{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Detector Response Files\n", "The GBM detector response files allow you to compare a theoretical photon spectrum to an observed count spectrum. In short, a single detector response file is only useful for its corresponding detector, for a given source position on the sky, and a given time (or relatively short time span). Essentially one file contains one or more detector response matrices (DRMs) encoding the energy dispersion and calibration of incoming photons at different energies to recorded energy channels. The matrix also encodes the effective area of the detector as a function of energy for a given source position relative to the detector pointing. This effective area can change dramatically as there is a strong angular-dependence of the response (and the angular-dependence changes with energy!). A file that contains a single DRM will be named with a '.rsp' extension, and a file containing more than one DRM will be named with a '.rsp2' extension. The rsp2 files typically have a DRM generated for every *x* degrees of spacecraft slew relative to the source, useful for studying the spectrum of transients that may be several tens or hundreds of seconds long (and therefore the detector pointing is changing singificantly relative to the source).\n", "\n", "Similar to the science data, we can open/read a response file in the following way:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "glg_cspec_n4_bn120415958_v00.rsp2\n" ] } ], "source": [ "from gbm import test_data_dir\n", "from gbm.data import RSP\n", "rsp = RSP.open(test_data_dir+'/glg_cspec_n4_bn120415958_v00.rsp2')\n", "print(rsp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see all the metadata in the FITS headers:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "odict_keys(['PRIMARY', 'EBOUNDS', 'SPECRESP MATRIX1', 'SPECRESP MATRIX2', 'SPECRESP MATRIX3', 'SPECRESP MATRIX4', 'SPECRESP MATRIX5', 'SPECRESP MATRIX6', 'SPECRESP MATRIX7', 'SPECRESP MATRIX8', 'SPECRESP MATRIX9', 'SPECRESP MATRIX10', 'SPECRESP MATRIX11', 'SPECRESP MATRIX12'])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rsp.headers.keys()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SIMPLE = T / file does conform to FITS standard \n", "BITPIX = 8 / number of bits per data pixel \n", "NAXIS = 0 / number of data axes \n", "EXTEND = T / FITS dataset may contain extensions \n", "COMMENT FITS (Flexible Image Transport System) format is defined in 'Astronomy\n", "COMMENT and Astrophysics', volume 376, page 359; bibcode: 2001A&A...376..359H \n", "CREATOR = './SA_GBM_RSP_Gen.pl-1.11 GBMRSP V1.9' / Program creating this file \n", "FILETYPE= 'GBM DRM ' \n", "FILE-VER= '1.0.0 ' / Version of FITS file format \n", "DATE = '2012-04-16T02:43:57' / file creation date (YYYY-MM-DDThh:mm:ss UT) \n", "FILENAME= 'glg_cspec_n4_bn120415958_v00.rsp2' / Name of FITS file \n", "DATE-OBS= '2012-04-15T22:57:12' / YYYY.DDD at start of data \n", "DATE-END= '2012-04-15T23:07:18' / YYYY.DDD at end of data \n", "MJDREFI = 51910 / MJD date of reference epoch, integer part \n", "MJDREFF = 7.428703703703703E-04 / MJD date of reference epoch, fractional part \n", "TSTART = 3.562234321073E+08 / Observation start time relative to MJDREF \n", "TSTOP = 3.562240383246E+08 / Observation stop time relative to MJDREF \n", "TRIGTIME= 356223561.133346 / Trigger time (s) relative to MJDREF \n", "TIMESYS = 'TT ' / Time system used in time keywords \n", "TIMEUNIT= 's ' / Time unit used in TSTART, TSTOP \n", "TELESCOP= 'GLAST ' / Name of mission / spacecraft \n", "INSTRUME= 'GBM ' / Name of instrument generating data \n", "DETNAM = 'NAI_04 ' / Individual detector name \n", "OBSERVER= 'Meegan ' / Principal investigator for GBM \n", "ORIGIN = 'GIOC ' / Name of organization making file \n", "OBJECT = 'GRB ' / Object Designation (GRB for bursts, etc.) \n", "RADECSYS= 'FK5 ' / Stellar reference frame \n", "EQUINOX = 2000.0 / Equinox for RA and Dec \n", "RA_OBJ = 150.5 / J2000 RA of source, degrees \n", "DEC_OBJ = 61.3 / J2000 DEC of source, degrees \n", "DRM_NUM = 12 / Number of DRMs stored in this file \n", "DRM_TYPE= 'CSPEC ' / Data type for which DRM is intended \n", "DIRDRMDB= '/Response_Generator//GBMDRMdb002/' / Path to direct detector response\n", "DIRSCTDB= '/Response_Generator//software//inputs/' / Path to atmospheric scatter\n", "COMMENT This file contains GBM time-sequenced detector response matrices \n", "CHECKSUM= 'ZfkGedkDZdkDbdkD' / HDU checksum updated 2012-04-16T02:45:34 \n", "DATASUM = ' 0' / data unit checksum updated 2012-04-16T02:43:57 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rsp.headers['PRIMARY']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You probably noticed all the \"SPECRESP MATRIXn\" headers in the header listing. This is an rsp2 file, so there are multiple DRMs contained. We can easily determine how many matrices are contained (without having to count the header extensions):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rsp.numdrms" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other important attributes that we might need to know are the number of photon bins (the energy of the incoming photons) and the number of energy channels:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of energy channels: 128\n", "Number of photon bins: 140\n" ] } ], "source": [ "print('Number of energy channels: {}'.format(rsp.numchans))\n", "print('Number of photon bins: {}'.format(rsp.numebins))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An rsp2 file containing multiple DRMs indicates there is a DRM that is most appropriate to use for a given time. You can find the DRM that is closest to your time of interest:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# return the DRM closest to trigger time\n", "drm = rsp.nearest_drm(0.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or maybe you are interested in which DRMs cover a time range of interest and retrieve those DRMs:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# which drms cover the time range\n", "drm_indices = rsp.drm_index((0.0, 20.0))\n", "drms = [rsp.drm(drm_index) for drm_index in drm_indices]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does a DRM actually look like, btw? You can make a plot of one using the ```ResponseMatrix``` class in the ```gbm.plot``` module:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from gbm.plot import ResponseMatrix\n", "\n", "rsp_plot = ResponseMatrix()\n", "rsp_plot.set_response(rsp, color='plasma') # a pretty color gradient\n", "rsp_plot.xlim = (5.0, 1000.0)\n", "rsp_plot.ylim = (5.0, 1000.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What you see in the plot is a diagonal edge that contains a majority of the effective area. This approximately linear mapping of photon energy to energy channel is called the **photopeak**. You also see a bunch of off-diagonal contribution from photons deposited into energy channels lower than the original photon energy. This presence of non-negligible off-diagonal response is one of the reasons that the DRM is *not* invertible (our lives would be so much easier if was, though). This particular DRM contains a lot of off-diagonal effective area, in part because this example was made for a very large source angle from the detector normal.\n", "\n", "You can also make a plot of the effective area integrated over photon energies or over energy channels:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from gbm.plot import PhotonEffectiveArea, ChannelEffectiveArea\n", "\n", "# plot the effective area of incident photons...\n", "effarea_plot1 = PhotonEffectiveArea(data=rsp)\n", "\n", "# ...and of the recorded counts\n", "effarea_plot2 = ChannelEffectiveArea(data=rsp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, if you're interested in effective area at a particular energy (as long as it's within the bounds of the DRM), you can simply do the following:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([11.89553229, 32.67522618])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# the effective area at 50 and 300 keV, respectively for the first DRM\n", "rsp.effective_area((50.0, 300.0), index=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The thing we actually use the DRMs for is to fold a model photon spectrum through the response to get out a count spectrum. That model count spectrum can then be compared to the observed count spectrum. Here's a little example how you can fold a model (power law) through the response:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "array([ 2.04555274, 2.41331594, 2.0801156 , 1.56281085, 1.57124845,\n", " 1.95612002, 2.18619054, 2.68707728, 3.09026986, 3.87129313,\n", " 4.53683755, 5.03903868, 5.73969901, 6.52557411, 8.28145565,\n", " 8.7270274 , 9.29967452, 9.82871379, 10.27252461, 10.64788631,\n", " 12.61452885, 13.15436336, 14.44362474, 11.80630877, 9.50993977,\n", " 10.43132101, 10.1795827 , 10.10485369, 10.03455281, 11.04248059,\n", " 10.96586462, 10.81956114, 10.62896509, 11.44405505, 11.17678178,\n", " 10.83984442, 10.62419227, 11.19721732, 10.7731077 , 10.3303892 ,\n", " 10.66799448, 10.10228782, 9.49523992, 9.61971953, 8.985341 ,\n", " 8.39447276, 8.44452405, 7.92898771, 7.45480185, 7.48758995,\n", " 7.10000065, 6.68551051, 6.72736702, 6.35803467, 6.3318537 ,\n", " 5.9776809 , 5.95175188, 5.5961889 , 5.57163798, 5.23856799,\n", " 4.92137297, 4.89368401, 4.59042939, 4.4728742 , 4.40192887,\n", " 4.11651911, 3.98410912, 3.73872024, 3.63021577, 3.34054809,\n", " 3.21592318, 3.07689076, 2.82446368, 2.71296244, 2.61110073,\n", " 2.38557173, 2.27647432, 2.16743026, 2.03623423, 1.86168341,\n", " 1.76441772, 1.65721932, 1.56229095, 1.45225463, 1.3737663 ,\n", " 1.29037066, 1.22153168, 1.15569386, 1.07228395, 1.01031758,\n", " 0.95551291, 0.88760431, 0.83015333, 0.78748049, 0.73714694,\n", " 0.69388623, 0.65621887, 0.62736442, 0.58949532, 0.56963218,\n", " 0.54683331, 0.51787483, 0.50880081, 0.4861937 , 0.45117135,\n", " 0.42141958, 0.39239844, 0.3690452 , 0.34557582, 0.33174466,\n", " 0.31283045, 0.30107629, 0.29238409, 0.28008149, 0.26755747,\n", " 0.25455926, 0.24674896, 0.23332222, 0.21775094, 0.20979986,\n", " 0.20290683, 0.19464098, 0.18785906, 0.18420528, 0.17841344,\n", " 0.24683905, 0.23043465, 2.68910855])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# a power-law function. \n", "# params is a list of parameters: (amplitude, index)\n", "def powerlaw(params, energies):\n", " return params[0]*(energies/100.0)**params[1]\n", "\n", "# fold a power law with amplitude 0.1 and index -2.0 through the DRM at trigger time\n", "rsp.fold_spectrum(powerlaw, (0.1, -2.0), atime=0.