diff --git a/examples/signal_eigendecomposition.ipynb b/examples/signal_eigendecomposition.ipynb index d1467a5..6da573b 100644 --- a/examples/signal_eigendecomposition.ipynb +++ b/examples/signal_eigendecomposition.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -12,6 +12,7 @@ "sys.path.append(dir)\n", "\n", "import numpy as np\n", + "import matplotlib.pyplot as plt\n", "\n", "from ssp import spectrum" ] @@ -97,8 +98,34 @@ "\n", "$$\n", "E = [e_1, e_2, ..., e_p]\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Principle Components\n", + "\n", + "The complete spectral representation of a real-valued continuous-state discrete-time bandlimited processe in white noise is an exact 2nd order (moment) statistical representation of of the noisy signal.\n", + "\n", + "At the heart of this connection, sits the infamous Spectral Theorem:\n", + "\n", + "$$\n", + "R_x = V_{ss} V_s^H + V_{nn} V_n^H\n", + "$$\n", + "\n", + "$$\n", + "V_s = [\\text v_1, \\text v_2, ..., \\text v_p]^T\n", + "$$\n", + "\n", + "$$\n", + "V_n = [\\text v_{p+1}, \\text v_{p+2}, \\text ..., \\text v_M]^T\n", "$$\n", - "\n" + "\n", + "$$\n", + "R_x = \\sum_{i = 1}^{p}(\\lambda_i^s + \\sigma_w^2) \\text v_i \\text v_i^H + \\sum_{i=p+1}^M \\sigma_w^2 \\text v_i \\text v_i^H\n", + "$$" ] }, { @@ -121,7 +148,7 @@ "source": [ "# Example of four sinusoids\n", "\n", - "$ \\omega_k $ are $ 0.2\\pi, 0.3\\pi, 0.8\\pi, 1.2\\pi $ and the variance of white noise variance is $ \\sigma_w^2 = 0.5 $. Number of samples is M = 64 $\n", + "$ \\omega_k $ are $ 0.2\\pi, 0.3\\pi, 0.8\\pi, 1.2\\pi $ and the variance of white noise variance is $ \\sigma_w^2 = 0.5 $. Number of samples is $ M = 64 $\n", "\n", "$$\n", "x(n) = \\sum_{k = 1}^{4} e^{j(n \\omega_k + \\phi_k)} + w(n)\n", @@ -130,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -146,6 +173,143 @@ "phasek = rng2.uniform(0, 2 * np.pi, (R, N))" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n" + ] + }, + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from ssp.spectrum import ALG_MAPPING\n", + "\n", + "Rx = spectrum.overlay(64, wk, [1, 1, 1, 1], nvar, 10, alg=\"periodogram\")\n", + "plt.plot(np.real(Rx[0:511, :10]))\n", + "plt.plot(20 * np.log10(np.abs(Rx[0:511, :10])))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n", + "x.shape=(64,)\n", + "res.shape=(65, 1024)\n" + ] + }, + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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8AjQTrKl9n631G7GFwBM2406acaBgVsBsSlU4DBQMxUQ0rpOIaxS7Kih0jiTbVoRFtaGoCmE1SFesieq2D/AnOgBwZ40mqZ0AiuPg/3iGTn7raobXLsEe6/nvxuI980xyrrsOS15u6u9uGIQ0nY54kv+09XBnQxs9ydTf5Ly8DH4wLJOeUB3hZBhVUSn3lpPtyO7d5e5IjHPW19AYSzAzzcWTU0bgMKU+PIUSIe5Yezvh1oc5xpNER+FuvsU7yvEA5BnNzGAVmXTix0uDaSxbjLHEjf0fvsptFkYFe7Dv3oHR1UlcN5MwmVExsGsJ8gLdpCUi6CYTuqr2XgxVBcPArCexABaLDbOqkkwmCWkamunglS6v7mSyVsZILR/DgG1JHyu1BCHFxAhLCJJWIrEMWtOtBOwGQXcnVhrJCAVwxJM4Ivmo8Sw0p5dEppNGS4wd3e2kad0MVzvxqKnXkI5CLK2YEePyqMhehTm5nkS8CQUzZttoDNtR6LYFDMsdTnGGA/UQXWuReJI/LN/F07XbiZlNBHUXmRYrI912SnSVYE+M9Q09dIX2v4bnjsjiK0eXc/yY3D7713QD08foyusMxni9qpXVdV30hBMAVOR7WDwhnwmFacS2biW6aRPRmp10BQLE40kytQQmkwnFYsGclYWlIB/HjBk4xo//yI8/EAkqn1DHXXfR9cgjaO0dvdftKIAnjlWxTZ/A9XN/ynCnix01t9DRsRSA/PyzGTf2dyiKCQwDVt4Jr/2YZBh6onPo3hgh2ZL6BN7hgcj1l3LShT9EMwz+3drNPfXtbAwdOFbErOnYE1FsWhy7EcOWNGFPGpjiFsxRK5akiiVpkGMkGKZasBkKHeYQVcEthOxO/O50fOnZdHvSYe8B2Zk0+Ep1GE9uNc9oj9MVb8aZcHJS00mYdBPuaBCldhsAs7LqOXpKAT3OWwhvCfW2K4nGC451dBh+Co1WTJ1HEU2WEjNFeHfEo4wNlmHVrYQTOzmhp5TxnpMxDJ33Wv9M0NRCee5ELPZj6e4oZFJ2F41T/0TcneoiyslZRHbepcRaNba+9E/WRErQMWEyxckv2EFJcRUWaxRdN7Fj+1G0tY045N90pJaPN1rG7kAXWmQ3WmInhtaKVXUw3DOZMelzsaomAjmr6Sh8mERe8IB9GMDDxuW8op6GYhi4qrpI7oliNat8a/4IvjizlHzv/oHGtXfezO7sB9GyIBlz0b7xfLrb5rL8zELe1GNkmE3cV7SJ8O5fYhgJcjIWMW7E7XT3RHjjngdp2raUfdWI7DEOio9bB0DGB3MIP1tNj9VMfVYaEWvqQD532hwqhs0mvMEChoIRa6FNvY2eU9tBh9BDmeyI5mFNJDkhmI9n8iUoJgubsmq4Oe82rs6NUmg1iOyrbrSN4JQtX0LxvYyi+zk2/zzyHMPQFZ2uEZuoNz2FvbAJk+XgbyOu9klkNZxN8KgRtKTVY7737zg3teLoNOGIp57PjaPK2Dl6NMWT6igpqQSgettc2tpGELFY2ZFTSJvbA6ZsdN2JORElr2U947atIi3kI2RPEHIkqMipwJ2009XeRihw8O6fw5VrL2Nq1vGkW3MHvF8PftY1v0R7dDcobgoqLmL0UePx5jqJVlXR9MSLtKdV0OMdjq7GMZl1Zi8uYdxwG7EtlfiWLCGwejWbR1SwYtpR7DhmAfV2J52JA8cMjXLauLbIwqpd/2RZ/TJiWqzP7XnOPGYXzObooqOZmjuVHsPL6Wt3ENB1Zkbhm0GNHm8jD3f+njO9LYy06xjAY/Gv8KLtVFR0FiZXUtd8N5nWGOPtGsc4k1jMEMFOpf1sVpvOZEXIjH4Y3VZpkSDT6rdT0VJ/0ArKf9OB5vRsmjKLiNhcRMwWVD2JqsWwJ6I44zEyYhqTY+kUplfTmbuNZofKTkayi1HUU4b+X5VSDIOizhBTaw0m7E5g+VAxw+m14ixzU2fT2dRaS1qkjgJLF6Vlmykq2oqqHny8mWEoJDvHQctsXIEKrHo+ZrcVm9eGo9DJZud27g5uZA8egrZxhNTMfn/nSR4H3yjOIcOX5KkP6nmlshV9779StttKnlPFHu3EEetC1eNYVTBb7RR5HYzPT2N0thuLzYrV7iAtrwBXRiaqyYTVaqUjGOPPb+zgsdX1JPW+/5+eeIizdr7LwuYNbBtezmtHHcO6MROI2FNB26QlGdmwm3kb17Bw9Xvkd3WQc813yP7mNw/jL3n4JKh8Qt/722/YqhQTs1rxOa10plnRrGbc9kxUsxPdgHSLiSyLmXStgZzgEoYb1RxdMJ1JY36xvy936wvw5CVgaBjzf4o/UMHO3/0CR0fqIPj+1y/nkbmns3Xv+AVVMxjTnmRxt8Y4v0aXvolQ5tsUFOzE7TlICdOw4rTOpqDwbErjZhKP/Zr2+K8AM6Hjrdy64efQGcKkmCgfvoBKrZj1xSPodKfKm1N2RanYFGBp7vssVHpIj6cTdUe5ceFMNt39K1Z3pErS4+Ydx6JvXU+0qpvw+jbQDezjMomXW/nH3f8gFo/jCBWhRnNYMvZvTG+fgNdIJ6OzkxOWLsOk69imXoK1bB56uIvQspshGUFx5aCccwlN0/+Cbg2hdiukP2wisstLsysTn9VJ0tnJntIAzaXjKIqMBVMCszlKRcVyMrMaAdixbR5bujPR4s2U1+mo8Ri7nMPwZ0/jRGuYWrUVFFCTDtK7J4LqwDzKg9nURqTyVZKdO/FkGYw6PoieuQcAXTcRN0+nomQmFnM6na0NPO638KDpFACuiNzH8FeHs9s1mTPOqmD6zPw+ffjt/76fSv2XaFkQD+TS8O411EayeM4V57tnjuMpW4INgTAzVQt/rF9LfcGvMdQk2dvPI732ZFrCtWz3ryWa5kRTRlK++O+YbUHUtnnMGn4OttzRtD/7Cp2PP0aVx05DVho21clpBZditqaRaFxLYP191Ofl03amlbQJTTj9IaqfLueoqIPMmlpUdxmOudegW2NsmPUj3G4fprjOxE0+dgUmsrrjB2DYabdvZxYRJtlnkNDjvNv6NO3RBgBsmU5yT3RhzdqNKRzC8KcT7RxBd9toRhu5DIuXUJ2m0t2yihHvPoonHCLscNBQWsLusmF0Z+4dHG0YlJespnj4droSmTzQeg3risah9zPoUdF1pmyv43sP/ZGCro4+t0XNJrpddjaOHM3O4nJasnPRLDYsho4rFsWs6ZjjPqyh3ThCuzBrYUo6DMY2GGQUHkf6mHNQFJVEMsR6410a9Upm1XeS3mhHTStBKT8aa/qo3tk1LdHdrOt4jYQlyrnXXoNl5SZa//RX2nJz2DVzFnuycwklE2gmE0lVBZMN88iR+MpG8q4vTE8/78IWRWGyx8ElhZk0NT3KA5X3kTRSISbTnkmGLYO4HmdPYA8G+3fiink5Zvf5oE7l0eM8aCaFmTuiLFrvp3D+7/Hm7ALNYK31J9yup7rA7hhbyrn5mfhiPv767s080fg6ZgzOcMY4LlPB2NsN6K8aRX3lZAIOja58MzuyK1ANC6puELKqtHistHvLMNRUNTgjHmfYriDNu33MTFqYhYlyRSNDVVBUg5BJ57UiD88MS6PT/slmxaUb3eTQCgmVBiWLqCWr9zZVizDO184xnVmYduuEDZ2IVSVsU4jYFOzeejKLVuG0duMiTMzvpr27lFAiDUU14XJGyXI34XXX4iKIgkEHObQbebRRSAv5tCh5tJLfJzBZjRhj2EKe0YxDiREgjQalnF3GiN7Al9+d5IxVIYZhwo+P3YEGVGc7LlcSVVFQFB2nsweLJYammUkmrSQ1C1rSiq6pWK0RsnPqSfO2YbVGUFWNuK7SHXVT01PAnmg5eXmFFGbkUfHuOspefImmrCx+f9HX2Fred7C9ahh9gqjJ0FnYWMdVpbnMOm7eJ/r7/LchEVTuvPNO7rzzTurq6gAYP348N910E4sXLwZS62nccMMNPP7448RiMRYtWsTf//538vLyBthrX0cqqHxx6TO8pQ7/yNvZjTCzwm2c7pzA+ceVYzeZYM298MJ1oKjw1TdIZozlbz//JstKF7B6/BQAHHGd2duiHNupcVo8ALhZP+IpLMXLsNr2j4vx6xa6ExqqYpBtNnB86D1cMZeS1mBl1NYSAslL6TT7uGLEz8hJy+WOE+6g3FXGylte5FVtPRtLhrNy+AQMRWF6TZTZOzdhSa/Gm11Hd/ZWhhNjUjiKXy9nwwcOQi1WZp15Psd86bI+v28yrvHHWx4kZOwGIGSvJq+ziKDLjTmR4KRXXyNmMTEqu5GYw02w+Ha8Vjc7ApvZ0H0Px436Ar65D6FbIkQ6h5F8aiIVm1494HnVVDNrp95A0FOKRe1kTNp/sKlHkxi9iljpOwDsWX4KHZtrAdgw0s+WtLO53TeNUbrKRmeAtYmN6KYYVtXJlV/7Kjn5qU86mhZn9fPfIOh5B9VkYCQsZNefQsbuk3gxZqHRZqYsolDthkeP9WCoChdEn+YM22Mkox52L/sBiWAewyZls+CiMTjTrMSadrP6lROJD9NIBnOoXXojGbkFNE5L4y9v70RV4I7jK/iWEiBiUvhxZZQFxuu0jr8fDIWSNT/A2T0GAJtnG9Wj/8ierDSUnkw637gGdAV/2kbWZ2+j1bmTYU0dTNyZyby8yylyjqTe6OZPJSFWjx5F9EPjEyqMKk5rfYMZU39LbvurPPH0rZzbMx3/uTuJu5swx2HYFoW3O4+lp/uLmDDTYIlQX7ScW3tOBuDJ+EO0h3YSsuk05kTZWRRCM+1/G8kLDGPx1q9h01y8NT7ExlG5BGypMQ2qrjO+ZSczardjS6bK0BgKjkgu7s5VREPtOE+HPxd8lx4lFWBGNO4mO+LHoSUwxePowR52lYxld3EZANaExhWvvcAFq5ZiUgxa3E5enTSNV6cfQ0N24SH/Z83JJMeuX8X5S19ikmM8tjGp8WP+8ijrptXx77qnqQmnKn1n1Kscu+JYakrOxK6qTHBEKLI6ATO6oVHtX8urjiY6MwvZNHYCXe40IhZ7byWzPxlmlXmte5j0/L8pa26i/OjZjPzJj7CbzYSTYX7wzg94e8/bgMHJGeVcqCXJ9+/GFAlgVd2YrMVsKZjECpeTbdUBxqxfiD3pxEDn3You3p4yGoAJgV18230zjkSCZYm/cL8r1V30sxEFfLl6Ez1PP01k3Xr0QADd7aQ+LcqOPAdu58mkHdVI+oh3URQDXTPjb62gJejB11VEMGmm0uanWnGgqwlU5x5smePozD6VpMmGVTO4dluU8/cke6srATP8u8jCI8OsdNtTb2SOaJiRtVXkdDaTFovi0EfSmTWCgMNCLLObRG4bftIIGGmYEmCLaGT7/eQHuimnmhGZm8nP24migK5By65hvJ1xNsuyJhJWP/2xJ/0pMBqZrG9mdneQ2Q05RBrd1ER30+PdTfnU7Tiy2vAZabzQfRlvpc8ibHJgMpKc2vAfpmxZQadpEprdg6JoFOdvorhsG2brgVU2AF1XUNWBD+OJhJX2tnJa24YT6/TQ7Mrk2aMWoJnMqMkIuc0rKGjaSF4gRL7qJjOjnO6iYlalFVBlT/0PfdFm8Ke5Uwd8nI9qSASVJUuWYDKZGDVqFIZh8MADD/D73/+e9evXM378eL75zW/y4osvcv/99+P1ern66qtRVZX333//sB/jSAWV1fWV1FS/S9r2l7FpURzjz8Q6/RIsqopFSXW973qnntYd3TS6VCq9KpsydXrM+weZeRIGp3jcfHlsAdPeuBbTlqd4J+cEvpb/A3wZVlAUzMkks7YHmFsNoWSMM3PqyIpXUDvhThIFawGIRNyMGHUlI4Z9Eas1m+ZgM49XP86jWx8hS40wzWkwx6XjNKXe+GNhyNh+JSVtR/Pvsve45PJvkGHPILiqmZ5na9jpbOZNvYqd2YW8MW4mhqJwcfgBTnb8p9/nI9jsYM+7+Rxz/veYdMIiAHRN5x+3v4C+040/bTsxZ0ufbWZ1dJF75oWM3XoDrq5KfMfcRLLwMiIPVoEB0bQGGqb9Ft0aojWQTs9rvyKpqrjObKV9zwfUVr+NI6qRpTkZH/wizdapWOIB5rQ/wtgTO0m2J2lP/JL2iofoLluGocPOl0pp8ZTw9PD1nOibw/VNF4NV5Q1fEn8iTKhgCzEtRFFREV/5ylcIh7dTteUGgpFqAMINXmrfymGE5TgmZx4DQE1U410z3LMwjahNJac+wtmRMMeX3Yxma0Tr8lL7zq9Ixu3Y0yyMX+yhu+E6rMX1JBNWNqw/hWjEi9PlICMznd0+A0+XhbmGl6UlOdw5xkNmUufaZ+8jfcoKskZ2o8WddG0+n5ZINu9McrEubTTRveMfsvwRpu00mFQXwxlP/fsm1Bj5rhBzTXk8U6Typ1FmonvDAQkdWyxKzGUHRcVkJLl49+PUJf6D4jVxSWYcqwnM0XQyXjuVSxnHGfFscnWVeIaF0rNLmfheO862CGuztnJ/8q8E7AatGamhv1lJBdU+geNGjKPIXUiBqwCnL4dbNutsLEm1wRWNYjZ0fI7UmBpvOMg5WyrJanHhJo8zvjUDVWnnr7//DY+edSURu4tiYzc/Nm9gkfsMgok4/3rlxdQ4iWiQV8peJ0+bT1Pul2jIST1GTsKPS++hzlba+xq0aHGK/G14gxE0XcGv2kmazTi1OLpVpcvlpce1f/Di3PYEX9sZ5x1fmP9YdWaWZ3DBzCICluX8dfmdHLX9LIZ1TwAgv2Ul073rKDxrBl2VxTyZPpIHhptodFj6/T8y6QnMehJTUscTCVMY6KK0q41RnY187dob0N99n+Yf/xh0Hc/JJ2O9+Xt8991vYYtWM9qmM9WaRDnY7g0DT1DDaBzGhuprSMbSsTvaGJ7xMFOM5SzJW8yPR11DQrXiMXykB6HBkzpwj2oJ8PvH/oJ3+5YDdtuROZ5tFV8ibktPPZ/p75M56yUy0tv63K++p5jndp9Pjj6Cxe2tjIh7yLbm0mFV+MUEO8tzUmF5ekeCUVGoz7Kx3mEQ2VsFSgv4mb1uGROq12NW0sE1H5uprHf/Gd73yD7xIUyqzqaQiaV7ysgPlJEbzcWqpyo3DsPKJL0Ma/p2AjnP4SlOVa2j3Vbq3ymgPnsq74+ewu60fBJmFyY9QoYSIMfsw0MAxVAwwqUkY/kELCpR1UBJRDGSEYxkBNCJW+1EbQ6iVhuGouKJhUmLBUiP+cn0+8js6iG7rZvCYIIicxFFzmGk2/LQ0DBjQtOTNEaq6Rr3FM6K1Ie7HtK5l6+zVpkFwBzjPS5N3EO8Jw2PqwurMzV2S4s7MBLpqOYEiimCYgr3jgEDiHUMp6OphKZoJ9ZoAjc6rvwwGcWd2Jz7P+y+EV/E/davYigqpZ0tnLJ1C+P8VooTadgwo+XVEBnxHsns1Ie+Osp5idP5cmAn55z5l35f2x/HkAgqB5OZmcnvf/97zjvvPHJycnj00Uc577zzANi2bRtjx45lxYoVzJ49+7D2d8QG0z59BWx5OvX91Ivg9L/C3hK0HtNounsz7AkAEDBAGZWOe4SXN5P3ssyksso4hi51/3ofKmDVokRN+8cvpPWEOPODOoZ1FeAIt1Gx63GKjruS5ql3Es7cimEoNNRPoCzvUo4/5ewDmljva+CrL91Ic3wjVsXgGKfCwvQIjr3p2tkxHr3mHBxfOp1pw7Jou2MD8YYAHss/2Zizg+Y8B+9mz+Jp9ULsRpjfG9/B1ppHKB7gbU8bubY0zi2bRVfnUnQ9jp5QaHi7hJmX3UVDeh5Pv11NR5eBPZZkRnIDxetWsGP4CFRd5+iCAuZ/85uozRvg7gVgssEN28CZSeDdRtreeZeG6b9Fswawm8fyH20EriUzyQoXsqp0CeuL3gBgQckCrhv5A1757XZ03WDK7ofJrF2BbUwFZTddTPszOolkLjVjfope2ogWNxGo/jWrJ6zl7LdnUBzPY2tSY3tQp6gig7lfKube++4hFgtxzDFBUF7CMJIoIUhbloPxrVvZ8diLNFdWMto7k6mZx9NjUfjSUQ7aXCa8UZ1/jCrh2OIMelZVsTl0GUm7D2frNJorT6VabSareAMjRq7BMBS2bD6Bnp6Cfl9mmqLy+MwTCDhczKytZOaeKqZMfRmXy8f2yHj+ZL0enzkdAJOeRPvQ7CaTpjG5qZtpW2GkTyW91MZfxtip8qbKzvltezhm/XLKfJ0oXY0EnR5Wf+Fk1tonoxg6Z8Ru4wu21EDels5hzN10DZZEBttbN7HVNha728JJN07nwdpWXm3sImSGsl1bOP2tV5hduQElPwtbeQeOkjjP6MdRVXIB3z9lPG6Xi99u3MGD2FB1nTk7KxnftAsVg460HJaOmUG3w0Z6UONrqyNcfOVkcko9RDSdY95YyR6rk9JgIz91/QAnUaZPfwIjUsC93/8OgbIxYDIzYoSLLyqrad9ZzZ9GX86TebN7gxzAOGMzx/AWs1iJnSixRBY94bl01R1LvCUbI6aTNKJE7c20ZgXZUlLGjrxijL3rrJg6IqiNEdS2CIoGp2ekMaFdIxnS0ZQkLZkvctHzy1CSSbaedAq3z15ATUFqcLXTCDGL5YyjkiK9kQylC7sSxkICdV/3jAHRzjLaW4poDuUTi7kwR32YFmdStrWd0Q+tJDTNTnhmBHNRFx8eQ6no4MKL1VmIpqqEoy0k9M7e2/WkBWpHMq99JY69VasV5nFsmJnF3ZZv0KQU792PwYLNEU5YW8v4bQ9jCTexceaJlJ17JmOHD6dy2R6qt3SBEcdqCtBU8jpL8yvRkzZODUwiP6OVzPQW3N623gHu7j1zKdh6ee/gZ1+8g9ZoA0+Vu3lu2pTUYNoPyfN1MHXdO4zbsREMHc0zCY86H0Uxodp18sdAYc19hI5fiWEHV08RWtFlbLfrdDTXktUSobzbSW67GXd8IiZzLoahoYU/oK10Hf7xG1DsqYGqwWYHkU47impgtmt4CiOY7KkqhattCrnVX8IIeqgPVdEQ2kZHZA+2RAKXmsCd5cQ1Zia2rAI6zSE2h2uoa29hdHs6VlM2Yfd/DaI2FBRDxVCM3okBigEObDgMKw7DijerFnt6HegqxL28mjmBZ7KPRVdMFBv1XMPvKaSJQCyXLR0Xss00g21eO+02haQCRRGdo7pinNHSTYXPhqrZiOsGLUmDRIaNEeNcBGtqiTcHUAs6CBev5v08jVvV72EoJo4zlnJm28s07RlLMmkhO2sPxQW7sDi7976QVOyBMgxFJ+5qJFr/JU654mf9vpd9HEMuqGiaxlNPPcWll17K+vXraWlp4YQTTqC7u7vPsullZWVce+21XHfddYe13yMWVOreh3duhRlfgTGng6oSj8fZuXUHDS9VYQtAgZZJR7qHad+Zgt2VSvXJZIBVq08jHG2ipvMiVsdP4f0cM35L6p3GoiUY3b6bmd2dlIQsJOozMXQTo7b+gTF582k7dw2RzG0kkya2bp1PsCOPH9188wFroMSSGtc/uZEXNzVhTttEevHLxIwenKrB6ekqsx0h9q1tFQjnMazgaJKVHSTtXUQyNqObUu3RUfmpfit1pnKO7uzk+DdS11eXvc+bBU/xk9k/5oyyY3h4yz94MZDDDiroVA6+OFdJSyPfef0hzvEuxfXtp2D4fHjjZnjvdhh3FnzhAQCCwe2sW/tlEloXbsc4ps14BIsljVdfXUnNs2HijhDd56zhtJGnMqtgFm/cV0X1qhZKx2ex6Ix06r58EVpHB95zzsGz6Ov4Xt5NW7yWhmm34i6MkAhnkN1yK/k1FqKGzhs+jdBIK65zR1EVjbK9vYlQrB63KUA+zVTs3smch7fyx4UhdhYqqDqcunkYWY0GRdkz+NfC09mSbqIgmuDZzf8iI+QgmFiMoTvp8lbRNvMPKKpOe1sZ0Zib4uIqFMWgccspdG1fyFF5KxijPUJHooQm/VKCqosuxccerZmYRaUmr4Q3xs3Ekkxw8QevMdy0He/krfzM+hu6lGwKjEYuanuXvC3l7LD3UJWTx9aCYXR40g/6d7AmNWZXbWFK1duY4hFMkSAqMPnoWcyL3sOlU77JW+ZFuA0/v+M6RuWdTsXoGwk8Wkl0awh/UuOtoE7aJSP4teaj+yCL2E2prWburs3o5gOnvTZk5PLipLkALKz6gJHtjZgSLhzhQooSeYzMtPGtWS4aXCplJjMvzR5DltXMj7fv4Z7GDlzRMN//zxImnLCLaOYabMki0lZcRbDdR5dXZY0lNYboqBywjXoKwxwlhpWd2gTM4UKKQwECejOqOYbHEcbu6gJ1/yjKQONkOirPINazr/KiUZDRxhpvB++XDWN7XklvYLFqBsPrY8ysi1PWlsSZbWVZxf2sZyvjuybitx/DhtGpmRBOI8g5PMm0nk1Y6ycyof1YnMkcFEUhafMRTdtF1LuLUPYWYmm7+zxnfn8Wfl8eWjxJWnqE9IxGlA8N5ox0DoO2AhK20ax3LKSxJ05m5WbGNLbiNmcQKCggt3w77mHvYWSkPgkrMQvOdQWkWWYQnFZJQK3GShHNwe/T5I8wbMVm2sNTidtSlZWYoRE1OrElmlCTzRjJRgzd36edmslCsHw8qsWMyezijMxpmBrbiY5+A1/xW6AYWDpHEFx1EfbRExhxdBn55U5qtq/jX28+SW0yn7gtnXRfJ4WtDeS3N6KZDLYXB6gc7ueUyefw1fJvYo7ZyCpyE4nuYO3aL5LU/Ni2KmTeaUZJKig2G0as72BiVDP2qZdgKUl9yI3vfIPIzqcJXmInONHXp/qwjyWUR271hSi+EYSLYmh6E7FHH8HuD+BO91J0agHu6FIwNDBZYc5VcMx3weYmEA9Q3VWNsWYTxp8eY4/HTdPw4XR4Pv704ua0TN4cNxu/zYpq6OTHY7RY7YccvHxcWOG6LRGKuxP93meXCy6f7SJkVlmQ3MBXTL/aH5w/JJm04OuchC8wg8ZAKy7dRnoyk5wJszjr9GM/9u92MEMmqGzevJk5c+YQjUZxu908+uijnHLKKTz66KNcfvnlvdNI95k1axYLFizgd7/73UH3F4vF+mzj9/spKSk5YtOTAeLxOCtXruT999/v89gqKgtPPJE5c2f3GUTZ3b2Kdeu/BED9BzdyXNdoOh3wlnkrfq0Vk9H3jT+9KJc3og/z08wiggXrMOImNmxZRNCfwbJwGYsWzOFHp4ztfYxANME3Hl7L+zWdWEwKfzh/MqdOyqOqswrd0BmbNRb93V+yrfEduvNaMdQD+zaTZLG0bhJdxgl86/wzOGXtDhTgzyEX7S+kBknuzFxP1ZT3KBx7Gy917H/DUgydHF8X+V1uypo2E7bGWDVxGsG9Zf2r6h/lRwUW/LPOwvfqFWjhdsxjz8VadjzRaCO76/+FpgXxuMczdeqDWCzpqTYlNB780XIigQQnf30CI6bmEuiK8vBPVqDrBuf9cAZ5w9IIrV5N/WWXg65T/I8H8L0cQzd0aiI/wnxiNwlXDLO/hLIPfsTDaS6eHqnQknnoBaLsiToyEjuIBFZjTviYUDuKyrGn0Z5dQFpc5++rfeSHYyTQ6FFC1Jl206AGyc7bxeiKFb2fKgHSG47Hs+MSzNYlhLuepTY8hzFpF+Iwu4kkA7zT+hQ98XbSbRFGZvj4+fE/ZGvaSK7Y8zQ/qf0H58y+l/WWEorVbs7sqeSdyi7+EjwKj+6kcXQYbUwab9Q38prqoC4zj6TJjFlLMrJtD7Nqt+JM7H+dKrqCNZLBaMsuduc+y9NZXnoKfkGXaRjHp2k8Mm0aiqKghRLs+dUKTIbCI44Qf5mXg6aaGBnQOHtnB13s4IOsfDYXj8BQFCbs2cm8nZuxxmJY43FMZo2A4uKRY07G5/QwpX47V+5+kYmnXkVLjZf6LV0EuqPkui2UuFS+Pt1Os0NlckLlFIudW0iVuP+0Nsy8Dg3NHKJu7o9J2ntI372QvOqLAHjPuolkxRIKCnYAYPENQ2s7E0t0NrvrW9jp2oiuatjjXkYHJjLcoWPLr8Jf+B7B3PW9z0uacxEu9VKU1VY8e4JEDY2XE03szuygqjiP7XklBO37XzeWqIYB2JxmQh+aRWEyksxnKedoT9Kycwz/aTuOGSN2k/biBsyaglmx0p1ronu4h7mhqcwOTEK3dRPMXc+ewmVY0poOOoQl0pNPvGY44Z3T8CmTD7jdpUK6SSHLrFBoUbGpCgYG4azNtI/69wFhyIgrmO7JwVmbxByLErJZ8Lu9tI+aTU8kiJ5sAiOGgkKmrRC32Yvd5EZVzSiKBU1Vqc4IE7BouHUbZ8VnYSf1AU0zkrRkLCc04zEMNYLTOZKpU+7Dbu87Ruituje584VbKIx2MzovgtmdpMek4zPnc9aknzCj+KTe+/p8G9i46UoSiS7S0qYybPup+B9+mviuXXtf2AqW4mJsFaOxj67AnJ+H4nCRaHIQq01VdPRgM/EdbxA3N6Edn4temIERUDAlnFhDhWRkzSZt/jCsZW46//lPOv76NzAMHDOmU/znP2POyoKOHfDKD6EmVeXFUwAzroCyOZA/EXSN+KYV1H//VyTaesAB3lkxLHk6qslN1JhOZHsU37YaojYbUbudqMNBzJtDzJtDxGYj7rBic7oIWsIEbRb+M2I6tWn7PxCOCrYyr3sdU9wRPJNPxGpPI2Iq5NkWH692B9EAmwI/SOqc8mYN/mAaUZODkG5gSbZQ8oUxfFGF2gQc5TB4cmwBgWgrO7bfSTiemrWqRSvo6hzOzoZ0EnvXAcsuyGaZaxk7