{ "cells": [ { "cell_type": "markdown", "id": "c3178c23", "metadata": {}, "source": [ "## Refined HPF sky subtraction\n", "\n", "The science and sky fibers in HPF have slightly different throughputs. In this notebook we show how `muler` can automatically apply a calibration correction based on twilight sky flats. We believe this change can reduce sky residuals by up to $14\\times$ over the naive subtraction of the sky fiber." ] }, { "cell_type": "code", "execution_count": 1, "id": "18d434f2", "metadata": {}, "outputs": [], "source": [ "%config InlineBackend.figure_format='retina'\n", "from muler.hpf import HPFSpectrum" ] }, { "cell_type": "code", "execution_count": 2, "id": "b8da2783", "metadata": {}, "outputs": [], "source": [ "example_file = '../../data/HPF/Goldilocks_20210517T054403_v1.0_0060.spectra.fits'\n", "spectrum = HPFSpectrum(file=example_file, order=19)" ] }, { "cell_type": "code", "execution_count": 3, "id": "3ec7dbad", "metadata": {}, "outputs": [], "source": [ "spectrum = spectrum.normalize()" ] }, { "cell_type": "markdown", "id": "0c3ce123", "metadata": {}, "source": [ "We see the conspicuous blaze pattern in each spectra order. Let's apply a correction to one of those orders:" ] }, { "cell_type": "code", "execution_count": 4, "id": "6e3dc73c", "metadata": {}, "outputs": [ { "data": { "image/png": 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bVNf4mCi996tDtTO3UD946Isa9ztuTHf98rDBGtM7rV6/M+9ccYh25BTq3Efn1lmHzu3itSPH+1348QF99bQfXEjS/v076JmLpui+D1ZobnqGzp3ST5cF3AJZmw5JsdqVV1yvfXumJeiBsyfoh//8olXemt4lJV7bd3vfq+PGdNfPDx2k0b3StDW7QP/+fI0ycov104P7q1f7RM1bu0sjeqTq42XbW/z289pcf/wIPTt3XUVg1xSnje+ll+dvrHWff547Ud1TE6r0DKvsg98cqkT//+0Rf/64xjD88Qv218VPzAvJ5B83nDBS04Z10VfpGTpieDeVOafs/GIN6JysmOgo9b/mrcDjLjpkQEVPSEm6+NCB+tcn3mytY3ql6YABHfXIZ2sCj61s7nXTdeCdH1Vp45dPH1IRSDdGXEyUlt92rN75frN++fQ3gft0TI5TSkJMlUkzJO/7ceubi9U9NUF3njZGBw/prNjoKC1Yn6nvN2bp6FHd5ZzTxsx8jevTXmamhRuzdMIDnwWeJ8hDP56g295aUnFNcv9Z43XS2J7KzCtSQmy0EmKj9fxX6/Twp2vUt2OSUhNi9Oq3m+oo1XP7qaP14wP67bX+zH99oS9XZyg6yvTerw6t0sO1sKRUMVFRgb2gCopL9e7CLUpNjNFhQ7vW2FOqpLRMj89O1/Ktu3XOlH7ar3f7irI/XLJNKQkxOmhQ53r3yi0PfYOC3bvfXar3F2/Vifv11BVHDtHSLdk65t491wCDuiRrQOd2uunEkRUfxjREflGpvlyzU6WlTos2ZeuY0d01rHv9PyS99pXvK0Lv204Zraz84r1mK37w7Ak6fr+G9fxs68rKnPKKS0My/uDq7Tl66ZsNGtkjTceN6R6yXphzVu/Uq99u1NRBnXXi2J417lfeq7hn+8RW37uwqKRMpWVOiXG199hfuW13levzcmN6pemNyw5uUh2y8or1+oKN6p6WqCOGd1VeUYk+Wb5D+/fvUOV9EkJj4sSJ+uabb75xzk1s6LEEZ61IWwzOSsucBl37dsXz648fUeUWw/QduVq8OVtFJWWKjY7SkSO7VvQ0qMm6nXn6dOV2HTy4sxZvytb1ry5UXEyU/nLGWE0d3FnOOR15z6yKNwMv/XKqJvbb+xPI6vKKSrQ1u1ADOifroie+1v8Wb1VCbJTevOxg9emYpKe+XKdV23N05v59Ki6KgpSUlumQu2dqc5b36X/fjkm65eRR6tIuXhsz8zWhbwe9On+jikrL9KP9+6hzu/jAcoZd/07FG4ffHjNMvzxskAb8fs/3snpwdtubiwMv1A8f1kWLN2Vrm/8m74T9euiBs8brH7NWa+6anTp5XC8dOKiTXv5mozLzinTUyG6KiY7SqX//XM55/xT++/MD9fL8DXuFIHHRUbpyxlDNWr5dOYUluvO0MVV6rXyweKsufOLrwNc3ZWBHPXfxgRXP6xMCSNJHVx6mM//1paLMlFtUojtOHaMTx/bUlqwCTbnzw4r9nvrZATpocCfNW7tLRaVlmjKgk+7/aIXu/aDmNyRBwdmAzskqKC6t+HmW65Qcp9tOGV3jG5PKzpnSV/PWZlaMJ3Ta+F665tjh+ip9ly59pu7j26LLjxis+z9a2aznGNEjVb07JOp/i5t3htq4mKiKNzotYWSPVJ00rqfueqd+vakANMyYXmn68QF9dc3LwUHndceN0O1vL2nhWtXfMxceoO05hfX6n1qXa48bXmPPza4p8eqWmtCkmUWHdG2npLhoLdiQpdhoU79OyVq5rWkzvFbuobt9d6H2v/2Dim3xMVH64aQ+uvjQgZq9aodueWOxOiTF6eHzJmlkz6oftF7z0nd67iuvl/nZB/TV9OFdNbhru4pbZrMLivXa/I16cd4GLdjgfQ96tU/Uf366v95btLVKYHT7qaOVmVesf32yWmP7tNd9PxqnhNjovd6wX/ifr/TBkm1KS4zVPT8cq+kjulVsW7Zlt46+d8+b95d+OVUvfL2+oo6V/WhSH/3x9P2UlV+sz1fu0P79O6pLSvD1ZrmyMu/6eXW1XuWf/naa+nRMUn5Rqb7bkKlv12cqv7hURSVlOmNSHw3ovOcW4urBWVFJmf7w5uIq5d37o3E6ZXzDhnYoKS1TSZmr15AEDbVwY5Y2Zebr8GFdA8PKbdkFen3BJg3vnqqDBneqVxCVlVesDZl5Gtkjtc79t2YX6If//KIiyD5kSGfd88Nx6pISr5LSMv36vwu0aluOfnrwAJ0+sXetZTnnNP2eWVrtvwd6/uIpOmBg1R6nhSWlKigqU1pSrJxzyi4o0Tdrd2lCvw5KS6zaE3Db7gLNWrZdE/p10Ml/+1w5/jiTH/zm0Cq90HMLS/TFqp2a1L+DfvPfBfpo6TYN6Jysd644pFl+ZqGwYH2mfvafr5RbWKrbThmtH9TwvS0oLtUvnpqnj5cFTwgz59rpje7Jum5nns745+yKD/CnD++qNTtyK34H599wVMiHA5Gkxz9fo/cXb9Up43rph/v3CXn5rRnBWRvRFoOzl7/ZoN/8d894KwM7J+ujqw6X5I1nVf3WvPIeNpWt2Lpbt721RLNX7VBx6Z72GhttijKr8ql07w6J+v2xI/YKI8b1aa/TJvRSSkKMnpmzTmVOGt49Rb85aqgk6cbXF+mt7zY36LVNHdRJ4/q01wn79dTInqlyzumfn6xu8JvZ1Xccp6go0+rtOXr40zV6du66vfa54YSR+ulB/asEZ6eN76WDBnfWwC7Jyswv1gX//iqw/GcvmqJrX/m+yu11/TolVfmkuWdagjZlNXzg7drERUfV2SPAzBvc/YyJvfXCvA2NPte7vzqkyieujRUUnKF1OnV8L72zcHOzjjuEtqVrSnzFBwhAU8y9brom3/5h3TsirA4c2Elf+OMwVjd1UCd9lZ5RcV15+sTemtC3g/4zO12lzqmguFQbdtU88c0PJvTWdxsytaKeIV9KfIx2B0xucdTIbrrrtDHq1C5e27ILNPmOqu3qkfMm6ckv12rlthx1TomvcptzXcb3ba/5/u3TSXHR+uKa6UpL8oKR/KJSLdiQqW/W7dK0YV3VPilWJ9z/WcVtr/U1skeq3rr8YGXkFikmKkpT7vxQ+cXe8AG3nTJaR47oVuVDTan24KyguFTZBcVVxtxbuDFLP/vPV8rOL9EtJ43a641+Vn6xfv7k11qyebcuO2JwxQf0SzZna8H6TMXFRGnqoM5VxvXckVOop79cp6/XZlT0cu+WGq+Pr5pWEWaWljnd8saiiqEwJG9G3R9O6qNNmfka0SNV323M1Mgeqfq73zP/vAP76Zwp/XTiA5+psKRMSXHRmjqosz5YslVdU+I1Y1Q3nTOln+58e6n6dkzShYcM0AdLtunWauGiJP3ftMH628yqHzAuvfUYJcRGa1t2gTZlFeijpds0b22Gfjipj04e10vFpWUact07VY658qihOnZMj4qxNMt/Jw4e3FmzV+1Q5U7dx43proUbs5UYG62pgzvpyS/WqqSGXt9dUuI1qV8H/fVH43TUX2dpfcbevy//vmD/vca5rM45p6VbdqtvxyRFR5lio/f0AH37+826xP+AOi46Si/+8sAqnRc2Zubr0qe/0easfN1wwkidsJ/XE66ktEzvLNyirdkFOm1Cb3UMCJ8ueXpelTt0Vt1xnCTt1Uvuty8u0H+/rv09ypn799GJY3vqoMGdVVhSqozcInVNSdDW7AL1bB88tuPslTv040fn1DrJ1fThXXX48K5qFx9dMT7nrtziJo1Ru3Znrg7708cVz7++/kh1bhevLP+OACfv1viaOnZEun0uODOz3pL+IOkYSZ0kbZb0qqRbnHO7ajm0yeWY2VRJ10uaIilB0kpJj0l6wDlX92A8tdenTQVnBcWlVcZXKfejSX00a/n2wPFYJO+f0p/O2E+pCbH603vLKga0be3G9Epr0qeutZl9zRHqkZZQJTirj4TYKH174wwt2pRV6+1f8Bw7urseOmciwVkEeOS8SdqRU1hjjxCgusq3ZUvSEcO7auHGrMAw7fyp/QMnCAEkaeEtR2v0Te+FuxoIoUFdkkNy23Jj/fywgfo6fZfmra3325gGK7+V9ev0DJ3+j+a/JrztlNE6c/8+GlwtyBnXp71uP3W0np6zTusz8nTJ4YM1ZWBHPfXlWt3w2iJJ0mVHDNbhw7oqITZKD3+yusrtugcP7qyNmfl6+sID9M9Zq/SfSsFWbaYP76rNWQU698B+uum1RTV+uJuWGKth3VJ06oRe+n0zX2OM6JFaZXbjupw8rqe+35C1V69ASXr6wgO0OaugygQxLWFyf2+oj5q2/fcXB6q4tEwmqbjUKT4mSmbSks27deULCwJf/2uXHqRBXdsF/p2dedXhijLpnYVb9OZ3m7Rw457jy+/GeWX+Bv36+T3fh18dOUSZecV6Zu46dU6Oq7OzwHc3z9DslTv0wEcrtWhT1foN7JJc0aOvusuOGKwHqt1NMbx7is47sL/SEmMVHSXNW7tLz8xZV68xfCubNqyLvt+YpR05RTp+TA89+OMJWrltt75YnaEZI7upW2qCcgpLlFdYUustnnPXZOiH/9zz+//urw5R+o5cXf7ct1XunjhjYm/dffp+bW7ClX0qODOzQZJmS+oq6TVJSyVNljRN0jJJBznngj9eamI5ZnaypJckFUh6XlKGpBMlDZP0onPujCa+tjYVnD09Z23g+EZomPJees65Bgdn7//6UA3tltKoY/dFz1x4gKYO7rzXbZ+t0YS+7fcaiDsUTh3fS6/UMVZRa/DY+ZOUW1i61zhboRwjDaGx4MYZemX+Bt38xt6fqDfG+VP767rjRygmyvT0nHW6/tWq/2dm+r2ap/354yrrjxnVXe8u2vPpcvkn9+f/e26VWzA++9009e6QpA278nTOI3OUXm0cqIYa0Dk5cEKN5vLIeZNqvEU+khwypLPXu+SfX+w1FmK4LbzlaD04c6UeqjRJQn1FmdQKh+0DQu62U0brnCn9ahwrsLL2SbHKrOcYmIh8ibHRio02ZRfs3Quz3PFjeuit7xt2N5AkXXPs8GYdyuL0ib31YhPukmkux47uXmViqTcvO1j3frBcHyzZpp5pCTprcl+de2A/fbJihy6v5xi1N504UhccNKC5qhwWTQnOap9OqHX6u7yw63Ln3CnOuWucc0dI+qu8AOv25ijHzFIlPSypVNLhzrmfOeeuljRO0heSTjezM5v+8toOQrPQ+M2MoY0+tncHr3uwmemvPxqr2Oi29alBqJV3p+6elqC/nDE2cJ9DhnTWtGFdai3n1pNHadbVh6tvIwbmLXf2AX31/q8PVaeA7uW3nzpaL/1yqoY3YMDe+vrzGWP13q8O1X1njlO/gNm5rpoxVHGVZkn83THD9cBZ4/Wzgxv+j7V3h8TA8URmjOwWsHdVk/p31PQRVbv/D+7aTn+oNtNpQ8XFROm640bo6qOHqVtq07qpV+/un+Tf/lF5hru+HZN0xsTeOqmGgXZ/cdggvXnZwXrzsoN1xfSaJ+Iod9kRg3XbKcHfg4TYKF12xOAq6x47f5JuOGGkzj6gb51lS974PZP7d9T+/TvorMl9NOfa6Uq/63il33W87v7BfnvtP3VQJ6Ulxer8gwZowY0zqmwb0DlZg7u208WHDtQj503SzKsOV/pdx+sXhw2qst9xY7prVM9UXXzoQK258zjdfNIoxUZHycx0zpR+Fbfcx8VE6fEL9teAzska0DlZi/9wdJX2ddGhA/X0hQfo1lNG65sbjqoYd+XmE0fpxwf01cWHDtTX1x9ZMeNk7w5Jew1gnVJt4OZ7frj334kPfnOonrt4ii46ZICeuegAzbzqcB06dO+/GQ/9eIIev2D/iueje6Vq1R3H6djR3XX0qG664YSRe/8Ayl/LIQP02PmT1Lnd3n8fjhzZTRcdUvPv47c3HqUxdUzU0y4+Rg+fN6nWfXpVu/2kR1qC5lw7XTOvOly3njxKn1w9Tel3Ha9VdxynXx05RMlx0YqPidKZ+/fRGRN769aTR2nuddNrvB3kjlPHaGCXdnrw7Al7nau6y6cPqTLOkqS9xnMa3StVt5w0SvF1zKRZ3eSAyXTioqN05VEN/9/83q8O1eo7j9fbl9c8yU1dzKS7ThvT4ONOGdczsL3+9UdjdWEj/n4DdWnv3xZ69Ki6/6cTmu1b8otLaw3NJDUqNJO0z47/Wn029hMe+EwfLPEmFNuUVaC//G+5xv3hf/UOzSTpljcW68r/tmwPxtas6VN3tCAzGyhphqR0SQ9W23yTpIslnWtmVzrnavx4t5HlnC6pi6QnnHMVH+U65wrM7HpJH0r6paTnGvfq2padOVVvfTnvwH5VxghorDtPG6MHZ66sddyJlnLW5L6B45GFWqo/ZXdDu8omx0VXCThOHd9bhw3tqtIyp/s+XK6nvqy97h2T49S7Q6JKSp1io00/PqCffvvSdzXuf96B/TSoSzvd9PqiWsv9zVFDder4Xnrii3TNXrWzShfov/94grqnJWjZlt0h7x7fJSVePdsnanL/DsrILdZRI7vpgyVba/zU6MgR3RQfE1Uxht71x4/QkSO6qb//5iwrr1gPfryyYia1ysb37aB+nZI1ZWBHrcvY01tlxshuer+eA9X/7pjhSkuM1VuXH6LHZ6drY2a+ThvfS4cN7VIxM9fjF0zW6ws26qV5G7Vs6+6KY284YaS27S5QWZnT6F5pOmG/ntqcla+bX1+s9J25Om5091oH5h/WPUXDuqfohP16andBsYpLnb5d782Me/DgzhrUpZ3++clqDeicrLMm91H7pDidOLanrjtuhGYu26b7P1pZZRyWx86fpK3ZheqRlqCrXligHTlFGts7Ta9eepA+X7mzyliHXVPi9eCPJyjWb7sbM/M1/S8fVxnLbHSv1Irfi+S46Iru7j3SEjSgc7IW3XK0rn3le73m39px4tieemPBnts89u/fQWfu31eJcdE6dGgXbcnK13WvLFR2QYmuOXa4DvNDjs9W7Khya9+RI7pp6qBOew10XJOfHzpQZ032Aqnqs5sVlZRp/a48DeycXPG7ffXRw/T6gk0a2TNVhw/tstfvfPe0BN1Xbba98jD8kCFddOzo7jpjkjf2y0dLt+mjSjOwnjyup86Z0k/j+rTXiB6pyiks0fFjeii5UhA0vk973fT6IuUVlVbc0lNSWqb56zM1tGtKxdg4NTl1Qi/Fx0ZVGZD8okqTwaQlxSr9ruOVXVBc8fMLctbkPhUzCsfHROmOU8eofVLNg+NePn2IfjCxt5Jio6sMopsUF6OnfnaAXv12oyb166AJfb1ZAA8a3LnK8f07J+v2U4ODiJ8eNEDZ+SXakVOoXxw2SF1S4nXuo3O0LiNPvzx8sE6b0Ft9OyZV3PZkJnVpl6DBXVM0pdKAzCXVbgn60aQ+OnZMDznn9OTPJmvF1hydsF8PRUeZHjpnz4egx47urq/X7tJhQ7ooNsa0YH2WxvdtXxH6fX39UXryy7W6we91d+4Ub0bB644fqS3ZhVXa/f9NG6yfTO2v9klxeuOyg/Xdhkyd9DdvhssLDx6gzdkFFWN93n36fjp8WBedMq6nvl67S2dN7quTxvbUIXfPrCgvPiZK9505Tr9/+XvFRJnuPG1MxQDJlUOs6CjTr44cql8dGRw0ffa7aZq1fLt+/mTV3vblvzMHDOykz343TZJ07SsL9eaCTYqPjarSC+3wYV0qAtTywavbxcdo5bbduud/yxUdFaWrZgxVv07J+snU/pK8cV6e+nKtuqclamt2gUze/707K73pKh9YO6ewRJc8/Y02Z+brokMGKi4mqkGzvSbHRevPZ4ytmJ1wRI8UXXBQf/3783RJ3t+9jNyivcYS+ssZY9W/c5I2ZxXoCH/Q6D4dk5SaEKuX52+scbbjyv+7Bndtp2cuOkBdUxJUUurNILd8627165SsY0Z3V+d28Tp1vPSTqf311w+W6+VvQtPjuHO7OO3IKdIxo7rrzz8cqzcWbNLjn6dX+V/VUD85sF+V2/LuPG2MnvhibZVbveoaXzUxNrpiDC40nx9O6q0j/YkN+ndKrmNvIHLsa50QXvpmg4Z3T9FFhw6se+c2LqJu1TSzC+X1+vqXc+7nAdvfkxeIHemcq/E+q8aUY2ZPSfqxpLOdc89W2z9GUpakOEntnHONGn24rdyqefKDn+81eOlX1x2pV+dvrAgAGqJHWoLuOHWMhvdIUY+0RD308Sr98d29P01IS4xVVv6eT6yevvAAHTS4sz5cslU/+8+e21auPGqoLpk2WK/O36grK40D8Pr/HaT9erfX5c/O1+uV3mwESYqL1pxrp+uP7y7dK4B671eHVpn1qLqLDx2otMTYvabnlvbMnnndq96bg4OHdNb9Z45XjB8iZOQW6edPfq2kuBgVl5bpgAGddNYBfSoGUc0pLNEf3likrdmFOn9qf00bXvOAnNW7zp93YD9de9wILd6crdE90wJ7AjnndMnT3yh9Z95eYxJ88fsj1CMtsdYu+WmJsZp73fS9Zk4tKinb63yVZ+RsnxSrL38/3R8XwVRa5rRgQ6Z++dQ87cwp0i8OG6SLDhmolIQYTbnzwypjFqUlxmrOtdMDZ/V56su1VW7z+uTqaepbqZfVt+sz9d6iLZo6qJMOGRLcy6y0zGnJ5mw98ulq5RSW6vyp/XXwEO+N+cptObrmpe+0K69Ivz1muGaM7KaLn5y31yyPSXHRuuWkUfp4+XZ1SIrV+VMHaHDXdjV+H6tbvT1HR/xlVo2vI8iTX6Tr/cVb1bldvN76brOKSst04tieeuCs8fU+b022ZBXooD9+pNIyp9SEGM259siKwXYLS0q1enuuhnVLUVSUyTmnb9Zl6qkv16pbaoLOmtynYsaycpl5RXp27nq9u3Cz4mKidOMJozSmt9dj5rm563TzG4uUGButB8+eoKnVQhHJGwR40m17ZlV79qIpOnBQp732q27hxixd/eJ3WrI5W1MHddIff7Cf1u/K09kPe0Ff9VuuKo/zkRwXrbevOGSv19JUHy3dqp8+7v1e7N+/g567+MDA6d5Ly5y+Ss9Qv05J6pFWe2+dygqKSxVlFvj7X1+7cov0zsItGtDZC48bMz7Gpyu267MVOzRjVPd6zYrckpxzKiwpq/ib4pzTo5+t0Zw1GTptfC8dO6bHXsc8M2edrn3F+zCgR1qCPv/dERUBeCjq81X6LuUUFuvQIV0q/l888UW6bvTHCxrbO02v/d/Bex1bVuaUW1SilIRYFZWU6eNl29QtNUFj+7QPPNepf/+8YrDxMyb21p/OGKv8olKZqckzp81cuk1XPDdfZU764w/226u3X/XX/H/Pzte7C7foiOFd9c9zJobk+1lW5nTP/5br67UZOmtyX508rvaZ/x7+ZLXu+3CFBnRO1tGjuim/uFQHDe6sdxduqfJh4Z/PGBs4G15pmdOaHTka2Lmdtu0u1EvfbNCq7d5g8zefNKrWgPn5r9bpdy95bapfpyT954LJmrlsmw4Z0kWDu7ZTTmGJFm7M0oS+HRr0++yc042vLdJHS7fp1PG9dM6UfkqKj9Z+N79fZb9rjxuuiw4ZqAv/87U+rBTSS17PzHk3HKVNmfnq1ympyt+AxZuy9e7CzXp74Rbtyi3SkSO66bZTRyvKTOk7c5VfVKrEuGjd/PqiKrfdl88utyu3SK/M36iuqfE6elR3zV+XqQv+PVe5RaVKS4zVLSeN0q+e/zbwtd152hidMq6XFm7K0vWvLAwM8d687GA9NGuV0hJjNa53e81avl0bMvO1YH2mokxqnxSnjFoG0B/bO61ihk3J+9Buu39NMrpXqv557iRt312oUx78vOYfQoBTxvXUb48ZrvziUr3w9YaKDxfKxcVEqW/HpCbPSNqrfaJeuXSqOifH65dPz9N7ixo3K3X5rfCStGFXng7+48w6jmh51x8/Qm8s2FTl5xVOlx8xWKdO6L3XMAMtqVf7xHq/TxvePUUlZU5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" ] }, "metadata": { "image/png": { "height": 280, "width": 615 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax= spectrum.sky.plot(ylo=0, yhi=0.1);" ] }, { "cell_type": "markdown", "id": "0e6ccb46", "metadata": {}, "source": [ "These are the skylines we wish to remove. Since the sky emission is **additive** it should always be the **first step** before dealing with multiplicative terms, such as the blaze or telluric absorption." ] }, { "cell_type": "code", "execution_count": 5, "id": "b7d6f03d", "metadata": {}, "outputs": [ { "data": { "image/png": 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rrYSFhfHmm2/Spk0bfvzxx0CHKlJkjkAHICIiIiIiIiIVy4gRI3j99deJjY3lt99+o2PHjh73f/rpJ2644QauvfZapkyZwtlnnx2gSEWKTjPBRERERERERMRt69atjBgxAqfTyS+//OKVAAO48sorefvtt8nMzOTuu+/G5XJ5tfn999/p3bs34eHh1KpVi0GDBrFx40avdvv27eORRx6hbdu2hIeHExUVRdu2bRkyZAibN2/2aj958mQuvvhi6tSpQ3BwMC1btuTRRx/lyJEjXm1jY2OJjY3l2LFj/N///R+xsbE4nU6GDRvGnXfeiTGGX375xefXYd68eRhjuOqqqzzqk5KSeOWVV+jSpQvh4eHUqFGD0047jXHjxvkcJy0tjREjRtCyZUuCg4Np3rw5zzzzDKmpqT7bS9nRTDARERERERERcRs1ahQZGRlcffXVnHTSSfm2u+222xgxYgTr169nxowZHrPBfv75Z/78808GDhxI3759WbZsGT/99BPTpk1jzpw5tG3bFshKKPXp04e4uDjOO+88+vfvj2VZbNu2jYkTJzJo0CBatGjhHveFF17g+eefJzo6mksvvZR69eqxYsUK3nzzTf744w/mzp1LRESER5xpaWn069eP+Ph4zj//fCIiImjevDkXXHABI0eOZMyYMVx22WVen9+XX34JwM033+yuO3LkCP369WPp0qV069aNW265BZfLxeTJkxk8eDCrV6/mxRdfdLe3LIurr76aiRMn0rJlS+677z7S0tL44osvWLlyZTH/ZqS0lAQTEREREREREbdZs2YBcO655xbYzuFw0LdvX7755htmz57tkQT79ddf+fXXX7n00kvdde+++y4PPfQQ99xzD//88w8A//zzD3FxcTz00EO8/fbbHuOnpaV5zJaaNm0azz//PKeddhp//PEHUVFR7nujR49m6NChPP/8817j7Nmzhw4dOjBjxgzCw8M97rVp04bffvuNQ4cOUbt2bXd9amoq3377LfXq1ePCCy901z/00EMsXbqU1157jccee8xdn5KSwuWXX87LL7/MoEGD6NKlCwDjxo1j4sSJ9OrVi2nTphESEgLA8OHDOeWUUwr8+or/KQkmIiIiIiIiUojYJ34PdAhFtvXVS0rVf8+ePQA0adKk0LYn2uzevdujvl+/fh4JMID77ruP999/n6lTp7Jt2zaaNWvmvhcaGuo1dlBQEEFBQe7ye++9B8Cnn37qkQADGDJkCO+++y5ff/21VxIM4L///a9XAgyyZnk9/fTTfPvtt9x7773u+l9//ZXDhw/z8MMP43BkpU4OHTrE2LFj6dGjh0cCDCAkJITXXnuNyZMn880337iTYKNGjQLg5ZdfdifAAKKjo3n22WcZOnSoV0xSdpQEExERERERERE3y7IAMMaUuO1ZZ53l1dZut3P66acTFxfH0qVLadasGWeddRaNGjXi1VdfZcmSJVx88cX06dOHLl26YLfbPfrPnTsXp9PJDz/8wA8//OA1flpaGgcOHPCa1RUSEsLJJ5/sM/6bbrqJZ599ljFjxngkwcaMGQN4LoVcuHAhmZmZGGMYNmyY11jp6ekArF271l23ZMkSbDYbp59+ulf7vn37+oxJyo6SYCIiIiIiIiLi1qBBA9atW8f27dsLbbtz5053n9zq16/vs31MTAwAR48eBSAiIoJ58+bx/PPP88svvzB58mQA6tSpwz333MMzzzyD0+kEsmZiZWRkMHz48AJjSkhI8EiC1atXL9+EXuPGjTnnnHOYMmUKa9eupX379uzfv59JkybRpUsXOnfu7G576NAhICsZtnDhwgKff8LRo0eJjo52fw6+vhZSfpQEExERERERESlEaZcYViann34606ZN4++//+b222/Pt11mZibTp08HoE+fPh739u3b57PP3r17AYiMjHTXNW7cmM8//xzLslizZg1Tp07lww8/5IUXXsDlcjFixAh3H5fLRXx8fLE+n8JmtN18881MmTKFMWPG8Oqrr/L111+TkZHhMQssd8wPP/wwb731VpGeHRkZSXx8POnp6V6JsBNfCyk/tkAHICIiIiIiIiIVx5AhQ7Db7YwfP57Vq1fn2+6LL75g9+7dtG3b1mv544wZM7zaZ2Zmujfd79q1q9d9YwwdO3bk/vvvZ8qUKQBMmDDBfb9Xr14cPny4wJhK4oorriAiIoKxY8ficrkYM2YMDoeDwYMHe7Q79dRTsdls/Pvvv0Ueu1u3brhcLvfnnduJBKKUHyXBRERERERERMStRYsWPPXUU6Snp3PZZZexZs0arzYTJkzgwQcfxG6389FHH2GzeaYXpk6dym+//eZR98EHHxAXF8fZZ5/t3hR/1apVbN261Wv8EzPJwsLC3HUPP/wwALfffrvXRvwAiYmJzJs3r3ifLFmb8l999dXs2rWLt99+m+XLl3PxxRdTr149j3b16tXj+uuvZ9GiRYwYMYKMjAyvseLi4tiyZYu7fGLj+6effpqUlBR3fXx8PC+++GKxY5XS0XJIEREREREREfEwbNgwEhMTeeutt+jcuTMXXHABHTt2JD09nTlz5jB//nxCQ0MZN24c/fr18+rfv39/Bg4cyMCBA2nVqhXLly/njz/+IDo6mo8++sjd7u+//+b//u//6N27N+3ataNevXrs3LmTiRMnYrPZePTRR91tzznnHF599VWefPJJWrduzcUXX0zz5s1JSEhg27ZtzJgxg9NPP51JkyYV+/O9+eab+eyzz3jyySfdZV8++OADNm7cyHPPPcdXX33F6aefTv369dm9ezdr165l4cKFjBs3jubNmwNw3XXX8d133/HLL7/QqVMnBgwYQHp6Oj/++COnnHIKcXFxxY5VSs6cOMlB/MsYs7hbt27dFi9eHOhQREREREREpBAnTvRr3759gCOpWBYsWMCHH37IzJkz2bt3L3a7ndjYWC688EIeeughGjdu7NF+9OjRDB06lFGjRlGnTh1eeuklVqxYgdPp5JxzzuGVV16hTZs27vZr167l008/ZebMmWzbto1jx47RoEEDevTo4U6O5TVr1izee+89Zs2axcGDB4mMjKRRo0b069ePwYMH06NHD3fb2NhYAJ+zzfJq3bo1mzZtIjo6mj179hAUFOSzXVpaGiNHjuSbb75h9erVpKSkUL9+fVq3bk3//v258cYbPTbmT0tL49VXX2X06NHs2rWLBg0acP311/Pcc88REhLCWWedpaWRFP3/YPfu3VmyZMkSy7K6F/cZSoKVESXBREREREREKg8lwUQCqzySYNoTTEREREREREREqjwlwUREREREREREpMpTEkxERERERERERKo8JcFERERERERERKTKUxJMRERERERERESqPCXBRERERERERESkylMSTEREREREREREqjwlwUREREREREREpMpTEkxERERERERERKo8JcFEREREpNpZtesol384m0vf/5fF2+IDHY6IiIiUAyXBRERERCqYtAwXmw8kYFlWoEOpst6YvJ5lO46watcxXvx9baDDERERkXLgCHQAIiIiIgIp6ZnsPpJMrbAg7nz7G5olryax2bl8dMcFgQ6tSlq87bD7eun2I4ELRERERMqNkmAiIiIiAbbnSBKvvvsOzdM3stzVku+D3gAn7Nz1M3sOL6dBrRqBDlFERESk0tNySBEREZFSsCyLh79bxqnP/cx/vl9eoiWMK+ZM4l3rNR5y/MyooDfc9Y3NQawjO/0ZroiIiN+NHj0aYwyjR48OdCh+17dvX4wxgQ6j0oqNjSU2NjbQYbgpCSYiIiICbD2YyPIdR4qdxFqxPZ6rVt3NAttQLl95D6t3HSn2syOPFn1PquS0TH5cvJOfFu8kJT2TjfuO87/pcazadbTYz62uktIySEjN8Kg7lJAaoGhERCqezMxMPv30U8466yyio6NxOp3Uq1ePk08+mdtuu41ffvkl0CECkJKSwptvvknPnj2JjIwkKCiIBg0a0L17d+677z5mzJgRkLiMMfTt2zcgzy5MVU5YFoWWQ4qIiEi189nMOOav3sDpndtzc+9Ypixczc6Jw4k0icw76U7uvPqyIo9ldi+it30NAGfYV/HL8n9pUvsiIkOdbD2YyLGUdE5qFFmqd5HXbNnJ5mUz6dDrfMbP24Br0SgsoNcP5/CkYxxD7HOYPrUr+68bwye/zyUp8TgdOnblPxe0oV7NkBI/t6p69McVXnVv/rWBV644KQDRiIhULJmZmVx66aVMmjSJqKgoLrnkEho3bkx8fDxxcXF88803rFu3jssuK/rPyrKQkJDAWWedxZIlS4iJieHKK6+kfv367Nu3j40bNzJy5EiOHDnCWWedFdA4pWJREkxERESqlY17DtPt76u5zbaJ+ZPasa3N36TOeJuhjskALFy1HwpIgh08nkLc7kN0a9UAmzHYMlI8x58zkQf+tXN227rs27CQSJNIp94X8/SlnUoU76TPn+cWxyQ6ANuX16dxRnuucU4H4DHn9+52F5n5fPH1Q3xjn4zdWLAKHlj2AM889jQ2m2HKmn10bRpFu5iIEsVRlSTlmQUGMG7Bdt9JMJeLtM3/YguvjaNB1t/hhn3H+WruNppEh3LTabGEOO1lHbKISLkZN24ckyZNonPnzsyYMYPIyEiP+0lJScyfPz9A0eV45513WLJkCeeffz6//vorQUFBHvcPHz7M2rU6/Vc8aTmkiIiIVElHk9NZs/uYx/LGxNQM/pnyG91smwDoaVvH/775kQbHlrnbnGLbAMD+4yl8MWsLMzccwLIs5sYd4tQnxuJ4swU9x3Vg9fAevPTs/Xw16V+P5/7H+SNbQwbTf/Nw/gh+inFBL9F03vP5xjlx6U72rJmd7/1bHJPc103ZxzWO6QW2tZucz/c9x3t88eME/nrndq74vRtHPjqfuF378+0vWad0PvrNXB5+6gmeffpB/hx2EUFjL8PxSR+2zRwLwK9j3uTepZfS9e9rmTxncYAjFhHxrzlz5gAwZMgQrwQYQFhYGGeffXaRxjp8+DBnnHEGNpuNV155hSeeeAJjDF9++aXP9osXL8YYQ//+/Ysc59133+2VAAOoVasWvXv39qgbMmQIxhi2bt3q1X769OkYYxg2bJjP56WmpvLMM8/QvHlzgoODadmyJcOHDyctLc3d5sRSQ4AZM2ZgjHF/nBh369atGGMYMmQIGzZs4JprrqFevXrYbDamT5/u/jo8+OCDdO7cmejoaEJCQmjdujX/+c9/OHz4cN7Q3L777jvOOeccd5/Y2Fiuu+46Fi1aBGTtbzZ06FAAhg4d6hFf7q9JRkYGH330Eb169SIiIoKwsDC6du3KBx98gMvl8nquZVl88MEHdOzYkZCQEBo1asR9993H0aMVb6sGzQQTERGRKmfjvuNc9sFsktMzufikGD66vjtrdx9l3IfP8oJzjEfbRw89S23bcY+6p8evZPfCiQy1TyLOakjG1a+x7te3WBCS86K9iy2OLra4fGO4wj7LfX2j4+9827nG381Ae/5JsNL6v233EGQywUAvs5bZCyfQstEd7vtz4g7y/ZyNtG5UhzvOaonTXj3fI42JyFo2OvKnP3hjww3g/fsUzabey6sLd/JE0jtgIMYc5p0p/yOld3fNBhORKqN27doAbNiwoVTjbN++nQsvvJBNmzbx5ZdfcsMNN7B161beeOMNPvnkE2666SavPp988gkAd955Z7nFWVRXX301CxcuZNCgQTidTiZOnMiwYcNYtGgRv/zyC8YYunTpwvPPP8/w4cNp1qwZQ4YMcffPu0dYXFwcPXv2pE2bNlx//fUkJycTEZE1W/vTTz9l/PjxnHXWWZx77rlkZmayZMkS3nrrLf7880/mz59PzZo13WNZlsXQoUMZM2YMderU4YorrqBu3brs3LmTadOm0bZtW3r06MGQIUOIiopi4sSJDBgwgC5durjHiIqKAiA9PZ3+/fszefJk2rZty+DBgwkJCWHatGncf//9zJ8/n6+++srjc3nooYd47733aNCgAXfccYf76zN//nzS0tJ8JikDRUkwERERqXL+Wr2XDhlraGPfyZ8rT+X+rzN5eP2NvODc69W2tjnuVXfV0pvpEpSV4DqTlfz0QyL35Epq+cuhhFQG2mb6fdzcgkymR9mZmei+zsh0sf6rh3nD+p3NGxvwb8R39OtRsmWbFVlahotMl0VoUP6JqqbRYeyIT6Lz6tehgHzWE8df8Sg/5PiZ8QsfYWDvjv4KV0QkoK644gpee+01Pv74Y44fP87AgQPp3r07zZo1K/IYy5cv56KLLiIxMZE//viDc889F8g6KfCiiy7i999/Z+XKlZx0Us4y9ISEBMaNG0eTJk246KKLCn3GNddcw9ixY3n22WfZunUrl1xyCd26daNBgwbF/6SLYO3ataxevZpatWoB8NJLL3H22Wfz22+/MXbsWG688Ua6dOlCly5dGD58OLGxsfnOKgOYNWsWTz75JC+//LLXvSeffJIPP/wQu93zB9Lnn3/ObbfdxkcffcTjjz/urv/0008ZM2YMp5xyClOmTPGYwZeZmcn+/VmzwE8k5SZOnMjll1/ukaQ74aWXXmLy5Mncd999vPPOO+4YMjMzueOOO/jiiy8YNGgQAwYMALJm5L333nu0bNmSBQsWEB0d7fH12bNnT7H+7ZQ1JcFERESkymlweBE/BQ8H4BXn5+zcUIfGtoNF7p93hteVZZAAAxj8zq9MLpORiyY5KYGh/AIG2pqdHNjwG1SxJNiiuD38MvYDnBnHOdp6IH27tCUtM2sphw0XZ9qWE0YqETuS2P3OQ5xlX1fsZ4Sv/R56D/d36CJS0QzzXhpYYQ0r+TK0rl27MnbsWB588EHGjh3L2LFZS8Gjo6M588wzueWWWwpcrvj3339zxRVXUKNGDWbOnEnnzp097t999938/vvvjBw5kvfff99d//XXX5OQkMCjjz7qlfzx5dJLL+Xdd9/lueee43//+x//+9//AIiJiaFfv37ceeednHnmmSX5Evj07LPPuhNgACEhIbzyyiucffbZfPHFF9x4443FGq9+/fo8/7zv7RLySxrdcsst/N///R+TJ0/2SIKd+Dp+8sknXktY7XZ7kRODLpeLDz74gJiYGN5++22Pvwe73c5///tfRo0axddff+1Ogo0aNQqAp59+2p0AA8+vT0WiJJiIiIhUObn3+AJobIqeACuN5B534zy+E8f6X4vUfnLGrWUcUSFcnhvEz1i9jW5pGYQFVfyXiEeS0nht0jp2HUnh7rNaclrL2j7bbf79bV6wPgE7HIibwFPrbmW+qwshZPJ38KN++bdxcPeWQttYlsX+46nUqxlcqpNCRUTKw9VXX83AgQOZNm0as2bNYunSpcyaNYsJEyYwYcIEbrrpJo/9r0748ccf+euvv2jVqhWTJk2iadOmXmNfdNFFNG/enK+++orXXnuNsLAwAEaOHIndbue2224rcpwPPPAAt912G1OmTGHOnDksXbqUOXPm8M033/DNN9/w7LPP8sILL5Tui5HN1ymTZ5xxBg6Hg6VLlxZ7vM6dOxMcHOzzXnp6Op988gnffvsta9as4ejRox57ce3atct9nZiYyKpVq6hfvz5du3Ytdhy5bdiwgUOHDtG6dWtefPFFn21CQ0M9DhxYsmQJUPDXpyKpWNEUgTFmEHAW0AXoDNQEvrYs64ZijFEbGAhcApwENALSgJXAKGCUZVneu72JiIhIhXc8JZ3Zmw5xmrP8nx166auQehxe8U6CTV23j37t6rvLWw8kEFuOsRXF085vOPf5Lvw+4jaCHRV7j6vxs1bQa+mzNDQH+WrX1XT4z0NEhnn/pXc5OtV9Xdcc5dOgt5ia2YU0nH5Ljl6eMYmU9Mx89wVzuSye++/bdDo6g7io3jz28KPVdu81Eak8nE4n559/Pueffz6QtRzup59+4pZbbuHLL79k4MCBXH755R595s6dS3p6Or169aJJkyY+x7XZbNx555088cQTfPfddwwdOpTFixezZMkSLr/8cho2bFisOMPCwhgwYIB7ZlJaWhqffvopDz74ICNGjGDgwIGlTg5B1sytvOx2O7Vr13YvNyyOmJiYfO9dc801jB8/nhYtWjBgwABiYmLcCbN33nmH1NRUd9sjR44A0KhRo2LHkNehQ4cA2LhxI8OH5z/DOSEhwX19YvP7gr4+FUmlS4IBz5CV/EoAdgLtSjDGVcD/gD3ANGA7UB+4AvgMuMgYc5WV+zgpERERqVD2Hk1h5sYD9G5Zm8a1st5FPpiQykUv/sDCkB/KPR7rjEcwAME14bap8Fk/j/tbv38KnvvcXV4x+3ePJNi+Wt2of3iJ98At+7Fv3x7qJ+Q65v2Wv8DugE/7ebcvpb+DH+OiZzP57vnbiQgJQCaxiBpsGseF9qyTwU7JfJFRLy/E0fN2bux/HpZlMX9LPPGJabT28b5mP/syv8YSZlL5ePhNXHTfezSL8Xyxb1kWd73yESPTh2e98k6YzlPP7WO7VY89VjTXXXQOt53Z0q/xiEgZKcUSw6rAbrdz9dVXs3LlSl588UWmTp3qlQR7+eWX+eOPPxg1ahQul4svvvgCm8076X/LLbfw/PPP88knnzB06NBibYhfmKCgIO69917mzZvH2LFjmTZtmjsJdiKWjIwMr34nkkn52bdvn9fMtszMTA4dOuTe0L448psVvGjRIsaPH8+5557LH3/8gdOZ87PY5XLx+uuve7Q/saF97tlhJXViKeXAgQP5+eefi9Vn3759tGjRwuPeia+PPxJ0/lIZ34J6GGgDRAB3l3CMDcBlQGPLsq63LOtJy7JuISuhtgO4kqyEmIiIiFRAiakZ3PL2d6we/wa3//cbDidmHU/++78LWRhyb5HGyLjpN49ycu3C98Kyojxf/G6p2w8ueQsu+wBz5iM5Nxp3J/GuxR5tb3H96FGumyfhZev3lPv6mC0Snt4LDyyDG36m/i3fZMVcowGc+Rg07QmNusPj2+C8EdDhco+xMm1B7Kt3OqlDSrbj2J/BT3Lp8K/4YtYW0jMr5uT46LTdHuWhjslcsOg2Diak8se/80gbNYBmP1xAa1f+J3gWW3jdfG/d5fiNTTPGetVv3r2fkelPedS97PycsUGv8E/wo3T9+xr2HkkuVhjJaZnM2niQhFTvX+JERMraiVMJfc0ZCQ4O5scff+Sqq65izJgx3HDDDT4TTnXr1mXQoEHMnz+f2bNnM27cOGJjY92zzsoqzhN7eu3YscOr/aJFiwocb8aMGV51//77LxkZGV4zzWw2G5mZmV7ti2LTpk0AXHbZZR4JMIAFCxaQnOz5MyM8PJxOnTqxb9++Ii3LzL3RfV7t2rUjKiqKefPmkZ6eXqR4u3XrBhT89alIKl0SzLKsaZZlbSzNLC3LsqZalvVr3iWPlmXtBT7OLvYtRZgiIiJShtZv28X31mMMd45hgv1xVm/MSnTUWDOuSP23h3XAEdsHV+NTAHDVbkPoHZPIvPD1fPuktumPeWglCVd8zZHw5hyK7kqjK1+BU26FbjeCM9SjfXht73c9dxxK9KoDWF/7HOp2OpfkSz/iQIch1Bg6Pmu86OZgDES3gGFHcTyyDvo9ndMxNAr6PABXfAo1spdVOEKx/2cd9e/5neDYXqwK7uLxrHV7jrmvP56Rf4JoZvDDTPnjB/5a5X2iZiAdS0nnuYmr2HIwyetePXOEeQvmErzgQ860r6SjbZvfnrvj+pnw6CZ4Yjtc9j6c573HTFjyHq866+CmAsftbttIwq7VRY4jPdPF7W9+xezRT3PHa5+TlJbBoYRUPpkRx8PfLWPWxvLZ/05Eqq5x48YxZcoUjz2oTti7dy+ffvopQL6bzjudTsaNG8cNN9zAuHHjuOaaa3wmVO6+O2tOyzXXXENCQgJ33HGHz1lj+fn444+ZN2+ez3vr1q3jhx+yZoWfccYZ7vpTTz0VwP05nLBy5UrefffdAp83YsQIDh8+7C6npKTw5JNPAjB06FCPtrVr1/aZaCuK2NhYAKZPn+5Rv3//fu691/cbfQ888ACQNZPuxPLEE1wuF3v25Px8OrE8cfv27V7jOBwO7r//fvbs2cMDDzzglXAD2LNnD2vWrHGXT5ww+dJLLxEfH++uz/31qUgq43LIsnbif2fFSleKiIiI26IFs+hmUgAINhnUjF9JpqsdFx37AXytLjh3GAf3bKfO6i8AqNnnNrDZsN06BY5sxxbZBGw27D3vIHHBl4THr8LC4LprNvbIRnBkO8ExWce41zj5Ujj50sKDdIaSesVogn8e4q7auOBPmlw0iEyX5bFvWXxIUzCG0B7XE9rj+uJ/QRxBcO982DwdmvWG8JwleTUiouFATlPbvpVA1myi9gufgQK2/hoX9BIPfneYIyl3cX3PinG8+cQ5K+m66BkGOmb7vH9o6gd0Dz/g815p1KtbL+siJBK63QRAiiOCkD8fcrfZE7eywL3B8uPKSCty2/XbdvFJ6mOEO1NJy/yBl8fWg7ipnGZbQ5BVm7dWnU23Z2+vFIcbiEjFNH/+fN59911iYmI4/fTTad68OQBbtmzh999/Jzk5mQEDBjBo0KB8x7Db7YwZM4aQkBA+++wzrrjiCn788UePjeD79OlD586dWb58OU6nk1tuuaVYcU6aNIm7776b2NhY+vTpQ5MmTUhNTWXjxo1MnjyZ9PR0HnjgAXfiC2DAgAG0bt2acePGsXPnTnr27Mn27duZOHEiAwYM4Pvvv8/3ee3bt6djx44MGjQIp9PJxIkTiYuL45JLLvE6GfKcc87h22+/pX///nTv3h2Hw8GZZ55ZpNMqTznlFPr06cPPP/9M7969Of3009m3bx9//vknbdu29bln2m233casWbP48ssvad26NQMGDKBu3brs3r2bqVOncssttzBs2DAATjvtNMLCwnjnnXeIj4937+V1//33ExkZybPPPsvy5cv5+OOP+fXXX+nXrx+NGjVi//79bNy4kdmzZ/PSSy/RoUMHIOvv8f777+f999+nU6dOHl+fWrVqFflkyvKin465GGMcwE3ZxUlF7LM4n1sl2atMRERECuByWVz1v38Zu/8hr2RXQmIikSbVu9MZj0DPu6hjD4YeV0BwTWo17JJ1zxiolSu5Ywzhd02BuH8wMSdhrxWbVR8aVaJ4g0+6HHJtqRGekDUzacaSlTzizNm3zGbzw2mBoVHQ8XKv6obn3gPjcjaHv8E+BYC05GNcavf9Dnpu7wZ9xGe/biGl29cFJncyXRYTl+1i/d7jDOremNb1a5Kakcl7/2xk/d7jXHtKU1Zs2cWWuPVceNZZXNK5eBsfn1Bv4w9cYPedAAO42TGF2UkdC0zuFdeRXo8RFeX9Ij7klJs4PPUNaqVm7cNyhX0WM2b9zVlnX1Cs8T/7/mdeO/m0Ip0aGXQkjvDsf+dBJpO7tj1MjDNnZsIAazaHjlxDWL3o/IYQESnQf/7zH1q3bs3ff//NihUrmDx5MikpKdSuXZu+ffsyePBgBg8eXOj3LJvNxsiRIwkJCeGDDz7gsssuY8KECYSG5sycHjp0KA899BADBgzwubF6QV5//XXOOOMM/v77b+bNm8f48ePJyMigfv36XHrppQwdOpT+/ft79AkJCeGff/7hkUceYcqUKSxcuJBOnTrxzTffEB0dXWAS7Pvvv2fEiBF8/fXX7N69m0aNGjFs2DCeeOIJr6/Fu+++izGGf/75hz/++AOXy8Xzzz9fpCSY3W7nl19+4ZlnnuGPP/7gvffeo1GjRtx2220888wz7uRTbsYYxowZw/nnn8/IkSP5/vvvSU1NpUGDBpxxxhlcdtll7ra1atXip59+Yvjw4YwaNYrExKxZ6jfccAORkZE4nU4mTJjA2LFjGT16NL/99hsJCQnUrVuX5s2bM2LECK6/3vMNu3fffZc2bdrw4Ycf8sknn1C7dm0GDhzIyy+/TOfOnQv9nMuTqcx7vxtj+pK1sX2xTocsYLw3gf8Af1iWdUkR++SbBOvWrVvY4sX53RYREamedsQnsWzHEc5sU5fI0OJtvP7B1I1s+2ckbzhHetQvP/NTYrv2I/Jdzw3Gl7a6l643vFzqmEtj6TtX0fXIXwDM7/gcPa/6D9NHP0/fre+42xzoPYy65z9cZjEcn/wyNee+BsB+oqk3bAtHDx/0+noV5Of+K7iiu+/ZYBmZLu4ZNZOLt71GW7ODn0Ou4Kknh/Pjou3MGv8x7Ww7WORqw9vOj4gwyUzM7E3zO8fRoUEER5PTqV3D9xHxvsz/YCg9DxZts15fdvV8nkbz8z/xKrHp2YRvn+YuZ949D3v99vnH8/Hd9Nz7jbs8r8UD9LpphLu8aflsWo2/uNC4tt65idgG+e85dsKGJdNp88uAAtu8FDua+6+9tEIfbCBSEa1dm3UASfv2+f+fF/8aMmQIY8aM4e+//+acc84JdDgSYEX9P9i9e3eWLFmyxLKs7sV9hmaCZTPGPEBWAmwdcGMhzd3y+6JnJ8e6+Sc6ERGRqmFHfBK3vPk1XcwGPql5GhMfG4g9exZUfGIa/6zdR3L2crKLOsVQM9cv8f+s3ceYvxawMGSk17hv/72BEe3OIDJPfeu2J5Xlp1Mk6TbvBE9wZoJHue7pN5dpDMmdrnMnwSzLxYPvfUNUdH28UkHnvwR/Pe3VH8Cx6S/ofrvPe1NXbeP1HYOJsme9m/x02rukpD3N+gmv8W7Q117tB9jnMGLqv/y2bTYxqVtIOel67rnmMq92ea3ZfYzt8Un0LLRl/hp2vxiatYLV46H1edDuEjLeaIcjM4kMRzjhV32C69OzsR3bhatBN+z1Cp7c36h+PSjutmkhUZByxKPKHNsFBSTBjial8+m/m/l3+nImFpIzfHrrEH6a8hVX9i/8ayoiEig7duzg22+/pX379vTr5//TjkV8URIMMMbcC7wLrAHOsSwrvpAuIiIiUgIrVy5lsvNRbMZid/KPjP63E9uOpNEjNppZv3zO1em/0MO2gUmZp/Deoht5+q6c5NCwr/9mYcg9PscdHfQGr/xUC4/tV895jhpdK+Zhz8eSczYIntv0Dk4LK7+la/XNEd6Nv5vMQ8Z7/7Te95FWtxNBX3vPNKqbuCHfMVOWjyfK5Nn035XBM07vBNgJl296lpNsW8AB21YvITn1YkKD839pOnvdLmZ99QKPO33vWJEQ1pgaSTvz7Q/A4O8x9dpBvXbQISdB5HhgIWyejqNlP6hZH9uDy+HgRmx122UtmS1A4763wPJ38r2/+UAirXJX3DMP6rWHYZ4p289nbeaFtl3yHefHKdPpveg5Hglek2+b3GI2jiPrMHQRkYrlm2++YcOGDXz77bekpqYyYsSIIi0HF/GHSnc6pL8ZYx4CPgBWAWdnnxApIiIiZWDNvMnYTNZWDA1NPBlThtF30b2s/X44r2e+SQ9bVqLlQvtCrt39irtffGIaX9ueL3DsAfGfe1ac8R9wFH2ZXXmxLIv9e3eV6zN9veCzG99bYgS17gv3zIfzXyzS2FsPJnJgwwKf91Ks/JfjnWTb4r5uZtvPpMX5J9kApn71Mo87v833vu2y95gf7Tvpk3LR2zDsKLTJZ6+uyMbQ9QaIyN6nzO6E+h2gKKeU1WrGvBjfhxkkpWUQO/Mhd3mT1TgrAebDCzuGkpSW/7lMbTd9Rm970RJgAKF5ZhsWxdHkdB4bNYmHXvuQnxf772RNEZHcRo4cyQsvvEBycjJvv/02V155ZaBDkmqkWs8EM8Y8DrwKLAPOsyxLZ0qLiIiUgZT0TF78fQ2DEn/zyMjc6fgdgH72ZV59WtpyjvOetX4Xl9kKPvGvbq6J3Dtr96Fx6UIuMy4LbnT87S43iAwp82fWjq5VaJu08AYEnShkz5aau3Yrp+34rMB+T42dyjeOP73qLcv3QZ35Cds4AXp7b/YLkJ7p4lnn2Hz7HqjZgbpt++GaNMrr3s52t9C4Z/FOHPOXvVvX0caWk/BsZQqeqXZ4z3bCmrXweS+clHz7pfR8gJD573nUlWRSxax/p/Ly1utwGBd/TfgJuk8tvJOISDFNnz490CFINValZ4IZY5zGmHbGGK9dX40xz5KVAFtM1hJIJcBERETKwK/Ld9P12QnsWTCeLra4Eo1RZ88sz4rLPoDnDrMsrLe7ypXrsJ9ddc8o0XPK2t5jKeDK9Khr1rFXmT/XFOF0y6ArPyn2uAcTUnk0fpjPe3OWrijWWBGp+U/GXxy3r8C+KZ1vAmNoUMM789Owj+9ZWmUl9/y6j36dk2+7pCZneVdm+jjd9MQt4/netavNxbh63g0PryHkohEc73anx33jDCtSvLlF756Bw7gAON+uw51ERKTqqXQzwYwxlwOXZxdjsv88zRgzOvv6oGVZj2RfNwLWAtuA2Fxj3Ay8AGQC/wIP+FiDvNWyrNF5K0VERKTojials/WHJ1kbMqFU4zjTj3lWdMs6w8YyOe/n1TdH3NfBzorzPl/ug7jXb97GpXnumzYXlkscC6L7c2r8rz7vzWvzKL1a+EjKFGL6vIUMsm3yeS9t6feEmJy9z5Kj2xMav7bYz7Asi/lfPkmvfF61JsacSpM+1wLQtN8dZH49GfuJZNKVn2NrXOyDo0rl0MYFJKdlcjghmTePP+px73CLyzgxJy/ssjfh3//CivyXeOZnUbdX6XHZ3R51NS8aDktyEpmHMvJfCvzWd5M4vOJP4qyGzHN14OlLO3Hr6c0Bl0e7o0np1AxxYLNprx4REakaKl0SDOgC5D1CqUX2B2QlvB6hYM2z/7QDD+XTZgYwutjRiYiIVGMv/b6G31bsoW/burw88CT+mL2Q+x0TSjTWMcKI8FG/MPJ8Timkb7vYpiV6ZlmoXSMIDmddP+b8jkw+ct/LtAx2mz1AkZVeg91T8r0XemCpx3pIxzVjsKaNwKzznYjLT0JKGg86xvu8N6/FA/S6aYS7bGtxBjyyHlKOQa1mxXpOaYQF5/wdXmqfx5+LltOxrvfL7FoD38wp1G0DV3zC7pXTaGgVPNOtSJyhzG/3BD3XvQrAOccnMn/dNnq28/w6bNqxm3vX3ECwMydB+ePkM9l38g/MjYvntFz/HPuP+IqdVl3O69iAi09qwEWdGhCfmMb8LYc4q01dosKCEBER8QfL8r1Xqb9VnLdJi8iyrGGWZZkCPmJztd2at66IYxjLsvqW86cmIiJSqcUdSCBkzn8Zk3w//ZY+RKsnf8VeglkuJ+R+LVTcl0UhJ1WcU/EaNG3tvo73mdYrH44CJvNEheW/gX1B7K50j/LeiJPd12ewzOOes24rzLX57+vlyucveeq8RcULKrRWuSbAAFr36u9Rjtj2F8bXv9qa9cs0jmCH50v7w7O+8GqTsXsVwcbz722QfSZHdm1gsO0vj/qZwQ+zOeQGzlr/Ej9/P4b/+3Yxt7zxFYt+eJ2b3/6RmRsOcOPn83ny55UcTfYcU6QyOrE6yOVyFdJSRPztRBKsrE8KrYwzwURERKQcHElK49eZ88GyuPTMXtQK9571sf94Cj8s2klEqJMOwQf4j/NHANqwizj7jXC85M+PNEms3XOM9g0i2Ll8KqcWsd9+K4p6QeElf7CfpXS8lvDZWbNzrGJtFe9frU4+Dab5noXVumWbUo8/t+HNBIdHEnMsay+w3KdP7glvT4PsGW/pthCcLu9N3vvsGcOWHY/SvEkTj/rozfnPHGtYt3ap4/aH0Pbne5TtrrQSjbNu10Ea+d4Xv0jadOicdd55tuj03UXuu+SbYVxnP+zz3mDHVAYzFTa9lvPbQ/po7h39AHfZ/2HnlrpMjBrOTf26lDx4kQogODiYlJQUEhMTqVmzZqDDEalWEhMTgaz/h2Wp0s0EExERkfIx45vXuHHepdw4vz+/fj6Cbxds58Npm9h3LCeB8dRPK5ny1+98MXEKkxes9nsM6xdPB6C/Nd1d58yVXGka5Z2Yq2OO+j2O0rBsFeM9x4jT7/Aop9VuR3JUG6zT7sfe/pJC+6/YWfjXtW2r1j7rt0bk7MvlvPITXPU7YbXrz7JGnpvWb536uVdfKz3JfZ3ojCa18824sJFSqw1NzxhcaEzlZV69awq8n1a7vc/6utYh93X3v68hPSPTZ7uMzMLnQ4a1O5+E4Bh32YX3Utt987/32fc6+z+Fjp/Xh0Hv0ce+mmsc06mz8bti9xepaE4kvvbu3cvx48dxuVzltkRLpDqyLAuXy8Xx48fZuzfrgJyyTkBXjFdlIiIiUuGcsmOUe0+nm+Lf4+tfVtPDtot7/rqGHcGtGHhKS3pvepNbgicBMG7H2cV6ZWHVbYc5uhNXRiq27GV1R6M6EHlkjbtN/cOLgcuIJ5L6ZCUL6p50Xs4gDbvArqke4+5scD4VZ0cwTwH9XcruhHsXwMofoVF3gtpcAIUsOXDm2hD9Ttd3wMgC24d3HQR/3l9wHB0vx9bxcgBSRj/lcSs0eb9X8507d7j/Xa1oeDWnDXwNLn2dEEdwofFXJEH9/+uz3p5rM/ook8i+fdup36i5R5v5cQdpmuC5x5pPNhurmlxLr03v5NukxuHiH05QFLXTdpXJuCLlKTo6msTERJKSkti5c2egwxGpdsLCwoiOji7TZygJJiIiIj7Vw3Np1PWOrJkiPwUPz6pYiMcriesc04o8dmaNBtjvmg12B7aDG7EmPQXpSUSeO4y4H56m5bH5AMxfv53T8vS1tznHfZ3Qsj+1F77lcX9vnd4VNglWxxxle/zxwMVXty30e7rIzVu0aJl15FBRBYWRajm99pxylDBZlemyGOzISXLWrpG9RMIZUqLxAmWHaUiT2D6+b170GvyZ6xRJy3svovV/jaSniS91HL/MW8Nl1qrCG5bAjvgk5v+9nn3rF1C/xcncd8HJOlVSKh2bzUaTJk2Ij4/n+PHjpKamaiaYSBkzxhAcHEzNmjWJjo7GZivbBYtKgomIiEi5sw/9HezZL0PqtMbc8IP7XkJkG8hOgj3k+BkYRaZl+ZwFYy/jF0r+UCPUc2+LjbN+rrBJurxqnXodTHui1OM0b9KoZB1dnksDW3bqVepYKhpbzztI/PM5wknOt03n5AUe5bz7puXncJ7N6o9MecOjnBwUTWia7+TaRkdrQpp2o0lQIqz7rdBnDbKmwKys00KP7A9nQeOp9DqpXZHiFKlIbDYbderUoU6dOoEORUTKQMV/5SgiIiLlrrTvfFu1mud7L6H/p1C7Zb73W7Q9yX2dZjnYuO84DfOZBdOoVljJgywnIZH1PMr745YEKJISCC7+aZZ5Z4EB1DjVP3t32dte6JdxKppEQgu8n2rzvF/75KJ9HVodmcvcTQcASM90cVPmzx73j571AvGRHb367Q1tRetnFtHkppFw7dfwwDJcjXsW6ZmQtawz8odBJKXqxEgREalYlAQTERERL5/+uxmHKdkR8Yl1OmMeWEr6Db/iMlmzvZJbXgQXvALXjqNG1ysL7O/scrX72sKwbtUij/u1wpzua1O7VYliLG8Lal/uvu6VkLMBee4TFCsDl8sz3mMp3kmOdfX7e3cM9X2KY2zdGh7lvMvn4hNzTlnMtAxUgpl/ZW3BScNzZlH6lPM1bG3bxc4F4wHYtvegV8uYk88jrrl3gnJTSCfPiujm2G77C677DnrcAjeO56CzQYFxtrft4OHhL9HnyTG8Mals9iETEREpLr2SEBEREQ9LNu/lhn/y7sRVdAfOGAHG4Gx1Jrb/WwN3zSL0hnFw2j3Q7mKweZ9Y58HueeJjvfjFHuXgyJzT77DZWFbzzBLHWl4sk/OSqw5HAhdIKc1Yvd2j3Gz3H15tDofnPwswr5hul3qUV+5J8ijPm/lnMaITgMZNYj3KTROy9gBzHtvh2fCar6FmDL4Eu/JZmtn2Qrj0bWjZj7iWNxcayydBbzM7+AHOnDOEHYcSC20vIiJS1pQEExEREZZuP8xD3y7liZ9WMO7z/xJmUks8VrNGDXMKNetDzEmlOsVvZ3xOYmR3SCtweO6xlWGC8napNObF3hvoEIolbfmPHuW2tpzT0+pE1sjbvHANTmZ142vcxTMz55OZa7ZZnX1z3NeVadbc9vikwhuVkca9r/Eou0w+L/fbZyUggx3e90Pq5b9cuSR62taRvKtsNuQXEREpDiXBREREhBlfvsALay/i0RUX84ZzZJH7WV1ugMe3QefrsMLrQa97MXVa+zW2zrvGua93hHXw69hSMJNn+WFE6h6PcpqVM6uv6enXlegZTZrlLGltbduFK9dm+IacxNeWWvmcrlgR7VsTuGc7Q5nb7C53cc3uY15NttlyNtZvc5L3Xl9tLnmg0Mc0a1Cv0Da5Pf79Ir6cu5X9x1OK1U9ERMSflAQTERGphFbsPMIPi3ZwNLn0G08npGbwUMYXRJhkapvjXvfTe//HZ7+UiFjM5R9CaBQM/Bjz6Ea48OVSx5NXM9s+93Xdksw2klKZ1/hWn/Wb9h0jyORKWGUnP+vHti/W+BFdr/CsyHMi5Al7a3byWV9RNIoKcV9f7ZgRwEjAmSt5ea2r4JMdQ5p19ygvD+1JcFTB+30BxJx6JSkNepBpCyat/RWFth/veIqbJnfmjVef5fTXpvLj4p2F9hEREfE3JcFEREQqmQUbdjHz4weImngzb370calPcvxl8ZZ87+2t3RNnv8fJCIl211mdr4MetxIyeGypnltUCeScAFm7j/c+RGkZnkmTIB/Lu6TkrHyW062bPdGj7Mje1L5Fn6uK94A6leNwg8LUbpszU+0Y4SxdF1eicVx+WPXZuknOXl/hpVjaXKDQKELu/Af7s/sIumYUCac9WqRubzhH8mfSYJb+/N+yiUtERKQABR0tIyIiImUgPdPFtHX7iQh10rN5NCZ7v6w9R5OpWyMYh90z6bBi5xH+XrufM1vXoUdsNMsmj+Y+R1YC4tRja0lOvZ2wkBCv5xRVrc2/5nsv5qLHwRGM49ZJsHoCNO2JadG3xM8qLVdkM6+64AzP2WvtG/s+iVD8q84xzxP/bI7svdnsTlIsJyGm6LMU0y07zuxZZWkZLpyVcJu39Ob9PMp1N/2QU8hndpsvS+ZN55ImnntyFTcvFnnKNTDzuWL2KqHs7181znkUajeChH3Q7Sao2YDMT/pi37vMq0tNk8xLzi+wrLfc3/9ERETKg94qFRERKWfvjfuNw+PuZNUX93Lz+7+Tkp7JHV8u4oxX/uL016Z57JlzODGN8Z8Mo/e/NzHls6fYdSSZyw5+6r4faZIgo3QzPaJSdvisPzBkDrQ6J6tQty30fRzKOQEWbNIxlqvANuEuz1PngttfVJYhiQ8r61xSqsMPcpu0fHvhjSoBp5WTBIwMKvjfcJR11H1dd880j3uWZbHtYDFPVszn1Mcy5QiGHkOh7xMQ0RCMwX7bXwV2eW38fFLSi54gFBERKS3NBBMRESljlmUxJ+4QU9bsY9yCbXxne54ujs0A3Bb/J68Mu46RznEQAstTWnD+S4/z0e3nggW7tq7jefsoAHrZ1jJn1VX0Noc9xv9s1lZqRUVxZbdGhAX570d7VFSU38Yqjryn1UWZYiYAwqILbyN+lRBUp1T9beQkiQ4u+A5OK6dZTOVkQ6eH6VHA/Z3RvWhxeDYAFp7JxHF/z2dwrj3GaoWX7TS5iPBQ/w2W5yTXvHoufYynUt7grcHem/OLiIiUBc0EExERKWO/rdjDi59/z5BFA1nvuI4uts0e95905px+2Nm2mWUhd7J11O2sGv0ATWd6bkq/bNJor/Ebz36KpN+eZOw/S/KNYdP+47w87m/+O2EuhxIKnzmWUrsjzsiGhbYrC8ZR8qWdUjnZTc6Cv0vix5CcVrVmB+VNbOV1oGG/fO812TDao9wytoU/QvJwvPXl7usGvQf7ffz8nG1fzulrXyi354mIiGgmmIiISBk7sPR3/gx+slh9Bjum+qy/x/GLV90V9lkAfLvIhnXhVz732Fnw1XM8cWwU6TgYvu5xXn4iZxPrxJQM9/WKmCs5ud+1hDQ/02/L24rNGFbV60+n/fnvVSZVy97u/0fM4rcAaGwO8sOijVzVux1xBxLoFeDYAi3IlexRtrU+t9hjFHZ4Rs2rP4H1l0GN+oQ061NgW3878f1LRESkPGgmmIiISBlKSsugVfy0whv6wTkZMxnw4Wyfe+wMPv4FNmMRbNJ5OeVF1u09BsCj38yjwf6cpVaJwXWhzfngDOxsrONBdQP6fCmdvJvi220FJ1Rj+tzkUU5ePA7Lsjg9Oef/TiFDVAvz2z8F9uK/h7149fqCGzhDoNOVEHu635PfybYafh1PRESkNJQEExERKQOWZfHYZ7/z8vBHaHxkcbk8s645yiP7nmDljvhC2y789mWOJqZx07o76WjbVg7RSXXmdBa8NxTRzT2KXQ5MxOWyaGbb765r2aB6nPoZt/944Y2KKWnJ934fs6jsl74ZsGeLiIjkpSSYiIhIGVi3fS/P7riVF52jaGHbW27PPdO+kuB9y7zq9xnPjcu7J88hI/EAJ9m2lk9gZSjIoSlC5SXuQEKR2u1tfKH7OqXrrUWavbSra87+dyfbtuByec5orHPqVUWMsvKJCHG6rwc7pnEkKa3UY6aanNmczsxiHi7hR0HdriOt77NYGDIc4aR0v8OrzVE/fL4iIiJFoSSYiIhIMSWkZvDZv5t5bvxSJi7b5bON2b+amibZ572ytmHnPq+65Ey7RznDOMHHPkFB9sr30iCi6cnu64SwxgGMpGqy58oxdk+aXaQ+Mbd8Azf/Bg8uJ2TAW0Xq0+i0PEkuy+VZjvb/hvAVRZtWrTzKmYmFz+YszJKG15V6DH8J6vsI5rHNOB6Pw3Xm417350z7zX29Iz6Jw4lKiomISNmofK90RUREAuzBL2dz2z9deWF5XyJ+uo4Ne46UeKyDdU/L915czVPhjhkcvumfYo3Zct0nHuXNBxKItXknxnxp07xpsZ5VEdS54DGsFmfjatCVGle+H+hwqpwWMbXc1+1t24vWyWaH5mdArdiiP6he+3xvuayqPdvP3uYCzwpXhu+GlVlYNDhDCatZi2NOzz3/Llo4lJT0TEZ++BoN3m3Eztd7smTJwgAFKiIiVZmSYCIiIsWw/3gKn+4c4C6fbV9OYtzconW+bxEHevzHoyrqoqfzbX60Rkto2IVajduT5vC9ubQLO/GdhrKzZmd3XY08M9DWrl5etPiAmj2uLXLbCqN2S8xNE7DdOR1a9gt0NIUKonIlOOqcMqjcnpVZxZNd+bI7iCci0FGUD5udiFsneFVPmfIHdxx4GYdxcZLZjJlwFwcTUss/PhERqdKKf7yMiIhINTNv8yGuHTkPBxk0NIeYGey5jDDx+NEC+8fbool+ZhPY7NQ97XqsRW9hsMiIaIIjtjc8toWMGW9gJRzEuTpnA+vYDj2yLoLCCbptMqz9BRp0wdo2B+vwVmy97sbWqBvRzlCOzPgapt2T1S99M2kZLoIcWe912XYUbQkbAKG1Cm8jpRKc6+REW2V4O7Ju20BHIH4we+0OmgU6iBNiOpF5/zLs73fJqVrzhUeTrrZNjP15DDfc5L2HmIiISEkpCSYiIuLDzoNHmDphNFZ6Egd3xrE15Md8266c/Rstew+gQWSoz/sHbPWItmXvyVW7Jeb+xbBrMY7W52UtGwuLxnHRK1n3z3wYFo+CWrFE97ghZ5CYTlkfgGl3MXnnywRH5+yF5TSZzFu1il5dTibTZZG54W/w3BKMw4lpNMozRlrnGwjK97OUstC8zcmFN5JqLXV/nNf/35JotvU793Wmy1VAy/Jhr92crcFtiU1dn1Um06vNlXFP88avp/Bo/67lHZ6IiFRRSoKJiIj4sOq7F7jpwOdZBWfBbe92/Mr7b9zF2Xe9S6fGUYUPXrtl1ocv9TvAxW8UK1aARq06e5SD968ATubftbu41D7fq/1Z9hUsP5xE7Vx1QZd/UOznSunUPeXKQIcgFVhyShpn2le6y44STh3cvCeetsE5SwtjHEmljs0fDjvqupNgvoSaNE5bcC/jncNITzhM3/Muo14+bzaIiIgURWWYhC8iIlLuTjrwW+GNcrnfMYHZH9/D6l1HyiagwoRGcdBR36s6c92f+XZJ3ZmzV1g8EWCq6X5M5cDm40ubajnBXkiGVSqttMzSz7ZKTfA8JbJ1975F7mvL9Y/u+rTvPe6tP+n/ShVXeTrdvpqB867i6lV3sHzU/YEOR0REKjklwURERHzwtTSnMHc6fmfz/N8B+GvVHn+HVKgdQd6zy8JT8z8V0pGeUJbhSC5NGjUuvJFUGZYFvROLd6prUUS0OKXIbZu2yDltM83yXE+ZaQv2W0z+svtoSqFtzjvyQzlEIiIiVZmSYCIiIrlkuizuGT2HGA4W2nZP7V5edXWOrwGgz57R7jqXZXm1C4T5dQexxtkp0GFUS2Gn3hToEKQcRZpEj3K9OnVLPeYRfJ8Qm59ap1zlvrYqwUv+vrain2IrIiJSUhX/J6KIiEg5Wrh+G8O3XFtgm8SaLUio142Yq98i8+L/etw7ke8Ks5LddfXDK8aPW8trO30pL1ZwRKBDkABq1vOy8n+oveIfc+Fy5bxBUMMUPhNMRESktCrGq3IREZEKImjnXOqaowW2CX94ETXumYap3xF7t5s47syZ5bF602YALJPzI/ZQ57vLJthS2n88tfBGIvlYvD2+8EbCblMPHBVv+WFF0CAqrNh9Jq/eWwaRiIhIdaEkmIiISC7bDh4r8H7SOS+DLdf+Oo4gtjfp7y7e7vjDq09aaOmXQpXU9kP5nwIXtmGi+7qCrNiUSuSCjBnua6ddLyml+FK6DPFZn1C3a759Do67h53xifneFxERKYhesYiIiGSzLItjq6fke3/ZSU8Rdsa9XvWtTzqtLMMqlXMPjsn3XtO0OPd1bVNw8k8kr1a23e7r1g2i/T5+SnrxD6cIJIevI0ClQJlBvpcJ7z/rVdIufsfnvesd//DDZ6+yTDMRRUSkBJQEExERybZky35uduSfBGvXrJHP+qCTryirkEpsxc7DAESbnBMgY+rWwco15SvWlnNy5NoWQ8svOKkS0nOdOBjWbZDfx/9j+U6/j1mWwsOKv7RP8mMIOnUoPBrH3vM+8rr7cNJ72D8/l8SU9ADEJiIilZmSYCIiIsDSFSuwjb7Yoy41tD5W96EQHAHNzyLkpAG+O9sdHsUZGw6UVZgFyp3g6rs96xfHJCtnL6L6Z9xMVJDv2TXHw5uVbXBStUW39MswuedShW/+0y9jlpsgJcH8pXaNkKyL8DrYY33PtD3JxHFg25pyjEpERKoCR+FNREREqr6g8bfQ0bbJoy748Q1ZF/3fKdZYexf/TkhKerm/1VQnIhyyD6W0+ViaZdVsSGrXW2H2o+UbmEgR2UxOIrd28pYARlIy8+tcQc+DP5d6nExX9d6kL7JpJ/d13UYt8m1nXBnlEY6IiFQhmgkmIiICdLQ2epRX1bmoxGOF7ZpFT9s6d9lpL5+9gmy97nRfu/L5EZ8aUblnfAU79dKlKlvS8PpAh1AhTFu2IdAhBMzakC6eh48Ac6P6+24sIiJSTHolKSIi4kPzXvksfczH+vqXuK9bJK/yuNeycQO/xFSYzJDa5fKcQAqr6f8N2KXiSHXUCHQIAWO3cmY1Ndg2sYCWVVuaCfaqa3bF8ABEIiIiVZGSYCIiUu3FHUjwKCfUiCW8x3XFGiM+rLn7OtRK9rhnb9i55MFVU7XCnF51u8Pagd27XqQqqGlS3dfBmYkBjKTiadjUP3vOiYiIKAkmIiLVmmVZzHj3Vo+64Pvn+m38FSGngCmf5ZBVScvOp3vVba9xcgAikUDZcyQp0CGUq4Vt/y/QIVRo6+qc71W3ad+R8g9EREQqNSXBRESkWktOSeEWxySPOqfTezlOcdgzAv/Lu8uq3BtrO9tfUngjqdJaHF8Y6BDKlYV3sjwpTRu/n9Dy2tfZ1exyjzrHsq8CE4yIiFRaSoKJiEj1lpnmUXSdM8xrU+biambbnzNegJJRjVx7OJSQWnjDispmx2VpBl111sW22X2d+9TI6mTRnKmBDqHCcNZpTqOhY0i01XTXhbsSCughIiLiTUkwERGRbKmWE9sZD/t1zKiICL+OV+CzwoLc10Emk8Urlpfbs0XK0pq6Fwc6hICot3+W+zoKJXwANnW416NsWRbpma4ARSMiIpWNI9ABiIiIlFamyyLTZRHkKN17O5ll8N6Qddr9fh8zP5ExsR7lqAOLy+3ZImXpaGjjQIcQcDuie9Mk0EFUAGnOSPd10uG9/PzcpdQkmb2dbmfwoGtwWZT6Z4GIiFRdSoKJiEiltmLnEZ747FdCUw+wnyg6tmrJS9f0onaNou3r9eTYGbxbhvG5nGFlOHoewTWJd9QnOmMfALt27eBUU4mXRIqI267ap1WLJFhxFr6eaV+ZU1i7mCnDPqWROciXmedxy33P0KZBLb/HJyIilZuSYCIiUqkt+vNL/uBZyM55JW0PZvjoN3ntvpsK7Xs8OZVn9tzHif2ow6pAwmhz2ElEH8tKgrU7+JfHvdDg0m34LyLFF+oK/EEZFVXdmt7fk0JI89EyR5A9/1le59mzZr++avuMX75Npc3DH5QuQBERqXI0V1hERCq1zof+8CiHmVSG7n+9SHvEJB3aSV1z1F1ODanj9/gCKRzPX76NMyRAkYhUXwnhzQIdQoUV1ayzV11o5ysL7NO2S+8ijX3uke/ZfSS5RHGJiEjVVemSYMaYQcaY940x/xpjjhljLGPM2ECNIyIi5c/lsth/LAWAUFu61/12th38tWxLsccNHvRJqWOrqOY2GhroEKSKOJ7i/X9O8re31TWBDqHicoaw1dnKoyo5ul2BXUIanww3/FTo0GEmlS/efIR/lseVKkQREalaKl0SDHgGuA/oAuyqAOOIiEgJWZbFoq3xrNp1tPDG2Y4mpXPZm7/y4KvvcefouWw/bny26zTxQlbvOlLkcfcTDa3OLXJ7kepq6uw5gQ5BiinYpONyVcwTFI/bSnCCbqtz4Z75pHW6tsBmzzjGsvaH4RxT4lZERLJVxiTYw0AbIAK4uwKMIyIiJfTqpHUM+ngul74/i6/mbStSnznLlvND4q2MC3qJ/2y+lQvtC322a2bbz8LfPvNnuCIC1N42KdAhSBHYjOcbBM0TqthpsfXaEXTlxySYGgU2u88xkb8m/1ZOQYmISEVX6ZJglmVNsyxro2VZxTk8pszGERGRkvtkxmb39di5RUuC1d47m1CTtXFyG5vnRN7UCM+9d+runIy+zYuU3qHQ5u5ru1XwxuVSMQQFh3qU65pjAYqkDBlD2jXfFdqs4QbteCIiIlkqXRJMRESqpoTUjKI1LCCpFfzwcpJq5vyyfol9AZv2Hc+3fWamEmQiRbGh7nmBDkGKyxhW1L4w0FGUufBG7QttE+ZKKIdIRESkMlASrJSMMYt9fQAF7+opIlKNpaRnMnn1XgBsuDC42HUkmQPHU0s85jZbEzCG4AFve9SvX5X/EqDfF60v8fNERCq6JEetQIdQ5oJr1mZPmxtxYeNQRHtct8/Ahe+9IkVERByBDkBERKqPtAwXf6zcw18/fMy9jolsDclZAvlBxgAe+yGaUbecVqpn2Fuc6VFeOu0HevbsTd2awV5t2+743n1tWRVz02gREX+LqRMV6BDcXH6YkNtg8AeQ9jq1naFgDIu6vUKPJU+473dJnsf+o4nUiwwv/cNERKRS00ywUrIsq7uvD2BdoGMTEalovlu0g5e+m85HQe/R0ea5B9h9jomct/k1Pp25OZ/eRWSzsz24lbv4rPNrtmze6LNp7iUy0faU0j23ktO8CZHqo3H3/oEOwa1JpJ/ekw8KA5P/d7LX3n6TF39bw7ZDif55noiIVEpKgomISLnIdFnEr5jEnOD7820z2DGNvZP/m+/9LQcT+WnJzkKfFd3hHI9y6NG4Qvus7PxsoW1Kokm9qDIZ19+aN6of6BBEpBzsMXWzEkYVxP6Ot/t9zNAg78Taf3mLHvMfYOS4H/3+PBERqTyUBBMRkTKVkeni5i8W0PKpP2i6YyJOk1lg+2ed+Z/i9eJb/+U156eFPrNG/1eKFFtaes5m/C5TutkIDevV8VkfVK9tqcYtL3W6DQh0CCJSDqwKNu+zXv0Yj3JMrZqlHrNNr0t81l9oX8jg/fm/0SIiIlWfkmAiIlImMjJdfDVvG+e/NZ2LN7/EiuBbGWifXaS+85cu91n/eVARf3mx2VkV3KXAJqnp6fROnl608Yqg2Rk3eNUtrtmvwOU5gdA4uoZX3W5TH4K0V46IlL/oNqeRGNkagIRaHYlqeUqpx3RGNSTzviU+7+Vdii8iItVLlU6CGWOcxph2xpiWgY5FRKS6mbZmN1t+fYPPj9/FNY7pRJjkIvd1/nJXsZ/nsoq3u/LOjZ6JttoNmxX7mR5q1OUYFWeJUX5qtjg10CGIiOSwOwl/cAHct5ga988Cm90/w9Zpybzm9/q8dzQxzS/PEBGRyqfSnQ5pjLkcuDy7eGL+9GnGmNHZ1wcty3ok+7oRsBbYBsSWYhwRESmGQwmpTBr3Pv8N+qrwxi36cqjpBdSe/qS7qpu1ptjPjLYXPckGYFyeyzKbd7ug2M+slOxOVoV0o1OK71kSIiLlzmaDOq0Kb1dM+S39/ODtF3j6mRf9/jwREan4Kl0SDOgC3JynrkX2B2QlvIqSvPLXOCIikktyWia3vfQ/xgd/XHDDYUfdlymbV3vd3rQ/gVb1vJfu5Wd/x9uILHJrT1tssTS3VenJ0R4yS7n/mYhIZXZv+hekZ76A0159vu+LiEiWSvcq2LKsYcCwIrbdSj6nvhdnHBERKbrnXnmR8cFvFdgmpddDhOQq23zsm7Vo0VxaXXxekZ+bGNGi8EYiIlJtRIT4/lUnyiTy47ABrK97AZGHllOjxzUM6X9uOUcnIiKBUOmSYCIiUnHsOZrM3qMpdGkShTGGA/FHeMMqOAHGLZMJadrLoyompqFXs6YHZgA5SbCjSeklnuklUhEFm/RAhyAVVGJawafoStG06nEurH3H571B9pkQPxMM7Fw0lYRz11AjNLh8AxQRkXKnOcAiIlIic9bv5p03nmPmyP9jxNhJbD2YyOf/fdy74U2/wMBP4Oqv4NmDkCcBBmBCo7AGjfKos1kuj/Jfs4p2sqRvxds0X6Q8rG44KNAhSAXV7+h4rGIe9iHeglucDpe8Ba3Ph4vfzLddY3OQtOMHyzEyEREJFM0EExGREtn37yhec4wEYNnGZby59hI+CPrWs1Gufb8KYzpdwdw50zlt9xif92O2/VLiWOcsWMBJZ17uUZeSrpkWEljHQ7xnQErlFur0PtkwxEedL/Xr1Ib1OeXjCcf9FVb1ZQyccmvWB5DSqDchn/YOcFAiIhJImgkmIiIl0igx5wTHLrbNfBD0vl/Ht/LM3nK4UovVP/dMskuSJnjd/2f+0lzP8hNN3BCp1pq27exV17ZN6yL1jT39Gs+KTC2X9beQRh1ZHXRyoMMQEZEAUhJMRERKJD2z4IxPWofSLfXaumltvvfWO9oV2j+qURv3dYoJ8bp/1pHx7mublVHM6HyLMEkeZa1mkhMcOoWuWshsf7lXXVDrom24bkJrcdwK9XNEkldGpqvwRiIiUmXpFZmIiBTLtPX7OfWlv+lz7Pf8G134KkGXvlHssWsE56zSv84xjcxi/LKS93zJxM5Ditw3Kiq6yG0Lsq7pYI9y3ZpBfhlXKr/wGjrWoXrw/E60n2iwFW05pM/R9i4vbUCSR5uMDT7rN+45XM6RiIhIICgJJiIiRfbrv4sI+7o/C9KvzLfN3qt+h153Q1jxE0stu53tUbZcRZ+h1Tqm5EmGbSffX+K+uR2t0dyjHN79ar+MK1WAI4i9oa0CHUWFpwlzOVLT0uhpW+cuhwdrK19/cNh8T9GN+Pl6HUYgIlIN6KWGiIgU6qu5W+n9wm/Y/3rS45cyX8Jr1y/xc8I6XepRXrrjiPt6187tBfdtfWaJn+s9j8w/0ut2KpNxq6uawSWfUVMRbK3ZPdAh+MWCLfFlNnZsa/2fOcFKT/Eot+l1SYAiqVqSe9zjs7692cpfz53L11+8qyWTIiJVmN5SEhGRQu377UWmO34myF7wiYqJYY2pWa9FyR9kDBmWDYfJ+gUkbt5vnNLiFo4mpTHIPtPdLNhph1yTxDbYW9MmKDzfYUMyjpKR6ap2+zK5XFVrVkNsJ53qFihhQTkJyAcdP5Pp+qJMnlPv1Kthin9mZlY1wY29N92X4ou48FlocQoYG3zruYT9Avsi2L6I/35Zjy0ZtQkJCeGhS3vQuFZYgKIVERF/q16/DYiISIk84vyBIOM7AZZpC4K7ZsMVnxJ+/6xS7X8DuBNgALFH52ddJHvu1dKw28Ue5bDajbzGCXHk/IhrbA6ycLXvfWCqslh2BzoEvzIdLwt0CNVW65aeSznnrFyHM5/vCaXiDMFllc3MzMosyQoOdAhVh90J7ftDu/xn1v1n2118sOsqXtx0BX9N+LIcgxMRkbKmJJiIiJRK2nU/QkwnOPlqCK1V6vHi6l9QaJugc56C3g+QFhmLZQ+m8eAPvNo0bub5S3vQrrmljq0yi65ZFU6dU3IkUMK6XeNRzlzxk0e5us2ylKphUuxjBd4PMel02z66fIIREZFyoVcsIiJSImkx3bH6/B+hrUqzF5e3AxEdC7x/lHCw2eD8EQQ9vBzz7H6IauLVztSsjyv3jzmreuzxYjO+E0Ut+wwq50ikSgmu6TFDKzjjuMdtY3eWd0QipXbhkKcLbdPFWktGpkub5ouIVBFKgomISLHNDutH0F1TMec9D/kkXSqCZTXOCHQI5a5Rk1if9Y4mlW9TdpvRL50V1ZKtOZvjz200JHCBiJRS5uUjybSHFNhm8rAL+PS1/2Pf4WPlFJWIiJQVJcFERKRAi1d7nwYZkXmk/AOpBGIiPZccRtco+BerMtHjFq+qTO2xJH6QOyl5r/k+gJGI+I+9yzXYn90Hz+zPt80l9gXckfIFMyZ8Vo6RiYhIWVASTERE8pWWnkntHy73cad8Zuhs2ne88EYVSNMel+AyWcvCUqLbERzdtNxjsOxB5f7MsrKw6a2BDkFEqgtHMAw7ypYz3863Sacto8svHhERKRNKgomISL6Sjh4glj1e9dHhZXdSWe49rVIyXCSnlcEJdGXE1G6B7f9Ww/U/EXL3jAq9VLQyyLQFYCadiFRrsb0Gkm7z/TOug20bO+KTyjkiERHxJyXBRETEbeKyXVz/+jhu/2QKOw/n/0K/3ikDyyyGNvVreJQTUjPK7FllomZ9aH0uOJXAEfGXJnUiAx2CVBMmrBbO+xdyqFE/n/c//ubHco5IRET8SUkwERFxi//xYb5OuotP9wzi8Tfe40BCmnejq0bjPLXslqlFheYs57vN8WeZPUdEiichqF7Ant2497UBe7ZUQ7WaUWvItz5vXb//zXIORkRE/ElJMBERAWBJ3C6GOia7y18HvcKX34zxbPTAMug4EOzOsgskzwwqk5ZQds8SkSKrccNXgXt4nVaBe7ZUSzZnMMntBnnVd7BtC0A0IiLiL0qCiYhUU4u3xfPJjDi2HUok02Ux+bv/ebUZkZbzjvdhqwZENy/7wNr19yynJzFn/Y6yf66IFKxpL500KtVK6FUfk37Dr171yZVtmb6IiLgpCSYiUg2t3X2E6SMfpe3fQ/nfB2/Q8qk/aJq0psA+tUw5zciqWZ94IjyqHEtzzUCxyudkShGR0rL0/apysztxNu/tVb103t8BCEZERPzBEegARESk/O1bOon/OLM29+1rLefKoDacYttQYJ/1be6ibXkEB1h4zjaJzDiQc210MpeIVEyREZ4JfFdIrQBFIn5jd8B138K4nH3pktdMgrMuDGBQIiJSUpoJJiJSDeyIT2LfsRR3OSxlj8f9whJgAI1PvczvcZXE4g5PBDoEERGfHKERHOgznCPBDTke0YaYK14OdEjiD20vYkWNPu5ij73fBzAYEREpDc0EExGp4j6evpFpkyeSZgtiyKArGNC1cYnGCW/pvSQkEDLtIYU3KoK0DJdfxhGpTuxGy/sKU/e8h+C8hwIdhviZVbc9JMwGINIkMuLjMTx9x03YbNonT0SkMtFMMBGRKs7xz/N8FzyC8c5n2TPl3ULbr+78jFfddlsjMFXnhX5CagY9MhYHOgyRSue4s06gQxAJiKhTB3uUn9jzMGvjNgNwNDmdd/5YzEvfTWfTfp1oLCJSkSkJJiJShSWkZnCb/Xd3+arEcWw7lMiRpLR8+6SGVP1fcjdsWOtRbhAZGqBIRCqXVQ0HBToEkYCoFRXpUXaaTMzBrK0E/p40gdvmX8wTay5n3tjnAxGeiIgUkZJgIiJV2FP/+8ajXNscZ8Y3b7Bi3cYARVQxBB/f4VGu1/70AEUiIiKVQUSDVvneC1nyGTVMCnZjccOxz8h0WbhcWjosIlIRaU8wEZEqaNTsLbz460riQu73unfxwc+p4zzms9/hyI5lHVrAHEtO91m/096ExqFR5RtMBeOyKuYvaxGhni9Tgux6705EAmdXZHcaHfVcSp+e6eIS+zyPOvsLUczMPInoaz+ieasOxCem0SQ6rDxDFRGRfOjVpIhIFZOQmsGxP4cTF3Kjz/t1zDGOEe4up3S7DavzdVhtL6HW1R+UV5jlIndqZ+OKuT7bHLNHlUssFVmUSQp0CD61OjnnMIakms1xhNQIYDQiUt3Vu2y4R3nZ9nhuf9b3CaBn2ley/cdneOXlZxj/1t18OP6f8ghRREQKoZlgIiJVTPKxeB50jC9y+7TejxBSp4G7HLpudVmEFRChjpzN/G8wkwIYScWSd+LX0YanUxHTS0Ftz4drxsK+NYSdfFWVOpxBRCofZ8szWOfsQLv0NQCcsfp5BgcdyLf9xdYMLjYzwAELl66BgQvLK1QREcmHZoKJiFQxJj25WO0tm+f7IW26nuHPcAIqpn3OTKIjJiKAkVQsofZMj/LehucFKJJC2GzQvj/0fRyiWwQ6GhERXLl+fWpiyz8Bltcptg1lEY6IiBSTkmAiIpVcRqaLMXO28viPK1i8Lb5IfcKs/BNl9uhYMivQj4d5mw+VuG9KmwF+jKTqqNH96kCHICIiIiJS7irObzkiIlIiU9fsJu73t+i67FneH/01aS6XZ4MHl+MynrO9HCanjd3mvcQszuF5ClZ575uee6P2+VuKltiTokup2yXQIYiIVEqhrsRAhyAiIqWgJJiISCXnWj+JF5xjuNYxnbdcr5KYmDPL6yBRUCsW2zP78u1fIyzUqy5vzivKlO+L/hCH3X2tbaBEREqmYp77WrmldfQ9k/boGc9xuNZJHO9+L/uILueoRESkqJQEExGp5EJXfe2+jjYJ2NKOeTeyO1hcs5/vAYLCvaqceO4ZdaDD0FLFWFxOu348iYiUVnRYUKBDqHJSolr5rLf1GEqtB2dRs//LROZz4u7enZvLMjQRESkC/ZYhIlKJpaZncBZLPOriDhwvcv+5DW/2WR8VE+tRTohqW+zY/CU800dST6QKsPlYiiziT426nh/oEKqllR0e9Vm/bf5Er7r9x1OIO5BQ1iGJiEg2JcFERCqBxdsO88zXM2jzxAT6DfuWSav2APDr4m1ebbevnO2+dpVwLczejreXrKOfGCvDfX3a4V8CGImI/zSpU9Oj3DZGJ5ZK2cps3DPQIVQbIcE5s+6Cgxy+G2Xm/GyzLIsFC+dy6I1TqPFBR3795qOyDlFERFASTESkwlu4NZ49n13DixsvY0PIzUzlThK/u52U9EyC1v3s1b7PoR/d17XKeS8vf7G70tzXoZl6h1yqhkanXYPLGQaAZXMS2e7sAEckIsUV27C+z3pnSA33ddse5xQ4xoFjKTz21iec+vuFtLdtp745Qp/1L/k1ThER8U1JMBGRCm7l5NFcap/vUXel/V9+//sf6iXHebVvb9vhvj4Yc3qZx1cWlp70dKBDEPG/Jqdie3g1DPkdc99CaNw90BGJSDFFtjnDq25+7cs9ysGNToI7ZsAlb7E6wrv94pm/88bxxz3qok0C+46l+DVWERHxls9cXRERKW/r9x7nk5lx/LxkFzVDHFzVvQlpmZn02jkZ7N7t62/4GoK8T3bMbVfDC2mQfW033msjo8OD/RB5WdBeSVJFhUVDbOVMTosIYLOxxRZLc9fWgts17AINu5Awb4a7Km7/cXoCkfHLfHaZ/cYgwi98lgv6aBmriEhZURJMRKQCWL79MNZn/XjLtpm3QmCnVYf5C9rRy7aWRvZDPvsEu1LYsC+NXkV8Rr1W3WDJNI+6Fr0uK2Xk5SMpNbPwRiIiIhWMlev9p8EH3yUx5Vn2bFzi882tK+z/8tfUl6CP9sIUESkrWg4pIhJgK3ceZcPIm+hiyzk6vbE5yJX2WTQyvhNgANvik7ieP4r8HHu3673qnC29l2lUNC4L+iZNCnQYIiIixdawXh2P8uSxb3CFfVa+7ftl/FvWIYmIVGtKgomIBNjf377LVY6Zxe43yF78PrmlWz7ehs7WrHFjj3Jsk8b5tCx7Icn7PMr169YLUCRVR4PIEI9yo6iCl9WKiEjJNB3wrEe5zYHJBbZ3GBcp6Zr9LCJSVpQEExEJkL9W7+X6z+Zx6/H/+WW8HbZGfhkHILzJSRzvdheJIQ04ftLNRLUJ3B5GwVaqR7nZaVcEKJKqI6xBWzKCIwGwMMR00B5VIiIl5b3jZi6htVhS4yx3sVPqskLHe3XYQzzz4xKOp6SXOjYREfGkPcFERMqRZVk88O0y5qxYRy+zhocdk4iwJRWp75GoTkTdPx1G1PG6d5AoMvz8Lb3mZa/BZa/5dczS2mka0NipWUul5gzFcddMWP8nplkfqNUs0BGJiFQaGS7PmVqRYQUfMmMV87CXYc4vObByAi/Hv0NmeH16tG3G1T2aFDtOERHxpiSYiEg5+HfjAT77dwvHk1J4Yv8jvB+8Pt+2a1rdQYdNI73q9/V8iii7k622psS6tpdluFId1IqFXncHOgoRkUqnNTs8yi3OuaXA9nZXWrGfUdcc45Xd2eNuhJkTTyL1jCc47/xLiz2WiIjkUBJMRKSMHElK45sF20nPsDg07X3ecfxELZNQ6EJ0W+vzWBDakFNXDvOob9nQewaYiIiIBFZwbMHnNCfU7wFb5njVZzQ9nUx7CMF9H2HNmhV0mP9YvmOcaV/J8dm3kXDaemrUjCx1zCIi1VWlS4IZYwYBZwFdgM5ATeBry7JuKMFYjYEXgAuB2sAeYAIw3LKsw34KWUSqqfcmr2bPwvE4yeC9oDFF7le3ZghJds+lE5lhdXE06VHsGEzxVmCIiIhIMeyL7Ez9QtrEdLkQtrznUbc0/Ay63vKb+5ex1inHYX7B49Q0yfz81q20vOZl1v0wjFBbBo0ueZLuXbqWOH4Rkeqm0iXBgGfISn4lADuBdiUZxBjTEpgD1AMmAuuAU4EHgQuNMX0syzrkl4hFpFqKWf4+zwX9VKw+GfYwarfoTLDDgmU59fYHloAt6zRHm5VR5PFaNqjtvjZ59iRxGp0+JSJSUWVkugIdguQjtff/ETznLQBqn31ficbIu0+Ys9XZRep3hTUFvp1CZ4BMmPX7MegyqUQxiIhUR5UxCfYwWcmvTWTNCJtWwnE+IisB9oBlWe+fqDTGvJX9jJeAu0oXqohUR6kZmUxbuY2h1gSKvBfuyddC7VY4Ol4OIZHUaH0mVv/3SNsyh+Cu10JIhLtpWERtOLrba4gQl/cG+1EnXei+rhsRUszPREREAmX6qi0MLoNxjUtvgJRW8HnPQYdLIbgGjrpt/TOo3cn89k/Rc+3Lxep2evpcPv/fGxxx1OHGa66lXoQOjxERKUghO9NUPJZlTbMsa6NlWQWeRlwQY0wL4HxgK/BhntvPA4nAjcaY8BIHKiJV1rq9x7j47Wn0efEPxi/d6a5fteso8zYfYsJHT3P2hFOKPNMq0VELrvgEznoU6rTOqjQG0/1mggd9Ai093x3e3eUhn+MkNz7do7zFHgvBNd1lU7NBkeIREZHAsJEz+ytm269l8oxIe0qZjFutGAONu4O/EmDZQpx2r7o9A38ivuOQAvvduu9F/rPrIRa8MYAt+4/5NSYRkaqm0iXB/KRf9p9/WZblMdfcsqzjwGwgDCh4l0sRqTa2H0rijcnr+HLuVn79/RdGHRnC3+k3s2r8GwD8PHMJC/93O9u/GMo18f8j2BR9yWL41d4nQZZEQkvPE6NceaehGcPxQd+6i/ubXOSX54qIiH+Em9Sc64yy2Z52dcdHy2RcKb3Wp17oUU4c9A0NTj6H6CvfKlL/S+3zGfvuE4x4/j+8/NVvlGLOgIhIlVUZl0P6w4m3bTbkc38jWTPF2gD/FDSQMWZxPrdKtFeZiFRMP49+k+uOjSHJCsbCUN92BIBnzWjWb3uMy/45B4ejhPu3tDm/1PFFWsfxXiDprWani6DRCji2i3pNlOcXEalI5rd8gJ5x7xXesBTy7kUlFUdY405w70LYsxzaXED4ia0QjJ3VXZ6l47IRhY7xrPNrAJI3fcnyjQvp0ia2DCMWEal8qutMsBPnCh/N5/6J+qiyD0VEKoN7j71DY3OQNrZdtLXt9LhX54ueOEzJEmDHG/bxR3jsb9iv8EYn1GoGzXqDrbr+CBARqZgso+/L1V7dNnDyVR57gQK07ns98aHNijxMqEnDPnYAS9fF+TtCEZFKrbrOBCvMibfICp1DbFlWd58DZM0Q6+bPoEQkMDIyXQXu71XbHC/aQBe+Br3uggPrYfa7YGzU7POgX2Lc0+BcgvwyUvWw7VAiHQMdhIiISBEFRTUg+rHlkJZIwpq/qDFxaKF9TrJt5Y8/XqNrO/9suyAiUhVU1yTYiZlekfncj8jTTkSqoU37E3jxp3nU2DGdD0qaYer3DLQ+Hxp0zqmr2xYu/8gfIUoJHV41xX3t0p4pIiJShupH1fSqswp/r92bMRBcgxpdr2D77s00XVj48siWR2YX/zkiIlVYdU2Crc/+s00+97OPZ8t3zzARqeJG/rOS9f+MZXTQxxRnilVqaH2Ck/eR0OA0agweAzXrl12QUmKnZ8xzX0c5i3aKp4iISEnUbNLJqy7cVrqfPU0veQS6X0DmzLdIP7CJ4JZnYOblPfQe2tp2kpKe6fPkSRGR6qi6JsGmZf95vjHGlvuESGNMTaAPkAzM89VZRCq2HfFJbDqQQJ+WdQhylGx/lfDpw/lv0JTCG+aRdvXXBDc/hRoleqqUlxQT4r62tb0ggJGIiEiVZ7OxKrgrnVKXuqvCOw8o/bgxJ2G/ehQn0ls7l/xJ47TNXs2OHNpDTEzj0j9PRKQKqNK7bxpjnMaYdsaYlrnrLcuKA/4CYoF783QbDoQDX1qWlVgugYqI3yzZfpgz35jG0FELufzD2Yydt43PZ23hSFJakcc4mpTO9faiJcAywuuTabLeT0ip1ZaaTToX0kMqmmONzgx0CCIiUsXlPZUzObq9359hO/V2n/WjvvvJ788SEamsKt1MMGPM5cDl2cWY7D9PM8aMzr4+aFnWI9nXjYC1wDayEl653QPMAd4zxpyT3a4ncDZZyyCf9n/0IlLWZm44wIktntbsOcYzE1a568fccmqRxli6aDZ9C7ifUqMJVs2GBLU8A0e/pyE9EZIPExLRCGwVaLmBtrqqlkIcFejfoIiIlJuG59wNbbpBWiKMvcJd/3/xL5CWfh9BWhIpIlL5kmBAF+DmPHUtsj8gK+H1CIWwLCvOGNMDeAG4ELgY2AO8Bwy3LCveXwGLSPnJb4/zGRsOsHT7Ybo2rcWuI8lMXbuPU5vXpm2M92a1NY6sLfAZ6bfPpGZkdE5FcM2sjwomhJRAhyABEBUV5VVnN8qIiohUecZA014AJIQ3o0biNgCCTQapmangDAtkdCIiFUKlWw5pWdYwy7JMAR+xudpuzVuXZ6wdlmUNtSyrgWVZQZZlNbMs60ElwESqpoEfzSElPZPx7zxEnz8vYPGHN7H9wHGvdju2bipwnCCHKfB+RWGaa5lftRRaK9ARiIhIHjWM5xtTkaHOsn3eVZ6nUCekpAOwZ/d2po16jn8njCQ1LbVMYxARqYgqXRJMRKSkIkOdbItbx318SwvbXgbbp7JjyZ9e7QbGf5bvGOn2UIJDKua2941iW3uUQ896MECRSKDNr325R3luiwcCE4iIlFhahqvwRlJpNL3yRfd1mi2U+s29T4z0q9jTSbVyFv0snfkrAHvH3MrZ297ljGWPsvSPz8s2BhGRCqgyLocUESkxe+phj3JwqufEz71HU9ybDQIk1GxOjSE/waIv4MA6nKfeAfayffe2pGo378zu3i+QsfYPHB0upWHTjoEOSURESiji8Gr329Va0Fz52VufA7dPhU3/ENT2IgiJKPNnBpsM93XI/mXADXRNXeCuc8T9TdY2ySIi1YeSYCJSbRxNTufD737j7aD82/w7ezpX5SrbhvwGtRvDBS+VeXxFZStgDm/D8x+E8zUDTESksuts2+y+DjdatlYlNOqe9VFO1tS5kA4HJwGQsm0RaRkuCngJJCJSLSgJJiJV3p32XznXvpj2ZrvXnhz7j3v+YtF3/u3kPsU8LKJOeYRYLK3angzTAh2FiIiUlx21etIk0EFIpeOKbAIHs67PtS/lzefv4JFck9l7HP+H/fGHqRetvSRFpPrQnmAiUuV0MFu5zDabk8xmJgQ9w5POcZxi2+CVAANwrJuIy5W10CQjPZ265pj73oFaXcEZUm5xF1VITJtAhyAiIuVoZ9QpgQ5BKqHY7ud7lB9x/uDVZs3fX5ZXOCIiFYJmgolIldL46GL+CH6qyO3Pty9m5oZ9nNkuhvmr1tIn172IwaP8H6CfrKA1J7PRXY6JrHjJOhEREQmgxoUnT4MTdpVDICIiFYdfZ4IZYwYXoY3DGPO2P58rInJC46OLi90nYXXWfhlpCz3fDQ2u29wvMZWFpuzxKDfu0DtAkYiI+JfNaBt4EX+wG1N4IxGRasbfyyHHGmM+M8aE+rppjGkBzAF0VruIVBjRiXEAhKYfcde5qGQvHOtqiaSIVA2JztqBDkGkSggNCS60zfFDu8shEhGRisPfSbCZwC3AAmNMh9w3jDFXA0uAHsA7fn6uiEjRdBwID69hWd3LCmy2oM0j5RSQiIjktqLBlYEOQaRqcIaS1PyCApucn/hrOQUjIlIx+DsJdjYwAmgPLDTG3GqMCTbGjATGAelAf8uy/uPn54qIsGjuNE7b8Wn+DQZ/D1eNhshGpNhrlltcIiIiIoFgXfhqgfeTrMJni4mIVCV+TYJZWZ4HzgOOACOBHcCtwL9AZ8uyfvfnM0Wk+nC5LD75bTZvvfcW4+et87h39OgR2k66znfH0FrQfQi0PMfn7ZW7jvo5UhEREZHAC68bW+D9TOPvOREiIhVbmZwOaVnWNGPMe8ArQB3gAHC9ZVladC4iJbZoxQqGLuxPkMlk558fcrDDCupEhANwaNcmWphk705P7ICQCK9quy1nz6+2SUtwubQRs4iIiFQxNhuZAz/DPv42AJJOHoKp34HQKY8BYFW2PVBFRErJ76l/Y0wNY8zXwMvAbuBboC6wyBhzvr+fJyLVyJaZBJlMABqbg3z7+2T3rX9nz/Ruf9YTPhNgAC3rR7qvz7SvJC0jw7+xljG9ZBWRQKgTHhToEESkmOydr4LHtsAjGwm74l3SOuTsuxdBEnNWbghgdCIi5cuvSTBjTFeyNr+/DpgMdLEsazAwGAgH/jDGvG6MsfvzuSJSXXjO1rpv/VA27joAQOf9v3g3b3ByviNFdx3gUf5r/jJ2HvYxk6yCSglv7L4+7tBJaiJSPpqfelGgQxCRkgiLhhr1fN5KmfBQ+cYiIhJA/p4JNheIBR63LOtiy7IOAliW9S3QFVgGPALM9vNzRaSKSErL4Jflu7ngrRkM+Ww2/27MSnIt2BLP6l3HvNonbvyXxNQMuqQv9bwxaBS0uTD/BzXt6VEMWTmOS9L/cpdNBZ9qVeeSZ8lwhJNpDyH04hcDHY6IVBOO2N5edTWCy2R3DREpI3n/z/bL1K9mIlJ9+PtVyx7gGsuyFuS9YVlWnDHmNOAN4H4/P1dEqoBMl8UPr9/FzRk/cBnAMZj05Sm87WrKhfaFDLVt9+qzN/44mcvn0j1X3e7LvqVhp8JnK1gYTPbsshpJOwg1ae57LetHle6TKWP2DpdCq01guSC4RqDDKVOJaRllsHhfREoqw7LhMC53uUXPSwIYjYgUlz0sitTg2gSnHgIgA3vZbBQtIlIB+fvXiq6+EmAnWJaVblnWQ8CA/NqISPWz52gyqRmZbN8Wx80ZP3jcu9C+kIedP9HeRwIMIHzlGIKSD3jUNTy5X5GeO7/NI+7rUFeix7063QcWaYyACgqrsgkwp93/Wa/MTIuU9Ey/jytS3QU17xPoEESkmA5c8aP7eq/xvUxSRKQq8mvS37KsI0Vs95s/nysildcT3y3g0PI/2RfcjIvS/+buYn5XasM29ucqrw7uQkdHcKliOkQUtSMblWoMKZ32MTX9Mk6QI2ddaxPbAX5fvYNLusT6ZWwREZHKyrI73deNrT2kZmQS7Mh/2+ajSenUDHFgs1Xw/SJERAqhma8iEjBJaRlcu/ouugTFZe15X4LvSKnGM+Hl8sME13R9awy4YKd/zk+pE+E5U67GtqnQ5Ra/jC0i5cOF0YpoET8Lz7Mv2JIVqzitW2efbYf9spoxc7fSvHY4P9/Tm6gwnRIrIpWXv0+H3FzEjzh/PldEKqeM5GN0sRX928GaXm/CHdPZdu30sgtKKpzuto0l75xnRl9I9v4nIlJ5zG9yW6BDEKlyomOae5STti3y2S4lPZPRc7ZiWbD5YCJT1uwrj/BERMqMv99YswHGx0cUWadGxgJBZfBcEamMLKtYzes06wANu1b8oxul9GzOwtsU0YLoy/w2loiISJXgDGGPs4m7GLPyE5/NMlyer9UWbIkv07BERMqaX5NRlmXFWpbV3MdHNNAGmATEAe39+VwRqfr2trmBeu16BzoMKS+tzvHbUJaSpiIiIl6OBDd0Xzttvt+YTMtweZR/Wb67TGMSESlr5TYjy7KsTcAVQCPg+fJ6rohUXMN+mFtoG9d5I+C5w8QM/tDnDLBGmbs5lpJRFuFJIIVFs9PWsPB2IiIiUiJBpw51XyelZWD5mKH/56o9HuX6ESFlHpeISFkq192fLctKMcZMAa4DnizPZ4tIxbLtwFGG7bwta8F0LskxpxJ6x2Q4uB4iGmELifDqG2TP6WQ3Fkmz/gf+2UddKpAM/aWKiIiUGVuN+u7rLrbNrN0VT/vGtT3a7DuaUt5hiYiUqUDszZUBxATguSJSgbgObCTCJHtW9rqH0Ju+A5sN6rUHHwkwgAZNWniUz7MvcV8HmUy/xyoiIiJS1cTGem6Ov27Cq4X2OZiQWlbhiIiUi3JNghlj6gADgR3l+VwRqYh87D1x4SsQFl141+Ca7A9u5vNWjZMvKWVcIiIiIlWfifZMgrVNWFhon6S0TA4pESYilZhfl0MaY54r4DlNgAFAJFoKKVJsLpfF/eOWsmLXEfqf3JDHLmwX6JD8amdEVxoXo/3W8JOpl7rNqz4ttp//ghIRERGpwtbF3ki7rV8BkGYr2n5fC7fGc2GnBmUZlohImfH3nmDDCrl/DHjRsqzX/fxckSrvti8XMXXdfgA+mh7HwK6NaF2/ZoCjKrm5S5aS+/3Hxrd+HbBYRERERKqjlEa9ITsJVlQ+9s8XEak0/J0EOzufehdwGFhnWZaOcRMpgSXbD3uU4xPTAhSJf3TcPs59vc00ollkowBGA7USNgVml0QREREREREpF35NglmWNcOf44lIjlCnnSOkBzqMfFmWxcb9CTjtNtbtOcbOw8m0bxBB75a1sdmMV3ubyXkbMSSiTnmG6hYenPMtMNa2LyAxiIiIiFQEjszkwhuJiFRy/p4JJiLV1Huf/I+uu77hTPtK9zLHfzK70jfjJqaMuJlghz3fvvu7P0z9fO/65rSXftpWmx7nwMpXSj2OiIiISGXXKXUZrsxMbPb8X7OJiFR2pUqCGWOalrSvZVnbS/NsEak43p60mof3Pgl5XjOdY1/KOfalPDG+M83YR9dup9CrZV2/PDO2RRs4ULoxgpud4rM+xEop3cBSZsKsxECHICIiUmVENW7jUd61eRVNWncOUDQiImWvtDPBtgIl2RrR8sOzRaQCSEzN4OF5vQts8+rqrBMb169swv7/m0vtiBrUStkB3qskiyz41KEw/42SD5BtL3WJyZNNS4hsTVSpR5aykNTodKIDHYSISCXh8LEdgUhuse17eJStIux6f6iS70srItVbaRNRX1KyJJiIVHKrdh3l+2kL2bdmFp8EFa1PW9sOVq2dw46IWLqbg+76UGfxp91bQeHF7lNU+9vfTOMyG11KY3/Ti/V3IyJSROE1Ku8p0lJ+dpiGNLF2F9quIQc5y76cjyceIDGpJ1e2C6VOw9iyD1BExI9KlQSzLGuIn+IQkUri0PEUfp7wPedufJEXbPugiAmwEzIy0nDsW+5R17JDdz9GKCIiIgA4gklw1KJGxuHC24oUIIwUJgU/ToTJ3jx/ZtbHogbX0ePOjwMam4hIcZR+Z2kRqVYW/PIxt8fdT/MCTlNMMyGsiT7H570J8zbkaRuEiWzk1xhFREQky+qoswMdglQBbc2OnARYLj32jAtANCIiJVfqJJgx5iZjzMn+CEZEKr66+/7N915Gx0Gkt7+coOu/IS3cd2LrppQv2X8sZ+P5tcH+3Xy1fkSIX8cTERERqS72b1sf6BBERMqUPzanHw0MA1acqDDG3Az8f3v3Hd92cf9x/H2S5RmPJM7emwRCQhIg7LDCnmWvAi20hR9QRks3BUrppGW2ZZXdsqGsMMIemZCQxNl77zjeS/f7Q7Js2ZIl2dp+PR8PPfT93t33vp8kZ0f++L5337XWHhOF/gEkWHVdg+599lU5Ns7WYdWbWu0CWZ9ZKMdxtynjoO/5yoZU1kjrn2rVl5VR3/n3xizW3J5DY9Y3AABAusm2TTO83AtflY4/33d+34crEhESAMRMrHZoHCzpqBj1DSDOZs36Qreu8Sa4Aqxhb67/Wo4uxX5lhfufLL0SqDejrir3nWVluqIW54bsEeofwwXzAQAA0k1pZi/1qPWuG2cC7yh6hGNBHCMCgNhhTTAAAdU3uFVd16CZq3bKrPsqaLvaoqFy5nUPXHnFO4H7Nk2ZtIIjr+lQnM1tyh4Rtb4AAAA6g12jLgxal5Xh+XHxRxn/i1c4ABBTsZoJBiCFvfLlYs2b9rjG2RJlqV4DzLaAKfPNPQ5Tn8ufCvpbQw08JOS96vIHdDBaAC3lZGf5nTuDfIkCABBKjqqVY2p95/W5PZVRuS2BEQFA+zETDIAfa62y3rledzge1necn+tU5wyNc6wK2Dbn2FulvOKAdZI8ybFrZ6mqeD9f0bCGVZK10Q4bQDMjj/++3/mIvm18nQIA0IYeptTv3F71ke/YbY0sn+sApJBoJcH4zgekiUenz9cpzllhtS0adWToRj1GadvRf/UrGmg3tSc0AGHKHnyQNMmzjp+7cKC6TjonwREBANJCRo6U18N36jBWsxYsSWBAABCZaD0O+VtjzG9bFhpjGoK0t9ZaHsUEkoy1VpM+/V7I9HhtTi+5fvy1TLDHIFsYOOqAKEQHICKn3iMd8ys5sgslR4AdLQAACMMEs7zpJL+XXBn+P8bVl7wh7T86zlEBQPtEKxEV6WojrE4CJCHrtjrAEXwr7D19jlDRD95UZoT9mowsLexyqPYr/7JjAQKITG63REcAAEhxkx0lTSdlWyWHU1WOLspxe3b7drprEhQZAESuw49DWmsd7XlFI3gA0Rb4yeYqkyNd/paKrnq93T1XObu0+1oAANA+DW5WLUHHNKjZbOJ9TpYkzS8+OUHRAEDHkIwCUkB9g1ubS6tjfp+tZYHvkXHy3dLgw3mkCgCAFJNZs8vvfNCQ4QmKBKmqh9nTdDLosFb1O3btaVUGAMkqJZNgxpj+xpjHjTGbjDE1xpg1xpi/G2O6RtCHMcZcaYyZYYwpM8ZUGmO+McZcb4zhJ30klQ+XtN6GOha/1/3zv1/wLzjrX9KPF8h14BUxuBsAAIg1p/yX6O01/qQERYLUZDXVObd1abMdIU/d8WhkPVqr+XO/1OdvP6vyyqoORwgAkUi5JJgxZpikuZKukDRL0t8krZJ0g6SvjDHdw+zqSUmPSRoi6XlJj0jKlHSvpOdNuCt+A3Gwdmdlq7K/vrc0qveoqKnXPaU/9i8cd4FUNDCq9wEAAAnErG60YcOucr/zPLV4SqDPOElSUXEfX9F2hTcPYfmWvfpw/ip98uazGvfGSTp81jVa9OCFHQsYACKUijs0PiSpp6TrrbX3NxYaY+6RdKOkuyT9sK0OjDFnSrpU0mpJB1lrd3jLXZJekPQdSd+V9ET0wweio6y6Pmp9VdfW68W/XKPLm5VVDThCOVG7Q/RlOMlTo30a3FZVtfUp+GsgAACiz+lo+kx1tuNTVdc1KNsVJFnab6IkqfiQS6TF90mSbBh7nr3/zis6fuYVGtGi/OCKj7RgQ6nG9i9sV+wAEKmU+hHAGDNU0lRJayQ92KL6NkkVki41xuSF6Ops7/tfGxNgkmStrZP0a+/pdR0OGIghRxQnK3712M26vO55v7KcC56MWv9tyWjnd6GsnILoBoJOY9aKTRrvWOk7z8pgVgQAoPMaMXK033lN2a6A7WxmF8n7+dM6I9srvOesPwWtK3nuZxH1BQAdkVJJMEnHeN/fs9a6m1dYa8skfSEpV9LkEP309r6vClDXWDbBGFPUzjiBlHL41mf8ztf3PVHKC/fJ4o7pO2Bo+y40RvP7nBvdYNApuNZ+7nc+uH+/BEUCAEDiFYw+zr/A/8esqBhlVwStO7/yuajfDwCCSbUk2Cjv+7Ig9cu97yND9NM4+2tIgLrmP5HvEyogY8zcQK9wrgWSxS6H/1oO/S/4W1zuuy1rkEx2+2d0Vbq6+Z3n52Z1NCR0Ag53rd+5KW75cAYAAJ2Iw6FShXqQpmNWZLT9f+3st/8d0/sDQKNUS4I1PixeGqS+sbwoRD9vet9vMsb4foo2xmRIur1Zu7B3mwSS1bayaj3w9lw9NO1r7SyvCdhmZ32u73j9MffLFPSNS2yr88ZFtb/+R1wW1f6Q/r7Jbb3VOwAACF9P7fLbLbKl2nq39qsvabOP3rP/GO2wACCgVFwYvy2NiyQF/y7s8V9Jl0g6SVKJMeZ/kiolHSdpmDwzykZILfaUDsBaOzFgIJ7ZYBPCCxuInQ+evUdXbb5Hbhn9d+3PdPnVN6n55qdL1m3WGMda33lt0fBEhBkV7t77JzoEAACAtNFbOwOWt1yZdlHJAu23b+DPYRtXlwR8/Ka5AXZz5MEBQDuk2kywxplewbYPKWjRLiDvemKnS7pF0hZ5doq8UtIGSYdLvu/22zoSLJAMjtn8sLJMnXJMra7YfIdO+sU/tWxrma9+97w3/dr36927ZRcAAADohKaaWb5jU1vuOy7u5f/UQPWqr4L2Yeqrw7qXtVard1SoriH6a5IBQKNUS4It9b4HW/Or8WHzYGuG+Vhr6621f7XWjrfW5lhrC6y1J0oqkTReUpWkRR0NGEi03ma33/m0rJ9p3QOnac6y9ZIkZ4P/B5Psnu1cqD5FuUNOHAUAAOicXKbed2wL+vuOTUaWNroGR9zfGscA6bel0rWzWtW99ufvq8f9QzXnd0erdG95gKsBoONSLQn2kfd9qjHGL3ZjTL6kw+RJXs3owD0ulZQt6QVrbV0H+gESylqrb9btDlh3nPMbbf/0kVblswtPjHVYUdWvKMfvvCA78ie8uxs+ZAEAAIRSP/4Sv/PN2cPCuq6yOsCatD1Gqebab/yKzqp8SV1MtQ6x87T0i1fbHScAtCWlkmDW2pWS3pM0WNK1Lapvl5Qn6SlrbYUkGWNcxph9jDGtvkMbY1ptSWeMOVDSHySVS7ojutED8TVz6TotePiqoPXdqtfHMZrYGHDQabLefHh9v4Nkcooi7mPN6B9EOSoAAAA02v354wHLs3oEf/rAXb03VuEA6ORScWH8ayR9Kek+Y8yxkhZLOljS0fI8BvnLZm37eevXypM4a+59Y0yVpIWSyiTtK+lkSTWSzrbWrorhnwGIufK5L+iyjPcTHYZPrssZ9T5N/0nSDfOlHcuUMfjIdvVRkR9qqVYAAAC0V2ZD06z7bu5dYV2z59t3pLOu1Z7KWpVW1WlQ97xYhQegk0mpmWCSbzbYJElPyJP8ulmeHR3vk3SItTbwFiatvSQpX55dIm+SNFbSo5L2tda+G+WwgbjLq93RdgMT3y//vpPPiU3HRQOl4cdJGZmx6R8AAAAd0LSX5KrRP/Kr2ZAZeDbYRJVo/uIlmvOHk7T73sP14vNPxjRCAJ1HKs4Ek7V2vaQrwmi3Rq138G2s+7OkP0c3MiD1bP32g7jcxww+PC73AQAAQMeVVtWp3m3DmjZRvntbWH3WZhb6nWed/lfppbNateviLtPO//1axznmSJLGL75ey+eP0Ihxh4Z1HwAIJuVmggEIbc2OCi1fuTKstqfZj33HGc6AOeNOp1uXrESHAAAAkFDvLtrid+4wLT8nNu2wPWZV4HW/Qumx3zHaoaJW5TmmVsdUvedXVvPWz9p1DwBojiQYkIY+fee/rdYDqz39n5ox6qet2u5V0xoLPSecEvPYUsGgCVMTHQIAAEBCVdbU+507WyTBMrKbPkOWOYtiHs9+tfNV1+CO+X0ApDeSYEAKWLwl/B1y3G6r0cv/6Vf2Vf8rlTnhwpDXdhlzYsSxpZtNzr4yecWJDgMAklaGie0PoX0Ks2PaP4DwHev4Jmhdl8OuDquPCbuntVnvtPVt1jf3vzdfC7stAARCEgxIctZavfL1xrDbr96yXQc6lvmVZTh4zDFcZaYg0SEAQFLbUDghpv0PGjnO7zyDT6tAXG3Yvtt3vJ9jTVOFo8UXowm983dZ2V45TdNjkzlZrZecKDCVYcfW/5u/ht0WAALhYwWQ5BrcNnSjZhy7V7cqGzj2yFZlyzbvaW9IAIBObH3RQTHt34w5w+98eI8uMb0fAMnYphme2756zndcbV1NjUZG/sRAfXWF3/moI1rvFr54yiNh93ewFmrBul0RxwEAjUiCAWmu4cIX1Gvi6ZIkl7PpS/7SjA+0s6w6UWEBABCY0yX1PcB32nXE5AQGA3QOBabKd5xduztwo+7DO3SPMuUoM797q/IxR5yleRN/rzl9LtTKo/8Rsp/Vb/2lQ3EA6NwyEh0AgOCstfp46XZlqVZdVabdylcfs1Nrba+wrl/tGKQho07wnY8aOVoqaaqv3rFWrgDXAQCQUBf8R1rwolQ8UhrReTYrab37XscVdOstVYRuh85t5pBrdPDqh2J6j/ogP3o6nE6NP+1a3/mm2Q+ob/ki33nV8FOUs+It33mv2nWxCxJA2iMJBiQht9vqwY9WqOrDP+unrue1tMUawSXuQfqpvS/gtcu2lGtIkH67jD1Feq1ZgWWHHQBAZEyLRE1MVp0s6CMddn0sek5qI3oVSMuj2+fAE69X1dOfylW7RzVH/abZntBAE3cSPSCUd/Kd0gtnS5JqTJZyLvi31j5ykQZt/cBTVs/nVwDtlzzf7QBIkmav2aXz735GB31yiX7qej5gmzGOtRrREPhTcuXXTddY22I9MadLm0x4s8gAAAhkUP8BfucZGfxONVq67n9S1Pt09RunnJ+UKOPW1co76rqo9w9EW+E+R6t2yq+0d+Bxcp3/lJSRpS3Fh/rqjyx7S/+bUdL6cy4AhIFPLUCcVdc16I43S7RoY6kuPniQzjuw6YeJO1/4TL8uOVUvSiFT1L3dWwOWj65b6DsuyqiNQsQAADTpc9jFqtn2ldxbFytryk1yOELvEIcw9Rwdm36dLs8LSAUOhzKn/ESZU5qKevTo6dfklHcO1Te5n2rC/vvHNzYAKY+ZYECcTVu4Rc/NXKf5G0r105e/VVl1nay1Wrxuq35dcmrY/VxQFXiWWH2zVb7K9r24w/ECAOAnp0hZFz2jnBvnynEA/89Em99ufAAkSUMOPdvv3GmsNn353wRFAyCVkQQD4qi0sk6/f3ux7zxH1br9T3/QC78+U6MfH9n2xWf+U5U9m3bLqjetJ3LW1Ddov9p5vvOy7uPa7HL9blbKBQAAQHIzma1Xszt1y4N64C+/0uuff5OAiACkKh6HBOJk+uKt+t6Tc9RP23WYY4t223w9nHmP+rt3tPmVWH39ImV36y9J2qT+Gv5a8Nli334zWwc2O++S3brj5usnrPriFY22NkarGgMAAACx83/l90sf3K/nph2tvb0O1BU/vFVZLn7EBRAc3yGAOKhvcOt7T87REY5v9XTmHyK7OKdr07FpmrxZXdfQqqlrzyq/80Fjj2jVptBUSt48WL/tn6nQWRlZPAAAAECczeh9sSZveTZg3UUZH0k7P9IHHx+g444/Oc6RAUglPA4JxMFfXvlU1zlfiTwBJsnlDP5lumJbWdC6VVn7yGQXtCrfNbxpTYWjnN/61RUEmDkGAAAApILjvrhQFdV1iQ4DQBIjCQbE0Jcrd+imF+Zp3Le/082ul8K6pnT4mb7jPUVj5HRl+877FuX4tZ23vjRoP3udXQOW7+p5SNBrTE5RWDFGS5csdhQDAABAaN37Dg6r3Yp5n8Q2EAApjWkfQIxU1zWo5KmbdJfeUY6zNvQFl78t5RWrsHiktPYLaecKFY0+XTJNC3blZsYuaTSv97kab+K7ONig/Q6N6/0AAAAQPw1uG7pRmIYf933t2D5HxevfbbOdo5aNnwAEx0wwIEbmL1ul75vXlWPCSIBJ0uDDpB6jPEmvwYdLEy+XcrsFbZ6t1v2WzPm4fcFKqnIVtvva9nKOOz/u9wQAAEB8zPlmTtT6MrndVPy9F1Ry4vNtttuytypq9wSQfkiCAVFmrdWvnnxXm/97fUzvM8yxWZk1u/zKTq1503ecodYL5ycdw7cgAACAdFWw7gPfcVcFX8s2mvbOfDrgBlIAIJEEA6Lu3088rN+tPk9nOr8M3mjMGX6nO509wus8r6ffaa/t/vcoN118xwUjW+8MidAa3O5EhwAAAJB41irbdGyReWObHofcmjO8oxFJkpwhVu/4jvNzLbrzYC389uuo3A9AeiEJBkTRW/M36sq1Pw1aX1J4hHTbHum8p7TjtKdU6SxQtSNPDcfeHt4NCvr4nTpsfdCmzv3PDa/PTm5An15+54Mb1iYoEgAAgOTRe3f4jzLaMJb+WtX7xA5E02TIqPGqV9M6ufVXvNeqzUTHcu33ytGqq2dGGAB/JMGAKKmua1DXl9tOPGXte6pvofviiWco9xerlP2LNep56MVh32d24Qm+43nr97QrVjTpMXaq33muqUlQJAAAAMmjqHyFf4ErJ3BDScPdq1RT17FZY+HKLOote+nr2jb2atV/921lDDpYlZdPD9j2P789X+t2VsYlLgCpgSQYEKHt27bq42f/qE9fe0QVlVV669vN+r8nv9Jd9z2gQx2Lgl5XdvqjGnbs9/0LnS4pIzOi+zefAX7c9qe0vYykTYc42SQXAACgLfO7ntCqrKhrd7/zZXM/iVc4cg07Qj2/82dlDDlMkpQ7eJLqblzaqt1lGe/rk+f/Fre4ACQ/fvoDIrT0X5dqSsNMSdJzy75Rl7JVesD5Vcjr8idE5/HEAcWFUqnneIhjq179bLrOOvlklZZXqK/dGpV7AAAAAI2qnV1alRUP3Me/oLYiTtEE5irsrb37XqqCRU/7lZ+49V8qq/6p8rNdCYoMQDJhJhgQgYWrN+twbwJMki6qfFanh5EA2+sKc+H7MPQ69hq/864bPvTE9qH/dtHZWcn1H73LybcbAACAdLIwa3yiQ/BTcO4D2nrGc35lPUyp3rrnarndYSxcBiDt8VMpEEJNfYOmLdyiL1bs0LYZ/wn7uupT7ldV70mqKhqp/HMeiF5AfQ/Qli5jfKcjN74sa62cFZv9mnXvOyx694yCvJzsRIcAAACAGHO7rRZv3qu6hsTsuO0uGtKq7ILaV7R9+5YERAMg2fA4JBDC7174TFmLXlC5cjQsc4+OCeOa0kveU+Hwg6UDL4tJTLsHTlXvkhJJUl+zS6Xl5X71s3p8RweZEPtHx1t2QaIjAAAAQAiHbH5K0v3tutbttrrnnrs0ofR9vZ11oA7uHv9EWO9+g1QrlzLVYqH+OhbIB0ASDAjpiMV3aKprruckxCzq6rz+0pE3exJgMTR8ysVSyd+bCur9F8e3SrIEmNdX/S7XIRufSHQYAAAAaMYRpV9WLli+UreU/1lySsfUz9PMXQdFpd9ImMw8ZVz5jnZ/8Yi6Ln0+9AUAOhUehwTaULJ+u6Y654ZueNse6belyv7JImUffGXM43L1HKkqRbarJIJzJ2nSEAAAIB6GTbnEd9xg2/+5aPv79/qdF7u3t7uvjnAMPFBdL3xY22yRr+ytd95MSCwAkgtJMCAIa60qHzk5ZLvdrl5SAh49rGMiZ9TsGnaW73jHsLMTGAkAAED8de3eKzr91G0O3SiOepo9vuMrN/5Gv3/zWxbIBzo5fooGgpi1aocOdixrs02dM1fZJ90Rp4gQK8Vn/kGaNUSyVsUH/yDR4QAAAKQkd5LPsbhs9lmaPfQDHTym9eL5ADoHkmBAC0+//ZF6f3WHjnd+3Wa7yoteV+6QyXK52PUw5eX3ko79TaKjAAAAQAz1NztU/upF0pivEh0KgARJ7lQ9EGd/efRJXTrrzIAJsG29j/I7zx05RSIBFhGX0/9bjtPBWlwAAACIjZU9jmtVtk9didYsmRf/YAAkBZJggKS6Brd++c//6JYN1wdt0/PsP6qmaJjqM/LUcOIf4xhd+hjZt7vfeabLlaBIAAAAkO6Gff8JVRxzd6vy8p3rExANgGTA45Do9F6fs1LTX3lc92U+ELSNW0aOnqOVdYN3p8gELISfDgomXSC78GmpfKvMQVdJGVmJDgkAAADpKitfeUdeIzvxfJk/D/UVz16xVfsdlsC4ACQMSTB0avUNbtX+7ybdl/lxq7qqzO7Kqd2pmsKhyjzmZ57CNEh+9ezaJXE3Lx4uc+NCqXqvlNc9dHt0akbR/3pjPygAADofk9dd8zPGalz9AknSAZufl/T9xAYFICFIgqFTqa13a0bJavXsXiSH06X7H3tc9zs+bt3wN7uV4/A8LZxuc5X6jjteejOBAThdJMAQlh45VqqIbp9vz1+vM4/sHd1OASDG+hV3TXQIQMrrm1MnlXmOTRr8YhtA+7AmGDqVF//8Qx368iR1f/gArXzwbN1fd1urNmXKkxxp/KXhylFJ5v6JjgIIqbpL/6j0k5XR9PV8h+vJqPQJAPE08PALEx0CEJbi3fMSHUJQW8Zc5Tu2MZhtDiA1pPFP+kCTmat26t+/Ok8X1zyvDONWD1Oqk5yzA7at6LpPnKOLggif8eI/fqSCdSMvj0o/QwY1rQFSYdnRFUBqcVsjFfZLdBhASDU11Rri2OpXVly/LUHRtNbgykt0CACSAEkwpL2q2gYNeXKCrsh4N2Tb2tHfUe8LH4xDVNH1/uwFiQ4BSFqOSd/1HbtJAANIMQ18XEeqqN7TqqjQRHldAwDoINYEQ1qrravX9D9doFPNnrYbHne7NOYMZXYbEpe4osFl69X483yPpc9KPVIndiCebGYCN4MAACBFfbuxVJMTHUSMNLjZKgforEiCIa29/tJTOrf+/aD1e4r2VdE170uZqTc92ul0Sm7PcW5DmRo62B/zYwAAANBo+97qtH1uaGLNTLndVg4Hn4CBziZNv60B0ubSKp279MZW5Xvzh6l2wvfkvvozFf34y5RMgEnS/LG/8DvfsKtj0817Dx3boesBAACQPnIynb7jAd1zExhJdPQoyvc7X79xfYIiAZBIzARDWrDWasaqXSqvqdeUUT00f81W5T05VX1apHlrj/mtCo5snRhLRS0Xtz9ne8fWMht85MUduh4AAADpqSDblegQOqzf+OOlN5vOHdW7JQ30nbvdVl+t2qnaBreOHNFDTmaJAWmJJBjSwsvvf6LCz+7QZEeJHmo4UU659X8Z6/wbXfSiMkccn5gA46y4//CI2pfZHOU7U//DDQAAABBQRpY2mD7qbzcHrH5j2lsaM+OncqleL4/9rc4796I4BwggHkiCIaU1uK0enL5Ekz77uQ51lkiSbsh4tVW7qmPuUs7IqfEOL67c1shhPIt8DjnuhwmOBgAAAEguLZ+kaK7nnL9ohGOjJKlswR9VdvIZys9LzWVTAATHmmBIaV8tWKKzPz/VlwALpPaoXyjnyP+LY1RJILsg0REAAAAAKWN0wzLf8VjHGmX+aZA+e/znCYwIQCwwEwwppb7BrXvfX6wlS5eo2u3Q5J2v6PCMHW1ek3nUT+IUHQAAAIBUYJsfW6si47/JVJap0xHrHpJ0d1zjAhBbKZkEM8b0l3SHpBMldZe0WdJrkm631u6OoJ9TJN0gaUyzfuZKusda+1WUw0YUfDF/iS766lT1Mbs8BSFG8Pr9r9MABxMeAQAAgEQq7js00SH4WTj3Sw0cMU7VdQ164KG/6ZZEBwQgLlIuCWaMGSbpS0k9Jb0uaYmkg+RJZp1ojDnMWrszjH7+KOmnknbKk0DbIWm4pDMkfccYc5m19pmY/CHQLq/P26glL9+ro1y72mw3f/LftH+/QikjSwNGnhin6AAAAID0cVn9y1Htb8gR50e1v/YocJeqcVmwHls/k/QjffX5B7pl951Br1m6dLFGjRodnwABxFzKJcEkPSRPAux6a+39jYXGmHsk3SjpLkltrgpujOkt6RZJWyXtb63d1qzuaEkfyjPTjCRYgjw3c52+XLhSh+43TBcdPFAzl2/Wya+O1RmuhpDX5uZ1kRn7nThECQAAAKQnp9xNJ46O7yJuMrI73EdH7eg6XoV7vpAkuY1TkpSz9pM2r8l47mzp9sUxjw1AfKTUc2LGmKGSpkpaI+nBFtW3SaqQdKkxJtQ2HoPk+bPPbJ4AkyRr7UeSyiT1iEbMiNyKLbs1/K1z9MD6MzX8rXO0bPNu7XrqUrlM6ARYVUahhh94QhyiBAAAANJXjTJ9x5WjzkxcIFG0o98xvmOzY2lY1wwzm/T87Rdo/owPYhUWgDhKtZlgjd+13rPWuptXWGvLjDFfyJMkmyxpehv9LJdUK+kgY0yxtda3srox5khJ+fI8IhmSMWZukKp9wrkeHiUbdumNl5+SGqpVUNBVP3J4/lM6yLFUr33yos50zm51zZ6cASq67lOprlIyDmn7EuUMOFjKZCtjAAAAIFrcuekxPyA/u2lG20GOpaqqqdOSdVs02Vu2qPtUFXTrpYwdi9Vn9xxf2/PtO9rzzqeqHrdc2Tn8rAGkslRLgo3yvi8LUr9cniTYSLWRBLPW7jLG3CrpHkklxpjX5FkbbJik0yW9L+kHUYoZYVj20u26dc8TnpO9/nW9d83xO6/O6a2yYaeox2m3S1n5krp5Kgr6xjxOAAAAAKlpxKTjpLm/8Z27ayt0ubtp7bOKnL7a9+J7VbZtjfTQOL9ri0yFNm7dpH6DR8QrXAAxkGpJsELve2mQ+sbyolAdWWv/boxZI+lxSVc1q1oh6YmWj0m20c/EQOXeGWITwukD0qQ904LWTd72vN959q1LlfgVBQAkQs+uBYkOAQAApChXn31blZUqT4WqkCQNHDxckpTfY5D2dBmuovIVfm0/++gtXXDFj2MeJ4DYSak1wcLg3etDNmRDY34q6SVJT8gzAyxP0kRJqyQ9a4z5U4xi7PSstXrikyW6459P6oUZK2WtVX9tCevaBVnkFYHOrP8EdnwFAADtV2mz/M6t70dIKXvsmZ4DY1R0wxfSdx7za3vB2ttUW++3Kg+AFJNqSbDGmV6FQeoLWrQLyBgzRdIfJf3PWnuTtXaVtbbSWvu1pLMkbZR0s3chfkRZyeqNOuXD4/WbLdfrvGkT9Kdn3wj72pDZTQBpa1nGSCkjK3RDAAAQd3UNaZAccjbbBdOVLY09RxtGftevyUNPPRPnoABEU6olwRq38BgZpL7xAe1ga4Y1OtX7/lHLCmttpaRZ8vzdHBBpgAitZsXH6mGaFv66dcWlYV+b7yINBnRWzX9TCwAAkotr4fOhG6Wgfuf+0e/8lDV/UIObn0mAVJVqSbDGpNVUY4xf7MaYfEmHSaqSNCNEP41TCYJtc9JYXtueINE2YxuC1tWYLOlHX2pt9uiA9YVjjo1VWAAAAAAikN1Q4Tvu4d6ZwEhix7hy/M5HODbqpeefTFA0ADoqpZJg1tqVkt6TNFjStS2qb5dnXa+nrLUVkmSMcRlj9jHGDGvR9jPv+9XGmH7NK4wxJ8mTTKuW9GV0/wSdk7VWS7bsVcmmvdpZXtNm2w2mr9RrX+VNuSFgffnw02IRIgAAAIAI1e53oe+43qTanmvtN37xnxMdAoB2SsXvVNfIk5y6zxhzrKTFkg6WdLQ8j0H+slnbft76tfIkzhq9JOkDScdJWmyMeVXSFkmj5XlU0kj6mbU2PX+dEWfPPfOITlxxh7qbMn3VMEZrux0a9DlTk9VFklQ8+UItXfCBRm18KX6BAgAAAAhbfdHgRIfQIdu2blHXdlw3yrFBJR+/oNFHnC3jTMUfqYHOK6Vmgkm+2WCT5NnV8WBJN8uzu+N9kg4JJ3FlrXVLOlnSjZJK5FkM/2ZJkyW9LekEa+29sYi/s9m+t1oXr/yJupsySdIhzhJdUPpo0PZ5R13nOx5w2s9jHh8AAACAziPXND2ZsvHL/4Z1TWl2/1ZlYz6+St9M+3fU4gIQHymXBJMka+16a+0V1to+1tpMa+0ga+0N1tpdLdqtsdYaa+3gAH3UWWv/bq2dbK0tsNZmWGt7WmtPtda+F7c/TJqy1urhfz+mHvf0Cqv9mkHfkW5ZoV6Tz/eV5fYertmjbolViAAAAAA6mYZmPwI76ipUpPKQ1xRe9qzqe7d+lsWUvBbN0ADEQUomwZD8Vq9dq6vX3hR2+16HXCR1ab1PgbsTrS0AAAAApKrc+tJEhxCW2f2v8B132TrLr86R4Qx8Ud/xyrj6w1bF3cqWRTU2ALFHEgxRUVPfILd3q2C32+qdN14M6zp334nSCXcrZ+QxYbU37Y4QAAAAQKz0Mam3nHL3us1+5wVFrX8p7+No/aPzIMc2uRvc0Q4LQAwxzQYd9tzbH6l8xuPa6SxW6ahzVbZtgx7c9bs2r6nrP1mu0+6Ro9e+bbYbPHCgtKTpvF+fvtEIGQAAAAB8vi44VhNCtNnS/wT13vCuX5lnuWnmlgCpgiQYOmzcjBu0r2OtZCUteTxk+23Dz1XPix+RTOh5Xb0O/I6qNnwi9/pZch10hTLze0YhYgAAAABo0hDGMiy9z/6jGj4plnP+s76y1+88R8Mu+IPGjd4nluEBiBJS1uiwfR1rw27rtkZdTv5tWAkwSZIrWznnPay8m+cp84gb2hcgAAAAAHRUtyFynvWQX9HZ5iPtfv6aBAUEIFIkwRBz9Ze8ru3HP6BV/c9S6ZlPK7db6y2GAQAAACQHa22iQ0gpUzRXX7zzXKLDABAGkmCIqZ1nPK2M4VPU47BLNfT7T6jrAaclOiQAAAAAQTiN1aySVYkOI6ntOe+1VmXd5vw97nEAiBxJMESstLJOq7aXh2y3sd+J6n7A6XGICLsqaxMdAgAAAFKUs8XOhzULXk1QJKmhaMzRWnOM/2ORvRo2B2kNIJmwMD4iMnvNLt3x6Ivq4d6musFTtGn1Yk3Pat1uW95IFV/wYPwD7KROqPtQboW5zhoAAADQXIskWGZ96F94d3Zdeg3xO++mvaqta1Cmy5mgiACEgyQYIrL8k+f1RsbPPCeb/iIFSIBVH/Fz9Tz2Z/ENrBMa2Kub37nDsHYDAAAA2mdGrws1eet/Eh1GXPWzW9t9bfHQA1qVzZr2lA4/7YqOhAQgxngcEhEZtndGm/W1Ny5TNgmwuOg9kUdNAQAAgGgwivAXyq4cLTrgNr+ihtlPRC8gADFBEgwRWbN1T9sNsgvjEgckZeVrpXNI6HYAAAAA2pQ78fyIr3Hn9vA7P8oxj501gSRHEgxh27CrXOdnfBy0fpezuzJdmfELCBLrgAEAAAAdlt1tQMTXjBx/eKuy0oqqaIQDIEZIgiEsuypq9c+//ipo/dahZ6vgsv+0WlQTAAAAANJRVo8hst97369s7mdvJygaAOFgYXyEZfq9V+l3rtcC1i3vf45GXPZYfAMCAAAAgAQzAw7yO8/bPl/SOYkJBkBITNtBWA6v/bxVWZWrSNVdBmjEJX9LQEToCKfqEx0CAAAAkBYWdZvqO7brZyUwEgChMBMMYXHK7Tuu6nmAcn74oXJ49DFldRk0Xlq+KNFhAAAAACmvPLO77/iQuhkJjARAKGQxELG9pz/G2l8prnbcdxMdAgAAAJAWuo052ne8x+Zpb3VdAqMB0BYyGQCUb9jFBgAAAGiPrsMn+46LTIVuvePOBEYDoC0kwQBoc+6oRIcAAAAApKT8Lrl+5//IvFfrdlQkKBoAbSEJBkAbhl+c6BAAAACAlJRV0EOV3cb4lc39/J0ERQOgLSTBAAAAAACdQobTxKTf3Ou+9DsfvPSRmNwHHdfgtpq+eKvemL9JNfUNMbuPtVbVdbHrH+1DEgwAAAAA0CkMGjclNh0boy3Zw32n1uGKzX3QYc/OXKvvPTlH1/3nG9399pKY3GN7WY2+e88Luu6OP+rhj2JzD7QPSTAAAAAAQKeQNfTQmPW9edy1vuO6BnfM7oOOefqrtb7jJ75co/oY/Fs98tLremLvD/SI848a/OE1vvLlm3Zo+oxvmCGWQCTBAAAAAADoIGuafrw+uPoLud02gdEgmK65mX7nS7aURbV/t9vqlNV3y2E8//5TnXMlSYsXL1TXfx2gY6dN0cf3XaXqugZ98NF0ffb5xyRN4ygj0QEAAAAAAJDq+hTl+Z2v3LhFIwb0SVA0CGbWml1+5zaKucr33viv8ufcr0Mcq/zKn3tjmgrWvKPRZq8k6cSyl7Xtd9N1nNkjSfpozc919CU/i14gCIqZYAAAAAAAdFCf8VP9zmfN/CxBkSCY0sq6mPY/bs6tOsQsbFV+0dzzderOJ/zKenoTYJI0Zvk/9c5nMzWnZJlsNLNyaIUkGAAAAAAgppxOZ6JDiL3sQlXZpkftem94N4HBIJA3vt3UquyDOQv19lfzwl6nq7berV0VtX5l1lr99KmP1KtZYisSvcxunTR9qia9cKDmPHxN6AvQbiTBAAAAAAAxsz1zgGRMosOIi7qcHr7jY/e8pGWbdrXRGvG2s9w/eXWiY5au/eY0TZ12tKY//0DI69du261//P56TfvD+Xr2f+/4ypdv3KFbV14alRgP3Pyc6utiO2OtMyMJBgAAAACImZVFsduRMdmUDLzQ73zOu89q456qBEWDUH6c8bIyTYMyjFvjl98Xsn3J+0/qBvfTusj5oS7++gLNXrBYkvT66y+qu4neAvuP3vk9HouMEZJgAAAAAABEQd9uhX7nF639lTbdc6Q+/YL1wZLRILPVd9zP7NCCGe9r2YPnadkzN+mtmSW6/6X3VLJpr69NzprpftfvfuNXqqmr10+2/zyqcf3Q8bpKShZEtU94sDskAAAAAABRMODQc6QZv/YrO9CxTHr/VOmw0gRFhXCNnXaO52C7NHLFY5Kkd0uO0KhfvaENG9ZpSt2nfu2n1n6gxWvXaXSLfnZOvV8ZvcfI/vdiFdVuaVcs7p0rJe3frmsRHDPBgDTk6AwLjwIAAABJxhT01dd9zg9Yt3N7+5IhiJ6/fbBMRm5lqTZ0Y68T3J+pqrJMOxZ9GLC+/Pmr/c4bjrlN3Q+9TIVDJ6noZ4ulX++Ubl2rHa6+EcW6dXVJRO0RHpJgQJqZ1e+yRIcAAAAAdFrDxkwMWF5bXRHnSNDcmh0VusH5slZnX6Kl2Zfr+863lGPCS4b98+n/yB1kja4D62b7nTuPvKnpxOGQnBlSTpHyr3pDq4Z/V5v3v1YVWZ4NFDYPPE32tj3Sb0ulX+/w6+e41X/St49fL7E2WFSRBAPSjDu3ONEhAAAAACnFmZMftb4KD7sqYPlTL70StXsgcusWfakbXS/7zn/lejbsa2/Z+lNt2bQhZLtVpwf/N87qOVxDL7lPfc7+vfJuXSbdslx9rnxGpnHnVKdLJd2P97tm/3VP6oNn/xh2nAiNJBgAAAAAoFMbOLTlqk4d4HDI/asd2uTs51d8a+nvoncPRCyvYl2Hru+zd37INrnFA8PrzOGQuvRsVVw85Yetykaueia8PhEWkmAAAAAAgE5rYdb4ptk4UeLIcKnPL+ar2pEX1X4RmTcf/rWW/GY/fXDfD+V2d+yxwvLquihFFVzPfY+Wu0WaZqB7fczv25mQBAMAAAAAIMqM06XMX/jPPnrt41kJiqbz+eqTaTp1033ax7Fex+36j4bNvq1D/U2p/SRKkbXB4VTV9YtaFe/YvjX29+4kSIIBnVBeVobfeU4mu0kCAACgSQOLcUeFcfj/yD3mw8sTE0gnZBb81++8mykP2tad010ad6HcfSdqb5ehKjddJEllzq4R3bNHUcfXlsvr1lf1P9voV1a+g9lg0ZIRugmAdNOrt//6BKNGjExQJAAAAEg2OytqNSDRQaQJ43Bod1Y/da3xJDV6O0oTHFHnkVcVxuyp6+dJBX3lyMiS5JklVNCseuP7j2ufL24M+57Ogt4RxRhMRnYX7TDdVGx3SZLKtq6RRk+KSt+dHTPBgM4ov7d08l+kfpOkQ6+Ta8SxiY4IAAAASWJrabX6mZ2+8+IumQmMJvXVnf6Q77hSOQmMpPPYuKdKYyu+DFq/5sBfS7/YLHUbInkTYIHUZYU/E2xezuSIYgyl3jY9rVO54H+t6hvqauSur4/qPTsDkmBAZ3XQVdJV06Wpv5McPA4JAAAAj97uzX7nGY7Ifmxc6RwazXBSXkOXPr7jeh4zjYuZT/6izfrKbvtKmblxiqZ9yp3NHq00/j+vzXnlb7K/662aO/to5jO/jW9gKY4kGAAAAADAZ3j9Cv+CLr0SE0ga6m92aEtpdaLDSGvuBrfO3v14m20yMrM7dI8VOeM6dH04do48P2hdQclzyjBu5ZhaHbzib9q7Z0fM40kXJMEAAAAAAAFtyBwqZfA4ZEd0y/N/3G7FQnaIjKUl874I2Wb4uCM6dI+K7J4dur4j6urrNbJ+mV/Zsn//MEHRpB6SYACATmXZFhakBQAgXFszByY6hJSX1c3/7zCvfHWCIukcGip2tVm/2jFYjozw9gjsP2piwPLeB5wccVzRMv2xX7Yqm1T6fgIiSU0kwQAAncphq+/zHbMqBwAAiDmHQ4tzJvhOK2oaEhhMenO7rUJ9wovk81/XXoGTwL2OuCKCXqKrV/mSgOUbtu0MWA5/JMEAAJ2Kwxjfcdf8LgmMBAAAdBZVpmkRdvvtCwmMJHVs3Lhe7z54k6b94xZt2bolZPvpXy/RfXdepz3v/zmqcaw3ff3O1zgGSMao1vovVu92xy65OWr7u77juuqKgG2+ee3emN0/naRkEswY098Y87gxZpMxpsYYs8YY83djTFj7lxpjLjfG2BAv0vMAkIbczf7ryzyU9RMAAEDsZanGd9xP2xMYSWpYt3GT+j2yn07Y/phO3PqIlj5+deiL3rxJP7ZP6wjnQl9RueK3A2S0f7mam5PjOy4ynsSXu8Gtg+pmB2x/4sYHVFVLGiOUlEuCGWOGSZor6QpJsyT9TdIqSTdI+soY0z2MbuZJuj3I60Nvm3eiGjgAIOm4c8P5LwMAAKBjsvc/23dcY7LaaIlPpr+hgY+M9is7quYTff3pm21eN8C9sVXZmqyRrcoiXQ7DhnlF2b6XRNhz20YeeZ7feUNdrSor/Ne2bVDTbDSXadCnH74V1RjSUXirwSWXhyT1lHS9tfb+xkJjzD2SbpR0l6Q2f7VvrZ0nTyKsFWPMV97Dh6MQKwAgiXhWiWAlMAAAEF81RUN9x0Nrl7XREkd9FjiZtO/072rPxE0qygucRBypNa3KPGuE+etiyyOKp6/dFlH7aMks6OV3XvLJixpykP+C/Nsu+1R9njrMd164+QtJp8cjvJSVUjPBjDFDJU2VtEbSgy2qb5NUIelSY0xeO/vfT9JkSRslkUIFgDRgmh0XmCoVudkdEgAAJE6WqVPp7h2JDiNpbVFxwPIsU69vvnw3YN3WLZsClhdl1Ghu34v8yuqLRwdsG8z8YYlZPsM4/NM1lbv8/4wVNlt9hu6n0oymv69tu/mcG0pKJcEkHeN9f89a625eYa0tk/SFpFx5Elnt8QPv+2PW2rAepjXGzA30krRPO2MAAERRfp7/WhAFpjJBkQAAgM6q36hJfudbVy9KUCTJz22Cpyly9ywPWL5r7YKA5bv3v1p1uT39yjb2OiZg22DqMto1xyYqZnY7I2SbRT1O8R2fvvc/2rg1MTPXUkWqPQ45yvsebP7ocnlmio2UND2Sjo0xOZIukeSW9Gh7AwQAREdBtsvvvEtdO39j6soJ3QYAACCGCrsWa6/NbfXLuPoGt96csVAfvfe6XPVlcqlex15wo44bOyBBkSa3qtr6gOVLV6xQoPld/UaM14qd66IaQ3ZD4N0ZY8L4ny5bWqIJLZoUZvsnDbct+FD9el0Q27hSWKrNBCv0vgeb49dYXtSOvs/zXveOtXZ9uBdZaycGekla0o4YAABeQ8Yf5Xfez+xsd19f9f1uR8MBAABpICcrM2H33urq16rsqy8/0ZnvH6F7zV/0F9e/dLfrMR338n7aW1UToIf0V1vvlstd7TvfcOxDfvWjl/0j4HWDN74RsLx4+MToBedVXzhIkpRp/B8e699/YNTv1VL14vd8x3nG8/c0bOqP/NoY/4fm0EKqJcFCacyTtmfV48Y9V/8VpVgAAB1g8gKvBwEAANBerpz8RIfgp2HBywHL92xYGudIksM7Lz+uHmav79zRf6LWd9nfd97L7A642H2Do/Vi+ZvzYrNC0cb+Jwcs7zb8wJjcrzmHmhJcW1ye2YLZfUZpQc5BMb93uki1JFjjTK/CIPUFLdqFxRgzRtKhkjZIert9oQEAoq3WOkM3AgAAiMCsrqeEbhQn/bcEXsVny5t3BUz2pLshi/1nermyc5V10p1+ZSVLFrbZR0VWL5UNO1V9LvbMb+nWy3+GVm5h9yhEKs0oajGOjAncMEoGLn7Y73xN9yN9xw2Gz8zhSrUkWGM6fGSQ+hHe90j3nI14QXwAAAAA6Mz69QicTKjNZjZ3ONxuq+GOwLsaHlQ6TZtvH6a5H74S56gSy5HZtAj9avVVjz4D1XOfw/0b7V7T6rry0l2+4yX7/1T5lz4r9R0vSRox5SLVODwbJa3oerhGH3luVGItnPJ/2mkLVGud+mT4rVHpsxXblAitNeE9ylvXwOOQbUm1hfE/8r5PNcY4mu8QaYzJl3SYpCpJM8Lt0BiTLelSeRbEfyyKsQIAAABA2uo++oiA5VXDT5bmz4pzNKln/jczdUAb9f3MTvX79ArdsCpXvzxvinoWZMcttkSxzWY0lR99l+fAmaGVrhEaVhd4Z8jy6jod5fzWd56Z4T/Xx7hylPWbzZKk4e0Kyn9GXl6OZ9Ol0eMP1d7hi7WjokJH9erVnp5Dyj3gPGn6/yRJ7jDTN7vnvyWdeElM4kkHKTUTzFq7UtJ7kgZLurZF9e2S8iQ9Za2tkCRjjMsYs48xZlgb3Z4rqauktyNZEB8AAAAAOjWHU6sdg1oVu50tdmZmoe6A6taFlyj88/qL9MG7/4txNIlnrdXYmq8D1lWb4Lt915Ru9Tsftd+kqMbVcsnxUUee4zsu6NJFfWOUAJOkvK49w2qXVV/uOx7oJq3RlpRKgnldI2mbpPuMMa8ZY+42xnwo6UZ5HoP8ZbO2/SQtlhT4QWuPxgXxH26jDQAAAACgHQqHTEh0CClhU8F41WR2a1WeaRo0ZH3gBfTTyaaN6/zOu+TlBWnZtsx++4du1AGuwj4x7b89zMgTfMe1Jv1nDHZEyiXBvLPBJkl6QtLBkm6WNEzSfZIOsdbuDLcvY8xoSYeLBfEBICnFdnlRAAAQD8XjA++mhyazi05S35s+kf2/OQHrMxsq4xxR9Fi3Wws//I9mP/VLbd+wImi7hsrdfueDxx8d8b12+fbKSz/ZtipoXU33pp0wh1d9G7QdUm9NMEmS97HFK8Jot0Zt/AxlrV3cVj0AILEqsnupqMazYGy5q7u6JDgeAIi1bFOX6BAAJFB2QXdtHnS6+qz1f/xxYsWn+vc7X2jXzp2acvjhmji49YyxZLVkxtva79MfSpKWr3tXPX4VONHX3HrTVwMykmMh+F4jDvRtvbcmY6gGx/RuwfWxW7WuoSZgnaPZzpS5pkZlZaXKzy+MV2gpJeVmggEAOo8ux/9CbuOUlUNZx/8y9AUAkOK+7ROdXcsApK4+Vzwtd7MF4htdMfNk3bziUpU+cb7qU2AHwNp6t976fI7c037hKxtRv1zVtfUd6nd3uX8iaO7cmR3qL5Qhk07Q+uP+qcUjfqDi7z0f03u1lN9zgN951vYFAdsNO2CK33nZjs0xiij1kQQDACStjEmXynHTYpmbF8t10PcSHQ4AxFxFVnGiQwA6LCc7y/88K7wZPZ3J2u2lbdY7zg6+ZPUxmqV5y9cFrU8Wn017Xqd8cKz2daz1K//w/cgX+W++QaNr3lN+dd23fuE77qa9EfcdkjEacPiFGn3xn9Slz8jo99+GHj37tiixAdvlFharWnydhYMkGAAgueX3kvJ7JzoKAAAQppGHnKYyZ5EkaUPXg9Wle8sf5DunBndTAiN34bNas7WNRNjYc7Rg358ErV704h3RDC0mChf8O2C5Y+Y/Iu6rQGW+45aPjdtmKxxtzB8Xcd/JbrFrjO94cEXw9b52maI4RJP6SIIBAAAAAKImI6+b8n+2VPrh5+p//buJDidp9HQ0zVLKVq2O3fKI79xtW8/wGXHiNUH7+m7DyyqrCrw+VDLYWVquSTWBH1M83LEo4v7K9rvMd2zKtwRtt67bIRH3nUqKTIXv2Cj5H4lNRiTBAAAAAADR5cqWeo+VTPLvQ5bRUB2X+2wYc7Xv2Mpor6PId969IK9V++z8blp4+P1B+7vnL3fo39Pnqaq2IapxRsO3058LWtdFFaqpbx3zipVt7ByZ2/So+DjHKpVVxuffLJl12+eoRIeQkkiCAQAAAAA6LdtrbFzuU+sqaFHSlCDMmHBJwGv2O/ZSbTz7Na0+6Ha5L3zBr+62hgd0/qdT9e6016MdaofVrv+mzfonn3miVVnuijd8xxlu/1luI/c/1O+8ajcLv+cNnpDoEFISSTAAAAAAQKdVO/yERIcgt6v1TDBJkjHqt//RGnLyj+UYdYJmF/rHmmtqdObXV+iJD+bGIcrwnbDbfyZY9XX+uxoetbn1emHGNKUnnFn+fx/ZvYb7nZeWlQloD5JgAAAAAADEWeB9/tqWXbkpYPnlnx+jGx+dJhtgbbFE2KZuvuOSfW9WdveB2tmtaeZStSO3zetXD7u4Vdl2FfmON3/5344HiU6JJBgAAAAAAHFkrdVQ95qIr8u2wdfC+s3672n5xu0diCq0T5du0y8felb/fvMjlVXXBW5krXpql++0+0HnSZLW7/uDDt27h/b4jl11zARD+5AEAwAAAAD4dK3bmugQ0p6jcpvfeX52RljXZWZlB63rasqlbYs7FFcja60++3aFXnzjDW3eUylJ+uDD93Xkf0borm3X6Io5Z+qT/z0R8NrZD1zmd24d4f3ZQpk5+Ee+420bV/mO6xvYJbGlurrk3Tk00UiCAQAAAEBn1+wxuh6mNIGBdA6D3ev9znsMGhPWdfmTv9tm/XuLtrQ7pubmzf9ak14+ROfOvURL/3GhJOm4T8/xazNg2VMBr83bu8rvvGffIa3aDKxcFHFMTmdTMu0Mx+e+4/yNn0bcVzoyzb6GN375QhstOzeSYAAAAADQyRX2H53oEDqt7c6ekisnrLbdDrtSuuhF6cx/Bqz/v5VX65zfPaV1Oys7FFP1oreVY2olSVNqPtb8pctbtRlX/23Aa22zBe5njPm1HE6nJCnL2VTe1ZRr267dEcU0eL+DfMeVNst3PN7RlHTLz4rOrLNU1EdNj8I6qpv+bksWl2ja47dr1qwvEhFW0iEJBgAAAACdXI8Dz0p0CJ3W1oy+4Td2OKWRU6XxF2pt8ZEBm7xUf50+/9vFWr+zQpJU1+DWh0u2asW2MtXWNaiuviHkbYz1b7P3mcsDtquuafuxuy79RvmOR0yY4lf37bQnQsbRXO6IwH/evWraSXLAgadE1Gc6mTnwqlZl1TU16v78KTpx3T0a99bp2rhhXQIiSy4kwQAAAACgszMm0RF0KtHYxXHQj17V1q4TA9ZdlPGhnv/7zbLW6vdP/09rnrleq+8/XWW/G6TtvxulBV+922bf9Q3+8R3hXBiw3eJ14T9+mVHQ0++8YLd/nwXb5oToIYwx2n1E2PGkG5vRejbhrs1r1Mu7SUGWqdeO5TPjHVbSIQkGAAAAAEAcFZu9He/EmaGeP3pD6w/7g7YPOKFV9S3O/+ijGXN0+qo7dWXGNB3v/FrdTZn6arvK3v6tZq7aGTAZd83D76rPyufDCmHb8zdEFHJJj5N9x+5mj026G9wa7WiapZTlcrXZT66pUUVlVUT3BiSSYAAAAAAAxFyvvgOj3qfJzNOA43+kHlc+r62ZrfvPmP0PHeBY0ar8UGeJnE+cqDtf+EyVtfW+8vXb9+iejRdrmGNzWPc/of4jv3NrrfatDbxWmCTt7RpsAwD/ZNyow05v1SIjwz8xtujTV8KKMdW53R2fNYgmJMEAAAAAAIixAQe0nq0VNcao1zVva+8BP/QrztsRPCE1ybFMv1l8mt586Ulf2VP336ZsUxf0mm+LT9HKfa/zK2uepFmzYYNfXUF2ZtC+quqCr02W06v1Y42Z2bl+56ZyR9Dr00mxozzRIaQVkmAAAAAAAMSaw6GdKoxd/0UDVHDGH7V00MW+oomO1rs6trT/0r9Lkmrr3fql44mAbcp6TFDZdz/S/v/3nHocfa1f3fxvmtaZsqWb/OoGjj086H2P3v1ywHK3Db7216yik4PWpatN+13d7muZRdYaSTAAAAAAQKfhtKF3R0xlPQ65MKL2LpdntlZVZZlfeX3xPqoYeIzqjrhV+T98X/lDJkiSCrr18mvXsGl+wH63m2IpM8+vrHuPCHbChCSpwZEV8TW7Kj2z+VbNeD3a4aQ8kmAAAAAAgE4jf2x6zybqNir47KtAhtWvkLVWc7/2350x45qvlHflq3Id+wvJmdFU4XBoRc7+vtMNO0r1r38/qrdnLFDzdfbLTZdW9xp6xHkRxYbwNZ/zdfLeFyRJmWVrExNMEiMJBqQwa92JDgEAAABIKVl990t0CLFlTNBHCkv7Hy3dukYbz3jBr3zN2jXKWTPdv7EjeLpgT0YP3/GZa+/SD9berGPeOVob1rZehN8vNJf/ul6Lly1rsz2Cy28xI693cbdWbayCP1raWZEEA1JY15yM0I0AAAAA+Lgy/H8MdjnSL1HgMP5rQe00XaXflqrw+69JOV3Vb+zR/hdU7tDq7U2PQ27NGRbxPbNNnSqXvN9mG2P8/653z/ufGli3KmJ11qn8giK/sp4Hnu07rrDZcY4odZAEA1LY9oN/lugQAAAAgJTSp+9Av/MRI/ZJUCSxs+M8/7WgtmX08W+Qkan1jn6+09Jd23VRxVO+85Vdj2jXfQ8re9d3XB/gqRXjcKjU0dV3fmjJnfrm9oM17dV/t+t+nVVJzoRWZTarIAGRpB6SYEAKa8jIC90IAAAAgI/J6y6d/ahqBh8je+If5ErDxyMbCgaEbiOn73jv4g/96vr36NqyeVhyVe077mt2B2yzpJv/LLRJZqmOWvCLdt3PWitrmUmG8PEsFQAAAACgc9n/XGXtf26io0io5qmj8o2L/eoGHnFJO/tsetxx+cirND7M6/JMTbvu983anZpgKpsK0u/JVkQZM8EAAAAAAEhjOQ1lrcoy3VW+4xPtF77jufnHSMXDO3zPWlfsH8+rWuq/mH9hLmthoW0kwQAAAAAASCPF3Xv4nedMurhVm8zC3r7j5gvpp9JC9Vk1u1oU5CcmEKQMkmAAgLRXPHB0okMAAAAIKLuhPOp9OnMKtOfEB7W16ADtmHiDep3UekOt1QO/E/DaotzMkP1n2Np2xxarHNucguNi03GCDR4c+U6dCI4kGAAg7Y049vJEhwAAABBQzZjYrE1WNPkS9frxxyo+7Q7JhL9Ylpl4Wcg22ePbH3OXLszWikTxvsckOoS0QhIMAJD+XDlqsKyUCiD1uExDokMAEGN1hYMTct/u3boHLG/IyAl9cVH/gMXhfM8qmtz60cz22FvWep2ztORwaK9yEx1F2iAJBgAAACSpGhPGD6MA0A5DDwv8OGSsWWdW+69ttqfl+NUPRyMcdDIkwQAAAIAk9fWASxMdAoA0ZTLzVGnbl5BK1Pz6rKym3R/3OLslKIrUkbnlm0SHkHRIggEAAAAAgLANHrFfQu6bf/B3m52x1EUoE+2iRIeQdEiCAQAAAACAsGUV9krIfa0z9M6VaFJueaS+JZJgAAAAAAAgKTiMDd0IaCeSYAAAAAAAIC4yHG2nITbkjolTJOiMSIIBAAAAAICIbHe2/Uhkz8H7BizvM6TtJNeGLolZbwydA0kwAAAAAAAQkdrj7lK5oyBo/eAJxwcsN86MWIUEhEQSDAAAAAAARKTfIeeqyy9Xa8WZb7Sqq7KZkmH3RiQfkmAAAAAAACByzgwVd+2a6CiAsJEEAwAAAACgE8o1Na3KnBHO4CoayBpeySbPVKvBzS6bgZAEAwAAAACgE1re9chWZUOG7RNZJ8ZosSuyHR3n9b84snvAT6D0Vsvk5exvF8YnmBRDEgwAAAA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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 280, "width": 608 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = spectrum.plot(ylo=0.6, yhi=1.3, label='Observed')\n", "spectrum.sky_subtract(method='scalar').plot(ax=ax, label='Sky Subtracted')\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "3927f332", "metadata": {}, "source": [ "You can see that that the sky subtraction successfully removes the emission lines. We can now proceed with deblazing:" ] }, { "cell_type": "code", "execution_count": 6, "id": "d7ad087a", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 280, "width": 608 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spectrum.sky_subtract(method='scalar').deblaze().normalize().plot();" ] }, { "cell_type": "markdown", "id": "f50c371f", "metadata": {}, "source": [ "Awesome! Let's see if we can spot the differences among the three sky subtraction methods:" ] }, { "cell_type": "code", "execution_count": 7, "id": "4e571b49", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "This method is known to oversubtract the sky, see GitHub Issues.\n", "Experimental feature, report any Issues on GitHub\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 280, "width": 631 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = spectrum.deblaze().normalize().plot(label='observed');\n", "for method in ['naive', 'scalar', 'vector']:\n", " spectrum.sky_subtract(method=method).deblaze().normalize().plot(ax=ax, label=method);\n", " \n", "ax.set_xlim(10_830, 10_840)\n", "ax.set_ylim(0.98, 1.09)\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "53e7c57e", "metadata": {}, "source": [ "We see that the *naive* method oversubtracts the sky line, as we expected. The `scalar` and `vector` methods appear to perform equally well for this source in this wavelength range." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }