCUhCIJ5d2GmmIEyDMMwFhIzUIZhGMZCYgbKMAzDWEjMQBmGYRgLiRkowzAMYyExA2UYhmEsJGagDMMwjIXEDJRhGIaxkJiBMgzDMBYSM1CGYRjGQmIGyjAMw1hIzEAZhmEYC4kZKMMwDGMhEVWddx92hYicAh67hqceA07vcXf2kkXvHyx+H61/18+i93HR+wfX1sfTqvraq1USkQ9PUm+/sHQG6loRkQdU9e5596OORe8fLH4frX/Xz6L3cdH7B8vRx2XBtvgMwzCMhcQMlGEYhrGQHCQD9c55d+AqLHr/YPH7aP27fha9j4veP1iOPi4FB8YHZRiGYSwXB2kFZRiGYSwRZqAMwzCMhWTfGigR+QER+ZyIxCJSG/IpIq8VkS+KyMMi8o4Z9u+IiPwXEfly8v/hmnqRiDyY3O6dQb/GjoeItETkfcnjHxeR50y7T9fQx3tE5FRu3H50xv17t4g8IyKfrXlcROQXk/5/WkReumD9e5WIXMiN3z+ccf9uEZGPiMhDyW/47RV15jaGE/ZvrmO4b1DVfXkDXgA8D/gT4O6aOgHwCHA70AQ+BbxwRv37Z8A7kvvvAH6hpt7lGY7ZVccD+AngV5P7fxN434w/10n6eA/wb+b43ftO4KXAZ2sefz1wHyDAtwEfX7D+vQr4/+Y4fieBlyb314EvVXzGcxvDCfs31zHcL7d9u4JS1YdU9YtXqfYy4GFV/Yqq9oDfAt44/d5B8jrvTe6/F/i+Gb3uOCYZj3y/3w+8RkRkwfo4V1T1o8DZMVXeCPyGeu4HDonIydn0bqL+zRVV/Yaq/mVy/xLwEHBTqdrcxnDC/hl7wL41UBNyE/D13N+PM7sv2glV/Qb4LzxwvKZeW0QeEJH7RWTaRmyS8cjqqOoAuAAcnXK/Kl8/oe4z+/5k6+f9InLLbK62udMAAAT8SURBVLo2MfP83k3Ky0XkUyJyn4h887w6kWwhvwT4eOmhhRjDMf2DBRnDZSacdweuBxH5Q+DGiof+D1X9z5M0UVG2Z3H34/q3i2ZuVdUnReR24I9F5DOq+sje9HCEScZjqmM2AZO8/u8Bv6mqXRH5cfyK77um3rPJmfcYXo2/BJ6tqpdF5PXAfwLunHUnRGQN+B3g76rqxfLDFU+Z6RhepX8LMYbLzlIbKFX97uts4nEgf3V9M/DkdbaZMa5/IvK0iJxU1W8kWxPP1LTxZPL/V0TkT/BXa9MyUJOMR1rncREJgU1mu1101T6q6pncn+8CfmEG/doNU/3eXS/5yVZVPyQivywix1R1ZiKtItLAT/7/XlV/t6LKXMfwav1bhDHcDxz0Lb6/AO4UkdtEpIl3+k89Ui7hXuDNyf03AyMrPhE5LCKt5P4x4DuAz0+xT5OMR77f/yPwx6o6yyvXq/ax5It4A95HsEjcC/xwEon2bcCFdLt3ERCRG1O/ooi8DD9PnBn/rD19fQF+DXhIVf9lTbW5jeEk/Zv3GO4b5h2lMa0b8Cb8VVYXeBr4/aT8WcCHcvVej4/CeQS/NTir/h0F/gj4cvL/kaT8buDfJfe/HfgMPlLtM8BbZtCvkfEA/jHwhuR+G/ht4GHgvwG3z+GzvVof/ynwuWTcPgI8f8b9+03gG0A/+Q6+Bfhx4MeTxwX4paT/n6EmynSO/XtbbvzuB759xv17BX677tPAg8nt9YsyhhP2b65juF9uJnVkGIZhLCQHfYvPMAzDWFDMQBmGYRgLiRkowzAMYyExA2UYhmEsJGagDMMwjIXEDJRhGIaxkJiBMhYeKaYceVBqUnyIyIqI/HsR+YyIfFZE/iyRo8m38VkR+W0RWUnKLyf/P0dEtpM6nxeR30jUAqpSJzwoIuNUQr6a9OFBEXkgV16ZYiU5bDq39BuGsaiYgTKWgW1VvSt3+2pNvbcDT6vqX1HVF+EPoPZLbbwI6OEPVZZ5RFXvAv4KXjrnf8o99rFSH/7wKn1+dVIvn4vsHcAfqeqd+MPZaS6r1+F12u4E3gr8ylXaNowDgRkoYz9xEngi/UNVv6iq3Yp6HwOeW9eIqkZ4lYy9VseuS7Ey1/QbhrGomIEyloFObmvtA2PqvRv4+yLy5yLycyIyoh6dCNy+Di+PU4mItIG/Bnw4V/zK0hbfHWP6ocAfiMgnROStufK6FCsLkTrCMBaNpVYzNw4M28nW21hU9cEkLcnfAL4b+AsRebmqPkRi5JKqH8OLfZa5I6lzJ/B+Vf107rGPqep/P2F/v0N9ipTjwH8RkS+oTxJYx9xTRxjGImIGythXqOpl4HeB3xWRGC/i+RCTGblHVPWuZHvtT0TkDaq6a3V7HaZIeSZZ8b0M+ChQl2JlodNvGMa8sC0+Y98gIt+Ri4xrAi8EHtttO8n22zuAn72GPqyKyHp6H7+a+2zycF2KlYVOv2EY88JWUMZ+4g7gV5I8PA74ID6p3LXwn4B/JCKvTP5+ZW6LEODnVPX9Fc87AXwgSQUUAv9BVVNf1s8D/1FE3gJ8DfiBpPxD+JXew8AW8CPX2GfD2FdYug3DMAxjIbEtPsMwDGMhsS0+Y+kQke8FfqFU/KiqvmmGfUgzIpd5japaam/D2ANsi88wDMNYSGyLzzAMw1hIzEAZhmEYC4kZKMMwDGMhMQNlGIZhLCT/P1zjgGZ7dAaiAAAAAElFTkSuQmCC\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",
"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(15))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For 500 $\\mathrm{\\mu m}$ depth is ~ 15mJy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Add flag to catalogue"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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": 22,
"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'] < 15)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1385593 1404327 1483385 1611344\n"
]
}
],
"source": [
"print(ind_250.sum(),ind_350.sum(),ind_500.sum(),len(cat))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"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": 25,
"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-09_20201218.fits', format='fits',overwrite=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Compare catalogue with old version"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"old_cat=Table.read('./data/dmu26_XID+SPIRE_GAMA-09_20180508.fits')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"\n",
"comparison=join(cat, old_cat, join_type='left', keys='HELP_ID')\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"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_J082912.113+014254.016 | 127.30046915959387 | 1.7150045197524941 | 0.39693213 | 0.8155159 | 0.11994268 | 0.39394102 | 0.8663631 | 0.10874719 | 0.42997402 | 0.91493875 | 0.11991834 | -0.109231666 | -0.20995933 | -0.5336727 | 0.015358315 | 0.019849706 | 0.031046938 | 0.9982084 | 0.99974227 | 0.9985019 | 2532.9858 | 2621.8232 | 2334.8555 | 0.0 | 0.0 | 0.0 | True | True | True | 127.30046915959387 | 1.7150045197524941 | 3.3434353 | 6.5043645 | 1.0121498 | 3.250221 | 6.659493 | 0.9979752 | 3.582245 | 7.0292683 | 1.0280958 | -0.76351494 | -1.4043218 | -3.3063073 | 0.12217842 | 0.14976746 | 0.22035134 | 1.0013223 | 0.99873 | 0.9983171 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 | True | True | True |
\n",
"HELP_J082913.120+014309.267 | 127.30466646191715 | 1.7192408866967637 | 0.2787379 | 0.6391112 | 0.08204828 | 0.22719838 | 0.5296609 | 0.05926656 | 0.2647525 | 0.6631216 | 0.06777302 | -0.109231666 | -0.20995933 | -0.5336727 | 0.015358315 | 0.019849706 | 0.031046938 | 1.0007755 | 1.000439 | 0.99897 | 2808.6328 | 3314.55 | 2229.1128 | 0.0 | 0.0 | 0.0 | True | True | True | 127.30466646191715 | 1.7192408866967637 | 2.8483453 | 6.0510993 | 0.76234657 | 2.4543169 | 5.5245852 | 0.61560285 | 3.0331204 | 6.6019044 | 0.76873577 | -0.76351494 | -1.4043218 | -3.3063073 | 0.12217842 | 0.14976746 | 0.22035134 | 0.9996984 | 0.99873585 | 0.9990771 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 | True | True | True |
\n",
"HELP_J082913.660+014249.800 | 127.30691774978729 | 1.7138334243403401 | 0.299406 | 0.62108785 | 0.08773412 | 0.2533185 | 0.5845494 | 0.07851198 | 0.30914402 | 0.66910446 | 0.08499264 | -0.109231666 | -0.20995933 | -0.5336727 | 0.015358315 | 0.019849706 | 0.031046938 | 0.9986608 | 0.99931574 | 0.99900085 | 2158.4294 | 3134.415 | 2529.943 | 0.0 | 0.0 | 0.0 | True | True | True | 127.30691774978729 | 1.7138334243403401 | 2.9840221 | 6.107065 | 0.8193771 | 2.7650366 | 5.5439253 | 0.8669587 | 3.3376222 | 6.617971 | 1.0326357 | -0.76351494 | -1.4043218 | -3.3063073 | 0.12217842 | 0.14976746 | 0.22035134 | 0.9994644 | 0.9991892 | 0.998812 | 2000.0 | 2000.0 | 2000.0 | 0.0 | 0.0 | 0.0 | True | True | True |
\n",
"HELP_J082914.054+014304.068 | 127.3085598984684 | 1.717796579285437 | 0.25189245 | 0.56124663 | 0.06716286 | 0.23485509 | 0.52198285 | 0.06515569 | 0.2641221 | 0.6206795 | 0.07375725 | -0.109231666 | -0.20995933 | -0.5336727 | 0.015358315 | 0.019849706 | 0.031046938 | 0.99908686 | 0.99880564 | 0.9988581 | 3233.612 | 3176.9954 | 2988.308 | 0.0 | 0.0 | 0.0 | True | True | True | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- |
\n",
"HELP_J082914.356+014322.049 | 127.30981575517112 | 1.722791294977396 | 0.36225504 | 0.703286 | 0.119848415 | 0.3433896 | 0.70569736 | 0.10136324 | 0.4748323 | 0.9096299 | 0.14102602 | -0.109231666 | -0.20995933 | -0.5336727 | 0.015358315 | 0.019849706 | 0.031046938 | 0.99872446 | 1.0003562 | 1.0001694 | 3111.2659 | 2660.4045 | 2338.136 | 0.0 | 0.0 | 0.0 | True | True | True | 127.30981575517112 | 1.722791294977396 | 3.194087 | 6.3837914 | 0.9311665 | 3.2346 | 6.300004 | 1.092012 | 3.8751507 | 7.1603117 | 1.235607 | -0.76351494 | -1.4043218 | -3.3063073 | 0.12217842 | 0.14976746 | 0.22035134 | 0.99946487 | 1.0016196 | 0.99927205 | 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_J082912.113+014254.016 127.30046915959387 ... True\n",
"HELP_J082913.120+014309.267 127.30466646191715 ... True\n",
"HELP_J082913.660+014249.800 127.30691774978729 ... True\n",
"HELP_J082914.054+014304.068 127.3085598984684 ... --\n",
"HELP_J082914.356+014322.049 127.30981575517112 ... True"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"comparison[0:5]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"