tB2cMfwMfn3Mrw98oX4CQyaoxONx6uvr8fl8PP300/zrX//i7bffZsOGDR8rqPz85z/n5ptvPuD6Tzuo6LpOT08PW7duZfny5YRCqWm5bt1Olu6hWQkTN6WuO+6441iwYEHvtoZh8MI7V+HUXqWjJ5Pgc5NwFs+g2tqKYijkBs34fTUkPG6S3izAYOaEbdgz14CusmX9sXSHSrDH49ylHw3AF2eWcPOZ4+kKxbnywTVsafTjspr4x8UzmDcq+4D2E+khefsJNIZ/RTi7ipi7EUU3YQrswm0exr9q8vm3bTg/Om86F88Zxle31PJCu4/F2V5+ELLz5kPbSOgGDyyw0JjjwaLAuXYXZe1/YJTrPbQmldCjFUyprSLzwi9iv/rb/LEzzD/2pNbWOCb5Pl8x/RUrB0/46d6ZTJp0V29I2efdJzax4Y2dFFcUcfZ3Z/HekzvYuKyBoop0zrpu/wJdzT/7OT1PPEFk/FgspReSYcvHnv48Lu5h5ZRiKq3DeFT7BrvMqVlLipFklLGNScomsulANReydVsx7Y4cfFY7Dbn9L7jliEU5ectK8oI9B7293KhnhG8HlDaDFVw7R5KT9iOI7V2bJenDZU59au3U2njc+jhNBRHsRSW8XTmMo8NRzppl50pvauyPQzGIGArpZhM/9GTwi+dexDns78wMjeEXDVehoJBx/mhc0/PoeqGGhuU7aXLESXe+hh6oJOQsJTj8FILhKLWNtRixfd0NKj41wRulz3HuxO9yT3AKCcPg9ooSvlSYha89zPu/Xo0tx8IVs5xEzQon1vs4d0cDG801GKRWPQ5PnsH9aakD0F25Lqbe+ivCq1YD8PSCk7njC5eSFe5i5dov47nocSLF8whEE2S6rJj3ruWR7Imy9tlqLirSCVj2H6W/VBfn+uoYYTVMi6+GSM4WzMe+BoB/93iaw7MoKXsNp7MRw4Bo6CROOvlPWK02mpqaeOCBB4jFYnjtOYzJPJq0LDf5wzyk90SJvFFPzNFEz9RX6HG90/uY1mAh1lABtqIcooaHrroSana46DI10Jyezo78MurySwh/aJKtgkGW0cJRrGIRL2H2qXywfS5vOtoIezdjoOMOmxhT78VSmIFSkYvb6sFpcdLToDJ123BOiqYG6ycdPrpK1rNbW03IESMczqSrq4hg2EWVVkgopHJaw3aK43b03CnkuK3kW6w4zX1XxVWcJpyTcklkm6hr2kVjz7NYC5djd/qIRNxsrz4avz813VpJJjAFfVgC3ZhCfhTDwKLaGJ85j3LPBKz0PZdXu+LnTcsW/GoEm2HhjPgMPLqNTqOFWG6C0sUzKBw/lmCwmg0bv0Is1oLVmsvkSf8gLW1S736CwWq21/yO7q63D/KfpJCZOY/s7BOIRHazZ89DGEYSj2ciU6c8gMWS+h/SenrQ/H7MeXmotoOfSy2ypYPuZ3aghw/8kGYYOqqtG/tIBVt5JprfT8/jTxD+4AMA0r/wBfJ/8mOUD69UaxhQ/XIqsPTsPmCfAMmISv3bWcR6UiFJsZgxklpq272cM2fiOXkRrV64651bGV+T4KgaBWs89eG1zQsbFpZxwfX/JObMo76rh7yabWQ891eiG9eSjKpoCQu64kSPJDASSerzCvnrFy5lzbjU83zK+8v49hMP0DrhXHZ6j0ZXFJ46zsz2vDQKI23c9v4zdPkn0ZIYDaigJlPrBBip6qiuJIi4Gom49mAoemp9oeEGN5x/Ax77p7sY3ZAJKv9t4cKFjBgxggsuuOBjdf18VhWVJUuWsHbt2t6fvVY3U4NlDNPyWBnUGHPOCMKOPbz2WupN9Mtf/jKjRo1iW4ufW17axtraXfxu7s3YbXEaPiihLjIfgBPiExmm5bAhHMKvLqE+GqJgbjclJZUYBnRsnc22jlGo0Qinx6Ns/+L1/PDZLRgGZLmsZLfVs2j7u4z3NVCS4SB90gTSTlmM69hjD1zeuvJZ2h/aQYw5ABiJCMFXvgdaqs82ZLaTf/W3KLryK+yIJpi/ehs68NL0UeS3xvn20irer3BhTRh86Z0AJR1JLK52yk+6CdWSZPeyAuZOvIoxF1zY+5D3Vi3lpy1eNMXMaKOaX7f/glyrleTo44nF2mlTcml3noDmmk66xUKO1Uy+1UTnynfZ9PISOhsbMBQFk64yYspsWveMR086OP3bkykdv3+qYbKzk52LTmZDuoO0ESczMeMY7CNsWNvO57sj/sx/8oYB4DDCnBx7mRNsL5FBD1pIYc/OfGyvdWFzjGXLxImku12c/62reasnzOudPqpDUTriScyRAIXtrUyr344rHgXDIKEmsFitZKZnMmbkGKa6O8l56/vowQANawqJKoV0XHQyq5vfY/ruExnu3v8m/ZZrNX8tepywqe/qxsnAWGa6ryLzqHIeb0lNQU8zq/xpeBE33rOKRN7tmOytLBq2iJ/Gv01gaT2YFewj0olWp/qTMy8cg7M8Cf84FkJtMOFcOPce9A/+xUtv3Mnq+CJU9g5sdWRw9Xe+xj1tfn61qxmHqvLajNFsf2A7ldWdPLrIS4tDZWZHgrM2r6ZBTYXPCRMmcMIJJ5CRkcEvdzZxR30b+VYLb8+qQHnqn7Q+9zdOu/wufPY0fr/9DzgCadxruZBtLX50A9w2M6dOLOC6E0eT77VjGAYbqtv5ZmMLuxWds3Urv8vJpj3NwkUPreDomqfJj7WRM6mTojl9B28qipdNG2cQCJRwxhlnoCgKL730EtFolNLSUi666KIDlkSPVHXS+eg2SOpoozvpHr+EzsC7fbqF9jGZ3LjdM6mvD+HzhdEUFX/WcFpiJixGB3PSV+FQo2iaid27J/OO38qmjC3oe7trjso/ivNGn8f8kvnYzQeewPOB5XU8/J+tXIWdGR86N2yb3s1KUxVt1igfXnzEpljIwI07acNuWLAZFqyGCS0RJpDsoU1vI6BGUTOyifZZM8PArGg4NQ9mQ8GX7EazWHrH2wGYFIUSVzYVwWIKo+mYUFGdZtQCB+3mADuC9WzprEHHwGN1cdbEEykcUYJtRDqq7cDpxNFoExs2foVQaAeKYmF4+TV4PBNoaXmOltbnSZ3awUR+/tmke2cQjbXQ3fU+Pb4PDthXTs7JjBv7O8xm9wG3HYoeThBc1Ux0ew9aT4hkWwOx6vdJ7lmFET1wnR3F4aDg5z/De+aZ/e80EU2NXax+GZrWgz+1PAKeAsgoR8+aQMc66H7lHXRfqgptGz2atNNPw3vqqVgK91eY3mt8j2uWXYM5HOOkdQanfqDjDe9ti9WKYjajh8OH9bsawBMnnsbdZ12IrqpM6aji3u0/pSs6kmtH/ZQtJW4sCYPLl/rJ8+1/vWead5NrqSHN3IEps4iYtYAuv4vGjiyihk4wbSdxe2rq/+icDL501TWH1Z7DNWSDyvHHH09paSl//vOfycnJ4bHHHuPcc88FoLq6mjFjxgyJwbQPP/86NRtWgMNLgVrC4o4sVFQ+CCWpBZaPsaIpUODfRm60gajq4G3TVJoDCTAM5vrXcGLOG5TOb0bTzKxbexpjxx7L3NgYYuvaAB2v436Wj+nBnLMJgJods2hurgBdJ2/bRo7btJ28H/yAjXMWc+Pjazl1zRLOrXn7oP2KjqlTyf/5z7FXpKYhGoZBcOlSWv9wD/Yp3wKgrv4tRs9OZ1VlA/a1KykOpg5ArrlzKP7rX7m2voMnW7o5NsPNNWV5nLdhJwZw2qo2ptaZcXgsZHduICftbsJnhEiEzNQ8P57ZZ13MuGMWkKCWdesvYpM+ir8Y3yWkusmOdzHfHGJPxhgqgxECWv8n7fswczJBTkczpc17OCoxjB9+7+QDxum0/OMfPP7683gceSwq+grL8yzcMlGhee8Zq08Mv845jkdJww8JcL2l4nnZhBpNHQHiNguvfuECwokEp5xyCrNmpUbdG8kET//tJip7bKhozB2Vw7bVm4i2tNDhjfHK7FY0k4GqqFhUC7qhYWhJknsPLPmdNk5cnYfJUOjKVYlPLsRbmk9x4TAqMitIt6UTiAd4Z887PLLtUZJ6Ai1cyp0n3sU6s4W4bnBubjo/engDG0KPY8teRoYtg+fOeo4MawadD1T2BhSAtIWlpC3cO0Ni9wp44DTQk+DKTYUWwJh0IS9Ez2Vt9QpQdDzOdL7ytcv4Wl0H73YHGYaJ45Z28+YkB/U5ForCSc5b+w4x3Y+qqJxy6ilMnz69z1Ltx39Qza5IjEsLs/hdRQnff+91HkzkMDpUyzWr/8V349/oPcmkouz/YJnpsvLHC6Zw3Oic3teqAaiKQjCW5PS/vkdtR4ixOQ6uzW8k3WmjfE4erR1PE4u14PFMpKz0Gzz//Jts3bq1z2uiuLiYiy++GFs/n7RjtT46HqjCiKY+aWvmELGRu3As8KATIRZrpb1jKdG9a8QMpLs7n807jubtpJP2jG1MLHYzr3QKpw0/jWHeYYfc/vHV9fz0uS1M01XOwcpUzDj3nYaAOHWmdvaonTSqXSQGOJXBwajRMKaQH3PIT0bCxnF55+Eyp6HZdGznFhJ2qVRv307l5i0Ew/sXcbRhoTC/gJAepaOjo89ZzseNG8dpp52G03nobtRkMkDV1h/S3v7KAbfl5JzMiOE34HL1Xf4hEqmnueU5/L71mC1e8vPOJCtr/qd61vREUxOhVauJbNpIor6BZGcnqt2OY/IkMr78ZaylpYfeyYfFgqllJ6x9nxMjkSDR2orqdGLO7H/Bt3p/Pc/WPItVtbKoYAHpb6yl6557STQ19d7HUlSEY/o0HFOmYMnNxtSxDrXxPUyRBkx6J4oeTo2hAd7MmMk3x/0Mn8WDaugopAbsm3SDc98PMqYlSdHodIZPyqQ8txF3+1uwdQm0VfVpV9KwsDs2nU3hk9ml5hP07GJ2ZhGLrrvsoz0/hzAkgsqNN97I4sWLKS0tJRAI8Oijj/K73/2OV199lRNPPJFvfvObvPTSS9x///2kpaXx7W9/G4Dly5cf9mMcqaByy4tb+Oe7dSzEws9IvQiXR5O0Rw3etidYvXe0uBmNs22bcSkJ3k8Mo87I4QvKFjJr3gUMJl0WRrXVEw5nMO/oZ0j3ltDx3DpampfQXfo6CVdqSq+2fTHLW7JBS+JoruP0CVNR7voXKAppp59GpGobiZpUn7xn0aJU6lcVQsuX0/PU0xiRCJjNZF12Kc6ZM+l66GFC770HgH3W+TyUNZ57bW7uv3wmNz6zmZaeMA8WtJLz4J0Y4TDO2bPhb3cwb80OEh96SeQlNqA338YPpv2A4x/egu/55wk5DRp/o+C2xmlZl0XLB7nYM+OMPrMB1RrHGc4hszLEVyb8mp3Ovv/4VkVhjMtOgd1CZzhCXWsbPruLhGXgUwVMtFv42ZhS5mXsLz1WvfUGL9/5JxTMVJ55Iy8WpA5OxWGdHy39gDEv/xH1hJF4LjiTzGHzCe9upPr1p7Bs2E5aZj6l136XzbEYL730Eh6Ph+985ztYkkE2PPBDnmspQEXjormlDD/pSnpamnnkx9cTDQYIjnLx2rg9+BP+A9qZFlY57f0CrAkzaSPSOfNHt5Hr7n9doMqOSi5+8QoShLAmR/LmRQ/jsTq5eUkVD657H+ewO1AUnduOu42ThqX67/VoEv8b9SSagjin5uKckdf3zXzfuj0AKHDCTTDvOlAUXn/iA1ZseR3dFMfpcLPowgv5Qk0Hvg+Nr3FgcM76d/D4u3HbXFzw5S9SUlpyQNvf6w5w3oadANwwLI/b6loBeLrMTJa9hHUNPWS5rEwpySDHY2NNXRe/eKGKyiY/igI3nzGeS+YM692fYRhc8/gG/rOxiQKvnSXfnke2++CBAyCZTPLaa69RVVWFxWJh4sSJHH300f2GlH0SLSE67tuC5otjKXSRffmEPielNAwdn28dgcAWotEmDHRisSR7Gpppa+skFjPR4SvlA99INicLGF2Qwe/OncTE4o++TkddR4jHPqin1RelLN3BGbleel55m2RzGKvTSdns6ahZdmrbt7Ny2Yv4jRAFEybiLSohHA4TiaRWsk5PT8duUgk11pPsaMGsgM3pJqu4hIJRYygsqqDnoe0kOyIodjPOqTnowQShynZajR5qLe3U2ToIJ/qujO1wOBg9ejQTJ05kxIgRHyk0GIZBU9MT7Gl8mGTST0b6URQXX9ynK0gcyNA0Env2YGg6lrxcVNdhnPhS11IngNTi1EaTfH1HO5uCqb/leLed34wqZoJiwWo3YzlIFYz27VD7NgSaQTWDxQnOLHBk0NkBG9YZzFpcjmf0hE/1dx0SQeWKK65g6dKlNDc34/V6mTRpEj/4wQ848cQTgf0Lvj322GN9FnzLzz/8s6YeqaCy/M1aYuvaGNkeRwFqCx1sqvKDCgUXj8DhtmJSFUyqQmP1RnZtWI4rLYOpWS42vvQcAPMv+Spbu/eQlX0nVmsUiyUDl3MkPv8GDCM1dkNNOMjbeglGvY2XOt7DhMGxX/gy0089i9ZbbqH7wYd622RKT6fg17/Cc8IJfdqaaG2l5Ze/JPjG0j7XKxYLmZdfTvZV3+IXr9Zw//K63tvS7GY++MlC9KpK6i+7HD0cJvvbV3P3yWfzl/rUp/A56S5Ot67hj2t+w9fWZ7HwlVY0BX77BZWvXHAFRssdYKhEWguwZjRjsumE2+3U/KeMLFOY4wt3sqF0BrsW/Zl8l5sJbgejnHYsqkJb3S7+/ZubCPt68OTkcfIPfkZ6QREKqYr3us1tvFnTyrvRXWzLKya5N8icmuPlFyOLKLJbef623/ByWzfLjj4Nv8eLYhhcuDvBt3bE0N64GVdmPYX//gDV1f8BJJlM8pe//AW/38/iCjuTGh7kr+HTCONk4aQi5p1zZe9967ds5Olf/xRD1znmy5dTvvBYEnoCVVFRUDAlkrz28x/S3NxNTmE+F/72b1hsB5b9D3itNWzg629cCWqUfMsUTsz6AX9/cyfO8r9hsrdwYtmJ3D7/9kPup4+WzanqyvD5kDO692rDMHjxnjWsr3sTzRxG0U1EKeXtsSPZneskOxlldtUaCnydDBs2jPPOOw+3u/+y+3Xb6nmsef+KyfuqK/2JJjRuXlLFY6tT54D6yalj+eoxqU/Wj62u58ZnNmNSFZ78+myml/X/SfSTMjQDLRDHlGZF+QjnT9F1nVgshs1mo74rgmYYDM92faqf+sN+H/dd9w2iwQBHX3AxFXPm8dhPv0ck4GfM0cdxyre/+7EeTwvE6XigksSevqeGsI/PIv304ahpVurr6+nq6sLlcpGfn09aWtqn+ruJz4ZhGNRH46iKQrHNMmT/hkMiqHwWjlRQ6X6uhtDK1NlSXbMLqLWbWfHcLkrHZ3L6t6f0uW8sFuO2224jHo/j2L0NczjIgsu+TsGUGfzjH//A6fQz9+h1xGL7y8ku12gK2txkrEli0f3Y1TXEz74fdeziPge3wNKlBN97D0tBIennn4c5I4P++F9/nc67/4XW3Y1z1kyyv/Y1rGWpLoHdnSFO/OM7xPdONb1wVim3nDMRAN+SJTR97/soVivlL77IRk86AU3nuAwPgXgP3/31cXz3qVSwunuRSsPCcTxx6hNs3fY9Wlqe6318qzKS6M6FbH13FYloFBWdubOHM+uav6B8qNumbuM6lvzxFuKRCDmlwzjnR7/AnXHwg1Kgs4M7fvI93h47i40TZqMrSmpZcbeduvrddGSkBgeWtDTxs606U+JeYlXP4ba/TO6YRpSz/gbTLj74E6YlYPurfPDmC7zYlo+HICPYzQbGk53u5htXX4v5v6bfrn/1BZbdexcoCmf/4CaGT50JpN4Y3rj7DjYtfQWby8VFv/kT6fn9r5/y3/6+4g3+vu37KGqCZLACDAWzZxvptnSeO/M5shxZh97JYdI0nTcf3cLKrW+QtO6vChmkQqLFYmHBggUcddRRmPo5Sdw+3YkkCz+opjGWYG66m0cnDcduGvh09YZh8PtXq/n7W6lqzC/OHE9FnodL7l1NLKnzw8Vj+MZxhz530/9nW958nVfv+nOf63LLR/DFX9za5yzZH5WhG0Q2dxCv96PYzTjGZmIt/t85W68YWiSofELxhgChNS04p+ZiG+bl37euoWWXn+MuHM2E44r73FfXNO76w620RWKYezo4bfFipiw6lWeeeYZNmzYxYcIEzjnnTLq63iWR6MbjmYjbPTp1oHzqMqh7F0acAOf+C9RPdq6Lgdz9zi5+/dJWxhWkce9lM3tPnmcYBvWXf4XwypWknXE6Rbfe2rtNorGRLacvxh5O8PJ0hftOMvHnBX/m+NLjMQydpuanCAQqSfNMIj//TFTVQtjv443bfsSObanR8SXjJjLzjHNxetOp3bCW5U89gqHrlIybyJnf+wk258ClzU1LX+H1f/4Nf1E5G790NSsD+8vTZi3JFU4T5/3oBiw9ESzlk8i99st4zOvh9ZtS0we//m7fJczDXfD+n2HDIxBqJ4mJv3AZfva/fi699FLKy8sPaMuHA4nV4eTCX/6ezMJi3n7oHta9nFrZ9+wf/Izh02Z+5L/PTa89zTNNv0LZOx5BVVT+OP+PHF96/Efe1+HwdYSp3radPW21tLe3YbFYKC0tZcaMGX0GuB9KTNfpTmjkWc2H/cnNMAxue207f3uzps/1x4/J5V+XzDjkWWn/vzMMg+VPPszKZ54AoLBiHKdd+308mQeZ4SfE55QElU9RPJLkn9e9hR7bRnZRPd3NDVhsdorGjKNk/ER2rFpOzfbtRIaNwWxS+f4PfgjA73//exKJBFdccQUlJf2Xwz9LDV1hCrz23mmi+0QqK6k79zxQVYa/sATb8OEY8Th1F19MdOMmagrgpxebmFI4g/sW3XfIA5JhGGx583WW3XsXyUT8gNvHzpvPSd+4BrOl/+XG99F1jQe+ezVdjQ3MPucC8k8/nwefepKWqs2cOmkCZ3z5UvRYjERjE9ayUhSTKRVGbh8LyShc/kpqzQOANffBGz+DfaP+Xbkw+Yvsyl7Ioy+9SzKZ5JhjjuGE/+pe+zAtmeDpX/2UPVu3YDKbsbs9hHpSg1tPuOJbTDnplEP+Tv1Z1biR+6r+QVyPctHYi45YSBkKDMPgT2/s4C/LdmAYcNqkAn5/3mQc1iMX1j9vgt1dxCMRMgoKh2z5XoiPS4LKp2jr8q28/LfbMLSWfu+jms1ok+cQDEc4++yzMZvNPPXUU3i9Xq699trPxZtMw1VXE1y6lLRTT6Xotj/Q+rtb6brvPtS0NJL33MJGcwsnDTuJbMfhf6rztbWw+rmnadi6hXg4hDc3n0kLT2bcscd/pOdkx+rl/Oe232Cx2fnSr2/jsZ9+l3gkwoW//D2Fo8cefKPnr4b1D8Gok+BLT8Jbv4W3f5u6LW8CzL8RRi8CUyostba20tnZydixYw/ZtrDfx39u+w2N2yoBsLvcLLzyKirmHHPYv5NI2dUexGJSKTmMRfmEEP9/SFD5FCQTCareWcqy+/6Floiimu3MPe8LDJ82k2gwwK71a2irrcHpzeCos79A5a463nzzTYYNG4bT6aSqqoq5c+dy0kknHfrBhoBoVRW155wLikLWFV+h81/3AFD8t7/iWbhwUNtmGAaP/eS7NNdU916XUVjM5bf9vc/4lz7aq+HOo0FPgCMTInsHfS74MRxzwyfuZjN0neaaauLRKEVjxn2isQNCCPG/5nCP3weeqEMA8O5jD7D2xefQEqlBpIq5iLlf+BZHnbl/KeuS8X2n2U1JS+ett96irq6u97oJEz7d6VxHkn3cODwnnkjg9dd7Q0rmpZcMekgBUBSFU77zPR7/2fcJdXehKConf/Oa/kMKQE4FzP8hLPvl/pBy8u9g9jc+nTapav/VHCGEEJ8KCSr9sLvcaIkETm86qNPQjEmUTRw24DZer5dx48ZRWZnqDsjIyKCg4PBnfgwF+b+4Gc3nI7xmDennnUfuDTcMdpN6peflc+kf7qB+80a8uXnkjxh16I2OuQEyy2H7qzD9Miibe8TbKYQQ4tMjXT/9CPV0E4+EcWXmcfc1qfOCXHHbMdhdAw/+7Ojo4KGHHsLn83HSSScxd+7n78BoGAZ6KIzJfRgLDQkhhBAfg3T9fEKu9Axc6Rl0NqYWR7I5zYcMKQDZ2dlcc801hEKhARfKGsoURZGQIoQQYkiQoHIIvvbUmh3eHMdhb6OqKh6PLKIkhBBCfFIDLyEpPlZQEUIIIcSnQ4LKIewLKmkSVIQQQojPnASVQ/C3hwGpqAghhBCDQYLKIUSCqXVUnF5ZzEsIIYT4rElQOYRoKBVU7M5Dz/gRQgghxKdLgsohxMJJIDU9WQghhBCfLQkqA9A0nURUAzisNVSEEEII8emSoDKAWCjZ+71VKipCCCHEZ06CygBi4dT4FKvDjKoqg9waIYQQ4n+PBJUB7BufYndJNUUIIYQYDBJUBrBvxo9NZvwIIYQQg0KCygBkxo8QQggxuCSoDKB3DRWZ8SOEEEIMCgkqA4jt6/qRoCKEEEIMCgkqA5CuHyGEEGJwSVAZgAQVIYQQYnBJUBlAMqEDYLaYBrklQgghxP8mCSoD0LVUUFFNstibEEIIMRgkqAxA1wwATGYJKkIIIcRgkKAygP0VFXmahBBCiMEgR+ABaMlURUW6foQQQojBIUFlAL1dP1JREUIIIQaFHIEH0Nv1I2NUhBBCiEEhQWUAmiZdP0IIIcRgkqAyAD2ZqqhI148QQggxOOQIPABdKipCCCHEoDqiQeWWW25h5syZeDwecnNzOeuss6iuru5zn2g0ylVXXUVWVhZut5tzzz2X1tbWI9msw6b1jlGRPCeEEEIMhiN6BH777be56qqrWLlyJa+//jqJRIKTTjqJUCjUe5/rrruOJUuW8NRTT/H222/T1NTEOeeccySbddikoiKEEEIMriN6tr1XXnmlz8/3338/ubm5rF27lmOPPRafz8c999zDo48+yvHHHw/Afffdx9ixY1m5ciWzZ88+ks07JD0p05OFEEKIwfSZHoF9Ph8AmZmZAKxdu5ZEIsHChQt77zNmzBhKS0tZsWLFQfcRi8Xw+/19LkeKnOtHCCGEGFyfWVDRdZ1rr72Wo48+mgkTJgDQ0tKC1WolPT29z33z8vJoaWk56H5uueUWvF5v76WkpOSItbl3erKsoyKEEEIMis8sqFx11VVs2bKFxx9//BPt58Ybb8Tn8/VeGhoaPqUWHkhWphVCCCEG1xEdo7LP1VdfzQsvvMA777xDcXFx7/X5+fnE43F6enr6VFVaW1vJz88/6L5sNhs2m+1INxlDNzB0qagIIYQQg+mIlgoMw+Dqq6/m2WefZdmyZZSXl/e5ffr06VgsFpYuXdp7XXV1NfX19cyZM+dINu2Q9lVTQM6eLIQQQgyWI1pRueqqq3j00Ud5/vnn8Xg8veNOvF4vDocDr9fLFVdcwfXXX09mZiZpaWl8+9vfZs6cOYM+42ffGioAJhlMK4QQQgyKIxpU7rzzTgDmz5/f5/r77ruPyy67DIA//vGPqKrKueeeSywWY9GiRfz9738/ks06LH0rKhJUhBBCiMFwRIOKYRiHvI/dbueOO+7gjjvuOJJN+ci0vef5QQFFlaAihBBCDAYZfNGPD8/4URQJKkIIIcRgkKDSD1nsTQghhBh8ElT6octib0IIIcSgk6DSDy2574SE8hQJIYQQg0WOwv3Y1/UjU5OFEEKIwSNBpR+9XT8SVIQQQohBI0GlH70VFbM8RUIIIcRgkaNwP/aPUZGKihBCCDFYJKj0Y3/XjzxFQgghxGCRo3A/9q1MKxUVIYQQYvBIUOlH78q0MkZFCCGEGDRyFO6HrEwrhBBCDD4JKv2QMSpCCCHE4JOjcD9kjIoQQggx+CSo9GP/GBUJKkIIIcRgkaDSD+n6EUIIIQafHIX7sa/rR871I4QQQgweCSr9kHP9CCGEEINPgko/tH3Tk2UdFSGEEGLQyFG4H1JREUIIIQafBJV+eLMdFI/JICPPOdhNEUIIIf5nmQe7AUPVuHmFjJtXONjNEEIIIf6nSUVFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQdUSDyjvvvMPpp59OYWEhiqLw3HPP9bndMAxuuukmCgoKcDgcLFy4kB07dhzJJgkhhBDic+SIBpVQKMTkyZO54447Dnr7rbfeyl/+8hfuuusuVq1ahcvlYtGiRUSj0SPZLCGEEEJ8TpiP5M4XL17M4sWLD3qbYRj86U9/4ic/+QlnnnkmAA8++CB5eXk899xzfPGLXzySTRNCCCHE58CgjVGpra2lpaWFhQsX9l7n9Xo56qijWLFiRb/bxWIx/H5/n4sQQggh/n8atKDS0tICQF5eXp/r8/Lyem87mFtuuQWv19t7KSkpOaLtFEIIIcTg+dzN+rnxxhvx+Xy9l4aGhsFukhBCCCGOkEELKvn5+QC0trb2ub61tbX3toOx2WykpaX1uQghhBDi/6dBCyrl5eXk5+ezdOnS3uv8fj+rVq1izpw5g9UsIYQQQgwhR3TWTzAYpKampvfn2tpaNmzYQGZmJqWlpVx77bX86le/YtSoUZSXl/PTn/6UwsJCzjrrrCPZLCGEEEJ8ThzRoLJmzRoWLFjQ+/P1118PwKWXXsr999/P97//fUKhEF/72tfo6elh3rx5vPLKK9jt9iPZLCGEEEJ8TiiGYRiD3YhPwu/34/V68fl8Ml5FCCGE+Jw43OP3527WjxBCCCH+d0hQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQJUFFCCGEEEOWBBUhhBBCDFkSVIQQQggxZElQEUIIIcSQNSSCyh133MGwYcOw2+0cddRRrF69erCbJIQQQoghYNCDyhNPPMH111/Pz372M9atW8fkyZNZtGgRbW1tg900IYQQQgyyQQ8qt99+O1deeSWXX34548aN46677sLpdHLvvfcOdtOEEEIIMcgGNajE43HWrl3LwoULe69TVZWFCxeyYsWKg24Ti8Xw+/19LkIIIYT4/2lQg0pHRweappGXl9fn+ry8PFpaWg66zS233ILX6+29lJSUfBZNFUIIIcQgGPSun4/qxhtvxOfz9V4aGhoGu0lCCCGEOELMg/ng2dnZmEwmWltb+1zf2tpKfn7+Qbex2WzYbLbPonlCCCGEGGSDWlGxWq1Mnz6dpUuX9l6n6zpLly5lzpw5g9gyIYQQQgwFg1pRAbj++uu59NJLmTFjBrNmzeJPf/oToVCIyy+/fLCbJoQQQohBNuhB5YILLqC9vZ2bbrqJlpYWpkyZwiuvvHLAAFshhBBC/O9RDMMwBrsRn4Tf78fr9eLz+UhLSxvs5gghhBDiMBzu8ftzN+tHCCGEEP87JKgIIYQQYsiSoCKEEEKIIUuCihBCCCGGLAkqQgghhBiyJKgIIYQQYsiSoCKEEEKIIUuCihBCCCGGLAkqQgghhBiyJKgIIYQQYsiSoCKEEEKIIUuCihBCCCGGLAkqQgghhBiyJKgIIYQQYsgyD3YDhqpIME4kkMDmNOPy2ga7OUIIIcT/JKmo9GP9a/U8dvMq1r9eP9hNEUIIIf5nSVDph2pSANCTxiC3RAghhPjfJUGlH6op9dTomj7ILRFCCCH+d0lQ6YfJnKqoaJpUVIQQQojBIkGlH6oqFRUhhBBisElQ6Ye6t6KiS0VFCCGEGDQSVPphksG0QgghxKCToNIPGUwrhBBCDD4JKv2Qrh8hhBBi8ElQ6ce+dVQ0qagIIYQQg0aCSj9MvV0/UlERQgghBosElX70VlRkMK0QQggxaCSo9EMG0wohhBCDT4JKP2QwrRBCCDH4JKj0o3cdFQkqQgghxKCRoNIP6foRQgghBp8ElX6oUlERQgghBp0ElX7sq6hoSamoCCGEEINFgko/TDKYVgghhBh0Ryyo/PrXv2bu3Lk4nU7S09MPep/6+npOPfVUnE4nubm5fO973yOZTB6pJn0k+1emlaAihBBCDBbzkdpxPB7n/PPPZ86cOdxzzz0H3K5pGqeeeir5+fksX76c5uZmLrnkEiwWC7/5zW+OVLMOmwymFUIIIQbfEauo3HzzzVx33XVMnDjxoLe/9tprVFVV8fDDDzNlyhQWL17ML3/5S+644w7i8fiRatZh+/BgWsOQqooQQggxGAZtjMqKFSuYOHEieXl5vdctWrQIv99PZWVlv9vFYjH8fn+fy5Gw71w/GGDoElSEEEKIwTBoQaWlpaVPSAF6f25pael3u1tuuQWv19t7KSkpOSLt27cyLciAWiGEEGKwfKSg8sMf/hBFUQa8bNu27Ui1FYAbb7wRn8/Xe2loaDgij7Ov6wckqAghhBCD5SMNpr3hhhu47LLLBrzP8OHDD2tf+fn5rF69us91ra2tvbf1x2azYbPZDusxPol9g2kBNBlQK4QQQgyKjxRUcnJyyMnJ+VQeeM6cOfz617+mra2N3NxcAF5//XXS0tIYN27cp/IYn4SqKigKGIZUVIQQQojBcsSmJ9fX19PV1UV9fT2aprFhwwYARo4cidvt5qSTTmLcuHFcfPHF3HrrrbS0tPCTn/yEq6666jOpmBwO1aSiJXVZnVYIIYQYJEcsqNx000088MADvT9PnToVgDfffJP58+djMpl44YUX+OY3v8mcOXNwuVxceuml/OIXvzhSTfrIVLOClpSKihBCCDFYjlhQuf/++7n//vsHvE9ZWRkvvfTSkWrCJyYnJhRCCCEGl5zrZwAmWZ1WCCGEGFQSVAYgFRUhhBBicElQGYAEFSGEEGJwSVAZgMmcenpk1o8QQggxOCSoDEAqKkIIIcTgkqAygH2r00pFRQghhBgcElQGIBUVIYQQYnBJUBmABBUhhBBicElQGcC+wbSyjooQQggxOCSoDEAqKkIIIcTgkqAyALV3ZVoJKkIIIcRgkKAyANPeiorM+hFCCCEGhwSVAUjXjxBCCDG4JKgMwGSRdVSEEEKIwSRBZQBmiwmAZFwb5JYIIYQQ/5skqAzAZE09PcmEVFSEEEKIwSBBZQDmvV0/ybgEFSGEEGIwSFAZQG/XT0K6foQQQojBIEFlAGarVFSEEEKIwSRBZQD7un40GaMihBBCDAoJKgMwSdePEEIIMagkqAxAun6EEEKIwSVBZQC9s36k60cIIYQYFBJUBrBv1o8mXT9CCCHEoJCgMgCTdP0IIYQQg0qCygCk60cIIYQYXBJUBiALvgkhhBCDS4LKAPbN+tGk60cIIYQYFBJUBmD6UNePYRiD3BohhBDif48ElQFYrKbe77WkVFWEEEKIz5oElQHsm/UDMvNHCCGEGAwSVAZgMqkoqgLI+X6EEEKIwSBB5RD2T1GWmT9CCCHEZ02CyiHI+X6EEEKIwXPEgkpdXR1XXHEF5eXlOBwORowYwc9+9jPi8Xif+23atIljjjkGu91OSUkJt95665Fq0sdikkXfhBBCiEFjPlI73rZtG7qu849//IORI0eyZcsWrrzySkKhEH/4wx8A8Pv9nHTSSSxcuJC77rqLzZs385WvfIX09HS+9rWvHammfSS9i77FpetHCCGE+KwdsaBy8sknc/LJJ/f+PHz4cKqrq7nzzjt7g8ojjzxCPB7n3nvvxWq1Mn78eDZs2MDtt98+dIKKVSoqQgghxGD5TMeo+Hw+MjMze39esWIFxx57LFartfe6RYsWUV1dTXd392fZtH7tG0wrq9MKIYQQn73PLKjU1NTw17/+la9//eu917W0tJCXl9fnfvt+bmlpOeh+YrEYfr+/z+VIsthSXT+JWPKIPo4QQgghDvSRg8oPf/hDFEUZ8LJt27Y+2zQ2NnLyySdz/vnnc+WVV36iBt9yyy14vd7eS0lJySfa36FY7anesXhUxqgIIYQQn7WPPEblhhtu4LLLLhvwPsOHD+/9vqmpiQULFjB37lz++c9/9rlffn4+ra2tfa7b93N+fv5B933jjTdy/fXX9/7s9/uPaFixOvYFFamoCCGEEJ+1jxxUcnJyyMnJOaz7NjY2smDBAqZPn859992HqvYt4MyZM4cf//jHJBIJLBYLAK+//joVFRVkZGQcdJ82mw2bzfZRm/2x9VZUIhJUhBBCiM/aERuj0tjYyPz58yktLeUPf/gD7e3ttLS09Bl78qUvfQmr1coVV1xBZWUlTzzxBH/+85/7VEwGm8WRGqMSj0jXjxBCCPFZO2LTk19//XVqamqoqamhuLi4z22GYQDg9Xp57bXXuOqqq5g+fTrZ2dncdNNNQ2ZqMnx4jIpUVIQQQojP2hELKpdddtkhx7IATJo0iXffffdINeMTszmk60cIIYQYLHKun0Ow2Pd2/cisHyGEEOIzJ0HlEGTWjxBCCDF4JKgcgsz6EUIIIQaPBJVDsMqsHyGEEGLQSFA5hA/P+tk3W0kIIYQQnw0JKoewb4yKrhloycM7MaFhGHR1dUmwEUIIIT6hIzY9+f8L696TEkKq+8dsMQ1wb0gkEjz++OPs3LmThQsXMm/evCPdRCGEEOL/LamoHIKiKvunKB/GgNrNmzezc+dOABoaGo5o24QQQoj/7ySo9CPs62HZff8gEvB/pNVpP3ySRb/ff8TadyQlWtsILFsmXVdCCCEGnQSVfrzzyH2sf2UJ9133DVS1HYBoKHHI7drb23u/9/l8R6x9R4phGOz59rfZ862r6Pzn3YPdnE+HrkHTepDgJYQQnzsSVPoxYcGJZBYWEwn48TX9B8PQiAY/WlAJh8PE4/Ej2cxPXWTdOqKbNgHQ/sc/kmhsHOQW9RWPhKnbuI7OPR+hW+35q+Gf8+HdPxyxdgkhhDgyJKj0o3jsBC64+Xc4PGnEI21osc1EDhFUIpEIgUCgz3Wft6pKzzPP9Pk5OMTOw/TvW37Ov39zEw/feC2hnu5Db7D9Ndj4aOr7Zb8C39AKXkIIIQYmQWUAzjQvc867EIBk9APCvsiA9+/o6ADA4/GQm5sLfP6CSnTrVgDs48cDEFq5ajCb00d3cyNN1VUAJOMx9mzdcuiNtj7f9+c19x6BlgkhhDhSJKgcwoTjT8JiTwMjQOO2FQPet7s79Qk/KysLr9cLQE9Pz5Fu4qfGSCaJ16RmLGVecjEA4ZUrMfTDWz/mSNu+8v0+Px9WUNm992826Yupr5uegCHy+wghhDg0CSqHYLHaGDblRACaqpeiJfvv/tkXStLT00lPTwc+XxWVeH09RjyO4nTiWbwYxelE6+khtmPHYDcNgNoNawEYNnkaAHu2Vg68QaAVunYCCpx4M9i84GuA3e8d4ZYKIYT4tEhQOQwjZh4PipNEpIv1Ly/pvb7y7aU8dtP3eeHPtxILh/oElX0Vlc9TUIlt3w6AbeRIVKsV59SpAITXrBnMZgGp2Ugd9XUATD/1LAA6GnaTHGiw8p7Vqa+548CTD+NT27Hx8SPWTiGEEJ8uCSqHwZPhxuxIrTD7/pOPULdxHe8+ej+v/P2PNFVXUb38HVY8/dhBKyqfp66faHU1APaK0QA4Z0wHhkZQCXS2EwuHUE1mSsZPxGyxgmEQ7Orsf6OOvZWg/Impr5NT442ofA6inzxAaskEVe++yernnyYaDH7i/QkhhDiQBJXDYHdbMFnHY3EMJxmP8e/f3MTq558GILOoBID1ryyhqzN10Pz8VlRSB3bbqH1BZQaQCiqfZPE3wzBo2bmD7SvfI+z/eM9H++46ALKKijGZLXiyswEIdHX0v1HXrtTXzOGpr6WzIbsCEiF48zcfqx0ftuLpx3n5b7fx7qP38+zvbh64uiOEEOJjkaByGOwuC4qiYHGdRsXcY1EUFac3nZO+8R0uv/1OisdNQNM0fHsPwh8OKn6/H03TBrP5h62362d0KqjYJ01CsVjQ2jtI1NcT1z76gVhLJnjxL7/nkR9dx5I//pa7r/oKdRvXfeT97Ov2yS4rB8CTtTeodA4UVGpTX/cFFUWBxb9Nfb/6n9C04SO3Y5+w38e6l/bPKGravpUNr734sfcnhBDi4CSoHAa72wKArpk56evX852H/s037nqQiQtOAmDSCSdjmC0YBqiqisfjwe12o6oqhmEcsLbKUKSHQiT2npvItrfrR7XZsE+eBMALz/yeox49ioeqHvpI+/3g+X9TvfwdFEXFlZ5BMh7j5Ttu/8iVlfbdqdCRUzoMAE9WDgCBjvb+NjmwogIw4ngYfw4YOvzn2xAP99707LPPcvvttxM8jG6cre++SSIWJbd8BCdeeTUA6195AV3/fITSoeSt6jY2NPQMdjOEEEOUBJXDYLGZMFlST1UkkMBssaCo+5+6UbPmYnKnAeByODCZTKiq+rnq/onV1ABgysnGnJHRe71zeqr7p3X5MpJ6khd3HX7VINjdxarnngLg5Kuu46t/vYes4lLCvh42vv7SR2pf+96Kyr6g4s48REUlHoZAU+r7zPK+t518CzgyoGUT/PuroGv4/X42btyI3+9nw4YNh2zPzjWp9WXGH3s8Y4+Zj93twd/eyu5Nh972UAzD+J85z9L6+m4uu+8Dzr9rOcu2tR56AyHE/xwJKodBURRcXisAYV/sgNvNVis5o8YCYNL2T1/+PK2lEt3b7WPfOz5ln33jVMbVG2AY1PvrD/sguvG1F0nGYxSMqmDsvPmYrVaOOut8ADa98Qr6YXaJJeNxuptSK8oe0PXT3xiV7rrUV3s6ODP73ubJhy8+BiYbVL8IS2+msnL/VOe6uroB2xMNBtmzLXX/4dOPwmKzUzEnNdh6x6r3B9r0kHb7dzP/yfkc98RxLNm55NAbfM7d+VZq3Z6EZvCjZ7ag6f8bAU0IcfgkqBwml9cGQMh38HEa7r2DamPdnb0LpGVmpg6QXV1dn0ELD03XDTbt6TnowaB3IO3o/woq06ehmVVyfVDQBYFEgOZQ8yEfKxmPs/GNVwCYfurZKIoCwKjZ83CkeQl2dR72WJXOPfUYho7Dk4YrPYMVPUFudeTx6nFnURdOBUcjmSS6dev+ENXb7VN+8J2WzYGz70x9//6f2b5xZe9NtbW1A56jqX7LBgxdJ7OohPS8/NTvNetoAGo+WHnYAexg/rLur3RFu+iOdfP3DX//f11ZaQtEeX3r/ipKiz/KezUDjDn6HxSPhPG3t/2/fh0IcSgSVA6Tc29FJXSQigqAYncCoAX9NO1ITfPNysoCoLNzgCm0DR/A6rshchjnrfmEnl63hzP+9j4/ff7AFV1je6cm/3dQUZ1O9pR7AJhcm3qz3N69/ZCPte39t4n4fXiychg1a07v9WaLhTFzj03dZ/k7h9Xu3m6fsmE839bDeRtqWJpQ2TR2BnfMWkxHLE7DN75J7dnn0HLzzak39YONT/lvE86FGVekHqNlf/jSNI2WlpZ+N6vfkjppY9mkKb3XFY+bgN3lJhLw07Lz0M/PwWxs2clru1/t/XlPcM9hPdefBn0QVutdurUNw4DJxV4unVMGwLPr9nzm7RiqGqo2c8cVX+Luq7/CB//592A3R4hBI0FlANHt3b2fZJx7KyrhfioqPr8fADUeY/vK1Mqnh6yo6Bo8fiG89F3420xIHjwEfVoeXFEHwKOr6mno2j+I1DCMA2b8fNiGvcf6o+pTz0F1V3XvbfF4B61tLxGJ7D/AGIbBuucfA2DKolNRTaY++xtzdCqo1HywkkQsesh2t9Wlugdsw0by3eoGNAOOSXPgCfQQdLj54bKVhN5LPec9jz9B4PXXDy+oAJx8C5HS4wmSCpqlhalzNDU39181qq9MBZWS8ZN6rzOZzRSPS63X0lC5+ZC/08Hc9l7qhJDJ0HDyzakutzfq3/hY+zpciUSC5557jltuuYXbb7/9sMbnfFper0pVU04cl8fJEwoAWLGrU6oHe61/eQm6lgRg5TNPHN5JOIX4f0iCSj98r9TSce8W/K/tBugdo9JfRWXfOBQlEWfH6uUYhtGnoqJpMbbv+DWVldfT1bU8tVHTBgjtnbUSat9/cD1CgtFk7/fPb9h/FuFkeztaTw+oKraRI/psE9NivF8UAqCiNoE5aVDrT83Aicc7WL7iBLZs+TZr132RZDI1u2nXutW0N7dhUTQmji8+oB0Fo8aQlpNLIhqhdv2hF5Nr2ZnqllpaMo6gpjPB7eDxqaM4963Up8yXbG6as3Iw5U7ANvnLdN3/0OEHFbONzvmpKcsegpR1pao8/VVUgl2ddDftAUWhZOzEPreVTkgFl31B5qOIJjTWtqfOS5QMjqWxqRSATe0ffV+HKxKKcf+9D7JhwwYSiQR+v5/nnnuOrXtPTHkkhWLJ3m6eE8flM6UkHbOq0OqPsad74JN//i+IBAPsXJtaWdlksZCIRtjy1pENrUIMVRJU+mHOdAAQeLOBSFVn7xiVgw2m1XW9d2aPVTEIdLTTVreLjL2zZ2KxGNu2/YqGhntpaX2eDRsvo63tVdi5tO+O9q378QkYhpEKHf/FF05Q17m/ivLhg8G+bh9raSmq3d5nu8ZAI3W5Bj1uBXM8ScUegzpfHQAtrUvQtODe37GZ2tq/oiWTvP/YAwBMyWzC0b72gLYoikLFvu6f9wfu/tGSSdprdxF0eniOVNt+OLwAk6pSYSQoa6hBV1T+ffxinHO/g7X8OLRwAZFthxlUgA5/6rnINocpiKZCUX8VlYa9ISSvfAR2t7vPbaUTJgPQtK2KZKL/c0IdzMraJhRHqs1ZTCYaSlUYtnZuPSIVhs7GIHf+9hEamxswqWYuuOACpu49ZcKSJUuIRg9d6YLU6+3H2/dw2trtPNB4+ONL3t3RQTypU5LpYHSeG4fVxPii1ODzNbuHxpiuwVS3YS26liS7dBjHXZzqnty9af0gt0qIwSFBpR+uWfm45xYCEFrdMuBgWp/Ph67rmEwmysdNAGDnmpVYLBa8Xi92e4CW1kcBsFiyMAyNyqrrCTS80ndH3QcGFcMwiNXWkuw49EEgUlnJzhMWsn32HNpuu73PAW5LU98p0k2+/QeiyPoNANgn9a0QADSFmkBR2FWRmn49pdagzl+XWm225TkAsjJToaOp+SlW/Psh2hvqsZsSzMjcAy0H7wbZN05l1/oPiIVD/f5OHQ27SSbirD7qRGIGzPK6OCEzNWbGk53DzI2pLp+X5s4nYE5tY8oop2vt3rVQDieo7H1us0dMJZ9UhautrY1kMnnAfev3dut8uNtnn8yiEpzedJKJOM07th3ycT9syY63UBQNB3ksqpiIHstHQaU71k1r+NOftvvWE1vwq6nuOldnBbZYNqeddhrZ2dmEw2Hee+/wTtxYE45xT2MHa/xhflbTSPwwx7r0dvuMze8daD2zLBXs19RJF0fjtiogFX7LJqYCZFN11WF1lR6OZHcUIyFr/ojPBwkqA3DNTn2qjW7vxmFNPVUH6/rZNwYlIyODUbPmAqnxF5Aap5KTW7v3+2M4Zt4KsjKPRdejbMzcTQdfIJDxYwxDOaCiYhgGDV+9kl2LT2HnqaeRaGykP0YySfOPfkyiKbV2SOfdd+N79rne22vaUgdupzU1XqTFt7+iEl6fmn3jnJY6K/EaX4g/1rUQ13Xawm0AtO0dQzBhN4QSIVr8OwkEUoNyx469Fas1j2TSz7b19wFwfN5OnOYk1O+fTfNhOWXlZBYWoyUSvc/VwTTvqKbHk8H6UVMAuHF4Qe+BzZOVzbA9NRS1NhKxO3imONU9p3oK8DfYSWoecOX0u+99eoPK8ElkjJiFjSi6rtPefuBicg2VGwEoPUhQURSlN8DsG3B7uNa2p6Y1j/UexQlj88CwQCIPSFVVPk2hnhi7GqtB0XFZ0rHGMln1n12oisrChQsB+OCDDw6rqrKiZ//ieFHdYFPg0N02saTG61WprrUTx+X1Xj9jmASVfZqqU0GlaMw4MgoK8WTnoCWThz5j+CEYmkHX09tp+d0HNP92NZGqAQb6CzFESFAZgCXXiaXQBbqBuS31qT8WSpKI9/0ksi+oZGZmUj51Boqi0r67Fl9bC1lZWeTuDSr5eWegKCbGj/8TDks+MTvsGh3A1zyHYHIur765gzUvPNtbCYmsX0/o/dQBTPf5aP7pTf221ffCC8Sqq1G9XtK/eAEAbbffjrZ3ldXGntQBZOaw1ADf5p7UQchIJolsTB1UHVOn8VaXn9PW7eB3tS080NjZ+2k+NmkkAOUtBo6oQV1H6hO3w15KLGDQWZ3qBkkfHuCoY6cz1rv3IN9dC4kDD16KojDm6OOAgWf/1FduYum809BVlfkZHuak7+9ucWdmowDH/R977x1eR3W1ff9mTu9HvXfZsiz3XsEUg+m99wAJSUgIISQQQnolT0gogRBIQgeD6QYbjI1770VWsXqvR6fXmfn+2EeSjW1I8rwk3/e9LC5dRjpzZvbM7HLve91rre2fAPBaoYGEBLI1Dcmcht+TJ9Lmf46NAJX0dKT5d46wKt3tzccc5+3twdvbgyTL5I0bf8JzDetU2v4FnYqiKgyo4vizS09jVkkqRr1MLOn+qRn819iZz7P6nT1EzeIeTzl9HiaznoHOIK/v78RYUER6ejrRaJQ9ez7f1XA0UAHYOvT5WX3X1fbhiyTIcpqYVTKa42Z6kfj/ul4/3tC/5jr7/5NFQ0H62oQ2Lq9iPJIkUVgl3Irth4+P2PtXLLijm9BOMabVYILBV2uI94U+51tf2pf237UvgcrnmLlCTJ5Kmx+jWbAR/oFjd5rDQCUtLQ2r00VepVjEGnZuw52iYbX60DSJjIzFABgMLkq7rgJVxp+9g2DqIbqil3KwTWHdC39j6xuvAuB5SbiLrDNmgMFAcPNmwgeP31Fpmsbgs0IXknbrrWT/8IcYi4pQ+vsZWroUgI6kJmVGkl73RxP4I3EiBw+ihULIDgemMeU80z7qYnqus5+eoGBUnHklGIuKkDWobNPoGxKLmNlUwms/u5/uA8JNklauMm/2p3KXhE6sORjWqbTs33PClPqJWII3EnoaiyowAD8bk3fM58NJ3ybU7SUtmqDHIvNxlvD/yI4cfM26T5/yOFMUZeT9paenQ8mp5JiEe6+rZscxxw6Dj+zysRgt1hOeb3hB6aqvJf5P6jy2tO8DnR9NMXHB2AWYDTpmFaeiRITrsXqw+p86zz9rDQfaSRgEoKiaOJ7ymZm8NcfGtz19nL/nCFWzZgP8UxFA27wCwC9Ocx7z+2fZO/sE63fBpFx08iiQzHCYKE6zommwu/X/Xlalt7kRNA1nRiY2txiv+ZVVAP8rRkVLqPg+FgDIeXYRxhIXWkzFu7L5f93mL+1L+yLtS6ByEnt2UxNn/GEtvzss3C2D1QNgFQtfT3eAhKISV1QicYXePrG4D4cjl8+YAwj3j80qvh+NZqLXC22Fpmloh8pxt58GgKdwFVZ9BSZZCHgPb/wELR4nsHYtAJnfuwfnkiXi2BdfPK6toW3biNbUIFkspFx1JZLRSNrXviba/fwLaLEY7UlGZUyWA6dZLObd3gj+T8Q1bAvmI8kyhwOj7MeRUJTasGB3Mq2ZWGfNAqCqVSMcEin3Ow8N4O3twaCVIMsWVAIEQ6PhyzudVTzU0sfaQd9x7U7NzSOzpAxNVY/L6Fq9qZM7Hl3NR9NOB+CHpVlU2I4V+jqTQCUhS1zZJVxyLxcb0QDZlk6oYYjE5yTb83g8qKqKwWDA4XCAJJFdLEK0uzvajjl2OJpnGIwcZ6qCa+ODOCygKgk6av85gPFBwxoADPFxOJJi5gVj0lGTQOXfYlT66uD978HQsfegxFVaOgXDl5OVh91up2+ym0NFQoM1GFdY48xEp9PR09PzmWHag/EEnVHBfNyWL1xse/2hzxT/BqIJVieTvF00Je+4z2ckGb//mwW1/Uk2JT1ZLgIgv1Jo37qP1BGP/XtpDKINQ6iBOLLDgGNhPikXiwi/SPUA8V7BqsRiMZqbm/H5jh+vX9qX9t+yL4HKSazNE6ahL8iy7iGiaFiiKt1+sUO+7/k9lD+wgjEPrGDcgyvZVScWgye3dLO1cYCyJFBprzmEkhD6As9g+sgEHmvxoUQdpLaKtOvBjH14zZ34SscSyS7C09WJZ/t21GAQncuFeeJEUm+4HgDf+++T+FQCucF/PAuA+5KL0SXT9jvPPw99RgaJnh58K1aMMCr5KRZyXAIQdXojBNaIyCPH6afjiSfoSC48s102AJpj4thMaybW2WKnXdWqIcfErrj7sAe90cTF9/6ElBRx34MRsbCud0/ngimP8/AAXL2vkfvr2ol/KivuuHmnoEoya3fupD0SQ9M0hvxRHtjXwvLpWWiyzMLuJu4ozD7uHTnSxeIYNui5vEfDpGhUu3TsTtFhSE0FTcP/8WeHdB7t9pGT9Ztyp50tnk/ESCIodvaapo0wKgVVEwnFQ3zY/CGv173Oa7Wv8X7j+2zb+jD+6mUUGsVC3Hrgn4vS2NErQFqecdrI32YWp6JEBVDpDnbjifwLDEM8DK9cDTuehtduAGVUFNzd5CWsF/dcNVGUfXg1LtiVVL9wab4/GGBsRQUA+/btO+llaoNiPBSYjcx02ZCBvliCntjxIuRhW1XdTSSuUpJuY0Ke87jPZ/yHBLWRhiGCO7pRo/+aoDQajdLb20swEucHy/bzmw8O44v8n3VTjVQKLyga+ZsrKxtbSiqqkqD7yL+XBDB8SMwblqp0JL2MIcuGuTIVNPCvb6e9vZ1HHnmEZ599lkceeYSVK1cSDn8ZKv7/RYsoKr9t7OLptj4iyn8+meP/afsSqJzEbl1Qwsu3z+YP10zFnyZ2m8XJKsoudZSullFxSmKHs60zznXPbGN9t0pGYTGaqhLwC6Gqx5M+UkU5tFfoA1zRI7itVSBpNGV/QsxgIJ6SgWo00bZmFQDWeXORdDoskyZhnjwJLR7H8+qrI9cPHzxEYN06AFJuuGG0XUbjyO/9f/s7/UmQlee2kOMWu3bP/kNE64+AXo994UKqk2xKgdnIqcnImn5N5ILJsmZhnTkTgKIeDQfiXiKDJqacfR5p+YWkpoo08oNaGzFJzz1j70WTZKyIgfKPjn6u399ITxIM1QYjvFYymcdu+SG/mXMhM7ZUM37jQabsqmFLpQBIc3eu4ds6w4iA9mizOd0AJPQ63GE4v0Oc92+lRgypot2+D1Yc8x3F72fwpZfwffiRuL+jgMqwZYyZgU2KkMBA+07xfU9XJ4HBAXR6PS12D4uXLeZ7677Hz7f8nF9s/QX3bbiP2+qf5/SCPA5kCtdR257Nx7X509Yb6qU7ItipSalzRv4+Mc+FSbaiRkW7Pi2oVSMJsdBGTgAKdv4DBkWSPDr3wP6lIx81HeohbhwCYNy4cfgSCpuHhLvmqg1+9Bp0RuNkVokIsAMHDqCcpCRATRKojLOZsepkxiQZr/3+k2seXt7WCsBFU3JP+E6HGZW9bUPEEp8/wQ4ODvLss8/y7rvv/tOLquKP0f+Pg3jeqKfvr/vR/sn6Qi0tLTz66KM88cQT/O7hP/HuzgaeWt/Ibc/t/D8aQt7f1oqETHruKFCRJIn8ccPuH6FTGRZ8d3d3H5NZ2Nffx2Bn+zGlHDRVGxHOWsanjfzdsUiU/mjf08jzzz1PMCj6gqIobN26laeeeoqenn8/6kzTFBqbHuXgobuJRD6/9MaX9r83VdO48UAjf2rp4cEjHdxysOn/80kU9f/tBvy/1XLdFnLdYrH0DSbwfdjCvHQ7Kz1erqnK5ZHrKpAkGOzv5fm/78JgNHH62GLe29/FD5bt5+EJ0+lvbyShdSFJEAik0dfXh8PhIHJYLI4WeQsZmZcx1HyIROYB6BasQcydQdfhQxQBtrmj6edTb7yRznu+x+A/niXl6qvRORz0/OIXADgvuABTybHakJSrrqT/L39Bi+dwk6+PZRk5uK0GshxiQbGufAcAx5lnonO7OdwuAFSV3cw0p9BgBPUFmBFAxWB2IxcVkAi1YpA01IREzG9m2rkXivalCoZoSDfEh2lzabPkkBEbYIurifVll/PN6lbWefzM3FJNtslAayQZ6m00Y4hHUfUGPMl11+2PcsqWN6lorMFUed4J35Hs8aBXFBSdAS2qcXNTjHcKjWxP17M/r5giWSa0dSvhg4ewTKhC8XppuPxylDYRlqt/5eUTAhVJlilO0XNoEJoP76H41GtH2BRrUS7f3nA3iqaQZ89jbMpYJCSCoV7au/fSYdCzLF/iynroae8hGgpistpO2s82tG8AQAkXML5i1BVi1MtMKXCzL5KLbOqnerCaeXkiokyLK/T//SCxVj+xdj8pl4w59qT1AoRhSYXwoAAqU68DoPZwHUgaDquL9PR0NnkE4MxCJt2vUhTUaLBLtJvcWIxmgsEgDQ0NjD1BxuKaJLAddslNtFuoDUbY7w9zVroLTdOOASP724fY0exBL0tcM6vwhM+jLMNGitWAJxTnYKeXaYUpJzwORFbd5557Dq/XS3NzMx6PhxtvvPGEAOhoC2ztgoSYuOMdAeIdAYwFjuOOCwYb6etfhaIEURIyW7bsxOWKo6q5hMNwqrGRlbEKtjcNsra2j9PGZX7mdU9kkbjCI6vr2d3i4czKLG6eV4S1z8wlRd/G8KGO/tZqXEuKMWRYyRtXRfWeXew9VE1rYiltbW0EkmL59PR05syeRevqD0aSKJptdqYsOZ9ZF1+B2hVFDcSRzDpMpa6R65uKnCQKjXzUs4lYPEZRURHXXnstbW1tLF++nKGhIZ599lluueUWMjP/9furq/8F7e0vAODxbGXWzHcxmT4/Eu9L+/dtRb+X9Z5RUfsng37e7PFwWXbqZ3wL8LRA4ycgyVA4F9LFvBKLJGg9NEjZtIzPHVtflH2hjMqFF15IYWEhZrOZnJwcbrjhBjqT4bPDtn//fhYuXIjZbKagoICHHnroi2zSv2WmMjcAxmTukaAnSorNiNtqxO8Ru5Sc7CweuXoqs4pTCccVVgUzMLljSJKGqpqJRq309fWR6AmheONADJOrBykhdq52Vw96vWBmEnY3g8nzWmcIFsMTjPGbUB7BojGogQCtt99O6223E963D9lqJfOe7x7Xbp3LheuiazFPvo7bXeWUuSxIkkSWy4wr6idnm4iWSbn6agDqkzvkCpuFqQ4BVFRDFjp9Ki5T0qU0Zx7xPDHJRzwmcsdU4kgVi7zNWo7JmIUqazxfcAEAV3evwB7u49wMN+9PH8N0p5WYptEaiaGT4Nx0F0+mG7nrb7/k23/7Ba/nWnksYOWrS/9BReMhdMYqhrpPTK1HGxsxxxRMOtHWnJjG5bIYoH8tK8B+3rmEZijUvvstQr1HOHLnHSMgBaDnt789IVABKBkzDoAjvWFRNToJVLYaalA0hXOKz+G9i9/j0dMf5ZHTH+EZ20RWtHfyZ10hZqcVnzWOBuzdtfaEbR+24RT5iUAFZRnHJpCbVpSCEhGZfQ/2j0Z7BHf2EGsVACO4rRv16AiZeARaRYZbLk4WXWxaD/5uYuEEPf5mAMaPF4Lv4XDiiQ4ByvPaRR9cX9NHaUg8kz1bj0/aB6Oun3FJoDIpeY6DnUf45Zs7GPujFVzxl83U9/jRNI1fvi9YoQsm55LlNJ/wnJIkjUSmbf6cAoWNjY0jiRZBFJOsra39jG8IF15ox7FZhyO1g586RqG6+l62bltMQ8NDNDf/mbb2x8gv2EJZ+U6mz3iP7NzDZMt+bpsgQuKf2fjvZZX+9QeHeXJtA9uaBvn9B4f5+PebmO5ajEE2gQqRQwN0PbKbtU+9z9o9NYRKxtOj6jh8+DCBQACDwYBOp6O/v5/l73/AwaEwismC3mQiEgyw9Y1Xee1n9+PfI7Ry5nGpSPrRaT8ej/ORsoeAFMGpWbni/EsxmUyUl5fz1a9+ldzcXMLhMEuXLiUa/de0MZFoNx0dr4z8Hov1crjmvn/rOf3fZvHeXiK1dWifURz1ZPZoi2DA7i7K4gclYvP7VHvfZzOH25+Gx6bDe3fBu9+Cx2fA47PgnW+y+X/+zodPH2TDXz48+fe/YPtCgcppp53Ga6+9Rm1tLW+88QYNDQ1cfvnlI5/7fD7OOussioqK2LVrF7///e/56U9/yl//+tcvsln/lHm9Xt555x18Ph/GPAeSSYcUU3HpwNc/SjEP06JZWVnIssTPLhL07Nut4CoQriI1kQlI9Pb2Eq4Rk6JJ3o+cVkBndScRnwNJ0ih2DgEamsmM32xCl5KCsaSYuKJyy7M7eHVXBz8oOY+42Uq0+jCh7dvBYCDv0UcxZB+v4QCwn3ruyP9f4hUTf5bTxNW1a9DHo5gnTMA6W4hkm8NiUJRYjLgMevKNomMXxS5h9XOHqd7UiXX+fBK5SaAyaKJkyoyR80uSRGraKfixs8kh/n519woICdA13m5h+bQxbJw9jjenlLN3XhV/n1jCJRPHM27uAvSJONV//CWelU+jJdpB0qG3zKK//cQhr7HGRizxBOYkUJFtBu5K7EGnamxON7Lr0kyGvqIwMKeF7WvOJn54DxED/OpKGUWC8L799PeKqKZPA5WK2UuQUGlX0xms2TTCqLS4fVSkVPCrBb/CoBPvF02DQ28hAadMvIEXznkeX6roIy+s+BPVAycW1XYGOtnUIfQpcd9kyjKPZV4m57tQTwBUos3HCh1D+47K99K2FRIRcOTA2LMhfyYg2ndkfwcxo+h/M+dMB0bdNNPT7Oj0MgXdog9s1yUoV0R4dH3zkeNyqmiadozrB6DCK7RJR4YGSN/9J+KKxo5mDxc8vpGL/7yJ7U2DWAw67jnreHbmaFtUIXbua2p6P/O4+nqRRXjmzJnMny/cjjt27PisrxDvCqL4YkgGGfdFSTFp7bF6mIbGP9LVLeoupaWdSlrq5XR3l9PTU4LFMhlJ0hhTvpO0tFbsg7WAxpaGAQYC/9pC3jIQHHGFnV+RyWPYmOiV0DSNBuUAmXdNQy6zs0raw9quHXijAXSajNHvY2plBTfddBPf//73uffee6kqKkBKxFHNFmJjJnHej3/HBXffh9nuoPtIHYNbhID6aLePpmm88847dA50Y5IMnB2bjLJrFLRZrVauvfZaHA4HAwMD7Np1YsB6MmtvfxFNS+B2z2b27JVIkpGBgbV4PNv+pfP832SaotD14IMcOXURTRddxJEzF4+4qY89UIP2XbDjb/DhA/DqdfD06dQ/dQ77/GEMmsqtjgjX56ahk8SG5Jc/WMcbD+1iqOdTrtn9r4l6c2oc8qZD8UKQDdBfS+vWgxxsL0NDo9T5xZfWOJl9oUDl7rvvZs6cORQVFTFv3jzuu+8+tm7dSjyZXvyll14iFovx97//naqqKq6++mq+/e1v8/DDD3+RzfqnbPXq1ezZs4fHHnuMlrYWTCWCUUjXy4T9cSJBcQ9HAxWAyhwnp47NQEVCyxXalphP7JR7e3uJHBYTgUXeBmlltOzfw9CgWCQzXV7SjMLX7HenYpk2DUmS+PBQN3vbhgBocOfzvVO+geWCC3FeeAEly17HvmD+yW9EHt2lz2vvQvH7KWrYz4WNIg9Kxl13jdB5TWEx0ZZYRLsLDWKxNQZmU7u1m09eqGFPVzaxJKMSHjRRPGX6MZfLyjyX3cxElXRUqR7Kwu0jQAUEmCm3mpmXYifDaBj5++lfuYOUnDwCnkH8/WJAVC68Gkl24huInHA3ED3SgDmewKwTC7zObqRkYCfndAk/+1/D7pFjlUzou1rh11frkeZMozYfoiYTkeSOZThia9gcqemUWMX9b/lkFWGfl4ROpd8d5XszvzcKUgB6D0N/HeiMUHEOhSnlXJcpnntmh47r37+eF6pfOM5P/NLhl9DQSATLsUs5ZNhNHAqEaU+6xCbmu1EieWiaRE+oh/6wAJqxFgFUhin8aONRod2tyUWgeIHIITPxCvH7gdfZs2svSOA0p40As2FGZbLTRkqOlfz+BDoNeswyUbMTt2oloSpUVx8LtnpiCYYSCjJQbhVApbxV6KqaLHks0B3gzMpMFpSnE4mr7Gv3Iknws4uqyE85cWj3sC2qEK6BPW1D1FfX0NfajKJEqK//NVu3LaGr6y0AjhwR2p7y8nKmTJkirt3U9JmJ6oZBiancjXmceOexjgBaXIy7np73aWkRTFTV+D8yZfLfaWmZR33dXGTpNjJKn+PDZhGtN2bsVvzeLuZk+tGnr+Du1Q/SOPTPMyuv7WwjoWosLk3jwaCeKnQE1Tjrul+jP2sI0gx8ZNhHm24AnaRjnq6S66MLOTVagdzVSklJCQaDgWB/L52r38faeIg0h52EovDKK6+guNK45he/JzutDKvkQEGBZFJEgPXr13Pw4EFkWeaSU87DpVkJbO5CCYzu4u12O4sWLQJg69atJ9Urfdo0TaG7S4C9gvwbsdvGkJsr+mJT06Mn/V4gUMuBA3fS3PIUivLFFWkN7dpF2ze+Se3sOTSccy7e5e9/Ydf6POsIdBCKC/DQ89vfMfT6MtA0JKORRG8vHXfdRe///A/a8LMPDcI/zoVnTof3vwtbHoea5dCxi+UGAb4XDm4n/ak5ZOx/gTk2Md6q8410N3p56+HdePuSm+0jq+Htr4v/n/11uG013Lwcvt9A9IJnWRO5n4ilm3D+TjxjZvDfsv+YmHZwcJCXXnqJefPmYTCISX7Lli2ccsopGI2jg+fss8+mtrYWj+fEqv9oNIrP5zvm54uw2bNnk5ubSzwe56233kIqFC87K5lLZagnhKqqtLcLV0JOTs7Id2+eVwxAxCI6n7dVgJre3l6irWJRMeu2E7UX0V5ziEG/2DUbU1ooNAmRRtThRDdRhCS+ul1EFd15WjlVuU7qrNmsPP+r5D30EOZkdMYJTdNIbBsdgBZbLkcWnUbqL36AjMba8rnYFwpdSUxVRxbI4iRQSU8+2840HQXjxaR+aEsf4WLxecRjIqOo+JhLptinsFsTDM2pxqSb5SigcjKzOl1c/bPfMfPCy9CbKzHYLmL2xRcgyRJKXD1h6YJo47FARbYboK+W25uOIGsqu6WZDLmvZsbk1wFQp6kUz6ziwbkPsmuMjM8pok5SUlJG+uTRNrVC6Cj29ChoOh09KVHm5s9nTs6cYw+sflv8W34mmAV4mDLjVIxyAltET2avkYd2PMQ3V3+TwYgAqocGDvHyYZEnJzawkNJMO+3ROEt21nHq9hq2DAXIdZlJszhQY2LhPtR/CMUXQxmKggT2U0S/iTZ5R0FQR7LIY15yUqm6BCQZrWMXLT0iWqRyrOhX/oRCQxKcTnRYSM21YVSgMiTOtSfbNMKqfDr6pyYoJrpSqwmzLhkt1bwaWyKEIukx2uDHi9J57iuz+O2lE7l9YQmv3D6HK2cUHPecP225bguVOU6s8QDv/vI+Xn7gHg4f+hmtbX8jGKyn+vD3aGv/YKQQaHFxMRkZGaSlpaGq6giAOZFFkoymuSIVnduEZJPxZm2kZv+POXjoOxw89B0ACgtuJTv7QiKRCAcPCjZr7ty5bG4Y4I36CxiK5WAwRMnJqSdT2YEpfR17hlZw9ftXc6Dv86tna5rGBwe6kYDvhPXE2wPIVj1vRbbQE2mmPmZj6dKlNDc3YzQauemWm1h0y7kYJD1F9vGo1UEGO9tJxGK8/8hDJOIxSidM4o5vfZvKykoUReH111+ne8jHGaeLWkFdwQbefvjnxMIhDh48yCefCNfveeedR8WiyRjy7GgxBd+qlmPaOmnSJKxWKz6fb4TF+jzzeLYSjfWg17tITxfArrjoDiTJgGdoKx7P9uO+4w/UsHPXlfT2raCh4SFqa3/0T13rXzFlaIj2b32LluuuJ7BmDarXS6ypic577yWwadPnn+D/sG3s2Mi5b57LOW+ew87Vr4ykn8j70x8Zu3MHabeJdzfwzN9ou+PrxNva4OUroXUz6Eww5myY8w045/dw9cu8V/EVAC7Q2gWzuvxuKqrFO2vLM5GWZyPkjbH88X1E6rbD0utBTcCEy+DsX48kyNRMTj7ZNYZg2Ejc2UMwEcYX/+/F3nzhV/7BD36AzWYjLS2N1tZW3nnnnZHPuru7R5iIYRv+/WTVa3/zm9/gcrlGfgoKPn/i+3csLy+Pm266CbfbjdfrZW9AvOxUGSRgqDdEd3c30WgUk8lE9lGul4Vj0slwmHDbxQLtb4uj08nEYjG8hBhKqGzzn0+Lx0DCYMbrz0HTQLF3k6MT2gPFbCNRXEivLzJSZfaqmQVcN1tEAqw48E8o6AcaSAyrUwHJ7EINBpE0jXV5k/nT+AuJJ0PX2iIxVMAiy2QahcY6ba9YsDoydJz/rclMXJSPpIshucSOVeqVkeVjk6qFQz72I/KMVCGikU6W8O3TZnW5mXXx9egt56AzluHMsOBIFaDI138sXalpGrGGRsyxxIhGRWeVob+O8kgjc1QxEb6hXogrbRpNimAQTnPEGZsyFs+kwhGgkp6WxomsasH5ZNFLQtITziujPw3unn73sQcl3T4AjL945M/68lOodA4xJ+N8nu7/HQ903M7O1u2c/9b5fOXDr3DDBzeQ0BIUW2ahBCsoy7CxZsBHXNMIKirfrREugYn5LtRw0v0zcJBYqwCPhiwb5nI36CXUQJxEv9DS0JGk5/OTQMWeCSWnUq+MJSYFQZOYc4pgwQ4mxbC5JgMZRgNpuYIFmtov+sy+MhvliujXLS0tDBwVFl87omdKak1Cg0i9hygPiXbXWwsp9O5EJ0tcPauQB84bz5zSEz/nQEKhIRRBOYpxunhKLlX+w6AkkM1+uvsE2JRlsalpbRWlGlJTUzGZRB+pSIL2kwEVNRQfeX7mcSloWpzOqY/TPfFpOr2v0NPzHqCSk3MFZWXfB4SGLh6Pk56eTmFhIRuP9KNoekJGIU7OyztMWsiOLepEi6UTToS5b8N9Izvkk1lNt5+m/iCXykZcXWHQy6TfNhGn3IkGdCVFzAaDgeuuu47CwkKM+Q6cZ4nxPzXlDLb+4QVe/8UD9LU2Y3G6WPKNuzEYjVx++eVMnDgRVVVZtmwZR44It093opmu+lqe+9VPeOst0WfnzJnD9OnTkSQJ93miLlZwezeRhqGRthoMBiZPFmP6n0kCCNDTsxyAzMxzkGXxfszmXHJzhOu/qfmxY45XlDAHD96VLHIqFsuu7jfxenf/U9f7Z0wJBGj9yq34V30MBgPuK66g6JWXcZ53Hmga3T/56Shr8U+dMA61K6B2JSSO3UiF9++n++e/oP/pp1FPojOJK3F+tfVXqJrKYHiAnt/9FjQN10UX4VyyBNloJPN73yPv4T8gmc0EN2zgyOKzqHusleY1WfQoXyE07geEc6/B5y1m1w4f1TEZvQRLLvoJnPYjFE2Ho1qMq7Y0HWd/czL2FBNDPSE++PNuErE4lJ0OF/8F5FE4UL2xk4bdvShGP1HJh06nG2Et/xv2LwOV++67D0mSPvOnpmY0QdW9997Lnj17+Oijj9DpdNx4443/q1Cp+++/H6/XO/LT1tb2+V/6N81kMo3UPtl2cCdRs4pOA7dOYqg7REuL2HkUFhai040u2HqdzGVTnKRahgCIDhqxJjtBr+ylO66xN3Qxe/f1kbA6SCRMxENi12zSC7+8arYQtFlYnfTTTy5wU5Bq5czxmUgS7Gv30uP7nMynLZtIqKNMj6Qzkvf4Xyh64w3+Z9YNRGUD/Um/+tH6FEmS6G3xkdNgwhhXieh17PeHmb6kCLO7G0nWSIR1ZLSGj0uotrrfQ0w2kaV14Yp/wkCKAUIDaJqC33+YaPT4+jlHm39Q3JPFYcBg1OHKEAJNb9+x95ro7UUNBLAo6iijIvlAU4ikt3CR/AqSprLGb2LdwADvDIhF2RQ5SDTaS9XMcxhMEZEe7qMG6PpBP+ftqqN43T4uak4wJssHqoJic1IqL2T5P5bzwgsvjNLgR7l9Ol/cTvNVV6P4/ZA3jfGpZ1Fkr0JCZoFvKl8PXIM/5mdH9w7iapxZ2bMoVsUOqCzDzvpkBA5AUzjG4WCESXkulIgA4wf7DxJNLrTGIgeSXsZYIMBWtNELnmbBXskGyJow+rAmXsFbsihXYNRScaUJQDKsTxkWwabm2JCAWX2CAdxp1rBLZvIVATCO1n98Wp9Cu2ByCqICVB+xFkH78bvmT9tALMHMLdXM31bD7QebR/5+0ZRcxvvFPOIu8yFJGikp85gzexUgEYnsxmT2HxOJUloqFtrGxsYTzjGReg9ooM+yonebaWj8Az7rdiRFT3rkAoqLv8m0qS9ROe43yLIeTdNGdBkzZsxAUTW2NgiwNmnM5RiNGRhNYdLS2hgzcDqBpm+QYsyk1d/KY3seO+76R9u6uj4swO2SeH6uJcXosy3E+ruIZeSRYoihSTquvfZaiopGw5QdiwrQVzmRJZmJ+vmk9WVgMlo595vfHcliq9PpuOSSS0bAyseRPaw3VpNxySkkcovp0FlQFIVUs5Gp40b1QqZSF7aZ2aDB4MuHR/oaMFJZu66ujlDos0GYqibo6xci8azMYyP2ioq+jiTp8Xg24/WO5hmqr/8VodARjMZMFi7YRk72ZQC0tv3jM6/1eaZpGqH9fXhXtdDzu78Rqa5Gl5pKydJXyfnFz7FOnUrOL36O7HIRb28nsGHDP3firv3wxFyRr+iVq+DRqbDnJVAVQrv30HL9DXhefpm+PzxM61e+gnaCaupbu7bSHmjHorcwr8VCaWsM1agn47vHBkY4zz2X4ldfwTpbBFYoUR3hXh2Dr75Dy3XX03zlVXR8+y7e3CVYzznREClGA5x6L+3TnsLhtWKLKESB+i1/4PzCZzBKQbqiY/ko+gsSlzwH+lGvRkethw2viY25tUL0gaqqKmy2k0cvftH2LwOVe+65h8OHD3/mz/CEAUKkOHbsWBYvXsyrr77KBx98wNatoghddnb2cTH6w79nn0QcajKZcDqdx/x8kTZ+/Hiys7OJxWIcdImIpXS9xFBPaGTndvREMmznjEu6fcJOlJiORJ9giHokLwOJIJoWp+NINYpNLJbGqJgwEhYPkqKArKOrs5OPk1Vmz0yGPmY6zEwpcAPw8eHPzm+gNW1F4diQQsuEaVirxpOZjLroTkYyjehTrGL3c2hjJzoNMjxi4flk0IfNbaJgsui44UETKcEY3W8sPeb8H3jE+U4P70ACDo5zUJMTYPPmRWzfcT6bNi+gs3PZSds8XJ7AkSra58wQbMnRAmaAWIPIE+JIzxgR0+oSgmXy5vWTTztnx0W68QfqWmiKQlvcBFqC9o6XOKN4Mb3pou9YkxFWf27t5cp9DezyhYioGjt8Qb5V/lX0Hc1IYQEi/H4/DQ0NrFy5kueee47Y/jcAiGecgve9Dwjv20f/k38hMaSiaiKrbktA6DsW983hmflP8esFv+bFc1/k6bOeprVfLKgl6VY2DIcKJxmtD/q8QqcSFmHLh/oPEWsRxxgLRduHdSqxJu8om5I9EQyjUTVvRiXCkgAnR0xN/Hnvn4FRfcqkZISXO8uKUwdThhR0qkZ7PEF3mo4qRTA6u3fvHslVMgxyKm0C5MT2b6RzmxtXi3DZ1luLRsDLZ9kHXYN4EmIXu6rPiz+ZmNAYHMShBFCQcRYKMbXNMBuLJZ/UFBGmnZnZdAxQGd4w+Hy+kbIIR1ukRrTNPC6VIe8uWlufASDnwNfJrruRstLvkpIyZ0Sz1dHRQU9PD3q9nsmTJ7O/w4s/msBlMTAhLx1H+jni+zl1lCRMyKqZyZbbAKE/2td38mR5G+v7uRgjdgX0aWbsc3MY6u4mLknE0sTctyFejN9wbHi2JElkXTcJwxQ3kiQx3j2XSyZ+l/yiqmOOk2WZSy65hGk5IrqrTu5i1eZNhF3pIMnovYPE9m7hxR98m5d/dA9t1cJd5Tq/FEO+HTWYoO+JfXQ/vJPev+xDWt5LmtGFqqrsW77txPl7kub17iIeH0Svd+N2zzrmM4slj+zsSwCoqf0xiUSQlpa/0tEpooOqxv8PRmMaBQU3AdDXt4pY7N/LUqxpGp7X6hh8uQb/6lbU+DRMk64h9+GHMY8frdUlW624LxFtGlr62uef+MAyeOZMGKgHowPMbvC1wzvfQPvHBXTd9320WAxDfj6S1Up45y76/vzn406zqVO4ms4rWsLXtggQsGm2E33m8eHb5nHjKPrWIsZe1kXxpTK5v/kVjsWL0efkYMjNxTx+POvnLQJgzmsvEkoC7LrB8UjAhCExN27t7iCt503Ocf8OWVJpGqrgjUdqaN7fz1BPiN0ftfDeY/tQ4iq5VTY6BwQbNzuZ7PO/Zf8yUMnIyGDcuHGf+XO05uRoG05KNBzmNnfuXNavXz8irgVYtWoVFRUVpKScPH/Cf9JkWeb008WCc8B/hCBR0vUSPZ0DNDYK4VxlZeVx30szCX1GSyAfXUomqTGxGHTJQ5ztvhs1dgRFjaMmgUqWVeRLCaYPYAmIxaijq2vE7XNG5aiL7Mzk/w+DmJOZ0iJCNeMoyFJ78m9CpzAMVHp8w4yK+LfIbEJRVBp2CSZHiotd8ZoB0SZ3ngBckUETjnAM7+vLRnavEUVlVUgwS9cONeO0TyBhkOnINhKJCpCnaQlqah8kGGw4YZuHGZURoJIu/h0RfyUt2iCevau4BJMsBrkaEOcccou2f6VxCLtO5khEJmqbx6BpCgAdHS8zxlVCyCEW+XjdAV7uHOAXDaKNN+amsXzaGArMBjx6JzvGz8Du28V9936PW2+9lbPOOguTySRcmdtEOwLh0Vwmnpdfxr+hDdAhaXvZ2vceg9EuiKuM7ynigrILmJwxGQmJhj4h/LW7zfgSKkZJ4vslggX7ZNDHpHwXajQHTdPhj/iIdQwDFdFvTCVJRqXJi9b+KbcPEEvE2LhWAAZTOJPatD28WP0i4UT4KEZF9E1HupkUvYxFgfFJwLk10kW+mka6I5VYLMbWrVsJJhQOB8Tn011WYu3tNP3iTbxNVsbuEjuxekshdB+AxMkFkVpC5Z19oxXB4xKsefEA8e4g7YfFwtnvTMWWKd59pE+AkqxskbcnM6OZjIzRSd1oNI64gofH5si1VI1IXVKfMtZFba0o8JmddgmO3unEe4No8WNp/507xXOrqqoiqjfwx/ou4mUOxlamIUtQHU9F1cCd0o3NOEC+PERdUx4Xll2IhsaDmx7EH/PzaYvEFXY3DXIFYp50nFaApJMZaGsRIEWSiNmyaEyk8q1X9oywnpqqMvjSS3Tdfz9mWwtpN1QiOwxog3EGnq9G/VSxVEmDGQNFnB+dTlVBBXl5eVRUVHDllVdy/S23UDFrHrJOR1d9La/97H52r3gP2aQj49aJWKeI55roDRNr9hGt81AUFDq16gOH6Hl0z0mLGfb2iTDWjPQzkOXjU3WVld6NwZBKIFDNuvWTONLwu+Tf7x1JGulwVOFwVKFpcXr7Vp7wOp9n4X19hPb0giyB2oumqRhLT0NLZnw+2tyXCwYnsHEjymfpHnsOwdvfACUKY8+B7+yHe2pg8S/AaMe/aRex1nZ0Lhclb79N7q9/BcDAU38l9KmItI0dIqBhcY0JS3MPQTP8fbr3xLW9NA22P4POoGG54Bu4LrmU/MceZcwnayhfsxpefJn6jGx0qsqCvTvo+tGDRH0hGveK9WNBMt3CztKL4JyHyP/ec1zwnemYbHr62wK8/8R+XvrJVra82YCSUCmelI5trBdVVSkqKiIv7/hyF/9J+8I0Ktu2bePxxx9n7969tLS0sGbNGq655hrKysqYm0xidu2112I0Grn11ls5dOgQS5cu5ZFHHuG7n6K+/ts2ZswYCgoKSKgKe/VNpOoleoMi219BQQFpJ9A4BIICJLQHcqnNnME4/RhkTcInh4jq4xDfQsLhRpNkUlNTKcxfAppE3OElJSYW2u5+D9GESp7bQmXOaEKqs8YLoLKpYYBg9CQ7m0QUJcmW9KESloVrR2kVQCXLKZiT3mTG2qZQ0vVjNdJ1xEs0lCBs8BPWViEDO3xBGkIR4pqIyAkPuvC6S5BbOwltFwNwvcdPUJPJjfQyXQoyffpSxjZGyO8IM77wByw69RCpqQvRtNhIEqhP2zBQsaclKfGk6+fTjEq0QbBZtvIxWA3i2UQGa4gaJML6QdAkCjvKOH9A7I4D7utxZl6KyZRNPD5Id/f7aDpx7pqwyr3JMgjfKcrioYoCZrhsnGURrr0D46Yx09iPuXs7BQUFzJs3j2uvvRZJgkOJIg6ZZxCoH53ctLhKaLd4h2nGZUxKH6Q5INgd//bRhbnPHyUQTSBLEE+KtIssRuanCPbjgD+My2Yk025HjeRSGsmHhIZs1aNPF203FjpBllC8MZTmpDYjbzQS6/n3n8cZcYIqkxfW4TB7CCVCfNiyniMhsQBOTrp+dDqZVJtYWCa2ifbvTjMgITErW+T72bJlC5t7+lER2pYck5G+hx8eSUVf1C3u74i1CE2NC7ByEuvd3MHWJJs8XhLX3WnW6P3Lfgb3NANQPjUFSYbIkJG3P6phfV0fKSlnoqo6rDYvTuexi0pJMunhp4FKrN2PGkwgmXV4bVsIBGrQ6x2Uj7tfiLBViCWjxTRVo6W2hwMHRNvLpk7jwt1HWCXHUMqdbMjQsWRXHcu6uqiOiCk0O6eeMboBanv83FhxJ5mWTJq8Tdy5+k680WMLbm5rGuRURUcmMrLDiHWKAGA9TfXEnWIuue6C08lPsdAyEOKKv2xhX8sgXff/kJpHX2VtUwHL3gjz0T/WY7qiAtluIN4VZOitI8e4vMKHBhiyric65zHmLzFx++23c8011zB+/HiKJ03lgu/ez1efeJaqRcK9/cmzT7Ht7deRLXpSrx5HzgOzSf/KBFKvG0fKFWOZeKroV526QWKDIXqf3k904NgilJqm0TcMVDLPPuF7N5mymDjhMUxGMY9Jkp7y8vspKvraMcdlZojUCv39n10G40SmKSreFYINsM1w4V/+Y6L7BWvjXdVCYuDY+cRUXo6xvAzicfxr1pz8xCt+IEDKmLPg6pfBmgoGC8z/Nty6Ck9jUqC/oASd3YZzyRJcl1wCmkbHvd8nkQwS6Q520+JrwZSQSH9BhB8fOreSoEXi3SPvHn/dzt3Qe0gIaKdce9zH7/UNATDfZSXVaibW1MSBP71GIqrgTDdzWrlg6XYactFmfRXSysivSOHan8xh8ukFONPN6I0y6QV2Trt+HGd+pYLde4Q+aO5RSUf/W/aFARWr1cqbb77JGWecQUVFBbfeeiuTJk1i3bp1I+I3l8vFRx99RFNTE9OnT+eee+7hxz/+MV/96le/qGb9WyZJEmeccQYAh/UdbDYcJmQTC9vMZFr5T1sgIIBKRyCHQ+FCiixjyFPFjmR5YA7x+BBxt9i1TJw4EUtmJmZfMQBpLkHTDYfOnlmZeUxGwPJMO0VpVmIJlQ31J9F8DLWhJNPf9yARSLoT1C6xkGR/yvXTfFRocvM+gcJb3IcwaF5OS6bTf7ajj3BU3FdksJCD5YJJGq7Q/HbvEADn9G9AtqQi68wUeJ1UNATJscxApzNTWCio8e6et1GU41OeB45jVIY1Kp92/YiFyFRWilkvVruQpxGfU0TvGAO56BMOJq3pxxhtRdPZedk/ltRsIYJsbXsBkBgyWvjTxV9B0eDyrJSRBEl9oT4+OfhrLOEgIauDvoJSAis20/XQDnqf3EdBWgYLTOJZfKidgu/wQTw3JOi/K4E8dgpaXEOXasJkqmdR2mGCDg+qpqL2RGnfIRbAI33CpVGYaqV9SDBVxXqVIrORDKOemKaxzx9iUr4LJVTEuLBYhI0FjpH+IBt1GPMFsIl2JxepvBmoqsrGjRtp3yOYNLu/jErjTs71iony9dZdaEC20XBMmLjTKADTuGQV7T05gtksGjSSl5dHLBZj6W6RU2a600astTVZpkCj5Oxewgk9sqIQ1FvoMmac1P2jxVW27OkkIUvkSDI3jRHP/UCOCS2SoKRvHPnWCmZMFe8/1Gsm0NHMjX/fzlm/38jgoNgVR2PHagpGdCoNTTTs7SHoFf16OC2AaYyL5tYnACjIvxmTKQ1jnnh+8fYAIV+MN36/i9ee+hBFUTBKTn47EKcuFEGKKchdIcySxD5/mM36S3krvgiAzMxGCvQezMTZ2xzn8TMex26wc6h9Lxe/eRG/3/F7VresZlfPLt46uJXrkknBHQtykfQy9Vvb2b15KyZrELMSYvyWe3j+psnkuS009Qd5584HqN/cyt4p38aTWknEnEZ7wM2bj+2GRQUgQ2hPL8EtYu7QEipdm96na8JfiTgaOFx7Lwe+upCmSy+j/e678X/yCZqmYXOncPYddzHnMpH0ceMrz41Ub9c5jJjHptCYauQDLUZichF2ux0FlTZdD5ovTv2vV7Lvgw9Gnr/ff4BotBudzkpqyoITvnsAh2sGlrI/klf5FAvmb6Go8Lbjsp6mZ4g5d3BwC4nE51flPtrChwZQvDFku4HIgbdBVTHmq5jK3ZDQ8LzTcJyOyXm2KPzqX3mSxGbNG6F5g9CAnf/HY8SnAAl9FqGeZJkV/RroE/ND1gMPYCwuJtHdTdd996OpKgf6xRxwx1YnSk8v+pwcym7/FgAfNH1AXPmUpmV3cmM3/kKwHOttUDSNFzuF+/rivAyyH3wQgCMHBZs3dlY2E51WjJLEYFwZ0SMCWJ1GFlw5hht+OY+vPbqIqx6YxfgFuWzbvo1IJEJqauoJs1L/p+0LAyoTJ05kzZo1DAwMEIlEaGpq4sknnzyOQpo0aRIbNmwgEonQ3t7OD37wgy+qSf8rKy4uZlayenCdvgtNUslMyWXixInHHatpGsGgYC7S3OO5QrUgSzqyomLxbbeUEne4hT5Fk5g8eTKqS4dlUNBzrkKxKKs6HZKmHuP2AQGcFif/9tHJ3D+eJhRNRLoEs7cwOP0ZGuffR3PKamLRgWNcP0oyUyxAodlI034BfppTD5Jty+Yrycq4z3YM0CZlosRkYv5SfC4RZeH76CM6W9t5LwlUrupZMTqYrEm2KRn5k5oyD7M5j0TCz+DgxuOa/WmNyjCjEgnEiYVH2aNocsdsKCnFKAngG4iFGEoKZPVDIp+AXYPKhlXIapDqkMrdg6fSII2jK9xGbUk2b8w8nZDFyhjFwx/GFYxMlg/teAhzf5hxDWJC2ZBzBkPtC1EGI8RafHieXsEpkQ9xSQF8UY3mi6KE56rEKlT6rm1CQ8U+JxepcBYGWeWi80rwklz8n36TfatWjLh9bjOtpnHr8wCUHF6KVLeSWcmikDu8QSbmuVHCxVQOA5XCY3VZxkInGhoDiXJqDRNYe7CdJ554go+TBRnNwVzM4WxKM9tYlBRC7vMdK6QdNmty8i7o8qPXNLpcDjrNEvEOD+eddx6yLLMnLo6Z6bLiffc9AGxZUcKpdt4tmk9eUo9VZy0a1c18ysKH+tmTTKcyJ8PJlGTJhlqXDkOFE52kY37WxST6xXsujp/GN7Ov52nZxhnhIH294ll0dS9H00br3GRn5aCT9ERjEd57Zisv/mgLBz5pG0mKFxlbQyBQg05no6DgZtGH8pOMXJuP5Y/vo7vJS8QqFvxax1jW+ALoAMOOfkpaI+yYW8lMawQkPbXOr9FumIrRGCU1pZ1S3QDr6/qpTKvkD2UPctXqAqq2STxf/TzfWfsdbl55M4HOVyjGQFgXpWOsn2g4yv69v6TywlXMmvU2Yyp3EGjZT+n2n/LuN+fxTbeX89oOUj3uBjRJR7NVI0fejdPbSCwu8d7SOrTpYj4YWt6A75M2BpbW0J39EsijzyaQ302kuhr/ipW0f/0bdN5zD2o4jCRJzL/yehZcfSMAm157kc3LXuW9fZ1c9uRmzn9sI/cu28/Zf1qPOUUAyi2+DUSUIG5DJrGVfRxYLViBvj7xb1rqqeh0phO++2A8yG0f3cbNH93GFR/dzXM1b5zwOJu1HIu5EE2LMTT0+cLsY66xXfRBy0QX3jfF+dNuu00k+dNJROs8RA4dmzbBuUQwQMFNm4Qg/tO28U/i32k3gCv/uI/9H68GTcOcY8ZoicC73wZVRWe3kfenPyIZjQTWraPnV7/mUOdeluxUmb9BtCH7Jz9mbtEpZFgyGIoOsb59/eiJY0GhiwGYesNx11094KM1EsOt13FxZgrOs85CP+80Bt1iPRk7KwuTLI9kn97p+2zQFwwG2bhRzM2nnXYaW7u38ujuR6n3/HOh6V+EfVmU8F+wJUuWcMrY2WSpLkpieYxNnXvC2gfRaBeJhB9J0nPKuOksTPppcwvKMcZDaHoDkfxyAMzhbEgYuO2T2zH0C1GuLi9JQRuNZMkhZpceX6PhzKT755OaXhInqo7paUbR0ukve4uMSX9DtbYSt3XTm1fHzh0Xk2sXO+seX4SOSIy4pmGUJMwDMXz9EdBptLtqybfnc3qqg8VpTuIa/Jqfsc87GUnOxhktpL4sBRIJnli7lbimMU3pZVKg/iigkmx7MpeKJMmkp4udUv/A2uOaPaJRSbp+jGY9FofYpXiT7p+Ex4OSDJU15BQiJbuxLx5lMEXoTjSPACpWGcZ15bNYXk+KXse+QJwf8yu+Kf2NTwrnENcbmFZzgJlrfkosuWt7t+FdVjavJGfQQmnSVbYhdS4gI0ligQ/3ZKIo4zlr9nhkOY6hajTvTzStg7DzCNbpWTBmsWhH6yoKzhbVkXMspXz8zJ/peO85zpc2cf3gYzSbhS6lJNQCy25lhkm80x2+4AijUhkWbEEidzTCzOv18v7gXn6XVc0TFgevxBezdu1a+vv7kQ0yvbogdn8ZWUVO0saPpzIawyrp8OvEgjOsTwHQFA19UucQVo1MsQoNxbpMPVrcQJbDwdwzzqTLJQCwsXofPSvEbtpVHGZfooht2VUU9gnwXC2VjuZ1+ZQFd/aw1y3uY7bbzjibGb0EnoRC23SJWu92NE0jrBO6I1dwPHrZQKWqY6YUY3AwDzVhJBHvoubgaOHJTa8fQRcWfUBy+0nEVQ4sO4IyGAGTRrsiBLT5+TdiMLjFfSTDsr2HPfS1+lFdAyj6MAFXGmsmio3VvNY4ciDBgvJ0MkxGpiVWYgztQJP0PCN9CxWJrOwGinWDbKjvI55QaHjrQ2QNSrpsXGk7i6q0KvKshVzRL0S477nXcvMnX2Hdmq/jHrsKWRYA0J3dypbxRSi7XyD10Atcsu5FasZdh6oz0WnUWGaI8H37GBytb5MyeJhEXGP5Jx0w1g0q+D5sZqBjAxFXI1JcIu1tsVlILHST9+QTpN50E+j1+D5YQef9PwREXihNmo47V4zNLa+/yNLHH+dAUzcGWTCwqgYHqoU7JWIxYbk4F1VSybGWMvT2ETzdXfT1i2rs6RlnnvC9A/xx1x/Z1TMKYB/d8yhbu7Yed5wkSSMV2T1DIpGhpmkEt29n4NlniZykXIIaihNtHAIg3rAOLRrFPHEi1lkzMWRYcZwqQMbQB00jif4ATGPGYCwrQ4vHCXza/dNbA0dExBlz7zzhdQPJvDSOi64Bo11kid75N0CIYbN/8hNxLy+9xNm3/J2vrBLXTrv9NhyLFqGTdZxfej4Abza8x/dr21i47TA/3LmNSDwKKcUia+xRpmkaDzeL8XZtThrWZE4j/5k3ock6HP5WrGHhxp3hFJufnd5jgUoiEUBVR1mW9evXE4vFyM7Opqqqirfr3+bpA0/zXsN7J7zv/4R9CVT+BZNlmVPOOY0LYjM4XanA23xiMdmw28dqLWGWaiFdJ6NoGuop47jJ/CFWxPescio2fzHrd+1gb99eTB1uUGUUWwiTwQ+SzML0OCa97rhrzChKwZ0s3rar5QTJ8QabGEz3M1CWLDzINeTuvRNDyEU41okrfD9mXZgeX4SmJBVYaDHSeiC5y8gPktDFyLWLKrcPjytgjH4An+Tijxn3s3t2BUgyH08qoTcllReyhIjxm4FknRnrpxmV0d1LetoiAAYG1h5DvyZiCmG/oDyHGRUYdf/4ku6fyCEhNjMUFYIqQGBUCTOUMBA0iWcrRwXbY5Ml8rxjOCuriI9mVnBpVgrW5IKQp7VxS9MeHnr0N+S39HHn6jt5ZPcj/GSTmFBmRMvI72xGp2l0mI20WySyDN/CphM5IryW+6k862bKsgfQ6RQSIRtuv/Dn+pwr0dkMUCmEn7RsxlYuAFeWtQiDzozhyHZO612HpkFTqmDmSqwWiAeZdUREH+zwBqnKdZKqOMmKp6GgctgsWIa6ujp+/PxLPJCdx7Ipc3h59lloaU4mTpzIBRdcQMukVgr6ZyIhUbUwD0oXYQCmxjUShmLgWEZF8USQNEhoGl5rBpfmC+3E8jwDksGK950PCJVXosoy7pCf5i2bWDZzJivPWUJTQTG7qWRhSi+J5Dnfdy/CN9gDoUESMYUtbzfw6i+288nfDhJsHGL/MFBx2TDJ8khOlm3dvewd/ISDaWtJmIXeqLa/lRXtf0OdbcGXpqCqehJdImR2oPpvDLR46WnycWhDJ8ao6Hv2kiizLyyh1CSmuZ6ydQRDdej1booKbx25b0PS9WMIx5FQiaW1EZd1rJ8yj7heorQ7zsItftIViUUVGWiaxtauLTgG/4FV1qiPu9jGPFJTO8g1DqBEgmzasZ/eplHB+OTWNF49/1Xu0v8PVZFi4mg0julnsnEInUX0gZqa+ezdvQQlbkaX3smGwikMPPpLGuIlDLnHojfI3HX/bP5w1WQqC9L47bQrKTv8D9L796MmNFbXDWE7Ix/JEKa/QLhjnXVZjP/RW8iymZg2iDwzl6z776PwmWdAp8O/ciWHX/6Epb/czq6VLUTCk9FbhMtmqm8/X2v5O99oeZq74x9z/dBKynpFJJNmc5A1ezzp149HQ6PENpHa518jGKxDknQjY/zT1uRtYlmdYAeePutprhx7JQCP7n70hCHl7hQRbTI0tF2kl3/gR7TeeBO9v/0dTRddTNePf4ISOHbhDdd6QAV9ugnPqyK8Oe22UdeSY1EBstOIMhghsLnjmO86zxasim/FpwS8W4W7kHHnQVrZce1Uo1GC2wSYsi+5EM78qfjg45/CkJAJuC+7lLyH/4AuKQCPGEC+40YyvvvdkYy/F5aJ+WJFIJ/nOweoD0X5ezSVWyb8EmXK9ce5mz7o97LXH8Iiy3y9cFRY3tQu5sWsnh30/1m0fXqSpd3tG123urreZN36KaxbP5X2jpfp7e0dSUOwePFiYmqMte1rxe9Fi4+77/+UfQlU/kXTp5iRM61IkoShL0TsBGF6w0DFbqsguElEktQpKu8frCZPaeZu/s7tX7mF2WPPQtYMHK5tIt2rYRj0j+hUHE5BPZeYT1y6Xq+TOT1ZE+VEYcqJoQbaxm0G4FDzmVQW3IOjdwbFO+/ApJrQEk1cM+5Nun0RjoQEi1FmNdG8X7gnhrKFtiHPLnaU6QY9Dyo/Ya62EVXSsXKskxcXOWjLns+D33mAqNHE1KCXcweTOyNLkkk5AVBxu+cgy2ai0W6CodHkXAGP0BMYTDpM1tFogRGdSv8wUBHCVEvVBJQksIkqIfx2PZqcQIlaMVkE+2CRNWxxN1WGKRSYjTwxvoi6hZP5S+hrPMR3uCx1DzpNo7RPZnfvbp458AwJLcF5RecgdfgxJmJMUsQEt3esBf2CK3FOiiDpNeI+J5GDAxQ7xILUPVhIpFnQrZ6CZl744SbqjxiT4lYNQ8tS9JkWJE3iwivvQZY0mgMprI3MpUXnFu97phDKVe57EgMJBuMKrf6tnJlMg91obmf30F5qamp4/vVlvDdmKhFDslSD3sDKCadywSWXUDS+CG8tOKPpGG06xszMgpKFgMTkYBDFIDQeFcZRijuefL5BFcLGFC5Id2GUJGqdOva6dXjfX8s/OkT/OC8zheFp0ety8bZ+CT5dDjmJHlxBIXBtScnjOe1yQg3b+fCZQ+xe2cJARwD/3j4OOWXCeolUg+6o6sviHg8kqWlbcj2wWApIZOjwxfvx2HsZsoh2usqE3iiasY/Wl99nz9uiL40bL0Bqe3s7Yye4yDPKJIw+BjPF4l1e9j0MR4X9dncHiWkasiSRXhUgEPKzo3IarejIMOr5yqAeHbAwauDUigyafc10BjsxEeFrBYJdeld3HZKskpnZTJHOw65kIUeLQ7jpmvfuJuYLkb9bjIOmEjsPLLiOy1LE/NFRPZO+3lLUUDq9YbF4K8VtfFxxLUfKRUTK3EvLycyxc+m0fN69cz6//ubZvHHWLVQcfg5LuI/AUJxdjz1O/85vEclqAVWm6uaXMWbm4XJOAcDnE/oi25zZpN54I4qsZ9O6EIm4Su4YNz1lFjrs0zHYLkTSiTGsJhK0Vx8gxdOEFIuQUEHVNHp6erBWZWBYIJ6l1S7cay7XjBG26tP2Ss0rKJrCosyFTDCP5etTvo5Fb+FA/wF29hzPvqUkw5v9/oP0PfdXvG++CbKMeYLIEzT02ms0XXQRwa2j9YMi1eIZJ/oOoPp8mMaNw3HmGYKhC7ejyhFcZxeL57GmDcU/yiY4zxE6lcCmTaPRP4E+2Cd0OydjU0I7d6KFw+gzMzFVVMCMW6FgDsQCIs19EoQ5zz0X9Y0nufMOHXfd4yTjxq/xzmtv8atf/YqXnn2RdI+Lc/TXEnIIRuoKtx6LEuGT1Nn8KuOiY6+pqPzkiABadxRkkGE0oKkavW/WM7E/yKl2PYUGCd+KFcS7upiRdK9WB8MEFYVgsJGa2h8BGqoaobb2QT7++PeoqsrYsWMpKytjU+cmwokw2bZsJqRP4L9lXwKVf8NsE8Tim62X6Wk6PpRtOOLHYi7Hkgzhe58YdYf3AmBIySOvsIisIkFRhzo1pjRqqKEBrINCoOpMEUDFqpzcn7g46f5ZVd2Dpml0B7sZigwB0CJXkzAFMQSzOOK9CkuKWAx0kRKqaqOAxIK8bZQ69nA4mU+jWGcYuZ/WFAEG8hwCqIRCDejULr6e+BPXNezAgkRLpoEtk+ZRl5mLM+Dn+4/9DnUwmVHYkcyDcwKgotOZcLmEG2ToqAJlw/oUe6r5GJfaSOTPMKOSTGlurqpCDYpJJqIESaQO1yAqxZYnFgijQQAZffeoriMWidDTITQO0ZT9aGhUDJg4r+RcFuQt4GfzfsY3Mq5HicewuVOYOiAo2uoCO5z1S3RXPYJjkXDTDb3XiGIR78rjyWX3kA40CdkxSCjczfb3mtBm3C4uvPUvWCpEO2wNbSzOFm6l9YOZRDUNgySRV74AUkvpzopTqonP329Yzml2wT4csNZzqOEQy5YtY2thBSGThWKTjlXrN5IWVWlBx7JuD6uPrGFmyxKUeCNZeU1oWky443KnYsgoBknGrXnwtvxq5LkkhoFKQkFDxuBNcFWOWKweHmdidUoOW71BDJLEXQWZnPHue1z85lvMCe4iiz6Cqp6Uwgq+dtopAAzaHPTKabz38QGa9/ejM8hMPauQHJOOHakCiM53O5CT73pCkompV8W0ZMsUu0ybfQwpuYKu729vo69PLIhVExdgsYldXrR0GWVdfoqMEvPPGUdGhmA+Di7bAmh0Tnke2RgmMlhI4+apRMMJYuEEOz9o5r3H9zGU0IiRoNFXQ0tqFvvT85CAJyqL8GUZ0NAoj+mIDETZ3Ck2ANOypnHd4QNYI2Fa1Sz2MY3MrAZKdIP0Nog5YOqSC7CnpKJEY3T+fQ8pcY1OVNJOt3Kk5nvoJA1f23Sa20V/bInX87uhZeztEK7htDnvYHR0ManSw8RFo/o+SZI4fVwWv/ufb9DyzftI7RZMZqdjAoHzkyUN8i7H4hD91OEQeVb8/kMj50i59hq6s2YRlSzYnHp0p2Xx/MAgbznipIyZgsl5M2Pm/YibH36SM77ydRZcfSP1c26jSxPz1nCyzezzJ9Kr7yaQKRK4paWcwYksnAiz/MhyJjQ4KXm+nafuuJEdf3uOcwsEOBhmWo42szkXs7kATVPoXCVqMGX/+MeULHudwueew5CXR7yjg9abb6b9ru8w+PJSwoeEqyO47nWQJLIf/BGRWCc7dlzE5i2nsm79ZA7Eb8I/YRtqNHFMyQDTmDGYxpSL6J/VSffPtidFpE/uNCicc1wbAQJrRRZu28IFYu6SZbjwMVH/q/6jEY2JpmnsbNmDRV/MoqHF/PnRx9l7eD+qqlLffIR3/7GMWFw8vwW9CX7wbgu/rBYs1hM9IZ5obmJTxya6Al38sK6d9kicPJOBO4vEptX7fiOx7d1YZQm3XsIx+Soss7/F4POvk2s2kmsyoGiw1xeisemPqGqUlJR55OVeA0Bq2nJstjjnnScS9a1qEfW7FhctPqHM4T9lXwKVf8OGK5BmGiQ66453uwSTjEqoNgWTJHHAIbNqXgq1kypYnn4KpIlJKKNIiPhSA7nMbNSjhfqxDQgXQHp6F6DiP5GoK2kLx2Zg1Ms0D4T4y67XOWvZWZyy9BSe2/8kbW4BcDLqryQ3Px3ZKfQGGmZcvSEK3aIj3jT+Vap94hqufrHoZxY5aEoI4VS+XSwQA4MiuiLUbeViq4EPJ5dT0h3DHFMpZog/v/4PsluaGNo9JBpnTwqATwBUgFHfs2fUN+33HCukHbYR18+nGBVzVdUIoxJRgpgzBCMTHijDXS4mU7skFviu+tEQ0Z6eHnp7SlEUAxGljXilDoIhfl76LZ4880kuHXMpbYeEiLa0YibjO8R59+tH/dn2U/LRZ1qIhz3EnaJdMV8WA1qUiE/cuyWtgaGeEH3us8FVCMFezK2i4Gasz0Glc5Bwei5dJSL5lDseob2tFSZdTW+6kUrEfe5KlJJtF8/psKmZlMMpdFrsHMoTrNFDlk4KY9Xc0CTe32OtPVR/MIBxaBvxwNvUb1vG89//FpFAAEoX0eoUOV+KaaCv7yN8fgH8hoFKLCqikYZ6Q9xbnI1VhWqXjh9dIWjpazNdGP/6F7RQCFdxHmdb13Od9iavx6Zw6cUXMW/8OOzxGKqsw2N1cHgoSEIXYuriQuZeVEaWSWZnqngvw6HYAJPs4j23WsW701kEaLbZxpCaBCpdHR2oqorFYsHpdDJ5wr1o6Ahm7COeu50pVj2hp/aTGxTnaB5sZ6DiHcLunaAZ6Np5I/tXd/LMd9fz9HfXs+3dRtSEhpRuYb++hSFNYcM4EYZ7R0EG89x2Xq/vod4g3v3+NW1s6RSgYJGhisADD3D+BqHLWM5FOByDFDvaMPu70EtG8jIrmDL2LE7PvQ59t0oUjb+lRIgN/ZBYrB/Nl0rnjhvRzMIt2GHrosRdQvnMryI3mpENUXLm/5J54buQ/MeXzZAkiYu+cRVF/3MvKhrxQpVIZQyQKSoajZ50OJL1nfyjVbiNBQV0l58FQKG1kx8vF/3t66eXc/4tAti014Yx2zOZcvZ5zL7kSm66YAF9qnhnDU1igW/c08cur5+wWwDr6meMHN58fFs/av6I7CaNGbUpaMmcWtUbPmHsdg00sSh6IsfPp8OsSrQwjGl8Je4rRXFD2+xZlLzzDu4rBQPl//BD+p9aBqqMGvag+trI/vnPME4ex959t+APDIM0jWCons7cJ/HmrSe4o5tY52iFdsc5QkPkW/EBhIdg+9Pig4X3jNTCOdo0TSOwWvQB2+mnc/DgQZYuXcqTy1bznPNbbGMyh5c/zvvvvMEf//hHjrx/hBn9M5CH9CioZGtuZupEZM0RXS8f5AkQf1VrDMJOTu0czy0NYg76eZOXG3YfZM76VbzaPYgEPFJZiE2nI7S/j0CSwT8YVoiMSwVZQ585nljfePxrm5meZFU297XQ2yv0ZWPH/Iis7O8QCKRjMMSYNbsNl8tFTImxtm0tAIsL/3tuH/gSqHy2RU6c+MeQZ0c169BLEr6kq2TYVDVOMCQ0BOo+B1vSdHx1jpWBFAPtGfncVvULns4QO4iUbBvoVYyqmdKeNNRgH5ahMRC3YDLGcTr7CURPnjDLbtJz1vgsJEM/fzn0G7Tkf/saHkXRSxj9+Zh7p1JRmoJs1CGZxOKgaKmU9lnoD+fgMvlpCCSFqUfEYM2f6KYrKCaaIqfYkQ13am+LneyysYxNtXFTtYd73xritJbNzLxIiMA8tXrBco4AlWPFtMN2tEhuOGpjmFGRHHES6qhLbTSNfph4Tw/xzk5B/1aNR/GJxVnVhrBmiYU2OlROytgkHY0RgwSd9UMjPvCenh4UxUgsOgWA8JJkkcXDo2XM2w4JirwopYoJXrGzrw1HCSSzqMpGHanXVBLNEJO1IZTJjLAAmYMBsUhm5oiJsWHvIFz6FMh6jN1LkfEQxsgfuJNERi6DyUykFq+HZ599lg+GHARtemZoItJhH1MJmqsJEcXuy8KgmNlYOR1Nkrg8K4VTuj7GKDdyWXscu6LRFI4x5LWhxkbvx9vTza7330ItP50DZgGMMpSkyypZjTjWJiKzEsnCiUM9ITJNBv6CA0cy0mfhnu1cd9NVeF4WOSkyLp0j8smoxeS5reSnWJAkiaqkrCqKHiQIOhuoOiWXWLufuKaN6lOsoxqZKrsFCfDbnAQtdhIIWttmG0NqXpJR8QwBogioJEnYbGWUFn8DgM7xf6c9bR9aXCV3yIEkKWhjVjBQ9DYA48b9lDOuvYDUXBtogAYp2VbOvGU8uadlcFDXyuayiQQMRsZYTfygJIc1Nb10eSPUJQm5uu097G7fC8D0IxpaJMJln6xApyQ4LE2gkTLyCw4xJn0SFxd9G/mDIHm9RaSZcompMe6T/CyZ8Rw+/z70mpHWjd8kKnlAkpFiUZ647XnevfhdzvTkkvFXBckHFmeMfaWgrbyPk9nUiXlkljvJnCK0TfsH5xJURhObjQCVwGE0TRl5v15dBpKmIK15iaFgjKpcJ986vZyUbBtZJU40VaNu26hreV5ZGrY0MbaPNLWgqhrrXq3FXloDsorZW0JZNJP1L9bQ03zs/PnuzqXMqhbjcu7l13Lp/T9DkmW6duxh4dAY4mqcdxuOzyHiTkkClTEa7ksuRTpKp6Gz28j5+c8ofm0p6d/4BpYpQmOiT1co++B9Uq64grb2ZwmFmjCZspkzZTl56oPgFfqm3rGvoeiCDC0fLbvgXCKASnDzFpS1f4aoDzIqoeLcEz77aG0t8c5OFJuNd9vbWbZsGYcPH6anp4cmj8oKTmdp7DR27DmAz+dDk1QyVAcTE4VclL6A23/wTc578FoqKyvpcqXh08u4dBJPp/+Qn+Y/yatpKzmnrWlkIxKyzyZqmQSawg2pHhakOIg2e/G8LoBiXUShRYWCqyrI+s50VH8Lkt6Ed2Ub4w6JDdumPjH2MzPPxWodw/vLV1JfNwtNg0RiE17fPjZ1bCIYD5JizOCBpT7aPZ9dOuGLtC+Bysls31J4ZJIoOPUpkyRphFWxeyKEfKM+zlCoEU2LI0s2wtEU7ptsIS5LLHDbOaVb+GB/ZphObTCCLEtEU0THCZkLkE1xJE2HvX8SAKlp7cSQPrM20jWzCjGmr0Ulways2SwuWMRCu2hPavM5DAAzSkRbdUlWRdFS0O1dSm3bOQQ1G15ZzMKJA2I3oy8RgMFtcpNiTiES6cTr3Y2mgbfRQVZZkhEqFeKsSLsO57nnIDtsxIN6gv0uMCV3yrakkiHQe0y7nY5JyLKFeHyQYFCwN13dAvS91vkS5791Pp0BsTsYZlT8g1ECW4XQy1xZic7hQEnmyZBMnZiccTQNbJYJYASPPrkj1wv9yzAjM1ymwWJNTkhlPhSnRrQmmck3EqGrXvy/M+YmPaaRi4wG7PWPDlZjjg21KpnPpT+N6ZcsxBzNwOcT96x3iXN0N/qgaB7c+C7S+PPpdbXwpmkbIVlCk2QUpwA2WVHBgrV2i9DA8d5GsggSlSxsyjDwnmkPNsXCzsJ8ei0O3HodPynPhab1GKRGLAqc1yEYpt3lgpVacM1NXPhdEdmxe8W7eGwmaiQBVPr8on29vSvQNJVE0k0p68X79yQToC1Ic/DhJwHW7A3yixf+gsEvnmvGXd/GninA7SGtiFMrMkbo4bmFIoqpz5IDmkTM5KG9u5lInYcDbh0xnYQ9rKJvGN3J2vQ6CpMAJ1heSTAkJlP7UYxKMCEA7NElNtyWmwl0TkTSxwhO/yMb5/0G0zlrmTHjPbILkknbSu8lL+9qSialc/WDs7j5d/O5+XfzueYns6mYnc22tn30W63UJ0Xhj4wrxCRLPLJaTP6nzM/DnWUlHlXI66kk1ZyKo06A+fHXXsPiWsFULOciMjJaiGZ60Uk6JJsBXY6Fw95trOj4K1Mrn8MpbUOWjOTsTSMcKCRuEf3cLqnkpIvrB9ZvQOeT6N/gIqGBJ93E4cRqtLqT5PgASmZswppxBCVhpOtQKo898Sf6ktFxVmsxOp0NVY0QDDUSVlSO7BLjwD1UT3bvEcb7O3n4yikYkpEjlfPEOzy8uXNkDpIkiWsWTUHVQIuFOLSnlZAvQkq5YFwtLXOw6a0U6EKs+vuhEQ1fbW8NGav7aMkfz45zryFy2nmUTJk+EhJdvgeMMZnX615HPSrcHMAeF8xhvEjDdvapJ7x3y6RJpN95J7oMAchSr1okcpckAiOlEtJ7C1h61528//Qy9r4WJuIxohmCeHLXEmv00rdWjAdTaQmmykpIJPAuTdYaWvjd44Ssw+ZfvRpVkth+1mIamprQ6/UsXLiQa6+9lrPOOouinDSy6WMaB7h4nIOL4tO5KDaLOVkTmXz7aeisgk2bMmUKzenimZ+d7ubJkBdVv52XMpdz75g/Mta+mb8eDnNtc4wbmmL8aO9h9OvfpPPdQ/Q9fQAtrhKwGaiJqJTPzMJk0WPItGGbqRDZ9xKaGmN8oxjTh6JuNCSKsr7Otm3bOHLkCJFIFikpYk5sbPwjr9ctw6ZYmNh0Nrd2qrzw1gky5v6H7EugcjLrOQBhDyy/+4TMinOO6FC5BonmXaM7jmEhLcECfj7JStAgMd1p5eXJpfyl4wkWD2wmIck8UCv8u50WsdD5HYUMVVYAERx9Au2npbajyToGek+eKn9sDhhdwjdcZb2Ca/NLceogFDPi7J5NwCBRkJqshZMEKqplDPGwF3pi7OkV4W5uzYNRGcSh66W/T/hTi53Foo1d4vdgtwW9Ph1HmliIx40XbIvLk80gQVynC5bE2zqaRRdnclf3Kdo6uLkXa1CIHj2eLcTVOAeaRRE6v9FDR6CD7637HqqmYnMZ0RlkNFVjYLtYeKzJRHtKv5iI5cxmACIeFxn5WRwcOEiXQQCfnCwBqDrqhoCj6kllzRBaGVkjNF8lUiuu315zCFVJ4EzPRO0UQGhqUui5x3fsriIQFQuUxavRpYDdM5aotxAAzTWAoveJkFdVw5sygTf0F/N2dICQFMOuWsmaeS6mcvEcnI2HueicJbhThCuuzldFZYcAccuNpxG3dNNrtrKnSEzGPyrLIcPfCn01xIihSnBZqwAqR4rK8aelM+2cCyifNRezzU4sHGZ36w48Uhp6LU5XoImYpiMa62FoYAdaTKAEW5boJwOdYlLTpZoxauAO6yn/6ENyfv1rit9YRvrXv47WLZing2rJiLgbYE6aAF91BQVYggJkrFy5kmBdPzuSbp/injjttcdS/SVxASY9xcUkEkOAjNVahsXhxGx3oJjEe8jJEeOP8BDNr79C87Y7+HjgVj7SlmC1tzMQfxezxU8sZkKv+wbFxXeMXEOSJGwuEzaXCUmS6O/vZ0/1PnYXjkWTJM6025jmsvH8lhYOdviwGXV87dRyxs0V4Kh8YBrzcucR2bNXvPtpU7kj2w3ADubSK2WSPu4jloa28fepTtLvnMZW5RDZp9cwO38XIDMhPInejuloaMSTgvmC4XsCgsk8FlLZQp4fMKJp0JVtpm7vt9Gix+vWAoFaAtpTAPTtu5yfJt7k5+FfIz8+A0/1GiRJxm6vxI+dSw8MULJ+P7/xJpmzuND83K3VU5E9OnbLZ2ShN8h4ukPHsCPnTSkgqBMbkdWr9+HI34XB1ote7yIUEuN9vMVCoi/Eqr8dQlFU3v3Hw7QUn8Zb51zP2sIqrj3QxC8bOplx/iWkFxajRWJMbUunxdfCmqZP6G3xoakCHKkHOtENADoI6Ef1JJ+2WJsfNRBHMulGamB1db9FIuHDELWwcqkXT8yCRRdjmquTlGYBiPrzV6Ch4vugmR1vvIGqKLivEFWePdWgpZZD1aXHXS+hJljVsor2D97i0IQqWk0mdDodN9xwA2eccQZjx45l3rx53PK1b3HHeVM5T9uJe38hmYlU2i095Nw6Bdk0GtFZWlpKSxKolPf8hZYKL1/LU9h66XK2XreV26/8Dhd8bTY/Lc7mroYYF/cW8Y2OK1E3D4KioR/jZn13GA2YcMqonsl1/nnEWjfSvulXFKgDGLQ4fslFoPsCGh9uZtWHIvfNgrTJ5PdcA5rM4OAGLjqQzat1D3G/bx6z0XNrquukz/6Lti+Bysls0Q8htRT8nbD7ueM+NhY4iNsM6CQJ78bOkb8P+0FXxs5jd6oeiwZ/Hl+EEUiJdPCLI4+BprHRG2TbQD+NxmRqdUchjwazUKVebP0TUTUJq82L2eynpeHEZesB3m9aDpKCEi5g/X4LsQEROtvRV46k6TGljOo9dI4ko1J8Ia3koWoSh/1TACiiiawZL1Bk2kbzgRcBKHGVoChR2tvF7/2HUsguLR/ZNRcnF6a0YB572/djmjWGmnEVbLJWER0aEhd1JCffWGAE8CUGI3iXN2JuE8zMYP8WXqt9DX1QtPWeRd/GbrBzoP8A69rWIcnSCKvSn6ywa50lgIo6KHbkcp4AEKFeO5lFDrZ3bacnCVQyk5qXzrohVFWlt1ewO9nZ2eTnXQ9AcIFCpEa4Slr2i9TR48bOQ4sqSBY9xTbhHtr1qRwEQakVAKdtAg27epHQMaXgPBIxA7JOJVq0hj7bbv7y5FP86U9/GknLPjaRx+WxWUxNyaI9KR5N8Q4weGgPxcXi90AwlYLWLvRanDqpkv0Vk3iv8hQ02YQhUkOlrg3t8PscDJ3FywNP4I2rlAZVSnv70GSZzsWXYjAJYXJmidiVbkpmIh4bq0PVEuwLimtt3C2iGrRYkIxJYpIb6AyiqRr6NPHsVV8MnTsV96WXYKmqAiWB1imEfnVyCfPKR0tJzHDa0Gkag04zCbUYm05laGiIXV2H2JIufPAlvXHaDg0ewxgWesWi2ZYu+pbFUohOJ+4hJTcf1WwZeXcEeuGvi2io11g2O5V/pJ/Lc/LtfC/2KK82X0pt33Xs2H4JjY3H5yEati5vmGeWvsuQyTLCpsxpjvCbFYf5+XKxg/ze2RWk2oyMmSFcHrneMcxVJxFvbwdJwjJ5MrPOW8Ls2oOoksxr6vXYHYNkLXibNQc+4YY/P0zFkv24SwJoqo6JmV8nY/uHtESnk9CFSMiAqjJxutDGxHt6iNbXgyQxZvHl7A/recsnFon29ARHNl59zDOLRLvZf+DraFqMWHcZQw2LaNCdQzfppGmDGF+7hr071uNwVPEul7I/LMbD5kwZrxnWu9zi2e/ZiBYbZYdNFj2l08Sm5PAmsdFoGGpga9dmcvPEuA4OdJBeJdw1BQU3U3XzxfRG29DLBubaEnTtb+XFH/4Bf12ItXOEW2a44vbjrb283DPE3GRW3MpmB5m+PPY9GuT13+xkzfOH0TSNyO69GI+Ifnq0+P7TNhztYx6XiqSX0TRtZO5q2elA0XSUjS3g1ide5JTFM3nJliCogGQP0J22AbPORmh1J3//zldpCrcQM0vEfAZC+beB7tiaRXE1zq0f3sqv3rmb/ghUVwlNz4UXXkhRURGNe/p4++HdLP3Vdra8dYRA+XUMmh9Cr2bTZejn/Slrka2GY85ZH03gM1vRa3HKtHfQZImATaau5fcjc66kk3GeVkj23dOJzjSzx3aY9Y5deM4zUGcxEFc08ircZBWPBg8E1QTbJ49hc76Vg/afU47YTFd7z+QTw0FUNIqUDMpaXMTXqbg6xObVUbgZHRJBh47EmU2kzP/v1fv5EqiczIxWmCnSvdO0/riPJUnCmUStmf4og8mS6H7fQVoo4iWXYBd+XpZLscUEvg6kRISiaC/GHrGDun3LIaS4WOj89gJ2pJSR0PvQJWz4AmLST09vpbO19YRN1DSNt44IfQH+WcixjYTDzSRUmViP2HXn5I92WDlZ30dxTOJIqii0mLAJRF9IMyn5+3FPq6YpmWekxFVCS+tficcH0OJ2hpqcZJWNFt+zuU0k7GFkZKqrm9ngibBvyhSqK8ez+fXXxUEmO5iSbfCLiKDQbsFoWD0iwskztJ2Xql/CFhP+68ml47myQgjknqsWINGVLE4Y8KtIRiPWWbPREnGUsGi/mi2YhGC3jvQCBzu6d4wwKq5kHZ2OOg+9vb0kEgmMRiMpKSlkZi7BoHejpoA/rR3F56N5n2CoUnXJ7Kc2HU+/K9iWtb3ekQR70WgfCXMIVLBkzKE1maZ98ukTsLQmczY4+okbvfT2daNpGkVFRdx8623IiTL06MgbjI5Urk4d6uPgulWEQ4JFuSw1wuWR9ZzvF+LNNe7JxJ1mUCI4Bp5iRfVK3nnHxjrf14kqZmJmMZme2SDYuk2phcSTu9KMYhHru1EVfXaW9wBuRWF3WEwBUmItGipqoJes+ZOR9RKJqIJvIIJs1SMln2EimZAPgO59yIkQXs1KZskkrMbRydyu11FlFP2tKVPjNL+IlNlg7abapUMCxvYk8A9G8PaOhuDntAt3T70xFRUJu220v1kys0HWoZMk0lJS4PWbCfZ7WJM9gfo8AcINahyfyc1K+8X8ee8UVNVAS0sLHs8oc6OqGhvq+/jaCzu5+KH3iPS1sifJpszrS5DY1ctT6xpRVI3Lp+dz87xiAOK2ED32ZmRkUvYni0KOHYvObkc2m7knEUfSNLbq5rFPnUJOehc/mv0wt094kjT3EPGwjpaPSkn94Cm8iSyGlHziRvGu9OEg5VMF+A5uFFV1zRMmMKFsLg6Dg/W+OA6TEDS2StXs3341g54tdHW/zY4dFxMOt2BOGEg7mAlItGZ8nejXt7NbNxkbEczvfYNXDzpYxTkjz0GTJdaXm8g6cz66zEzUoSG8R6XDBxg/XzAk9Tt6eHTb41z8zsXc8fEd7EYk2cuvWI3J2Y3BkEZB/s2k5OZiuyAff9yDTW9lnk0h0LaT2rIqNFnHbJeVT2ZW8MNSAXR+eqQD2+QZuLNyIJpgyf7TMEcEW1OztZvDm7sI7d6NsV6MJ89nZKgNJ4HKsFve599PKHQENSHRX+umvCyTC37yGCZ3Jk+XT2O9xcqWoOizh8eJ+arMOQWr38bajzbxcUUpm8rz2LB8My0H9pI4CsQ9s/8ZdvfuZlGNg21zRK6X3PG5TJo0iS1vHWHFUwfoqBuivy3A7g9bWfurHUS9uSSkBE9a/0bWmn28+P1v8Ndv3MIL993Fjvfe5INe0UcnsReTFqWgS4zd3t73CYfbjrlXfbqFsstmsm9xL7/J/xu/aXmKgxsFmJxxTvHIcQPtbbz8o+8xoMRx5/nImOihEsECr7BH8Moh9IrKxOJ87GfkY56XQ23v6aiqjnBKHdVLHiN47pM0yD+jK7L0pM/+i7YvgcpnWXGyVkXLFlCOz5eSuiCPqF7GJEu0vyjQf7+3jif4DglZZkEArh9OwtMvUKyUVsoPxwkqvNfqJGdAQ58IoeqM3Di1jNQsMSD1AwJoZGY10HsS18/evr00ehux6C3cMvlizikRKdOVTiOpMXFdV9ZRjMqwRsUXo9Eg8n00JPOkWLrFdftzj5CSqUOHRrHsoblZJAsaPFgOqkRW6ejCAWArEN/ra/BT2zO64FQ3NY0eNMyq+AXzFEqm6LdESpETZhTNh8k/gE7TIckCAF077lpkSWZXzy46Ah24s4X7JmDLxTZ3Ljq7De3gh2iY0KQEYZ0AQcFuPbIxwN6+vXQbBVAxKSqyLBHwRDlSK9qVm5uLLMvIsomcXBFFEJ6jMLBjOwPtraKCbZMYHm1tQdI9CVA1IjqJ5/eKHDPDOSn03RJ9lKAmNFJybKTl2bH5xS6+JAUcQxVU5cznrrvu4pZbbiGsd7IO0Z+6G4eIaxpmWaLY5URv8aNqUXQ6G9kzb2e8msYdHb1coL1JmhxkgsWM7WA15pgfZXkuHf4S9FKEBRflkHmKG4AzulRsIT8DKvx4eyMfHupGTssjbLJQLYv3p3RFmRSNUReRiWkmLGYfEVcjoYiHFp2V1BzxvAc6AkiSNMKqJAaOAiotAnxsV8dxWuWoZmTYpofE86vLlcitriPPkkpjumAlZjitjCkQALYtCfAArA2HMcRjBCQTneRjOwqoYBesglknIR94FVo20awsYF+paNvdeS7W1NyPUY0Rz7Dhy3bTqYhr/PXNj3l5Wys/eecgC363hhv+tp0PD3UzQ9eC32ShLlu4MW9tjDLfbOacCdk8cvUUfn/5pJHd7JauLRxJF2xbxxEhSLVMnTLSvAlZM7ki6Xp7XLmHOs8kJNmBKmeRmnE9bSsmM9Sip7knRrNRRN3FbWIsZLmdGMxirAY3CbePbcF89LKeWTlCTLrXMY1KfzmSqtEf3MmePddTXX0PsVgfNjmTabt6KNWLeaatZojcFDfj7nyNoM7FOLmNukGFuGQkX21h/g6hjeseY+NP104n9QbBLA789Wm0xOhcl+mOYzfFiEcVNq3dO/L3WukwBQUHyC8WoL6o9EcYDOJZV5x+CoaLMgmrAZzGNM7IuZGGMWKXfnFWKpIk8c3CTKY7rQQUlUda+5hwmgBhulAjHnMP1YVC87Lp9Xp8TV2Y6pPZp337SSTCvNvwLrd/dDv3bbiP7mA38b4Qib4w6CTMFWLD09L4EgBDTQ4KHBrn/eQJdHo97f52nt4vInnmu85D0zTybAE2ZQmwMj9rMfkW8X69NjOHgh6W/fJHPPnV61n5xJ/YsOkd/rrvr5jiBqyOhSQMBmJKLxttG9m1soXdH4qN5ZQzCzjj5kqy8m2MS660B73bqNoL0W4X/kgNadP2YCrcwLblT/JqjWDwprODjvbxWHIeJDVVPLeOzlc5kX1r6rdIMaZSsn8OmqpRPDGN/HFi7gn7fbz5258S8g6RWZZNyali/l2YLOLanpmHpmkY2utZ99HTvPTy/Ty+/ileC/6Dd1pFX9Sre/B4NoOmJzjwpZj2/52WNRHMboj5oWvvcR9LOhn7uWLXneqLcfjR5fxNu5p2qZCUqMrjp1aMxp73ih05mZXcMbWQ6VYzSBJ9mWfj8gqdyrk5qRhTBZjI756LokrYbF6iStNx14bRvANnF5/NDVP8lLpaiCkGJrcGyIm5AWhSR5G4PkXscEODAXp7e1Ekia6k2FXXaqO1VYCjWWkqD+WHUbv/jKbFyEhbQvsOsZvILi0/pg2l48QCpfXqCR5VR6vPaGSguVn84kwCFV8XWlwREwrgWlyGxSPC8sYli+HZ3WZkWSLLlsWMrBkAfNj8IenJwnt+ewH2M88ATUPZINiWqLsRjRiJiJ6o18j2Q2uIKlGCjmTF6MEImUkqtKFOtCk/f7RWR06OSKgVmaDRsFOEGRr0eaQmMwL74hrXRs1kS2K4/Hl3K4qqMdQpdr6GNh3NrWL3U56kym2ScLWYrM2YI1kw6CYlRUygNd0+1hInKkFDcpdWZjUx+fSzsKQnc8nYxyGVnU5YPgNLII+reYlnTD/l4znjuLlsNgvrbiE9WICq83H57NVMXFLBq4Oipkm6IY1xTcJd+GzfIF99cRff+biPfZNmoEo6irVGbAWXMkkzoiAxEE+yVRl7aUPhpr9vx5KMtOpvE3oZfdJ9lhiIjOTs6a8XKcO3q+M4fdyoPmXYyhvEvRzJS6HRl8vcSDGHc4oBmBz1U1ApJtTW6mS0USxGoKeLnB7RZ6upOgaoRJOlKLSQl6e2/JqwJLHLdQ2NWeLvVxfkMubMe7i7RdRNMk9Kocki3rO3tYafvrWH57a00OmNYDfpuWksZMhBdpVWoUoS8x1WJg+p5MRU/nzFFC6akndM7ohNHZtoSNsj6ipFHURMKVinCj2ZGlMIV/v5dl2UHI+HkNHK/1jvpVn7E4tL/8jUjhhjNTHO9/pLabFdSUIKENNroGnMWiAWJE1RCG4WDJp9gdgozcudB8Dmzs3knrWUmUcsZPZGMSeMWC2llDjPZ+bmRixRlbTF1+FIM6PEVdqqB7GmZGNb8mMAgkmQuEBaz0JPD5Kq0W2EtkiMlGuuQXa5iDU20v+U0LpEGxpovupqsqrfF+1omMu3Bof4QCrkorQoxSV7Adh15FT+sq342Hd/yhyKf7AIza3D63TRnm5H0jROMyUrdUsSPyoTbM0rXYNoRTMBCS3RQeeYdWzIfROPs5NYRKG27ApMugxMOjeaFuO3n9zIAxsfYGvXVt5vfJ/rl19Pzy4xR5rK3MhmPYGhHrq7RVZurdnIhd/6DnpT0uW093FiaozZObM5b9EfSLELJutI6SoSchs6yc3plbfy1Uf+wgyzi1yPH4tOTywc4tC6j9n+6NMs2ZjBxW1nELJYsYTjdBuNZG6cxrZ3xDued1k58y8fw7g5OczN12OWJXyxAeoHthDXy0wpHKLi/BbcpX7SxnlJvSpIuyUdWVOY5DtEc/MUDsVyRvKbdHS8TDx+vFbSZXJxa+L75PrGEJejHMwJsadVMDNr/vEUvr4e3FnZjL8sjubQ0HdI5K2NYUgkCBvNxCcXUXjODCyZaURDQRxthzml2kLJh4XUv1uEp8HBQI2LmmUF+Joyjrv+f8q+BCqfZbIMhckS1+07TnhI1rxcPAUCob6TEmSddAaSpvILVyrZzqMKvvUmQ0UzhLvj3jFikG6feCqGiBCIdR4ZQp+sVpsRzKNxUAgH3VmjYabD5ov5+KhZiKAuG3MZba1/FE22nEteYoj8mKA/d0T3jHxH505WTPb0omka0aw80MkYYyquUIyW5qkY3XcwlJDQSSBpEnl515Fq/KqotJqSij017Zh2TJ4kFhJ7QoCg8dSRHhCLW/1wGmrHqKA23hcGDWSrHsv4tJEEd+XmZOr8tFEG6Oxi4dNe2bQSu0dMRAF7Pvazl8CRj1F6BWMSzREMR6g3DZCoPiRyjhQUCbCgDEXJTeZV6ekVzMvRQMVuG4MllAU66JOEDzzNMgGdJDGASqemYoloVAbEotUta2xu6MczII41+vNpPTwk7iOpY3C6p4hrW3qRdDH62wMoyboiBzt8hIHmdCPNNjEEy61mKheehjVDABedlk/CEyUWK8cUEM8vFGpGUaJclpXK2KFKVBTeqfwbP7cluGX5d/kgIBg1hyEFS00XxBQ0u4G0yekEnGnsnCAWvnOl1fz0soVMmSgyu+4aErqbYMY+OpwOurwRVnYIGr23NQlUku8l0Ovhto9uY/GyxZyp1fGztBQGs6eMCLaHTVFUEjVeinrjqLLMi2ddR401nQG7C72SgHUfj3SLjjoPiqIy1N0JmkZ5jxgPe5mO3V4xcs7BgNAjxQd6edyq43fpxXxoTQNJYqbFQpHFBGOX8E25jcpAA34k8s+bgd7uxigpnJ/p48a5RTxz4wzW3T0X+8Bhup0p1GYKVvGBsXnoXCZQhTDzaIspMda1rSNk9OFMhib1ZE7HkgQq4X19aOEEKAEufu9pMjz9BM1Wfqi5uGhXDTf7c3ny1Nt55cJbeXjeV3k31kfQsFf0n0SUiQtFNEuk+jDK0BCy3Y5lkoj+m5sr5qB9vfsI6g04zn+OifVR5m/uZO5Huyhd/iy6WATGnI00705KJolsuU3DqROm3kB3ahXbnEJHMYdNpNqbKPELcL1qwIfObif7AREd1v/Y4zRfdz1Nl19BoquL7J7tSKqCXi7hrNZ8DIEdzHOIzcaR+lnsa53KK9vbeHLtaMkAAEOahRWn7uOVfNG/pg8otD5fO6Kvmeu2M9dtI65pPFw7iGwQm77zzJUUWtJYVfw8mqbQnzGF2owc+voFoPUG9qNH4qqxVzI7MpvZNbP5+9Zl7NY1Yp2QTjwWZdVLd6IzJoj79ZxTmIaxUswlHYEOVjStJm4o4tbJdyNJEqUV3wNgmi3GsqlbkPQSUU8W6v4Es+79IVNae1m0u5azLrwRuayUkNGCr/AUuu05aIqK0VfB9I4LKfFMAjTmXlLG1MWFRAIBtv75RbQawUTs9HyMbJmP3X4n9jOuREt6StMGY2xHSAXGhGuIbMlH03QcOlhN3YYiiBeQSPhoanps5NlqmkJX99us+2QJ2ak/Imf20+wZ8wrPdj7MJU9s4pmX3qVm0zokSWbOLZUMeTciYSC8soC1MZW8IaHTe1Vq5NfhZ3ly+m4+mNPNwRIvfekq1rQ0iOTjPTAT+pcwdtrFZJUcXzrgP2VfApXPs1wxEdG596SHTPj6ZF6flcpj+YIduFm3h8vnFh97UF8SbGSKhXmey4wj0EHYbGHXNBEl0nVkCF2BmL1lxU5tSLAVGZnNDA42HnO69xvfJ6JEKHeXk0sPPt8+dDori0ouQ9VM2FSxW/3Qu2ZkYtC5BZjoiYoBH8wTdHdhfwJDQlD99f1p/LzLzLtNEgsbMhlX8XO66sXuPLvsWLcPQGq2HcUYQ9UnIxfoJCdVsBftycRsI4yKv4tEjxi0+kwruhQTRr94ZvmOIEgq9tTRiqtnFp2JTtJxeKAa/4uPoVOiqDoj/oAEa39LQhMIP5wi2hceEM9xmMmZXjJLaCs0yMuyoEpxQjFBeR8NVAAyTIvEcy8WQCbbUgzADhLsypFBAvthsaPRXEbe2t1MQBXXHVJPQ1M1cse4R1wmjtLpyF5A1nDmdqEqGv3tYqE90CHaEJmUNgJUSiUdVqeL1BLBqA02RgjuFG2xSn3o4yqg4vfWsfNtsSAk0t+nx9HMmtAadg+upk83RFSNIks6zqycwI9LRV/qzDLhOzWXsMlGvtbK6Xrhy54w69vIGuwM6UGTiDraOOXyMtLtRvYGxfvsbfGjaRr6VAG6axsOsr1b6AQUSWKZ08HW1FfZ2LHxGIFnX4ufRFThjAYBvN6ev5A7ZwgwMzM0hD4aZtWG9zHaZeIRhZ4mH4NdIm/KTElMotXSBDCJ9xCNRulLRngZAwGsER27oxPYWyie17WFYnFGkjCe9TP+VPtbdFqCFYM+OE2kI3f5G7llko0FpS7efesNeuIKn1TNRkPiinQn05w2jCWi7w4XtRu2rV1b8cf9ZFgyqEpeszd3NoaCAjRVJZAMba33bMMe8vHH3/+Ycd1NIElsc09mZfpC1mbMoT23hMaiCpbPKeC1RXMJ641MmTQZWRbgJ7hZuNOss2cjGYTYssBRQIGjgISWYFvXNsifATe8Bc580BSQZJGy/crnQKenZIoYF017+1ASKuhNvDvlu2iSTFWingz6MKe0MD8pTN6aBKrOCy4g7asiSVx41y60cBjzrJncd6eKMShA+eboHdQXC3az+/BiuroqKDMPARq/W1nDb1fU4AnG8ARjNA/4Wdr2Bm/ki03Iku4ExT0BGt8cDQ64p1jMcZsyZKLpQkzcumYFL9Ts5aJ4LfYhEY7dmHYtHyfEu5lkVHipo5NZ+6Pkd+Vj0AyoaOw2NNFl9/Phk39Cny7cKIVdIRzn/XgkUduD+1fRm/tHhnJ+yaXVca7b18jW+Bj+n/bOO0yq6n7c773Ty85s771SlqWzdKQJKCp2sStqVIyaWGKJJRo1lmiM3cQWa6wYFRVEBFR6X2A723ubmd3Z6ff3xxkWV7AlFvz+7vs8+yhzz9x75tx7z/mcT5WNuehkKNXt4t150dxYZGSxq4P7+ozsvORqVk++mufKE1met5inz/0Db01dyJvjZvHG2BlUWHcS1LxPecTbrB/zApmFGja9+yYvXL2UqP1i49lhamXLIj97skSx2qZWYd7LVIoYVaWltFdojzO2VtFa60ZSFFy9TrZ8VkrDxuMAqG94ljWfnsSG9Wexbu1R7N17DQGlAq3JiT1jE1MKNqCL2IfN/hFNHwgn4rEnTqXNIQojljePYEPeDEIaDYkdYj0yRc5gdPxoTFIiTYZk6vPmctvf3uKyx1/g0if/xZK//4PTbr2buRdfQeaosfxSqILKd5E8Svz3MKYfEA6t/2zs4L4oPyFJZrryKUtzLIMbhUJfMf2IHBa1zlqmbxEOaR9PHI/GoKHf5aczkISMmJDHJ56KozsWWQ5Ruu/+gdMFQ0Fe2fcKAKfkLaKq+q8ApKVdiMHlIKiIl9+l6aPCU8V+h9BGyGYtkl6mTRYLZZNNCDNpHQG0OqFxaGpuIoRESp8fXdMe6G2nYZ9wvkodemitB0mSMKUqBLRiskugg9SxIj1+h9+Ht7LyYIiyoxF/mxBUdAlmAkqABp+E7Deh1XgxRtYNykobbYxmQuIE5m5XULZsx9onFrLWzZugcQtBKQUFhT6TEIjc7SLhmqndj4TEpORJaMPRQpEmLQGDEySIjorBaj2YERUgOecMCIAp1osxRiHeKCbFrQSZMSWNcQsySe4SdmvFpmNv3RYUOYDUK1HlFM50hTMOesUbhw5FF3aojckQtuHWGiehkMLeJiHw5IyIpy5GLHopFU5hL44Q96ZuUzO968P5NWYUYnWLa1e8cQeuLh8WuYPLIj/j6MhzMIdyMAWGMl6+CpdP7KJPHzuSy/OSuDojgQPGi6igg2v4C7JfTJ4WQwS59kyGV5lEokFAl1HPE2ePpUuvEEKh3+mjp7MfTVijYnEZMGgM3BsYxXPNrcT4dTgDHVz2yWWc9v5pvFv5Lr6gj8ZwxuZp0TYukA/aBAsCQZ6YPh6r1Up7ezve+GoUFOr3dtHVKDRjQ2JdxCmt+NHzSZd4Xurr61EUBSXgQQ74mdUZwhKaQadNg0GB4+Ijv3IzRzEyYzh/rBYmjEedAUqKZ7I7KZOTt1dSsHYX98Xl8O/xs3HojSR3tHHuuafSeM21GNLE8+KtOpjJGOD9ahFNNzdjLkm95UihIC5TMo6dG/E9tgR/pwyKj0pXCQYpRHJ3N9etfp/FG1eyoGYP92Qn8teCNB7NS2Lmzo3ofV5aouL4YOQUJh9/4sB1+r4Q5kTLlMmDrj89VZQlWFUnTJNkToWrd8HlG+H6/bDwQdCJvifnRWK26/G6A9SWiLnkPyYx7yzoFFo3Y2QdM8P5lbaFaytJkkT8739H5huvk3DzzaQ/+wwVt59Jo8FDZeJ7aAL9hDJENIzfHUl33dH4JT9yIMhVE8W5nlxTxeg7VzL6zpXMfvwfNAV0+PWp6CSYHNAiSxKGzS20hhOsjVR0ZHYGCGokysZoMWt8uANaOvuT+V3uYiaUr8bS14QWG3l1IsQ82QSKksKXzUIlkRhtJz8gNkPvv/829ZUrMMd5kIIKuZHFA2nv325qYrmnCEVjRS8pKMCqLicXlNRwvu8eLuFfvG9/mDsCPlYm6dgWreUJt4urRxdz5znFvHKUjd2ZJvxaLWavB53fT5c9hrePOYdXJ0zE4uxl9Kounvv9pax75XkKjZOxaG0oVon8a+fzpWsr6zOWkT3biCVRzKndXE7DlaXsiBiGBFy58Fj0BjMap9hM+kw7iI8bTVepEFYC7KSvfwP+YBNBn5n23Yv4ZMOleIN6coxBZkcEmFu/D0vQjdcegSfhXUIhL11dybRUDAMlxPCSEn5fvh8Z6CSO3455lM6y39Ff9xv+Nv8qTLqvWAKAfb39/KmykW7/oX6aPxeqoPIN/LOhnakb97HIkcZvht7KQ6YJrGhupcHjwx0M0eMPsKLDwck7qrilshEFmCet4mIex2b/2oLeUwP+PtAYRMgzUNq2h/OXryOir5dGo5nOcZEA1FUF0YUdQ2dqhrK/XPiEuD0rB5w3l+9fTo2zBrvBzlh9K253FTpdNBnpF0H3fgKKEAycFrErXtsgopYkSUK2G2iVHShAuSRe9LSOAB6LEFQcnWKCHmoQPgehms9p2CcEgbRhIw47VjkFiYTCScL0ul5ShgstVHdUFBvvfYTPWsWDr/TU4A9rVHTxZj6p/YQyXS2mbqHeN8eXoY/U01RVT+3lS6mcPYeld+/h4o+FySQ5T4xRwyaxWwpETsRnaSIgOwgF9BgNk0CSMHu1jDYPI9IYiS4sqOD0oY0RE3L0gay5X8GcWYivSrSNG6IQKYvlfRsBThqbyvhjMymKj0DnV1B0MqOjhIOzuyOfQEhDQpaN3DEH/TS08fEY2oQGwRQhkoa11Tip6eyj1xvAoJXJjbMOaFSSSnpwlO4lpPShhCTS3ZNQ+oNo40yYjirGkiDMNs1B0cfRceswnvsqfz3hejZesIxNS17n9tFjcfqFoCI7hXbjhuwkPi8ewusjc3jAcy/xtOJ1HDTTFCWOY2pDIpb2UQB01b/C+Mxo7jq5iA6NOMcVj2zgoR3CbyTJH8uCuFOZULeGcR4vN8RdxjnDzsGkNVHaVcofv/gjc9+cy4atIgw7OT+SO8cX8dhGJ/fs6Oe1Xf8mMdLOKaecInKYuOvwGTqo39dFd5MQVKxxAabxGQDPbdtD92v/Zt864VzpC/YAMCKYQX2SeM+Os1qxfr3C+LRruLThda6oEwL950Y7n+eNpCkqDq9OT7fFhl+rI7uhjr8+dCfWfjfODz6g562nxXXqnYS8YmLu9nTzSa1Y4E/IPYHQnq1Ed4uNR8VLz9DbLN7pPkMNvpCHlBFjkYCMzzeQodeQUVtB3O4tnJUcw8kp8cxpLuCkLesx+Tx0WO3cUC0iwkJuN+7twlRrnTxYUJmTLrRCq+tX4w+FBT9ZA/FDwBQ5qK0sS+SPF8/4vi+b6QsE2R6uiTWqQSyApuh6pmVHIQONXj/N3oMRLaYRI4g+52wskyfzXrUIPU5JaWZ05fNEZQm/JHfVBI6Z0U172BnYHtzHw2eMIiPm4LNljN6AxyzMVlK7B+OpObSEI9P8nzdS/dQuPnpyFzN2iDlhZUoB0TliHiqJOhVP5jlI/W6G176JLEvoqgrQSfmAwoY4MRdN0pRwTHAc4wI5gEKPu5+YEWIOS2z3oZ91JwCtXj/XlDeCJJPg30HVtJF8WTyUpenxxOi0eBUZt2RBq/ix+so5IzrAbc2wsNFPsjuENhjC2t/H0Kb9nLZhJf+64xo+b97H0vR4tMD+9HyeP+23fDppAf0mExPyjiPDOgxkiD+3iI2dm/EGvSRbkxk/04dG58XvjmTjGxL/2Cycb4vtFiL8KWhMZ6ILpw3o13nZ89mDdGzvoGPzQnqrT6Wr5GK6dl1Fb/XTPNY0l1edwwhYlgKwMNLPlPEdxIzrInfhPrShFnw+A2Vlkwgmhpg/ZQSFJXuIX7WOSVax+bhnZy3BkMKk7BgKUw7NlXJXdTNP1LcPFED8JVAFlW9gW1cjlW4vG3p9vBs/m3uzlnBuaTPj1u8le+0uhnxewrm79/NlTy8GWeKPGWbOCT2ORtJiteQPPlmzEDBIGDYQj9/5xWfEunws2CSKWa1NE5/XlHSiNQsTgbndi9sdRVtbJpKksHvP1bQ4K3hgywMAXJ47icY6MbEW5N+OVhsBnVUEFLG7OBCpsaZhzUBXeiP8eCU/PdZIOoMK2oBCUqefWn3Yya1PTPijk4Qqsn3HZ/j63ehNJuIysg47VlGJwlwjBXVsjIkhJlaonr1GI8Ytn/PUh2KR62utprFSTJTVSpAntj9LtbFhwE/FHF/KQy9+xP6TTsb96af4GxvRt3QRkmDZRAnLcUKgqe9ORpH0BHRZuKOEyr2/M5v0oan4wxqK0b4cyltdeMK5YwJtbry6cOZd76Evo4JC635hPojKbQApQD1BcnOjSYk0IWtkjr9iJNl+IcAo4bpCPR0TMJq1zDx7CJJ80PFSkiQshMdLHxZUap1sq+sBYHiyDUcwRHe45km6O0RLuF6IzptMgU1M8PYFWUiyhDVdpO9WbC50uhBDf//nATPiAVqqynGENSoHBEKAHLOR6dERmE3hYm2tB/s5MnoEI3qSsXaIib/bW0GoYgUnj00lNxzmqe8O8I+dW+jQir6H1inESg4cciRzjzmP68dfz8pTVnL1mKtJMCfQ4+7B3yie567oBvqreyjukZhd3UJwjQh/zczMZPp0oSXotVXRWtNNR4MQVBRvNTP4FFkJsdFoZc2zL1C2W+xA02qFEN/kHkZlkphoj/NU0b9rF/27d+NvakLx+yFxBFLePP64/yle71vO8fGRTI+y8ttIA39f/zF3P3YfDz14B8+99Djj/3IX6c8+AxoNruVvI5tCEAJvhfi9b1W8hT/kZ1jMMIbacnFv/IL4NpFlusZzFP2KcIStMYj26aPGYiwsRBMKcVSMGMMtW7awevVqqvY00CqVEOnv4fjqErQSLGvr4an6dtxbtoDfjy45GV1GxqB7Ozp+NNHGaFw+F583fM634fQ5WW4QJQ7272rjvPcfIKhAvCaAs34KSkiDrO9FG2hjaHix2va1RIYAff4+vgzXNZovW4g/IRVjbB0EJRa43iC7831yCoTfQlVpFccVJbHmupnsvWMeH1ybg2Qtw2sRArbS4Obil7aTcEkh1WHHeUONk4yOfgqcHqZ17CAga1m58GYAqndspXO9uHZCQTzjF4p3qWWv0AzZY/aToOtjhn8vciuY0KN196HT9ROdLe5DqvWogXfktvJq+hUdWl8N9xeko9PIZJsN3JKTzPrCXF7URPO30Jv8g3P4jfvP1K97BHNJD1ft7OPW9bu46PP/cPamlRxXV8LvEuMY//JLpJ59CouVl/ib7i7GSDsJyRq2jpzC8+f+lpqRpTgTN2BbkIUh3cby/eK5PyrtKDo6xXtukCajIPNGj9CwZu9w8clze4EIRoy9AINej6IzoMQk4nb20LCtiqpVe4mPjue4iy9iRX81Yww7OMuym55KG66OiSgK2DN6SRvbSozVRSCgo6J9LqeddxF3XnonxXNPwVBQgOLzMW+/ELY3+r0owJKph87v63t6+aTTiVaCqzMOjez7uVAFlW/A7PoIe+td2NofYVbPe5zcuoIhkhvtV2pSpRp1XJIaxxfFQznZtBsJsEUUIsv6wSdrFkmxSBo58JFxrdg5zfE1oZFgp+KnPlZL634nQbO4Lf5WD/npBVRVTsDjMeHpr+WLjccxTNvK+QlmEpzLAIWU5MUkJIhwRzrKBwSV+BShWdneth2HV+wyWjXipehKFA9lZpufRjnEHpeYPIxBI0m6JFIyRZ6VhtJwFeWCYciar+1aw/gU4Xio80fwKUnc8l4pjlA41NIWwYWlXxAMSFiUAJE+sTAv+eRD9rtKqdK3YO4WodKm2Aqu3fQE0V4X+22J3Dj5Em6Y8huuXzqSV2Zq2MwatBo//aFI2jIuIugI0R8lXjZ3ez6Zo6KptYnfufdLB0c/tJbr14XT89e20OtxgAKepsFFDwGaSvfRWW/B79YiG/twxW9lI0FOGXvQl0Vn0DC7QAhh9RGRAFjKtZz8h3HEpFgPOac9WpjAgvo2ZG0/3S1utlYIQWJ8ZjSVbqGFSjHosKdE4DEIE525S+zQyxyb8USJNpaw8Ku3NTJ0ajp6+6HCVnNFKT0+IYx4K9sIeQ6GEgcCfYQkIah11R4MIy+sgwh9MvreFOSggZBGoveDJdC6h4kTxPMzyWZhzPAy9hvEjurEQBu7uhNw55yIRieedbvBzpIRS/jw5A+5Le8v6EIG+rW9XLnjN7z+gYjOCrTuxlkZwLNX+GFMnTqVqKgoQhoffaYmuhqFQBvw7yeWnwN4rAAAX3NJREFUDmZWCV+Yxy76LS5bBHIwyPDwru7dvFEgSYwubyL9kqupOe10ak49jcpZsykdPYb9J51M87ZYeqpNTFj1Nx4N1PFU6RZOveJiRvzreSbt3cmsqRPJW/YOhimTKM81oTvvdDF25UIQ6N/Tidvv5l97RBTRWVnH4b1/HkFnP/HdO9BIAaK1KaBo0KVHUFEp+ps6tBBrWAiL3b6DmTNnArBmzRpeevMZfMYOQOLq+bP5U64wF95Z3cTnO4Wm0DJl8iGVajWyhoXZop7W25VvH3LvD9Dt6eaijy/iP11vsD9qNxIyjg7x7Pg7Smn2FuF1iPvq6i1hrE2Yqbc6DhVUvmj8Ap8SIN3vJzdnHn2ThCbHuENG1xeE6jWcV7wIv+xH59fx2noRQmvSafjbtr/iM40hpI0mWqshJyTT2NPP0rd3MvLaMXRkRxICkvUy861N3FzzLADvu6Fv/DSUUIjSjeI+mEaPYsy8dKJybHwSnMiDXM9NUXfz7LTTeTztGgIStHmr0fR0kJRUjiQr2PrANksUAC1xuVkWLg8xWvmSuekzB35j2YZmXr11A+WvVOL+NB09fkaZA8wpPR1nt4939VvYoa0BIF9O5rLzryLrgvORUuxs3nIytXVPEeXbxjWhO7heuZNkpYFeycZdMcexr+g1XDlf0uPpGTDZnZCzkLY24XczYsLJaI9NoStCg96vkLatB0mWGHdMJvMvHsm08DMk5wzlhBtuJ3f8JJRQiM3vvcMDt99CoquCKNmDLuihurqaHXvz2Lb1OGpri2hry6S0bhRP77yGSxc/RH7Yf1KSpIFQ9OJnnsQABM1a4rPth0TuKYrCn6uE+fnMpBiyzQZ+KVRB5Rs4L/9YTknNx9C/id3O1zm+7kE+63qe/dNHUjVtBPunF7Fl0nDuyEsh1ainp0fssCIjxx96sq8JKgGvh+ydQmVaMGsmpycKX5EviyNQgMagEDR83TqGDhlBIGBg1665dAUkIjV+TonyM0rfAYRISjyZ/PzbDl6rvQx/SDiVRqckkmPPIagEB0rTtwaFRqPGLrQHuc1+SnVBWvsCyGYhiBQZi5AyhOq5oUWYS1K/wewD0NYuFkdNwEK7M5m3du3AQbjicVwsqY2VNG5Kos+RgQaJfilEcc8ylnwU5MqXWtE7UpD9FjQ6LyT3EXn6aQx7+w0mnrqAvYn5lDnFtd+uWEamXjj17es/lmCfD3e00KgonkIqTSXURQpBLNbhwKTTUIHw7ajtEbt1nd9OX0cQR/vBxRqgfNMXEJLoKhO+Gt0ZK9mpDTFv+OBdxOjwxF5FLtp6iShfI5EJgyNeDhAxdLxI/S1BdNhJd39lDwDjMqOpcgutTJ7ZSNzFIwhkinE0h3KoNZaxo+tTSlaLMutBt8iaqrd2Mmx61CHX8tXV0bh5I13eFhQlhOLVUHPGefjqw9ost3Bg9Pdp6K7vHKhea/z4S2RbMhIyWllMZg6zD14+laREIegEOr10+DdTYxRCQq8znZUt+bzyXhW7P10xqB86WUdGr9jFyskeIg12xriEIFoT2I0UkvjXfUsp6ypDp9MxY4aIdum31OEP+JC1AZRYYXK68+TjMckSu+OS2JQ1lFZjO6ExbZTlFFKRPRQppHDi6vfojTKiS05Gm5goHFADATx799LzwWqaN0Wx/8MYqk7/DS23/4lgZyf63BwyX32FhD9cT0V/HfPfms+5H57LKbH/pj3Fgr9GRI31l3bx5PYn6fZ2k2qK55iP76Z3p9CO2YelkjUigSy9mEKVITq87r4BzaN1hlhk+r74gumTJ7No0aKB8HRNwMSsCceSlZXFhSmxLIqPJKjAdRlD6bLZsXzN7HOAk/NEGP26hnXUu+oPOe7yuViyYgn7uvYRbYzmuNOLkWToswhhe0ytmFe6+oW2y9WzgzHharoH/FS+ygFz16y+foJ5s+jwChOyZZ2EszMblCCJjZuxZQh/rrXr1/JZ/Wc8vO1hNjRvwGsTkTbnpsTywvnjiTLr2NXg4Io3dpJ1zhDiLx6BpAsSCuWQ6PgtZ4fLLrw5dg69Zivl3W2EgMaRY7i9upnbJ+j5z4g8tkrFOCU79UEt9+WO5bdjTezsLwOlhZRU4SQaEXchWONRFIXfluwBScLo3sRDxZcMCIFNFT188sI+Ar4QsWlWUrImEehPQtZ5MWd/SXPCFwR0vYSkEDM0hUx3D6XrqRJ6dzaza9dv6OsrR6+Poy50E3d8eQO+9Qv455Y2Mvv76JGi+SeXsbf0Dl7b+xT+kJ+h0UOJU5rx+zvR62OJjpnCp2lizl2gMzH3tALOvWsSxcdnI8sSEyZMICoqCpfLxfqSfcz/7bXMv+oGfNnDCFgiQAlhaKnDXLMPQ0stOmcXJk0q0VHnMXr0E7zQcClbO5NZsbdl0H21LVyIJi4WfW0tuXuFY76Ubz+kMPS7bT1sdboxyfKA0/MvhSqofAOF9gJuTTifi0aI7LT3xUThbtqOTpawaDWYNIOHrschwpcjwyXJB1CUg464YUGl6rP3iOhXcJolco46jmsyE9FLEuVWieoELbtbYoEQIZ+JtLRcJL8Pr8dOTfBcus3TsdqLiY8/hqKipxk69F5kOZyKub8bpbcNvyK0JfokCzPSxEJwwPzT1NtOr95IpUVMUEPaArjjxa64RycW+Uw5E+wpKPZ0GtxiEjqcI+0BDtTO0QYsJDqz0Ud/QXaamBSDRx8NOh19ddBcIs6ha69i6Uc1zNuukNTpxO9xYu4SZh3LXWeR9Kc/kZkayw0LhvDhVdMYYitGCelo97VijViBgkJFRRslEdsJGhyEglrSCiZz5+rXaI0Wi3+Mv5v1V4/nzetm0CtBnUYIhlEWsZus2n6wSGLA76f0czE+/pr5SCEtnshKisa3Dcq2CjA6PLHXk4Fms4E1prRvHBdjURG6WvH2R6ULO3SoQ/RvbEYU5WGNSo7ZgKTT4DHXAJBywgLiFwgV9541qwgFg+xd58LvjhTjbB68SAV7eii94AI8skQg5AVJ7B4D3SFqzzwLb0UFfb1Cs+TpMRLw+3B1deJraMD10cfIEWJX3xIUWiFHbBQ4G7G+cyK2aFEN29oej8MkNGdR+iS0GgkUhZX/eJTW/YPDUg8kcJszaRIrp7xPXCCKoDbEvvGiX5M3erjzhQtocDUwYsQIIoxWFE0QX1Q8kXYhQBr0CWRHJ3NPnujb9vQCPhy9kBfnXMv7s0XW4sl763h83gauvdpGzqpPyPtsNQW7dpL76SpSHn6YmIuWYB49AlmngKxgyIgn4aYbyXr7bUwjR+LwOli6ailt/W0YNUbQanlotgd/ZxUhjwOlP0DZJpHg7Q91FWidjfS1i3tgOXYx+ZEG9LJEH9DYLwTB5LDm0VhYiCYqipDLRf+OHYwaNYpzTltCbMtUYrsnUDxzFCB2uA8UpJGjlWmPsHPtVTfTM774sM9TdmQ2U5KnEFSCAwnLDhAIBbh2zbVUdFcQa4rlufnPMWPURCYuyqE5KlxbqU1Lj6mVjQaxcLmaPx3QqOx0uQeyGIMIx15bL/xRZvuhxdxDMNiHIRCDvlyiu0yHEgL2vss5R58DQHxvPNevuJ5nSp4hoEvBaxiCDJyTHENGjIV/nDsOg1ZmXUUH0+79lN+uK0envwsNHQQCiVzyUTvZBj1taHjhtCt5fd4ZXHDrfcz3GXm6oR1nKEREfx9TWjdzu3IjS5R/YAqG2Byj5f75c0ic40Kr9dPXF8nD6xLp9QZ4p7WDfR4dhHwsSVDIjRI+f77+gDCzKJBfnMBpN45n3kUjKBgutA0pRZvQI6HT67jkokuYfvXx6DNsKJ4glZvuw+HchqxY2LnjGho/yeC+3nzOdhUQ35XHoqpdoPjZLo1jLZPoahQaxYtHXER9vfj/pMST2OT0sra7F40Ef5yUTeH0FKxfKXmyocYBWcXIGg1VVVX89a9/5e1Vq/EZTAQVCDn7idVCXHQ048eN4/Lr/sBvr7mWRYsWMaQgnzMmiA3rv74cXB9JNhqJvfhiAK7691NIgRB1SpB/txxMvNjk8XFThdjcLU2PJ8EwON3/z40qqHwDPe++S/Vxx3PiC9XkEUebVss7vmbw9h7S1uNtwe3eD0iiyN1X6d4P7k7Q6CFe5DHoXibS3u8fFYdWbyDFqOf8FKHhWD3GQnefhpDSA4DRa0LnEwvacF8Rp0x8juKxrzCi8BHiYmcPVhG3lxNUElAwg0ZCG2diRqoQVNY1rMPZ66TT2UVlfCqKJJHW7mf88DiykyNA8tEkiQXQ7hM7m7aIsXiCOnRamYSvJXo7QCgUOiio+K0kubLRR21i0gjhzNet0ZD52qtY8qPR2IVU7u9vZl8q7JudTepjjxJMTcISrhjdFdo66Py58RG8delM0gxiXD+N7qAndhuNtl3UxYqdr8sZz92lZbQrm/HqQ0jxQoXZsGsbaTEWSJVpkXtQFNgZ9k+p3HJQUKnY9CX9LidIVpKVHOwNYszGxb+J8rVKrhHefdiVboKSlqbmbFZokyhtOTQRE4AuJQVjs1j89RbhXJoUlClIiCDaomdfr7ivw6wmvN52vN4WQMJqHUL22PGYbHb6erop37CBfeub8TrEztjVWzroOi133EGrWwgRCZk5WEaHk83ljCXQ3k7t2efQXS4WHcUrdvXdzY20P/gQktaKbLQRJMiqXiFMOeKjwZ4OXVWk+0QunPSeoaQ1CdNUlCGBpY/+k7wJk1FCIda98vxAX7xuP80VwvyWURiLZ6cwdVmHJ7B06T8xpnnQKLD0xW7efei3dD3+BEO/FJEuvphEIoaGq5KH86eM6G5lasVO5FAQtymV5THTCMkyBZW7mV3xBZIWujxdNPSKSVWSJHTJydjmHU38tdeS8errFDx1BUNPayZ76l6iZ+Qh64Vg/lzJc7S6W8mwZfDJqZ/w7qJ3iRwznk9Gg79O+EfM657EuQ4nR/U68MfOwB1Oa26ZPgPDfvE7y90BKrcIgSZ1iHjHJY0GyzThn9G7RgjB+3d2ICGTWhCFwTS43MAj5duI6elmf3IaM/c2cHFJDX+uamJdl2tQ2Pdloy4DYFnlMra2inclpIS4a+NdfNn0JSaticdmP0a2XTwD8dOT6DfIaBSYMy4Zz3GlVPnF+Xq8VWQZZexaDf0hhX19B7WM65vW0xf0EB8IMCJ9Bk0tIrlkatb5aOyR+FodOOtNULWa5EgzGZkZyMgMdwwn3hRPdrbIybIgzk6KUYz3uMxo3rh0EtlxFpyeAP7yFcQHN2HS/5EGApi7vPy91E+uyYDbaKY0t4i6pDS0EhwdY+OS7nrO3LSSaeUSKe0Ks/iIu3v/Tlyfm257DA/G3UoHsVRVjcPYX8WfP97D9fuEgB7T/ym/KxJ5gxRFYc1rZbi6PETEGJlxRsGAf1lS0omAjCRXYTQ6yRw7i7UNIbZ29BJ14XB0syU6s0QCvIRd57GoIZHzMZCCjGzREXVKHumz7Vh6xHi9yIUkm+M4JjGHkWbo7tmAJOmJTzqLP1YIDeVZSTGkGQe7C9z1wV7OfXYTD33ZyfvuPNwY8Pl8BINBukIm1mlGcdntd3Dxo89ywYNPMOeipUQlDa7Fc2ZxBjqNxKaaLrbWDi7+aT/tNDptseS11XPSXuFDeWN5Ax+097DD6eaMndV0+YMMtxq5MuPQZI4/N6qg8g34KsUOqe/jFfzhYwsoCi/aIggeMON8ha5OYUu12YrQ6b7mO1AfThSXNBJ0RgKdnVjXiXP0zT+o4r0yI4FIrYZmm4b1BUbaA8J04t/fRnSEWOxqD2R6/SY6yga0Kbp4M5JGZmTcSGJNsSJB3M4VKEBZkmgzts5H4YxU8hMi0Fiq6NaLh7mvS6iBq93iAc2ICaHRHpxYQ97AQM2X7u5u/H4/WiWANqjH5o3F4rPyTotIR93W1oZx2DDSr1mELezf8fy4Fu69wMbk+54hYvZsHIqEtW0MKBIuV8khdS0MWg235Y1BF9Th6D2GgLYPWZFJiRbCRmd3IsM82zGFZBJNaRRPmy36v02MfVU4b4iZKNZ5gihAe52LtlohYOxaKcLENYZCYvQQvX8h+LX4+ncNSl2tKAr79/+NHMSzsTt1BI3WOJZtP1iU8qtIkoRdK7RIIf0+kIIkBiSm58eiKAolvWJhGGY14XCKhc5iyUOrtaLR6hg+Q/yOjcveJ+ANIgXEfev9iqDSv7sE5/IP6YwQz0vG6LHo00UCQtOEeRiLigg6HHTvEnZxuUdohBpefQXn8uVowlFo9cZWtvR2ARIeXyuec16C1AlgEothes9QpEYH/QEXsqQh2GNkxjkXImu01O7aTnNFGT2Oreze/iCm+F1EJZmxRRtxh02c5lFxYEsifVEeUpSfSDfMeqWUjsceI6OiDJ0nABotoagDmXmHEggEWL16NYVN+5mw71Eu3P8Qf4jVcM7nTRz3yev4OisYZhNmpV3tuw57DwCYeDkMWQhBYdJi/1ocXgcv7xMp1q8Zew12g50MWwbPzHuGlGv/gLNdCMHjewu5qsMKU66iJzQHFAXzxIn4aiDk8uHXStR7AzSVC2ffzJEHNyrWsFmrd40wmVRtE2NxIM/JARRFIXLZ2zx6/60U+fvpC4Z4r72HR+vaOHVnFVeX1g8IKyPjRrIodxEKClevvpqX9r7EVauv4s3yN5GQuGfqPQyLGTZw7t0uocUaEmFk5sl5LBx6DI1+ib4gBDUKvTXvMDpCPBNbv+JQu7JWmBzn9PXjyi3C1bsHWTaQkrmYmPPPA6B9TzQhXwDKP2LmUcLvI6s3iyvHPsfWfpsIt80YHGFXlBrJyt/N4JWLi7k7Scybay3juB4PfSgkljt5u0PPffs2M2fd+xy76g3+2b6Pv6VGIu/aigTMPWYmjo2zkf0m4m3ruMV8NQlKM+1SAjeHHqCE4Wi0Nl7TVtCLGdnfysMjp2LVi3l0z7omyje2IskScy4Yhv4rQqPBkEB/v3gn7Kn7uXl1Fze9s5vTnlrPzL+tYaPmEZCDtLUXsrF1FLv1CsHh0USdmk/i9eOxjEtk8dDF/CY1Dp1nLx7JxIPSjYzVNbK7RAiZqann8UCTRElvP3athuuzkgaN0Ye7m/nHOrEpmJYXS8gSyxueEbznHcoy73C+1I3hsYtmkmQfHEb8dRLtRk4cLYSXv64oGyTwrqzs4aHhiwC47Mn7mB700h9SWFJSw/yt5ZS7PSTqdTw/Ihu9LKMEg996rZ8aVVD5BhJuvJGMl19CMhiwbavk6L0SjTotq8oPdWTr7BIT0YG6DIOoD1f7TBUmoZ433kATCFGeDOnFswaaxeq13J4rzBKfjTDxRTirrbe6nbQ0YV7o6OmhZG09H/+jhHf/tp01r5TRXveVDJotJQcFlXDisYDHwzGOkRTUWtm+Zws1MYl0my1E+BWO8WpIyLRRkBiBLmIXPfoegIHCfVXh7JzZ2v0QECaL/n2dNN+9iZb7N9Nf0kFLi1Ajx0sdRGrFrja1r4B13SKc1Ov14nK5UGLzcSD8PyqMddww4QYSLULD0ub0ofXbMDmFb0Nb+8eHDOOE/ZuZ3jYGa8CGTwtpweGYI8X1GjqzsCoS01qmcUbOyeSMFWNds3Mbzp4ednYIv4JJukw0Ji17dSLsdMP7++lsqA/niZEwmIuI1JnReaOwfyL8hioq7qQ7XLG1sfFlOrvWkq0IQaV81FiQJN7d0UjoK2rzr2LPnY7UB4rGhyGqBpsiU5xgp9UXoNMfQEZUk3U4hHO13T564LsH6p901JWghFwkZ44CBgsq7Y8+ggJ0xQpNSXrhyIES9/5GN+nPPkfU2WcTCKeyUXaLvBqt64XPknWuKGfvT5DxKhIOhJDjCDXBhR/xwahYApIfi1ui22OlwyuEMm+tE3t8IkMmTwMUdm+/ja1bT8PhfZq06X8nufg5PFVdhHr9yGYtxvywf8aE08mb1cHeSRpKU6B2WAyp991HtN8NioLBJoRPq7WQ5cuX09HRgVf20mraxh/ldk4IJpLRYECjtREM+CkKO4YeTlBRQiG2frCM56+7gidXy7zTMY2GHgn+tYiPP/otnqCHvKg8jko7auA7stfFKb1tZOZU42/egSTJOKLvIzDmKrpeFEm0bAtPxblKCNOa4iQCgUZCAS8mm534zOyBc1mnTAFZxltRQcv2atrrXMgaiZwxgwUVT8kevBUVJPW5WF48jLdG5XB7TjKnJ0YjA/9u6eLphvaB9jdMuIHCmEJ6vD3cu/lePqv/DK2k5a6pdzE7Y/agc+9yCWG40CqEkXEJ44gyxlDuFeagrsoXGWMPCyrhyuD+kJ/VYefPOf0+6jXCtJeYcAI6XRTR552HNikJn1OhsiwJz973yczMpKCggGaLjav3i3t4TnIMIyMO9d/SyBKTbZ0kd64HJI5ZchvxGXbuQvTV93kT09bt5YLlyxhWsZO9b73KR++IeTcnJwdv+16yfZGkbP89kjuaGDq5PnQHdn83vZoIPhg5nZcmzcdjykUK9XNLmsKcNKHdatnvYN3rYj6YuCib5NzIQX2rr6+nolzMoVmJexiR6GZmQRx2k4543UYsbMEf0vBQ2SKqJyYw85YpZJwzHMvYBGSDGFNJkrh+wrV8NHE6Jr+PNimR2/gL65mM076Ip4NnDNzPvw1JI/Yr5mWPP8jt74kAhqUzc3hxSTHrb5zFP84dz/GTC7nimLGsuvYohicf6kx/OH47Kw+DVubLqk7e2CLmy64+H3e8t4etCUOoPuo4NIrCzdddzvleBxEaGb0ksSDWzvKxeaRICl2vvELV0fPoL9nzva75U6D97ib//2IeO5bYS39D+8N/Z/EGLSuH+nmh9UuO/kqbUMhPV5fYGcQcVlAJV/tMm4ASCND1qggb/HiszK2xgx1UT0+MZnWXi3fbeni42ELRln7Sa4N4oyMhWEtQo+WTN7ai84czv5Z2U7K2kZGz05h8Ug5yy268ofkA6FMjcHa089qt1yN3tjOJGHo8ITZNFrutk+t9DAsXhctN0KON2INb9qHT6/D7/NSUl9FaVw8oZJtboX4TSsZUet6rRvEK6brrzXKaJx5I9NaOR9cEgUyOM5zGA/ImXDoXEf4I7l99P439ldwRupwgISaOnMai3EUA+DwBmru9jLTpiGgaQ799L21tH4mcMAfwOCgt3UdkaD4hQmxN2cjZShTNmgBaKZkhc8ew/YNt2Pw2/Fv8RJ6Xhj0+AUdbK/9583V8fh9RIStZvVE8szifK1/ZwTCHQv3uTp7Z+QYaQNZl4zKZ0UsyAXcH5pXdSPOK6GEX27afjcWSS1+fmOBG7mrlzVFQmZ5BRG0nzQ4PG/Z3Mjkn9pDbbx0/AcMqCc9ohVByCXTlEOMKDWhTcs1GTBr5oKBiO7gjj0lJIyY1j86GCgjuIK/oNLZsh95esTvy7NxJ35q19FjN9AcD6AxGkguGotXpkS1aQn0BAp0BYm+4kuBaEVURocsEjxt3pI3Ey68i0JND0OEgc2gBUq3ELpebaRHgcGylRUrmw95dzIvcR1qzuOeBqBD4wFvZDTPTGHn0MTQ1L0MTK4Sn/o5cjNHVBPWfUFOWQQTTMI2IRTrg01V4MpqPb2JsTjPHHZUMOHh/WiG+N57D5I/AYhFavWee/Qy/TyxyW+K2MNnjwjzv9+xb0YwkSSTlF9O4dwX2cjfkHSqohIJBPn7ib+xdt3rgs2qgmpEMsbXxQdRmsGs5oacb6cM/QCiA0llJcP96JMVPZLpCz5YPURKL8LbYqL/8TkIuF8bhI/G1JqH4etFn2Ig9JgvDR6/g7wVrTD6SfHDvp4mMxDRqFP3btrH7/b2AmayRsZisg9X8PeFK4xFz5qC125kCTIkSAuPICBM3VTTyUE0rZyRGY9dpsegsPDv/WZ4reY5NLZtIsaZw7rBzKYgu4OsceM5GhDVuGlnDzLSZlDb9m9HmIB2+vYw1C/+DAyHKm5s34/T3Eh0MMix1NBu7hNCSmnouAIrJxIe3/pmnerx0RgoBNPmL3Vgyi6hI8IEkke7r5+a0Q9+HAygbnqQLO50p8zC6tVw+OZkLa/fwuuTjNEWPNnk+KZXbCUybxe4v1lBeUwsaDY4dG9jdHmB28tko3QoNH97NiuhGtitmHlg8hHXaAK82deIHYpxd6Ku9XHyUcOrtbOrl/Ud3EgooZI2MZfTc9EP69dKyj/E6EmnqSiM5up7bpr3DmNEv4HK3sXHTjQCUuo7jgTMWMj3/22vfDI9K5cE0LZdX1tNtjeFRrgEn4OwB4PacZBbERQ76zisb62h1ekmJNHHl7HASRo3MnGEJzBl2aP6n7yIt2syVs/O4/+MybnpnN7sbHWyo7qTJ4SE92szMW++k+48BnMs/5LyrL+WiIUPQFw5HdjgI9PVRua+UYLjyePfLL2O65+4f3IcfA1Wj8h1EnXMOst2Opc3DxHKFXaFeSjpKBo739GwiEHCg00UP2g0D4O6CVuGbQPoknMuXE2xto8cMFaPjSDAPfvAkSeLBgjRGRZjpM8gsmWBmVbKOrv1mtH3hmiuxDoqPz2L2+UPJGydMMztX1fPx0yX4m8rxhYQqXJ8RwXsP3o2rsx1LZBTeCD3b8sfQbbFh9QY5d7+PqHDEQqlrHZLGR8gfRVS4cNnODWLHnR5vwKL1Q/VneCt7CHZ5QCujjTGieII0V4idZSIddOjC/jv1Vu6f/gBug5j4SmpLkDuEDbhf08Dvhpwy4FvT1dyHNwReBSLaxgISTud2PJ6D5pRQyTt8GhLRVO0J7bRIzTjNQmNjs0/nkbK/83ni58h6mZbmFl555RVSx0/BF51AZYM4z5TIEUhIDA9IPHLZBEqiJZSQC41D3J8e82jSw+Ohj/EiKRJx7yeSkHAcEBoQUpLNJzL6hR3IwSCNspYZI4VW6NVNh0ZhABiHD8dYLhzkohJ3ANC0t4uSsEq+MMJEMOjG5RIL7dd9nLQm4Vjp79+BFIpGknQEg714PI20P/oYAJ1jhMCbO34iOr0BSZIwZEcC4K3swekSz6vRmELB70WBuv6URCJPOnmgpk1KfjbH5xxPtTdcMbrlY25cJybmyGEaQgHhv2IK+5B49zsJeQLEZMSTNk3soJWeudR++gdcVecD0Gx8Cb+hG/Por9i4TZEw/EQyAwGmasJRHptfIuD1EqVvQJLA47Hi95kxGAxUJOykxdzCPH0CPdZJ1OwWPi+TThahun2VDUS6dJR2leIJhKOUfD7+8+A97F23GkmWOerci1l85/0UzZ4PkkSpM56hG7KYsT0Gy7p+nnhpBw+9WMqDy0M8vK+Yh0un8IrrRHxXLiUQLjypTT8e4/jzMY6/En99L5JRS/TpBUgSBDwi8qy3JxWv+yuVOQHr9On4tWaqGoQwMGxq8qDjge5uHP8RSdUiTzuNr3NeSiwFFiM9gSD/auo8OIxaE5ePupzn5z/PXVPvOqyQArA7rFEpsh40E8xOn01Jv4aQAi6LxJDGZQBU93vp8gdYVin+PbfPTUtWPIoSJDKymIiIoYQUhd+X1nM35gEhBaDJF6TC4wdJIre9kdmbVvHUo4/w8ssv8+qrr/LOO++wdetWKisrWbd6BU9sDfAIF/JKYwrPPvssa995ntOtZbxOOw56kXRmLNN/z+zzlhI5YTpoNMgeN/7GJorjxb3viTPhCmoY3ZHGOaOHcdzwJO4rSGNvcQFL1n/EqdvXorT1srainc7GXv7z8A68fQESsmzMuWDYIP8+RVG4952NeDsbUBTo1P0eWTbhcGxk0+bj2LXjJDT0YLUUcOUJd3+nkHKAEwoSyC5zoalyEiPLmDUyxXYL/x6Zw6Xpg30/+n1BHg/XS7piVi6Grycx/C+5bEYOJ45OIRBSeHFDLRVtvUSZdTx7/jjMZgPJ999P7JW/RTIY8JeW0vfmW7hWfkLfl+sJdnejTU4i4Y9/JPHWW36U/vw3qILKd6CxWok6XeRXWLxRmAz+vefFgeNt7cLZMC5uLpL0tQerRiymxA1FMUTR/ndRVGr5eJmhiUWH5EoAsGg1vDoym4l6L306iVuKTDx5YgolOSNos0YStHUz7pgshkxM4uiLCpl/SSEarUz1zg5Wd9yAghnJqGF/7Q5aqirQm0yccecDVJ5yAVszhBCzaOs+bAEItLgJKSFe2Ps8AL7uSQQMYvGoqRROaAVjR4mOVa8e8DewjE8gYrbYjbR2hsvU005bTBwanUxvt5fxhimcUHQCAJNsk7gkVti145VypI6ygd/bXisWSq9Rg9YbRYQsIqOam98aaFO6YQUdxGDUwuWLLic/lIg7VggYd1SswOVzkZmcyfnnno9er6euro4N1XV4E4TJbPSIQvJGiN/ev6eT8ZnRPHLHDHRR24EgWnsmx152NFPD+W9sR4uFv2/lOgoir6N4wnIKhz/MpImfELncgsXjZbhDeMhnDREL9/LdzTQ7Boc8A0g6HZE6USMjOroBrbGH+tJutoTrq4yKMNHdvYFQyIfRmIrZfDDpUlNlDz3tccjaZEJBP5veeQuLRTg1d+76gL7PPyeo01IfFGa5gskHNXrGPLGI9Jd24XKKsYqIGEFseiYAzvY2+iraUXwhZIsWXaKFq8deTbcmiZAC+JtwuWtJsaZw4bGnEgqEw7vjMtDGmSCk4Cnvpq7uKTT6AP0dBso/FubG9MwzsUrDUTReHENXoQ+Hrw4wUdjqT20S9au27hRaj7h8sZh724Zy1innM+f0CewyV2IKhZg28Rq2flQLCmSOiCGjMJu8CZNBUZhcFk8gFKC0qxRfv5t37r2dqi0b0Oh0nHDtzYw99gSS84cy95IrOPvuh5CS7OiCMlnNVmqdsbiDekJfmQoVJFqaOnj/uSdomZ+CbOxB0ujQpUwm2BNENmuJW1KINtpIQ+kePL09SLKBkJLGto8HR1jYFi6kPm0WQUlHdIJhoGL0AbpffAnF48E4bBjmCYemNtBIEpemiUXxteauQX4G30Wb10+Lz48EDP+KoDIpeRJGfSzlHvGbvVWPkhfOkbGirY1VYf+UEwJQ7xc+Smlp4v19trGDf7d0oZHgnrwUNrx7L8uuvYRH7r+Vex/9C++89Dh/37WeOBTcbjcVFRWUlZWxc+dO3nvvPV566SVWrfmSNmKQCREfH09UVJQoxRFwMt9QykrHSnr7W5F0UWz/52c0OsUGaHrxJE6aeC1WbSSyXc/9Bi/NmhBGRWJog3/A/BphNjE8U8xPmZpuPvqgmrfu24rb4SM62cLCK0aiNx40JiiKwt3L91GyTZh4jfEZXH3C8YwofARZNtHXV4HP14HJlElR0dPI8vfPJyLLEqeNSkNX6WJkuZvq6UW8OyaPGdERh7R9aUMtHb1eUqNMg/I3/a/IssSDp43k0TNHc8rYVC6dkcPHv5tObrzog6TREHf55eR+uorke/9C3FVXknDTTST95R7S//UCuR9/TPTZZyGbvt0n5qdENf18D6LOOpPOZ58lsSlAVovCh9IKrvXeRITORFubcMSMj5t/6Berwxlhs6bT/eab+Bsa6LPp+XBckCsTxn3z9XRa3ihM44E3PuSZ9DE06CUahon22mCAjzftY1yUjdE2M6OH2ll4RRHLH9uOoghVoTbVyhevP0ZIklBOPJdTa3vYbRCL9tjSbeTs/QTSLsPf7ua1Pa+y37EfnWTB1TOB9lgDGsDtD2IzGMiffxY8+VeUhq1428WOzjQ0BkO2nbYPyukNisU5gQ5yxx1FpFlD3Z4u6vZ0kRL2Qo8JxpDZk4gPJwZ5L7TaIF+oY1vCkRNSnAkaeol2zMUVsYPGptfIyLgM2dHAjg7xmI4bPZIRSSO4On0sHrkKpTeBSo+LodFD+dvMvxFvjmfJkiV8/PHH1NbWIoeCyC31SDYD5jMX4FpVh6e8i5A3QGt1Kb01IvfNadf/FmtjEEdIQZcWgXXScMwTJ+LesIHO554n8Y83Y7UWEOjowPG+qPkyNT6a3QGoJcjE7Gg2VHfxwpe13LBgyCH3sy2jGF3VF/hzFOKHb6dx60y2dIvJd4zNQkfLZ2KcYo4aJLxu+6gWSZLIKT6Bii+eYPenHzO9KAXYR/sX/8YIdB01lf62eiJi48gcebBomDG8IPrrXTi6hPO2zVaE0WolIiYOV2c7PduFlsSQE4kkS8SaYnls7vOs33wisfRwfGI2Z058Ek1bLyhekAzUl2nIGBZJ75oGenbtoT5FCO1NG+Pp76nCHBdgWHEy9a8cQ++QPXTHf0ow2CuyJh8gaSRkz2R69WripURMbX7AhC1VaJncbUMoX+NgQ8y9AMwPGeiNmEvpRrFojjtGCHPTzjyP6m2biG+Dqbti2GR6jx2bmulsqENnNHHi9beQNrxo0L2Iy8rmwyltUN/NuZGLKIgZQlJeAZGJSWi0OjRaLV53H1vee4ftH73Hl/95g6grryfdOgRvdQ8amwHLxCQ0FiFU7fokHBU1YgKtdVp2rKwnb3wCsani9/YboqhLF8bifGUPkjRloC+Bzk66nn9e3PtLLjnsxgXg+LhIbq5opKrfy2ZHHxMiD00ueDh2h80+OWYDlq/szrWyloXZC9lc8wxDTD4arT3MUlqpIJLnakrwKQGGeH0YCocRDJZhtQ4jLnYuNf1e7qoSjul/yk3hgtQ4uONBYq8fTdK+DtzVBxfweZJEW3w8/bGxWGbMIDBsKHX19bjdfUR17SA/WMrwBZdgKhbmpL6+PlatWsXWbdvoSbDxZmAnMZoY2np6UCQYFplNQUUqwS4Pkk5m5+ho1n5WTopdw9lOAw37uln7WjnTz8hHliWGDx9OeXk5hVI3iRVu/EikFEQx/+JCjJbBobb3fFjKq5/v4yS92Hycf5KYy2NjZzJp4graOz5Bq7ESF3c0Wu33G/uvcvLYFP62qpwvqzqp73IfUmkcwOnx89hnwvftyll56DQ/rg5BkiQWFiWzsCj5G9toY2Kwn3DCj3rdHwtVo/I90CUkYJsvHt7FGwJ4FaEe7ej4FL+/G4M+gaioryVpUhSoDCfrSiqm44knAHhzioRXL1GcdPhcCQPXtCfzu7b3Wb6ml5uqPEzRBNH7fQQ0Wrb1eXm6oZ3L9tYyccM+5nU0seqYAGuGGHg3RcsDvc28ljeOp8+5nrttaezu7UcX8DO1YicztlbhDjjxhTwQVHgrnE3y2JQLIWRkT7d4JIJGE8OmzcSYmAMp4wgoyQSdAdBI6DNtSFqZ3iFCgIhQZFqUKBYUF5IeTrtet6eT+HCYcFtbG956EWFjkHdD47aB39lSLT63hJ0tzZVF6HTReL0ttLa9j3vrv6lEpBMvGj+FUMhPCCEAWgNH8/jsx3n5mJeJN4trJSQkcO6553LzzTdz0bnnYOhup2LjFzQ07RUFCgMKPetrWf6oKORYOPNoEjPz6P0yXABwgjDlxFwsfGS6X32V/pI9KIpC2wN/RXG7MRYWMmOYEAq/6O7lgsmZALy6qQ6379DCXS8pKZg3iXGNzPoSh1miBwWdJDHMoqW9XSRNi405auA77fUuaks6kSSYsXgmueMnEgoGqdksTEzuYD1eo4E9/ULQG7fwxEGRWZoIPfo0sVg6e4RZyRYhIpDiMkR//dVCq2P4ikNhui2d4hyRY2F2TCQp1hRqd+8AQNamUru7G0+i0Jw0Ks+hKD4iIyfS35YCBEjM6CFQ0oGpbij6/hRCuGls+vchY8Kc29EicVJXB3E9BmRdEIxiEexvH0bN7k6qaoVwfdyIq1nx3D5QIG9cPAnhCsdRSSkcfelVAOQ2WnG9vZHOhjoskVGcdstdhwgpAJtaNtHibqEvSc9p513HhBNOIW3YCCKiYzHb7BjMFmyx8cy64DeMP14kWPv4qYfptbuIOjEP2+z0ASGlt6uT8g3CP23aGSeTNTKWUEjhwyd34+zsx+30sfyJ3YQkDVHdpZjffRx/y8HkW61330PI7cY4fDgR844+pK8HsGg1HB/2ZXjtK7kuvosDET+F1kN3wqcPOZ2SfgOOoITPoGFMuLDp7n4TChJLggEaNGLhzM25FpC4prSe/lCIyZFWLgynU8CWhPWo2WTM7CTnlrmkPPhXYpcuxT5vHqmSRNaePcQ//ji5L73MuSedxNIJRs4MvsE4ew+mcYsP/kaLheOPP57pOivRnZ0EtBpaJSGk5AQTKG7JINjlQY7QYzxzCH/cXAPAufPymHN+OOfQ2kbefWg7pRua8TZaQJHQavrxa/uQCu0cf9UojNbBQsrb2xp4em01IzXNyJJw1k1KOhiFYzQmk5Z6LklJJ/1XQgpAapSZKWH/tTe2HN5E/NSaKnrcfnLjrZw0JuWwbf5/RhVUvifR5wnVZ1EZRPYqvF72Og2NIrwxMekkZPlryqm2fdBTBxoD7e/vIdjeQSglgY9GBIgyRJEXlfed19Rn2DAH/ZxU6efFnGyWLnuaMzZ9wsLavVyYEsMYmxm9JNHpD7DGmMCzQ0zcWWjixZEJ7Bo2Hpc5AmsIiuvaOXPjSkbXdmI7Jh+n2U+3V+Q+yXQnMSd9DleMF0mbmhuaRLVnjZacqeGopCHH4g0Jk4w+3YYcrtXRFQ4ljQvF0mA+llirgYxCIag0VfZgs0ai0WhE5E/IjcYCGql5QFBxO304wxli48YK35hQe5DUBDHW+/c/wr4dnxNCQ7xNT3x8PE3Nb+CTW9F4bQzLvJBpqdPQaQ5NRiTLMglZOYyeL+zZ7//9ftxJor/tH+7D1dFOZEISM8+7iL6NzQQdPjQ2/YA/hXXKFCLmz4dgkPolS6i/6GIcy5YBkHDTjYyPtKCTJBq9fvKyosiIMePo9/PUmupB/fiisoMPurR0l8aDH0JyDZ15ws8iV9bS2/0ZPl87Ol0M0dHhuiiKwvq3w4vE2HjscWbmXLQUsz2SjioxXv1ZsH1kPm6Xk5jUdOF/8TVMI+MI6HvwKk2AhM0mFu7Y9Eys2kh0Lg1IB/1ODnCgHEN393q83jbq9whBJzFX5Aj5fEUdofxunMnCf0PXfyGKJExS+lA9zpW1SMik2EXyrPr65wmFBvtukDwKxi9hkaOPaKcea7IbCGIypjNqXCYAk/Yv5qSKJZS+l0dPqxtLpIFpZwyuozVs2kxGLj2Ppph+HPYgY445gXPve4TE3K/V2wrzn0rhD7IgcwEGzber8KcuPpeMotEEvF7efeDPuB09g46vf/NVQsEgKUOGkZCdy6xzhhIRY8TZ4eHlWzbwwo1f0NXUh9muZ7RuJ3i9NF5zLcHeXjr+8Q+cH3wAskzi7bd9ozblAGckCQ3Zu2099AW+X6joAefYA0kKv0paRBoLcxfxqVPMW+aYfeiDLkKaCJJ0Q7ENjUUhSFzcPGJiZvBqSxdf9PRikmUeGpKG/NX+jj0fAH39u9jmzCDut1eQ+reHyF31CYl33oFkNuPesIHas87G//HfxHcmXwlfe28Vv5/0Fe8zZ+UntNUDmeO55MKLOfmUU4icnUnUKfkkXjOWRypa6OzzkRNn4YIpWeSNS2DukmFodDJNFT2sen4fm/9Th94rnuvdtkb+3e8k9DWzWU1HH7csKyFC8pCnFdriA+UOfmzOmCCE7pc21tHvG3z/Wp0envlchCNfN68A7Y+sTfm/gDoi3xPTiEJMRcORQxLHbQkS9NTQ3f0lkqQhJfmMQ79QLkxC/cYJdL8qdpRbzhlDUCMxMXkisvTdQy/nTMQgi5CwYFUfuZkZRPY6SK0p50LZy/Kx+VRMH8EHRencWLGOec1+pnR5yakpZcL29Zy6rocr3mpnTOUmTAEfU6ZN4tKTzqPwrFPo8ord6yLfTO6fcT8JNhN5MQaOal+L7A0vhgdCbgtPwhsaBYAx9eDL3tQmzhEXshNvXgCAPd6ELdZIKKDQVOYgIUEIIB2SC0NetIiKcDWBs4mmcNG36GQLphgT2nAq+njPceh0MfT311AXK3xYCkdPwONtoapK7Pxiqo/HlPrNUQUHmHrmeaQOLcTX7+a99x7EF/RgkewUJkzjpJv+hOyWcIT9CiJmpSFpD96XxNtuxTh8OEGHg74vxKKccOMNmMeMwaLRDCwAGxx9XD9PmHyeXFNFSaPQcrg8fm56J+ysW3QU5i/FuVvzxO+Ore6jZr8oKpmcdPJAhuHKLW3U7+tG1koUnyDCXS2RUZx80x0Eum0oCkjRIZySE2OEjWOvvA6t/mv1pQDz6HjcMcIJ2GLIHzC/JObmk24Vu1BDbiSaiMHfNZnSwk69Co2NbwzUe5p88gz0JlGPqjr2JZAUrC3j2fuGFo0+DxkNKS0pKN4gurQI0ovPRaeLwettpv0wIecc/WdChiI0ioQlW2jW7G4Dtv2nUBb/JTIy8R1FONv7sdj1LLxi5CERMwAzpi7ii6l9vDOlgYSFUzDbIw+9FuDwOlhRK7RXJ+R+t4pbljUce9X1RCYm4WxvY9kDfybgE1WG6/fuHigfMHWxEKyNVh0nXjOGhCwboZBCKKgQk2rlhKtHk33HDchWK/1bt1I+bjztfxV1aOKuvhrTiG8uT3GAYruFLJOevmCI5R2O72yvKMqAoHIg++zX+d3Y31FNBk0+CVmnMDGsqTQkzqM/1IHBkMSQgj/T7vNzR6XQOF6flUiG6WsCXs4siMoETw9senrgY0mjIerUU8l89RW08fF4KyupecuH1xsLo88+pD89b71FoLUVJTKaldGjebVSRhMZg3lkHPa5GVjGJbCvq49/ra8B4I4TCtGH39f88YmceVsxI+ekkZwXSeaIGCZMEObyRH0HjZ0u3tzaMHAtXyDEla9tp88XZLa9A1DIy8sjNfXH8w35KvOHJ5IaZaKrz8fLGw/6MSmKwh+XleDxhxiTHsnR/0Vkz/8PqILKDyB6ySUAHL1d4ZgIMWHFxx+LyXSYh7vkHUJBaF7pglAI28KFvGkXDqqz0mYd2v5wZEzGJIfrjuztZOjEKeh6xG589erVhEIhDLLMmJ7dnLY/gbt2ebhg9QpO+uglbkhP4oLiLGJH9KJo/NhsNqbNFflFTp1zMfbhos9RzXr2rv6ErqZGZjV+SKy/C9kfnozDdWIUewYeRDSKoV+EKiqKQm2N8FCPC9mwtJoI9vmFT0VYK1GxpY3ERGFK6ZRdmEYkQnw4GVX9Jur2iF1M2jCxWxzI/1Hlo6DgTwDY0utJTd1DVq6OnTsvIhDoweDMILp7rnDq/A50egMn3XA74447CYPdwt4+kXF0uHUyfNlH+1O7UHxB9Jk2LBMGJ17SRkWR8eK/SLz9NqKXXEjGyy8NaNYApoR9BdZ0uzhmRCKzhsTjDYQ4/7lNPP5ZJYv/sYHaTjcpkSaOuuxsIlZowA97ZWEnLmAtrt4dSJKJ1LCzYkdDL5+9LEJ9x87LwB53cDccZTQzZV8rwTaxCx46O5+z7nrwG6taayw6/DnhaJ2Ogxq8xIw88sJh0IbCyMN+94DwXV/3PEG/B5PNTvrwPGaePQRTXBlB61YIaYirPJnxeonizFzmpp1LrCEFRQfRp+aj1RlJTRULUl3dM4c6gupM1KYsBlkhKlP47DzaXM2SeCurc/5N3ZTPGD0vnamn5XHGrcXEph5e9a6TdYxPEI6oB2paHY73qt7DG/RSEFXAiNjvFg4ATNYITvzDbRgsFprLS3n1lutY9+oLvHv/n1GUEMOmzxrIRgsQEW3k5OvHcubtxZxx6wROv2k80UkWDNlZpD31JLpwTiTJbCb++usHTIzfhSRJnBquCfbG9zD/1Hl8dPgD6CTpsKYfEIUkH5vzJBuU0fQEJBbKQvDayigadOMYNfIZdLoobixvoCcQpNBq4uLUw0S7yBqYcYP4/3UPgWtwbRljQQGZzzyC3h4i0K+hZkUEfdsGh5P7W1tpf+hvACQuvZSR2XF4AyFufmf3wHPjDQS55vWdhBQ4dkQSU3IHb1RssSamnpLHideM4dilI5m1SNTK0RMkX9POPR+WUtEqMv3e8f4edjU4yDB5ifSIDddPpU0B0GpkrpgptI4Prixnf4cwuz6xpoqVe1vRaST+vGjEd2rW/n9FFVR+ABGzZ6GLtqBkKgy3hAgqEIw8jBNt2z5o3U37rki8dW1ooqLwXHYGNc4atLKWqSlTv98FEwoxmkRFVV+tk+yh44jod0IwSGNjI9u2CROKd/N2gkoSIbxUdmwlMiGJ4kULSR5poKZT7Ibnzp2L5ivVj0efJXaUNl0sn/7jSZ773W/QN5cRkDRUW8WiVlsrJH9/Uy9KyISEG33pX8HVQnd3Nx5fEFkJYtMFIaDQt1lMUHnjxa6gZncHMZpIADo0vRjzIyEzbN6o+mxAUMkI+7UYC8RE7CnvJj5qJrom8d2s7G2UV1xIb+8+tEoUybsuw5gd871fap3RyIyzL+TSp17k2MduEeadEPRtaiHo9KGNNRG9eMhAGu2vIpvNRJ1xBgnXXYd57NhBx2bHCF+J1V1OAgo8dPoohiRG0NHr476PyihpdBJl1vH4WWOIKxyCJW0kwfdjaJZSkJQQE9JF3Y+W7Qv56PFmPnuljLcf2IrPEyQp1864YzIHrqX4fDRedTWGHgdRHeFxmZRMZMK3FwvrjxIRVvrqdPr3ivEO7ezDqLHQ6++hx9R52O8lJCxEr48jEOoiZlg36cOLkGSZrFE2cmeLvB+O6mn0uxIwyBLJvX4itfH4gh5qoivQxQsBKzXlTGRZj9O1C4dj6yHXqSsrIyKlD70+RG9Q4suQHodGQ0FUPtefchWTT8xl5Ky0Qxwgv86UFOGkurp+9WGPK4rCG+Wi36fmn/qDFoTo5FQWXXsLRmsEbTVVbFr2Bl53H8kFw5hz0eWHtJckiahECzHJ1kHPlHnsWHI++pCcT1aSv24tMRde8IP6cXKC8ONa191Lk8f3rW0PZJkttJowfospIcuexWML3mDetDVMTj+WWfoyFEnmOf2tdGky+VNVE++3O9BKcH9BGtrDvCMAFJ0GSaPA64B3l0LwK75awQC6DbeTMasVU5KWUJ+XuvMvoOWOO/E3NeEpK6P+4ksIOhwYhg4levFi/nTCcPQamU/2tXHtG7vYXtfNpS9upbTFRbRFz+3HDz98P76CLMtMmyYi4UbrW+nv7+fYRz5n6r2reWlDHTIhFtqFpqiwsJDk5G92NP0xOG1cGuMzo3D7gpz0+Bec9uR67vtIvJ83HzOUYcm27zjD/7+ogsoPQNJqiVg8H8fZ4iVc79TwXNjEM4gdL+NqNNBVJibrpLvv4n2HcLqbkjxlIJXzdyJr0OYVoZf2gAK+PQ5GTDsKQ4d4uT788EOqqqroKxeq2GrXHoJKgKmLz6Wzq4tXXnmFQCBAbm4uhYWDiwpqo0zINj2yJJMSI+z5CXlDeC9lERt84SJ1LS14PB68VT0AGMz1SIFe+Pc57HvrHgCSacE8RZgnXKvrCTi8xKZZiUo0E/SH0O8TY9WucaJoJKEmBtr2VNDn8KHVySTlCU2KIdsOGolgt5fAl+9RWTmKyooJSMQiy0ZiY+eQU3M3encihpzI7zeGX0OSJKJOyyfqtHzM4xKwzc8k/vKRaO0/vIT5aJuZGJ0WZyDERkcvdpOOZUuncO3R+cwaEs/5kzP5zxVTGZkm+hp99lmUuESunSypDrvWgOS4AEfl0TSWdbNnbSP+sJBy7OVFyOEFRlEUWu+9j/6dO5FtNpJmCc1ed/eGb+2fx9NMn7cCFAlT11C6Xiul48W9uD4VWpbd3WtpLN932O/KsoHsLOGomjS+neTCWEIhP3v3XY8/VIteH8+U+X8i88YJ2I/JwjQiFmW4no+bnmP3nk8IhVNu6/WxJCYsAqCu/plB1+jvddFSVUHscJFQKiPlNH4/7jrunHInLx7zEjGmwb4z38acjDnIksyu9l00uBoOOb6tbRvVjmpMWhPHZh/7vc97gNRhhZx7/yMUn3g6Q6bMYNYFv+G0W+9GZzB+95e/gqTRoE9NRbYc3hzzbWSYDEy0W1CAt1u7v7Xtmi5hMp0Y+f2uYzWlkJv7Bx4cdxKxOi2lbj8TNuzjyXqRfuDPeamH9XUZQNbAosdBY4DKT+CdS8DjgP5ueGsJVK1CazGQ/sKLRJ56KgDdr7xC5azZ7D9hEd7ycjQxMaQ+8nckrZbhyXbuPWUEsgRvbWvgxMe/ZHVZOwatzKOLRxMX8f3e16KiImJiYtApPo6JasUXCNLY049eK3FVfh99PR0YjUbmzz/MhvNHRpYlHjtrDAUJEXS7/Wyq6UKWhF/K+VMOrxVVEajhyT+AQKCX+ollBF2gaQPNZxpWTVpFRXfFQedYXx/9K16icb3Y/USdfTbmGdN57627ADg+5/gfdtGCY7Dseh1fYDh9m1sYd8GJ7Fr1MUGXlUBEFC+99BJ5/gQy5HZKfPuwDxtJRaeD7Z88RTAYJDY2lpNOOumQnZskSRiy7PTvbOfoRUuxzUlHkiRWPLuJhvJ2NKYIgv0u9u/fT2ylEDYME0bDdhs0bKKZGGAIfcYEUuaOoL1qJ746F50v7iXuohEMn5bC7rcriO/QoDVo8IX8tLW1kZgxBWQdZe0iQVXWqDi0OqHpkfUaDDmReMu7afuihDrSoBnOOONJ7HY7QZeP5lfDuQ7yovhvkSQJy5gELGP+N3uwRpKYG2PjtZYuPmh3MDUqAqNOwxWzDu8oHTF/PhvrxQIzv9vAjJNEePS4af1Ubm3D7fKRkGkjd0z8oJ1451NP0/2ycNxOvvcv6HOHU956Ny5XCT5fF3p99KEX42BpB5utCEtGGt7KHjxhLZYn1U/d/n0Ed0tMOmXxYb8fbT+W3ua7sSa56ZEe4Isv/4HP144k6Rg+7AGio8Mmz+lhM2IwSOgzBY/LRWPZXtKGCfNKWtoFNDW/QXv7CpzOXQNOvdVbN6GP6MeWLsw+eRkXMcqSfWhHvgexpljGJ4xnY8tG3qt+j8tGXjbo+LMlIjPvMVnHfP+NwteIiI5l6hnn/Fff/bE4NTGaDY4+Xm/pZml6/GE1MoqiDAgqM6N/2C490aDjrdG5XLG3lt29/cTptdyWk8wpiYd/xgaRMBxOeQZePw9K3oK9/wEUCAVA0sApzyGnjyLpzlHYFsyn/e+P0L9jB2i1WKdPJ/GPN6P7ilbjxNGpxFgMPLiynKq2XoYm27hhwRDGpH//d1+r1XLcccfx/PPPE9nfxJ9GxWJJysLfUknZPmFiPemkk7Ba/7tn4ocSH2Hk3Sum8PGeFjp6fUzNjaUg8dCcKiqD+Vk0Kl6vl1GjRiFJEjt27Bh0bNeuXUybNg2j0UhaWhr33Xffz9GlH4zDuVPUMnFtQxPUEv20lhPXQGFNiAe3PjjQzrPsfupX6lECMpZJk0i4/jpW1q2k1d1KpCFyUF2R70XeXEza9cg4CXZ60DSEmHTyGRgbq9E5OlEUhXJtCyv1u+hISaRB0bFlyxaCwSA5OTlccMEFmM2H3wkZsoQmw7ffMTDhLSwSfhp1ATHBlZWW4asRjo7G0UPgnGX4M2ZQQSYAyRNPRJIlok7NRzZr8Tf00vbIdtK8AYotWjTIxIcX0vr6ejBYCaTPpKJfqGQLigebLszhgm0lbiFEpKcmY7eLfvaXdIACulQr2ugftpP9qTg+PhKA99p6CHxDvZ8D+LVatgwVi/fIfz2Dv0loxmyxJsbMy2DqKXnkjUsYEFIURaHzmWdp/9vfAIi//noiZs7EYIjHaikAFLq6v/jG63V0fApATOxMYi8sJOrkPKxTU4g5dxixp4q6Sk3lpXjd7sN+v2bHNvZ/lIqnMwpF8YWjk6IYUfgo0dFTDmkvazTkjBVh92Vfrhv43GrNJzFxkfi8/PaBCKCKTV+SXNyGJEFs7Gws/6WQcoAT804E4LXS1way1AJsb9vO2oa1aCQNFxRe8D9d45fmuPhITLJMudvDhnBtnq+zr89Di8+PSZaYYP/hmpsCi5GV4wvYN7WQnZOHfz8h5QBDj4Pz/gOxBRDyCyElbgic/wEMOWagmWXyZDJfe5WCXTsp2LqFtMcfGySkHGB6fhzLlk5h95/m8fpvJv0gIeUAmZmZLFggnP33l+6iZPW7lO0TJvHjjjuO/PzDR4j9VBh1Gk4YlcKSqVmqkPI9+VkEleuvv/6w9j+n08nRRx9NRkYGW7du5f777+f222/n6aefPsxZfl66uzdQvf/v7Nt3I5s2n8CWLSfR21eGThfD6JH/JNYYQFbgD2+EsLy7ls8++xedTzxC7R2vEfRqMGYmkvLIIyg6Lc/uFru5M4eciV5zaNTCt2KORi44Cqt2GQCOj2sYe/TxDJsyg7h2B8d4R5EfSMbgCxBlt5GcnMzo0aM555xzOPvss7F8i4r5gPOqt86F4heq+mNGJGHSaSjpE98rLysj5A8iR+jQxpshdSxPRP0BL0b8aDlhqghb1sWZib2wEI1dT6DTg3ttAyZZoi+o4A+I6xzwedkjn4NHsROh6yJtSOSgPpmGxyJJfiplsdAUFo0CxKLdt1WEVJuLvl/66p+DaVERROs0dPgDrOt2fWvb1Z0u+iSZuD4XuWV7abzmWkIez2HbKn4/LX/6E2333w9A7OWXE3PhwUU2OkYIeh3tnxz2+36/g85OoVGJi5uLJEtYxicSuTAb07AYIhOSiEpKRgmFqN29/bDnqNyykaBPQ4R/KePGvsmokc8yedJq4uLmfONvHDJVVAwu/XLNQIQMQE72NWi1NpzOnZSV347b2YUr8DH2rF5AJifnum885/dlXuY8UqwpdHm6+OfufwLg9ru59QtRNmBR7iIybBn/83V+SWxaDackisX6n18pVPhVloXNQtOiIr7VP+W7iNJpB4chf18yp8LSjXDlDvF3+QbImHTYprJej2z44WbXH0pxcTFnnXUWaWlpWK1WcnNzWbJkCWO/5nemcmTyk5t+PvzwQ1asWMFbb73Fhx8O9ud4+eWX8fl8PPvss+j1eoYPH86OHTt48MEHueSSS37qrn0rHZ2fUVf3j4F/S5KGhITjyc29AYM+lojfnkngvpeg2ciSlSFYeQ+i4omEOVVL6itvobFaeKfiHfZ17cOis3DGkMOEMX8fxpyLtfR8+oILCHbH0f3vCmYtvIjWrk1o+k1EelpZePX52FJzf9BptXEmNDY9QacPT7UDU0E0VoOW40cm88YWPyFZi9vTT6PcRcGQ4UiSRHefjy07dpENxKVlo9cdfIT0qREkXDWG3k0t+Bt7IULPJ5814uswQwxUV1fj7Oxn8w47EGSc6VXkKisUHLQPyy0b8cgraZcNSMCwYSJKyFvtwN/QC1p5cO2YXxidLHFCfBTPNXbwUnMnM2O+WdX+ZquI1jgxKRZtRAT927dTd9FFpNx338BuUlEU3Bs20HLXXfgqq0CSiL/uOqIvOH/QueLjj6Gu7p+0d6wiGHSj0QzWmrW3f4yi+LBY8omwHpotFyBn3ES2vPc2ZV+uI794sIbE09dL9RZhZsufMAW7/fvtOtMLiwYy31ZsXs/QKUJwMRqTGDLkbkpKfktT02s0Nb5BcrEQjnNyrsVq+e68Qt+FVtZy9ZiruW7tdfxj9z/o8/exo20HNc4a4kxx/G7s7/7naxwJXJgSy4tNnSxvd1Da188Qy8GonpCi8FZYUDk58b83j/7PSBJEH1l+F3l5eeTl/e/PmcrPz0+qUWltbeXiiy/mxRdfPKz5Yf369UyfPh39V3JAzJs3j7KyMrq7D+8s5vV6cTqdg/5+CiLt40hOPoOsrKsZNuyvTJnyJcOHPYBBL0Li5Nk3krYomtgxDprjoNcIDYkK9kl9pP/rZTTR0VT1VHHvZpEG/LKRlxFl/C8njry5yHHpROseADmIp7SLjqd2o+k3IdND9tSWHyykgPDVOJBq3bPvYMjjb2ZkgyRT5hPHSjWNGIcLx8a73ttFqiJCpBdMO7QMgGzWYTsqjZizhhJzfA6TTstD57chhTS43W5e++tneN1B4qOcFJhWw+o/QzCcDMzfDx9cQ6VWhD2nBmORK9wo/hCO98RnlnEJh+T9+KU5N1mMzUcdjm+Mxmj3+VnRIZ7VU/MzSHvicZFXY8tWqubNp/aCC2i46mqq5y+g7oIL8VVWoYmKIvWxRw8bHWKLKMJkSicU6qetbXCOEkVRaGh8CYDEhG/OFzIkLERUb92E1z3YjFD6xVoCfh+xaRkk5Hz/yV2WNRTOnAvA1vffGRSSnBC/gMLhD6PVRoIUJBQEU/BYMtJ/vE3J/Kz5nJp/KiElxEv7XqKks4QIXQQPz3wYe7iO1a+doVYTx8bZUYB7qweHAi9vd9Do9WPTyhwd83/j96qo/GSCiqIonH/++Vx66aWMG3f4ujYtLS0DCcEOcODfLS0th/sK99xzD3a7feAvLZyX4McmLm4OQ4fcRXbWb0lKXDQgoAygNyOd/Tpxk5LIn9fKNVdK/P4CHRfOy+J15z5e3Psi5310Hn3+PsYljOPMoWf+952RNTD7VgzyHuK0N6GL7AcphEHeRZzlT2hnXfxfn9oYzkrq2duJEvaxyI6zcsrYVJSg8B+pldtxWL38a30Npbt3oJeCWOxR5OV+t3CUX5xI8XE56HyRAPR4W4iIMTLv8glojFZo2Q3LrwVnE7x1EcG2UnbJYidWEEyi6/Uymv+yCX+LG9mqwzb70NLsvzRDrSYmRVoIKvBYXdth2zzX2IFPURhjM1NoNWEeO5bM11/HPGECit+Pe/0GXB9/jK+2FslgIOqss8j56EMiZh0+544kSSQlihTvdfWDc5R092zA5dqDLBtJTj60Iu8B4jOziUlNJ+D3DdSsAQgFg2xbvgyAwplzf3Buh1HzjkWrN9BaXUnNzm2DjiUkHEucdA9lb2ZR+fYYxk39y4+eO+KWibfw5yl/5uiMozlzyJn8e+G/GRH3/fKm/Fq4LisRrQQfdjj4T1sPAJ5giPv2i3lzSUocJjXDqcr/EX7wk3zDDTcgSdK3/pWWlvLII4/gcrm48cYbf9QO33jjjTgcjoG/A0nJfhFicuA360g9+V88N/wKks2JNHq7+PPGP3Pf5vtweB0UxhTy4FEPopO/PQ/EdzLkWBh9DgZ5DwmeU0k1HE+c/iZ0J/wBbP99/L8xJxLJpCXo9OGtOKjFuvnYYZygjSYrGI8iwUPPv8Lz761llFY4gM6eMQ1Z/u7HR5Ikxh+bxeSZIsGYNsHJGX+cgC0tGU4Q1aTZ+jw8OBRK36dCzqVPMWGxWMgvHCqCBvr8yGYt0YuHHHHalAP8PkMIdS81d1LT7x10rMMX4JkGoYW6NO1gpIYhO4v0F54n6z/vkvTnO0m4+WZSH3+cvM/XkXjLH9HYv31HnJp6NhqNhd7efbS2vgdAKBSgokJEmCUlnfKNEUEg7s24404CYMv77+DpFdE3JatX0t3chDHCxohZ31yD5psw2+yMnCucF1c///QgXxWvu491r7xMf6eR0XNPQW/6lpDX/xJJkjgh9wT+etRfubH4RtJsP81m5pdkiMXE0nSxqbtyXy1P17dxyZ4ayt0eonWagYrLKir/F/jBPirXXHMN559//re2yc7O5tNPP2X9+vUYvuYoNW7cOM466yxeeOEFEhMTaW1tHXT8wL8PZDT9OgaD4ZBz/qLozTB0ITnAO2PO55XSV1jftB5Jkjgq9ShOLTj1O2uKfC8kCRY+BLYU2P4SGG1w1A0w7H+rdinpZCyj4+n9sonejS0DSdes/hDTFS29gVwq5E5MARfT9cJZNCcnh1GjRv2g6xRPH8O6TZ/idHfT7ewkwZQg+n7q8/DhH6C3FeKGss14NtR3UFRURNzRQ/FNdhJ0+jBk29EcJn36kcLUKCvTo6ys7e7l96X1vD4yB60soSgKt1c24ghn9jw2brDwIUkSxvx8jP9F5IFOF0l6+kXs3/8wZeW3IUky7R2rRGI8beRAHpRvY+jUo9i07HW6m5t4/+F7GTJ5Oqv/JXyzJp542n8tSEw6ZTH7Pv+M7uZGPn7yYeZf/juUUIjljzxAb1cnkYlJjD32yKzU+mvh2sxE9vT280mnk1vDKe41Ejw5LBO7Ts08ofJ/B0k5JK/1j0NdXd0g/5GmpibmzZvHm2++SXFxMampqTzxxBPcfPPNtLa2otMJjcNNN93E22+/TWlp6fe6jtPpxG6343A4sNnUzH7/Df42N60PbQUF4i4biSHDRvdbFfRtbkGbHsHaQpmqrWsJuh0MHTKEBQsWfGPI87fx2muvUVpayoQJEzjmmIOhiigKeJ20OTw8Hq4yfcUVVxAb+921fI4kavq9zNxURn8oxHFxkfw+M4HXWrp4qr4dGVg2OpcJkT9uvoZQyM/WbYtxOg9G7kiShhGFjxIX9/20Ia3Vlbx6y7UEAweziWYUjeakG29HljXf8s1vp3b3Dt66+1aUUIiI2DiUYJDe7i60egOn3nIXyfmHd/JV+f54QyGerm9nebuDSJ2G32cmMv6/CElWUfkl+L7r908mqHydmpoasrKy2L59+8Bu3OFwUFBQwNFHH80f/vAHSkpKuPDCC3nooYe+d9SPKqj8OHS9WY57Sysamx5DfhTuLUKzFXdJ0UAY8/9KVVUVL774Ijqdjt///veYTINrkLz++uvs3buXoUOHcvrpp/8o1/y5+bjDwYUl+wl+7a26MzeFi38idXwg0EdFxZ/p6PwMgyGB7KyriI39YXVLmspLWfPiM/R2d5E7fiJTTz8HnfF/z1VTuWUjHz/+EJ4+YVayREWzYOnvyRgx6n8+t4qKyq+b77t+/6L6QbvdzooVK1i6dCljx44lNjaWW2+99RcPTf7/EfuCLHy1TgLt/QNCSsSstB9NSAFhEoyPj6etrY21a9cyb968gWPV1dXs3bsXSZKYMWPGj3bNn5t5sXbeHpXLn6qa2OVyk20ycm1W4kBiuJ8CrdbC0KH3/E/nSM4fwuI77/+RenSQ3HHFpD36LPV7diFrNaQOLURv/O5ikioqKioH+Nk0Kj8VqkblxyPo8uFa00Cgox/TiFjMYw6fovt/oaKigpdffhlJkjjnnHPIzs6mp6eHf/7zn/T29jJ+/HiOPfaH12I5ElEURa2GqqKiovIN/Co0KipHFpoIPZEL/7c05t9FXl4eRUVF7Nq1i5dffpn8/Hxqamro7+8nPj6euXPn/qTX/zlRhRQVFRWV/x1VUFH52Tn++OPxeDyUl5ezb5+o3puYmMjixYsHJf9TUVFRUVFRBRWVnx2tVsvixYupqKigpaWF6OhohgwZglarPo4qKioqKoNRVwaVXwRJksjPz//ZK5eqqKioqPy6UHMsq6ioqKioqByxqIKKioqKioqKyhGLKqioqKioqKioHLGogoqKioqKiorKEYsqqKioqKioqKgcsaiCioqKioqKisoRiyqoqKioqKioqByxqIKKioqKioqKyhGLKqioqKioqKioHLGogoqKioqKiorKEYsqqKioqKioqKgcsaiCioqKioqKisoRiyqoqKioqKioqByx/OqrJyuKAoDT6fyFe6KioqKioqLyfTmwbh9Yx7+JX72g4nK5AEhLS/uFe6KioqKioqLyQ3G5XNjt9m88LinfJcoc4YRCIZqamoiIiECSpB/13E6nk7S0NOrr67HZbD/quVXU8f2pUcf3p0cd458WdXx/en7JMVYUBZfLRXJyMrL8zZ4ov3qNiizLpKam/qTXsNls6kvyE6KO70+LOr4/PeoY/7So4/vT80uN8bdpUg6gOtOqqKioqKioHLGogoqKioqKiorKEYsqqHwLBoOB2267DYPB8Et35f8k6vj+tKjj+9OjjvFPizq+Pz2/hjH+1TvTqqioqKioqPzfRdWoqKioqKioqByxqIKKioqKioqKyhGLKqioqKioqKioHLGogoqKioqKiorKEYsqqHwDjz32GJmZmRiNRoqLi9m0adMv3aVfBWvXruW4444jOTkZSZJYtmzZoOOKonDrrbeSlJSEyWRizpw5VFRUDGrT1dXFWWedhc1mIzIykiVLltDb2/sz/oojl3vuuYfx48cTERFBfHw8ixYtoqysbFAbj8fD0qVLiYmJwWq1cvLJJ9Pa2jqoTV1dHcceeyxms5n4+Hiuu+46AoHAz/lTjlieeOIJioqKBhJgTZo0iQ8//HDguDq+Py5/+ctfkCSJq6++euAzdYz/N26//XYkSRr0N2TIkIHjv7rxVVQO4bXXXlP0er3y7LPPKnv27FEuvvhiJTIyUmltbf2lu3bEs3z5cuXmm29W3n77bQVQ3nnnnUHH//KXvyh2u11ZtmyZsnPnTuX4449XsrKylP7+/oE28+fPV0aOHKls2LBBWbdunZKbm6ssXrz4Z/4lRybz5s1TnnvuOaWkpETZsWOHcswxxyjp6elKb2/vQJtLL71USUtLU1atWqVs2bJFmThxojJ58uSB44FAQCksLFTmzJmjbN++XVm+fLkSGxur3Hjjjb/ETzri+M9//qN88MEHSnl5uVJWVqbcdNNNik6nU0pKShRFUcf3x2TTpk1KZmamUlRUpFx11VUDn6tj/L9x2223KcOHD1eam5sH/trb2weO/9rGVxVUDsOECROUpUuXDvw7GAwqycnJyj333PML9urXx9cFlVAopCQmJir333//wGc9PT2KwWBQXn31VUVRFGXv3r0KoGzevHmgzYcffqhIkqQ0Njb+bH3/tdDW1qYAypo1axRFEeOp0+mUN954Y6DNvn37FEBZv369oihCmJRlWWlpaRlo88QTTyg2m03xer0/7w/4lRAVFaX885//VMf3R8Tlcil5eXnKypUrlRkzZgwIKuoY/+/cdtttysiRIw977Nc4vqrp52v4fD62bt3KnDlzBj6TZZk5c+awfv36X7Bnv372799PS0vLoLG12+0UFxcPjO369euJjIxk3LhxA23mzJmDLMts3LjxZ+/zkY7D4QAgOjoagK1bt+L3+weN8ZAhQ0hPTx80xiNGjCAhIWGgzbx583A6nezZs+dn7P2RTzAY5LXXXqOvr49Jkyap4/sjsnTpUo499thBYwnqM/xjUVFRQXJyMtnZ2Zx11lnU1dUBv87x/dUXJfyx6ejoIBgMDrpBAAkJCZSWlv5Cvfq/QUtLC8Bhx/bAsZaWFuLj4wcd12q1REdHD7RREYRCIa6++mqmTJlCYWEhIMZPr9cTGRk5qO3Xx/hw9+DAMRXYvXs3kyZNwuPxYLVaeeeddxg2bBg7duxQx/dH4LXXXmPbtm1s3rz5kGPqM/y/U1xczPPPP09BQQHNzc386U9/Ytq0aZSUlPwqx1cVVFRUfqUsXbqUkpISPv/881+6K//nKCgoYMeOHTgcDt58803OO+881qxZ80t36/8E9fX1XHXVVaxcuRKj0fhLd+f/JAsWLBj4/6KiIoqLi8nIyOD111/HZDL9gj3771BNP18jNjYWjUZziAd0a2sriYmJv1Cv/m9wYPy+bWwTExNpa2sbdDwQCNDV1aWO/1e44ooreP/991m9ejWpqakDnycmJuLz+ejp6RnU/utjfLh7cOCYCuj1enJzcxk7diz33HMPI0eO5OGHH1bH90dg69attLW1MWbMGLRaLVqtljVr1vD3v/8drVZLQkKCOsY/MpGRkeTn51NZWfmrfIZVQeVr6PV6xo4dy6pVqwY+C4VCrFq1ikmTJv2CPfv1k5WVRWJi4qCxdTqdbNy4cWBsJ02aRE9PD1u3bh1o8+mnnxIKhSguLv7Z+3ykoSgKV1xxBe+88w6ffvopWVlZg46PHTsWnU43aIzLysqoq6sbNMa7d+8eJBCuXLkSm83GsGHDfp4f8isjFArh9XrV8f0RmD17Nrt372bHjh0Df+PGjeOss84a+H91jH9cent7qaqqIikp6df5DP/s7ru/Al577TXFYDAozz//vLJ3717lkksuUSIjIwd5QKscHpfLpWzfvl3Zvn27AigPPvigsn37dqW2tlZRFBGeHBkZqbz77rvKrl27lBNOOOGw4cmjR49WNm7cqHz++edKXl6eGp4c5rLLLlPsdrvy2WefDQo9dLvdA20uvfRSJT09Xfn000+VLVu2KJMmTVImTZo0cPxA6OHRRx+t7NixQ/noo4+UuLg4NbQzzA033KCsWbNG2b9/v7Jr1y7lhhtuUCRJUlasWKEoijq+PwVfjfpRFHWM/1euueYa5bPPPlP279+vfPHFF8qcOXOU2NhYpa2tTVGUX9/4qoLKN/DII48o6enpil6vVyZMmKBs2LDhl+7Sr4LVq1crwCF/5513nqIoIkT5lltuURISEhSDwaDMnj1bKSsrG3SOzs5OZfHixYrValVsNptywQUXKC6X6xf4NUcehxtbQHnuuecG2vT39yuXX365EhUVpZjNZuXEE09UmpubB52npqZGWbBggWIymZTY2FjlmmuuUfx+/8/8a45MLrzwQiUjI0PR6/VKXFycMnv27AEhRVHU8f0p+Lqgoo7x/8bpp5+uJCUlKXq9XklJSVFOP/10pbKycuD4r218JUVRlJ9fj6OioqKioqKi8t2oPioqKioqKioqRyyqoKKioqKioqJyxKIKKioqKio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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "Rx = spectrum.overlay(64, wk, [1, 1, 1, 1], nvar, 10, alg=\"music\")\n", + "plt.plot(np.real(Rx[0:511, :10]))\n", + "plt.plot(20 * np.log10(np.abs(Rx[0:511, :10])))" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/ssp/spectrum.py b/ssp/spectrum.py index e739f1c..21f2e53 100644 --- a/ssp/spectrum.py +++ b/ssp/spectrum.py @@ -1,6 +1,7 @@ """Power spectrum and Frequency Estimators. Chapter 8.""" from typing import NoReturn +import logging import numpy as np from numpy.typing import ArrayLike @@ -9,7 +10,10 @@ from .state import covar -def periodogram(x: ArrayLike, n1: int=0, n2: None | int=None, nfft: None | int=1024) -> np.ndarray: +logger = logging.getLogger(__name__) + + +def periodogram(x: ArrayLike, p=4, M=64, n1: int=0, n2: None | int=None, nfft: None | int=1024) -> np.ndarray: """Periodogram, non-paramteric spectrum estimator. Ergodic in signal length converging to the true power spectrum. @@ -158,7 +162,7 @@ def modal(x: ArrayLike, p: int, q: int) -> NoReturn: raise NotImplementedError() -def phd(x: ArrayLike, p: int) -> tuple[np.ndarray, float]: +def phd(x: ArrayLike, p: int, M: int) -> tuple[np.ndarray, float]: """Pisarenko Harmonic Decomposition frequency estimator. A noise subspace method. @@ -173,6 +177,7 @@ def phd(x: ArrayLike, p: int) -> tuple[np.ndarray, float]: sigma = ddiag[index] vmin = v[:, index] + logger.warning(f'{v.shape=}') return vmin, sigma @@ -192,13 +197,14 @@ def music(x: ArrayLike, p: int, M: int) -> ArrayLike: ddiag = np.diag(d) i = np.argsort(ddiag) # y = ddiag[i] - Px = np.zeros(1, dtype=float) - nfft = max(len(_x) + 1, 1024) + Px = np.zeros(nfft, dtype=complex) + for j in range(M - p): Px = Px + np.abs(np.fft.fft(v[:, i[j]], nfft)) Px = -20 * np.log10(Px) + logger.debug(f'{Px.shape=}') return Px @@ -213,7 +219,7 @@ def ev(x: ArrayLike, p: int, M: int) -> np.ndarray: if p + 1 > M: raise ValueError('Specified signal size is too small') - _x = np.array(x) + _x = np.array(x, dtype=complex) R = covar(_x, M) d, v = np.linalg.eig(R) # ddiag = np.diag(d) @@ -292,10 +298,45 @@ def ar_pc(x: ArrayLike, p: int, M: int) -> NoReturn: raise NotImplementedError() -def overlay(N: int, omega: int, A: ArrayLike, sigma: int, num: int) -> NoReturn: +ALG_MAPPING = { + "periodogram": periodogram, + "phd": phd, + "music": music, + "min_norm": min_norm, + "eigenvector": ev, +} + + +def overlay(N: int, omega: ArrayLike, A: ArrayLike, sigma: float, num: int, alg: str = "periodogram") -> np.ndarray: """Periodogram overlays: using an ensemble of realizations. Summary of this function. Arguements: (N, omega, A, sigma, num) """ - raise NotImplementedError() + + nfft = 1024 + # random signal process + rng1 = np.random.default_rng() + # noise process + rng2 = np.random.default_rng() + + _omega = np.array(omega, ndmin=1, dtype=np.complex128) + _A = np.array(A, ndmin=1, dtype=np.complex128) + Px = np.zeros((nfft, N), dtype=np.complex128) + jj = np.array(omega, ndmin=1, dtype=np.complex128).size + n = np.arange(N) + + jj = len(_omega) + for i in range(num): + x = sigma * rng1.normal() + for j in range(jj): + phi = 2 * np.pi * rng2.uniform() + x = x + _A[j] * np.sin(_omega[j] * n + phi) + + #Px[:, i] = ALG_MAPPING[alg](x, p=4, M=64) + logger.warning(f'{x.shape=}') + res = periodogram(x, p=4, M=64) + logger.warning(f'{res.shape=}') + Px[:, i] = res[1, :] + + return Px diff --git a/ssp/state.py b/ssp/state.py index e8a59cd..ddbc848 100644 --- a/ssp/state.py +++ b/ssp/state.py @@ -32,7 +32,7 @@ def covar(x: ArrayLike, p: int) -> np.ndarray: p x p hermitian toeplitz matrix of sample covariances """ - _x = np.array(x) + _x = np.array(x, dtype=complex) m = len(_x) # remove the mean x0 = _x - np.mean(_x) diff --git a/tests/test_spectrum.py b/tests/test_spectrum.py index 8d42e09..f2f2e60 100644 --- a/tests/test_spectrum.py +++ b/tests/test_spectrum.py @@ -3,7 +3,13 @@ Frequency Estimators: Example 8.6.5. Page 468. """ +import logging + from typing import NoReturn +from ssp import spectrum + + +logger = logging.getLogger(__name__) def test_phd() -> NoReturn: @@ -28,3 +34,8 @@ def test_mv_pc() -> NoReturn: def test_ar_pc() -> NoReturn: raise NotImplementedError + +def test_overlay() -> None: + res = spectrum.overlay(64, [0.2, 0.9], [1, 2], 0.5, 10) + + assert(res.shape == (1024, 64))