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And there you go, you have an array for the counts spectrum for a -2 power law folded through this detector!\n", "\n", "You can also perform operations to modify the DRM. Specifically, you can change the resolution of the photon energy axis of the DRM or adjust the photon bin edges:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# increase the number of photon bins to 300 (instead of the nominal 140)\n", "rsp_hires = rsp.resample(num_photon_bins=300, index=0)\n", "rsp_plot_hires = ResponseMatrix(rsp_hires, num_contours=50)\n", "rsp_plot_hires.xlim = (5.0, 1000.0)\n", "rsp_plot_hires.ylim = (5.0, 1000.0)\n", "\n", "# decrease the number of photon bins to 30\n", "rsp_lores = rsp.resample(num_photon_bins=30, index=0)\n", "rsp_plot_lores = ResponseMatrix(rsp_lores, num_contours=50)\n", "rsp_plot_lores.xlim = (5.0, 1000.0)\n", "rsp_plot_lores.ylim = (5.0, 1000.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While you cannot increase the resolution of the energy channel axis of the DRM, you can rebin that axis to a lower resolution:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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4QYfz58+zt6cTO+hj+sJ0abIBCUqzZ8eHowTaq0qjulYKs5lzUXwHG6jraVqx/aASgbY8zBbX0np4D7XHwrutWrtpCg+E/SHwbeAk8AXg0xu45DiQAxY+aNYKrO3pwm1uV4Za3VFMKaVUpd19zwkmJybJZbN4bZv4zCy5vOGBtz2A8eSIxaZwUjZOwCYajdLR2E7t/houvHoRcNsMcLg+ezYSmzeqayUrhdlK7BS2VJgtf627kVWGiDQBfw2cAd4PHAS+LyIpY8w/X881jTFpEXkBeCvwrcJ9rMLrL1Zk4dvErgy1uqOYUkqpSrr/jfeRy+aJx2dJpdKkUmm8Ph/v+rl3Ih64fOkqTsAGwBfw0dHbjhWwuPDqRTfMFqzUO7selWg7qMQ6disRqQJ6yg51i8idQNQYc3XBuRbuFIMrwOPGmCzwmoi8DfiuiAwaY76wzns8BXxNRH6C+1DYZ3BHgX21It/oNrErQ61SSilVKcfvOk5NbS2RSASvbc8LtO379vDamTPEJmP4Au4oqfLNFIqB9tLpy6XZs6utzq6kvHK63kC71jC7E1oQWvpa8a5zpFf2+kivtbgb9+GroqcKP38N+Ej5iYWJBL8J/NAYky47flpEHgbG1nsPY8w3RKQZ+F1gD/Ai8KgxZuHDYzuahlqllFJqnfbu20t9Yz2xqRiZbJb4zCxen483PHgf7fv2MDI6ghN06GzqKE02aOsNlzZTAEqbKVSiOluJMAtrD7Q7pQVh6uURvOsc6ZXN5Nb8GWPM94GVB9TOP/+vljn+043ewxjzRW6xdoOFNNQqpZRS69R3qJfJaIzI6Cg+rxevz0djUyMd+9qIJ+PE5xJEBiP4Au4OYW95/E2LdgeDxe0G5WO6ilbbN7vRaqm2G6idSkOtUkoptYLeg734A34AHMfB79jUNTZw/wP3EZ+bI5tOMT0zgz8QoOvgXpra6pmdTTAcGcYO+ui+o4uG9npuf+Qw05MzNwy0RbH+8dLXdT1N84LuUgF3O4TZndCCoG5d+vS/UkoptYye3h6amptIxONk0mkwhpzJs7+3i9m5GSKRYSYmo3gcC08AIhMjjM6Oc+7SOeImjt1gI/XCZCLGRHyS4YlR4la6NKrrRrNnF8qciy4KtK2H92yLQKuVXbXVtFKrlFJKLaG9vZ094VbGx8YRyyKbyxGPz3Jwbx/VtVVMz04zl0rgBB0SyQQ5K0fd3lqGRoaQemF0aBRg0dzZ/mdfpvZY+IZBsnwjheVaDyo5rqsSoTRyZoRWrdaqLaKhVimllFpCuD3M9NQ02VyOuXgcy+slEKzjyPHbMGJ4/bVzOH4bYuAEbO46fifiCKPX3DBbnGyw1NxZWDlEFjdUWE0f7XYc16VtCGoraKhVSimlFjh170lELBJzc6VAC/DAQ/eTmJtjbGzUDbQUAu1b3EA7mYiVKrPAvC1uYW3hcTMD7WY+DFachLDUVrrrHItVMR23d+Bb50ivTCrLT3iuwitSlaShVimllCpz5MhteDxeZmamS4F2ZnqGX/jIE4Q7w5x9/XWcoFOq0Hb2dpQCbfEhsIVzZ+F6gFxqsgGsHGKXsp5Au9LOYJW03LVz6eym3XM1hn86uO6RXrl1jPRSN5eGWqWUUqqgvb2d6tpaJqNRsrlcqUL76LveTnfvPq5evYYTdIgMjeIEbHwBHy09zUwmYowNjZF1zJKBNppLzwuz5ZMN4Pp0g9UE2/U8GHazwqxSW0lDrVJKKVUQbg8Tn50lm8vh83pIpaC1tZkDffuZnIyRSCZKgbazt4OWnmZyTo6x/pUDLSwOsuVi/eM3DLbreShMw6zaTXZlqBWRJ4En0ZFmSim164RCIQA8Hg9erxefz0eoKsh7fv49eCyL8fFxAgE/gVCQtr176D7SxexMnMjwCE6Dzf7jXQCII+ScHBPxSbKOIdBeRZt37YG2qBhsV7KaCu3CXlYNs2q32JWh1hjzNPC0iNQAU1u9HqWUUjeH3+/HcRySyST5fB6AfD7Po+94BMHw8suvFM5zaG1rxV/ncOXaVYZH3DBpBSyI4+4Kls0yfu36qK7idIOitQRa4IaBFpafKqBBVqldGmqVUkrtPrZtEwwGyeVyGGNKP9726MM0tDbx/I+eY3Z2FoB0JkVfSy92vc3M1Axj0TEAWg60MDY0Rl1XfWkThYVhtnyb27UG2pV6aotTBYo0yCo1n4ZapZRSu4Lf78cYd3asZVmICHUNdezvO8DZ184wOzuL7bjjnnx+mz379zAxNcHZl88hAQEoPQwWt9LElgizwKYE2nLaJ7t++47uw17vSK9khr//xt9XeEWqkjTUKqWUuuWFQiFs2yaTyZDNZhFxQ+p7fv49RCfGSaVS8wLto4+/jWR2jqmp6VKgLW6msLA6u9Sors0KtBpiN+bqC5fx+tY50iurI722Ow21SimlbmmhUKjUR2uMKQXaD3zoA9TUVnH6Hy7gBByYcQPtqTedwBPwMDUyjfG7QbY80IL7INhGwiysPdAqpVamoVYppdQty7ZtHMchl8vh8XjI5dxq22PveYy2jjYuXbrE+PgEtuMrBdrm7maGRoYwflNqN4DFgXajYRZ2X6Bt6Wvd6iWoW5iGWqWUUres+vp6wB3flc1m8Xq9HD56mL7b+jj72hkGB4ewHR8DVwd506MPYAdtEuk4kcEIEpAbBtq1hFnQ6qxSm0lDrVJKqR2t+NAXgIhgWRY+n49PPPlxErMJAlVBAKpCAfa0tdLa1cJUbIrW/Q0kEgm8AR9VDSGMY5jNzBIZHKX+cAPjw+64rlgkRr7Zz+zE7IYDrYZZpTaPhlqllFI7VjHELnz9wQ89TjyR4PzZswDYfoeWcAv1bXVMxCc4e/YcAN6Al4aqeiKXIvg6HOLTs4xPLDF7dmJ23la3663Q7najZyNbvQR1C9MdtZRSSu1YHo8HESlVai3L4m2PPkxNXTXnz5zF9jvE4wn8fof6plpykuXsK+cYn5hgfGICK2Bx9uVzpGsyjM5GGRwbJeXNlsZ1LbUzmLYcKLU9aaVWKaXUjuTxeLAsq7SJgojg9/tpa29naGgY2+8wOTGJz/HhBBw6etpIZlKMT0zgCbo1nchghPrDDaW5s9devrZoDux6q7OggXa72X+kC9tvr+uz6WSaH/35cxVekaokDbVKKaV2nPI+2vIxXR/5+C8yNTNNNDpZCrQAd7/5OMlMipnETCnQ9r98kd5TBxgfjpLyulXZYqAthlkNtLeWCy9cWv+c2kz2xiepLaXtB0oppXaU8j7afD5fCrTv/+D7mU3Eic/OlgLt8OAw9z98L96Aj5nEDFZgfqDNOqYUaMENswursxpolQIR+XMRmRSRP9vqtSxHK7VKKaV2lGIfLbgV23w+zzvf/Q72hJs5f+4CI8MjpQrt/W+5j/1Hu4lORRkZiOAJWisG2iUrs2F3egLDiVWtTwOtukX9e+ArwC9t9UKWsytDrYg8CTyJVqqVUmpHEBEcx+Huk3cB4PH6cHw2VdUhOro76Nq/j5defIXaxlrEAifg0NW3txRop+LTeIIWEpBSoA20VzGXT8JKo7qKgbb86xXCrQZadasyxnxfRN681etYya4MtcaYp4GnRaQGmNrq9SillLqu2FpQnGpgWRaWZfHhj/0j+s/1U1tXS3Jujrr6OsIdbXQf6iKdSbH/9n04IfchIG/ARygcJDoaJV+Tx+QM9Yfd0Bq30sQjMebySWbLRnUt12aQGHR/mwi2165q/RpoVZGI/C/AzwGHgDng74D/2RhztoL3eBD4F8AJIAy81xjzrSXOe7Jw3h7gNPBpY8zzlVrHdrArQ61SSqntqXw8V/mDYO9577vIZrMkk2mSI2M4jo/oZIz9h/cjtuHiuUvYQR/MuLNnrbSFSRkydhaylGbPljZSKJs9Czd+EKwUaFfZgqBuadXFfzcLUsaY1DLnvgl4Gvgxbub6feC/i8htxpj4wpNF5H7geWNMZsHx24AJY8xSg35DuCH1K8A3l1qEiDwOPAV8EngO+AzwHRHpM8aMFs55kaVz4duNMUPLfH/bioZapZRS20ZxqkH5mK577ruHpqYm+vv7cRwfk5Mxqmtb2bd/L/4qh+jUJNFolI7GdkYGIrT1hjF+N9AWJxvgZdFGCkUrBtrhhAbaW8j+27uxC/3Wa5VJZfj7Z34MMLDgrd8BfnupzxhjHi1/LSIfAUZxq6o/WPCehRuAz4vIE8aYXOF4H/Bd3FD6+SXu8QzwTOHc5Zb/a8CXjDFfLZz3SeCdwMeAzxWuc+dyH94pNNQqpZTaFhZud1v8uefgAQaHhkin00xOxrBtG7/fobOnnVQ2xYUzF/EGvKUHwYqBNm6lSXmz82bPrnvurAbaW8L5f7iA1+tZ12dzuVzxyw5gpuyt5aq0Syn2sCzqUTHG5EXkHbhh9+si8mGgGzfQfssYsyjQroaI2Lgh+rML7vUscN96rrldaahVSim15Yp9s0CpUisi/OLHPkQ2l2UqFisFWoC7H7yLVDZFfC6ON+D+VuYJWrQcaCkF2uKuYKsOtOHg0uFVA62ab8YYM73WDxUqsf8H8D+MMa8sdY4xZkhE3gL8EPgT3ND5LPCpDay3CfAAC1sXIri9vqtSCMHHgJCIDADvN8b8aAPrqjgNtUoppbZUsY9WRMjn84A7f/b9H3wfeZPn3Ov9JBJxbNsmMhLhZ554N/XNdVy4ePGGgRbmb6Sw7GSD8mMaYtXmeBo4ArxxpZOMMVcLVdq/AS4Cv2yMMTdhfSsyxjy81Wu4EQ21SimltlSx7aC4kUI+n+cNb7iX+vp6Ll64gOP4yGbdCu09bzzFwTt6iE5Nzms5uFGghUJ1tizIFqcaLBRsr9VgqypKRL4IvAt40BizsCd34bmtwB8C3wZOAl8APr2B248DOaB1wfFWYGQD1912NNQqpZTaMp2dHQB4vF58Ph+OY7O/p5tTb7iHiYlxautrcYJ+AgE/nT3tdBxs59rlgdLuYOsJtMuF2aLE4JQGW1UR4jaH/wHwXuDNxphLNzi/Cfhr4AzwfuAg8H0RSRlj/vl61mCMSYvIC8BbgW8V7mMVXn9xPdfcrjTUKqWU2hJ9hw6SzeYQEdLpNJbHoqammne9/51cvnSZLBmO3nM7TsguzZ0dGR3B2iPIpGBwZ8+magxzs2mi+aQ7qgtKs2dhbYFWqQp7GvgF4GeAGRHZUzg+ZYyZKz+xEDSfAa4AjxtjssBrIvI24LsiMmiM+cLCG4hIFdBTdqhbRO4EosaYq4VjTwFfE5GfAM/jjvQKAV+t1De6HWioVUopddPt69pHVSjE6OgYAB6vh1wux7vf9y4CtX5eOv0ye3s6GYlEsIM+vAEvtcEaLvRfpK6rfv7cWfzMTswCLD2qa42BdqNVWt/BBt2AYZvaf2j9I73S6Qw//usX1vqx4gNe319w/KPAH5UfKEwk+E3gh8aYdNnx0yLyMDC2zD3uBr5X9vqpws9fAz5SuMY3RKQZ+F3czRdeBB5dZu7tjqWhViml1E0VDodpbmlmMhrF4/UwN5ekOuDnfU+8l5aOJl5//XWcgI0d9DEyEKGjsZ3a/TVMxCfJOobBsdHVz51dT6DdgFj/eGmrXLX9nD/dj2edI73y10d6rZoxZtnBscuc/1fLHP/pCp/5PnDD+xhjvsgt1m6wkIZapZRSN1VTSxMzMzPkcjnm5pJ4PRZ+x0fv0QO8/vpZLvZfwhdwA6034KV2fw1JT6Y0dxYo9c0CS+8KtooHwpZVgV5ardYqdfNZW70ApZRSu8ehw33k83kSs/FSoAX4+K/8MpOxGPG5BJ297sNj3oCXtt4wSU+GK2evEovEuPbytXkPgs0LtOHg9R+4YXYtgbZSD4cVw3Wxp1cpdXNoqFVKKXVT7OvaRygYZDo2hcfrKQXaf/yrn6CxrZHJ6clSy0Ex0Bq/4crZq4t2Bis+CBbrHycWTywKsmutzm607WAhDbZK3XwaapVSSm26xsZGqmuqiU1NlfpoAT7w4Q/Q0d3G66+/zusvnV0UaDN2ttRyUHssvHR1lrVXZcuVAm2FR3hpsFXq5tKeWqWUUhXT0tKCiGDbPrw+L7Zt09zawpsffhDEIhGfJVQVIhgM0NLRREO4npHxCHbQpnfewgYAACAASURBVPuOLkYGIvMCbdxyA2yx5aDSY7o2K9AWFR8c0x5bpTafhlqllFIV0dHRjs9nMzeXwOPx4PF4QYR3vPvtJFJzREaGad7TRGxmkmQ+QUNVHa9dOIM4QtzEqd1fg9MbID49O38jBWuJUV2VnDu7yZss6ESE7WN/Xxc+e30jvTKZDP/wty9WeEWqkjTUKqWU2rDm5mYCwSCxWAyv10sqnSaXy/H+D72Phj2NvPaDvyUyMkbek8MJOlQ1VTExNUEsN8VY/xh1XfWc7b/gzp4du0GYDQcrEmYr3Uertr/zL29kpFe+wqtRlbYrQ62IPAk8ifYUK6XUhoVCIeob6onH4+RzOdK5HGJZvONnHuPg7b28+sqrOEEHx2/jBB0igxE67mhjMhEjY2fJOobx4Sgpb7Y0e7YSmyisim6Fq9QtY1eGWmPM08DTIlID6J6JSim1Aa17WkinUuTzeYLBIHPJJB6Ph0NH+rh65SqJZILI0ChOwCYyGOHEY8fJOTky2WwpzBaVB9qFYRZ0m1ul1PK0UqmUUmrdOjraCfj9pNJpvB5PKdD+409/nKlYjEw+XQq0AN13dGHX20zEJ+cF2uL82SXnzrKx6QbbQax/XKcgKLXJdmWlViml1Ma1tLQQCAYZHRsnn8uRsSzmEnP88v/0Ufa0tfCjH/09sdjUvEDb0F7PKz9+laxj5gXa2mPh64F2wdzZzVCpjRaUUtuHhlqllFJr5vbR1jE7G8fr9ZIxBoD3ffDn6Lutl9fPnsUJOuxt6iQyGMEX8NHQXs9kIjYv0E5b2cWBlsVhdipk5r2ujd9wq/tbzsJKr44IU2o+DbVKKaWW1dPbg2VZ2I6N33HwB/zU1tVw4tRdpNNZPB4hFArirwoQrArS1NZINBalprmapmAj3qCHjjvasOttJlPTZLJZAu1VpQfCgFUH2uzkHADe+gBTIbMjg+1a5tUu1a5Q7DMuzr4tpyFX7XYaapVSSi3pyNHbCVWFGB8bJ5sRcBxy+RwH+g6QI8fA0ACBgJ9mbxNZX5bAHoeB2AADlwZoaK8nFp2iuqaKpCfDSGqSudk5YmMx8s1+Zq0siZBFctrdWWy5QLsZtqr1oHwjhqKFQbT8vdKDcstca6G6g8vPwtXA6+rq2behObWnn3+5witSlaShViml1CLt7e1U19QwPDSE1+djZnoaETi4t4/q2irOvX4eJ2gzl0oQGYvgxB1qe6oZujKM1Avn+s/Pmz0bzSeZnZh1Z8+OFgLW9Oo2UqiNC1Mhg7c+UKrW7sQqLcwPo0tVW1cKsmu5drml7rPQbgm9/Wcu4PGsb05tLq9zarc7DbVKKaUW6T7QxfjYOF6fj7l4HMvrxWvbHDl+G6ORMZygTWRkDMdvs7epk/a+MNPpGUajowDzZs/OFQLtRjZSKA+2Gwm022nDhY0E2EreZ7nQu1uCrrp1aKhVSik1z92n7iaTyZLN5fB5PaS8XnxeLw88dD+JuTnmUonSZgp7e9xAK44wPTlD1nH7Xy+dvkzbiQ631aAs0C41qmuhYg/tplVjderBPEu2MqyiunsjGorVzaahVimlVMmRo7fj8/mYmZnG5/UwG0/g83o59YaThDvDnH39dXdXsKFRrly4Qs8d+xFHSruDAaS8WdpOdLgPghUC7Uq7gi2cbLCcjYbc7VSl3e42WkUuD8UabtXNoqFWKaUU4PbR1tXXMT42zsz0NFahQttz8ABtne289A8vEZuewvHbXLlwhbe+9yFaeppLgbZ8M4XyyQblfbNwPdCWh9lir2y5qQ22GixJq7Q3xcIpDRps1c2goVYppRQA4fYw01PTZHM5LO/13x6OHD/KzMw0TtDGSbsbKRw80ktzZxM5J8dY/9ii2bOwONCuNsyWq9ToLq3Sbo2FEx9yr4xu8YrUrUxDrVJK7SLt7e0A+Gwftm3j+B1qqqs4+YaTJGbnSKWTpJJJ/MEg7XvD7D3QQSaX5cqlK7QEm+gN2niDHqqaQkynZ5iITy4baIFlA+2NwmzxnIrOpNUq7ZaYV7Xtqd/StXR2d+LzrW+kVzab5bWfnqnwilQlaahVSqldor29nfqGOiYnY+TzecQSBDh21x34/Q6DA4M0tTSRI4/P8eJU28zm4yRzc9TtrUUcN1jmnByjuSgznjnmrDQpb7b0QFhx9uxKFdrVBNpy2kt7a4j1j5NLZ7d0DRfPXlr3SK+8jvTa9jTUKqXULuDxeGhoamAqNoUlgsnnSSWTtLXvoaauhoGhIQYHh8ACJ2iT9+QwtmF4ZBgrYBEZjNByoIWxoTHquuqJW+l5s2cTyQTJXNqdPRtPLBrVtZ5A660PVO4XQKu0Sq2biHQCfwy0AFng94wx/2VrV7WYhlqllNoFenoPkE2nMfk8c8kkHo+H6oCfvsMHmZqeJpVMYjs+YtNT7G3qYG9fJ3V7a7j4dxeRgCABIWNnyTqGwbHRxW0GK2yksN4KLWiVVqltIgt8xhjzoojsAV4Qkb80xsS3emHlrK1egFJKqc3V1d1FMBhidjaOx+vB4/Hg9Vjcfeo44c4w4+PjjI2O4fO7D4Ht7evEG/QweGUYCbihsnwzhWkrS+TMyLzZs8XqLMxvN1hvoNUqrVLbhzFm2BjzYuHrEWAc2Ngg402goVYppW5hbW1tVFVXMT09hcfrYW4uiddjcfTOI4Q72hi4NlgKtNcuXaP3yAG8QQ9T8WmMvxBICxsqFHtnEyEL38EGN8wuqM4mBqcWhdn1VGhBq7Rq5xORT4nISyIyXfjxIxF5rML3eFBEvi0iQyJiRORnlznvSRG5LCJJEXlORE6t834nAI8x5tqGFr4JtP1AKaVuYY3NjUzFpjD5POlMBq/Hoqa2hsNHb2NsfJxUMlmq0PYcPsDBu3tJpOOYnGFsaGxRoB1NJhY9CAaUwmzReoMsaJVW3VIGgN8AzgMC/BLwFyJy3Bjz6sKTReR+4HljTGbB8duACWNMZIl7hIDTwFeAby61CBF5HHgK+CTwHPAZ4Dsi0meMGS2c8yJL58K3G2OGCuc0AF8HPnGjb3wraKhVSqlb1MG+g+TzeUw+j8frgYz7++Q9b7yXZNId3eUEbZgGx29z8qETJNJxJhOxJQPt7MQsyRvMnt1ImIXrgVartGozdOzrwOtbX/TJZbOce/U8QLXIvH8/U8aY1FKfMcZ8e8Gh3xKRTwH3AvNCrYhYwNPAeRF5whiTKxzvA76LG0o/v8Q9ngGeKZy73PJ/DfiSMearhfM+CbwT+BjwucJ17lzuw4XPOMC3gM8ZY/5upXO3ioZapZTawRobGwkGAxhj8Nk+fD6bmuoq7rrnBCaXI5PNEk8kCAYDhNv20Nndgb/K4cK5S1Q1BolOTNJ7xK3QimMYiAwtG2hvtJnCRgNtUcV2EdMqrVrgSv8VLM/6Oi/z+dLfRAwseOt3gN++0edFxAO8H7ey+qOF7xtj8iLyDuAHwNdF5MNAN26g/ZYxZlGgXQ0RsYETwGcX3OtZ4L5VXkOAPwK+a4z54/Ws42bQUKuUUjtUMBgk3B5mdnoGr8+Hx+shGAqyb/8+/EGH6akZsISmlkb8IT+WY5F3csTSUzgNNi2tzdTNuPNnZ2SaZC5Dxs7i2x8iHokVwmyyNK5ruYfBoDKB1rsZ2+IqVXkdwEzZ6yWrtEUichQ3xPqBWeC9xpjXljrXGDMkIm8Bfgj8CW7ofBb41AbW2wR4gIWtCxHg0CqvcT/wOPBSWc/uh40xL29gXRWnoVYppXaonoMHSMTnyOVy5HI5PF4PuVyO5tYmMpkM586eo72zjXhiFidhs69vL9OZaSbHY4wMRGgzYYzfuNXcfJpYJAbghlkru3j2LJUb1bVQRftoldpcM8aY6TWcfxa4E6gF3gd8TUTetEKwvVqo0v4NcBH4ZWOMWercm8UY87fsgOECawq1hX6PNwEPAPuAIDAG/BR4djs+CaeUUreig30H8VheUslkaapBdcDPw488RLgzzCsvvYrt+HCCNpGRMU4dP0FzdzNDI0OMRcfwBC1Go6OljRRikVhp9iyFVoPyMAuLq7NQuZYDqFzbQbC9VlsP1LZhjEkD/YWXL4jISeBXgX+y1Pki0gr8IfBt4CTwBeDTG1jCOJADWhccbwVGNnDdbWdVqVtEAiLyr4BrwF8CjwF1uL9IPbj9JJdE5C9F5N7NWqxSSil3TFdNbc2iMV09vd0EQsF5Y7oiI2M4fhs7aJNIx4kMRkqbKQCLAm00l74+f7asOrtUu0GlAq1WadUuYwHOUm+ISBPw18AZ4OeAtwKPi8j/vt6bFUL1C4VrFe9jFV4v6u3dyVZbqT2H+41/AvirhaMmAERkH/ALwH8WkX9tjPlS5ZaplFKqqLG5kZmZGXK5XCnQLjemqzjVYCYxw9jAWCnM9p++yOH3Hi0F2siZEXwH3VnqN+NhsIW0l1bdikTks7iTCa4C1bg56c3AI0ucaxXOvQI8bozJAq+JyNuA74rIoDHmC0t8rgq3wFjULSJ3AlFjzNXCsadw2x5+AjyPO9IrBHy1It/oNrHaUPt2Y8yZlU4wxlwBPlv408TeDa9sE4nIk8CT7ID+EKWUKnfocB/ZdJrEbLw0dxZWHtPlDXqwjEXLgRbGhsboP32RrlPdiwJtrH/cvUlZoN3sMKtVWnUztXWG8XrXOdIrl+PiuYtr/VgL7lzXMDAFvAQ8Yoz5q4UnFiYS/Cbww0J1tXj8tIg8jNvuuZS7ge+VvX6q8PPXgI8UrvENEWkGfhfYA7wIPLrM3NsdS1bbeywiR4wxr2zyem4qEanB/ZdMKaW2vX1d+2hqbGB0dGxe28Hd957krnvuZODaIOfPnsfnt3H8Nnt7OmnvCzMVny61HRQDbaC9iqtjbogtjeqCmxpoYXMmHmhP7faVS2e5+OUfA9Su8WGrDSn+fr9v/14sa331LJM3XL54BW7y2tXqreWPKy+JyI+BLwP/2Rgzc6MPKKWUWhvbtvH7/Xg8nlJFKRAMsHdfJ4FQkMjQCLX1tSSTKbrDrRw6cpjunn0MXBtkLpVYdaCN5pMAS86enQoZCG1umAUd4aWUqqy1hNo3AR8F/h3wBRH5f4AvG2N+uCkrU0qpXah7fxfGuH/Vafu8BAIB6hoa2NvVgcHQ2FiHPxikvqGOYFWArr69DA+N0HOsG2/Ax+z0LLWttYhjmE7PYHKG+sMNjA9HOfzeo0TzSebySXe728IDYQv7Z+HmBNpNFQ5qtVapXWbVobYQXn8oIp8GPoDbp/E3ItIP/Cfga8aYW2o0hFJK3UwH+w4SDIa4euUKwWCQXC6Lx+elpq4KLOHKhcvYfgcmY0QnJrj7wbuYTs8QnYkyciZCR287VsDCEmFicpLx4SiB9ip3/qwXxsraDWD5cV2bHWiLNqtKmxicclsQCmFdw61Su8Oau6WNMXHcp+W+KiI9uNXbJ4HfE5H/zxjzngqvUSmlbnnhcJiammomJycRyyKdyVAd8FNVFcIYiM/OEo8nqKmrYXx8gpb2JpyQTTI7x/jEBN6Al7HoGC0HWpiITxK30qS8WVILxnXB0tMN4OYF2pvRdlD8vuaF26UsFXhXOn81n1dKbYkN7ShmjOkXkd/HHT/xWeCdFVmVUkrtMs2tTczMzro7g3k8eD0Wc/E4rUdvI5/Pc/niFXyOj/HxCWzHx9FTtzM8MsL4xASeoPvgS8uBFjJ2dvFmCiyozt7kcV3lbva0g/LQvpRge+2aPzPvs+UBWAOuUltq3aFWRB4EPgb8PJAH/hS3DUEppdQaHDrcRy6XXzSm68DBHgJBP9HoJD7HB4Dt+HjsA28nmUnhDXhLgbb/5YtIQPDtD80LtPPmzy7Y6nazdgZbTjHQbqeHw1YbYG/0WQ24Sm29tW6T24bbS/sR3EG/fwf8CvCnhbYEpZRSa7Cvax9VVVVERiJ4vB68+RzgBtr9vfsZGhzC73eYnZ3FdnycfOAE3oCPmalxrMD1QNt76gBZxxBfY6C9Wf2zRdsp0FaSBtydoTXcuoE5tdniSC+1Ta36n6yIPAM8jLuH8NeBrxhjzm7WwpRS6lYXDAapLvTRls+dbWhuor6hnvjsLH6/U2o56Ohqxw66fbQjAxE8QWteoA20V817GKy0ocJNnj27lN20ycLC6u9SLQ4adLfG0LWh9c+pXeVcf7V11vLHlQzwPuD/NcbkNmk9Sim1a/T29RCfTTA1NV3qo52ZjXP3vSfn9dHahdaDfX17ic/FufLi1VLbQXmgLc6enbdD2DYKtLdqlfZGlgy5Sz2MpkFXqQ1Zy0iveVMNCpMPDgA/MMbMiYgY/WOMUkrNU1NTg9frxecr9MTaPoKhICdOnSCXyzMXjzMzO4Pj2HTt7+LQHX0EqvyMjU6QJ0d9cx3eoBfLsTCOIToapfH2BqYnZ8jYWfI1HuZm54jmk8xOzG7bCu1uDbRLWVUlVym1ZmtuLBGRRtyHwh4CDNALXAT+k4hMGmN+vbJLVEqpncnv9xMIBEgmk+RyOSzLQgTq6uuxbR+vvPQKDY0NJJNpjDHMziXIkuX0yy8DYAd9RGeieANeavfXMD3sBlmyEPe70wyi026YTYSs0mYKCyccaKDdfhYFWa3SKrVh6+mW/gJuK8Je4EzZ8W8ATwEaapVSCqitrcXr9ZLL5XAch3Q6jdfnpaOzjcnJGInEHFXVaRKJONmszcGjB5icnsQO+hgZiNDR2M7IQITw0T1MxCcZnyjbTAHmz5+dXnr+rAba7UODrFKbaz2h9u3AI8aYAZF5/7M6D+yryKqUUmqHa2howOPxkEgkEBHS6TQej4fjdx0jl88xFYvhs33Yfgfbtrn3zadwQjbRkSgjAxG8AW/pYbDi7NmFmykkQhbJ6eT1MLsNqrOggXaheWFWg6xSm2Y9oTYELPVfZQOQ2thylFJq5wuFQoRCQZLJVOlJa4/Hw223H6KltZkLFy6TSMSxbZvJiUm6evZx8I4eLly8iDfgxRvw0v/qBfpO9lJ/uIHx4Sgpb5ZrL1+j9lgY2J7VWdBAu1Ap0GqY3RZaWlrweD3r+mwul+PalYEKr0hV0npC7Q+BXwT+18JrIyIW8C+B71VqYUoptVNVVVWRyWTJ5/OlCm1jUwNNzU2Mjo7hOD6qa1uZnHA3VTh68naiU5OlCm0x0ErADYZLBlquB9qFW92CthtsNQ2z29Pw0PC6R3rl9Vn4bW89ofZfAn8tIncDNvB54HbcSu39FVybUkrtOA0N7mYHqVSKbDaLx+NWhW4/chvBqgDTM9NMTsawbZvISISP/7OPksqmuHDm4qJAW9dVz+DYKAC1x8KLN1MoC7Rand0+NNAqtTXW/McVY8wrwEHgb4G/wG1H+CZw3BhzobLLU0qpnaOmpoZgMEA6ncayLPwBPwDH7zpGTW01Vy4PzAu0P/PEu6lvriM+F6ejtx1gXqCNW25FtthDu912BwMNtAsF22vdMKuBVqmbbj0jvR4yxnwP+NdLvPekMebpiqxMKaW2qVAoVKrAer1eQqEge9rCNDY3IEZIpdLYfps9e1rYE26lpraaeDJBdX0N2VyW5j1NhLtbCdWHmJ6bwRvwYgUsPEGLlgMtpQfDYmUPhUXLx3Vx40CbnEkuu35/tb8ivw4aaOfTebNKba31tB98U0QeNsa8UH5QRH4V+D1AQ61S6pbV0NCAMaY0qsvj8eDxeAiH9zA6GsF2HAC8OYuJiShHT97O5UtX8IccqhqD2EGbhj0NTGemmZmaIRadQuoFg6H+cAMxyw2t0XySWStbCrMwP9CuVJ0tBdpMfv4bvvX1Ei5FA+0ytEKr1A2JiA/YAwSBMWNMtBLXXc//4f4F8IyIHCpb3K8Dvwu8sxKLUkqp7ai8vSCbzSIi5PN5Oro6qamtIhqNkclksSwhEhml57YDxJNxLl28THwuwcX+S8Tn4gyPDJOvyXOu/zyj0VEydpbhiVEGx0aJ5pNcHRsv7Q4G7gNhGw60BZWo0mqgXUyrtEqtTESqReRTIvI3wDRwGXe/gzERuSIiXxKRkxu5x5ortcaYL4tIA/CsiLwReBz4TeAdxpj/sZHFKKXUduXz+QgEAqRSaUQEy7JIp9N07++ioa6O0dExvF4PiUScRAL2de8lm8uQyqZwAjZ20Icv4Cu1GkxPzpB13HA6ODYKXsg3+xeF2bXMn10x0FaoSquBdgVapd32GpsbS61Da5XP5RkeHK7winYHEfk14LeAC8C3gd8HhoA53EEDR4AHgP8uIs8BnzbGnF/rfdbTfoAx5vOF7XJ/AnhwN2P4+/VcSymldoLq6mry+XypQlsc1dXb18PY2DjjY+P4bB8Atm2zr3cv/pDD6y+dxRfwlcZ1WQEL4zcMT4xy6fRl2k50AIWHwZYKtKzugbDVBNqNVmk10KqdLjIyuu6RXiavI7024CTwoDHm1WXefx74ioh8EvgobsDdnFArIr+yxOFB3E0YfgCcEpFTAMaY/7DWRSil1HZWU1NDIBAgkUjM20zh1L13Y3k9ZDJZfLaP8dFx2jra6OrZR3O4iZFIBF/ADbregJe23jDGb8jY7sNf8wItCx4Gq1SgLdBAu3m09UDd6kSkDngWNzd6gX9vjPnSaj9vjPngKs9LAf/XuhbJ6iu1/2yZ4znc2bTF+bQG0FCrlLpl+P1+AoHrY7qKFdq9+zppaW0ubaaQSEBbRxt3njxGZ087I5EIdtAHUTfQAqVAu+wOYWxgXNdygdZnaaC9GbT1QN3aZnArrQkRCQGviMg3jTETW72wcqsKtcaY7s1eiFJKbUfBYLDUdlC+mUJX9z5mZuMMXBvEZ/uwbRsAf8ghlU0RGYyUemgBwkf3zAu0wIYD7Q0rtBXoo9VAq5QyxuRw/3YewAGk8OOGRCQANBhjBhccv32FdoR1qdx8F6WUusU0NDTg9/vJZrPz+vCO33UMy2sxGhmbF2jvffOpeX20/WcuAuAJup8tD7TrnT8LbphdTcsBbKztQAPtjWnrgVpJ4Wn/l0RkuvDjRyLyWIXv8aCIfFtEhkTEiMjPLnPekyJyWUSSIvJcsW10DfepE5HTwADwb40x46v4zPtwe2P/W+HX4Z6yt/94LfdfjdX21P4G8B+MMTf8+5XCgpuMMf9to4tTSqmt8uCbH6S+sQ6f10c6lcYJ+gkFAxw60kcoFCQ2M01qLom/yo8/6OCE7NJmCnV7axFH2HtHJ9XhKpKeDKOzUQLtVaRWuaHCutsNoGIPhoEG2lXR1gO1vAHgN3CDnQC/BPyFiBxfqkopIvcDzxtjMguO3wZMGGMiS9wjBJwGvoK7w+siIvI48BTwSeA54DPAd0SkzxgzWjjnRZbOhW83xgwZY2LAMRFpxd2z4M+WWU+5fwWcMMZEROQE8DUR+X1jzJ+wykrvWqy2p/Y24IqI/BfcUQw/McaMAYiIt/D+G4EPAW3AL1Z6oUopdTOF2/dw5dJlstnCFrW2g+P4qG+tZ+y1UZygu8mCE3do7WwhlUly7dIA4PbOkoBMTZarcxFikVhpXBcW69pQoZy/2u9WalfYXKESfbQaaJdXqtBqoN1RGhrq1z/SK59nNDIKUC0y77+NVOEBp0WMMd9ecOi3RORTwL3AvFArIhbuBlbnReSJwl/5IyJ9wHdxQ+nnl7jHM8AzhXOXW/6vAV8yxny1cN4ncfcW+BjwucJ17lzuwwvuFylUbB8A/uwGp/uKwdcY84KIPAj8uYj04D6HVVGr7an9RRE5BvxT4E+AGhHJASnc3SAAfgp8GfgjY8zy+zMqpdQ29453P0be5IlGYzQ2NTIVi9FSXcXxe4/T3hXm/Pnz7G3qJDIYobOpg5nEDJZxR3WNDY0BkHUMgfaq61vdlo3rgg08EFawKNhWsDqrgXZlGmh3rvGx8fWP9DKlDDaw4K3fAX77Rp8XEQ/wftzK6o+WuH5eRN6BO1Xq6yLyYaAbN9B+yxizKNCuhojYwAngswvu9Sxw3yqv0QokjDEzIlILPAj8x1V8dFRE7jDGvFS4b1RE3gZ8Dbhjjd/KDa16Tq0x5jTwCRH5J4WF7AMCwDjw4mp6K5RSart78M0PUldXx7mzZ/F6PUzFYvhsHx3dnQSCfs68+jpOwC49CDYyEGHvHZ2lQFvcUCHlzZZaDSJnRvAdbADWPn+2KDmTXBRYS8GWyoRZuN5Hq5amgVYBHbjTAIqWrNIWichR3BDrB2aB9xpjXlvqXGPMkIi8BfghbhHxPv5/9t48SrK0rNd9vj3GlGPlUDnVnFXd0N3VVNkNCDY0iAwqHhQFvZe1GI4cvIB6OKKCLq+iHgalOSA4cQ4IDktFoRdeGQQRBBUaEIqmu+nu6pqnnCOHiMwY3/vHjr0zMjIiM2JHZGZk1vesVSszdu7Y+8usrMyn3ni/3+tFaf1cE+vtw5spUNkqMAHcsv70qhwE/lR5pWAF/IGIPFjH814B5MsPiEgW+Gml1PvrvHfdhJkoVgS+Xfqj0Wg0e4qBwX6uXLmC7biQXg4GKhw4PEqumMWNuZz72nlOnDzuHa8htOBtBpstZGsKbb0yC0CuWFNsW4XeGFabNRvCtNDe7CyKyEID5z8K3Al0AS/F6yt91gZie6lUpf0ScA54jZSViXcCEXkA73No9HmVVW0AlFIRIKeU+hEqQgtE5JOhFll5IY1Go7mZ+eEXv5DFpUVyuXxQoZ2enObuZ9xFJOGSWk4zcXWCEyePc/aRc1hRi46hRCC0589cWCO06bj3IzZ5dnrdQIV64rqC9oJNEg5agRba2qypzmqh1TSIiGRF5KyIfFNE3oK3qesXap1feqn/T/H2MMWA9zS5hGm8uQKDFccHgRtNXrthlFIvAC4DXwU+Cdxf9ucTzVw71JhcjUaj2Wvc8+x76Ory2g7SZRXa0089Rf/+Pi6ev0RyLhlEdd1y6jjD40M88dC5oEJbOSFsZWGlteNuqd6G0CxaaDeJ5tIiq2ktBl7W6zqUUn3APwOPjW6XuwAAIABJREFU4PXfHge+qJTKiMgvhbmZiGSVUt8Enosnjv6mtOcCLW8BqIM/AP4WeFsd6QkNoaVWo9FoWNt2MNCRYG4uieM43HbqyUxMTQRCCwRCKxGh+1BPzfzZRoQ2kFmoXZnNFVsyUMHnZpXZmgKr5VXTYpRSb8dLJrgEdAA/AzwbeH6Vc43SuReBl4lIHni4tLHqC0qpqyKyrmqrlEoAx8oOHVZK3QnMisil0rH78NoevgE8gBfpFQc+3JJPtDEGgftaLbSgpVaj0exBlFJBtI3/vuu63PrkW8nn8ziOQ7FYJBaLsa+3l5GDIyyvLJPJZlhcWMCJuNz9jLvo399H12AHyVSSsb5RblyZwIpagdBWTgirzJ+tJrShZLaCVlRrb3qh1QKr2R4GgI8CQ8A88B3g+SLyucoTS4kEbwW+XNpM5R8/o5T6QWCqxj2+D/iXssf3ld5+BHhl6Rp/o5TqB94G7MfbF/WCrRDLOvg7PLF/otUXVo32HiulXgX8TT2DGNodpVQn3jeZRqPZI5imiW3biAimaWIYBqZpcvfT76Krq4vFpUWymQxd3V1EIi5Do8Mow0CUJ5TRWITegR4KKo8VtVnJLzM3naR3pIfk7HwwTCG1sETKyK7JoE3HDVYWPEmtN3+2at5sLVoU26WFdtf/+tq1FLJ5zv3vrwN0NbjZqin83/dHx482kVNb4OxjT8A2r32voZSKAR/Dk/QHgTWDJkTkfWGvHaZS+w7gvaVBDP9HRP497M01Go2m1di21yKglKJYXJXFkdERzj1xjnQqhe24rNyYwnVthg4OkytkmJudw425LKTmSaaSjJwYYmZ+lomrEwwcHeCxs4/TfaiHR88+4eXPTpVktjyDdqHxcbf1f2JaaMOiZVbjMzsz20RO7dZv2LxJ+Gngh4AVvIpteXVVgNBSG+ZvdgRvzFsfXvPy95RSv6KU2h92ERqNRtMKHMcJqjCGYSAiiAgv+OHnk0qnyOXypNPLuK5NOp2is7uTfCFHeiVNMjmPG3NJziWJ7YuiXIVEBBVVQbqB32rgD1RYKsnsRuNuYZOBCvVUaVsotF0ppYVWo9HsJL8L/L94Fe9DInK47M+RZi7csNSKSF5EPiEiPwaMAR8E/i/gklLqk0qpHys1O2s0Gs22Ud52ICIUCgUMw+Cup95FLBplfi4ZxHSVbwJLr6SZuDa5ZqBC70gPc+lkILPlcV0LRj4YqBDIrB/ZxWq7wWYV2rqqtLbREqG1eqI35ZSw2EiXjuHSaNoPB6+NteWl76bks9Rg/BW8SRlF4Ha8xuQnlFLPbnp1daCUGlNKfVEp9bBS6jtKqZ/cjvtqNJr2wm878PFfYuzb18uFixdZXEwFMV2O43DnXSe5dPFSILQAdtRmdHyEgltYN0xh+PRosBFsowlh5TJbbVPYmsiujaq0ZTLbrNDCzdVuAGVCq9Fo2o2PAC/biguHSj8oBQO/AngVcAQv9+xHROTzSqk48Bt4iz7YqoVuQB74RRH5dqkF4ptKqU+JSGob7q3RaNoAv+2gUCggIoHQ3nPPMzFdi1wuX2o5WBXaSNylaBZwM2uF1ogaQfbs+TMX1mXP+hPCkmdLk8FLQns9mYT4xsMUgG1vN4CbVGg1Gk27YgK/rJR6Pl4aROVGsTeFvXDDUquU+ge8fLXH8FoPPiois2WLSSml3g28OeyiGkFErgPXS+/fUEpNA72AllqN5iagvO3A76MFOH36KQwODfLwww8HwxSmJ6c5/dRTROIu6ZU0bsyFubVCW549W01ogTVCW1e6ATSUcNCK4Qo3vdDqKq1G067cDnyr9P5tFR9rahxwmErtJPAsEfmPDc6ZAg7XczGl1D14AnwaL8ftJSJyf8U5ry+dsx9vvNwbS3OIK691GjBF5HI999ZoNLuf8rYDv482n88zMDjAhYsXsR0XO+9J6fDoMG7UJRJ3OX/uAm7U4dxj5zlx8nggtH7bQWX2rN9yUK/QhsmfbdVgBS20Wmjbke5jfRRWcpufuIV0dXWGTj8oijA7M9fiFd18iMi9W3XthqVWRF5TxzmCNxGjHuJ4ovoh4OOVH1RKvQwvSPh1wNfwpmB8Vil1QkQmy87rxQs4/tlaN1JKuawdTddR5xo1Gs0OoJTCMAy6ujxZsSzvR5bj2ERjMbq6Ool3xMlncziuQyQSpb+/j/FbjjE3n6RzpovU0hJuLEI0GuHEHeOk02luTEzgRh3Gxkc5fMchjKhBx1CCmdRcVaGt1nJQl9DWK7PQsg1hcPPJLGihbSe6j/XV/Fju7M5K4dxcMhjMotl7hGk/+PkaHxK8zLGzwL+KSKGe64nIp/HGwtX6RnsT8EER+XDpnNcBPwy8Gi8z15fV+4F3bJKb+xa8GAmNRtOG+BUU/2eBaZpEIhH29e0jnU4TiUQo5PNYtk2iM0FHRwIMcCIOruvQ1dNBoidBrCfKcmGZDolz5MkHceMOVtTGjJqYjkEsH+X0HU+h4Ho/plbMHDMLc6SMLBkrHwxTgIqWgxobwsrRQru9rOmf1UK7I1ST2Nxjs1XO1GhAKfUWYEJEPlRx/NVAv4i8M+y1w7Qf/HegH4gB/n+5eoA0sIQ3Eu6cUureZtsAlFIOXlvC2/1jpTFynweeXjpHAX8GfEFE/nyTS76d1fFx4FVqrzSzRo1G0xrKR9v6j0WE7p5uctksqaUUxWIRyzSJRCNEIi5u1GF6asYbprCSZWUlw2133caNyRs88uCjHDg2xpn//A5j46NYUQsjaqwbpuBPBYNSZdZgdZgCZTJbqs5CHfmzWmi3FC2yO4uWWE2T/DfgZ6ocfwj4a2BbpfatwGuB/yoiTwAopY4BfwL8KfBvpUW9B3hp2IWV6MPbJVc5m3gCuKX0/jPwoiG+o5T6L6VjrxCRBysvJiIZIOM/1i9BaDTtg1+lFZFAcPv6+uhIxJmdS2KaBrlcDtd1yBcKSLHIuScuYlkmlDaCPe1Z91KkQGo5jRt1mJ2dxY7aTM/MMDw+tG6Ygi+0G0Z1lVVnoY4JYVpotwwtsztHpchqidU0wX5KG/wrmMLbWxWaMFL7O8BP+EILICJnlVK/BPy9iBxRSv0y8PfNLKxeROQrNJm3q9FodhbDMKpWaWOxKJlsDss0yZWkd3l5hcNDg+TzeSzLZGZmlv1DgziOQzQWIZPP4MRs7Ki3gcyKWoHQVmbPZkpC68tstaiuSpmFFoy8BS20m1A1lkuL7LZTLrNaZDUt4jJeQfJ8xfFnANeauXAYqR2q8TwLz77BW1QrNmFNAwVgsOL4IHCjBdfXaDQ7jF+V9aO4fLkdGtoPSpFKpcjlciynl0l0JOjt7aa7p4v5+SUGOhLYjo3jODzvR59Lrpjl3HfOY0dtzj5yjltOHa8ptOC1G6TjRs1BCtCgzDaQQQtaaKuhq7HtgZZZzRbyQeB/KaVs4AulY88F3gW8u5kLh5HafwH+RCn1X0XkWwBKqacAf1S2uNtZb+ANIyJZpdQ38T7Z+0v3MkqP39/s9TUazc5T2UsL0NHRQWdnB4tLKa9Km8uR6EhgmQZd3V0UixKMvJ2enOZFL3khkYRLciK5RmgBJq5OoKKq5jCFlYWVTauzLZFZ0EMVNkEnGOw8e11mEx2J0JFeIkJyLtniFd2U/B6wD/hDvJG54AUNvFNE3l7zWXUQRmpfA/w53uQuP3DOAv659DHwNoz9j3ouppRKAMfKDh1WSt0JzIrIJbyNXR9RSn0DeAAv0isOfDjE2jUaTRthGMa6XtpisUhvbw/J+QUMpVheWcE0TQDGDo6Rz+e5cvlqILTDo8P07+8L2g6YhVtOHefsQ09w4q5xBo4OcH3GS/+rNkxho+psy2QWtNBugK7OtpaNIrVgdXhIrfP2osz6LMwv6P00O0wp9vVXlFK/DdwKLAOPl/Y9NUVDUltKGnCAFwMHgBOlDz0qIo+WLfhfGrjs9+FVf338dIKPAK8Ukb9RSvUDb8Nrb/g28AIRqdw8ptFodhnV2g76+/txHJf08jKZXC4Q2sq2g7m5JMOjw+vaDqyo92PNF9qc4wlstexZoG6h3WmZhT0utFpmQ9NoGkH38b1djdW0H0qpA6VCZYCILAFfr3H+iIhcbfQ+jVZqFV4O7ZNLEvvoJudvioh8sXTdjc55Py1sNyhNKHs9eoOZRrNjlG8O88U2EomQSMRJpVfbDoCabQenn3pqTduBjxkzGDg6EPTR+m0Hlx+8TNfJodW4rpQnUnULbSMyW4YW2upooW2OsK0CWmQ1O8DXlVL3A/9bRGqJbBfwU8Av4KVpva/RmzQktaWM2MfxeiEeb/Rm7YKIfAD4gFKqE5jf6fVoNHsVx/HapfwWA9M0cV2XeDyG7diICJZle4MTujq593nPJpvJYZiKbD5HPBGns7uTgaF9rGRWWFpI4cZdEj0JrIgJLqQWU3Qd6yC1mKbgFliYW8Tpi5BaWMI+Eic1kWT49CjF/kh4oQ0ps3rs7XrWpRpooW2Ivd7zqtmzPAn4NeBzSqkV4Jt4oQIreLMOngQ8GfhP4JdF5FNhbhKmp/ZXgd9TSv2ciHw3zE01Gs3exzAMbNsmn/de7rcsi2LRk8OiCIuLS2XHo9x56g7yhTzfPnOGgaEBFubmcaMu+0cHSa7MMjfjbdBwYjb9hT6UqwKJBbw2gzykIllYSpOcSnqTwfx2g0lPAJYkRz7tVYDLJ4PBJi0HjaBbDtagRbZ5tMxqdjMiMgO8SSn1a3hTYZ8JHASieElXfwl8tlmvDCO1H8WbJnZGKZXFa/AtX3hvMwvSaDR7A79K67cW+O87Tik/1rLIZjLkRCgUHHoH9nHl2jWWlpboWulkYXGB0X0jpFfS9MX2Mfu494t8dN8I86kFpCDk8nmmZ7zj0ZEEyYnk6ohbY1VkYeO4rpqTwaDxKu1NKrRVc2V9tMSGQg880Ow1RGQZ+LvSn5YTRmp/seWr0Gg0ewrLsjBNM4jrMgyDQqFAJBLBLFVsc7kcyjAwTZNnPfcehob3c/36dRzXxo052BGHZHKeA31jPHLme8EGsKnZKQB6bu1l+vpssAHMH6RQPuIWqk8G20xmQ1VoWyiz0P5Cq4cjtJabMYlgJ0jEY01Fei3ML7R4RZpW0rDUishHtmIhGo1m72BZFiJCPp8PfoEYhoHrOpimiaEUubJkg6Hh/Tz00CNMTU5hRxwmbkzhRhwOHBvDidlYy96PKjPmXUtFPdHzhdbfAAarqQY1ZTburbHV2bNwcwitjt8Kz2ZRW1pgt57FxSUd6bWHCVOpRSl1FHgVcBT4BRGZVEq9ELgkIg+1coEajWZ34TgOjuOsE1rHcTAti9TSUlChBXjJT76YbD5PZmUFO+K1LLilt05sNaKrXGi7D/WQMjx5XTDydJ0cCkbdQrhWg4YTDrZAZqE9hVaLbH1sJq2gxVWzu1FKxYBHgI+JyC/t9HoqaVhqlVLPAj4N/BtwD95utkngJN7whZe2coFbgY700mi2Dn9zWKFQWDNcIRaPUSwW1wjt4SMH6e7pZmZuNqjSXj5/mWO3HsWNOty4MoEVtaoKbdJvN4C1QptKw1AskFlo7+zZctpNaLXM1ka3C2huUn4N+OpOL6IWYSq17wB+XUTuU0otlh3/AvCG1ixra9GRXhrN1uA4TtA/axgG+Xwex3GIRCJEo1EyKytB9mw6leLO0yeZX1ggOZdcJ7Rj46NMz8wEQnv2wXOM33006KOtKbRs4SAF2BKh9WUW2lBotcxqgdVoAKXUOHAL8A/AbTu8nKqEkdrbgZ+pcnwS2Py1F41GsyfxI7xEJBBbx3FQShGJRkilUmv6aJ9xz9ODKq0bc2ABjt16FICx8dGg7QBWhbb7UA9XpyaD49VaDmoJbVMi67OFQqtldufQbQOa7UAp9avA24H3ikjLNt0rpe4B3gycBoaAl4jI/VXOe33pvP3AGeCNIvJAA7f6/dLzv7/pRXvreRLedFqn/LiIfDLsNcNIbRLvi3a+4vhTgIZHmmk0mr2BH+FVLBYDsQVwXXfN5jDwqrSHjhziyrVrXLl0GTviBH201doOfKEt76MNJbRhZbaMVm8GAy2024WuuGp2CqXUXcB/A76zyXnPAB4QkVzF8ScBMyIyUeVpcTxJ/RDw8RrXfRlwH/A64Gt4SVafVUqdEJHJ0jnfproX/hBwF/CYiDymlGpKapVSR4BP4BVJhdWpsn7+oxn22mGk9q+BdyqlfrK0AKP0l/D7eBm2Go1mj+DvEvajuSIRT+hM08SyLGzbxrYtTj/1NKZpks/liEQixOJxYtEoA0MDADiORa6QJ5aIE4tFSHTFceIOj3/vLLc/7VYW5hdxYg5WzCTRF+fqxetMXJ0IRt1W66OttikMtlBoWzQdDNq4Ogt7RmirCayWV02L6KhIUMiISKbWyUqpBN5wgZ8Ffn2D8wzgA8DjSqmXi0ihdPwEXovnfcC7Kp8nIp/G2+u0UbLDm4APisiHS+e9Dm8Iwqvx2koRkTs3WNvTgJeX3C8B2EqpBRF5W63nbMB78Qqjzy29vRtvUu27gaY2n4WR2rfifdEv49n0w6W3fwX8TjOL0Wg07YFhGOuE1jAMotFo0ELgOA6FQgHLsnBcl4nrNwCIRFYwLAMMyEuOiRteu0Ak7tIfgWIhx8ryCiuLy5jdBlPT0/SO9JCcnaejM8GViWvkOvP0dPaSNNLYR+JcLi5AEZaM/NoM2opNYTUTDloktM1WadtJZveSyOoKrKZeorHmcmpLkxCvVHzot4Df3OCpHwD+UUQ+r5SqKbUiUlRKvQj4V+CjSqlXAIfxhPZ+EVkntPWglHLwWhPeXnGvzwNPr+caIvIW4C2l670SuC2k0FK653NEZFopVQSKIvIVpdRbgPfhvfIfijA5tVngZ5VSv43XKJwAviUij4ddhEajaS8Mw6BYLGIYBiKCUioYpuAfy+VyGKbB8VvG6e/r5aHvfJeBwX6y2Syzs3NEImk6euNcuHiRA0dGOX/uAgWjEMR0GVEjqMbOpZPkOvM8evaJYDIYsDodDNbLbImNhimEHnNbTguEtl1aDXa7yGp51TRLainVipzaUaB8o/xGVdqXA6fwXr7fFBG5ppR6DvBlvGLh04HPAz8XerXeficTqGxdmMDb+LXdmKx+/aaBYeBR4CJwopkLh8qpBRCRS8ClZm6u0WjaD9M018gs+IMTXABvElhp85dlWQwM9jM7N4ft2MzNJXEch87uTtyoSyTu4kYcJq5N4kadNUI7OTuJiiqmrk2Rdz0pzVj51clgsH46WIXMQh0JB01uCoPwQtsOMrubRVa3EGjalEUR2XS0mFJqDO+l9ueJSN3/wxaRS6Uq7ZeAc8BrpHze+A4jIn/W5CW+ixcDex6vv/eXlVJZ4LV4n29owuTUmsAr8XohBqjIehWR5zSzII1Gs7Mopbw8WaUCsbVtG6s03tYX2lw2x223PQk3FuXKY2eDjWJDI/uZnp7hyIlDPPLgo7hR77gdtblxZYIDd4whkZKIuqs/p8tjuqB6VBdQV/5sQBihbdFQhZ1qNVg3vnYXiayWWM0e4zSeJ/1nWXXYBO5RSr0BcP2+2XKUUoPAn+JFZ90FvAd4YxPrmAYKwGDF8UHgRhPXDcvvEMx25DeA/w+vMj0DvKyZC4ep1L4XT2r/Ec+22+Z/D/Wihy9oNNUpr9KWV2r9GK5sNks2m8U0TUzTYGRsmMkbkzgRl1QqzcSNCWzX5siJQ7gxlwN9Y0xcncCO2gBYUQuJyJrq7PkzFxg+PUqxPwIzS4HM1sqehQamgzVKC1sNtlNmd4vI6jGxmpuMf8bb4V/Oh4HvAe+sIbR9pec9AvwkcBz4olIqE3aCl4hklVLfxCtG3l+6j1F6/P4w12wGEfls2ftngVuUUr3AXLMV6TBS+3Lgp0TkU83ceCfRwxc0mvX4G8KKxWLwGLwJYY7jBMej0SiZTIbnPf+55At5FhcWAqEdPTiK43oC67ccnHvsPCdOHseKWgyPDzF5bXKd0AIslQktNDnqFrZ9QtiOy2wbiqyuvGpuZkRkEa/4F6CUSuFFc3238vySaH4ar7f0ZSKSBx5WSj0P+IJS6qqIvKfK8xLAsbJDh5VSdwKzpVZR8JITPqKU+gbwAF6kVxxPsnccEWnJD4YwUpsFzrbi5hqNpn3wR9r6VVrwMmfj8Tj5fJ58Po9pmmQyGfr69tHZ1cH8wmJQpR096Mnp6KER3JiLm1kV2rOPnOM5L3sWEhG6D/UwfX12jdDWyp2FtRvBoLrQ7uSEsB2V2TYTWS2xGk14SokEbwW+XNqU7x8/o5T6QWCqxlO/D/iXssf3ld5+BO+VdUTkb5RS/cDb8IYvfBt4QY3c2y1HKfUDeLm9R4GXisjVUh/xeRH5StjrhpHadwO/oJR6Qzs1Lms0mvBUq9IWi0USiQSmaQbHfZ5y+k4Wl1JBldYuVWcd12ZobD+p5TTMwYmTxwG45ZT31m87qBRaqJ47u1GyAeyczO7EBrB2qsrqFIKbi8Fb9687NvFIfa2Ylc/Nr+RqnLk9RKKRpiK9UqlUU/cXkWdv8vHP1Tj+rQ2e80VWBxhsdO33swPtBpUopX4C+HO87N6nAG7pQ114sbEvCnvtMFL7TOBe4IVKqYeANd+hIvLjYRej0Wh2hvJcWv//qn4WbSaTWVOlPXjoAG4swsrySlClBU9oRw+NBJvDyvtoh8eHmJxdbTuoFFo/4aBeoW1VskGjQnuzyexGPbBaYPcW1cTVZ/7M9fXnnxyq+9rlz89n8xucufUsp5dbEemlaY5fB14nIh8tRZ75/BsbDKeoh7Bjcj/RzE01Gk374AutL7PlVVr/437aQSwW5fiJcbKZLJcuXsJxnKBK67cd+JvDgDVtBz5+lfbyg5fpOjkUtB3UI7RNVWZ9QgjtTkVzbXebgW4f2Ns0Kq4b0ej5Gk0ZJ/AGTFQyD3Q3c+Ewwxde1cwNNRrN9mOaJrZtB+/7Y27HDo7S2dVFJOoJXiwWJRaN0tPTg+3YuK5LJp8jEY8Sj8cYGtuPE3e5cfUGd62cJhJzceMO6XSazr5OJq9PYcVMYvui9I70cOCOMTqGEsyk5si7QsbKM3x6lAUjT9fJIWYL2caFtpnpYA0K7V6vzFZKrBbYvUEr5VWj2QJu4G1su1Bx/JlsV06tUmpARCY3+LgFnBKRB5pZkEajaR3+BLB43IsELBaLQVuBaZrsHxhkamaa6clJurq7yKysQC/09Pdw7fo13Jgnf+nlCP1WH5OLkyxcWcSJOeDAlYkp+sf6UAnF+WsX6BhKkJybR/UoUrEVsvkcl5YnwPByaKtNCKuWcgDrWw4iHRFPbG1jW/pnt3MD2HZGcmmR3VtUE1gtrpo254PAe5VSr8aLhR1WSj0d+H3gt5u5cCOV2utKqSFfbJVSDwIvEpHLpY/vA/4DL1hYo9HsEH6/WPlbwzDI5/MUCgVM0ySfz9PV3UXnvm4eP3uW3n09zM4m2de3j/lkko6eDq5evcbI2DBTk1OMHhphYmoCt9fhicfPMTo+wo0rEwyPD/HYY48zcHSAqdkpsp05pmc8SYpGEiSnkqsia8DEV86u3xA2FFuXQVsrsisQ20YIWZ3dapnVIqsJg5ZYzR7gHXhzAv4ZiOG1ImSA3xeRP2jmwo1IbeVP+EOAvck5Go1mG6kUWoBIJIJpmkFUV6FQwLIs9o/sJ5fNYNk2tuNiWcu4ro0TcYlGIziujRtzsCOOF9EVc7FiZjDm1owZTFydQEUVOSdP3hWmr8+SsbyNIMvFFZaM/JpRt2taDapUZ8uju2oRiO1m1do2rc5uV3uBFtmtYaOX9ltBeaqAFljNXqSUnPW7Sqnfw2tDSAAPi8hSs9cOs1FsI3TEl0azw1Tu7LUsCxEhn88HH+sb6GNwoJ+LFy5iWSbzySS2YzM3l+Tg4QMk55LYEYeJG1O4EYeJa5Mcu+MIj3z70TUyC6yTWSilGpTJLJQqs7ChzNYcd1uNWm0IIcfcbqXQapHdWsrlr96oqcrn1ctWS2VlqoCW2NYSiUQwjHD/xosipNPtlQ2921BK2cBn8NIPHgcebuX1Wy21uwI9JlezF/GzZn1EhHg8jlKKTCazpop78OAYqdQStuNCehnbKeXMOg6Dw4MsZ9KwAG7EAeDYHUewohZmzODsg+cYv/soAGfPnOPQ3YfJWHkuP+h1InWVfimv6ZmFTSuzjQjtmv7aKh9rhK3cDLYdMrvXRbZe8fTlL8Lq92C9z2kn2nFNe4nlZR3ptZOISE4pdcdWXb8RqRWgQym1gtdmIECiNGoWoLPmM9sMPSZXczPgpxwopXAch1wuh1KK4dFhOjo7uHjhIukKoR0a2c/jjz7utRyUhNaNOvSP9TGfWgCoKrSwKhK1JoPB+nG30GB1tgxfbJudBAatldmtFtndKLHNvmSv46Y0mj3FXwCvAX611RdutKf2sYrH36p4rNsPNJodwK/SlufNei+zGUGV1q9OVFZpAaYnpzn91FO4URc7tyq0F5+4yHNfci9z00mmZqeClgNfaKMjCTITyWCIQvlLv7VSDUK1GtSgnaaBbaXM7iaRrSWwWjQ1Gk0JC3h1afTvN4E1Y9pE5E3NXLhe7g17E41Gsz34m8Fs2w7G2/pVWoCBwf51VdrpyWmGR4fXtB2AJ7THbxtfU6WFVaEFSFYR2mq5s9Ca6mwz7DaZbXeR1VmoGo0mJLcB/1l6/3jFx5oqjtYttSLypWZupNFotobKKq3fbgAEm8P8Ku3RY0fWVWkBhkb2k5xLklyYD6q0x28bZ2x8dE2VtlxoyzeGlQutd8HqQltLZqvFdIVtKyinXGSh/WW2HUS20R5WjUajaQQRqVkkVUrd1sy1b8qNYhrNXqSySgusqdIePnKo4SqtH99ViS+0fpUWVoU2mfIEbzOhXSey5UkGthF8vJ1aDHxaOb52J0VWtwpoNJqdRinVAfw0Xp+fDK+sAAAgAElEQVTt99HEvAMttRpNm+M4DobhiaVpmhiGQSQSwbZtLNv7J+y6Lq7r4NgOsY44hXwBUymcSAQn4hBxXcYOjrK4tMTQyDCRqMv8/AIHDx8IhNaNubgRhwPHxnCjDqeecyfzqYUgvqtyY1h528FGQlutOrvpyFv/eINyu1tldqtFVsurRuPhum5T6QfLy9vfOrVXUUrdgyeyPwFcAz4OvKGZa2qp1WjamGg0SkdHR/BD2LIsTMuko7ODRCJBNpclnohTzOVxXZeOzg4MywhG3kZiMXp6u+kd6EWZ0LGU4La7biWdTtPT340Vs0inljGjJqnFJY485RCJvjhHrEMsp5exe1x6OnuZvj7LrS+5neREct2o280qtDVpdNTtJmxVzmwr2wy2S2R1aL9GUx0d6bWzKKX2A6/Ek9lO4G8BF/gvItJ0Zq2WWo2mjenr20cul2dpaQnXdSlKkagVpZDPMzMzg22ZrKTTWI5DNpfFdm2yi1mSc0mciEtkeRnbtegxu1jJZ0imkjz6lUcZGx9ldnF2tb1gHiauTjBwdIDHv3WW7kM9TF+fJTrijbrFqj4hDKqnHNSVcFCZMVvRfuDTSIW2VULb6hG2Wy2zlRKrBVaj0bQbSql/AO4B/hH4ReAzIlJQSr2uVffQUqvRtCnRaBTLtkinvcpCoVDAcR2kWMSyLVLpNNFYN6nFJeKJOLbjks1mcSIuczNzdHZ3Mj09Q+e+DjL5DN/7zqPYURs7amNFLW5cmcCMGQwcHWDqmrcR7PrMJLiQMrJkrPyauK56J4TVI7SVolo5SKHePtpWymyrRRa2Vma1yGranbHbx9Ydy63k+AYP7MBqNG3AC4H3AX9UmibWcuqSWqXUx+u9oIj8ePjlaDQan76+fRQKRQzTKA1SMMhmMridHTiOg21ZpBaXsGybhYUlLGuZ0YOjzM3MYbs209MzOK6NG3NxYg521ObsI+e45dTxdUKbd1dbBdbJLFUGKkBLM2ib2QzWjNBuhcjC1sislljNdlFNRsNy7ZtX1jzOZ/M1ztTcBDwTr+3gm0qpR4A/B/66lTeot1Krp25pNNuIX6VdmF+kUChgml4VUxkGQyNDLC15WdWW7U0DsywT27EDob1+9ToHjxzAjjjsHxtkbmYOK2pxy6njnH3oCU7cNb5OaM+fucDw6VHA2wRWHtMVZM9C1Qlh0NqhChvRrMxqkdXc7GwmrZUiqtG0AhH5KvBVpdQvAi8DXg3cBxjA85RSl0VksZl71CW1IvKqZm7SbiilXg+8Hu8LqdG0HX19+8hmcximgZ9FrQyD/UODZFYyQYV2bnaW/oF+Bgb7cSIuS0tLgdACHDgyihNzyJABCIQWCIT2/JkLAGuEFsoyZ9m4OgvbI7TNyOxWiSy0Vmb1Bi9NI4StqGpp1ewkIpICPgR8SCl1gtWRue9QSn1ORF4c9tqhemqVUhbwbOAo8FcisqiUGgYWRGQp7GK2CxH5APABpVQnugqtaTOqVWmXl1eIxWNe7mw+H1Ro+wf6AbxNYSWp9YXWr9I+cuZ7WFFrjdCqqAo2g/kye/nBy3SdHAIIemfbSWahMaHdrSKrJXaVzaTt8oOXm75mmGtsF/VIqxZUzW5GRB4Fflkp9RbgR/Gqt6FpWGqVUgeBzwAH8GIYPgcsAr9SetyyXWwazc1IZZXWF9r9Q4Msp9NkMlks28ayvHxq2/EE1++hBbhy6SrPesEPkFpOMTo+wo0rE2uEFmD6+myQOVv+i70eod3qkbftLrLQnMzudpFtZc/lRmwkbMOnR1tSqRw7vT2fSxi0sLYex3GaivTKZDItXI3GR0QKwP2lP6EJU6l9L/AN4CQwU3b8E8AHm1mMRnOzk0gk1lVpY/EYiUTcq9IaBoWiBG0HMzOznDx1R1ClhVWhdWMuN65MYEUtzJjXaXP2wXOM3300aDsYPj0aCG3XyaFgQ9hmyQbQPjK7lSILravK7gaRrVcS20G2WrWGdvhcNNtHJpPRObV7mDBS+wPA94tItuIb4wIw0opFaTQ3Kz093et6acHbEOY4Nsm5JJZtB20H+4cGg81hfpX28PHD7B8b9Kq0+7wqLawKbWXbARC0HdQjtO0gs9spshBeZttRZPUmIY1GEwal1AW8YepFYE5E7t3ZFa0njNQaVJ/LO4rXhqDRaELQ2dmJaVmkF1artMowSCTidHZ2kEovr9kcZjs2g0ODRCIu09PeiyZ+lXZuJsns7OyaKu343UcBr+2gvEpb2UcLwFBs25IN6t0AttUiC62pyraLyG4kr1pcNRpNSL6/nfdOhZHaf8KbBPHa0mNRSiWA3wI+1aqFaTS7HdM0g5e5DMPAMAwcx2FfXy+O4wDguC6u6+LYNp09nShRiIJMepmOzg76hwYYHh0iFouylFoiEouSWV6hp68bN+6ysrxCOp3GjTsszC/Su7+XRG+c6clpEqk4ABIRpq5NBRXajJWvKbTl08F86hHalcUVoLG82Xqqs60cUbsRzcrsTomsrrpqNBrNKmGk9n8An1VKPQxEgL8CxoFp4KdbuDaNZteilMIuJRTAqtS6rkssHmd2ZpZYLIrruiwtLtKzr4fk7ByO6wIQibiIAse1KZDnoUceYmhsP9lUBifmsFRc4vKFy/SP9WE6BlPT0/SO9DAxO8HEvCeyRCDneBvB8q4EU8LAi+3aSGgrUw42q9A2OjyhnupsILS7RGa3UmR11VWj2b0opUaAd+JN1IoBZ4FXicg3WnT9e4A3A6eBIeAlIrJuw1UpzvTNwH7gDPBGEWlkvJsAX1JKFYH/JSJ/2fTiW0zDUisiV5RSJ4GXA3cACeD/AH8pIlubuq7R7BJc10UphYhQLBYxDK8FYGD/ACvLy7iuw9JSCmUY2JbJ0lIK17FRhsl8MsnAYD8Yip7+biamJujs6+Tc2fOMjY+SW86RIYPT6zCfWmDiqtczq3oUU7OrFVmfjJUHi3VTwtaNvN0k5aAVtEt1tp1ltpbAannVaNqGjoo9RRkRqRqLoJTqAf4N+Bc8qZ3CKwTO1Tj/GcADIpKrOP4kYEZEJqo8LY4nqR8Cqk6AVUq9DG/QweuAr+G94v5ZpdQJEZksnfNtqnvhD4nINeCZInJVKTUEfF4p9aCIfKfa/cKglPo8cEREjoS9RqicWhHJA38R9qYazV7GMLyxtoVCAREJ5DYajeLaNqklb3CClc16QptKM5iIk04vY+fz2I5NKpWms7uTSMLFTblMXJ3AjtpBmsHw+BATVydQURVEdF2fmQR3bVQXrM2fLZ8SBpvn0EJr+mjr3Qi21dXZdpTZahKrBVaj2RqajfTKZrMAlf9Afwv4zRpP+RXgcsUQq/PVTlRKGcAHgMeVUi8vxVxRGlDwBTwpfVfl80Tk08CnS+fWWvqbgA+KyIdL570O+GG8XNh3lK5zZ60nlz5+tfT2ulLqU8ApoGVSi5ei1bfpWRsQdvjCOHAvMEDFVC4ReVszC9Jodjv+D03DMCgUCkEvbV9fL/lCAcu2WU6lMCzLE9rBfmzHxc7ng+cPjezn4PgBMvkMTszGjtqcfeQct5w6vkZoAc6eOcehuw8DVJVZP6oLqsgsbDpYoVl2qtWgMsEAWrP5qxUyWymyWmI1mu0hm822ItKrcmP8RuG1L8ariH4MeBZwFfhDEVkXgSoiRaXUi4B/BT6qlHoFcBhPaO8XkXVCWw9KKQevNeHtFff6PPD0Oq8RB4zSsK0E8BzgbxtYwx3Ad0WkWOuc0mCspggzfOFngT/C66G9QXnukPe+llrNTYtfpQUCoQWIRiNYtsPCwgK5bBbD8v7p2ZZF775estks6TTBBjI36hKJu6SWU0F19pZTxzn70BOYMQMVVYHMHrr7cJBmAGtlFgiyZ6E+mS0nbJW24coshBLaauJaTiunfbVaZrXIajS7lkURWajz3CPAz+FVWf8ncBfwPqVUVkQ+UnmyiFxTSj0H+DLenqWnA58vXSMsfXipVZWtCxPALXVeYxD4ROk/BCZe1ffrDazhW3j9vpNKqXPAXSIys8lzGiZMpfbXgV8TkXe2ejEazW7Hl9LyPlrDMOjp6UYpL2+2UPT+o7q4sMix8SMsLqZIp1PBc23X5va7nkwmn+Hy41ewot4/U3/M7cDRAaauTQXV2WpCC5u3GkBtoQ1TpS0XWWggoqsOma0lr81Kay1aKbNaZDWamxoD+IaIvLX0+FtKqdvwelvXSS2AiFwqVWm/BJwDXiMird3g0CAicg5v6FZYknhV50ngEBWv8reKMFLbA3ys1QvRaHY7pmkGMV75fB7DMMjn8+zb17uuSru4sEhvbw+24+K6Nh1dq0MURsaGWVxYJKdW9wlUCq0/EQxYJ7S+zEJjvbMQbmJYI4MTGqnMtnIsbb20Smb3cnvB4ZOH1h3zvxc1Gs06rgMPVxx7BPiJWk9QSg0Cfwr8A15l9z3AG5tYwzRQwKu2ljOI94r7dvD3eMkJ1/Fe1f+GUqpQ7cTt3ij2MeCHgD8Oe1ONZi/iR3j5Vdp8Po/jOCQ6OsjlsmuqtL29PfTu6wFgbi6J4zhM3Jhg9OAoh04cILWcDoYn+EILBELrU61CC41VZ8OOvt0OmdUiu7VUE9TNuPDA+j0uh0uvGrSSSlH216oFeucJ833jk13J8bW//VrrFtP+/BtwouLYceBitZOVUn3AP+OJ70+Wzv2iUiojIr8UZgGlCbDfBJ4L3F+6j1F6/P4w1wyxhtcqpT4OHAPeB3yQLRjYFUZqzwK/rZR6GvAgsCZ2QkTe14qFbSWlrLbXs0Xlb83Nh1+l9RMP/M1hHR0JotEoi4u1q7T5vNd2MHpwlNNPfwp9Q/vI3chBhc/5G8Ng45aDequzW12VhfpldrtFFlojs7tFZGtJSDVBDUOrrlOOL8r+tf23zQq0luLN2Uxam/n7zufym5+0t3gP8O9Kqbfibay6G2941WsrTyyJ5qfxhPdlpaSph5VSzwO+oJS6KiLvqfK8BJ4s+hxWSt0JzIrIpdKx+4CPKKW+ATyAF+kVBz7cos9zQ0obxf5JRD6jlDoNvFdEWi61qtE2DaXURt/N0kzZeLtRSnUCtXfJaDR1EolEME0TEUFEgirt0PAQlmWSLxTIZLwNsrZlYdk2wyP711Vpn/GDT6tapa1sO2iV0Da6EczqibasKqtFtvVsJCNbIZ67kUNVpPhmFt2t/g9PJflcnq/e/wBAVwObrZrG/30fi8WaSj9IpVLQ4NqVUj+ClzwwjhfndV+19IPSuc8DviwiKxXHnwJMici6HzhKqWfj5eBW8hEReWXZeW9gdfjCt4GfF5FtKZuXWg2GRGRLN4o1LLV7CS21mlZgmiaRSGRNldYwDPr7++jo7EQoMjczG1Rpj40fwXbcdZvDjpw4xO13P5nrN24EiQdmzHsxQUVV0HbgS+1OCC00NzRhJ0QWmpfZdtjsVc9LvlpcG6dScrdTcJt5GT/MOrdbYKux01JrWVZTUpvL5WCb174XUErNAC8Ska+VJpINishUq+8TKqdWo9kLGIYR/HDzc2Vt22bsgFcFdSMuIoLrRnAdm339+4jFYhRLgxQAEh0J+vr3ld6PU5Aiic4OYnGXSCxKUQrYrkWhWKBQKBBJRDAcg2KhwMpKKdrQm4xL0SqQTi9TSBTY9+ReFuYWcfoipBaWAEgZWZITSYZPj64Zc9uI0PpsidDWUZXdTpH1Gbx1f0t6ZXeyIuvLiJbW1nPhgfNVq7c7sY56aWa9+ntIs0O050YxpZQJvBKvwbja8IXnhF2MRrNd+BLrT/xa8xiD5HwS5sEyTeKJOMu2Rb6QJ5VexnW8DWF+T+zo4TEW5uaZnp5hZGwYN+YwNLYfJ+YwN5MEwIl5z/HjuW5cmWB4vCSlVycYODoAQM7x+s2mL3vyF40kSE5511gw8mv+tfkyax/vXZs/W2Kj/FmrJ1qX2NY91raNhbYZtNDufcqj8bYb/56NVGz9XGqNZjfRzhvF3osntf8IfJe1wxc0mrbHl1h/fC0QZMoODg5iWIb/EhOu65AvFFAKHNdldjZJIpFgPpnEzufp6BokGo1w5dJlHNcmuTDPgb5RUstpcirH7KwncqP7RgKRnbg6gRkzmJyd9NYTVd6I2xIZKx/8yzz7+QfXpBqUZ89WHagAMBTbUGi7Uor5uGwqtnVPAmtTofVptne2HdoNtNC2nvJqZztI4qG7D+u/Z82eRkQ+A7CVG8XCSO3LgZ8SkU+1ejEazVZS2WpQLrfFYhGlFLZjs7LsiZ5pmsFI22h/H5GIi2WZntA6NoNDg0QiLsm5JHakNAks4jBxbRI36mBH7TWVWTNmNDTeFlg34tYXWagus/VSS2wbGaCwkdC2g8w2W6WFnRdaLTlbw05WZ6tx/syFpvprNZrdgFLqU8BPi8irSo9/FfhjEUmWHu/D2yT3pLD3CCO1WbxYL41m11AutP5bv/XAf9zf308kGmFhfh7TNEmnUlimgWFZ9PR0s7iYwi61HjiOw9zMHIeOHcSNObDgCS2AG3UYGx9lesbb2FmeM+sLbd6VdUJba7xtvSK7UXW2Gr7YQsiorl0gtK1KONhOtNBuHe1WnW0U3Xqg2eU8n2AXCQB+zFmy9NhifaZvQ4SR2ncDv6CUesNOj23TaOqhcqdrtQotQDwRD2K30qkUnZ0dLC6lOHj4IJGIi2Eo0mmYnpxmeHQY27XZPzrI9x5+bI3QwmrvrBkzOHHXOGcfPMf43UcB1qUYQJ3jbctpQmYrqSemy2ez0bbtILQ+u7XtALTQtprdILPnz1zgsG5B2HJalH6gCUflFz78X0QNwkjtM4F7gRcqpR5i/fCFH2/FwjSaVuNXZ8vzZIvFIqZp4jgOkWiEbCbD8vJKILRd3V24js3iYop0OhUI7cSNCZ76zLuZm50LhPbiExc5fts4dtQO2g2AuoW2UmahQmhbKLI+9cosbCy0OxXVVY290HagaQ27QWbrpR0SGvYCuVyuKanVtDdhpDYJfKLVC9FotpLKflogENpCoUDvvl6kKKysrGCZ3se7urvo7ummd18v2WyWdBqGR4cBb/pXeZXWF9pzj53nuS+9lxtXJoDqQpux8kHOLBBUaKvK7BaIbKNslj/bSHV2M+H0xb5ZmqnS7vQwBV2paw3t1jdbLxttGNttn4tGU4GwPlygpa/4Nyy1foOvRrMb8NsMAEQEy7IoFovBx8B7Oaq7p5u5mVmyuRyWaVSt0vqDEiqrtL7QApw4eTyo0pYLrb8prHxwAqwK7WwhC1SvzO6UzEJrqrOVIltLOLtODjF46/6mxLaZKu1O9tGCrtK2kt0qtHrDmGaPo4A/U0qVQtqJAH+slEqVHrvVn1Y/eviC5qagfFOYYRiB2BYKBUZGRygUCpiWSUc0wnIqVbVKCwTjbL33p3AjTiC0dtRmdHwkqNL6lKccVBNaf0NYOwlts72zYSZ4+ecNlrVihKGZiWG6Srv72a1CW05ltVa3Hmj2CB+pePwXVc75aDM3CCW1SqmXAj8FHACc8o+JyKlmFqTRtIpqG8SANZvDLMsiEomwsrzM8vIKVja7YZUWCAYsuNnVY+ceO1+1Snv2zLngnPLYLp/yaWABmwitn1iwGY30y5bTjNA2O462GZrtpW2HAQua8OwFmYXa1drd/nlpNNvxSn+YiWI/D/wu8GfAjwEfBo4CdwEfaOXiNJpmqeylLa/YFgoF+vv7sR0bI78qgH6VFggyaaF6ldZPOzhx8viaKq3fdgDUbDuod7xtpcTWOwlsPi4Ni2097QbbIbNh2xCaqdLuNLpKG569IrQajaY5jM1PWcf/A7xWRN6Il1n7LhF5Ht7Ys64Nn6nR7ADlo3BN0wxaDwA6uzrJ5/PBBrHFJa+1x3VsbMfFdmymJ1fbAoIqbWRtlRZYU6WF9W0HPuUTwqA+oc3PLQd/6sE/r96qbmykazV7tkJou4/11RTawVv3r8mEbYXQhrmGrtLevOxVofU/L916oNHUT5j2gwPAv5feXwY6Su//OfBV4A0tWJdGU5PyiWDg9cgahoFlWZimGUR2RSIRLMvEtCzisSj5QhFDAUrhOi5uNEJvbw9Tk1PE4zGW02l6+/vo6ekmEnHJZrN0dA3iOA62a69LPKinSgusqdJW9tEGbCK0YQjEdpNxt7WqsxttBKu3MutXQf0KdSM0Wq0NW6Xd6T5a0FXaSnyR2+zrsleFtrIFYa99fjuJaZpNRXrl8+vbyDTtQxipvQH0AheBS8DTgDPAYbYgSFdz8+JXVoEghsu2bVzXxTRNbNtrC7BsC9uyGNg/iFn6YeVEIqW3DvFYlGjUe+zGPMGLJ2LEolGiiSjZbJbu3i5WVrJ09XaSy2Rx4y4ryyvec+KlgQoxi3Rqmb6D+7Bi3rrmppP0jvSQnJ1n6Pb9TF2bAlYnhpXHd1UT2vLNYVuxKcxqUmg3ajXYTCKbeVl//sz1utIQdmvaga7OtoYLD5zn0N2H95QAVvveqDzWyOeov9fWks/ndU7tHiaM1H4BeDHwLbx+2veUNo59H/DxFq5Nc5NT/j9qEcEwDC+lwDTJ5/NBG0EunyNnWeSyWS5du0ZnVycAluPgOjbFfb3MlEbWAjgRl0jExY26TE1OMXpohIuXwI25UHo7cXWCsfHVlgF/QtiNKxMMjw9BCiauTjBwdIDHzj4OQPehnrqnhUH1LNpyysfYNspmMgtbJ7SVSQLlrReN4IttNZrp4d2JpINKsdCV2Y1p5OtTmRLgf613m9yWf4+Uf07VvhaHK1oSKj9X/f2muVkJI7WvpdSLKyIfUErNAN8PfBL4kxaubctQSr0eeD3heoo124S/scuP4CofnOC/BGSaJo7rYJkmtmtjWBaW45BaXCKeiGM7XhvB3FwySDDI5nN09XTixhzsiEMy6VVID/SNeTLbNxpMBfNldnh8iImrXs+sRISpa1OoqGLq2lQgstPXZwOZrWf8bTkbVWl9Qd2oDcE/xyeMzEJtoW1EZqF1wjh/5vqaiK9mN6Rth9DWqoxpsdh6/K9xu1Vv66mWtkLkw15Po9krKJGWDnPYVSilOoGdS7bX1MQwDBzHoVAoAF4rgmVZGIZBV3cXqdKGLtM0iMVimJbJ4aOHuHj+EgCWbbOvbx/zySSjB0eZm5nDdr12hZGxYaYmpzj6pCNMXJsECPpjK7Nmzz70BCfu8nJoVXRVFMs3gcH6yixQtTpbT9pBNeqp2NaTdLDVQltNFstTH8JSXrFtNuGgFUK7maRooWgfKjdabYfgasmsTT6X56v3PwDQJSIL23Vf//d9+X6MMJR+J23r2jX1E0pqlVLdwN3AABXVThFpKjh3O9FS275YloVt22v6n5RSdHZ24rgOqaUUZmmcrTIMunu66evrZXY2CcDc7Cz9A15cl7/RC8ApvbUjzprNXuAJLXitBuUyW20ymE81mYU6hRZgKLZtAxY2E9ow7Qb1yGIrpLYZWlWdrfXysGZ3US1NoBWiq1/yrw8ttZqtJExO7Y8CfwkkgAXWzu0VmpwGodEAa1oOYDXxwHEdstnsGqEF6OzsCFoSfKGdmZnl5Kk7iERcpqdn1gjtgSOjQe+sPzgBPKEdHh/CjHnXLRdaf/MXULXNADaWWag+BnerCWQWWtY/uxWtBq2mFWvc66Jy7OSRpp5fPlxkt1D5d1jr5XuoT3b1f3Y0mvah4UqtUuox4FPAW0Wk+sihXYKu1LYn5ckG5WIbiUSIRiMowyCbybC8vEIsHguqtPl8nosXLtE/0A+wpkp7/ep1Dh45wJVLVzl8/HBQpa0UWmBN1my50MLqL7l6ZBZqVGd9trBKu0ZkIVS7AawX2rCiuN3V2mars7tZVBoR1ccfeKKpe1XG18HuFN1a1JsRu9u+R3aSna7U2rbdVKU2m82CrtS2LWE2io0A79vtQqtpX/zUg/LpX36PrWlZFIvFQGiX08scODhGKr1MZiWzRmgBhkb2Mz09s0ZoAQ4c8zaF+UJ79pFz3HLqeFChBda1HLRaaLeCjaqyPtspsztBM0LbzjK7nbIa9j7jdx9dt87dLLnt9j2gaZ5CoaAjvfYwYaT2s3jxXbv3J5WmrfFbD3ypLRQKGIaBaRpks1mKhQKxuCeFiY4E4E0ASyQSzCeTzMzMsn/IG5rgtx1cuXQ1uL4bcZi4OhH00PpC61Orh7ap3tkqNFulXVeNhZoiC/UNU9Ayu7Mis5m4bpeshmUzyd3NgqvR3OwopQ4DHwIGgQLwNBFJ7eyq1lKX1CqlXlz28B+B31NKPQl4EMiVnysin2zd8jQ3G/6wBX/wgp9+4MdxWZZFtnRsOb3M0MgQjmMzO5vEspYDoa3G4eOHuXz+MsduXX3J9Owjq79k/Srt+N1Hg1++lT20LRHaJqq09bQVVBJ2Mlgjknj45KEdjU0KK7Q7LbPVJLbdxbURqkmujxZcjWbX8WfAr4vIl5VSvUBmh9ezjnortfdXOfYbVY4JYIZfjuZmx5dav1JbKBSwbdsbvFAsUszlgs1h4G0QS6XX57c6jsPQyH4WFr22J7/t4NitRzlwbIzZ2VW5u+XU8SDtoLxK61OecOCzUfZsPULbSJW2WZGF+mV2s8rsRlFWOyG2YSvJOyGztaqwe0liN8P/XMsruFpuNZr2Ryn1ZCAnIl8GEJH1u4vbgLqkVkT0kALNtuAPXKjEdR1WVjJB6sFyeplERwLHsTEMRaGUfFBepS1vPSiv0vqtB+VtB358V7UqrU+tHtpGq7OhhLYFIgvhZLZeAax3U02rCFOd3S6Z1QK7MeVfh2qbzXy08Gp2O0qpC8DBKh/6QxF5fYvucQ/wZuA0MAS8RETWFSNLg6feDOwHzgBvFJEH6rzNOLCklPoHvL1Vfyci/7MV628lYXpqNZotwbKsoI/Wbz2wba9X1rQsojEv9cCno1SlzaxksCxzTS+tv0EM1ldpJ65OrLlvtSptrbaDhoU2pMzC5hCi2SsAACAASURBVEJbj8RCfSILa+UwTJTVhQfOc7hsQ91W0qjQbrXM7vU2gq1ks6+Tll5NG9JRsdksIyK1Xoq/i7WvYN8GfA74WLWTlVLPAB4QkVzF8ScBMyIyUeVpcTxJ/RDw8RrXfRlwH/A64GvALwKfVUqdEJHJ0jnfproX/lDp+A8AdwKTwGeUUl8Xkc9Vu99OUbfUKqWeA7wfrzF4oeJjXcC/Az8nIv/a2iVqbhb8UOzy1oPKDWLKMIIqbWdnB4ahyKx4P0vCVGnLhyyUV2lhfdtBrZSDjdINwm4Gq2fyF2xejYX6RPbwyUMbimytymM1qdjKNoR2kdnKr4cW2K2j1tdWtzBowtCi4QuVP4B+C/jNaueLyFT5Y6XUrwJPAF+qPFcpZQAfAB5XSr1cRAql4yeAL+BJ6buq3OPTwKdL59Za+puAD4rIh0vnvQ74YeDVwDtK17mz1pOVUleBb4jI5dLjT+EJ7u6UWjyr/2C1bDYRmVdK/Qnw3wEttZqGMQxjXeuBbdvBBrFcNhe0HoBXpXUcb+KYZa3+J3h6cprTTz0VVGl9alVpfapVaX3KN4dVbgrbKaHdqEcWVkV27PYxOquIrC971aTPF4V6xK2yinb2gXNb1obQ6MY1n1bI7F6S2GO3Nzlw4cH2EMhaLQxacDUb0aJIr1FgsexxXRumlFIO8H8D90mVPjsRKSqlXoTnUR9VSr0COIwntPeLyDqhbeC+p4G3V9zr88DT67zM14EBpVQPXr7/PcCfhFnPVlL38AWl1EXgBSLySI2P3wL8k4gcaOH6thQ9fKF9sCwrEFvDMIIqbSQSIRaPUSwWmU/OB9m0J249Ti6fr9p6YLv2mulhfpXWjTprRuHCauKBiqo1vbSV42/rbjvYIqGtVp2t1lZQWYmFtRJbjpWp/oP98QeeqEt8KuXGr3SXt26U08wAhjBC24zM7iaJbVRSH/3646Hv5b+q4dMuguuj5bb92enhC0qppqS2WCxCyLUrpX4K+CvggIhc2+C8A8CXgf/Ak84vAq+sJsJVnitU9NQqpYaBq8D3i8h/lB1/F/AsEXlqnet/IV6lWOH53pvqed520kildpCK+K4K8kB/c8vR7DaMUhKB/4PCl1LHcbAs79vLq7jaxOIxHNfFdRwQwY24RGNRIrEonR0doBSFQpF4PEqxKCQ6EsSiUTL5HFHXIfv/t/fuUXKdZ5nv761rV6vVuqt16ZYsqSVZwY6dmw9JiPEhCZMDTCCBjBk4WeSyZiYZBw4MyTknwIIkh0sGGGdmsM+sgSG3WTCTAwd8CMQxcRKDYcCXxDY4cSzJkiW1pG6ppdalr1Xd/Z0/dn3VX+3ae9eue1XX+1urVnft2rX3V91dXU899bzvu1xgw9AGAAYHc8zOzbIwv8TghgHm5ufZtnMr87Pz3Lx5k4ENWa5emWHX2AiHbzvEyNhOZq7MkMqlmJzw3FpX0FriurQQnqNtlaB13dmRY7titeByYwV+JxbKxZoVR/ZrNfFjBY5f2Lz85OmKn6O/e0QttFPQhv1sOkFcsdqISK0V/7nC/gY6RZB726vitlP9feMM+ejVn2kX8H7g4ShBC2CMOVt0af8KbybA++MI2lbjxhy6lVpE7Xm8gPPJkNtfCVQOiVfWNTafZIwpE7T2nfDKygrJZJJCocDKyioCTE9PM7RxiMX8EguLi2RmZ7lx/Qbzc3Ns3baVs2fm2L5jG3Pzs1y/7r0Z3rl7JzdmrjOyZ4RrM9fYNTrCzNUZALLzWQAGlwe4NncNEnDq5GnGDo8ytzDH1atXGdyWY/qKF0lwp4ZZQbucNRVTw/zFYX42j2+vFLYX50viNK64jZoCVougDetaEJSN9Qu2uELW4hczrkN2S0ixWD0ubScEbSfFrF/ItlOw1sOLT53g6OsOM377wa4RtpYTT75Uyt32mghz/xbb8RhqeTMXNDXOT9hax+84SH4xb53avkJE9gNvAd4ZY98R4HeBL+IVmn0K+OkGTj+NNyzB38R9BJis3L13qUXUfgn4v0Tky8aYRfcGEcnhBaX/vJmLU7qbZDJZloO1QtZ+tcVeq6urIGDMKqtmlUI+z8ryMrNz82zesplEQpBEkvn5BYY25pmfn2MpP4QkYHZ2lr1je5g46wmi4aWNDG/fyOlTL5fWkV3ycrcbtw+V+s+mc+mSiE3lUly+erkkZv29aJez3vr9Y3Bd/C5t4fjVst60ZVych92DDO7dFClsq420DRO0fhoRtLWKWQh359zogUsjLi2sf0HrCtluF7FBqLBtDfZvsVWPod6ITZz9wjpWnHjyJZYLy7HOsw55L17XgL+I2klEtgNfBV4A3gUcAR4TkSVjzIfrObExJi8i3wDeTHHuQLEo7c14DQDWDbWI2l/Fe4dxXEQeAF4sbr8VuA+vZcWvNXd5SjeTTCbLBK2NH9jty8vLpTG3mWyGLVu2MDc3SyKVYnZunnQqRTaTJp3Jks2mSWfSZAayZDIZBgayZHNZMtk0ly9dJj3gCdfsYJapC5fI5jKlddic7OTEVCkrW1qj48paMRs0AtcvaF2X1i9oY+EI26r7BRAlaKO6GUD7BW1Q1wg/jbi0cek1QdvrYtbFCttuxB34AN3/0fn4HQcr/hab/Rha/Tff6ehOt1EUkO8FPmeMCVX1xf0eBs4A9xb3/baIvBX4moicN8Z8KuB+Q8C4s+mAiNwJXDXGnC1uux/4nIg8DTyJV/y/AfhM44+we4g9VKHYG+0NwPN4FXR/Wrz8enHb94T0T1PWKTZuAJRacdm4gd1uJ4Tll5ZYXFosidl0KkUqnebGjVmy2TQzM9fIZDLMXJkhnU0zPX2lJGZLgnYgUyZoTx0/XRK0J184VRK0J7/1EsnBRJkzKzkpe0GwcQMIF7Rx8PeKLePifPDFvS3imHEFbVB/2VYIWotf0Fqa2fWg1thBLwna8dsPlv38e13QWl586kTDnRVaif0dx8mMdopqa2v0MYzfcbArYjadxC1IrudSJ28B9uH1kQ3FGLMK/ALwo8aYvLP9ueIxAnvbAq8FnilewBOwzwCfcI7xBeDDxW3P4rXjett6022xux+U3clr6TCOVwF3whgz0+yFtQPtflA/yWSSdDpd1h5FREin0+RyORYXF0uCNplMsHF4I1u3beXazDUArl+/wbbt20ilkuwc2cHcnCfw0sWuBZlsmtFb9jI1ebnUvQAoCVpXzNqpYG7PWSiPGbjORlB1fpCgjePShrb1qpOoll3dIGjtkAqodI2CsrT1djwIilQE0UjsoFOCFnrfmQ2j2wrHgujWDgm1/D3W49h2i5hdLizzxMNPQR92P1BaT10TxYoi9qkmr0XpIdYEa5LV1dXSPwl73RW0AEMbh1iY94SrFbQzV6+yY+cOMgNZ5ubmS4L24vmL7D+4r25BGyW6oLqYhfDisCACC8ZqJGqgQrcI2iCqCdp6iBs76CVBu97FrKWb87UW96P8bhneUOvfYy05224Rs4rSDupyatcL6tTWz8DAAMaYUjFYKpViZWWFLVu2lFzapaUlBgdzSCLBrt0jSCLB3M1ZUulir1jHpZ2anGJ0/2hJ0ILXYzZbjB6ceekMR247zKnjpzl6x5GaBK37sXgcQQu1ZWkbcWuriVmIjhyECbt6BO34d1UWd5z81tr9/S6t3/2O+7ONoh2xg3a+yPeLmPXTC46tpdPObSN/j1GObTe1p3NRp1ZpJXU5tUp/Y11Y28rL9qPdsGEDyWSCgdwAhXyBwcEcAENDG8hkMlybuVYStNaltVnaOIIW4OgdnpANE7Rh/+TDXMQwQVsr/mxtlMj17xs16raVgtYvYr/zzeNl1+3P2I+/srmZLbxgfQja9VQEVg+94NhaOuXcNkN0hjm26s4q/YqKWqVmrKgFylxagEJhuVgs5sUOFhYW2b13dyl6AGuCdueIFz2YnZ0tO/7E2fMcOOK5q66gtS6tWxBmicrPBjmIEC1oa+l44Bel6SNbowvIAu5jCRKzEE/Q1uLOWkHrF7LViJPla1fsoFba8ULf72LWpZeELVSK21YJ22Y7qK6wbeZxFaUXUVGr1IztTeu6tN7UsExZgdjCwqI3RSyToZBIsLJaHnWxLm06my5zaQ8cOcC+g6NMXbhUIWgtVtBWjO0MKAizxHVn62rh5RAmWKMIGnkL8fKzQS9mYeKqXjFbVoBX5884DtVc2npztK0WtCpmg+k1YQutaQHW6rHL7ppV0Cr9jIpapSasYHWLw1ZWVhgYGCiLHliGimNtbZbWurQAI7tHmLlS3jjDurRTFy6V5Wgtbh/aoNiBpZZ2XfW4s83AP0ghrP9sM9xZN2pQq6C1BP2cobGWaJY4Lm03CloVs9XpRWELlQ5oXHEb1G6rXUJTBW11Gs3UKt2NilqlJtyuB26RYSaTKYseWJfW7Xrgks6kSz1p/S6txbq0QIVLG1SIEtblIE6Hg3YJ2ighC8FiFsLd2SAxC2sCK0zMjh8rf+E9+ULtYiOoL229Di3Ey9LW24+22S/2KmZrw/6MeqmADILzttBbhVlKOa4ho6w/+lLUish9eFPQ6u6k3K+40QM7LSydTrO8vMzy8nJZ3haoiB5YlzYI69JmBzJVXVogsBK/VkHbSjEbNNIWKoUsRDuzEB418De7jxKzfiH74nNrIte+aYgSt9Vc2noFbVyXtpHCsGbSrx0NmkEvu7YWv3urYlZRuoe+FLXGmAeBB7WlV21Yd9b/TjeTyZDNZkilU8zenC3rerAwP8/SUr4sepDOpBnZPVIqENt/cF9ZcRhUd2n9rbsguA8thLuHrRK0YflYF7+QC3JlIdyZ9U+lAk/I+jOz48cOlolZV8i6vPjccY7ecYTxYwcrhG1QnraZ08Mg2qXtlsIwFbPNoVeFrcUvcP3bFEXpHH0papX6SCaTiEhZ9MAWiNnoweBgrix6IIkES0vetD/XpQ2KHgClNl5ApEvr4n4UGNbpwKWWHrS1Eta9AMKF7IE7bqkQslaQucLMFbIAK/Or3j4xhOzB4huGg0fCxWiUsA3K0/rd8Hqo5tJ2S45WBW1z6XVha1ExqyjdhYpapSb80YNEIhEYPbC9aQvLy6XetABXrlzljle/slQg5gpaS1BfWqgcgxvk0lqiYgetELTVWnFZLnxjoiTUqglZs7CWWR6//WBJxLosLyyv7VMUsoWFQtk+VsguLeTxc+alM4DnjB88cqDk5B694wi7RkfK2qZZ2p2lVUHbPIIGbPgJ+p23An/OtnT+Hha5iqJ0FhW1fUoqlSKR8CLFiUSCZDJJMpkkl/OiA8YY0uk06UyadDpNbnAAgJXCMpnsACurK2QynquaTCZZmJ8vXU9n0wxvGub6zDUSCWFoaIjr166xc2QHo/tHSy6txc3SQnn0AMKztBDu0kJnBW1YRtZ1Ht0s3vgdB8tELMDI3hEunFg75q7RESZOnC+7fu7ERMV9zp6sFJgje3Zydsbb99zp8tvHjx3i+PMnSsL21PHTvPjccUYP7y3t0ymXttOFYb0uaKsN2PBz66uPlN2nHQLX/dla97Z0fhW4iqLUgIraPmV4eJjl5WXS6TSrq6tkMhlSqRQDuQFWlpfJ5QYoLK+Qy+VIZVLkslny+QIbt25lMb/E8KZh8ktLbNq8icWFBbZsHSY74AliK4B3793NXDE3e+hW74Uqlxtg05ZhLl+6zOgte5mavMz3vu1NAGQHs0ydnwIgnUvHdmlrYeTYrqYJ27iDEqBSoAVlZKE8H3vhxMWySMHEifMlJ/XgkQOcOzHB8efXBMH+Q/s5e/IcJ1+oFCJLi55L6xe0fmzk4+gdR5icmCrll/1jcV1a4dI2kqNthqDtRTEb5MLW2r7N3d8K3HY5txAucFXcKooSBxW1fUo6nWZlZYXl5eVShCCVTgGGlZUVLk9f8Qq9FmE4s5FVs8pSIc/VM2fZum0LVy5Pk85kWZy8TLboul68OMXI7hEWFhcYGMgyPz/P9PQV9o7tYWlxsSRkr924Tnogw7Vr18kOZJi6cIlsLgMz5UMWTr5wqjSqtVoLr6AxrWO3j5UJruvPXWTTHbubImxrFbQu1QStxS9I/EVefkELBApaCBez48cOkc1lyjpN2Kltew7vZur8VEXMI+hnXStjt4+1JHawngRtnKiAS739h6OO1wlha/ELXFBxqzROo31q3VaWSvehorYP2bBhA8lkkkQiQaFQ8KIIyQSrq6uk02lmZ+dIJpMU8nlyuQEuX54mnUqRSqdJpdOkM1kvTrBxiJmZa8zPex0QMpkMAwNZpqevlNzYTDbN5UuXSQ9kyoSsJZtb+951Z11B6+94EIcL35gI/Gi8GcI2qhjMntsSp78shA9KAM+ldQXtwSMHygStJUzQxsEVtPZnP3V+qsylDcst10rc4rBaaFbrrk4L2mYMyWgmnRa2ll7tc6t0HypK1zfap7UPGRoaYnV1lUKhgIiQz+cp5AukkkkWFxdJJROkkt6fxuzcfEnQzly9SiqV5Pq1a97whOKY20wmw9TkFOlsmunpKyUhO3H2fEnMnjt9riRmz7x0hmwuUxK0p46fJp3z3N6TL5wilUtVCFqXWqIHQQLKitGwPrJRVOtuEOQ++h1H/8CEqDG2/t6yQd0LrEtbD/vGxwIFbXLQ+/37Ywdx26VVo5kubbMKwzopaP3t2LpB0FpKf4s1OsetoNPuuaIo3Y06tX1IJuO5sfYjGK9IzBMxqXSaQj7Pzdk5Nm3eRDqVYuu2LaQzWVIpr7tBOpMuHmetMGx0v+faZYpRhPRAhgNHDnDu9DnGjx1i/Jj3gmg/6oa1qIEVU0CZmIVwZybOyMowtxbKHVuI7llbbQoYBIvnoNhB2AQwF7+gdXO0UFvsIIrxY4dKGWZX0Fokt/YRXTNd2mo9adstaDstZi3dJGT9dItjqyiKEoWK2j4jlUqRzqRJJBLk8/lStwOAZCrJwtxcSdDevHGTrVu3cOPGLKnUAleuXGXX7hGgXNACZf1m00VH1gpaKG/T5TqDQKigtbiC1u8cxsl4+rO1Flecjjgjc4MIixrY40O82IElSEgFOWGN5Gjj4r6pAN8Y4ia6tM2OHfSyoO0VMeuiwlZRlG5HRW2fMTw8zNJivkzQWpd2aOMQM1eulglagG3bt3H92rWSoJ2+NM2e0T2Bgta252pU0AY5tPV0PIhya12iRGsYQW27oLEcrevS+nO0QfgF7dgBb03VuhyAFz3IDKaZnPDcWrcoz+/SNqM4DJrfk7aXBW2viFmXbhC2dnCD5moVRfGjorbPSKfTIDCQG6CQL7C0tMTgYA5JJFhcXCKR8v4krKC1gxNs5MAKWkuUoHUb+0NlZwPLra8+UvYCGSVo48QOgghza+slyJ2FeIK23hyt36UNE7RxsG84JiemIl3aoEEL9UQP4sQOaqHRwrBOCNpeFrMu3SBsFUVRgtBCsT4jk0mzuLBYJmjBmwC2MDcHwM0bNwG4fv2G9/XaNaBc0E5Neu6eX9DCmmCCeILWJaq62S9ogwRXEFZMjd0+VvUj8GrYY1z4xkRVQWuJytGGCdpqOdowQXv6eHyn0+ZpofKNhUuQS1vLG4S4P/N2ubTtFrT+IrD1QDcVjylKLdiWXvVelO5GRW0fMTw8jCQqf+ULC4ve7ZuGAcpiB9u2b2PnyI6y/acmpxjdP8rF895H9hNn16Zc2Y+9rUsLa5EDCBa01YrCohr/x/1Y3BWhtYpbu3+YOwtrBU7+AQtBgtYdsADxBe3+Q/tjC9pqru2+8THGDnuOq/vGwkYPwlzaemm2S9sLgrabOxo0g04L27BCS0WJwo56r/eidDcaP+gjcrkcC/MLJJIJVlZWSi7t4IZBUuk0s3PzpSzt9es3SlnadCZdcmmtQwueS2sFrT9HC1Q09HepRdA2E1dcjb0mvrCtNvmqlmlhUJ+gheAMrd+dPX38dMk1D8IfPajFpd3zmtGaXdpqOVqI79I2Ejtol6DtxSKweulUFMHmahVFaR8icgD4NDACrADfbYyZ6+yqylFR20dkMmkKhQIrq6ul6MHCwiI7R3awMDdHIpUqCVo/bo7Wtu+y+AWULQw75RNbtbbtajRHW404YisM113shKCtJ27gMnV+inQuXeHSWoKKw+pt4xVFrS28oL7YQTsEbT+JWRfN2CpK3/BZ4JeMMY+LyFZgqcPrqUBFbZ8wMDDA6qqhUFguc2ktw5uGmZ2bL1230YP5+bU3Ya5La/vRWlyX1uZoLa5LG6dtV9n2EEHbzI/GayEsNxtWEAaVcQPwhIBbENYMQTu6b289D6nsd1EtetCKLG1c6o0dtFrQ9quYdemUsB2//aB2QVCUNiAi3wUUjDGPAxhjrnZ4SYGoqO0TBgcHWVlZIZ/Pk0x6QxQWFhbLogfpVPmfg40e2J60UO7Sut0OLFEubZCgDfsIMSpHa2lWm6kwgrKeYWIWKt1ZiJ+fhXJB604Js4I2jpg9c+os+w/uK0UQ/K29xo8dYt/4GFev1vb/qNbYgaVZgxbqjR20S9D2q5h1sT+DqDhLM9EIgtILiMjdwEeA1wC7gXcYYx7qxDlE5L7ifruA54CfNsY8GfM0h4FZEfkisBf4Y2PMrzdj/c1ERW2fkE6nWVpaKrXysgwNbSjbLyh6ANEubRRBjf39tDpHG0Sc4qQwweUXWPWIWfAErdt/NsyddYu+XEHrF7NxsdED941GVPSgVbGDWqnVpW2loFUxqyhKTDbgCchPA39SbWcReSPwpDGm4Nv+CuCKMWYq4G5VzyEi9wL3Ax8AngB+FnhERI4aYy4V93mWYF34/cXtbwLuBC4BXxaRp4wxX6n2mNqJito+IZNJs7y8TCFfKA1bsNg8rWXb9m2kUsmyAjGIdmltX9qw4jB/6y4gsIF6K3K0cRzXKIJcwrA2XXGjBgePHAiNGoAnaIPErD9iECZm40QR/L+TqOhBPdPDmjVooZ7YQasErUYNqmOjCJqvVbqRRltzFTsgbPQdY8kYE5gvNcY8DDxsz11lbQngQeCEiPy4MWaluP0o8DU8UfqbdZ7j3wC/Z4z5THG/DwA/CLwP+GTxOHdGrO088LQx5lzx+pfwBK6KWqW9DA8PV2xzowcrq6tlE8Rc3AIxKB+2EIcwlzboY8O4graWPG1YBjaMsI+5/SI2TMgGObNu1MAvZm2bLosVs27UYHTf3khXdvfe8hG/+aVCqJvunyJWTXjUGzuIohaXtpFuB80UtCpmuxOdLtZ7HPyuAzzx8FMdO3+T2nL537F/HPhYowc1xqyKyA8Afw18XkTeDRzAE7QPGWMqBG0cRCSDF034Dd+5HgVeH/MwTwE7RWQLcB24G/jP9aynlaio7QNyuRyLi0tleVoojx64bbxsKy+Lv40XlHc8CCoQq+bSQrwBC36soK2Wp40jZmtxYP0i1hU59vvlheW1bUUhW1hY+wTp4JEDZXlZ+3VpMV/ax7bosiLWfj1z6mxJvPpFLMDEmbX/sdZR9+dqx48dqil6UG/sIE6BWJw3GWHjhavezzexrRFUzNaPdkNQXOz/0G/93Xc6vJKmMArcdK43rQuAMeaCiHwf8Djwh3ii81Hggw0cdjuQBPzRhSng1pjrWhaRX8AT3AL8pTHmzxtYU0tQUdsH2FZeA7kBZm/OlnU+8EcPgIretEBp2ILtTRunQCzKpa1lwIIlqM1UENUEbVBxF1Q6sAAr86sV9/+ef/IGACZOnC/bvmt0hHMnyt/Aj+wd4ezJtZ/TXW96HWdPre0zsssbbDHx8tqxXvXaOzl/7kLZcayQteJ1ZNcIUP6GoxbiRg/qdWmr9fWtRiOCtllobrZ+bARB6W+CPtFaJ9w0xgQXoDQBY8zZokv7V8Ap4P2mCyY/uDGHbkVFbQ/jju5zHdiEMzUsk8mQSCYpzC8EDlzI5Qa4eHEqVvQgKHZQq0sbFTsII647C9GC1i9m/SJ2ZO8IF05cLF3fNToCWz3xumt0pLR9eWGZ/HyBrVu3lrZt2baZyXNTbN6yubRt67YtXDw3yebNm0rbbkzfZPPw2vWl+TxLC0sMb1yLiCwtLFFYKhSPW/57sWL2woQnev2/I4Dt27eRzWUrtu8bHysbjRvlorUidmCJGwWpd2pYM148VdA2h3a5tdraq7tYx2K2LYjICPC7wBeB1wGfAn66gUNO4w1LGPFtHwEmGzhu16GitscYGBgAIJlMkkwmMcYwMDDA4IZBb4zfqucsZjIZVle92xYW5tkwtIFCoUAqmSSZSjK0cYhMJsPly9MVY3Gz2TQzM178wI7EtViX1qWaS9soLz95mlvuOlASrK64jVsEFub8uf9wV+ZXy7KwEyfOl1puFRYKpYIuoGJcrX+y1+i+vbxEef7V77ZaRnaNlESqn3w+z+RFT4ju2j3C9KXpstv997Mi9/Kly+WPv/jmIyh6IDmvsKAZvX+jCsTitvBqpH1XswStitnGaZdbq629ugP/pyQqZutDRLYDXwVeAN4FHAEeE5ElY8yH6zmmMSYvIt8A3gw8VDxPonj9gaYsvEtQUdtjZDIZ8vk8xhiWl5dJJBLFrGyCubl5BnKe6F1cWiKVSrG4tEiq6OIWCgWy2QypdJqZK1dJpFKl3rSptFdYZAWt7U1rBa2/QMzf/zQM/wtb0AvQiSdf4vBdhxi/42BoBMGKIVfc+m8LI2owQul6wPx6/0AEi1vYBcGjaiG4M0GQoA1j+87tobdFMT19hUw2TXpgrb+wLRDj6lofUff3YKMHre79W41Oxw6C/g6U3kDd2tYT9TxTERuMiAwB486mAyJyJ3DVGHPWt28C7+P9M8C9xphl4Nsi8lbgayJy3hjzqTrPcT/wORF5GngSr6XXBuAzTXmgXYKK2h4jlUqxtLREIpFgZWWFZDJJIpEgmUqRTCZZXVlZ2zebZWFxkUKhUHJ2C/k8hXw+UNCmUskyQWtdWn+WthovPne8oj9t4uZziAAAIABJREFU2e0BFctxhC3U1ooL4k36sgT1krW4Li0E95C1jO7bW7VDgUuYSwuUXNo47Bndw+69u8jmsiWn1n3zMTkxRSpX/pQ/+Y+nOHzXoTKXtt7oQVSBWC2DFjrVvksjB72L/Z9i/xZU3NZO3DeGKl5r5rXA153r9xe/fg54j7tjsSPBLwCPG2PyzvbnROQtQPlHcDWcwxjzBRHZAXwCb/jCs8DbQvre9iwqansIm5u1gjaRSJQunmj1srRSzNQuLC6W7jM/N8fw8Ebv/qkUm7dsZu7mbKnjQSqVLDuXP3bg4lbTxyUoW+d3VuIK29jnjHD93H/MZZ0MfJO+glxaN3YA4QMR/LTSpbWxA+vSum9Axo8dKrm0QJlL6+aZm+HSVutNG0W9Y3BhfQna8WMHmxrf6STt7Flr/wasuFVhG00/xwXaWXNljHkMr1tA3P0D+74aY55p9BzGmAdYZ3EDP4nquyjdwsDAQKmxsi0GKxQK5PN5CoUCkkisCdr5hZKgTSUTDA9v5ObsWqcDV9Ba/CNxgTKXNogzL52puu4goRD2D7Q0nauB/qTu/f0iKSx36a7RHV0LwcMRINilheA+sn5Ba2mWSwvlnRCCHPVULlUmaO2LvvsGohVtvOJ0PGh0DG4jdIugdXsa2+/9F6U6pb7RTeyE0QlsIWuzH4d7zBefOlG6KMp6QJ3aHiKZTJZytLA2OWQgN8DgYI7r1wsszC8wtHGIoY1DgCdoAW7OzrGpWIVvYwdW0Ia5tBfPXyzb7u95anE7H9RKkKPSqGMbJWgr9nWKgvyiwfaVdfHHDqq5tGGxg6jisO07t9ccO7DsHdtTFj0YP3aIfeOVgtPGDqCyQKzZbbwgXmykE7GDbhC0/mlzYRy940hp3/Xi5LYKfxwBejOS4D6OZqy/laOjFaUbUKe2h0gVc7OwJmhFhFQqRX4pXxK04MUNggTtzRtev2ibo5256n0mfeXK1dJ53NhBXJf2VEChlB9/EU7UP9Z6HdtqgjYsdlBaU4Oxg04Vh7lxEbdADGDq/FSFS2uxbxoaiR5U63hQjU5NDeu0oPVPm4sStP59es257UQBnt+FdJ3PVjigzcT9RKkZzrN9vOrKKusddWp7hFTRXV1ZWaFQKJS6IGSzXj/ShcXFMkFr87N+QetODpu5epUdO73m/7t2j5DJZCJd2kaIau8T5kK4jq2L695WmwrmEiRoXZe2FbGDMJpZHObGDi5fukx6IFNWIDZ2uDxS4Lq0ZceqM3pQjVa6tPXSybZdcZ3ZMOx9esW57YZBDEFCrluzt0F/2404turOKv2EitoeIZvNIiIsLy+Xcq/ZbLYUPVhZybCwsMj83FzpPkGCNogrV66ya7fnHrqC1u/S1lMgVo1q/6z9YscvcuOIobD2XVGxAz+1FofV05O23uKwMNzf0+TEVEXHiWZMEOuES9voi3SnBG2jYtZPr4nbbqPZH+03g6i/bbcQDuLFKVTQKv2GitoeweZpLdalLeQL5Jfy5AuFkqC1RWEWGzkAQl3aKIJc2moFYmFtvYK6INTy4lKLoxf1D90vaqJc2mpDFiD+kIVqNFIctndsD9nBDFOTa11fsrlMxX38Lm290YOo4jBLK1xaqO9FulNxg2aLWT9+cavCNj71CMVWEVeAxv1/qYJW6Uc0U9sj2DytP3aQG8yxsLhY2s/GDoCSSwtEurTgDXXYvXdXaXuYS9sIUWLCn3trlLB/6H6XLqo4rFrsoB5B2yyX1o/N005NXi4ViFlSuRTJwUSFS+tSb/SgUy5tzffrsKCNk5ltlG7O237nm8e7erBFt3RMiCtAbTY27P+lClqlX1FR2wP487SWfN7rzTw0tAGgLEdrcWMHbguvHTt3lBWHgdfj1J+l9TN+7FCsNl7gvcj6X1zti1tgkZavqKMeogoiwj52dovD4nY7aIWgrbfjgcU/GvfMS2cYOzzK5ETwcf0TxGqJHnTCpa33hbobBG278BeTKfFp9hvrWqj3fEH/L7UgTOlnNH7QA7h5Wtv1ACCXyzE4mGN2trzTAZS7tOAJWku16IHr0lYrEDty2+FYnQ9cbOFIUBQBKj8StAR91BZWVFGxX4hDG6fbQVD7LuicoLW40YO4HL7rUFMGW0DjLm07YgedELSdELN+bPxHs7a14R/gAK2NJLj/v+oVof72ZSpmlX5GRW0P4M/TutGD/FJpkl6ZQwvhxWFW0Fr8Axf8NFogFpTzqyZsofKfs1/kBu1Tce4AURMmaINiB2H9aDstaP3sHdvDtRvXgbXf05HbDgeOxvVTa/SgUZe2XbGDfhW0lm4rJGvndLFGCRK3lmb2i3XP1QgqZBXFQ0VtD2DjB4lEgrm5ObLZbCl64I7CtYS5tG6BmD96kM56fWuj+tJCvAliLtYxCiKOsC07Vg3/uKPErF0XhAvaky+8FGvAQjcI2tH9o2WtvGxE5Mhthxk9vJfLV71Yglsg1kj0ABpzaaH1xWHt7nDQ6mKwRggSt2Goo1tOWCuwKOJ8oqQiVFFag4raLsfN066srJRcWqCslZefqBZeFn/0wI7EtTTam9YlrCrbFbaWep0c9xh+QRPkoLmC1nVnqwla69IGCVq3w0E7BG0UNk9ri8SaET2IauFlaYVLW88bmnbQzWLWT5z12TegKm7Dqfa3WM8nSoqiNId1IWpF5E+Be4CvGmN+rMPLaSpBedp8Pk8ulyu18rJ5Woh2aaEyejB9aTqy36kbPfC7tHHH40a5tVAuQP0Ct1bCxKxdB5TnZ11B22hRWC0dDlolaMMiIkHDFqC5Axda6dLGpZ2Rg26KGjSLdmRx434y06uogFWUzrEuRC3wH4BPAz/V6YU0G3+e1pIbzJVdD+tL6xIUPXAFbbXoQRC1FInF6aHZDDHi/4g1TMwCNQvaetzZVorZ0f2jZXlaoBQ98OdprUvbaPQgimoubT2Tw+KKhHYJ2vUoZl1amcXthuliiqKsX9aFqDXGPCYi93R6Ha3AzdO67bygMk/r70vrdjzw40YP0tl0YPSgmRPEqrm19RKWEQyKGcCaM1stbhAmZmFN0HZKzEaNxnV/V26ethk0Mj2s1cVhKmibjw51UBSl1+i4qBWRu4GPAK8BdgPvMMY85NvnvuI+u4DngJ82xjzZ7rW2G3+e1g5dsK28VlYyXJm+UjZwIcilDSsQqxY9cKk3euAn7MWx3p6aQeLi4JEDoa5skDPrTglzC8HOnDpbs5j1D1FodW42jKA8rZ9mRg+gel/aVheHqaBtDW4koVnCdr1HEBRF6QwdF7XABjyh+mngT/w3isi9wP3AB4AngJ8FHhGRo8aYS+1caLuxeVr3uj9Pa0fixpke5idM0MYtEKu1P60/r+e/rRasaPX3l4XKwi/7/dLiWvsz68wWittcZ9YKWTdqMLJrJFDMdlrE7h3bUxq64LbyCqMV0YNucWnbQb8JWkszha1GEBRFaRUdF7XGmIeBh4EyAefwb4DfM8Z8prjPB4AfBN4HfLKWc4lIFsg6mzaG7dsN2DxtxdCF4mhcfysv16WNKhDzRw8gfCxuM6IHLrWIgiDBavELV5e73vQ6AM6e8rfZ2sHEy+WZ4R07d3D+3JrbaoVsYang3G+tAMyK2GZEC7Zt2xq43d9uDbzf2fSl6bJtdjRuemCtz3BQnrYdXQ865dK2M3bQr4LW0grHVlEUpZl0XNRGISIZvFjCb9htxphVEXkUeH0dh/wo8CtNWl7LSaVS5PN5MplMRZ52aGhDYCuvIJe2WvTAn6f106zoQTX8IjZMuI7s2cldb3pdSbSO7Crv6DA4MMjkxBSbh9fc681bNjN1YYrhjcOlbcNbNnHp4iWGhoYqFzMEUz6x6rbicgVpmDithn+sLXgi2z1ekMD1H8Ofpx07PEoql4rM0zY7ehBGvcVhsfZTQdt2milsNYKgKEqz6WpRC2wHkoDfCpsCbrVXiiL3DmCDiEwA7zLG/F3A8X4DL8pg2QhEN93sMMlkkkKhUJanTSWTLCwsMj83V5antUQViHUj/gEIlrDOBGdPTXD6+OlSZGDi5fPkl1zR/3KZ07pl2xaOf7v82Fu2bObki+UvqNUEpBWb27ZtDRSkzcB/3LBuFbbrQXYwQ3YwS7bo1to3HEF52lZFD6q5tPUQN0urgrb9NKPoUyMIiqK0gm4XtbEwxrwl5n5LwJK9HhJ3UHzsP7S/zK09/vyJprm1UYLWilmXqO4EbiGXW8CVz+crIgKFfKFMQPr794bRKjEbhY0eWEGbzqbZO7aHW47u44V/fBGuQTbniVrr0u45vJup81Oh/WlrIc7AhSDaNQ63VdRbvKgoiqJ0hkT1XTrKNLACjPi2jwCT7V9OdzA/P08uN9C047kV/hbrigYJS/BEaFTmNQ7VHNqg9bgEtdvys33n9gpB648LBI0N7jasoLWtvLKDGa5emSGby5QEbTqXZnJiismJKabOT5XGdTaap22EVmdpW0W/djpQFEXpZbpa1Bpj8sA3gDfbbSKSKF4PihcoEQRlP+3H9GdOnS25n6dr6GpQr7ANE7SWKJc2iKB2W1F0wnGtl5FiYd/U5BSj+0fJFIv7soNezWM6lyadS3PyhVOkcimSg97T2nVp3ehBu/K0tVKrS9uq6IEK2mha0W9aUZTuRkSOisizzmVBRH6k0+vy03FRKyJDInKniNxZ3HSgeN1WLt0P/AsR+SkROQb8J7w2YJ/pxHp7FVfETV6cYvvO7aHjXP2cfOGlQPfUCtJahW2UoI3j0o7u21s2stZPWLutXmTnyA5mrsyUBO3F8xcBT9BOnZ8infME7skXTnHrq4+UCm9cl/aWuyp/P3HztGO3VzrkllbkaTs9YlQFbTy0+4Gi9BfGmBeNMXcaY+4EvgeYA77S4WVV0HFRC7wWeKZ4AU/EPgN8AsAY8wXgw8XrzwJ3Am8zxnSmq32Xc/XqDJs2DVffMQZ+MVlN2MYRt9UcWqjNpY2KHkBlu62g6EEvYNt37T+4j9Fb9rJrbISxw942K2gBjr7Oyzr723i5BWK10q48bexjtyh6oIJWURQlFm8HvmqMmev0Qvx0XNQaYx4zxkjA5T3OPg8YY/YbY7LGmP/JGPNEI+cUkftE5NtAz00lW1hYAGB2trV/S34RGZatBU+gRolbu62aoK3XpQ0rEAvDHz3o1jztjp07yAxkS72ErUs7NXmZmSvXmJyYKhO0NnZgXVog0KVtF7XkaTsdPVBBqyhKKxCRu0XkiyJyQURMKz6yj3uOovZ5WUQWReQJEbmrzlP+M+AL9a+4dXRc1HYCY8yDxphXAPX+QttGPp/HGEMms9ZgP5P1spSDGzY05RwTZybYvXd3Wa7WEsettQSJW1fIureH0SyXNih6UG8/WXvfTuZw/b2ER8Z2ApQErRs7iHJp97xmtCnRg1bQqeiBClpFUVqInZp6X5ydReSNIpIO2P4KEQkrGql6Dmc668eBVxf3f0REdjr7PCsizwdc9jj7DANvAL4U5/G0m3XR0ktpjLDiqtPHT5eNzD35wkuMHztU0eLLTzXhGkRcl9ZPVIFY0KSvXioQC2Li7PnS78RODDv5rZdKsQOXZri0YdGDZuZpOzkSVwVtbRy944jmaZWGOHjrAZ7+2jc6vYxG2ehrCbpUbBlaQYypqSWKhfAPAidE5MeNMSvF7UeBr+GJ0t+s8xxVp7MW87LV+GHgL40xldOfuoC+dGr7jS1bK6df1VosZrFOapRjWyv+IQsufpc2ToFYXLo9T7tzZAc7d3tvoq1Le+DIAbIDGWauzACUTWSq5tK2i3qmiNXi0jYjejB+7GBpsIIKWkVpD61uxddGJoDrzuWjzTioMWYV+AHgVcDnRSQhIofwBO1DxpgKQRsHZzrro75z1TOdtWujB6Cidt1zZfpK6fu4LmW1CEJUvrZWwgTt2IGxMkHrX5MbPfC7tGG9aYMef7fmaS03Zq6XsrQTZ88DsG98jB1ja/GKo687XJajhWCXtltbebUTK2ZB3VlF6QQnnjvZ6SU0g1Fgk3P5jWYd2BhzAfg+vA4Df4gnaB8FPtjAYaOms+6KexAR2YQX23ykgbW0FBW1Sgmbq3UJy7OGtfmqhShBG0RYgRjU7tL2Em6W1jIzfa0iduCfHhbk0nZbnrbW6EEzXFp1ZxWl/awjlxbgpjHmhnMJjB7UizHmLPBu4F5gGXi/McY08xz1YIy5bowZKc4Q6EpU1PY5tqDKFYhQ3a211CtsqwnaKJfWJcil9dNIgVin2LFzBztGdjBddNrdLK0f16UN60tbD1F52mbSrgIxHXvbGJqnVerFCtpWDUxZbxQLwn4X+CIwCHyqwUP2zXRWFbV9jP2I/sLEhTJxWItbC55AjStu7b4nX3gpNMYQdD53Tbv37o50addLgdj16zcqtp07fY6RsZ1MTkwFxg4src7ShhWJ1ZKnrbWNVzNQh7Z7+M43j683906JQAVtPERkO/BV4AXgnXgTVO8Vkd+u95j9NJ21L7sfiMh9eK0vVNRHMLpvbynHCZ6Leu50+cfXrjAdP7b2AmW7IwSJ3TAxG+QGR2Vp49DpVlzNxv0Zu9gCsTCXtpZWXu0krkvbaPRAXVpF6QzNig31KiIyBIw7mw4UJ6heLcYM3H0TeF0MzgD3GmOWgW+LyFuBr4nIeWNMhWsb8xz3A58TkafxevT/LOtwOmtfilpjzIPAg8V+a9c7vZ5uYvfe3Vw8f5Ezp86WZTlte68gYWuxYtW2/fJvjyIodmCxLq0VtGFtvPzRg2bFDqodZ8vWrcxcbW7Bme18sGlxmGeefrYsemA7H4Thd2m1QMxDXVpFaS/qxAPe1NSvO9fvL379HPAed0djzKqI/ALwuJtbNcY8JyJvAcIcmqrnMMZ8QUR24E1n3YU3oXXdTWftS1Hbz1y+dJkdO3eUVf27uVo7jhUoCVvr1sYRtlB7d4QwQRvVl9Ziowf2MfijB81yacOOY9ultULY3pi5zo2baxGEc6fP8X3/9B5SuRR7Du/mb7/sfWrkLxALohaXNqpIrFl52nZGD9SlbZyjdxzp9BKUHkNztB7GmMeA6Aa15ft/JWT7M42ewxjzAPBA3LX0Ivrxe5/jisCwIQwuVniGFY7VSjVB63dpLdWGLbSzOOzK9BWuTF9hy9atZT2BG2HHSHQP3anz5eLd7U3rUq9LG1YkBs3J00L7ogegLm0z0CIxpVb6XdAq7UdFrQKEt8QKGp3bDGE7dmCsZkFbzaW1WEHb6iytX8DansCNCls7FGLa6TFsseNxLa5L68/TWkHbjVnadqEuraK0H40dKJ1CRa1SxsSZicBirChhW4u49YvZaoLWXZfFdWlbHTsIwwrXKz7h2Sxh63Y+OHDkAOdOnysViU1OhLu0/jxtNwrado/FVZdWUdqHxg6UTqKZ2nXC9WvX2bR5Ezdv3Kzr/n630xaMARVFYxZXkPp7qJ47fS5U7Ia1CAsStGGxA9dZ7mTsIGz7tu3bWpKzrVYkZmlFcVgz+9O2eyyuUj+ap1XiooJW6TQqavuEKIE1eXGKXbvX3E9bMBYmbN02Xxa/ULUiN0zA+okStP5uB2GxA0s7XNowQWuxwrYedo7sYGAgy6Yt5Z0P9o2Xv0kIKxBrZeygWXnadjB+7KC6tE1C87RKNVTQKt2Axg/6AL8Au3zpcqijaYWjFZKuU2oF5+i+vZFTviA4WhCEe6xaBK2l3S5trbGCRmIIQeI8lUuRHEyUhi7Y6MEtdx0oix7UK2jHbh+LLBJrJ5rLU5TeQgWt0mn60qnV4QvBXJi4wJ7RPaXrYY4twP6D+yqGM8TFFcT+7KwroqME7fad2ysEbVTbrXpjAK5QDsvRhlGvW7tjZAdLS5WjxEfGdnJzvr54SbdQayuvel8k12uB2MGQUcmnYn4ioiitQN+AKt1CX4paHb5QiT+CYPH3rrW44rbiPo7QDXN0/WIWgrschAlal2qC1n6tV9i6x44raOvF7XyQyaZLRWKWyYkpkoPh78W6dXKYSy152obO0yXRAytEGxWeB48c4PjzwT+7I7cdVmGrdASNHSjdRF+K2l5laWmJbDZbdb+rV2fYunVLWQV9LYzsGmFqcs0FdYWtdWwtQeLUL3SD9nEJcmftOiB6wEKYoPW7qvXmW5tBrYI66Pc2fuxQWZGYHYsLla28WsGBO26JzNM2m0acn25xaa2YPf78CY7cdpiDRw7ULTzDHFpF6SQqaJVuQ0VtH7Nt29ayyWKwJiBtDMGKWzeKYPELXEs1EQuVXQ3CWnaFCdqwXrS1RgRaTSMFYy7+IjE//lZe7aYVRWKNvFB22qV1Ba39euS2ww0dM8ylVZROoIJW6UZU1HYxy8vLLTu2HZfrF7bbd25n+tJ0KV/rurau8PQLXBcrdsNut/iHKVSLGkQJWrcgq1sEbT24nQ/8gj2Va+3TNWo8bjMYv/1g26IHncJ1VP0i1ArbWt3auC5tI05wGNrOSwlCBa3Sraio7XKSySTGmNDbb9y4yfDwRm7OztV8bCtsLf5cbZhrC5WC1MXN4Ebt5x91G1fM2rVDbWK2FX1j42Dd2lrOffnSZSbOnq/o/2s7HwS182pGnrYbOh/0avTA785G7Ver+Kx2zGY4wWFoOy/FRQWt0s2oqO1zrLANcmstrmsbhCt2obxrQdh93GO757W4QrYZzqw/BuB/zN1CVOeDE8dPVhSJtStP2256NXoQV3zGFbbrPUv7nW8e59ZXH+Hkt7qrx7ESjApapdtRUasAa/la69a6AtPGEYKIErtQ2VfW37nAL2StgPW7slu2bq3o+eqK2U2bhkvf11sg12qqOcVBnQ+A0njcMNqRp2106EKtrbzqoVsKxKpRq6taS5a2FREERQEVtEpvoKJWqcjXut0FgMBWX5Z8Ph95bL+I3bJlM5emgttvbdu2lU2bN1c4r27xlyte3e/B6/oAsHXrltK2bhG4cQvG/Os9d/pcYOeDXiROnrbRfpedcmmj2m1F3SdKgNbq0rYygqD0NypolV5BRa0ChBeOQX1TuzZt3hy4fWmpwPLyCsPDQ4G3F/JLLBcKFds3bBxiz+gers1cK9t+80blMAJX3FrhW4+4dduFxRmN2yg7R3YEbt83PsbkxFRZoZht52Xphf60cemHF864MQTteKB0GhW0Si/Rl6JWJ4oF4wrbqH3CcOMBx79T/g/Q76qePLEmyjYOb6y6tjOnzwRu37R5U9l1V+RacQvl7m03M3NlhnQ2HXjbyW+9xNHXrTlx/tG4jdBN43H7BXVWlV5BBa3SK0hUZf16RyeKKYqiKEpH2GSMaVs+rMmv921duxIfdSoVRVEURVGUnkdFraIoiqIoitLzqKhVFEVRFEVReh4VtYqiKIqiKErPo6JWURRFURRFiUREfk5EviUi3xaR/ygi0uk1+VFRqyiKoiiKooQiIjuADwGvAW4vfv3uji4qgL7sU6soiqIoiqLURAoYKH6fBi51cC2BqFOrKIqiKIrSAkTkoyLylIjcFJFLIvKQiBxt8jnuFpEvisgFETEi8iMh+90nIi+LyKKIPCEid8U9hzHmMvDbwFngAvCoMeal5jyC5qGiVlEURVEUpTV8L/Ag3kf1b8VzOP9SRDYE7SwibxSRirGSIvIKERkJOccG4Dm8SamBiMi9wP3Ax4FXF/d/RER2Ovs8KyLPB1z2iMgW4IeAW4C9wBtE5O5qD77d6EQxnSimKIqiKO2m5yaKJRIJVldXAUaBm85NS8aYpZjr2IH3sf33GmP+2ndbAvgmcAL4cWPMSnH7UeCvgPuNMb9Z5fgGeIcx5iHf9ieAp4wxH3LOdQ74HWPMJ2Os+13APcaY+4rXP4KnISPX02760qktWvDfBp7u9FoURVEUpQ/Z2ubz5YHJRg5QFLSzwASeQLaXj9ZwmE3Fr1f9NxhjVoEfAF4FfF5EEiJyCPga8FC9AlJEMniFXY/6zvUo8PqYhzmH584OiEgSuAd4sZ71tJK+LBQzxjwIPFhsR/Ei8NoGD/kkEDub0sD94u4fZ7+NeE9M/zvOfqDe31cradeamn2eRo/Xbc+dOPv283MHuu/506/PnUaO0Q2vPRWirpUYYxZF5ACQacHh47q0CeDfA39rjHk+aB9jzAUR+T7gceAP8UTno8AHG1jfdiAJTPm2TwG3xjmAMebvReRLwDPAKvBV4M8aWFNL6EtRazHGGBFZbvQjEBFZrecYtd4v7v5x9nPay91s50dA3UC9v69W0q41Nfs8jR6v2547cfbt5+cOdN/zp1+fO40co0tee9qOMWYRWOzYArxs7W3A90TtZIw5KyLvxoscnALeb7ogK2qM+UXgFzu9jij6Mn7g48EOHqPW+8XdvxmPaT3TjT+fdq2p2edp9Hjd9typ59j9Rrf9fPr1udPIMfS1p82IyAN4hVb/szFmosq+I8DvAl8EBoFPNXj6aWAF8BeajdBgJKPb6OtCsX7GCc23NayvKL2OPncUpX767flTjDn+DvAOvEKrE1X23w48hlcs9i7gSPH6540xH45xvqhCsSeNMT9dvJ7Aa8/1QJxCsV6hr+MHfc4SXmuPWFkgRVFK6HNHUeqn354/DwI/AfwwcFNEdhW3XzfGLLg7FoXmw8AZ4F5jzDLwbRF5K/A1ETlvjKlwbUVkCBh3Nh0QkTuBq8aYs8Vt9wOfE5Gn8bLPP4vXCuwzzXqg3YA6tYqiKIqiKC2g6JwG8V5jzGcD9n8r8Hgx/+tufxVwOSi6ICL3AF8POMfnjDHvcfb7EPARYBfwLPAzxpgn4j2S3kBFraIoiqIoitLzaKGYoiiKoiiK0vOoqFUURVEURVF6HhW1iqIoiqIoSs+jolZRFEVRFEXpeVTUKhWIyJ+KyIyI/HGn16IovYSIjInIYyLybRH5BxF5V6fXpCi9gIhsFpGnReRZEXleRP5Fp9ek9B7a/UCpoNgeZCPwU8aYH+vwchR6uKfRAAAJ30lEQVSlZxCR3cCIMebZYj/KbwBHjDFzHV6aonQ1IpIEssaYeRHZADwPvNYYc6XDS1N6CHVqlQqMMY8BNzu9DkXpNYwxF40xzxa/n8QbT7m1s6tSlO7HGLNijJkvXs0CUrwoSmxU1K4zRORuEfmiiFwQESMiPxKwz30i8rKILIrIEyJyVyfWqijdRjOfPyLyGiBpjDnX8oUrSodpxnOnGEF4DpgAfssYM92u9SvrAxW1648NwHPAfUE3isi9eOPyPg68urjvIyKys20rVJTupSnPHxHZCnwe+JctXa2idA8NP3eMMdeMMXcAB4CfEJGRlq9aWVdopnYdUxzP9w5jzEPOtieAp4wxHypeTwDngN8xxnzS2e8e4EOaqVX6lXqfPyKSBb4C/J4x5r+2f+WK0lkaee1x9v+/ga8ZY7RgWYmNOrV9hIhkgNcAj9ptxpjV4vXXd2pditILxHn+iIgAn8V7MVZBqyjEfu6MiMjG4vebgLuBF9u/WqWXUVHbX2wHksCUb/sUsMteEZFHgT8CfkBEJkREBa+ixHv+vBG4F/iRYmuiZ0Xk9jauUVG6kTjPnf3A48VM7eN4Du4/tm+Jynog1ekFKN2HMeYtnV6DovQixpi/Qc0CRakZY8yTwJ2dXofS2+g/3/5iGlgB/OH7EWCy/ctRlJ5Cnz+KUh/63FHagoraPsIYk8drBv9mu60Y1n8z8HedWpei9AL6/FGU+tDnjtIuNH6wzhCRIWDc2XRARO4ErhpjzuK1VPmciDwNPAn8LF4rls+0fbGK0mXo80dR6kOfO0o3oC291hnFVlxfD7jpc8aY9xT3+RDwEbyA/rPAzxhjnmjXGhWlW9Hnj6LUhz53lG5ARa2iKIqiKIrS82imVlEURVEURel5VNQqiqIoiqIoPY+KWkVRFEVRFKXnUVGrKIqiKIqi9DwqahVFURRFUZSeR0WtoiiKoiiK0vOoqFUURVEURVF6HhW1iqIoiqIoSs+jolZRFEVRFEXpeVTUKkqPIyLvEZFrnV6HAiLyZhF5QUSSxesfE5Fn23DevxeRH231eRRFUboZFbWK0uWIyGdFxBQveRE5KSK/LCKpJp7jluLx72zWMauc72XnMbmX/7Md528hvwn8qjFmpdEDiciPisiKiOwNuf2EiNxfvPqrwCdFRP+nK4rSt+g/QEXpDb4M7AYOA/8O+BjwkU4uqAn8Mt5jci+/08oTiki6hcf+HuAQ8P826ZB/BlwBfirgXHcD48DvFzc9DGwE/pcmnVtRFKXnUFGrKL3BkjFm0hhzxhjzn4BHgbe7O4jIPyl+9D0rIl8Wkd3ObYmiuzshIksi8qyIvM25++ni12eKjuljce7nOLzvFJGvi8i8iDwnIq+P8ZhuFh+Te5krHvee4nHfLCJPF4/7P0TkqO8x/7CIfFNEFkXklIj8iutgF4/xQRH5MxGZA36xuP2XROSSiNwUkf8iIp+0MQERuVtECiKyy3eufy8ij0c8nh8HvmKMWQzbQUQOFdf5gHhkReS3ReS8iMyJyBMicg+AMaYA/FfgPQGHeh/whDHmW8V9V4AvFdegKIrSl6ioVZTeZAHIONcHgQ8D7wbuBvYBv+3c/r8BP1/c55XAI8Cficjh4u13Fb++Bc8xfWfM+1l+rXi+O4HjwH9rUjzi14rnfy2wDHza3iAibwI+D/wH4BXAv8ITgL/oO8bHgD8Fbgc+LSI/Wdzn/wBeA5wFPmh3Nsb8NXAK72dpz5UGftI9fwBvAp4Ou1FEXgn8DfCHxpgPGWMM8ADwejwx+krgj4AvOz/f3wcOF51Ze5wh4MdYc2ktTxbXoCiK0p8YY/SiF7108QX4LPBQ8XvBE56LwG8Vt70HMMAh5z7/Gph0rp8HfsF33CeBB4vf31I8xp2+feLe7/3O7a8obrs14jG9DCwBs77Lm4q331M8xpud+/xAcdtA8fqjwEd9x/1fgQvOdQN8yrfP3wMP+Lb9DfCsc/1/B77tXH8ncBPYEPGYrgHv9m37GPAs8AbgKvDzzm378IT6Ht99HgV+3bn+d8BnnevvA+aAjb77vR1YARKd/pvVi170opdOXNSpVZTe4IdEZBZPzD4MfAFPMFnmjTEvOdcvAjsBRGQY2AP8re+YfwscCzthjff7B9+5seeP4LfwnF334nc6o457B/DLxbjFbPHn83vAbhEZdO7nP+ZRPGHu4r/+WWBcRL67eP09wP9jivGIEHJ4vx8/+4CvAJ8wxvw7Z/vtQBI47nsM34uXzbV8GvgxEdlYvP4+4I+MMTd951nA+/QtG7FGRVGUdUvTqqcVRWkpX8f7iDyP50Qu+24v+K4bPFe3XbjnN8Wv1d40TxtjTjZw3CHgV4A/CbifKy6jhGggxphLIvJF4L0ichqvAOueKnebBrYEbL8MXAD+uYh82hhzo7h9CM9ZfU3xq8us8/1/Bz4F/DMR+WvgjcBHA86zFZgzxixUWaeiKMq6REWtovQGczEEYCDGmBsicgFPDP2Vc9MbWXMo88WvyRrv10m+CRyt4+fyIvA6vDyu5XUB+/0X4L8BE8BLxhi/Y+3nGbzohZ8F4IfwCrkeEZHvL7qsz+D9vHcaY0IL0IwxN0Xkj/Ac2kPA8ZD9byseU1EUpS9RUaso/cFvAR8XkZfwMp7vxfu4/yeLt1/CE19vE5EJYNEYcz3G/Rpho7/DAF6M4kbg3pV8AvhzETkL/DGwihdJuM0Y80sR9/sd4PdE5GngfwD34hVpnfLt9whwA/glvPZj1XiEgPZbAMaYORH5QbzoyMMi8jZjzHER+QPg8yLy83iCdAfwZuAfjDF/4Rzi94HH8WIf/zbk/G8C/jLGOhVFUdYlmqlVlP7gPwL34/W4/UfgbcDbjTEnAIpxhp/B6yBwAfj/4tyvQT6Bl5N1L78Z987GmEfwHNDvB57CKwD7OeBMlfv9AfAbeN0avgkcwMvQLvr2Wy1uT1Lu6obxB8B3+duOOcebxYsxCPAXIrIB703C5/F+vi8CD+G5xmd99/2b4u3DQWspDmh4A/CZGOtUFEVZl4gxpvpeiqIo6xgR+Qpet4h3+7b/PrDDGPP24HtWHOe3gGFjzL9qwTKjzvtvgS3GmH/ZzvMqiqJ0Exo/UBSlryh2RvgAXlxgBfjneG3S3ursswmvO8FP4BtyUYVfA/61iCSKTm+7uITnqCuKovQt6tQqitJXiEgO+CLwKmAA72P9XzXG/Imzz2N4Ayn+szHm5zqxTkVRFKU2VNQqiqIoiqIoPY8WiimKoiiKoig9j4paRVEURVEUpedRUasoiqIoiqL0PCpqFUVRFEVRlJ5HRa2iKIqiKIrS86ioVRRFURRFUXoeFbWKoiiKoihKz6OiVlEURVEURel5/n9eu2ytPvKjGAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# rebin the energy channel axis by a factor of 4\n", "rsp_rebinned = rsp.rebin(factor=4, index=0)\n", "rsp_plot_rebinned = ResponseMatrix(rsp_rebinned, num_contours=50)\n", "rsp_plot_rebinned.xlim = (5.0, 1000.0)\n", "rsp_plot_rebinned.ylim = (5.0, 1000.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you've followed along so far, you now have the ability to read the GBM primary science data and even apply the detector response for a source (albeit rudimentarily). [Continue](./PositionHistory.ipynb) to learn about the most important GBM auxiliary data" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }