{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# [DeepSphere]: a spherical convolutional neural network\n", "[DeepSphere]: https://github.com/SwissDataScienceCenter/DeepSphere\n", "\n", "[Nathanaël Perraudin](https://perraudin.info), [Michaël Defferrard](http://deff.ch), Tomasz Kacprzak, Raphael Sgier\n", "\n", "# Demo: spherical harmonics vs graph Fourier modes" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "from time import time\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import healpy as hp\n", "import pygsp as pg\n", "import itertools\n", "\n", "from deepsphere import utils" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = (17, 5) # (9, 4) for matplotlib notebook\n", "\n", "nside = 16\n", "cm = plt.cm.RdBu_r\n", "cm.set_under('w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1 Spherical harmonics\n", "\n", "* Spherical harmonics are indexed by degree (or angular frequency) $\\ell$ and order $m \\in [0, \\ell]$.\n", "* $l=0$ is the constant, $l=1$ is the two monopoles, $l=2$ is the three dipoles, etc.\n", "* Coefficients are commonly defined as $a_{\\ell m}$.\n", "* A spherical harmonic takes value $Y_\\ell^m(\\theta, \\phi)$ in angular direction $(\\theta, \\phi)$.\n", "* In HEALPix, as we only deal with maps of real numbers, the representation is complex and the relation $a_{\\ell, m}^* = a_{\\ell, -m}$ holds. As such, to generate all $2\\ell + 1$ orders, one needs to e.g. transform $a_{\\ell m} = 1 + 1j$ and $a_{\\ell m} = 1 - 1j$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6 spherical harmonics for l in [0, 2]\n", "l=2, m=0 is at index 2\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_spherical_harmonic(nside, l, m):\n", "\n", " lmax = l\n", " idx = hp.sphtfunc.Alm.getidx(lmax, l, m)\n", " size = hp.sphtfunc.Alm.getsize(lmax, mmax=lmax)\n", " print('{} spherical harmonics for l in [0, {}]'.format(size, lmax))\n", " print('l={}, m={} is at index {}'.format(l, m, idx))\n", "\n", " alm = np.zeros(size, dtype=np.complex128)\n", " alm[idx] = 1\n", "\n", " map = hp.sphtfunc.alm2map(alm, nside, lmax, verbose=False)\n", " hp.mollview(map, title=\"Spherical harmonic of degree l={} and order m={}\".format(l,m), cmap=cm)\n", " #hp.cartview(map, title=f\"Spherical harmonic l={l}, m={m}\")\n", " with utils.HiddenPrints():\n", " hp.graticule();\n", "plot_spherical_harmonic(nside, l=2, m=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the spherical harmonics up to $\\ell_{max}$ and plot them." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3072, 361)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "harmonics = utils.compute_spherical_harmonics(nside, lmax=18)\n", "harmonics.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_harmonics(harmonics, title=''):\n", " n_harmonics = harmonics.shape[1]\n", " l, m = 0, 0\n", " for idx in range(n_harmonics):\n", " hp.mollview(harmonics[:, idx], \n", " title='{}: l={}, m={}'.format(title, l, m),\n", " nest=True,\n", " sub=(np.sqrt(n_harmonics), np.sqrt(n_harmonics), idx+1),\n", " max=np.max(np.abs(harmonics)),\n", " min=-np.max(np.abs(harmonics)),\n", " cbar=False,\n", " cmap=cm)\n", " \n", " m += 1\n", " if m > l:\n", " l += 1\n", " m = -l\n", " with utils.HiddenPrints():\n", " hp.graticule();\n", "plot_harmonics(harmonics[:, :16], 'Spherical harmonic')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 Graph Fourier modes\n", "\n", "The graph Fourier modes are the eigenvectors of the graph Laplacian.\n", "$$L = U \\Lambda U^T$$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2019-03-26 20:05:05,525:[WARNING](pygsp.graphs.graph.compute_fourier_basis): Computing the full eigendecomposition of a large matrix (3072 x 3072) is expensive. Consider decreasing n_eigenvectors or, if using the Fourier basis to filter, using a polynomial filter instead.\n" ] } ], "source": [ "graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", "graph.compute_fourier_basis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The weighted adjacency matrix is very sparse. Distance between pixels is not constant." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2)\n", "axes[0].imshow(graph.W.toarray())\n", "axes[1].hist(graph.W[graph.W>0].T,30);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fourier modes of the graph." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_harmonics(graph.U[:, :16], 'Eigenvector')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The eigenvalues are clearly organized in groups, which corresponds to angular frequencies $\\ell$ of the spherical harmonics." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(graph.e[:50], '.-')\n", "idx = 0\n", "for l in range(7):\n", " plt.text(idx, graph.e[idx] + 0.005, 'l = {}'.format(l))\n", " idx += 2*l + 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Fourier modes capture the spherical geometry.\n", "\n", "The eigenvectors can be used to embed any graph in a 3D space.\n", "In our case, that should produce a sphere.\n", "That is [Laplacian eigenmaps](http://www2.imm.dtu.dk/projects/manifold/Papers/Laplacian.pdf), an algorithm that preserves local distances.\n", "\n", "Question: are the graph representation and the embedding actually equivalent?" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "ax.scatter(graph.U[:, 1], graph.U[:, 2], graph.U[:, 3], c=graph.d);\n", "\n", "# The spherical harmonics obviously capture the geometry too.\n", "# ax.scatter(harmonics[:, 1], harmonics[:, 2], harmonics[:, 3], c=graph.d);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3 Spherical harmonics on the graph\n", "\n", "Todo:\n", "* Smoothness of rotated spherical harmonics should be constant." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2019-03-26 20:05:38,716:[WARNING](pygsp.graphs.graph.compute_fourier_basis): Computing the full eigendecomposition of a large matrix (3072 x 3072) is expensive. Consider decreasing n_eigenvectors or, if using the Fourier basis to filter, using a polynomial filter instead.\n" ] } ], "source": [ "# Combinatorial Laplacian for the spherical harmonics.\n", "graph = utils.healpix_graph(nside, lap_type='combinatorial', nest=True, dtype=np.float64)\n", "graph.compute_fourier_basis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us try to re-order the spherical harmonic with respect of the graph frequencies" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "ind = np.argsort(np.diag(harmonics.T @ graph.L @ harmonics))\n", "harmonics_sort = harmonics[:,ind]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spherical harmonics are not exactly orthogonal on the graph." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "C_euclidean = harmonics_sort.T @ harmonics_sort\n", "C_graph = (harmonics_sort.T @ graph.L @ harmonics_sort) #@ np.diag(1/(graph.e[:harmonics_sort.shape[1]] +0.0001))\n", "\n", "fig, axes = plt.subplots(1, 2)\n", "axes[0].imshow(C_euclidean)\n", "axes[1].imshow(C_graph)\n", "\n", "fig, axes = plt.subplots(1, 2)\n", "axes[0].plot(np.diag(C_euclidean))\n", "axes[1].plot(np.diag(C_graph), label='diag(F^T L F)')\n", "axes[1].plot(graph.e[:harmonics_sort.shape[1]],label='graph eigenvalues')\n", "axes[1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4 Correspondance of the subspaces\n", "\n", "* Are the subspaces equivalent?\n", "* Is the projection on the subspaces similar?\n", "* TODO: what is `win = hp.sphtfunc.pixwin(nside=32)`?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1 Graph eigenvectors vs sampled spherical harmonics\n", "\n", "That is not an exact representation of the correspondance as in the case of non-uniform sampling, the integrals (i.e., the SHT) are not equal to the dot products with the sampled harmonic functions (which aren't orthogonal and hence don't form a basis)." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "121 harmonics for lmax = 10\n" ] } ], "source": [ "lmax = 10\n", "n_harmonics = np.sum(np.arange(1, 2*lmax+2, 2))\n", "print('{} harmonics for lmax = {}'.format(n_harmonics, lmax))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11.000013221921\n", "11.000000000000002\n", "10.858836567926407\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AYr9IW1SFj18jPCdVStGqJv9+LlIWd1zYebzbP5g2piwcbVYW/vVoKW0roNT8AYMQQkaYNimMNg1uhBBCaqT5CqOXima+Q7toaWLMbDUgFnnmpqiZCnEzVOj89nEO8FrNVFvuOvm1Iuc3UGymKrs8t18ZbQeFc3b7JqkyWXtD53fs/gyd384MBaSd3SFtdH43NWCzJG2atTd/wCCEkBGlbalBGLjnw8C9cjBwrzoM3OsbbQ7ce4WIVqhkgwsZuEcIIVMPmqR6pVe/QkpZuGWNrvaCP2Md0MzLJR0MEw4CaWURJh0cVxYu4SBQb9LBmLIoSjroJxzMUQlh0kF3jH9vbLyFaZte7yEWbJgKyguVQGyfMhX3nJoZMWUxCnBZLSGEkGza5MNo5oDhq4p+V9wrW1u6D8SURU7FvWg6c6BeVREjVXEvTGUeI1Zxr0hZtnFlTM6966uQIiVQteLeqKY3H5GKe1QYhBBCsqDCIIQQ0hX6MPpNvyruFZm2fFk76ApeS+aNPzyjRMW9q6y56tDIPgfabTfUudQ2VnFv9Q2mfdWBpnWLDYDJZsGUmanpwXkpylS8y6mmV7biXhnHeBsZkYp7VBiEEEKyoMJoIkUz1NgspV+z2nCGueCmSqeJKQvHJGVRkAU3l+XTzXxnj6eLHfV/ZZ8fklI1Tlk4qi42qPIdOHXj98MpnPU2Mm0snUkVYk5mR6/O5hxlkNqnirLodx1w//q4xznf6airI0vbIr1H+9sghJCGQ4UxDFIzu14JZ0AP3tR5vM28+LbwdaCe5YxWWSz1Eh3OD5TAO+y2b0YUwiRl8YVtxh+GfpfG4Jbluu9i56Mm75NSOGECv5zZbb9n4k3BfR5XhwboLQGofw2Lrmfst+zaNvuwMqHCIIQQ0pW2rZIajeSDruJbv+zSKW4507T7njzxdZccD+ikrOhlZlaSMI1IDgs9FbJooTtR/fdDXwnTrJfBD5RzSQJTaU38/YHmzoqr1kVPJS+s0efQ5uSDW4roggrHfZrJBwkhZOrRJoXRc19FZJqI3CkiV9nn24rI7SKySkS+ISLr995NQgghddMPhfEBAPcD2NQ+/wyARap6qYhcAOAYAOf34X0MsVoXgzJFxeoQhKYoR811GlKmqBus6ekZ+9xV7ksFC55hjzmlASbLrjhn9yteZ1p/qXSRKcpVwwM6FfFCB6tvrnHfb8r82VQTVEjZfhbVl/HNsO76lKm5UWbhgHPCD9HMOyza5PTuSWGIyGwAfwPgQvtcAOwP4HK7y8UAqtQHIYSQkUcq/tVFrwrjCwA+AmAT+/zlAJ5WVbdObg2AWT2+x0RStS767XjrtcJZ1cp/PfApqwz+xVMGB5ZQCdenlIVNbfKjE34AANjz1w1RH+GS5qv+sfP40C+Z1i2ddTNhv862I2fmHSoLp0KB3u+XplJ0/8ZUdags/CDKl9gKi67GeEpZhPVQnLKo6rBvMFPChyEihwJ4XFVXVDz+WBEZE5GxtWtHI00xIYSUZZ0Kf3VReVmtiJwJ4F0AXgCwAYwP4z8BHARgC1V9QUT2BnCaqh6UOlelZbWDDNwLcUszgck28YYGcJ3tLZk9IfyOT7Hbzuj+3Z/gnefspvozytTHjuHqebgkio8sN62bCccY9dQV7loCkxWG8//EVJqjzFL3lErLWBbd5mW1s0T0H7vvNolP1LSstvJgpaonq+psVd0GwJEAvq+q7wRwI4C3292OBlAtqREhhEwBpoTCmHASkXkATlTVQ0XkVQAuBbAZgDsBHKWqz6WO7zlwr8zKjF5x6dBTqZVr8F38ci+jBDa/rdr3uYNVEj9pqoqoSmgLr8rKb5r2de/ovm9DVec4zp8DdNKh9Eq/Unj88CzT7vPh7EParjDeX+G4U9scuKeqNwG4yT5eDWDPfpyXEEJGnTYtqx1RAywhhDSftuWSat+AEXM2DsoUFXO4OVNUyuwwRFOUI2WKcg7wE1zMYcTZHZqinLO7sY5uH+c0ddfd/06KTFHO0Q3kObudKSrH2d1UU5SjrBmqyMQaC36s4uz2Hd1FpqhecoI1HA4YhBBCsmiTSWo0stU6mrbUsSGBe2VwgXtvalPgXkhO4F6/vpOpELjXC6nAvRRFixUigXttdnpvJaIfrHDciW12ehNCCKlGmxRGeweMWGDRoJRF1VlkDb4Mpyxu8ALuwtQgV9htb4uoiFBZnOGdx6UL2XNBX7raP9xS57UrTetUhU/Kbh8GouUsER1mDZY6SAXuuaSDqYSbbql7WNs9hvMHAh3/j1MWYdLBEUkH4kMfBiGEkK7UnUywLKPhw2DFPVbcK4IV9ybDinuNYWsRzQ9R7HBC21KDEEIImVpwwCCEkBoZVD0METlYRB6w1U9PKtjnCBG5T0RWish/dD1n60xSw5S+rpJbWG+h27aGsdSanr5ln38z5zv/wjam/eCDg+hSf7n7EtO67yInb1Qsn1LOvdX0PFGDYFDV7sr8lhMLEdpukvpoheOO72KSEpFpAH4C4E0wdYmWA5ivqvd5+2wP4DIA+6vqUyLyZ6r6eOp9qTAIIaQmXGqQAWSr3RPAKlVdrarPwySEPSzY570AzlXVpwCg22ABtHGV1DCUhZvNpNRDjrKoYza61N4T8ztZ5edbRTE/4/Dl040a2ePpySrkFKtU/so+P6QB6hQAsPNRE5/7wWJuWedDt5h2vY1MG1tmm3Nvhd/lMOuyDIPYPduLsvCvj3vsVELqeoXqo6kLCPrAgGbtswA87D1fA+ANwT47AICI/BDANJjaRdcgwQjc4YQQ0l4qLqudKSK+HX+xqi4ueY51AWwPYB6A2QBuFpHXq+rTqQNISL9mM/1SFimlEs7E5vdWryqmLBxnlFEU19iEBwd/wbRu6TOQt/zZ7v/DbXYDAOzznH3vz20xvsubP/xLAMB1Yb9iwWJb79v9PauQmiXfu9S0c3K0XYScJcGp+ixValT0Ww3716eMAhsFtZZBD9lqn+jit3kEwFbe89n2NZ81AG5X1T8C+C8R+QnMALK86KT0YRBCSI0MaJXUcgDbi8i2IrI+TFXUZcE+V8KoC4jITBgT1erUSafGMJ5Lv6qGlWHNraadvXfxPm7WFwtQrHEm9uxB5tbd6NqI8nDKwuH1+TTrC5lln783plzs/uPKwq3aOvGx8V2uO7F0l4dLSlm4QM9fWKtC6IcBOsoitSIvVfkxvI+n4gqvFjCIWbuqviAixwO4FsY/cZGqrhSRTwIYU9VldtubReQ+AC8C+LCq/ip1Xg4YhBBSE4NMDaKqVwO4Onjt495jBfAh+5cFBwxCCKmRNvkFpt6A4YKQfveEaV2GUmBwpqibTzftfqdO3pYyRd1xoWl3+wfTOrNOLLtnDcRMUePV/ayZ6T32+UWe2em0HOe5szfNO820LoCwah6kOvnhWZ3HrqKcy0kVy00VVqKLmaLKBNMV1ZYAmldDZgrSpuSDvEsIIaQmWNO73/TiiI6lf3AzsiFmko0qi3DJpMsE+puOU3dcWYQ0zGn5v72stycE6uGiDDXhsuYe++ed1177YMFxbVEVPn6dahdAGC7z9etPFNVc+YO3PD68f2P3j1OkqVQpbVYWvtJuMVQYhBBCsqDCqEpMTfQyo/TTPxTl8h9magf/vcJgLNevsrUGGrBU8m8jKuICqxreZ7f95NWdedQOP5u4/6KYCrFLiH/0GhO4N14/3PMHPHzcRwAAW93VkBQlId+yS2X/+yWd14oCCGPVGcPltClVHLt/ytSJqWNJea80TGlXoW0FlJo1YBBCyBSjTQqjfenNc6g6W6pjtp5TH9mRWu1SA1+zKuJdZe+h84yN/tdXmBrcm36v+/GftO/18Qbcr33hEZt94Z6vmzYMdPRZ+U3Tvu4dvb1nuPpqRGhzevNXi+inKxx3RE0V96gwCCGkRmiSIoQQkkWbBoxmmqQG6Yh2Zqfnf2PamJO531Q1BTy5yrR+cCHQ6BoMD84xt/8295r7KlVfI8XJ1gR15s+uNy+4DLQneD+v9/+naXc8vGJvh0TZYEO3xDbmCHf86BzT7nl81V4ZRiBwr80mqe1E9Kzuu03iv9MkRQghU482Ob2bOWD0a7YTS6ERtsMgpizCtB8OV98AmKwsHA2bDZ6dCNwroyyO9s5zcZHyPbt+RVwaX1Xk1MgoUhZugQRQrCwe8UoZzNqje98adi+VYlWyOFxraJNJqsV3CyGEtBumBumFfttTfRVRtGTWBfQBg/dnOF8GUJz2I1bfoMiXATTCBh2qCqDYlwEUq44JqsLW5T751W8CAJzptv34ys4+5/030zZVdcSWd5epvhf6MmJLr0NfRo6qiNGA+6g0sbrsLYQKgxBCSBZtGjCauUqqVxi4NxQYuNcDDNzrG21eJbWDiJ5d4bhDuEqKEEKmHm3yYfTUVxGZLiKXi8iPReR+EdlbRDYTketF5Ke2ndGvzhJCyKghFf7qoieTlIhcDOD/qOqFIrI+gA0BnALgSVX9tIicBGCGqn40dZ5JJqlBVlVzTu4NrXN5GE6+qg7FouMaUnEvRlGW2jBDbTd+tKk5bs8H7jAv2IyrD+/S+blsde5nzQO/3kQTcVlrgYmZa4sIs9T2SiprbRuz1Aa02ST1GhE9r8JxB9ZkkqqsMETkZQD2A/AVAFDV51X1aQCHAbjY7nYxgIaH4RJCSH20SWH0Mr3eFsBaAP9LRP4CwAoAHwCwuaq6taqPAdi8fK+82U6/K+4NIxVISExZ5FTcK6pj0DBV4Vfce1+gWHOURazi3nj9i4DG1r5I4auKnIp7RcqiasW9VD2MFiuLUam4N1V8GOsC2A3A+aq6K4BnAZzk76DG3hX9hYvIsSIyJiJja9euje1CCCEjj0j5v9r6WtWHISJbALhNVbexz/8KZsDYDsA8VX1URLYEcJOqviZ1rr4vq43hZmfhzMwFxQHFqTj6xc2ndx7H6nwXUZRGBGhExb0YLl2IC+p7j3eX59T5Hv9cN51m2jd/bvI+Tbe/u+qAVX0sOctgi+5roNwy7DYG7lna7MPYUUS/PK38cfu92DIfhqo+BuBhEXGDwQEA7gOwDMDR9rWjAXy7px4SQghpBL2uktoFwIUA1gewGsDfwwxClwHYGsDPARyhqk+mzjMUhZFDHTPWNbeadvbe3fctU6N5CDx7kFENG11b7h46zaqNWfb5e3PuwS9sY9oPPljqvRqLC9j8hb3vdz6qeN9+rZpqqBrtlVYrjHVEL6wg6v7qjy0M3FPVuwDEOn1AL+clhJCpgrTI690+gyUhhIwIAmAdDhgtpQ7nacoUFZoQnCmqIRX3oqaoaz5oWpcbKWJGOy3DBPXDlxiz1T4P2sA9a4p6s+c8v+4su2L7xMfQaFwNDKCTrdblDovlEAuXXMdMUa5uSiy7cYgztY6YKWokEA4YhBBCMqFJivSHohlhv1SFn4LF0avKCrOuVnTQ7/NcXIVcV3aRRplFBSFXLug8HrPJC04vfn9Xh3xT99z1tUwNDKCjLFLkKAtH+J3e7QUSppztIaHy8SlznV2QYSyItulLpfuMUGEQQgjJpU0KYzTrYQyDNs2EnM/DBSnm1N5o2BLeFE/NMzP7GaefYV7Y9+Suxzy5X8cXstnN5jdwlFUIl6R+EwvscUvq/90MjaIAwrELOo/nvs+0riLijhkp5Mr8hhJLgtu8rHandUW/Hom57MZuv2rhslpCCCE9IO1SGO0ZMHJSF/QrvUFOgFPOrChlqx0U151oWj+VhrseOcoilYbEzTRdCpWGqKsZN02c7d/zyo56eP0vzDbnX3ABQgdGVERSWThCZfF9L8XL/qej9YQ1woHi1CROVfiEysIpVQCYtt7E86Xun/C3M6IrvLislhBCSB5UGIQQQnJpk8Jor9N7mMFrbskgMHnZYFF9g7q5wcs0f+CnJ24rk8XUfT6geZ/R4ZaJnv8u25a7p+dYc9W97rfwIWvS+nziPGUC59qIM00Ck82TOSbbMubhVAXJjIy9bXZ6z1lf9LItyh/3uofp9CaEkKlFy+Iw2qswfMrMmHulKHOor3h+/5Rp2zT7bNEy2jK4aoB/W+E+/5iXhuSj+5t20+8lzvONt5n2l3eZ9oSflX7PoeAWRgDxOiNFrPymaV//uvlGAAAe4klEQVT3jsnbUnU5Qlx1wenbTN6WUwMkoNUK4yWiV8zqvl/Ijv9FhUEIIVOKtkV6t09hDDNgLvVew1Q1veJsxG4WmNPnFgUmjlf3+8o+5oX33JLY27LYm5wda++9C3Yx7fvuKjzsdPtepzbgdzM0lh1j2rd+ZeLrrhoiAMyzj8v49Mr4OR5ZbtpZe0za1GaF8foNRL9V4V/IDj+jwiCEkClHm5bVtkdhNEVZlKGOlTSpBHE5pIIN3Yzwd2uL92kAP/B8D29097edDd/xtn8FAOz2q/7c96d473VGA35LPVPBh5DEX623xV+YNicZo6tIGAabRlZHtl1hXLlN+eO2e4AKgxBCphYt82G0qKuEEDJauNQgZf+yzi1ysIg8ICKrROSkxH5vExEVka6KpT0mqZBhBu6l3qupzu9UMNTqG0z7qgO7n8dluAU6OaSahq3yd9e7vwgA2OXxkvd0EIiWsxT3U3aff2nA72cgpO6fVL4xR5l7LBUcmuEYb7NJaucNRa+q8LP683vSJikRmQbgJwDeBGANgOUA5qvqfcF+mwD4DoD1ARyvqsl/xFQYhBBSIwNSGHsCWKWqq1X1eQCXAjgsst+nAHwGQKSa2mTa68PwZxw5qQr69V7hjCemLFKBSYPi1kWm3XuhaVPXIjbrK1JKTVUVPrbK3y6Pf2HSpnOsEjg+pQSCaxVTFh+w5/mi3ZZUFqe/xLSnPle8T53kVNxL3T8xZRH+BnOUhcNXFWEAaY0164eBYGCrpGYBeNh7vgbAGya8t8huALZS1e+IyIdzTjra3wYhhDSZ6tlqZ4qIbz5arKqLs99WZB0AnwewoMybtm/AiNk0B6UsYu/lHqd8F8NUFg6nLGK42d+a20wbm/2Fn8P5LlqgMO76MzP73+WrHzAveHXFC5VFxEaf8l04ZZHlu2iqsnCUqeMNFCv4WILCKr4LX2EUpabpV62bBlJxldQTXfw2jwDYyns+277m2ATAHAA3ibmntwCwTETemvJjjN7VJ4SQljDA1CDLAWwvItvCDBRHAvg7t1FVnwEws9MPuQnAid2c3u0ZMJoWuJezKqopgXtl7MoucC+mLBoauBeuiqoauJeToDBUFlMicK9Iwcd8GeE9lgrcS6UPCQP3nLIY5urIITEIH4aqviAixwO4FsA0ABep6koR+SSAMVVdVuW8o3HFCSGkpQwqcE9VrwZwdfDaxwv2nZdzTg4YhBBSFy0r0drewL0XvGXDgzZTpd6rjYF7Zfo8zOtclYuMaePsY34IADih7D3tMtcya20Hl6EWKM5S6zLUxqiStRaYbGZKZKl1tDlwb9dNRG/cvfxxM37AXFKEEDK1oMIoDyvuNQBW3JsEK+4FsOJe39ltU9Ef7Fn+uE2/R4VBCCFTDiqMkpRSGMMM4Flzq2ln7z15Wxkbbd24pY17Hm/aHCXWps/3T1YJ/NPXTJsRmDbHUw/3ut/Ah+xrn0/8JupYKl03RckGY36yMr/PMil9Esqj7Qrj5r3KH7fJ9VQYhBAytaAPozxZCiNn5tIv9dGvZIap6nWDwtmny9imfVKpq90szwX1NXTV1D2v7KiH1//C3N8nW0VxgH39wH7d998/tfN4/9P7c846+dE5pnVqtFecbwwApq1n2hz/RInfTqsVxstEf7hP+eM2/C4VBiGETCkGmBpkIPTUVRFZKCIrReReEVkqIhuIyLYicrut8vQNEVm/X50lhJBRQ9Yp/1dbX6uapERkFoBbAOykqr8XkctgwtDfAuBbqnqpiFwA4P+p6vmpc/W8rLZOhpnjqgypYKgwT08K36TQ1CW3t5wJAHjq1FMAADNuKndPP7mfMVdtdrM57ihrvrok9dtYYM1eS+o36Q4EZ34EJpuQxi4w7dz3FR//4ytNu+Ph3d8rFRyaYR5us0lq9+mit88rf9x6367HJNXrWLUugJeKyLoANgTwKID9AVxut18MIOOOIYSQqYdIuxRGZR+Gqj4iIp8D8BCA3wO4DsAKAE+rqpveroGp/DS6NE1ZOFKOf6csXohUZQw/T1NVhc++JwMAZtx08uRtqaXRFqcsHOPK4soFnRfHLjbt6XZbRFk4x/qm7nkDFpREyam4F3NMu0zIMWURXueUsggd2v49Fyr2QdW6aRBTwochIjNgasRuC+CVADYCcHCJ448VkTERGVu7dm3VbhBCSHtpmcLoxYfxDgAHq+ox9vm7AewN4B0AtrD52PcGcJqqHpQ6V6t9GCTNCFdKyyaVCDJGTnqMq/7RtId+qfv5lswz7YKbJm16mVVFzzRVDWXQZh/G3M1Ex95c/jj5Rvt8GA8B2EtENhRT4+8AAPcBuBHA2+0+RwP4dm9dJISQEUVg/guX/auJXnwYt4vI5QDuAPACgDsBLAbwHQCXisjp9rWvFJ+FjOOvanKMwqw85zO4ZHT+NWhBLfFsfFVxvF1ddc7EGf33vVQl+xfM9i/39nl7sM//fanZ9pe+S+LLdp+IsnC0WVlM8MW0mRb5MHr6j6SqnwDwieDl1QAq5F8khJApyFQZMAghhPSAM0m1BA4YTSFluknV+2hq4KANpnNLXvHkqs620NwUq4vgHMW3fcG0+9mcTf5S4N8+Vnx8A7h5mjET7feiZ/Y5J24Cipmh5lsT1FK7LTRDARg3cf3l7yPblh5mT5ThRiwTzNkUxpcEv6vWbvQMBwxCCCFdaZnCaE+22jJUXcpZx2w9I7BsnArVyAaKC2w7fEm54+5datqdbOW2nO+pqNJhW7HV6z4x5wgAwL8mfocfsUrjs73+Vke0qmKrl9W+QnTsv5U/Tr7cvmW1hBBCphCjqTBSOBXx3G9MO4zKaS6lwg6HljuuSFE4nwYwnDrmZQiTxVX97KtvMK1TFE6FuLQSALDhKyZuayrned/f++8t3s+yanujKLb7afFv86+t6rgx5/eb8k98/W9M+87vdD9PQ2m9wnhb+ePkS6yHQQghU4uW+TCaP2D0klrCBYQBnZU0zj8xTD9FbHYdfi733NnqAeBVB8bP1zRVkVI8OcrCfXZ/JVXRZx9m9cJ+4amKa60yOChQBitmdILydn+qQDXctWT8YagsbrDn3XGXzmuz77T7pFY+tVhZ4MIKxbCbCAcMQgghXaHCIIQQkg0HjD7Si0PTD+gqWjL7h6c7jzeYXv29cki9l/ucMVOMM9XE8iu5cw667yliJrJV15h2u4yM9+6zx0wnRaY7oONgr/OzJzjXmomO88xHoSnKETVDhcuWd1kweZ/3mvc4MHLeT9n3/5ccx3iZCnlN4R9uM+17Jb1f0+GAQQghpCstM0mN5rLapqbLiBFWH+vXvsMglbIkhfscv7GpPXICydqYuiLBaXb2f9o9/2FemDO/eOc+BWy6ioBnNuA3309avax2C9Gxd5c/Ts7islpCCJlatExhjOaAkaMswgCzukiphVApuX2bErgXe+9bF5l274WmdUubfX+S+xypzx76bZyyeNYr5/vSGaZteOCeq1UBdJIEnpaY5a/Z1ew/viw2piw+Oc20H3+x6/ufllIW37BRY//jiq7nIQOCAwYhhJAsOGD0kV4C91K1lOtWFkV+lse91BFFNuumBe65FVFAR1k4yqQe94MWi5IMDiOVS5/xU4+vfq2Z7b/q/mKFMa4sApZ4FfcWFCiUT3n7uNVRKTXTamXhK+22QpMUIYSQbDhgEEII6YoAWGdahQO7+64GQfMHjF4cmjlmp5TZapAUOeZjZqjUMuGqS1v7SSw4r8j5DRSbqWJmqND57Qfu/f4p0zbUTOWc3b5JKmWKCgmd31EzVOD89oP0xpfu5iyjbaPzu2mm2UpIxf9xHDAIIWSKUXXAeK7vPcmBgXt1w8A9Bu4BDNzrgVYH7s2apmPHvbT0cfKxZxm4RwghUwqpqjDqoT09LUNKWTj14dphJK5LJQgsE7zm9h1mwsQUVZMO5gTuhcupnbLwP7vzOTX8B3eut9T1uJylrmHSwZiycAn3vtxdLXwqpSzamHRw1Gj4/evTnp4SQsioQYXRZ0ah4l5MBfRSca9p6bz9AKqcdOYhsYp7Rb6Kpn32DPz05v2quBcqi1TFvWR68zYri5GouMcBgxBCSBYcMAghhORAk1SfGXTFPT/76aADwH5yVefxDodO3JaquJdaVtmEwL3Ye4fZgHM+u2+GCk107rr4gXu/s99dU5YZh5xnv6/3d/KDlam4t2p7Y2ba7qd2W6Ti3l9bU9SNsfOWWYr89b8x7Tu/033fpjAyFfcG829YRA4G8EUA0wBcqKqfDrZ/CMA/AHgBwFoA71HVnye7OpCeEkII6Y5TGGX/up5WpgE4F8AhAHYCMF9Edgp2uxPAXFXdGcDlAD7b7bzNVxhViDnKi5zcvqoYdMBfOLMGgDW3mnb23sXHOWURUxp1Kotw+adPmGbF/+z3LjXtTu8wbewHECoupzT89CFNVRYOT1lMYuU3AQCfmHMEAOBfIwrBKYuPWBXx2cg+UWXhCJXFo3eaNhYo2SZlMVIMzCS1J4BVqroaAETkUgCHAbjP7aCqN3r73wbgqG4nHc0BgxBCWkHlAWOmiPjpMRar6mLv+SwAD3vP1wB4Q+J8xwD4brc3Hc0Bo+qIXUcqkZSyCP0TTlk4JQTUm/4kpixuOdO0+55s2jD4EEinwXDcfLpp9/qgaZ2y8JdKb7yFaRueAubmaR0b+34vWkXwOqOuYspivlUUS+22mLLA8fac52Sk+Vh6mD3xtydvG7GUK62jutP7iX6lBhGRowDMBfDGbvuO5oBBCCFtYTAmqUcAbOU9n21fm4CIHAjgYwDeqKpdMxpywGgK/uofR5F/oskzaqcsHL6yKMKpBv8a7HdqfN8yFfwawriqAAqVwfe99CFLC/wSl3v7vD3YZzyVum+FdsF9MWXhaLOyuPuSunvQO4NbVrscwPYisi3MQHEkgL+b+NayK4AvAThYVR/POSkHDEIIqY3BDBiq+oKIHA/gWphltRep6koR+SSAMVVdBuAsABsD+KaYychDqvrW1Hm79lRELgJwKIDHVXWOfW0zAN8AsA2ABwEcoapPiXnXLwJ4C4DfAVigqndU+LyEEDL6DDBwT1WvBnB18NrHvccFuYeKyenpEgDnAPiq99pJAL6nqp8WkZPs84/CrPnd3v69AcD5SHvmiaNF0Z6V8M1N4WdtoZkpizB4ESh0Uu8fM0MFy6hDMxQA4Kp/BDCxqt84S+aZdsFNXbv6MmvueqZNtTJ2dva3d9Xajd5oV6R318A9Vb0ZwJPBy4cBuNg+vhjA4d7rX1XDbQCmi0jDF8sTQgjJoerQtrmq2rJpeAzA5vZxbO3vLACPgkxt6p5F9ZL1uCq91ojPqbB36JeKt2UoC8e4snCpcvqVJsfPvuyWg+dkNA6XZ1s+4jn+o8uN20jdv40S9NxTVVURKf3NicixAI4FgK233rrXbhBCSPuYIskHfykiW6rqo9bk5JZkZa39BQAblbgYMDW9K/aDkI56cDPY2Mw+9aMMAyRTFRIdMf/EKOCUhavEB0yqmXHPK80s//W/KP7ZLp9u9tnj6e4/7YWealjkVINTFpccZNqjrgUwQqpinHYNGFWTDy4DcLR9fDSAb3uvv1sMewF4xjNdEUII8RlQ8sFBkbOsdimAeTC5S9YA+ASATwO4TESOAfBzAEfY3a+GWVK7CmZZ7d8PoM8kRhUbvV8f+8U/mnbQKd4HgfvMsdn+I8tNO2uP4uPDAEmnLPwKd79/yrR7Lyx+L5dIcpoNrIwl+WsAfzy8M6Nf78qCGXukEt/XrBJ4V2SWv9Rum2+3pZTFE/uafWfeYvZZ5J8vTGNilcXo0i6F0bWnqlqU+OeAyL4K4LheO0UIIVODERswCCGEDAgBB4yRIWXmyXGMDpPUTec+h8tM6pZrpvqeY8ppCq5a3Btt/ik/A3BR/x+6pfN4630nvuaeRyrcYdU1po0tDU1lHm4QhWaoIt4dN0Ut8pzVC+22M+xrpySc084UFa1xUpT3KvxuRgYqDEIIITlMkWW1w2eYgVc575WjLOpQIS6D585e2lL3OXICwVxVtpSyaEIdcZ+wWpwL+gI6yzPd53rpDNPGZqo5s9dQWSSWn7aSWO2Mr8bVwsKIigiVxemeCnnWtme6fXxl0Q333fiBgGWObywcMAghhGTBAWMwDPOihu/1Wy+UJKwjnZpt1+HfcMoiNRNL9TlcCup8GUBHdTRFWThcEN2vfmrasCYHUG6Ja6r2tWP1DaYdBVXh45TFkR1lgEsnqobvWtVwSCqI7gizz6kZgXZneyrkhHD/sG78SKgKDzq9CSGE5EGFMXxcSohBVaLzVUU4O4/Ntuuw8QepsJMzMdcvNzMHgDW3mfZVQYr8NqySckF0/QqUc+fxa6c7xeZ8GOF1Ajo+K3cfNrQy4ooZnRn97k8VKIBLJ7/+6wMSyuI8e9+9396HlxUri4utojjansdXFQ/tbLZtfbd9LVY3fpSg05sQQkgeHDAIIYRkwQFjsMSWvA5K+sdqAzhzTqpuQB1O4dSSWWdaca1zxvv5kEITS2jiajIuh9PM15o2Z7GB+/6AznfoFjc4E6R/XzlTVCpLbVOCOLtQaIYqwDmlJzmk/eBHZ4o6wZq7zi5+D2eKwnvtvl/u7Dtuigr4iu3DMSOXrbZdtG/AIISQUYGrpAbMMAP3Uplbc7K61lHlLbYAoIwT1s2gY8rCn5UDzclsG6bkiKmHJ1eZ1jn3/cBGR7hkOkaoLNwSXKCx2WnLcJadyX/Ym8lPUhaOWKBjqCy+5V3ngxaZ1n0nXy5WC/9i+/Ep+97jyiK2zLvV0CRFCCEkB66SGgHCL9CvGxHaqVM27TpuBKcinLqJ9SO17Df8HE8/2Hk8fZteezcY3OdxS19j6mGz7Sa2PmFiu5xl2s5v0pKEg7k4ZXG5F0z39lBh5CSmPMoef0mGz8FdS2D8ejplcZztx7muDyOhKnw4YBBCCMmCA8bwGbSvwFcV4XvFlMWgAwljhO+ZuhYxZeFSn8/cceLrTVUVPu7zxJSFSw6YSuER2uJj39u9S007x9YTSymLpqW+D1iza0c9zL4zrgAmqQqfyCz/+1YJ7O+Oy1EW453oXMv32/OcZ89z7qiviqJJihBCSDYcMAghhHSFCqMGBnXBY6YF914pZ3cdOYRS7+nMaL99zLQxk1RoinLO7jaYpFwNEJc/y/98RaaoWMW9lCnRmaJynN0NNUU5isxQRTgHeKHzG54pqoqz27uW5xWYoCY5v0cGDhiEEEKy4IDRftyMPDVTjCmLovPUHbjn3j8nZYlTTjFl0dTAvdDZXTVwL0cZhspiCgTuFTrAY0tcQ2WRCtxLqLQwcO/cUQ3co0mKEEJINhwwhkAqMK1XwvPFZqzhtthsu87APb+WQzhzTi37DJWTS0IINDcRofs8T9xv2tjMNRW4F36HYRLCGE6JjYCq8HHKIlkFLwx0jJGRhHCc93bey6ULccpiUtLBUVAVPlQYhBBC8uCAMRz8izzoQDlfPYRpNWLKogkV91LXwimLnIp7TVUVPu7zVE3TEX6HTlmkKu7FfFgjVHEvlnDQVdzb9HsZFfcSyiKsuOcnIQwr7o1+OnMOGIQQQnKgSYoQQkg2HDCGzKCkf8z56cxMKbNT0yruOXOKc/i6/qUq7uVkJG0Kbmnry7c3bc6S59R5nCM7VnFv9Q2mDa8X0PiAPUfZins4Mm6K+q7nGD/EmY6OsK9d1r3iXqySX1HFPVy5wLSHL8nsNBkEozFgEEJIG2mZSUq0AU6luXPn6tjYWHqnYQbB9eu96sha6tJkxALTcghn2THqcOqX4ZYzO4/3Pdm07nO9dIZp+5XyxGXDBdIZcdvC0sNMO//bfTnd6Z4Keda2Z/byP8epZWA8FYyIrFDVudVPWh9zd5mjYzdcXvo4ecVra/nM7RnaCCFk5GiXwmhPT4d5UcP3SgUJplREHTZtpyxSfQ6X4PqEyiKWiqFpysIlsfvB6aZ953cm75NSTGEgWk5g2qprTDsKqsLHKYt3e8F0X52oCBZZ1bAwoRTOsPucmqMmIqphnPC7CLe3nZaZpNrTU0IIGUVaNGC0x4dB0lTxu/i1yl/8o2mbklCwX/Sy2uuuJZ3Hv3/KtHsvLN7fKZ1pdnVVQ9OG/PHwjnpY78r83//XrGp4V+R/xlK7bX7G/5Mn9jX7zrwlsm8FH0qrfRi7/YWO3Xxt6eNkky3pwyCEkKnFiJmkROQiAIcCeFxV59jXzgLwtwCeB/AzAH+vqk/bbScDOAbAiwBOUNXywycpT5WbriVxA11xKU5i9cyLlIVb6QV0fDKhP2qXBcXvFYv1qJqaZMiUURUAxleChcrinld2lIpTFsunm9f2eLr4PZyyWGhVySL/vEXK4pKDTHvUiP07aZkPY52MfZYAODh47XoAc1R1ZwA/AXAyAIjITgCOBPA6e8x5IjKtb70lhJCRwg4YZf9yzixysIg8ICKrROSkyPaXiMg37PbbRWSbbufsOmCo6s0Angxeu05V3TKc2wC4ZTOHAbhUVZ9T1f8CsArAnt3egxBCpiaDGTDsRP1cAIcA2AnAfDuh9zkGwFOquh2ARQA+0+28/dBC7wHwDft4FswA4lhjXyNkcFSpfhhbGpxjoquadqQtxOq7FCwdfv0vJpudJpmi/CWzLvuvTbOyKOUgd8GXLvDSmqI+4gUCfrYBC3Z6RjAok9SeAFap6moAEJFLYSb093n7HAbgNPv4cgDniIhoYiVUTz0VkY8BeAHA1ysceyyAYwFg66237qUbhBDSUgbmw5gF4GHv+RoAbyjaR1VfEJFnALwcwBNFJ63cUxFZAOMMP8AbkR4BsJW322z72iRUdTGAxfZca0Xk2VRHG8pMsM/DgH0eDg3s8ymFW2z98ZkA/nxYvek3K1asuFZEZlY4dAMR8WMRFtv/qQOl0oAhIgcD+AiAN6rq77xNywD8h4h8HsArAWwP4EfdzqeqrxCRsbatpWafhwP7PBxa3Odt6u5HVVQ1XFDUL3Im726fNSKyLoCXAfhV6qRdnd4ishTArQBeIyJrROQYAOcA2ATA9SJyl4hcAACquhLAZTB2smsAHKeqL2Z8OEIIIf1jOYDtRWRbEVkfZvXqsmCfZQCOto/fDuD7Kf8FkKEwVHV+5OWvJPb/NwD/1u28hBBCBoP1SRwP4FoA0wBcpKorReSTAMZUdRnM//GvicgqmJWwR3Y7b5MiRgZufxsA7PNwYJ+HA/s8Qqjq1QCuDl77uPf4DwDeUeacjcglRQghpPnkRHoTQgghzRgwuoWwNwER2UpEbhSR+0RkpYh8wL6+mYhcLyI/te2MuvvqIyLTROROEbnKPt/WpgFYZdMCrF93H0NEZLqIXC4iPxaR+0Vk7yZfZxFZaO+Je0VkqYhs0MTrLCIXicjjInKv91r0uorhbNv/u0Vktwb1+Sx7b9wtIv8pItO9bSfbPj8gIgfV0edRpvYBIzOEvQm8AOCfVXUnAHsBOM728yQA31PV7QF8zz5vEh8AcL/3/DMAFtl0AE/BpAdoGl8EcI2q7gjgL2D638jrLCKzAJwAYK5NzjkNxnnYxOu8BJPzwhVd10NglsVvDxNge/6Q+hiyBMxl1xhqHzDghbCr6vMAXAh7o1DVR1X1Dvv4NzD/xGbB9PViu9vFABpTgk1EZgP4GwAX2ucCYH+YNABAw/oLACLyMgD7wa7EU9XnbSbkxl5nmMUjL7Vr2TcE8CgaeJ1jeeFQfF0PA/BVNdwGYLqIbDmcnnZgLrtm0YQBIxbC3uj8Uzar464Abgewuao+ajc9BmDzmroV4wswAZZ/ss9fDuBp78fWxGu9LYC1AP6XNaVdKCIboaHXWVUfAfA5AA/BDBTPAFiB5l9nR9F1bcvv8j0Avmsft6XPraUJA0arEJGNAVwB4IOq+mt/mw16acSyMxFxNUxW1N2XkqwLYDcA56vqrgCeRWB+ath1ngEzs90WJrvBRphsQmkFTbquOfSSy45UowkDRnb+qboRkfVgBouvq+q37Mu/dFLdto/X1b+AfQC8VUQehDHz7Q/jG5huTSdAM6/1GgBrVPV2+/xymAGkqdf5QAD/paprVfWPAL4Fc+2bfp0dRde10b9LL5fdO6vksiPVaMKAkRPCXjvW/v8VAPer6ue9TX54/dEA8osRDxBVPVlVZ9s8O0fChP2/E8CNMGkAgAb116GqjwF4WEReY186ACbVTCOvM4wpai8R2dDeI66/jb7OHkXXdRmAd9vVUnsBeMYzXdWKdHLZvTWSy+5IMYWBtkVmLjtSAlWt/Q/AW2BWO/wMwMfq7k9BH/eFket3A7jL/r0Fxi/wPQA/BXADgM3q7muk7/MAXGUfvwrmR7QKwDcBvKTu/kX6uwuAMXutrwQwo8nXGcC/AvgxgHsBfA3AS5p4nQEshfGz/BFGyR1TdF1hKjWca3+T98CsAmtKn1fB+Crc7/ACb/+P2T4/AOCQuq/5qP0x0psQQkgWTTBJEUIIaQEcMAghhGTBAYMQQkgWHDAIIYRkwQGDEEJIFhwwCCGEZMEBgxBCSBYcMAghhGTx/wEaKsbmojVZngAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "C = harmonics[:, :n_harmonics].T @ harmonics[:, :n_harmonics]\n", "print(np.linalg.norm(C, ord='fro'))\n", "\n", "C = graph.U[:, :n_harmonics].T @ graph.U[:, :n_harmonics]\n", "print(np.linalg.norm(C, ord='fro'))\n", "\n", "C = harmonics[:, :n_harmonics].T @ graph.U[:, :n_harmonics]\n", "print(np.linalg.norm(C, ord='fro'))\n", "\n", "plt.imshow(np.abs(C), cmap=plt.cm.gist_heat_r)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 The sampled spherical harmonics don't form an orthonormal basis\n", "\n", "* The spherical harmonics are not exactly orthonormal (they don't form a basis).\n", "* They're not orthonormal as they are a sampling of the true eigenfunctions.\n", "* If the sampling is not uniform, the dot product is not equal to the integral." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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lH2+ORWiNR9TCL9tqlKR9Z5xzw8CvAv+nmZ3fuoJz7nPOuWHn3HBfX9/R11BEakKQod/rUOS18N9eTJHVdEwiNWfCT8x3smTAr9Ys2b8bM6u0xMI8eLab8fk1Mln9FkhtmVryA/720i384HXr1xh+2U45Af8EMFh0f8BfVnIdM4sAHcDsDttut3wW6PTL2O657uKcm/CvrwPfAe7b/d8SkeNobD7JYHdz4f5gdxO5vOP2ooKHWvYPv3iVj//xD6pdDTliQSt+qYD/znJK86bLvt2cXeVMTwtDPS3k3cawL5FaEbTc97VuH/D3tsXVwi/bKifgvwJc9LPnx/CS8G3NhP8k8F7/9ruAbznnnL/8MT+L/1ngIvDMdmX623zbLwO/zK/uVDkz6zKzuH+7F/hp4MUy/i8ROWacc4zPrRXG74PXwg+oW38Nc87x9PVZnr4+V+2qyBGbXEgSMjixZezqqc4EzsErOlEn+zQ6u8ZQbzNDvS3+fXXrl9oStNxvN4YfvBZ+BfyynV0Dfn88/YeBbwA/Br7snHvBzD5hZkFG/M8DPWY2AnwE+Ji/7QvAl/EC8D8DPuScy21Xpl/WR4GP+GX1+GVjZg+Y2TjwbuCzZhas/xrgqpn9Dd7Jgt9yzingF5G7LCWzLKezDHYVtfD7t5W4r3ZNLadZTme5ObdGOpurdnXkCE0sJLmnPUEkvPlwRVPzyUHI5vKMza0x1NPCUI/3W3BjRid/pbZMLadoiYVpiUe2XaevLc7Ukk6ASmnbf3KKOOe+Bnxty7LfKLqdwgvES237SeCT5ZTpL7+Ol8V/6/IreF38ty7/a+D1u/4TInLsBa34g90bLfz3diYIGYxrar6a9fKdFQByecfozBo/dU9blWskR8Wbkq/pruWFgH9RAb/s3fh8kmzeMdTbQndLjLZERIn7pOZML6fpby+dsC/Q35ZgNZNjNZ3d8cSAHE+NkrRPRGRXG1PybbTwR8Mh7u1oUgt/DRuZWi66vVLFmshRm1xIlQ74O5oKj4vsVdB9/2xvC2bG2d4WdemXmjO1nN5x/D5sdPdXt34pRQG/iBwbY3NeUF/cpR9gQFPz1bSR6RVaYmHMFPAfJ/m84/Zi6Rb+pliY7pYYE+rSL/sQtOaf8bvzn+lRwC+1Z2Y5Td8OGfrBG8MPG1P4iRRTwC8ix8b4/Bpt8QjtTZu7uw10NauFv4a9fGeFV9/bzkBXEy8XtfZLY5tZSbOec5zqLN2V9WRnQmP4ZV9GZ9doiYULradne5qZmE9qaj6pKVPL6UJAv51gyr5gCj+RYgr4ReTYGJtPMtDdjJltWj7Y3cQrSyklhKtR16ZXuNDXyoW+VrXwHyMT20zJFzjZ0aSAX/ZldHaVIb87P8BQrzc1n3p8Sa1Yy2RZSWd3zNAPG1P2TS9rmJPcTQG/iBwb4/Obp+QLDHQ14xzc1njgmjO/mmFmJcOF/lYu9LdyfWaVXN5Vu1pyBILx+adKfGeD5RPzSbwZfUUqNzqzWpiOD9iYmk+J+6RGBGPy+9t2TtrX1RwjErLCFH4ixRTwi8ix4JxjbC551/h9gEE/oFCrTu0ZmfZa9C+caOVifxuZrDeNljS+yV1a+E91NrGaybGUzB5ltaRBrOfyjM0nC9PxAQz1eAH/DQX8UiOCAH63Fv5QyOhtjSvgl5IU8IvIsTC3miG5nivdwt/tHfBpHH/tCbrwX+hr5Xx/66Zl0tgmFpJezo1EtOTjwYkAJe6TvRifT5LLu0KQD9DVHKU9EVHiPqkZGy38Owf84I3jV5Z+KUUBv4gcC2N+MD/YfXcL/z3tCSIhU8txDXr5zgpN0TCnOpu44Af8LyvgPxYmF0pn6A8Ej2kcv+xF8ZR8gWBqvpuz+i2Q2jC15A1t2q2FH7xx/Grhl1IU8IvIsTDud9cv1cIfDhknO5vUwl+DRqZXON/fQihkdDRF6W+Lq4X/mJhcTHJymwz9QOGxyUV9b6VywTj94jH8wX116ZdaMb2SJhIyuptju66rFn7ZjgJ+ETkWxua8oKBUwA9epn6N4a8916a8DP2BC/2thXH90tgmF1I7tvD3tsSJhUPq0i97MjqzSms8Qk/L5kDqTE8LkwtJzdoiNWFqKU1va5xQyHZdt68twexqmmxO00rKZgr4ReRYGJ9fo7M5Sts244EHOpvVwl9jVtNZJhaSha784AX816ZWlJm9wa1lssytZnYM+EMh497ORCGbv0glbsyuMdR79zStZ3ubvan5NMRLasD0Srqs7vzgdft3zstZJFJMAb+IHAtj86Uz9AcGu5uYXk6TWlerTq24FmTo728rLLvY38pKOssrSwryGllhSr4dAn6Akx1NGsMve3JzdnVTwr5AsGx0RgG/VN/UUrqshH2wkdhP4/hlKwX8InIsjM+vbdudH2CgS5n6a00hQ39RC78y9R8Pu03JFzjZqYBfKreeyzM+nywZ8AdJ/JSpX2rB1HJlLfzeNjohLpsp4BeRhpfPO8bnkyUz9AcGu73AQuP4a8fLUytEQsaZonmyC5n67yjgb2QbAf/2SfsATnUmuLOUYl1jVqUCY3Nr3pR8vXcH/J3NMTqaokrcJ1WXyzvmVitv4VfiPtmqrIDfzB4xs5fMbMTMPlbi8biZfcl//GkzGyp67OP+8pfM7O27lWlmZ/0yRvwyY/7yt5rZc2aWNbN3bXn+95rZy/7lvZW/DCLSyKZX0mSy+fJa+DVus2aMTK1wtreFaHjjp6qvNU5HU1SJ+xrc5EKSkMGJ9p0D/pOdTeQd3NEQD6nAxpR8pU8CD/W2qIVfqm52JU3elTclH0Bvq9/Cv6SAXzbbNeA3szDwaeAdwCXgPWZ2actq7wPmnXMXgE8Bj/vbXgIeA14LPAJ8xszCu5T5OPApv6x5v2yAW8CvA3+0pX7dwG8CbwEeBH7TzLrKfQFEpPEFU/LtNIa/rzVOLBJSl/4acm1qZVN3fvDmyb7Q36ou/Q1uYiHFifbEppM9pQRd/pW4TyoRjM8v1aUf4GxPs8bwS9UFY/H72nY+8RlIRMN0NEWZXlHAL5uV08L/IDDinLvunMsATwCPblnnUeCL/u2vAD9vXtrTR4EnnHNp59wNYMQvr2SZ/jY/55eBX+YvATjnRp1zPwC29tt7O/BN59ycc24e+CbeyQWRhvClK7f41k/uVLsadS2Yki/otl9KKGQMdGlqvlqRzuYYnV3l4paAH7zEfQr4G9vkQnLX8ftQHPDrRJ2Ub3R2lbZ4hO6W0nObD/W2MLmYVBJXqaqga35/e3kt/OB161cLv2xVTsB/Chgruj/uLyu5jnMuCywCPTtsu93yHmDBL2O759pL/UTqUi7v+Jd/+mP+r//6crWrUteCFv5Tndu38IPXrV8t/LVhdGaNvNtI0lfsQn8rc6sZTT3UwCYXyw34vZavCQX8UoEbM6sM9bbcNSVfYKinBaep+aTKgoC/r7X8gL+vLa4WfrnLsUnaZ2bvN7OrZnZ1enq62tURKctLryyznM7yo8kl1jLZ3TeQksbmkvS2xmmKhXdcb7CrSQd4NaJUhv6AMvU3tnzecXshtWvCPoDmWISu5qgCfqnIzdm1kgn7AkOFTP36PZDqCbLtlzuGH/wWfmXply3KCfgngMGi+wP+spLrmFkE6ABmd9h2u+WzQKdfxnbPtZf64Zz7nHNu2Dk33NfXt0uRUivyeXesA91nb84BXkv/82MLVa5N/Rpf2HlKvsBAVzPza+uspI/vZ65WvDy1jBmc7yvdpT9YRxrPzGqaTC7PQBkt/ACnujQ1n5Qvk80zPr/G2Z7te3yd9cf2jypTv1TR1HKa9kSERHTnxopifX6XfufcIdZM6k05Af8V4KKfPT+Gl4TvyS3rPAkE2fHfBXzLeZ+0J4HH/Cz+Z4GLwDPblelv822/DPwyv7pL/b4B/KKZdfnJ+n7RXyYN4PPfu8HPPP7tYzuO7sroPF3NUczg6uh8tatTt8bmdp6SLxCM8R/XOP6qG5laYbCrueSBzsmOJpqiYbXwN6ggAV85XfrB+zwo4Jdyjc17w4XObJOwD6CjOUpXc5QbytQvVTS9nKZ/l5lKtupvS5DO5llWw4UU2TXg98fTfxgviP4x8GXn3Atm9gkze6e/2ueBHjMbAT4CfMzf9gXgy8CLwJ8BH3LO5bYr0y/ro8BH/LJ6/LIxswfMbBx4N/BZM3vBf4454F/gnUS4AnzCXyYN4Jsv3mF2NXNsW7evjs7xty708lMn2rgyqo/1XuTyjsmFZNkt/ADjcwoeqm2kRIb+QChknO9vUcDfoILgveyAv7OJifmkWrSkLEGr/U5d+sE7IaAWfqmmqeV0ReP3YaP7vxL3SbHI7quAc+5rwNe2LPuNotspvEC81LafBD5ZTpn+8ut4Wfy3Lr+C112/1HN8AfjCjv+E1J1kJlcI9J+6PstD53qqXKOjNbGQZHIxxfvPdNHVHOVPvj9JLu8Ih0onGZLSXllKkc27HafkCwz6JwWUqb+6cnnH9ZlV3vaq7YdfXexv46nrs0dYKzkqlQb8pzqbWM3kWEpl6WiKHmbVpAEE4/LP7hLwn+1t4ZkbOtEu1TO9nOa+050VbdPvB/zTy+ltT5rL8XNskvZJ/Xnu1jyZXJ5YOMTla8fvwP6q36I/PNTN8JluVtJZfvLKUpVrVX/G/SR85bTwd7fEaIqGlam/ysbm1shk8yUz9Acu9LdyezGlfAsNaGIhSWs8QnuirDYJTc0nFRmdWaUt4SV73MlQj6bmk+pxzjG1nCoE8OUKpvBT4j4ppoBfatbla7OEQ8b/eP8A37+1cOx+dJ+9OU9LLMyr72ljeKgL0Dj+vRjzg/dyxvCbGYPdytRfbTtl6A8EyfyuqVt/w5lcSHKyM7HtlGlbBdn8FfBLOUZnVzm7w5R8gaHeZpyDW/o9kCpYSWdJrecrytAP0Nfq7Q+DKf1EQAG/1LDL12d5/akO/vtL/WRyeZ67ebyC3Suj89x3uotIOMSpzibuaU9w9Zi9BgdhfH4NM8qa4gu8cfxq4a+ul8sI+C+eaN20rjSOyYVU2d35wevS722n763s7sbMKkM7JOwLBOvc0Dh+qYIpP2Dvb6ssaV97U4RYJKSAXzZRwC81aS2T5W/GFnj4fA8PDHUTMo7VeN2l1Do/eWWp0LJvZgwPdRW6+Uv5xuaSnGhLEI+UN63NYFeTxvBX2cjUCifa47Qntu9ye6a7mWjYlLivAU0sJCsK+Htb40TDxsSCurDKztLZHJMLyV0T9sFGUr+bytQvVRAk3au0hd/M6GuNF04YiIACfqlRV0fnyeYdD53roS0R5fWnOrh8jAL+799awDl4YKi7sOyBoW5uL6aYUCtWRcbn18oavx8Y6GpmOZVlMbl+iLWSnYxMLe+abCgSDjHU08LI1PIR1UqOQjKTY241U2i1L0coZNyrqfmkDGNzSfIOhnp2H+LV0RSluyXGjRmdAJajN70StPBXFvCDN45fLfxSTAG/1KTL12eJhIzhM14L90Pne3h+bIFk5niM4786Okc4ZLxpcCM76/1nugqPSfnG55Nljd8PDHb7mfo1brMqnHNcm17lYn/brutePNGqFv4GM7kYZOivrBvryc6EAn7ZVblT8gWGepo1NZ9UxdSS12Op0hZ+wG/hV48n2aCAX2rS5WuzvHGwk5a4l6X54XM9rOccV28ej2D36ug8l+5tL/z/AK++p43WeIQrCvjLtp7Lc3sxWXELP6Bx/FXyypKXeX+nDP2BC32t3JpbO3YJPRtZYUq+jvK/s+Bl6lfAL7sZ9bvnny1jDD944/hH1aVfqmB6JU0sEtrTVKNq4ZetFPBLzVlJZ/nhxCIPn+spLHtgqJtwyI7F9HzruTzfH5svtOgHIuEQ953uVKb+CtxeSJF3MNhVQQt/IeBXC381vHzHT9jXt3vAf76/lbxTUq1GUgj4K+jSD17ivleWUmRz+cOoljSI0dlVOpqidLXEylp/qLeF24spnVSUIze9lKavNV72bCXF+tsSzK+tk8lqfygeBfxSc66MzpHLOx4+vxHwt8QjvGGg41gk7nthconUen7T+P3A8JluXrqzrPHlZQqS71XSwt/eFKEtHlGX/ioJuugHWfh3EnT7V7f+xjGxkMIM7ukfXzSLAAAgAElEQVSotEt/E3kHd9SqJTsYnVkra/x+YCNxn34P5GhNr6T31J0fNoYBzKxofygeBfxSc566Nks0bLz59OYW7ofP9fCD8UVW09kq1exoBGP0gwz9xR4Y6sI5eO6WWvnLEbTSVzKG38wY6NbUfNUyMr1CZ3OUnjJa4M71tWCmgL+RTC54s2pEw5UdngQ9Aib0vZUd3JhZLXv8Pmx0/VcvIjlqU0vpPSXsg41Ef8rULwEF/FJzLl+f5b7BLppim6dRe/h8D9m8a/gx7FdH5xnsbuJE+90tXG863Uk4ZDyrbv1lGZtLEg4Z91bYWqip+apn5M4KF/pay+rGmIiGGexqVsDfQCYXkpyqoEdOIMjqr3H8sp10NsfkYpKhMsfvA5zp9U4Wa2o+OWpTy6l9t/AHif9EFPBLTVlKrfOjiUUeKurOHxg+0000bA09PZ9zXmLCB87c3Z0foDkW4bUn2xv+pMdBGZ9f4572BJEKWwsHurwWfufcIdVMtjMyvVJWd/7AxX5l6m8kkwvJisfvw0ZWf01bKtsZm1vDOThbQQt/e8LrbaTEfXKUMtk882vr9LdV1lgRCLabVpd+8Sngl5ryzPU58o5NCfsCTbEwbxrs5KkGTtx3c3aNmZUM95fozh8YPtPN82MLSsZShrH5ZGGavUoMdjex5s8HLkdndiXN3GqG82Uk7Atc6G/lxsyqkrU1gHzeMbmYqnhKPvBOhnY1R9XCL9u6MeP12jpTwRh+8Mbxq0u/HKVg7P1eW/h7WmOYecMCREABv9SYp67PEot42ehLeehcDz+cWGQ51ZhJ64KW+1IJ+wLDQ12ks3lemFw8qmrVrfH5tcI0e5XQ1HzVEbTUXyhjSr7A+f5WMrk8t5Rkse7NrmbIZPOF7vmV0tR8spNRP2ivpIUf/Kn5ZrR/kaMTTKm31zH80XCI7uaYWviloKyA38weMbOXzGzEzD5W4vG4mX3Jf/xpMxsqeuzj/vKXzOztu5VpZmf9Mkb8MmM7PYeZDZlZ0sye9y+/u9cXQ6rv8vVZ3ny6k0Q0XPLxh8/1kHc0bJf2Z2/O09EU3XFKsmF/uj5Nz7ez1HqOO0vpiqbkCwS9AjSO/2iNTAcZ+tvK3uaif3JA3frrX2FKvo79BPwasyqljc6u0tkcpbO5vCn5AkM9zbyylCKZ0dR8cjSCZHv97XsL+MHrHaAWfgnsGvCbWRj4NPAO4BLwHjO7tGW19wHzzrkLwKeAx/1tLwGPAa8FHgE+Y2bhXcp8HPiUX9a8X/a2z+G75px7k3/5YEWvgNSMhbUML95e4uFzvduu8+YzXcTCIS43aLf+K6Nz3H+mi1Bo+4Rl/e0JzvQ0N+xJj4MSBA+VTMkXUAt/dYxMrdAcC3OygiSL54OAf1oBf70rBPx7bOE/pRZ+2cHo7CpnKkjYFyhMzTenbv1yNIIW/r126Q+2VQu/BMpp4X8QGHHOXXfOZYAngEe3rPMo8EX/9leAnzcvxfKjwBPOubRz7gYw4pdXskx/m5/zy8Av85d2eQ6p0NPXZ/nSlVvVrsZdnr4xh3NeNv7tJKJh7jvd2ZCJ++ZWM1ybXi05Hd9W95/p4tmb80oqt4MxP1ivZEq+QGvcGw88pm7iR2pkaoXzZWboD7QnopxojzNyRwF/vQsS7u29S3+C5XSWpQYd8iX7MzqzxtkKx+/DxhCAUY3jlyMytez1VOpt3XvA39+WYFpZ+sVXTsB/Chgruj/uLyu5jnMuCywCPTtsu93yHmDBL2Prc233HABnzez7ZvZdM/uZMv6nYyuXd/yTr/yAj//xD2tumpnL12ZJREO8cbBjx/UeOtfDC5NLLK411kHdsze9LvrD22ToL/bAUDezqxklEtrBuN8dfy8t/N52zWrhP2IjUyuFLvqVuNjfphb+BjC5kKIlFqa9KbKn7U9qaj7ZRmrdn5KvwvH7sJHk74bG8csRmVpO090SI1rhDEPFghZ+NQwJNEbSvtvAaefcfcBHgD8ys/atK5nZ+83sqpldnZ6ePvJK1oqv/+g2t+bWyDv4vb+8Xu3qbPLU9VmGz3QTj5Qevx94+HwPzsEzDdal/eroHLFwiDcM7HzCA+ABvxfA1Zsax7+dsbkk0bBxon1v09oMdjdpDP8RWk6tc3sxVeiiX4kL/tR8OrCpb8GUfHvtvKeAX7azlyn5Am2JKL2tsZprJJHGNb2c3nPCvkB/W5z1nGOhwRrHZG/KCfgngMGi+wP+spLrmFkE6ABmd9h2u+WzQKdfxtbnKvkc/nCBWQDn3LPANeBVW/8J59znnHPDzrnhvr6+Mv7txuOc47Pfvc7Z3hbeff8A//HqeGHqj2qbW83wk1eWd+zOH7jvdCfxSOON478yOsfrBzq2TVhY7FxvK53NUa422EmPgzQ+v8bJzibCO+RD2MlAVzMT80kFkUfk2rR3MF1Jhv7A+f5W1jI5JhfVfbGeTS4m9zx+HzaGAkwocZ9sEfSG28sYfvAy9atHnRyVqeX0vsbvw8b4/yABoBxv5QT8V4CLfvb8GF4Svie3rPMk8F7/9ruAbznvKPlJ4DE/w/5Z4CLwzHZl+tt82y8Dv8yv7vQcZtbnJwHEzM75z1FbTdc14vK1WX44scg/+plzfPBnz5PJ5fmDvx6tdrUAL68AwEPndu/OHo+Euf9MV0ON40+t5/jhxGIhA/9uQiFj+EyXMvXvYGw+uacM/YHBribS2XwheY4criDL/t669CtTfyOYmN9fwN/XGicaNrXwy11G/db5s3sN+HtbCmWIHLaZAwj4gx4COoYRKCPg98fLfxj4BvBj4MvOuRfM7BNm9k5/tc8DPWY2gtet/mP+ti8AXwZeBP4M+JBzLrddmX5ZHwU+4pfV45e97XMAbwV+YGbP4yXz+6BzTs2eJfzOd6/R2xrnl998ivN9rfzipRN88fJNVtPZ3Tc+ZJevz9IcC/OGgc6y1n/4XA8/vr3E/GrmkGt2NH4wvsh6zjE8tPsJj8D9Z7q5PrPKbI300qg1E/Nrex6/DxuZ+sc0jv9IjEytEAuHOL2HJIsXFPDXvdR6jtnVDKc69zYEB7wTofd0JBTwy11uzKzR1Rylozm6p+3P9rZwZynNWqb6x0vS2Jxzfpf+ve8LwZvRCTYSAMrxVlZmHOfc14CvbVn2G0W3U8C7t9n2k8AnyynTX34dL4v/1uUln8M595+A/7TrP3HMvTC5yF++PMM/eftPFbqMf+Bt5/nGC3f40pUx/sHfPlvV+l2+NsvwUHfZCUoeOt8D34Snb8zyyOvuPeTaHb6rN71zVPeX2cIPm8fxv/219xxKverVWibLzEpmTxn6A4Pd3smC8fm1it4X2ZuRqWXO9rYQ2UOSop6WGF3NUUamlg+hZnIU9jslX+Bkh6bmk7vdnF3dU8K+QJC47+bsGq+59640USIHZjG5TiaXP7Au/WrhF2iMpH1Shs/9xXVaYmF+7aEzhWVvPt3Fg0PdfP57N1jP5atWt5mVNC9PrfDwud3H7wfeONBJUzTMU9cbozPH1dF5zve10N0SK3ub1w90EIuENI6/hAm/VX4/LfynOr0DPGXqPxojUyt7Gr8PYGaFxH1Snyb9cff7DfhPdTYVvv8igdGZVYb22J0fKGyrqfnksAVj7vebtK81HqE5FtYYfgEU8B8LY3Nr/OkPbvOrbzlNR9Pm7mwf/NlzTCwk+dMfTFapdl52fqCshH2BWCTE8FBXQyTuy+cdV0fneKCC7vzg5TJ4w6kOZeovYawwJd/eW/ibYmF6W+OMzSlT/2FLree4Nbe2pwz9gQv9rbysTP11K2iVP7XfFv7OJl5ZSpGt4klsqS3elHyp/QX8fu+AGxrHL4dsaskL0Pfbwh+UoYBfQAH/sfD5790gZJTstv+zr+rnVSda+ex3r1ftQPnytVla4xFed7KybnIPnevhpTvLdT+GfWR6haVUdk/dxoeHuvnRxCLJTO4Qala/xua84CHolr9XmprvaNyYWSXv9pawL3Chv42FtXVmGySvx3EzsZDEDO7p2N+41VNdTeQd3NFBrvhu+Sdth3r3fgK4NR6hry3OzRn9Hsjhml7xejvtt4U/KGNaY/gFBfwNb241wxNXbvHom05xb8fdwU8oZHzgref5ySvLfOe/TVehhl7CvgeGuioeuxv0CKj3bv1X/C75lbbwe9t0sZ5z/M34wkFXq66Nz68Rj4Toa93fD+ZAV7O69B+BoCv+Xrv0F2+rbv31aXIhyYm2RNl5XLYTDAnQOH4JBNPp7aeF39u+WS38cujUwi+HQQF/g/uDy6Ok1vN84K3ntl3n77zxJPd2JPjsd68dXcV8d5ZSXJ9erag7f+D1pzpojoW5fH3mEGp2dJ4dnae3NV5IClSJoFfAs+rWv8nYXJKBribMbF/lDHZ5CcByeXUTP0wvT60QMi8T9l4FAf/LCvjr0uRikpP7yNAfCLL8K+CXQDDufj9J+8A7YaAx/HLYppfTNEXDtMbLyqu+o/62hJL2CaCAv6ElMzm++Nej/MJr+rl4om3b9WKREO/722d56vocz48dbUtxYfz+ud6Kt42GQzww1F3/Lfw35xg+07Wn4LSzOcbF/tZCLwHxjC+s7Wv8fmCgq5n1nOPOkrrEHaZrUyuc7m4uzCCyFyc7ErTEwlxTwF+XJhdS+07YBxR6sk0o4Bff6Owq3S2xu3IYVWqot4Wp5XRNTGUsjWtqOU1/e3zfDRbgtfAvp7Kk1jXs87hTwN/Avnx1jPm1dT7wtvO7rvvYg6dpT0SOvJX/qeuztCUiXKpw/H7g4fM9jEyt1O08o3eWUozNJRke2vu0b8ND3Tx7c568WqELxuaS+x6/Dxs5AJS473DtJ0N/wMw4r0z9dck5x8RCct8J+wBa4hE6m6Nq4ZeC0Zk1hvbQg26rYEjAzVn9HsjhmV5O73s4YkBT80lAAX8Nc87xJ9+f2NOUedlcnt/7y+vcf6arrLHhrfEIf+/hM/zZC69wffroDpgvX5vlLWe7CYf2diYzmMqvXlv5r456XfGH9zB+PzB8povlVJb/pjnIAVhKrbOYXD+wFn7Q1HyHKZvLc31mZV8Z+gMX+lp5Wd+DujO7miGTzR9ICz/AyY6mwjR/IqOz+5uSLxAk/RvVOH45RFPLKfrbDybgDxL/1WujmBwcBfw17Okbc/zjLz3P//zvrrC4tl7Rtv/lh7cZn0/uOHZ/q1//W2eJhkP83l/eqLSqe3J7Mcno7BoPnat8/H7gtSfbaY1H6nZ6viujcySiIV67xx4OsJHs78qoxvEDjAcZ+g8g4D/ZmcAMZeo/RLfm1ljPOS72bz/sqFwXTrRyZynNUqqy/aVUV9Aaf2ABf2eTWvgF8IY23l5M7Xv8Pmy08N/QOH45RFOH0MIfJAKU40sBfw176FwP/+pdb+DpG7P83c/8Vdkt7845Pvvd65zva+EXXnOi7Ofra4vzrvsH+E/PjR/J2cAgSN9Lwr5AJBziwbPdhVwA9ebqzTnuG+zaV2bqwe4m+triPKtx/ICXoR9goGv/wUM8EuZEW0It/IfoIDL0By70eWVoHH992Qj495+0D7zEfRrDLwA35w4mYR94w0X62+JK3CeHJrWeYzmVpb/9YPaF/W1eOdN1Pn217J8C/hr3K8OD/NE/eoiF5Dq/9Om/4nsv756R/nsjM7x4e4kPvPU8oQq7yv+jnznHei7P7//V6B5rXL6nrs/S2RzlNffsvXUbvG79N2ZWeWWxvrosraSzvDi5tK/x++CNXX5gqEst/L4xPzgf7N5/C79XTpPG8B+iIKv++b79H5ArU399mvC73x/EGH7wWviXU1n19BBGZ7x999kD6NIPXiu/xvDLYQnG2h9UC393S4yQqYVfFPDXhQeGuvnqh36aezuaeO+/e4Y/vDy64/q/+91rnGiP8+h9Jyt+rrO9Lbzjdffwh0/dZOWQM9Fevu6N36/0pMRWQQ+Bemvlf/7WAnm3v/H7geEz3UwsJLm9qFat8fk1mmNhupr3l5E5MNDVrBb+Q3RtaoV7OxK0Jfb/fp3ubiYWDqmFv85MLiRpjoX3nUU9EAwNuK1x/MdeMN7+TO/BnAAe6m3mhsbwyyGZCgL+AxrDHw4Zva1xJe0TBfz1YrC7ma/8Lw/ztlf18c+++gK/8dUfkS2RzO+H44v81cgs/+CnzxKP7G2Kqw+89TzLqSz/4elb+632tsbn1xibS+5r/H7gNfe2056ov3H8V2/OYQb3ne7cd1lBL4GrauX3MvR3NR/IlDYAg11N3F5M7il5puxuZHr/GfoDkXCIs70tytRfZyYXkpzsbDqw72wQ8Gscv4zOrNLTEqP9AE4ogjc0YHo5fegNInI8TfvDaYNkewehvz2upH2igL+etCWi/N7fH+b9bz3HH1y+ya+XSOb3u39xjbZ4hPe85fSen+eNg508fK6Hz3/vBpns4QQ5BzF+PxAOGQ+e7eFynbXwXx2d59X3tB/Igcile9tpjoW5qnH8jM+vHcj4/cBAVzN5R90NGakH+bxjZGqF830HE/CD161fXfrrSxDwH5RgaIDG8cvo7OqBjN8PnC1MzadWfjl4hS79Bxjw97XGNYZfygv4zewRM3vJzEbM7GMlHo+b2Zf8x582s6Gixz7uL3/JzN6+W5lmdtYvY8QvM7bX52hE4ZDxv/8PrymZzO/m7Cpf/+Ft/qeHzuw7iPzA287xylKKrz4/cRDVvsvl67N0t8R41QFk5gbvxMGtubW6OcDL5vI8d2ueB/Y5fj8QCYe473TnsR/H75xjfD55YOP3AQa6veBB4/gP3u2lFGuZHBdPHGzAPza/Rmo9d2BlyuGaWEhy6oAS9oF3sBwJWd38HsjhGZ1ZO5Ap+QJn/LKC3AAiB2lqOU3IoKflAFv42xIawy+7B/xmFgY+DbwDuAS8x8wubVntfcC8c+4C8CngcX/bS8BjwGuBR4DPmFl4lzIfBz7llzXvl13xc1T6QtSbXxke5N//w41kfn81MsP/85c3iIRC/IOfHtp3+W97VR+vvqeNz/3FdfJ5t/8KF3HO8fT1OR46t//x+4GH/aEBT9VJt/6fvLLMWibH/WcOJuAHuP9MNz95ZYnlY5yoajG5zko6e6At/MH0fhrHf/AKGfoPuIXfObg+rRa4epBazzGzkuFkx8F9Z8Mh456OhLr0H3PJTI5XllIM9RzcCeAhPxfAqFr45RBMLaXpaY0TPqBjY/BOgM6spMkd8LG81JdIGes8CIw4564DmNkTwKPAi0XrPAr8c//2V4B/a95gvEeBJ5xzaeCGmY345VGqTDP7MfBzwK/663zRL/d39vAcl8t8DerWg2e9ZH7v++IV/v4XniFsxi+/+dSBTOdhZnzwbef5x196nt/9i2uFLre2ZZ3Cbf86m3es5/KFSybnWM9uvr+SyjKxkOSDbzu373oGXn1PG53NUb54eZQbM6tEwyGiESMWDnm3wyGiYSMW2XI/HCosi0X8y5ZlkZAVpkpZzWRZSWVZSWdZTedYSa+zks6x4j+WzOQIh4xIyIiEQ/61EQ2HNpaHjL8ZXwS8hIwH5YGhLvIO/s2fv8ypzib/vXDk8nn/2rGez5P1b+edoykWpjUWoTURoSUeodW/tMQjtBUta4qGMfPeZzPzryk55jafdyTXc6xmvNdoNZ1lLePdX0sH11lWMzlS6znS2bx3vZ4nnc2RKnG9nsvT2Rylry1Of1uCvrY4fa1x79q/9LTEGJvzDvAHug7uAO/ejgThkDE2v4ZzjoW1daZX0kwvF12K7s/4Xefi0TCJSIh4NEw8EiJRuA4Rj4QL182xMC3xiHcd817zlniY5ljRdSxMZA9TNxa/F4XXPlP0nqSzmBnxSMi7RMPEwiHi0dDGsohX71gkRN5BLu99frL5PPk8ZPN5b5lzZHPe5yqbd+T99XLOkc/jXbuN5Xnn+M5L08DBTMkXCMr6k+cnuDW3SsiMcMgIhYywf9uMwu2Q/50MmfddLdwOhQiHN7YJh7zPfSaXJ72eJ5MLPqN5Mlnvs5rObtw3oDkWpjnuvX+b3s942P9O7e+gbj2XJ7meI5nJsZbJsZbJklr3bqfW8zi3+QBvu8M9579n2Zx3vWmfkcv777f3eCRstCU29hWtcW//UXxd/L9lsnmWU+ss+/vNJf+2d1nntj9U5tQBnqQDr1v/c7fm+Z3vXKMt4e3P2hNRWv3bbYmo93/EIoUTz7m8YyUd7N+zhTqvpPz7/nIDwmEjGvL269GwEQ5t7O+9fX2o8FnbqtS7Hg4ZTf7npCnq7Re8+2ESkfCBnRw/SM450tn8pn38atr7HAbXeYf3+S/xPWiNR0hEQ5u+B855+6ylZPBZWS/cXkqus+R/dkJG4Tc66v/GRsPe73c04t2fXckABzMlX6A5FuFEe5ynrs9ytrfFO67Jet+XjeOcPOvZjfvxaJj2RIT2pijtiSjtTd5nMbjdGo/ctX9fz+WL9tlZVtK5wu/mWiZLOpsv/GZs+g3xr5tjkQMNGmtdPu9IZb19X7A/TK5v7BPzee+YJWS2/TUQCm0c34CVPu7xl+eddzy75O/LVtIb+7XCPi7t3XcOeltj9LbG/UuM3rZ44X5fa5z2pgjTK+kDHb8P3hj+vIO51QxtiQgzK2lmVjLM+Mcrwf3plTQzy2nWMjla/WPAVn+/2Va03wwea0tEiUe8z61z3uvh8L7Dzl8GDuco3M87/75z5Iu28ZZ7xwoA8WjI2/dFvc9ysD9siob3NY31cWZbDwjuWsHsXcAjzrl/6N//e8BbnHMfLlrnR/464/79a8Bb8AL0p5xz/6+//PPA1/3N7iqzaP0L/vJB4OvOuddV+hzOua9s9z8NDw+7q1evlvUCVd3XPwav/HDHVbL5PCNTKyym1nnDqU6aogfTwSGP42/GFkgf8Dh+M4iEQrz2ZDuJPSYWLGV0dpWp5RTVOokZ8n80gh2b83d022mKhnnjwP4T9gVyzvHczXlyOzxp8Y+V+dvssgs4dKHCj64VboeKbgcnFrL5jYOq7c5Uh8zIO8frT3XQEivnfGZ5nrs1z3o+D6500GTGppNL4P2A5f0fNZff+HHLF/3QVcI//vCDBdty31/i33duI8CudbFwiDefPrieLnnneHaX70GtCE5GbD0s3+k8QOG9zbttA/haEA5Z4eCunHVfd7KdpujBfWfHF9bK7pUT9vfbtfx92bpvLHzziz4rpT425YZ8buttF9zeeMS5jcfz/sm8gxA278Sbc95Jpt1KDf6ncp/9jQMdB/rZ+skrSywky+tJZ0Z534EKX4NyFH9mgroU6hX8tc2fkWqfIij1f7tt7mz8nrqqHfeVEuzXg0vEP/GyHpwYypc+pg5e+46mKK/e53TVxWZX07w8tVI4PiolbFZoCAuHrOjEvvc9r6XeAcGJmfDWfWHRze0+x+V+vtd6LvHQ//p7e67jUTKzZ51zw7utd3B7wBpnZu8H3g9w+vTeE9rVokgoxE/d00Y274iGDu7MVwjjdac6dkzct3Xf4Z0pLT4baoX7ocIX8XB+UoZ6Wgpj9YJge+OM491nFjets/WaovWc9z8V78ALl02tf6X/L7fpDOdGfSIHfPY9bMabz3SRy7ttz0qXkncbO/Rc0DJbdD9ojS281W7T1Zb/1Xve4LUJFb1OoRB3LdupXjvJO7fRkhK0rGS9+2ZGc+xgR/UMdDWxlMr6Qb0R9XuCFP9A7un/YOP1zucpahEvui56HPwD8KITD97B+cb745z3fof9lupN70XwPhQtg82f/cJZ9/xG/YLHtmv1YLv7RQeUVvT937gNscjBnq0PmfGmwU7Wc/lNr0nx6xYENC4IZ7Z8P7feL94+5L+uQatQ8f6t+D5Q+O5sfK82Lyt8t3b4TgUPBo8Veixs+U6FbOP9DQ7yK+lAsPVkoFnp1i1X1Mtj635i67LgcxgJeS3gxQfAxfvR0CH8Jgx0NnOqs+muXilb65strquV2Mdv2c8HLYCb9umlPi+usqCt+ERO4TPjf++Cz0nwGdq158ZOn6cdbHMeoWRvvsLrUfg83r0s7H+Ain9TdvoeeL8doUIvieLPStBjIuiB4/1/m1/7vCt+D7z7IbMDawQJXOhvJbWe3zjWKT45TfHtjXoWf9YK17n8XZ/DjZ5IRd/1os9g4SSh38K8++9GcLxTpPj3go0btRLS2V03St7FzAjbxj65sF8s+v0LXrtiwX9f/DUq/k3YvC53vTDB3cKxToX7M4fXW2o9d3fPkGzO0dMa23H7SnU0RelvixMy29QbJjh+iYZDhe/UTnXOO+7ahwbnAe7a2kq8X0U7l42GCor2ORtbFE7kbO0d6C8r3i9uruddFd/+sZ0c8D6jFpQT8E8Ag0X3B/xlpdYZN7MI0AHM7rJtqeWzQKeZRZxz2S3r7+U5CpxznwM+B14L/67/da14x2+VtZoBBzPpzGbRQyr3sJl/qYWOP0FdjkLYv1Qi5F/q6X0OAXH/chT6/ctBC177Y3Pm9YjU636rHgT71Xp4fY297RPLLVuq6yh/W4tFgEoGIZm/jfbzAhvH60e1D40A+x1Ae5j7Ujka5cRDV4CLfvb8GF6CvCe3rPMk8F7/9ruAbznvFPSTwGN+hv2zwEXgme3K9Lf5tl8Gfplf3eNziIiIiIiIiBxbu55wdM5lzezDwDfwTu58wTn3gpl9ArjqnHsS+Dzwh37CvDm8AB5/vS/jJfjLAh9yzuUASpXpP+VHgSfM7F8C3/fLZi/PISIiIiIiInJc7Zq0rxHVVdI+ERERERERkSLlJu2rhSHOIiIiIiIiInLAjmULv5lNAzerXY8K9AIz1a6ElEXvVX3R+1Vf9H7VF71f9UXvV/3Qe1Vf9H7Vl3p6v8445/p2W+lYBvz1xsyultNdQ6pP71V90ftVX/R+1Re9X/VF71f90HtVX/R+1ZdGfL/UpV9ERERERESkASngFxEREREREWlACvjrw837iHAAACAASURBVOeqXQEpm96r+qL3q77o/aover/qi96v+qH3qr7o/aovDfd+aQy/iIiIiIiISANSC7+IiIiIiIhIA1LALyIiIiIiItKAFPCLiIiIiIiINCAF/CIiIiIiIiINSAG/iIiIiIiISANSwC8iIiIiIiLSgBTwi4iIiIiIiDQgBfwiIiIiIiIiDUgBv4iIiIiIiEgDUsAvIiIiIiIi0oAU8IuIiIiIiIg0IAX8IiIiIiIiIg1IAb+IiIiIiIhIA1LALyIiIiIiItKAFPCLiIiIiIiINCAF/CIiIiIiIiINSAG/iIiIiIiISANSwC8iIiIiIiLSgCLVrkA19Pb2uqGhoWpXQ0RERERERKRizz777Ixzrm+39Y5lwD80NMTVq1erXQ0RERERERGRipnZzXLWq4ku/Wb2BTObMrMfbfO4mdm/MbMRM/uBmb256LH3mtnL/uW9R1drERERERERkdpVEwE/8PvAIzs8/g7gon95P/A7AGbWDfwm8BbgQeA3zazrUGsqIiIiIiIiUgdqIuB3zv0FMLfDKo8Cf+A8TwGdZnYv8Hbgm865OefcPPBNdj5xICIiIiIiInIs1MsY/lPAWNH9cX/Zdssbws2fPEf8iXeTszB5wuQJkbeQd024cNtZcDtMzsLk8C55C5MlQo5Q4bZ3HQYzouSIWN6/zhH1tiJKFu8Zc0TIYbht67j1kZxFyFuUbChG3iLkQjFyFi1c50P+7VCUTLiFdLiVdKSVVHA73EY60kIm1AxmAERDITqbo3Q1x+hOOHoiabrDKTpCSVrcKqHMMqSWILUI62uQy+CyGTLpJMlUklQySTqdIpNOkV1PkcukyWczAFg4SigSJRSJEYpEiURiRKJRItEY0WiMaCxOPJ6guaUd4q0Qa4V4m3eJtRYt8x+PxHd9X/N5x3/+/gTfG5kp+7OQiIbobI7R2eS9Dh3+69HZHPUuTTFikQrP3zkH2RSkVyC9BJkV73ZmBdLL3iVYtr4GLu9vl/e2dXl/mdu8LByDRMcOl05ItEM4Wll9D0g+73hmdI4/fm6cudUM73zTKX7x0gkS0XBV6kM+D5ll7/O702U96X2+Ign/Et+4jjZtvh9rg6YuaO72Xu/w0e3qnXPkHYRDdmTPWXdy65Cch7U57zqbhHzOv2TB+df5/Ob7zkFLL7SfhLaT0NoPoSp9buXorCdhadK7LN+GE6+DE5eqXSsREakT9RLw75uZvR9vOACnT5+ucm3KE29uY7xzGFwOc3n/kiXk8lhhWQ4jT8jlibocITKEXY4wWcJ5L/QPBfedfyrA3yZLpHCCYN0/SZAlTNZ59zOEWHNhHOUduBuOCDmirNNElijrxMgSJUvUrRMlS4x1wrb9CYRAzhkrNLNME+tEaCVJG2skbL2suqy7MOtEyRPBiBByUUJECFkUC8ewINjMLGOpLKF8lpDzTo8EJz8i/iVMFsp8XiJN0HkauoZKXM7wk7kc/+xPfsSV0Xn62+JlBZkORzKTZ2EtQza//WvXEgvT2RzjbG8LP3VPG6++p41LXY4L0Rniy7dgfnTjsnATFsYgX+7/lQALeRfMv23+ZcuybNo7gRCcINhOtMUPSruguQeaur3r5m5cUzfLoQ4mM03cTCa4mWrmxMA5Hjrfy4n2RHl13uL69Ar/+fsT/PFzE0wsJGmJheloivJffzxFeyLCo286xa8MD/K6U+2Y7SNYTc7D0m1Ym4XknHe9NudftixLznknq3Y4qQZ4AXw0AdmMd5Iml66sTokO//Xt9l7zwu1u6H81nPlpL5DchXOO+bV1bi8meWUxxe3F1Mb1UrJwH+DJD/9tLvS3VlbPRrB0G27+Fcy87L/Xc0XX894lvXQwz2VhaLvHOwEQnAQIbncMQM9FaOk5mOeSw5HP+fvlGxtBffFledL7zBRrH4D/7bmyTjCLiIiYc7sHX0fBzIaAP3XOva7EY58FvuOc+w/+/ZeAnw0uzrkPlFpvO8PDw05Z+qvo/2fvPMOjLNM2fL6TOum9J6QSEmoooXdBUBFUVBAb1rWvbdfV3dW1fOqqu/a2FixUG0UU6UgPoRMSSnolCSmTnszM+/14kgCmTZJJAZ7zOIYJM295JlMy112u26CvzyyXiS++1TqoKa2/1jW5VvU11FnaU6Wxp0Kxpxw7dKqWIoMtRXo7CvQ25Ndak1NtTa1ii7uTA17OWrwcbfByssXL0Qbv+mt7m5ZjXLV6I7rqOnRVdeiq9ZRWiZ9PnSnjq53JaOrKuTXGjbtHeOJiUSuysjVlF2bFq4qFmC5Og6I0sc15FKpO5Cg+OPtFEBg1Ak30teAeZtKvTVVVKmoNlFTWUlJZR0llHcWVtZRU1VFSXoPt2QSCCrZgr0vGpSaHAM7golRccIwqS2dqHYOw9AjFzjMYRetyYbWCjaMQl+dXM1jbtz+LqKrid9Jstrq+GqO6BH3FWapLC6grK0SpKsK6phg7Y1mzh8xSPdhqGMxxh9FYhk9keEQAo0Lc8GolAFBSWcuaI7n8eCCLgxklaBQYF+HJDUP9mR7tg42lht0pZ1kRn8m6Y3nU6I3083HkpuGBzInxx83euu3HajRC7kE4tQFO/gY5B2lWwFvZ1wc06gMcDUEOrYsQ5DZOTaohqiwc2Z+nZ1dqCeU1ep69KkoEiYxGMNSL/8ZLzbnrGh1UFl8oOBszyueJz/OFp2cUBI+D4LHQZxw4nJvyklZYwUNLDnAqv5xa/YWBHAuNgrejDd7Otvg62+LtZMv38VnEhrjx+Z0j2v79XeyUZguBn7ZDXIqSz93XWqCl8TZXsLIDjSVoNOJasaj/v4W4KPXXKFBRILK8uux6UVj/c1muWEvdhe957NzBIxI8+1547RzQWEUlMZ2qWgNa6w5UVdRVw9nTUHgCCk6euz57umkAz94LnHzByR8cfeuDOP7itrIz8NN9MPMNGHmfeR6URCKRSC5KFEXZr6rq8Da3u0gE/9XAw8BVCIO+d1VVja037dsPNLj2HwCGqaramh+AFPySdlNYXsPbG0+yNC4TOysLHpoSzp1jglvP0KsqamURO/bFs277HpxrspnkVUmMQwlWunQoyRDbeQ+E6NnQfw54RJi+KFWFnANwfJW4FKcJYeAWguoSjE7rT47ixak6Dw6Xu7C7yIHEYoWGt7y1pQZri/a1ASj1/yiAoigiwd/wM+frh7aFhKqqFFXWcv5HkI+TLeEetvR3MxLpVEeIXQ2BNpW4GgooT9yEXdZ2rAxV1KhW7DZGs8U4hNMuY+gT3p9Roe6MCnXDRWvN1hP5/Hggm81J+dQahIi/YWgAs4f4tRggKK2qY83hHL6Lz+RwVilWFgpXRHlz0/BAxkd4YHn+76qqBJI3C5F/eoMQYSgQMBzCp4nnsb5aoVHYW7VdmVCrN3Ios4TdyWfZlVzIwYwSag1GLDQKBqPK9GhvPlww9MK1dAZ9DeQehrTtkLYTMvacE4wekRA8Dp33SG7fbEV6jQM3jQjE18kWH2dbfJy1+Drb4uFg06R8/+Ntybz2axKL7xnJ2PC2KwcuKkqzzon7tB0iMwtg4wx9xtQHTMaCz8Dub1tRVRHE0eWKz5fCkxcKzPMzxVb24nXqGQnB4yHmVhkAaIVDmSV8+nsy647l8dKcASwY2af1HcoLYM+HkH8cCk6IQHBj1ZMCrn0uDMC4h9dXafiCZSuBRlWFRVeLQMGjh8DazmyPUSKRSCQXFxeV4FcUZSkiW+8BnEE471sBqKr6sSLqa99HGPJVAgtVVY2v3/cu4Nn6Q72iquqXbZ1PCn5JRzl1pozXfk1iU1I+Aa5a/jKjH7MG+TZbAp5SUM7zqxPYfqqQ/n5OvDxnADFB5w2RKM2C46uFWM/cI27zioboOSIA4NWv6QJUFbL3Q8JPYt/SDJEJDJ0k9ul3jRCZLVBRo+fkmTJO5JWRWljRaotAc6dWURsFuqqqqM3dbvIRwdPBhlBPe8I8HQjxsG+1AgMQAjV9J8aT66lLXIeNToitVNWPTYbBbDbGcMyiP7o6BQ8HG+YM8eP6oQFE+zm1Y1WQlKfju/gsfjqYTVFFLd6O1szwLmFQ5V4GVu4lrPoYFhip0DhyTDuCY3axJNjFUm7hDICDjSXO9d4KDT4LztrzfBe01jjaWmJUVRJydOyqF/jxacVU1RlQFOjv58SYMA9Gh7kzItiN7+MzeWHNceaNCOTV6wd2ru2gJQx1FwQA1IxdKLUiAFDlEo722rfEa60NqusMTH1rG05aK35+ZNyl0c9/fBVs+KcIrIHwRugzVgj84HGir7o399OrKlQU1gcATohgQEH9z2U5MHg+zHqnV5eJf74jldWHc1hyz8i2PyvMgNGosuVEPp/8nkJcahGOtpa42VtTVq1n29OTcLRtIaCTnwRLbhQVGB59xcUz8ty1e7jw3egoaTth0VUw/WUY80jHjyORSCSSi5qLSvB3N1LwSzrLztOFvLI2keO5OoYEuvD3q6MYHiyEdnWdgQ+3nObjbSnYWGp46spIbh3Vp3XRo8uBxDWQsBIydgMqePYTIj56tmgbaMjk67JAYwVhk0VwIHJmqyL/kuZsMpzagPHkb5C2A42xlhqNljKfUbgOnIFF+BSRxeyIOK44i/70ZvIO/oo283fcDQUAJGtC2Gc1nDir4SRZRGJUmoq88ho9pZV1lNXoWzy8ooCVhaaxRL6vt0OjwB8Z4oaLXdMs35u/neD9Lad5eHI4T10Z2f7H1A5q9UbuXbSH0tT9vDlcR3j2SihOh5u+hsi2h6GsOZzDI0sP8u8bBnHTiMAuXWuXc3AxrH5YZO0HzxcC36u/KMG/2FFV2PZv2Pp/IoBx87e98vPks+0pvLw2EYC3bx7CnJiu8+et0RtYdTCHT7encDq/HD9nW+4aF8K82CBSCyqY9f6Olt+DyVtgxe1C0M9fBv5Dm25jDr65TgTnHjssWq8kEolEctkhBX8rSMEvMQcGo8qPB7J4c/0JzuhqmDnAh+n9vfnPhpNkFlVxXYw/f7uqH16O7TSZ0+VC0s9C/KfvpDFnbmENYVNFACBypuj9lpyjtgJSf4dT68WX7oZSa6cACJsEYVMgZFLLJmb6GlHSnrJFlOvnHgFU0YcdMlHsHzEdnE0XGnUGI6VVwm+htOqc90JJVR2llbVU1hoYFOjCqFA3k14nqqry7E9HWRqXyQuzorlzbIjJa2kPRqPKk98d5qeD2fx77iBuGh4o+v6/vR7yjsINn0H/69pc6/Uf7SK7uIotT03qlowsiPflw0sOkFlcadL21hYapkX7MHdYAJ6OzWS34/4HvzwFoZNh3mLhaXEpcuQ7WPUgOAfCgu9M9hbpDr7YkcqLPx/n6oG+HMosIcLbgUULY81+ntKqOhbvTWfRzjTyy2qI8nXi/gmhXD3IF6vz2mgeW3aQ3xLy2PrUZHycz3vf7v8K1j4hSvRvWQ4uXRjoytoPn02BKf+ACU913XkkEolE0muRgr8VpOCXmJPKWj2fbU/l423JVNYaCPdy4MXZ/RkTZobe5bIzcPJXYerV90ohPiWmUZRaL963QOo2YRSIAr6DRXVE6GThTJ+yVQj89F1i/KDGEgJixTZhU8AvpleVausNRh5cfIANiWd4d14Mswb7mf0cr/6ayCfbUnhqel8ennKer0R1KSy5GTL3wuwPYcj8Vo+zP72YGz7axaNTI3hiWl+zr7M5Nied4a5F8cQGu+Fo23aQ4WxFLYcyS7DUKEyL9mZ+bBDjwj3QaBTY+S5s+Af0nQk3LjLJh6G3UFGjN7llx87aQgja9N2w7BZx47wl0Gd0F67QNL7alcbzqxOY0d+H926J4T8bTvLp7ynsfXYqHg7maT/IK63mf9tTWBaXQUWtgfERHtw3IZRx4R7Nts5kFlUy9a1tXBfjz+tzBwkTzU0vwM53IPwKmPulGD3a1SyZBxm74LEjMgAskUgklyFS8LeCFPySriBfV82RrFIm9PXE2vISKPW9lDAahHt+8mYRAMiKE3PNG3CPEOI+bLIo1+7lJbLVdQZu/yKOgxnFfHHnCMZHeLa9k4k0ZFNvG9WHF2f3byp4aiuEKEzZClf/B0bc3erxHlpygE2JZ5pmQ7uIe7+O52BGMbuemWry+zC5oJxlcRn8cEB4NgS62vKW12/Epn8iKhmu/1/3G/B1kMpaPS+vTWTJ3gyT9wl007L5yUlC9J9NhiU3CdO/2R/AoJu6cLWt882edP6x8hjTor354JahWFtqOJFXxpVv/86/ru3PHWOCO32OOoORSW9sJU9XzaxBvtw7IZT+fm0HVl/6+Thf7kzlt4dGELHzSUhcDcPvhpn/BotumnicewQ+GQ8T/gJTnuuec0okEkkvwWhURXD+MkYK/laQgl8iucypKRMO61XFwqG8K0tvu4jSqjpu/mQ3GUWVLLtvFIMCOp/hW3M4h0eXHeTKaB8+WDC0Zd+Jumr47g44uQ6mvwJjHm7xmA3Z0FmD/XjrpsGdXmNr5OuqGf3aZu4ZH8LfZka1e/8avYH1x/Jg4/PMKv+O7w0T2RjxHDePDGFChGevNx88ll3Ko8sOklJQwa2jggjxcGhzn5ySKj7fkcrHtw5lxgBfcWNlESy/DdJ3wKRnYeJfut3Bf8neDJ796ShXRHnx4YJhFwRvZrz9O1prC356cGynz/Pr0VweWHyAT28bxvT+PibvV1xRy3Vv/MQX1v8htPYEXPkKjHqw+ycdrLgdTm8SWf6W2pUkEonkEmPriXweXXqQLxeOYFif3uc7012YKvi7KQwtkUgkvQgbR+GDcBHjrLXi67tiuf6jXdz55T6+/9NoQj3bFngtsSu5kCdXHGZ4H1fenjekdXFrZSvM3X64B9Y/J1ohJjzdrNgJdLNj4dhgPt2ewsKxwQzw77q2lO/2Z2EwqswbEdSh/W00CrOy/wvl36EbeAentPezb38O647vw99Fy8wBPibPYPd1Ftu72rcyYs1MGIwq/9uewlvrT+Bub9OucYgGo8ovR3NZEpd5TvDbucFtP8GaR4WZX1EKXPtutzn4L98nxP7kSE8+WDC0SaXGnBh/Xvs1ifSzFfRx75ynwuK9Gfi7aJka5d2u/Vwrkllt8zyW1UUkTf6YfqPndWodHWbSs2Jiy653YNqLPbMGieQSoM5g5IsdqcwfGYRTSxM4JL2GnacL0VXruffr/ax8cCxB7nJEaWtIwS+RSCQXKV5Otnxz90jmfrSL2z6P48cHx+Dt1P6y+eM5Ou7/ej/BHnZ8dvsIbK1MELUWVnDD58JfYssrotT/iheaFf0PTg7nu/1ZvLz2OEvvHdUlIwWNRpXl+zIZGeJGiEcHRKDRAKsfgUOLYcwjOE17ib8pCk9Oj2Jj4hmWxmWwaFcaRhOq4hrGVT6/+hgT+3oxJ8aPK6K8Tfu9tpOckiqeWHGIPSlFzBzgw6vXD2x2wkNLWGgUbh4RyDubTpFZVEmgW/2XJktrmPMRuIXBlpehNLNbHPy/i8/kmR+PMrGvJx/dOgwby6a/s2sH+/H6uiRWHcrh0akRzRzFNFILK9hxupCnpvdtX/VG8mZYcQeOlloWWr9M8bEAVk5Uu2ZU5nnU6A08tvQQfdzt+NtV9RUsXv1E28XeT2HUQ+DYvsCFRCIRbDtRwKu/JuFga8mCkX16ejmSNkjI0RHopkVXpWfhojh+fGAsznYyUNMSUvBLJBLJRUyIhz2LFsYy79Pd3PFFHMvvH42z1vQ/eplFldz5ZRz2NpYsWhjbvj+YFpaiz9tKCzvfFpn+Ga83GVfnrLXi8Ssi+MeqBDYm5jMt2vyiZHfKWTKKKjtmDmiogx/vg4QfYdLfYOJfGwMX1pYarhroy1UDfU0+nKqqHM/VsfJgNqsP57Ax8QwONpbMHODDnBh/RoW6m6U94OcjOTz741H0RpV/zx3EjcMCOiQ6bxoeyLubTrEiPpMnp583ak5RYOLT4BYCKx+Az67oUgf/Hw9k8ZcfjjAu3INPbhvWYoDEz0VLbLAbKw9l88iU8A4L7aVxGVhqFDGFwlTiv4S1T4JnP5RblnNNssJT3x1m7dFcrhlkfgPNBvQGI48tPcS6hDwivR3PCX4Qr9ej38OO/8DM17tsDRLJpcympHwAEnN1PbwSSVuoqkpCjo6rBvowe4g/t32+lwcW72fRwljpodUC8rcikUgkFzkDA5z55LbhJBeUc+9X8VTXGUzar7iilju+jKO6zsDXd8fi56Jt/8k1Grj6LRj9MMR9CmseEdnyPzA/NogwT3te/SWROoOx/edpg6VxGThrrZgxwPQ+bED4Eay4XYj9aS/CpGc63YetKAr9/Zx57upodj0zlcX3jGTmAB9+PZbHgs/2Mua1Tbyy9jgJOaV0xEenrLqOJ1cc5uElBwn1dOCXR8dz0/DADgtfPxctkyO9WL4vE31zz83AuXDHGuF58fl0MZrRzKw6lM1T3x1mdKg7n942vM1qiDkx/qQUVHAsu2NfzqvrDHwXn8m0aG+8TKmKUVXY9gb8/Gdh7nnXOnAJ5LoYf/r5OPLvdSeo1Zv/dS1OLcZxrkvII8BVS3ZJ1YWvG/cwGHILxH8BpVldsgaJ5FJGVVW2NAr+sh5ejaQtskuqKK2qI9rPmVGh7rx2/SB2JZ/luZ+Oduhv6uWAzPBLJBLJJcC4CA/+e/MQHll6kIlvbDFp7n1pZR1lNXq+vXskfb07MZlAUWD6y2DtANteg7oquO6TC5ztLS00PHd1FHctimfxnnTuHBvS8fP9gaKKWtYnnOGWkUHtK5uvrYTlC0SJ9lVvQuy9ZltTAxYahbHhHowN9+ClOQPYmHiGlQdz+HJnGv/bnkqElwOxIW74uWjxc7HF11mLv4sWbyfbZjMV+9OLeXz5IbKKK3l0SjiPTI24YEZ8R5kfG8Smr+PZnJTfvHld0Ci4ez18PRsWXQ0LfoDAES0ez2BUTQ7s/JaQx+PLDxEb4sbnd4wwySfhqgG+PL8qgZWHshkY0H5fiHXH8iiurDOtdFdVYePzYuzeoHmiqqXeid9Co/DMzH7c+eU+Fu9NZ6EZX9fi1CqvrE1kRXwWj06NwNHGkld+SURXrb+wkmfiX+DwMvj9TZj1tlnXIJFc6hzP1ZGnq8bd3pqkXJ10f+/lJOSIQG9/PzH+9IZhAaSfreDdzacJ9rDnocnhPbm8XokU/BKJRHKJ0FBSvO5YnknbK4rCTcMDiA0xQ1+2osDkv4ny/o3PC9E/98sLZtdPjvRibLg7b286xXUxAWbrt/vxQBa1BiPzY9th1lddCktuhsy9QsDF3GqWtbSGrZUF1wzy45pBfhRX1LL2aC6rD+fwy9FciivrLthWUcDTwQZfFy1+zrb4uWgxGFW+2ZOOr7MtK+4fzfBg8/XTT4r0xNvJhqVxGS271XtEiMz2V9cK4T9/KYRObLJZaVUdcz7YSWphhcnnjw1244s7TRP7AM52VkyK9GTN4RyevSqq3S0Si/emE+xux5iwNpztjUb45SmI/1yM3bvqzSYtKxP7ejI23J33Np/mhmEBZjX8+mDLaT7bkcqdY4J5/IoIfq1/b2cXV10o+F2CYNgdsH8RjH1MtGFIJBKTaMjuLxwbzJvrT5JZXNlpQ1BJ13E8R4dGgSgfp8bbHp/Wl/SiSt747QR93O26tMXqYkQKfolEIrmEaBCUPca4P4O1vRBJS26CeUvARkwPUBSF566K5ur3tvPe5lP8/ZroTp9OVVWW7cskJsiFSB8TqxQqi+Cb6+DMMWE8OOD6Tq+jvbjaW3PrqD7cOkpkmCtr9eSWVpNTUkVuSTXZJVXkllaRW1rNiTNlbD1RQFWdgeti/PnX7P5md5G2tNBw8/BA3ttymuySKvxbau9wCRKi/+s5sPhGuOlriJxxwSafbEsmtbCCR6eEY2uCgLezsuDG4YHYWbfvK8mcGH/WHz/D7uSzjIswbSoBwMkzZexLK+bZq/q1nsUz6GHVQ3BkmRDRV/yr2XYPRVH428wornlvB59sS+bpK/u163G0xDe703hz/Umui/Hnn9dEoyhKY9tNdkkV0X5OF+4w/ik4+C38/gbM+dAsa5BILgc2JeUzOMCZ8RGevLn+JMdzdFLw92IScnSEejpcECBWFIXXbxhEdnEVT6w4jK+zlmF9XHtwlb0LKfglEolEYl5i7xXl/asehG+vh1tWgNYFgGg/J24cFsBXu9O4bXSfTn+p2p9ezOn8cl6/YaBpO5TlCbFalCKCEX2v7NT5zYWdtSVhng6EtTBaUVVVquuMJmfAO8JNI4TgX74vs3XzQ0cfWPiLeG6XL4DrP4UBNwCQV1rNFztTmT3EjyfONwDsAqb088LRxpKVh7LbJfiX7M3A2kLD3GGtmPXpa+CHuyFxDUz5uxDTrXgkDPB3Zs4QPz7bnsqto/rg69wBP4zzWHUom3+uTuCKKC/+PXdQY2CiIRCTXVzZdCcnX1GFsPcjGPe4qMiQSCStcra8hkOZJTw2NYJIH0c0ijDum9kOo1ZJ93I8p5QRzVQm2lpZ8Ontw7nuw53c93U8P8lxfY1I0z6JRCKRmJ8h8+HGRZB9AL66BioKG+96cnokVhYaXvs1qdOnWRqXib21hWlVDcXp8MUMKMmAW7/vNWLfFBRF6VKxDxDgasfEvp6saMm873zs3OD21RAQC9/fDQe+BuCdTScxGFWenNa1Yh/El7sZA3xYdyzPZKPKylo9PxzI4qqBPrjZtzC+sLYSls4XYn/GazDhaZOMHJ+cHomqwn83nGzPw2jC5qQzPLniMLHBbrx/y9ALPBo8HKyxsdSQXVLV/M7jHgdLW9j6aqfWIJFcLmw9UYCqwtR+YnRqiIc9x6VxX6+luKKWnNLqxv79P+Jmb80Xd45Ab1RZuCiO0j+0y12uSMEvkUgkkq4hejbMXwaFp+DLmaDLAcDbyZb7J4Tx67E89qUVdfjwpVV1rD2aw7VD/Ns2KWxYQ1UR7+izDQAAIABJREFU3L4KQiZ0+LyXMvNjg8jTVbP1REHbG9s6wa0/CNf61Y9QsOFtVsRnsWBkn27LqsyJ8ae8Rs+mxHyTtv/5cC5l1XoWjGrBrK+6VFQuJG+Ga9+HUQ+YvJZANztuH92H7/dncSKvY4Jhb8pZHvj2AFG+Tnx2R9NpBYqi4O+iJaekuvkDOHjCyD/BsR/hTELrJ9PXQu5hEazZ+AKk7RAGhZLLj/IC2PmuMH08vREqzvb0irqNzSfy8XS0aRSQ0X7OcjRfL+acYV/LZq1hng58ctswMooqeWDx/i6boHIxIQW/RCKRSLqOiCvg1h9Blyuy60WpANw7IQQfJ1v+tSahw3+MVx/KprrOyPzYNuao5x0VYl9fA3eubdVd/nJnSj8vvByFeZ9JWNuJoE7ULDx3Ps9jVit5ZHJY1y7yPEaFuuPlaMPKQ9kmbb94bzp9vR0Y3lxvZ2WRMCTM2gdzP4eht7V7PQ9PCcfBxpLX17W/euVYdin3fBVPgKuWr+6KxbEFnwY/Fy1ZLWX4AcY8AjaOsOX/zt2mr4GcgxD/Jax5DD6dBK/6wycTYPUjsONtMX3hw9EQ9z+okRnOSx5VhYw98MM98J8o2PAP2PwSfHsDvBEK/+kPyxaIcZQn10O5aUG1i4k6g5HfTxQwJdKrsW0mytexceybpPeRkFMKQLRv8xn+Bs4f1/f3lXJcn+zhl0gkEknXEjwW7lglvkh+ORNuX4WdZyQvXBvNn749wAtrEvi/60zswT+PZfsyifZ1YqB/K2PZMvfB4huEp8Dtq2RfcxtYWWi4aXggH249TU5JVaNJXKtY2nBg5H9JPVbMoxbLYbc3THvRpDL4zmKhUbh2sB9f7U6jpLIWF7sWyvSBo1mlHM4q5V/X9kf549rM5O3gYmfNQ5PDefXXJHYlFzImzDRvgeSCcu74Ig4nrRXf3jOy5XYDRB//pqRWxJedG4x+SJT1/3AvFCRBfiIY6wWMrTP4DhaVAH5DwHeI8GU49iPs+58w3Nz4AgyeJzwBvDtvrtkTlFTW8tn2VEI87BkS5EKIu32HR63V6A0cyy5lX1ox8WnFjAxx494JoWZecTdRUw5Hv4N9n8OZo2DjDCPugeF3gYMX5B2BnEOi+iP3ECT9fG5fR1/xevGLEa8PVxPGWpqT0iwxfvLIctBYCTPNATc0jslsL/FpxZTV6Jncz6vxtqh6IZmUq2NkaBtTPCTdTkKOjvGOebj+cj+k/g4R0yFmAQSNaTJB5fxxfSEeDjwwqfuC0b0NKfglEolE0vX4D4M7fxHj3L6cCbf9xIwBg3lgUhgfbU2mv5+TaTPR6zmaVUpCjo6XZjcj3hpI/R2WzBNfYm9f1f1fTi9Sbh4RyAdbT7MiPpM/X9GKeV89qqry2m+nSbV+lGsHRWC1612oLYer3mryBawrmBPjz2c7Ull7NLfV19CSuHRsrTTMifG/8I6SDJHZL88X3g6dbPe4Y0wwX+1K4+WfE7lnfNvj8QxGlf9uOImiwDd3x7Zp+OfvqqWwvIbqOkOTkv9GRj0oRvSd3iAE2piHhcj3HQKuwc0HY4beJsZTZh+AfZ/BgW/EdZ+xQhD2uwYsWw5ENFJXDWU5UJoNTn7g3jNfst/bfJrPd6Q2/t9Za8XgQBeGBLoQE+TCkAAXXFsIrOiq6ziQXsy+tCL2pRVzOLOEmvpKJHtrC/amnOWOMcFYW/ZAoay+BtJ3gZ07OAeA1tW04FrBSfF8Hl4KNTrwHgiz3oGBN4rJKg2ETLjwPVCtE1VSuYfOBQJOroPtb8GoP8H4J0UQqauorYSktXBoMaRsBVTxmqwqgZ/ug63/B2P/DENuAUubdh16c9IZrC00F5h+NmSOE80k+D/Zlsx/N5ru6xHm6VA/bceXQDdpOHcBWfu5OfkZxurj4JQjhE0SXiuHl4BLH/EaGDxPfMbV8/i0viTmlfHuplPcPS6kZ96zvQAp+CUSiUTSPXhH1490mw2LZsGC73hqeizHc3S8sDqBSG9Hk2fLL92Xga2VhmuH+De/wcnfYMXt4BoCt68UGUyJSQS62TE+wpPl+zJ5ZEpEmzPut54oIC61iJdm98dq1HSwc4Kd74hs3OwPRV95F9Lfz4kwT3tWHcxpUfDrqutYdSiHawf7XTi/Pnkz/PQn0FeLoJAZ2j1srSx45qooHlt2kCdWHDZpHydbS5beN4rQFqY0nE+DU39uaTUhHi1MubB1gscTQNG0r9JCUSBgmLhc+Qoc/EZkgr9fCA7eMPQO4c1RoxOCXpdVf51z7ufKcwaduPSBPx8x/fxmorC8hsV707kuxp8HJoVxMKOYQ5klHMwo4f3NpzDWV/cGu9vVBwBccbGzqhf5xSTl6TCqooJkgL8zt43qw4gQN4b3ceVwVgl3LYpnV3IhkyK9Wl9IV7B/Efz6l3P/t9SKwIqzPzgFNP25KFkI/dTfwcIa+l8nAjgBI0x7bdg6iSqt4LHnbivNhs0vi77/g9/CpL/BsIUdzrQ3QVVFa83BbyHhJ/F6cw6CiX8Vgs4tBIxGEXj4/Q34+c+w7d8i4z/0dtFqZAKbk/IZGeqGw3keMF6ONrjZW5NoJuO+NUdy8HGy5cr+bf8NMqoq+9KKeX1dEq+vS2JIoAuzBvtx9UBffJxtzbKei5K0neJ5TtlCtOrArqD7GHPLsyLYVVspqlAOLYatr4nKpuDxQvxHz0axtuf6GH82HD/D0ezSy3ZUn3I59jQMHz5cjY+P7+llSCQSyeVJSaYQ/WW5MG8Jpb7jmP3BDsprDKx5ZGybGc6KGj0j/28T0/t785+bhjTdIOEn0ZfqPUD4B9jLssz2su5YLn/69gBf3DmcKf28W9zOYFS5+t3tVNUZ2PjEROEor6pCYPz2nMj8XfcRhF/Rpet9b9Mp3tpwkh1/nUyAa9Mv+9/sTuMfqxJY9dBYBge6iCzpphdh9/vg2Q/mfmn20vV8XTVVJk4PcHewuUB0tMaelLPM+3QP3949sl3jCDuM0QjJm8RzevI34A/fG22dwclfXJz9z/2cU18p8OSJbg+4vfprIp/+nsLGJyY2GXVZUaPnSFYphzJLOJRZzMGMEvLLagCws7ZgaJArw4NdiQ12Y0iQC3bWFz4v1XUGhr+8kVmD/Xj1+va3InWa7+8SGf6Zr9cHW+ovDT+X5YL6B18U5yAYvhBibjNvAC7nEKz/O6RtB49ImP6SKLHuaDtPaTYcWQaHlsDZ02BlJwJMQ26BPuOarxhSVUjZIgwH03eCnYeoaBl+twhWtED62QomvrGV52dFs3DshZU4Cz7bg65Kz5pHxnXscdRTUaNn0L/W8+CkMJ5sx5jSzKJKfj6Sy5rDORzP1aEoMCLYjVmD/Zg5wAcPh/ZVMlyUqCqc3gTb34SM3WDvSVbUPVy5I5z/3jaO6c0FUEoyRcvHocVQnCpa+aLnUBp5I4O/KucvM/rx4KTw7n8sXYiiKPtVVR3e1nYywy+RSCSS7sUlEBb+Ct9cB0tuwvm6j/n09ulc98FO/vTNfpbfP7rlUmVg7ZFcymv0zI8Nanpn3P/gl6chaBTcsrxrS00vYaZGeePhYMOSvZmtCv6VB7NJyivjvfkx58bHKQrE3gtBo8Us+29vgFEPwRXPt7vk1lRmD/HnrQ0nWX04p8kXOlVVWbw3gwH+TgwKcBalzT/cLXqVh98N0182OSPYHrycuiYj15Dhzy6p7JLjN0GjgYhp4lKcJoze7D1FObmTnzAIbA73MCH4sw9Av6u6Z62IsV3f7E5n1iC/JmIfwN7GktFh7owOE4FAVVXJLa2muLKWvt6OF4xBbA5bKwsmRXqy4XgeL88Z0GYFjNnJ3i+y89Gzm7/foIfyM+cCAdaOYpKGpgvGevoNgTvWwIlfhenfkpsgdJJ4T/mYEAwpzxdiLmOPuM45RGPJ/rjHxWNs6fXVgKJA2BRxSd8lhP/GF2DHf2HkAzDyfuFr8Qc21/tgTOnXtEojyseJr/ekozcYsWzj9dAahzNLMBhVhrYzqxzoZscDk8J4YFIYyQXl/Hw4lzVHcvjHymM8v+oYY8M9uHqgr2keK4C9jQhktdj+1pswGuHELyKjn3tIBA9nvgFDb2PL/nwqOEb/lnx7XAJh4tMw4Snxmjq0GBJ+wvnQt+zTupMcNxDsrhF/m7yiu6XlrLcgBb9EIpFIuh9Hb1i4FpbeAt/fRd/pr/Cfm+dy/zf7ee6nY7x546AWv5ws25dBuNcfnNaNRtj0L9j5NvSdCXO/6BIRd7kgzPsC+HhbMnml1c2Wk1bXGfjPhpMM9Hfm6oG+TQ/iMwDu2wrr/wF7PhAlxXM/B0/TM12mEuRux9AgF1YdbCr4D2SUkJRXxqvXDUA58BX8+gxYaWHe0m4VoubCx9kWjQLZxa049XcVrsEX9Me2is8gUCyEQO3G3/MXO1OprDXw8BTTMnmKouDnojVZPAHMGODDz0dy2Z9eTGyIaW1IZqHirAi6DFvY8jYWlqLSwrmFdqcW0FXXka9rYdzjH0+h0RDsbic+oxVFPL8R0yD+C1FS/fF4YaQ25R/nqjtUVZhiZuwWl/Tdot0AwNIW/IfDpGdg0E3g1kFDxD5j4LYfxWtu+39g22uiimful9B3+gWbbk7KJ8zTnj7uTdtiov2cqNUbSS2sIMK7jYBDK8SnF6MoMDSo42XkYZ4OPHZFBI9ODefEmTLWHM7h5yO5PPPj0XYdZ/l9o3q/CWFNmZgWkntYtOPNehcGz2/0DjmeU4qLnRV+bbU3KAr0GS0uM1+HxDXkbllBSPEB+GWr2MbGGYJGiuRA0BhhRGl16bZNSMEvkUgkkp5B6wq3/SSMl9Y/x5Wjcnhsyu28szmZgf5O3PmHMkuAk2fKOJBRwt+vjjoXENDXwuqHhXPzsIVw1Zvm6yW9jJk3IogPtyazIj6TR6c2nW7w7Z50skuq+PfcQS27n1tp4eo3IXwqrHoIPpkIM/5PPE9mzjbNifHnn6sSSMzVNTptgxjF529TxY3Jf4OTa0UGcs7H4NRMkOIiwMpCg7eTbeuj+XoD1naiTSLnQLedsrSqjkU705g5wIe+nRBqbTEp0gtrSw3rjuV1r+DPOSiu/YeZ9bB6g5FZ7+0g/azpVSNvzB3EjcPPG4lqYSWy6YNuEln2vZ/AsZ9ET70uW2RcK+qnS2hdRZZ12B1CbPkONs0Q0lT8h8G8xXAmAZbcDHGfXCD4y2v07E0p4o4xzXt+NHx+HM/VdVrw9/VyvNA3pIMoikI/Hyf6+Tjx1PRITp4pp7ym7dGBdQaVWz/by7aTBb1f8J/eJMT+jNeFz8Qf/o4n5Ojo7+fUvkoFa3sYPI80JnDt0gP8ensQUXXHRTVIxh44tV5sZ2EtXjdBo0S1SCfNW3sb8huRRCKRSHoOK1uRffntWdjzAX+OzuFEv/t4aW0ikT5OjWW3DSyNy8DKQuH6oQHihmodrLhNuDdP+TuMf6pbxsFdDgS52zE+woPl+zJ5aHL4BaXLuuo63t9ymvERHowNN6GPPHImPLALVj4APz8OpzbCte+Z1V/h6oG+/GvNcVYeym78wl5SWUvB0Y38YvsxlqdLYNpLMPrhi76U099FS05vF/wAfkPh+EqR3e2G9+WinWmU1ehNzu53FAcbSyZEePBbQh7/uCaq+0qls/cDiiilNyM/H8kl/WwlT0zr27IR5Hk8/f1hTp5pwdRO6yoMH0fcLUrr934ELkGirSBotLh49O2e96B3f/HZc/BbERiuDyrsOFVIrcHYYrtSmKcDVhYKibllzO7gr9pgVDmYXsysIX4dXX2LKIpCpI/pgYiYIBd2nC7kL21v2rOkbBUtKCPubiL26wxGkvLKuHNMcIcOPSrEDVDYXmhP1IR5wvwRRNVM5p5zVSe73oOiVCn4JRKJRCIxKxoLmPEaOPmjbPgH7wee4Xq3h3hoyQFWPzy20YStus7ATwezmd7fR8wp1+XC4hsh/7hwg49Z0MMP5NJjfmwQDy4+wPZTBRc4kn+yLZmSyjr+OqOf6Qdz9IEFP8CeD4UQ+HgsXPexyLibAXcHGyZEeLDmUA5/vbIfGmMd6cuf5ivNV9TZhcDN35tdKPUUfi5aDmYW9/Qy2sZ/GBz4SpRyd/F4vrLqOr7YmcoVUd709+t6747p/X3YmJhPQo6OAS31FJub7P2iJaatvvZ2oKoqH21NJsLLgYcnh7dcrXMe72w6RVZbLSVuoXDT11BXJSp9eoqQiRD3qXD9r580sCUpH0dbS4YHN19qb22pIdzLkcRcXYdPe/JMGWU1+gtbz3qIseEevLPpFMUVtS2OouwVpG4Tz5FF04qI5IJyavVG+vu1bMTYGl5OtoR42LM3pYj7Jpz3WWTvDv2uFhcQrv/VpR06R2/m4g5xSyQSieTSQFFg7KNw/WdYZu/je+sXcdPnc/83+6mqFU7nvyXkUVJZx/wRQVBwAj6fJoTELSuk2O8irojyxsPBmqVxGY23ndFV8/mOVK4d7Nd+oaPRCAftezcJ0fL1HNjwT2E0ZgbmxPiTU1rN4aMHUb+YzuD0RWyyuxKbh3ZcMmIfwN9VS25JNQZj5yctqarKrtOFGM1wrCY0lJ5n7zf/sf/A17vTKa2q49Gp3ePCfUWUNxYahXXH8rrlfKiq+D2auZx/y4l8Tpwp408Tw0wS+wABrtq2BX8DPSn2AYLHifGUKVsBMBpVtpzIZ0Jfz1YNGqN8Oyf496eLgNzwPt3Y8tEC4yM8UFXYnXK2p5fSMsXp4u956KRm707IFs9FtG/HBD/AyBA34tKKWv/ctLa7aNu9WkMKfolEIpH0HgbdCLf+gHVFLj/b/QtD3jH++sMRVFVlWVwmgW5axlidgs+ni9npC9dCRNeOfLucsbbUMHdYIBsT8xsNvd7ZdAqDUeWpdoyZaoLvYLhvGwy7E3a+A+ufM8t6p0V7429dQfDP89EXpvCn2j+ju+It0cd5CeHvokVvVMkvM81krTUOZZZwy2d7WR6faYaV/QHPfmK0WhcL/spaPZ/vSGVSpCeDAly69FwNuNlbMzLEjXUJ3ST4SzKgshD8h5r1sB9tTcbP2ZZr21F6HuCqJbO4m6ZEdBati2gtqRf8CTk68stqmBLZ1J3/fKJ9ncgvq6GwvKZDp92fXoyHgw2Bbj0c8AAGBbjgYGPJ9lOFPb2UlkndJq5DJzV7d0KODlsrDaHNTN4wlZGhbpRV6zsVyLlY6TWCX1GUGYqinFAU5bSiKM80c38fRVE2KYpyRFGUrYqiBJx3378VRUlQFCVRUZR3lYti7oREIpFImiV0Iiz8FVtLDau0L5N/dCP/XJXA7pSz/C3kNJpv54CdO9y9QTjrSrqUeSMCMRhVvtufRXJBOcv3ZXJLbBBB7p2cgmBtB7PeFiP79n4s+mw7iZ2Fylf272NXd5bXPV9lt81Yrh506WVr/F2FiDBHH39DL/b5VRxmw8ISfIeI0XxdyOI9GRRV1PLIlKbmkl3Jlf19OJ1fzun88q4/WYP5oRkz/PFpRexLK+beCaFtjiM8nwBXO0oq6yirbts0rlcQOlEEnap1bE7KR1FgUqRnq7s0+IB0VBzGpxcxvE/vGIVnZaFhVKg7O0/3YsGfsg0cvEWQsBkSckrp5+PUqTGYI0OEZ8ze1KIOH+NipVcIfkVRLIAPgJlANDBfUZToP2z2JvC1qqqDgBeBV+v3HQOMBQYBA4ARwMRuWrpEIpFIugKfAXD3Bqxd/fnG5nWK45Zxp+V6Zib8BbzFfbg1dfGXmJ9gD3vGhLmzNC6Df69LwtZSwyPNuPZ3mGkviqzOz49D5r7OHeu3ZwmvOswztffwWbILc4cFYGvVBfPHe5iA+hFyJpdVt0JyQQUAR7JKOZbdBb2r/kOF87aha8RhdZ2BT35PYWy4O8O6uV96en9h+vZbd2T5s/eDhQ149TfbIT/eloyrnRU3jwhse+PzCKz3Vcm+GIwjQXy+qAZI38nmpDMMCXTB3cGm1V06I/jzddVkFlW16BHQE4yP8CCjqJKMdkxi6DaMRlGBETKxWXNPVVU5nqvrcP9+A34uWgLdtOztza0NXUSvEPxALHBaVdUUVVVrgWXA7D9sEw1srv95y3n3q4AtYA3YAFbAmS5fsUQikUi6FpdAlLvWoQkYzvvW7/GC5SKUyJlwxxqzurtL2mZ+bBBZxVX8lnCGeyeE4tHGl+V2YWEpJjU4+cHyW4UZY0c48DXEfYpx1EP8rp0KwC0jg8y3zl5Ew8x4cwiulIJy/F202FhqWLavC7L8/kPBUCNGpHUBS+MyKCyv4dFuzu4D+DprGRLo0k2C/wD4DDTb+LoTeWVsTMznzjEh2Fm3z8M7oL7CJKvoIhH8AbFgqaUyaROHs0qZ2q/1cn4QLRs+TrYk5rYwjaAV4uv797s7ANUaDdNUtp8u6OGVNEP+cdGuEjqp2bszi6ooq9abxYxzZIg7cWlFXeNZ0ovpLYLfHzi/eSyr/rbzOQxcX//zdYCjoijuqqruRgQAcusvv6mqmtjF65VIJBJJd2DnhsXtK1GH3oE6+hG46RtRCi7pVqb398bN3hp3e2vuGR9q/hPYucG8pVBTJkR/XTt70zPj4OcnIHQymmkv8tDkcG4b1YewTvR79mbsbSxxsbMi2wwZ/pSCCgYFOHP1QF9WHcyhstY8BoqNdKFxX43ewCfbUogNceuxGeMzBvhwJKu0a7PdBj3kHDRrOf8n25LRWllw++jmZ9G3RoPgv2j6+K1sIWgUdae3ADDZBMEPHTfu259ejI2lplumRZhKmKc9vs62vbOsv7F/v/kC7eO5ovKosxl+EMZ9JZV1nOqONpxeRG8R/KbwFDBRUZSDiJL9bMCgKEo4EAUEIIIEUxRFGf/HnRVFuU9RlHhFUeILCnphdEsikUgkzWNli3LtuyhXvtxkNq+ke7CxtODDBUP59PbhONh00XPgHS3G9GXHw9onhSu5KehyRJDA2R/mfgEWltw1LoSX5gzomnX2EvxdtJ0WmbV6I+lFlYR5OjAvNoiyGj1rj3SwwqIlXPoIz40u6OP/Lj6LPF11j2T3G7iyvw8A67syy194AuoqzSb4s4orWXU4h/mxQR0a0+Zmb43WysIsLSXdRugknMtO09+x0mSn9yhfJ07nl1OjN7TrVPHpxQwOdMHasvfILEVRGBvuwc7TZ80y3cOspGwF93BwDmj27oQcHRYahUifzo+jHBXa0Md/eZX195ZXYjZwfgNRQP1tjaiqmqOq6vWqqsYAz9XfVoLI9u9RVbVcVdVy4Fdg9B9PoKrqp6qqDldVdbinZ+tGHRKJRCKRSC5kVGg39EhHXwsT/wqHvhWzs9uirlqI/ZpyUSFg1/MjsLoLfxdtp037MooqMRhVQj3tGRHsSpinvfnN+xRFCNUc8wr+Wr2Rj7YmMzTIhbHhPdfiE+JhT6S3Y9eO58s2r2HfZ9tTUYB7xnfMB0VRFALdtGRdLBl+oK6PyB7f7pNhspFelK8TeqPaLlPGqloDCdmlvaqcv4HxER6UVtV1jVdHRzHUQdrOFsv5QQj+cE8Hs/ixBLhq8XO2ZW/K5WXc11sE/z4gQlGUEEVRrIF5wOrzN1AUxUNRlIb1/g34ov7nDETm31JRFCtE9l+W9EskEolEcjEy8RmIvBrW/U04N7eEqgqjv+z9cP0nokLgMsLPRUt2cRWqqZUQzZBcIIRMqKcDiqIwPzaIAxklnMhrf99yq/gPg/xE0bJhJn46mEV2SRWPTI3ocSf0Kwf4sC+tqMMj3Nokez/YOoNb59tpzpbXsGxfBnNi/Bu9IDpCgKvdRZXhj6v2p1h1YJzFMZP3OWfcZ/rr9nBWCXqjyvBeKPjHhIk+/h29qaw/Kx7qKoRhXwsk5JSapZwfRLBqZKg7e1PPduqz82KjVwh+VVX1wMPAbwixvkJV1QRFUV5UFOXa+s0mAScURTkJeAOv1N/+PZAMHEX0+R9WVXVNd65fIpFIJBKJmdBoRGm/ezh8dycUpzW/3d6P4fASESCImtWdK+wVBLhqqag1UFrVcff7lHqH/lBPewCuHxqAtYXG/Fl+v6GAKtz6zYDeYOSDLckMCnBmUt+er9q8sr83RhU2Hu8iz+js/WIEqabzX9u/2p1OdZ2RP03sXPAgwFVLZtHFk+HflFTIHrU/vmf3mNwuFOJhj62VhuM5pvfx7++Fhn0NeDra0M/HkR2nepHgT9kKKBDSpBsbgMLyGs7oaog2k+AH0cdfWF7bOKHkcqBXCH4AVVV/UVW1r6qqYaqqvlJ/2z9VVV1d//P3qqpG1G9zj6qqNfW3G1RVvV9V1ShVVaNVVX2iJx+HRCKRSCSSTmLrBPOXilFayxZA7R++mKVshd+eg37XiBaAyxB/M4zmSykox9PRBidbK0D0Zl85wIefDmZTXde+vuVW8R8qrs1k3LfqUA4ZRZU8MqXns/sA0b5OBLppu8atv65KTDgwQzl/RY2er3alMT3am3CvzvVDB7hq0VXrOxVw6k62nMjnjPtINGU5cDbZpH1E37hTu4z74tOKCPdywMXOPNMUzM34CA/2pxdTVWvG93dnSN0GfkNA23yAJKE+2GJWwX8Z9vH3GsEvkUgkEolE0oh7mDDhyz8OKx88l5UrShWZf4++ohLADFnPixH/eqf0zvTxJxeUE+phf8Ft80cEUlpVZ96edHsPYd5nBsFvMKp8sOU0Ub5OXBFlmtt6V6MoCjP6+7Dz9Fl01WYWwLlHRODLDIJ/aVwGpVV1/GlSWKePFegqpqWYY1JEV5NSUE5qYQXO/afV37DF5H2jfR1JzNOZVP5tNKocyCjpleX8DYwN96DWYCQurRf0sNeUQda+Nvr36x36fc038SDY3Q4vR5vLqo//8vwrKZFIJBKJpPcTfgVc8QIcXwnb3xLmfMsWgGqEeYvBpvOuzRcrDRn+jjr1q6pKckEFYV4Xji4cFepOH3c7lpi7rN9/mFlbU3OwAAAgAElEQVSc+tcezSWlsIJHp4T3iux+AzMG+FBrMLIlKd+8B24IknRS8NfqjXy2PZWRIW4MDeq8IA2oF/wXg3Hf5vrnZHjMMHAOqi8jN40oXydKKuvI07U9KjS5oJzSqrpeWc7fwMgQd6wtNOw41QsmlqXvAqO+TcO+AFctznZWZjvt5djHL+cbSSQSiUQi6b2MeVRkOTe/DCd+gYJEWPC9qAC4jHGzt8bWStPhDGtRRS2lVXVNMvwajcK8EUG8vi6J5IJywjwdWjhCO/EfBgk/Qnk+OFyYmV97JJcDGcUmHWb98Tz6ejs0jsPrLcQEuuLpaMP6hDPMHuJvvgPnHAAnf3Ds3ONdeSibPF01r90w0CzLCqivMMm8CDL8m5Py6evtQKC7PYROgMQ1YDSApm3X93PGfTp8nVs3OYzvxf37DWitLRjWx5Udp3tBOXvKNrCwgcCRLW5yPEdnNsO+8xkZ4saawzmkn60k+A+fgZciUvBLJBKJRCLpvSgKXPsenD0lsp3TX4bwqT29qh5HURTh1N/BDH9KofBF+GOGH2DusADeWn+CZXEZPHe1maYfNPbxH4DIGY03b0nK56ElB7C10mBpQnuGhUbhn9f0R6PpPdl9EIGS6dHejf4H5hghBpwz7OsERqPKx9uSifJ1YqKZTA5d7Kywt7bo9Rn+suo64lKLuLthBGHoZDj4LeQeMqlqol/97PfE3DKm9PNuddv4tGLc7a0J6eUCclyEB2/8doKCsho8HW16biEpWyFoFFg1H0gpr9GTWljBdTFmDKDVMypUjHDdm3pWCn6JRCKRSCSSHsfaDhb8AOk7IXp2T6+m1+DfGcFfP5IvzKOp4Pd0tGFatDc/HMjmqSsjsbE0g3j1HQyKRgjYesGfW1rFEysOEeXrxE8PjjGfSO4hZgzwYfHeDLafKmRadOvi0CQqi6AoBWJu69Rh1h8/Q0pBBe/OjzFbG4SiKAS69f7RfNtPFaI3qkxtEOshE8R1ylaTBL+jrRWBblqOm2Dctz+9iKF9XHtVq0lzjAsXgn9XcqF5q1HaQ3k+5CfA1Odb3CSp/nfeFRn+ME8HPBys2ZtSxM0jgsx+/N6G7OGXSCQSiUTS+3HwhP5zRMZfAoiy6o6a9iUXVGBtqWk0//sj82KDKKqoZYO5Rs1Z24NXdGNPut5g5JElB6nVG/nglpiLXuyD8D9wsrU0n+FhTr3nQSf691VV5aNtyQS52XHVAPO2QQS4anu94N+clI+z1oqhQS7iBgcv8OovyslNJNq3baf+wvIa0s5W9mrDvgYG+DvjrLXq2fF8qb+L69CJLW7S4NDf3898hn0NKIpCbIgbe1MvD+M+meGXSCQSiUQiuQjxc9ZSWF7boRLylIJyQtztsWihNH58uAf+LlqWxmVwzSA/cyxXlPUnrgFV5a0NJ4lPL+adeUMINZdPQA9jZaHhiihvNiWdoc5gxMrCtLzaqTNlvLPpFBU1+gtun1WymjkoPLzFSNW2uMbbba0sGBLoQmyIGwP8nVs9z56UIg5nlvDSnAFYmrgeUwlwtWNvShGqqva6rHZZdR3f7Ennl6O5TI3yvvCxh06CfZ+JkYctlJOfT5SvE+uPn6GyVo+ddfPSaX99//7w4N4v+C00CmPC3NlxurDnnruULWDrDL5DWtwkIacUd3trvJ26pu0gNtiNX47mkVlUSaCbXZeco7cgBb9EIpFIJBLJRUhDdj67pKrd5nopBRVE+rQ85UCY9wXy1oaTpJ+toI+7Gfpc/YfBga/Zsz+ej7bmMz82qOdKiruIKwf48OPBbOJSixgb7tHqtqqq8u2edF5em4itlQV93C8UHf5ViWRZBJBVZQXUNt5eWlXHr/VVBForC2KCXBgR7EZsiBsxQS4XiNKPtiXj4WDNjcMCzPcg6wlw1VJWo0dXpTeri3pnKK6o5cudqSzalYauWs+Evp48PT3ywo1CJ8GeDyBzb6sO8Q1E+TqhqnAir4yYFiYc7E8vxtpCwwB/82eju4JxER78eiyPlMIK8xlzmoqqigqLkAmtGicm5OiI9nPqsoDEyFB3APamFknBL5FIJBKJRCLpfTSO5itun+Cv1RtJL6rkqoG+rW534/BA/rvxJMv2ZfLXGf06tVYA/IRx36q1P9PPZyrPzzKTIWAvYkKEJ1orC9Ydy2tV8BeW1/CX74+wOSmfiX09eePGQXg52p7bQFXhzTSImsrq68Y12T+/rJr4tGLiUouISy3i3c2nUFWw1CgM8HcmNsSNQDc7fj9ZwNNXRnZJy8Q5p/5KnO16Vujml1Xz2fZUvt2TTmWtgSv7e/PQ5HAGBbg03bjPGNBYij7+0EltHju60am/ZcEfn1bEwABn8/hddAPj6l+bO04Vdr/gL0qB0kwY+1iLm9TqjZw8U8bd40K7bBmR3o642FmxN+Usc7sgINabkIJfIpFIJBKJ5CKkIcPf3j7+jKJKDEaVUM/Ws/Y+zrZM6efFd/FZPDGtr8kl6i2hd4/EgA39jCe5Z8HTl0Tf/h/RWlswsa8nvyXk8a9rm58msOVEPk9/dxhdtZ7nZ0Vzx+jgptuVZkFFfov9+16Otlw10LcxaKOrrmN/ejH7UovYl1bEop1p1BqMONhYcuuoPmZ/nCBK+gGyiqt6LLOdXVLFJ9uSWbYvE73ByKzBfjw4KbzV6hVsHCBghBD8JhDgqsXRxrLFPv7qOgPHsnUsHBvc/gfQQ/RxtyfQTcuO04XcMSa4e0/e8HsPndziJqfyy6gzqF1i2NeARqMwIvjy6OOXgl8ikUgkEonkIsTHyRaNQrud+pPrHfpN6Z2fHxvExsR4NiXmM6OTpm//3ZLKJGMfrvHIxf0S6dtvjhkDfFiXkMehrBKGnpcRrq4z8NqvSSzalUaktyPf3jOSfj4tCJp6c8PGcYZt4GRrxeRILyZHejWe63BmCQ62ljhru6bcPrBR8Hf/aL7Uwgo+2nqaHw9koyhwfUwAD0wKM33EWugk2PoaVBWDtvW+e0VR6Ofr2KLgP5pdSq3ByLCLwLDvfMaFe/Lz4Rz0BqPZ/R1aJXUbOAWAe1iLmzQY9kV3oeAHGBnixobjZ8gtrcLXuW0/h4sV6dIvkUgkEolEchFiaaHBx8mW7HY6pacUVAC0meEHmNjXEx8nW5bGZXRojQ1sO1nAh1uTqfYcgrsuEQx1nTpeb2ZyPy+sLBR+O8+tPylPx+z3d7JoVxp3jglm1cNjWxb7IAS/hTV4D+jQGmytLBgZ6t4lDucNOGktcbSx7Han/v/9nsLUt7ay6lAOC0YGsfXpybw+d1D75qmHTARUSN1u0uZRvk4k5ZVhNKpN7msw7Lv4BL8HZTV6DmeVdN9JjQbh0B86sdWJK8dzdNhZWxBiDu+QVhjV0Mefcmln+aXgl0gkEolEIrlI8XfVktXODH9KQTmejjY42bad+bW00HDTiEB+P1XQ4UzuGV01Tyw/RF8vR0aOmwb6asj///buPL7Ossz/+OfOyXaSJs3eNkmXJN1X6AJdLC0gUBdAUVlcRlHHGVHRGZkZ1BnnJ+rP+f0GFxSEcZBtVBBxQ0UqVtBS2tKWWqBtuiTdstG0afakWc49fzzPaUNJk5PkLM85fN+vV189ec5znnO3d7brue/ruvaO6lrxYLw/hZUVBTy9u4FAwPLgpkNcc/cmTnb08ODNy/g/18wbPp2hbidMXADJkalQHg7GGOfzL8or/I9uO8qiyTls/JdL+cq188/UshiR0qWQOi7kbf1zJ2XTfrpv0Jsb2w+forwgk/xx3p2rwaysyMcYeP7Ayei9acPLzq6K8rVDnra7roU5k7IHTYkJpzmTsslKT2broSj+H8SAAn4RERGROFWS4x/xCn9VYzvlI1gNvX6pU9Dq8W3HRvQ+AH39AW59dCedPf3c84ELSZ261HkiuGU9QV01byJHTnbynvte4Cu/2cPq6QU8/bnVZ7bcDynQ7wT8xaFt54+lyXkZUV3h7+rp5/CJDtbMLHx9kcOR8qXA1FXO9vIQzHEL9+2pb3ndcWstLx09FXer+wC5manMLx7P8wcbo/em1e7/d9ma854SCFj21LVGNH8/yBfM49cKv4iIiIh4UUmun4bWbvoH2Wo8GGstVY0dVBSFnkNfmpvBJTMKeXx7DX39gRGN764NB9h6qImvvWs+04uyILfMyZlO8ID/irkTSDLO1uSvvms+9394KQWhrgCf2A897ect2Oclpbl+jjV1Ym1on39jdeB4GwELs4cqyheq8jVw8qBTIHEYsyZmOfNZ3/a649UnOmjq6InLgB+c9nw7jzbTfrovOm9Y/RwUzoGsCec95WhTJx09/VEJ+MHJ468+0cHx1u6ovF8sKOAXERERiVPFOX76A5bXQvxltamjh5au3hGt8INTvK+htZs/7w99NXDjgUbufvYg71tSynuCba+McQLZ2pdG9P7xpjArjYduvoinPruaDy2fOrJe4mcK9sVDwJ9BR08/zZ3RqclQ6QbcQ9Y/CFX5Wufv6uFX+dNTfJQVZL6hcN+Ow07+/tJp8Rnwr55eQF/AsrU6Clvae7vh6JYQtvM7/8eRrD8x0MXBPP4ErtavgF9EREQkTgXzl0Ot1F99winYN5IVfoDL5xRRMC6NRzYf4dCJjmH/vFrbwj/89K/MKBrHHdeeU3iuZAk07oWejhGNYUT6+2D/eidfOFyshaNb4WRVSKdfMrNwdD3Oa3dAWjbkTx/5a6Os1G0NGa1t/XsbWvGn+JiSlzH2ixXNhczCkPP450zKfmPAf+QUORkplBfEZ9eJxVNzSUtOYuOBE5F/s5oXoa/L2VkxhN11LSQnGWZMiM7/6fzibDJTfQmdx6+2fCIiIiJxKhhw1Z7qYtm04c+vdlvyVYwwQEnxJXH90lK+/1wVl975XEiv8af4ePRvF+NPPadAXckSsAGo3wVTV45oHCF78Qew/gvgS4NZ62DRTTD9rU7u9kidrIKXfwq7HoPmI5AzFT7zEvgi9Gt07UtQfCEkeX9dbmBrvgWlkV+Rraxvc7bXh6OYmzFOLvmhPzs3c4bZhTFnUja/fbme1u7eMwUvtx9pYsmU3IgXl4uU9BQfF5XlselgFAL+6ufA+JzaCUPYXdfKjAlZpCUPU9gyTJJ9SSxJ8Dx+BfwiIiIicap4hCv8VY0dpCYnUZI78srmn7p0OnMmZYdcL2BecTYzJgySax0sRle7IzIBf38vbPm+8z6TL4JXfgZ7fg0ZBbDgvbDwBiegHirA62yC3b90gvyaFwHjrEzOfidsuQf2Pgnzrwv/2Hu74bVXYeWt4b92BAQ/j45FoVK/tZbKhlbWzZ8YvouWr4VXn4DGSiiaM+Spc93CfZX1bVxUlsepjh6qGjvOpqvEqbdML+Abv6+koaWbiePHUAhxONV/drojpA+djrG7rpW1swojN45BXFyWx3+u38fJ9tNx120hFAr4RUREROJURmoyeZmpoW/pb2ynLD8T3yhWJDPTkrl6UfGIX/cG4wph/JTIFe7b/UtoOQZvv9NZ3b/ya3BwA+x6FLY/CFvvg4JZsOhGWHg9jHcDtr4eOPhH57z9T0N/j1Ng7K1fgQXvg/ElEAjAgfWw6S6Y9+5hV4VHrOEVCPRBifcr9IPTgjA7PTkqW/ob205zqrOXWYPdRBqt4Pby6ueGD/jdInJ761u5qCyPHUfc/P2peeEbTwy8ZUYB/B6eP3iC90bq5kVXM9S9BKtvG/K0463dnGg/HbWCfUHLy5053Ha4iXXzJ0X1vaNBAb+IiIhIHCvOSQ+5NV91YwezwlHhfKxKFkcm4LcWNn3XCehnXOkc86U4gf+sdU7gsedXzsr9hq/Ahjug7BLIr3B2AXSedPK6l33cuSEwceHrg/qkJFjxafjt5+DwRue14RRHBfuCSnOj05pvb4NbsG9SGIPBnCmQV+4E/Ms/OeSpRVlp5GWmnsnj337kFCk+w8IopDJE0pyJ2eRnprIpkgH/4eedNJ7ytUOeFizYNzeccxyCBSU5pKcksaU6MQN+7ycHiYiIiMh5leT4Q1rh7+kLcKSpk/LCkVXoj4iSJdB8FNrD3AO8+ll47RVY+ZnBc+D9ObDkI/DRp+HWnbD2dmccO3/s5HO//2fwj3th3Tdg0qLBV/AX3eTcFNj03fCOHZyAP2sSZIdhJ0WUTM7zUxOFLf2VbqAdlpZ8A5WvhcObnFSQIRhjmDMpiz3uOHYcaWJe8XjSU6KTax4pSUmGldMLeP7gici1Vzz0Z0jJgNJlQ562u64FOLubIlpSk5NYMjU3YSv1K+AXERERiWMlORnUnuoa9pf1o02d9Afs6CrHh1twBbsuzO35Nn0Xxk10tuoPJ6/cCfhv3QlfrIX3PQgzrxy+sF9KOlz0d3DwGXhtT3jGHVS7I65W98FZ4T/WNPzn31hVNrQxaXw6ORmp4b1w2RroaQupVeScidnsa2iju7efXTUtLJ0an+34zrV6egGNbafZ/1p7ZN6g+jmnXkfy0HO3u66VqfkZZKWPorjmGF1clk9lQystUWoxGU0K+EVERETiWEmun67e4XuhV7kV+su9EPBPWgQmKaQgK2T1Lzsr/Bf/HSSPoPCWMSOv3r/sY86K5QvfG9nrhtJ1Cpqq4iZ/P6jU/fxr6uiJ6PtUNrSFf3Uf3LQME1J7vjmTsjndF+A3u+ro6QuwdFpiBPyrZhQAsPFAmHfcALTWwYn9w27nByfgj3b+ftDFZXlYCy8eTrxVfuXwi4iIiMSxkgGV+nMzz7+CVt3o9L33xJb+tHFQODu8efwvfA9Sx8HSj4bvmueTkQeL/wa2/RAu/7fwbMGv2+n8XRxvAX+wNV9XxCqc9/YHOHi8jTUzI1C9PSPPuQF16M+w9l+GPHWOm1v+oy1HAFgSq4J9PZ2Q4g9b0ciSHD/lBZk8f/AEH19dHpZrBv1l/RNcAny7qpj6ul3nPc9aZxfSDcsmh/X9Q7Vocg6pyUlsrT7JFXMnxGQMkaKAX0RERCSOBQP+mlNdzC85fwGx6sZ2CrPSzvQQj7mSxVD5VEg90IfVfBRe/blTeM2fE57xDWf5LfDif8OWe+HKr479esGbH8UXjv1aUVSae/bzb9HkyPzfVzd20NtvmTMpQgUny9fA5u9DTweknv+G2PSicaT4DLtqWpian0FhVpRbuPV2w/Pfgue/DVOWw9u/CYUzw3Lpt8wo4Gfba+jpC5CaHJ5N4M2dPZx4eT1Nvix+diwba04Mef7U/Iyot+QLSk/xsbw8n87e/pi8fyR5JuA3xqwD7gJ8wP3W2v845/mpwANAIdAEfNBaW+M+NwW4H5gMWODt1trD0Ru9iIiISGwEe6EPV7ivqrGd8gIPrO4HlSyBnT+CU4chr2xs19pyr3PTYJhK62GVOxXmvctp9XfJbZA+xmrttS9B/ozo3bAIk2DAfyyChfsqG4IF+yK03bt8rdNq8fAmp47DeaQmJzG9KIu99a0smRLl7fwH/wi/uw1OHYIZV8GxLXDvSlj1WefzL8U/psuvrCjgkc1H2FXTzLJp4dm5sLX6JKuSXsVOvYQXbr4iLNeMpIdvXoYJd6tND/BEDr8xxgfcA7wNmAvcZIyZe85pdwKPWGsXAncA3xjw3CPAf1pr5wAXAccjP2oRERGR2MvNSMGf4qNuiIDfWktVYwcVRR7I3w8KFqcb67b+rlOw42GY/x4YH6G2Yuez8lan4NuOh8Z2HWvjsmAfQFZ6CjkZKRGt1L+3vo0Un4lcOsqUlU5NhgN/GPbU4C6DJdHK32+tg8f/Bn70Hkjywd/8Gj7wOHx6u/M5v/FOuOdi2D/82IeyvDwPY+CFgyfDNHA49OpmJphmshe+LWzXjKREDPbBIwE/TpB+0Fpbba3tAR4Drj3nnLnAn9zHzwafd28MJFtrnwGw1rZbayPfG0RERETEA4wxlOT6qR2iF3pTRw8tXb3eWuEvmgvJ6Wdz10dr+wPQ2+G04ou24gucom9b7oO+MRSta62D9tfiMuAHZ5W/ZojPv7GqbGhlelEWKb4IhS4p6c4q/4H1zs2XIcwrdnZyhGsV/Lz6+2DzPXD3Mti/Hi79V/jkC2eL340rguv+Cz78W+fr6Cfvg8c+AC01o3q7nIxU5hVn80LV0NvuR8J/eAMBDCmzrgrbNWXkvBLwlwDHBnxc4x4baBdwnfv43UCWMSYfmAk0G2N+YYzZaYz5T3fHgIiIiMibQnGOf8gt/dUnnIJ9nmjJF+RLgYkLx7bC33catv4XVFwGExeEb2wjsfKz0FYHrz4x+msE/w/irEJ/UGlORkQD/n2RqtA/0IwrnVoQjZVDnnbDssnc98ElzJwQwfEc3Qo/WAPrv+i0s7tlC6z5p8G7T5Sthr9/Hi7/MhzcAHdf5KQn9I+8vdyK8nx2Hm2mOwx57CfbT7OwcwvHs+Y6NyckZrwS8IfiNmCNMWYnsAaoBfpx6hCsdp9fBpQDHzn3xcaYTxhjthtjtjc2RqDlhIiIiEiMlAwX8Lst+TwV8IOzol33V2c1czRe/qmzMr7y1vCOaySmXw5F85wuAaPtRV+7A5JSYML88I4tSibn+ak51Ykd7b9/CM2dPdS3dEc+4J/prkLvf3rI08alJbNu/sTIjKGzCZ78DDxwpZOqcv3/wPsfH77GRXIqrP48fGqrs+PkmS/Df10CRzaP6O1XVhTQ0x9gx5FTY/hHOHbuPcAiU0X/9PPXRJDo8ErAX4tTcC+o1D12hrW2zlp7nbX2QuBL7rFmnN0Af3XTAfqAXwFvuD1qrf2BtXaptXZpYWFsqj+KiIiIREJprp+mjh46ewYPnKsaO0hNTjpT4M8zSpZAXxc07h35awMBJ8ieuCCkHt8RY4yTTnB8j1NYbTRqd8DE+c7W8jhUmptBd2+AE+1jSGs4j8qGNgBmT4pwf/bsYmfHyRhz4UftlSfge0tg549hxafhUy/C3GtG1sEidyq8/zG48Sdwug0eXAe/+hScbg/p5cvK8vAlmbBs62955SmSjKVoybvGfC0ZG68E/NuAGcaYMmNMKnAj8OTAE4wxBcaY4Hi/gFOxP/jaHGNMMIq/DNgThTGLiIiIeEKwNV9dc/egz1c3tlOWn4kvyWNFqYJb2Eezrf/AejixH1Z9Lmz9yEdt/nsgu8TZSj1SgYCzyyFO8/dhYGu+8JfRqqx3KvTPifQKPzir/Me2OCvt0WIt/OVO+PnHIH86/P1GuOrrkDaG3Tiz3+Gs9q/6HOz6CTxyDXQMX4xvXFoyi0rH80LV2Av3FdQ9S5Mvn5SSRWO+loyNJwJ+d2X+08B6YC/wuLV2tzHmDmPMNe5pa4F9xpj9wATg6+5r+3G2828wxrwCGOC/o/xPEBEREYmZ4VrzVTd2RK7C+VjklYM/F168H05Wjey1m+6C8VNgrgdWEJNTnZaAhzc67fVC1d8Hf/n/TqX/uA74MwAiksdf2dBGXmZqdHrez1wHNuDkwkdDIABPfwH+9FVYeAPc/BRMmBeea6dmwhVfgRt+DK/thgeuguZjw75sZUUBL9e00NY98hoAQcebW1ncu5OGoktifzNOvBHwA1hrn7LWzrTWVlhrg8H8l621T7qPn7DWznDP+bi19vSA1z5jrV1orV1grf2IW+lfRERE5E2h2F3hH6xSf09fgCNNnd4M+I2Ba74HLUfh3lWw5V4nCBrOsW1wdDOsuAV8yZEfZygWfxjSsuGF74Z2/vG98MO3wnPfgHnXwbx3R3Z8ERRc4T8WiRX+hjZmTciKTsu04sWQUTBsHn9Y9PXALz8BW++F5bfAu+5zClmG2+y3wwd/Ae3HnaD/+NBFCVdW5NMfsGw7PPpdDge3PUOW6SJ93jtGfQ0JH88E/CIiIiIyOhOy0vAlGWqb3xhwHW3qpD9gvVewL2jO1XDLVihfA0/fDg+9Y/jV/hfugvQcuPBD0RljKNKzYenNsOfX0HTo/Of198HGbzlF1ZqPwvsehvc9CCkeq68wAplpyeRlpoZ9hT8QsE6F/klR2M4PkJTkVOs/+MfRF5IMRU8HPHYTvPIzuPzf4ar/67x3pExbBTf/DgJ9Tl7/sW3nPXXx1FxSk5PYPIZt/YF96zltU5iyZN2oryHho4BfREREJM4l+5KYmJ0+aA5/lVuhv9yrAT9A9iS46TF4173O9uP73uK02xtstf9kFez9LSz72NjynCPh4k+C8cGW7w/+fOM+pwL7hq8428dv2QrzPJCSEAaluf6wB/xHmzrp6u1nzsQIF+wbaOZV0N0MNS9G5vqdTfDwNVD1J7j6u7D6H6Oz7X3iAvjoeudG2SPXwIFnBj0tPcXH4ik5Y8rjn3pyI/szLiDZH6UbNTIkBfwiIiIiCaAk1z/olv7qxg4Ab27pH8gYuOD9cMtmp/f47/8ZHr76javlm+92tj5f9HexGedQsifBwuth549eX/gt0O/UHLhvtfPvee8DcP0jMC5xOkc5AX94t/RXNjgF+6K2wg9QcRkkJUdmW39LDTywDhpecVruLflw+N9jKHll8LE/OMUBH70RXn580NNWVhSwp76VUx0jz5JuPLybybaO1smXj3W0EiYK+EVEREQSQEmOf9CifdWN7RRmpZGdHoH84EgYXwIfeAKuuRsaXnZy+7fd76z2tzfCX38Ci26ErAmxHungVn4GejudMQOcOODkTj/zZZhxhVM9ff57Eq6Y2eTcDGpOdREI2LBdc299G0kGZhRFMeBPz4apq8Lfnq9xH/zwSmirhw/9Aua8M7zXD9W4IvjI72DKCvjF3zp1M86xsiIfa2HroZGv8jds/zUABYuvHvNQJTwU8IuIiIgkgJIcPw2t3fT1v34bfFVjO+UFHl/dP5cxsPhDzmr/lIvhd5+H/7kWnv0a9J2GlbfGeoTnVzQHZlzlpCRsustJTzhxAK67H274kRNwJaDSXD89fQFOtJ8e/uQQ7WtoY1p+Jv5UX9iuGZKZV0HjXjh1ODzXq4uLUK4AABJGSURBVNnu3PTp73WC7WlvCc91Rys927mpNudqp27Ghjuc9oCuhaU5ZKT6RrWt33/oGQ4ymekzw9RtQMZMAb+IiIhIAijJ9dMfsDS0ns3jt9ZS1dhBRZHHct1DNb7UqTB+9V1Ou7sdD8Gst0PBjFiPbGirboXOE86qfvmlzqr+wvcl3Kr+QMHWfMfCmMdf2dAa3e38QTPdYnPhWOU/+EcnNSV9PHxsPUxaOPZrhkNKulMwcslHYOM34Te3nilUmJqcxLJpeSMP+LtbmNaxiwPjV+FLStzP9XijgF9EREQkAZS4rfkGFu5r6uihpas3/lb4BzLGCUpu2QzLPu70Fve6qatgze1w3X/DTY9C1sRYjyjigq35wpXH33G6jyNNncyOZsG+oPwKJ899rHn8lU/BT26EvAr46B8grzw84wuXJB+88ztwyT/BS4/Azz96ZqV/ZUU+B4+3c7ztjYVAz+fky0+TTD+BGVdFasQyCgr4RURERBJAiRtwDWzNV33CKdjn2ZZ8I5EzBd7xTe+v7oNzk+LSLzgF/BJ4VX+gkjMBf3hW+Pe/1oa1MHtijCq9z7gKDm+E0+2je33faXjqNiia7bTE82rNCWPgsn+Fy/7NaSm5fz0AKyryAUbUnq/t5d/RbDMpv3BtJEYqo6SAX0RERCQBFI93A/4BAVe125IvIQJ+8bSM1GQKxqWGbYW/sqENgDmTYrDCD04ef38PHPrz6F6/42ForYUrv+Zs5/e6VZ+F3DJ49utgLfOKx5OVnhx6wB/oJ7/+z7xgLmTWpNzIjlVGRAG/iIiISALwp/rIz0x9XaX+qsYOUpOTzqy+ikRSiVupPxwq61vJTPWdSVWJuikrIC17dNv6e7ucvPipq6BsTfjHFgm+FFjzL05njL2/wZdkWF6eH3Iev63dQVZ/M3VFa0hS/r6nKOAXERERSRAluX5qB+TwVze2U5afqQJaEhWluf7wBfwNbcyamBW74DE5FSoudQr32RG2Gtz2Q2hvgEu/FF8pHQuvh/wZ8Nw3IBBgZUU+R5s6OdY0/K6N1pd/R781ZM5T/r7XKOAXERERSRAlOX5qB2yprm7soLwwjgv2SVwpzfVTe6qLQGCEAfI5rLVUNrQxO1bb+YNmrnMC9/pdob+mpwOe/zaUr4VpqyI1sshI8sHa2+H4HtjzS1ZWFACwuXr4Vf7AvqfZbmexZLbHChOKAn4RERGRRFGc46e2uQtrLT19AY40dSrgl6iZnJtBT3+A422nx3SdhtZuWrp6mROrgn1B068AzJlCdiF58QdOS8ZLvxSxYUXUvOugcA489x/MLPSTn5nKluG29bfUkttaydbkpcyI1xagCUwBv4iIiEiCKMnx090boKmjh6NNnfQHrAr2SdSEqzVfZb1TsC/mK/zjCqF0aeh5/N2tsOku50bB5IsiO7ZISUpyOkyc2I959QlWVDh5/HaItAbr3hBpmXw5Jp5SGN4kFPCLiIiIJIizrfm6qHIr9Jcr4JcoKc3NAMbemm9vQysAMyfEeIUfnPZ8dS9B+/Hhz916H3Sdgku/GPlxRdLsq2HiAnjuP1hZlk1DazeH3Bafg+nc/RTHAoWUzV4cxUFKqBTwi4iIiCSIYEXzuuYuqhudX9C1pV+iJbjCH0qRt6Hsa2ijJMfPeH9KOIY1NjPdInQH/jD0eV3N8MLdMOsdUBLngW9SkpOScOoQV/Q+B3D+av29XaQd3ciGwIWsmF4QvTFKyBTwi4iIiCSIs1uqu6hubKcwK43sdA8ETfKmkJ7iozArbcwr/JX1bcyOdf5+0MQFkFU8/Lb+zffA6RZnO3wimLkOihdTsOM7TM72sfl8Af+hjSQHunkp7SLKC3Rz0YsU8IuIiIgkiPH+FDJSfWe29OsXcIm20lw/Nc2jX+E/3ddPVWM7syd5JOA3BmZeCVXPQl/P4Od0NsGWe2Hutc4NgkRgDFz6JUzLMW7N28qW6pODdl+w+9fTRRopFauVv+9RCvhFREREEoQxxm3N10VVYwcVqpgtUVaamzGmFf6q4x30BSyzJ8a4YN9AM9dBTzsc2TT485vucp5fmyCr+0HTL4fJF/OO5h/T3tHO/uNtr3/eWvoqf8/G/vksm14cmzHKsBTwi4iIiCSQklw/r9a20NLVqxV+ibrSXD91zV30D7IaHIpKt2CfZ7b0A5StgeT0wdvztTc6rfgWvBeK5kR/bJHkrvJndL/Gjb5neeHgOdv6j+8hpb2WDYHFrKjIj80YZVgK+EVEREQSSEmOn7qWbgC15JOom5ybQW+/5bXW7lG9vrKhjVRfEmVeulmVmgHTVjt5/Oe2p9v0HejrhjW3x2ZskVa+Bqat5tbUJ9l+oPb1z7k3QPZmXsyUvIwYDE5CoYBfREREJIEUu5X6QQG/RN/AwpGjUdnQxowJ40j2eSxMmXkVnDoEJw+ePdZaD9vuh4U3QsH02I0t0i79Ivn2FGWHH6OvP3DmsN2/nj2UMX36DOXve5jHvpJEREREZCyCAVdqchIluf5hzhYJr7MB/+gK91XWt3orfz8o2J5vYLX+578FgT5Y88+xGVO0TF3J8aKVfJRfsfdIvXOs4yTUvMgzfReyolzb+b1MAb+IiIhIAilxV/jL8jPxJWnVTaIruMPkWNPIV/hPtp/meNtp5nilQv9AOVOgaO7ZPP6WGtjxEFzwAcgri+nQoiHlrf9Gvmmj4/l7nQMH/4ixAf7Uf4Hy9z1OAb+IiIhIAgmu6pcXeigHWt400lN8FGWljWqFf1+DUwV+lpcK9g008yo4uhm6muEvdzr5/Jf8U6xHFRW5M1eyJXkp8w8/BN2tcGA9rb4cTuXMozRX+ftepoBfREREJIEUZaWTm5HCgtLxsR6KvElNzhtda769bsDvyS394LTnC/TBjgdh5//Akg9DzuRYjypqdk2/hXGBNvqf/y724B/Z0H8ByysKYz0sGYZnAn5jzDpjzD5jzEFjzBvKXBpjphpjNhhjXjbGPGeMKT3n+WxjTI0x5u7ojVpERETEW3xJhj/+4xr+dnV5rIcib1KluX5qmkezwt9KwbhUCrPSIjCqMChdBv5c2HAHGB+s/nysRxRV0xasYn3/UpI2fRPT3cLTPdrOHw88EfAbY3zAPcDbgLnATcaYueecdifwiLV2IXAH8I1znv8q8JdIj1VERETE6/LHpZHitSrn8qZRmuunrrn7dRXdQ1HZ0Obd1X2AJB9MvwJsAJZ9DLKLYz2iqFpels93+t+LsQH6TTLPBxaworwg1sOSYXjlJ8FFwEFrbbW1tgd4DLj2nHPmAn9yHz878HljzBJgAvCHKIxVRERERETOozQ3g/6ApaG1O+TX9Acs+xramO3V/P2gC94PBTNh1ediPZKoG5+Rgm/SfNZnvJMXMt9KUUEBE8enx3pYMgyvBPwlwLEBH9e4xwbaBVznPn43kGWMyTfGJAHfBG6L+ChFRERERGRIk90ibiPJ4z98soPTfQHvFuwLqrgUPr0NsibEeiQxsbKigM+0fJBPtn2U5WrHFxe8EvCH4jZgjTFmJ7AGqAX6gVuAp6y1NUO92BjzCWPMdmPM9sbGxsiPVkRERETkTajU7RQxkoC/st4p2Ddnkoe39AsrKvLp6Q/QfrpP+ftxIjnWA3DVAgNLXJa6x86w1tbhrvAbY8YB77HWNhtjVgCrjTG3AOOAVGNMu7X29nNe/wPgBwBLly61EfuXiIiIiIi8iU3KSccYONYUeuG+yoZWkgxMLxoXwZHJWC2blkdykqEvYFlenhfr4UgIvBLwbwNmGGPKcAL9G4H3DzzBGFMANFlrA8AXgAcArLUfGHDOR4Cl5wb7IiIiIiISHWnJPiZkpY9shb+hjfLCcaSn+CI4MhmrcWnJLJ6SS0tXL0VZyt+PB54I+K21fcaYTwPrAR/wgLV2tzHmDmC7tfZJYC3wDWOMxanG/6mYDVhERERERM5rcp6fmlMjW+FfVJoTwRFJuHzrhkX0B7RhOl54IuAHsNY+BTx1zrEvD3j8BPDEMNd4CHgoAsMTEREREZEQleZm8OKhppDObevu5VhTFzcsnTz8yRJzpW5RRokP8VS0T0RERERE4kBprp/6li56+wPDnrv/Nadg3+yJKtgnEm6eWeEXEREREZHEUJrrJ2DhX3/5Kv7UofPyqxrbAZg9yeMt+UTikAJ+EREREREJqyVTc5mQncbvX60P6fzFU3IoyfFHeFQibz4K+EVEREREJKymF2Wx9YtvjfUwRN70lMMvIiIiIiIikoAU8IuIiIiIiIgkIAX8IiIiIiIiIglIAb+IiIiIiIhIAjLW2liPIeqMMY3AkViPYwQKgBOxHoSERHMVXzRf8UXzFV80X/FF8xU/NFfxRfMVX+JpvqZaawuHO+lNGfDHG2PMdmvt0liPQ4anuYovmq/4ovmKL5qv+KL5ih+aq/ii+YoviThf2tIvIiIiIiIikoAU8IuIiIiIiIgkIAX88eEHsR6AhExzFV80X/FF8xVfNF/xRfMVPzRX8UXzFV8Sbr6Uwy8iIiIiIiKSgLTCLyIiIiIiIpKAFPB7mDFmnTFmnzHmoDHm9liPR17PGPOAMea4MebVAcfyjDHPGGMOuH/nxnKMcpYxZrIx5lljzB5jzG5jzGfd45ozjzHGpBtjXjTG7HLn6ivu8TJjzFb3e+JPjTGpsR6rnGWM8Rljdhpjfut+rPnyKGPMYWPMK8aYvxpjtrvH9L3Qo4wxOcaYJ4wxlcaYvcaYFZovbzLGzHK/roJ/Wo0xn9N8eZMx5h/c3zNeNcY86v7+kXA/uxTwe5QxxgfcA7wNmAvcZIyZG9tRyTkeAtadc+x2YIO1dgawwf1YvKEP+Ly1di6wHPiU+zWlOfOe08Bl1tpFwAXAOmPMcuD/Ad+21k4HTgEfi+EY5Y0+C+wd8LHmy9sutdZeMKD9lL4XetddwNPW2tnAIpyvM82XB1lr97lfVxcAS4BO4JdovjzHGFMC3AostdbOB3zAjSTgzy4F/N51EXDQWlttre0BHgOujfGYZABr7V+ApnMOXws87D5+GHhXVAcl52WtrbfWvuQ+bsP5hakEzZnnWEe7+2GK+8cClwFPuMc1Vx5ijCkF3gHc735s0HzFG30v9CBjzHjgEuCHANbaHmttM5qveHA5UGWtPYLmy6uSAb8xJhnIAOpJwJ9dCvi9qwQ4NuDjGveYeNsEa229+7gBmBDLwcjgjDHTgAuBrWjOPMndHv5X4DjwDFAFNFtr+9xT9D3RW74D/DMQcD/OR/PlZRb4gzFmhzHmE+4xfS/0pjKgEXjQTZm53xiTieYrHtwIPOo+1nx5jLW2FrgTOIoT6LcAO0jAn10K+EUixDotMNQGw2OMMeOAnwOfs9a2DnxOc+Yd1tp+d0tkKc6Op9kxHpKchzHmncBxa+2OWI9FQvYWa+1inLTBTxljLhn4pL4XekoysBi411p7IdDBOdvBNV/e4+Z9XwP87NznNF/e4NZRuBbnploxkMkbU3UTggJ+76oFJg/4uNQ9Jt72mjFmEoD79/EYj0cGMMak4AT7P7bW/sI9rDnzMHfr6rPACiDH3XYH+p7oJauAa4wxh3HSzy7DyTnWfHmUu7KFtfY4Tn7xReh7oVfVADXW2q3ux0/g3ADQfHnb24CXrLWvuR9rvrznrcAha22jtbYX+AXOz7OE+9mlgN+7tgEz3EqRqTjbgp6M8ZhkeE8CH3Yffxj4dQzHIgO4OcU/BPZaa7814CnNmccYYwqNMTnuYz9wBU7NhWeB97qnaa48wlr7BWttqbV2Gs7Pqj9Zaz+A5suTjDGZxpis4GPgSuBV9L3Qk6y1DcAxY8ws99DlwB40X153E2e384Pmy4uOAsuNMRnu74jBr62E+9llnF0l4kXGmLfj5EX6gAestV+P8ZBkAGPMo8BaoAB4Dfh34FfA48AU4AhwvbX23MJ+EgPGmLcAG4FXOJtn/EWcPH7NmYcYYxbiFMrx4dyYftxae4cxphxnBTkP2Al80Fp7OnYjlXMZY9YCt1lr36n58iZ3Xn7pfpgM/MRa+3VjTD76XuhJxpgLcApipgLVwM243xvRfHmOeyPtKFBurW1xj+nry4Pctr834HRy2gl8HCdnP6F+dingFxEREREREUlA2tIvIiIiIiIikoAU8IuIiIiIiIgkIAX8IiIiIiIiIglIAb+IiIiIiIhIAlLALyIiIiIiIpKAFPCLiIiIiIiIJCAF/CIiIiIiIiIJSAG/iIiIiIiISAL6X3o+AZgTPAcgAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_non_orthogonality(nside, lmax):\n", "\n", " harmonics = utils.compute_spherical_harmonics(nside, lmax=lmax)\n", " graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", " n_harmonics = np.cumsum(np.arange(1, 2*lmax+2, 2))\n", " graph.compute_fourier_basis(n_eigenvectors=n_harmonics[-1])\n", "\n", " C = harmonics.T @ harmonics\n", " fig, axes = plt.subplots(2, 1, sharex=True)\n", " axes[0].plot(np.sum(C**2, axis=1))\n", " axes[0].plot(C.diagonal())\n", "\n", " # Hence the rows and columns of the correlation matrix don't sum up to one.\n", " C = harmonics.T @ graph.U[:, :harmonics.shape[1]]\n", " axes[1].plot(np.sum(C**2, axis=0))\n", " axes[1].plot(np.sum(C**2, axis=1));\n", "\n", "show_non_orthogonality(nside=16, lmax=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 Percentage of energy in the corresponding subspaces\n", "\n", "TODO: the graph should be constructed (if that's even possible) such that the Fourier modes converge to the spherical harmonics while we sample more (i.e., nside increases)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lmax = 20\n", "nsides = [4, 8, 16]\n", "\n", "# Normalized corresponds better than combinatorial. Less difference between nsides.\n", "# lap_type='combinatorial'\n", "lap_type='normalized'\n", "\n", "def compute_orhtogonality(nside, lmax, lap_type='normalized'):\n", " n_harmonics = np.cumsum(np.arange(1, 2*lmax+2, 2))\n", "\n", " harmonics = utils.compute_spherical_harmonics(nside, lmax=lmax)\n", "\n", " graph = utils.healpix_graph(nside, lap_type=lap_type, nest=True, dtype=np.float64)\n", " n_eigenvectors = min(n_harmonics[-1], graph.N)\n", " graph.compute_fourier_basis(n_eigenvectors)\n", "\n", " C = harmonics.T @ graph.U\n", " \n", " return C, n_harmonics\n", "\n", "def compute_energy(C, lmax):\n", " \"\"\"Compute the percentage energy in each subspace (diagonal blocks).\"\"\"\n", " energy_in = np.empty(lmax+1)\n", " start = 0\n", " for ell in range(lmax + 1):\n", " n_harmonics = 2*ell + 1\n", " end = start + n_harmonics\n", " energy_square = np.sum(C[start:end, start:end]**2)\n", " # col_sum = np.sum(C[start:end, :]**2) # how each harmonic are distributed on all eigenvectors\n", " # row_sum = np.sum(C[:, start:end]**2) # how each eigenvector are distributed on all harmonics\n", " # np.testing.assert_allclose(col_sum, n_harmonics, rtol=1e-2)\n", " # np.testing.assert_allclose(row_sum, n_harmonics, rtol=1e-2)\n", " energy_in[ell] = energy_square / n_harmonics\n", " start = end\n", " return energy_in\n", "\n", "energy = dict()\n", "\n", "for nside in nsides:\n", " C, _ = compute_orhtogonality(nside, lmax, lap_type)\n", " energy[nside] = compute_energy(C, lmax)\n", "\n", "fig, ax = plt.subplots(figsize=(5, 2))\n", "for nside in nsides:\n", " ax.plot(range(lmax+1), 100*energy[nside], '.-', label=rf'$N_{{side}}={nside}$')\n", "ax.legend()\n", "ax.set_ylabel('correspondance [%]')\n", "ax.set_xlabel('degree $\\ell$')\n", "ax.set_xticks(range(0, lmax + 1, lmax//10))\n", "fig.tight_layout();\n", "# fig.savefig(os.path.join(pathfig, 'subspace_alignment.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4 SHT of the graph eigenvectors\n", "\n", "That is a better way to compare, as it uses the real spherical harmonic transform (SHT)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# nsides = [4, 8, 16, 32] # slow\n", "nsides = [4, 8]\n", "\n", "spectral_content = dict()\n", "\n", "for nside in nsides:\n", "\n", " lmax = 3 * nside - 1\n", "\n", " n_harmonics = np.cumsum(np.arange(1, 2*lmax+2, 2))[-1]\n", " graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", " graph.compute_fourier_basis(n_eigenvectors=n_harmonics)\n", "\n", " cl = np.empty((n_harmonics, lmax+1))\n", " for i in range(n_harmonics):\n", " eigenvector = hp.reorder(graph.U[:, i], n2r=True)\n", " # alm = hp.sphtfunc.map2alm(eigenvector)\n", " cl[i] = hp.sphtfunc.anafast(eigenvector, lmax=lmax)\n", "\n", " spectral_content[nside] = np.empty((lmax+1, lmax+1))\n", " start = 0\n", " for ell in range(lmax+1):\n", " end = start + (2 * ell + 1)\n", " spectral_content[nside][ell] = np.sum(cl[start:end,:], axis=0)\n", " start = end\n", "\n", "fig1, axes = plt.subplots(1, len(nsides))\n", "fig2, ax2 = plt.subplots()\n", "\n", "for ax, (nside, sc) in zip(axes, spectral_content.items()):\n", " sc = sc / sc[0, 0]\n", " im = ax.imshow(sc, cmap=plt.cm.gist_heat_r)\n", " fig1.colorbar(im, ax=ax)\n", " ax.set_title(rf'$N_{{side}}={nside}$')\n", "\n", " energy_in = np.diag(sc)\n", " ax2.plot(energy_in, label=rf'$N_{{side}}={nside}$')\n", "\n", "ax2.legend();" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.002285872879387514" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TODO: should it sum to one?\n", "i = 10\n", "eigenvector = hp.reorder(graph.U[:, i], n2r=True)\n", "np.linalg.norm(eigenvector)\n", "cl = hp.sphtfunc.anafast(eigenvector, lmax=lmax)\n", "np.linalg.norm(cl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5 Action of the graph Laplacian\n", "\n", "We don't care if the Fourier modes are not exactly the spherical harmonics, but we want the Laplacian operator to be close.\n", "\n", "The Laplacian is a second order operator on the sphere (see [Laplace's spherical harmonics](https://en.wikipedia.org/wiki/Spherical_harmonics#Laplace's_spherical_harmonics)):\n", "\n", "$$\n", "r^2 \\nabla^2 Y_\\ell^m(\\theta, \\phi) = -\\ell (\\ell + 1) Y_\\ell^m(\\theta, \\phi).\n", "$$\n", "\n", "Pluging in the graph Laplacian $L = -\\nabla^2$ and setting the radius $r=1$ gives\n", "\n", "$$\n", "L Y_\\ell^m(\\theta, \\phi) = \\ell (\\ell + 1) Y_\\ell^m(\\theta, \\phi)\n", "\\\\\n", "L a_\\ell^m = \\ell (\\ell + 1) a_\\ell^m\n", "$$\n", "\n", "So multiplying a map with the Laplacian $L$ should affect its spectrum in a predictable way.\n", "\n", "TODO:\n", "* a normalization factor might be missing in the Laplacian\n", "* ripple in the error at low-frequency\n", " * Laplacian is approximated by finite differences => greater disc\n", " * influence of Nside?\n", " * due to adjacency being too local? More than 8 neighbors. Get coords of pixels with `hp.pixelfunc.pix2ang` or `hp.query_disc`.\n", " * construct with angular distance\n", " * alternative: check that it gets worse with less neighbors.\n", "* average across many realizations" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "folder = 'data'\n", "name = 'COM_CMB_IQU-smica_1024_R2.02_full.fits'\n", "if not os.path.exists(os.path.join(folder, name)):\n", " url = 'https://irsa.ipac.caltech.edu/data/Planck/release_2/all-sky-maps/maps/component-maps/cmb/' + name\n", " utils.download(url, folder, name)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nside = 32, Npix = 12288\n", "NSIDE = 1024\n", "ORDERING = NESTED in fits file\n", "INDXSCHM = IMPLICIT\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/defferra/miniconda3/envs/scnn/lib/python3.6/site-packages/healpy/fitsfunc.py:326: UserWarning: No INDXSCHM keyword in header file : assume IMPLICIT\n", " \"assume {}\".format(schm))\n" ] }, { "data": { "image/png": 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PoSMyuKS0kQjcRqydDtvWawrRrEjI8ELyeL2kEtBRkfv0jjvPtD5/9tStcnmtrQ4dnGl9vjjLz586FFpUciLu6qH+cpWGbKupaSXyVwkkObJXrl9NC/TkszKAJjklj7OeoftX71HAS1nvwLDcl7lrctvhNgUuZ2Q7x9aVAJb91PoXWlHO+YA8B2qeSjXCvVCS5yISke0fVuCxI0Xhc3FTBqdUK3x7KmzqsPjJx0/IdQ1JP1FHOfer67Kf93fJ/lWuy/YsV+X5u3jfB2Fl9RKVBUMrqxerVBBUNV7tIzAo1OaUA/Pt/fhYcGWKD4/fZfjZARwIVRhUpZecu5FYpElAUFUtHxzAoUOh0PKzpmUNACKF4GCKyjY1gGOZ4Kom9VqYAKFQMx28/6ziECAU+uypWw0gFHLazOosQT5yANCbCQ6yqDQiFAyFPEbAUNW5CzuMacmpsAGGQvXubXJNblMlJbwV7Ffo9gafAwKHiry+4HPTli0RQBRKxIOr3dQbwftTrUS2HXJW4VBV9w6zP66upwkcCpXrYQKHqiwoWr2EZMHQyurFpLG//28AgA+f/CiZ/uOPvwcA8K4DT5LpH584BoBaUABgdwcfhnxd52UyvaKM9f3JszKB8W1DHCqeXab+ZPnrfNjW0+rl3nOQr/eR5/aS6eEEh4qQ/gC+zIGy1k8f5iM7+H6ul6TFKamkO1mY58Ebzhodo0zNciCstcFQZUfNuMqzijWzqlgH3avSEtSMyx+F/BQvjQ4TPo6MXcdoyoyA/cxT/FygLu+r7YNyuDRfkMfo+c3TzEcCl91YlFavfXtkneRLF/1I8KgJOKmOMnZ1mvu1UeHbnbkm4ToxK9ugkZDHXe9VjlcbOo3PRlDpNaFRJKtuXKU5DoXRsj4oz6enWFqjOW4x1GtPu0l+bKEsbfvhHg5pc2vUx1RYV+e36PRK1bQWAkClyOEtHFX69JTch3ob7evDu3h+y0qD9kExtJyI0DbpSHAL5sQyBfjaJG+fq+//OVhZvYhlwdDK6oXQyJ/+FqJZ00JSW48j0h5Q4cNjiETNh3J3poiOuBkw8qqO4EoeT22a1qP5UhZTl8wAg/fd+yCeLfQb0zuiJXzu0mFjurseQ2TNtODVR6rY0WemLok4LpbyZsLkaNjFypKZniZxNYpIQLGN4slSYIqZvv51lAIsOKWL26RKCTA+Zg+sYjBr+iuulZOYnTGttr/46s/gDy+/1pjem8ljfLbHmO41Gbyiue/tg1sEDoUimVpg/WWnHEJ8p2llbJzPoucOMwp35evmeQWA8qhp5WOFMGLrAed1rBzYJ6uLSUQ2zeXdaHAandzAJopl85iip9Mo7DTXH8lVMdBpWuzm1rLGEDwAXFnoNl9UADjn0qiMmddaeD44RVDfcbMdh9IbuLRmWrNrjTB2dph9/vy1wUCLaWiwjIl/uX3VICur76IsGFpZfbc08qe/1fqsQmFtXQ7btqBQqwYiHsDdGUpGAgrHV+XD6T1jp1qfn9gYbX0OM/lwnC9J8FKh8H33Ptj6LKCwIyp9uFQgdBVAUYGwPiKPTQVCdQh0z04Z2KDCYTQswUGFw8RVCXgqHBZP8n1TwbCvXw7/CTC8vZ8mrn7oq0f59pQgldoVub3sAQkYKhiulaVlSQXDX3z1Z1qfVTBUh4RVMEymeRsVt+S5VwFxO+thJCPBTQVEpyzbXwXExnl5TCogFpX0MOXH+XlxtPeUwj6+LTW1jQqI9TFuKVThsLoo20eFQ1fhcxUOc0pVmPVFua/q9RE9LfuHCoqRnFxGBUXVoihA8YoS5KNConNOrluFRKYEQznX5Tn69fv+qvX5Q9feAIDDoSoBijXNwihA8fw1mf9ThcTQoHQrsJBo9QLKgqGV1XdSKgwSBeToi7QF+1gFWUc64kUCg0LvGTtFYFAozJoEBoWmLvURGBSaDxij/dylwwQGW/u9FiIwKOQFlIpTgVDVRjlhTFtZyhIgFKodNNOMuJUwAUKhUjVqQCHAwTAocrl2JUugUEgfLhR674jpv/mHl18b6CM4u2m2qQqGqtrazWPcWMwQMBRqzpltBwDhotnHeu5YIFAoVH68ywBDgMOhnvMQ4IAowJDsy7p5viKbIQKGQtl9wQmwVUAUSl8297mws0HgUGigc9MYbgYAr2n2x5DTJHAoVBmrEDgUcq7HCRwKfejaGwxABIBzS8GW2eKmec7C2/jjWki0+i7LgqGV1bdLIx9WINB/BoUK1BG+mfATDNfptRfuqqCjjVoD42H+oJiaoEOQaT9Jc1lzyL91ZBpPXKa1hUeHuX9UKkKB4p7OCQBAb4RC59PFHfjy1D4yrTTPH5ztw/TBt7GRQmcHzflm5Bj0FVFyDI7cfh0AcG2B+mDl/ONfuU6HehPXw6h20KFA1setO7r/WEe2iB8afsrY/oViP1JhChFfmuTH2dSAIRmv4v17v0Km/dG1ewEAu9poCpl727mv5f7YHJn+3ya/F4UaPT8ioCca3ia4A8D6Gm/rTq1ucsMNoaIBndvg+92u1ale8xM8p6bpcVU7PTQ1vsocXiXbFUo9G29ZDFWxQhie5vvn+P6OTAu6cddiCJWDg4P0JNrJ43w/8krUuRoRDgCu7/uXvEYPIlQH4it02c03+5bkBt2+E3HRnqFAu77J/V9He+kLwexXefR+4zA9F27DwZFher7f3f8oAODx4i4yfabEfWRHk3Tdn5k83KrjLdTo4+0dH6f9pnGYXxd1pXb01I/9R1hZfYdkwdDK6p8jAoOKQiUzMtILB3e9nt2mhWpxsiNgyeDIVrcaHIV5aNesMa3ciODdQ48Z03/7uTcZ0zKJCqp101rkhIKPIwgK05eigeXbmjsC/CgBuPkA/6vSNnAxGFxO7n2Hvm5Mm66a7XlqaQQbBbP6yy8e/bwx7WPzt6MjZjo4vq/3ocB9+IXL7zSmlQPacjuFAm7NhQA/PADIJM22XJ5rR/Z8gGWwzzwXzAXqwwEW30ZAuzdYYOBLOBZcgs+bDbCMlYKfO27C3De3pxbokxcL8GUFgOS8uY71wx68HvP49JcaANjYSmKkx7RkTi0Hl+k72G9awPdlg63iDsx2+/g/3h2wJBDOm21UHg2OwraQaPVtlgVDK6tvRXv+9lcAAPUtJX+eWg7Mv7TiO+SQYnlOWmXi/RIysv6DfXVDzm9smGNvQVAIUDDs6uHDo71pZbtKDjwVCv/XNZ4YO6+kpskkJGSoUNjp54pTh3xrSlqQrRWZxibqD3eqvmECDsMFec+pHZSWm2ZdPujVyFUhFQ5DfXIfg4IKVDC8KzkOAPibdZnG59TSSOuzCoY/eoAPCw9EpGX0Y/MycbcAw29ek1ahv7jzz1qf33vqva3PPTne/m/ov9Sa9tnpQ3JdSX7sdSVHY14JlBnOSkvubJ5bljafkT6NzpiEmnfsPt/6/PD8HgAcDIVUQCzezrcbmpbnnClMpwJie44f7/qyEgSjpqzxATGWkpZFV+kT3pwyTO77zMbW5O9dZXZMMUaX+nlfcXvkemPXOBTXM/J8N7vl/MQlubKBr/l9dUz21fXDSj5KBRKj43yZzB3LrWkbW7JPqJA4cZkPC0dysv+dGJYpgkoNfv4uLkoL//ePyZyJf/fEydbnd53kfsCfmZQ+u6oF0SnLdmK+gdlTLovKsLwXMB/KJ3/kA7Cy+jbIgqGV1c207xO/bAxJhSMuqtN0+O3IbdcwvmLmmNvXvYSLS71kWnk1gXCGgl5neyHQUhhur7Xqxgox5hlDiACQjZvWo5VCiqSAuZHSUXO5Uj2CQsW0VlUCciA2r6UQXzXvK4XdDSRmqMUsd88C5hdMS0wQGCLaRDhuDsEGgeFfnPxzY9pnt47hK/N7jen3DT9tTHt4xVwOAC7O9RrT9ITfAB+avv/w48b0b67sMqYt5dPIJU1fvfaYOe3SUg/ccdMf7vvfalqAP/5kcF4+J2m2oXPN9HNMzjOwt5iW7PV50yocy5l9rpqPwVkP8E1cNS19le4m0jN0enGwiWaX+SLU/WAUWzvN/lXdZe5D9nQc3U+Z18i1f2Eeb1AUdWbaw8ZbzN/XNwL8bNurOLGD+rI+enYMsS7zPNarYTTLtG0yPQXjGi9uxRG7au5rZaCO+Cy99mpjZeP3Xj2Eqff+gvF7K6ubyIKhlVWQ9n3il1ufVSgM+9UXVCg8cts1ACBQuK97qfVZQGF5VVowVCjsbOfWHxUKw+1K7jf/hq/6cKlQuFmQD4/hLm56UcuFqVC4tKpEqXZy62JnQq6r6soHVqnOHz4qFOanuFUj0id/o+6XyAuowmFht4QRAYe5e2SErIBDEqzSNC1TKhhmM2p1DH78IhcjAPx0/5dbnz+7xfMLqmB4Vw8/Z30xaZn73xPSOjjcztvx2gPSZ7N6WG5TDHlHsrJtVV9FAYZfmZf+mmpJN+FfmUpJoFEBMRtTrKL+LevSkrREqYBY7+B98p23P9Ga9unLR+T8PD9/TBnuVUsQest8vmrNTc77fU6Bw/xzsn82/KozYQX+nF3Siln1t6nCoZuWEC8qsFS65TQBh8VBxSqowGH3g9wilx+R++kpXaba5R+f4gOZPc37hgqI02+T16EbF5ZspTSiYkHNTMt2EpAYfVpeW8VRJUq6nVsiVUB89KxMUq9CYr3Kj18FxEyPbD9xzavBSSokVgb4MaqAWPODgVRA9BRLvIVEq+cpC4ZWVgAw+tHfIENiANDblsfSFrXQvHGUDw1OF+VDcrPGb9i5GLUunHt0Dxrt1EKT6Cy3ho6Fag2HJD8GuG8WG6TWhn0D3HdJr6/rTaaQ3E8DQ7YWMgilNYuLBxwYNnOxrVdMP7D5K91mpYu2OqJJ2kapRBX5c53kAS3UaDf9zgZGV4xpS2d7W6AhFF0MozZI918MkzeVK3jdL1V25+5rrWmnZ3jQwA/vp0Eonxg/hu/Z9SyZdinfi5kNGuySS5ax/NAAdJVGTAtWqOSAaf5rXhPo76ZBPRHHxcySaQ3e079kJGYGgJ5MAYkw3d7x9hn83eVbybTKZgwI8AUMyoXZWE4AujvCRgRMS2Td8zhQydF11vxdrLUpaVz8rkBS0fjwpydEZ45nWIKjuQoas6aPJzONwOh8xnxWlfoYvBCMgJpGykMjRVcSX3IQNYOGA30u48sMVc2Q3T7eRDNM9yGab2JjDz2mrmfqmHuPaXUPP5tCeYD28cimA3eInicn4iKuVXTJL2TAEvS3jp9rUb1u0j186L9UoBbNZjECRGh7DAyu4dE3/6axn1ZWsGBo9UrX6Ed/o/VZgGFvm/TPE2AogBCQUCiAEJBQeO7RPa1pAgoTnYolyIdC1T9PQKHqqK9CYRAQepOKRVCBwq0F7g9GoFDp8QIMD2QlIH5ziVvF5q8owCmgUAEJAYWphASh/Dnp9ybg0Nsh9931fTAj6/J4u4/z41k6K4dm1QdcdJFbUVQwFFAISDBcV+rXCjAUUAhQMPzEOLcaqmB4KS+3L+BQtdoJOCwNKQ9l39KmBhcJMPSUZ68Aw4gjAUkFw3t3c9/H2ZL0K1MBsScjrUcCEI+3S4uoAMTKpgIBPiCq597x80I2lhX4F+d0QxKVCoc9/ii4Coc1hV0FHDoK/wg4VK2CKhyK1C9BlU8AtAAxpETre/5vhr8s11Pq4X2j1BdsNRSQ2EjJTi8gMb6kbNu/ZFylWcRxxZflulVAbB/n61EBMZqXxysgsesZ2f4qJIafldesgMTIptwnAYmOUhNaQGJ+Qfp5Ckh0lETc4voRcAhIQGwWFXL2AXFgUPpOWkC00mTB0OqVJxUGhWKpGgFCgEOhCoQAh0IVCAEOhSoQAhwKVSAEOBTWAuq4bl0yLUn7T04a0y49NmpMS+7faMGgUChdN3r5geEFAoMAB0ICgwAHQs2qFE3WCAwKqVAo1Bw1fapCU6ZFsvv4IgFDgD/cBBQK1QbrBAoBDoYqFAIcDFUoFHICctHt7jatljMb7Yav3/JDAxQKAcDxjIhz1lMlUAhwMFShEOBgKIBQSAVDofmtLAFDgMOhCoYAh0MChgDQCBmWYifsUjAE+DneMH1Eex8znwlbI6ZFstbmETAE/MomadoQXsI18gF6FYdAIcDBMFQ3tz3OyQUVAAAgAElEQVT0VdMncuWoud9BFutmhAIiwCFRBUSAQ6KrNU+tzSOACHBIFHDY2kaYETgEOCCqcCi0dJu53/r+ARwQVTgEOCDmteucJRoEDgF+DalwCHBAJHAIAJEmgUMhC4lWsGBo9UrQ3o9Lf8FaiZs21CHRvnYOhMc6r7emNX0/nWfWZJUC1Zdu+jyPUBQ1dQEgpiRMbvoWmJiSGJkxD5tXpAmC+Va5doU9+35kEgDw7BW53bCfA5CNyKHqugIETlGJ6PWtV00lUvmdt/L6ylMlCaCnz3KQ9ZLq/vn/w/JB1+7nFmSfkhC49hoJieFZP1rU93NzFJ+7ICCMrcv2qnT61jf12e9v+k1vPdOadGqRRxFvPSX3oZVQW7F0hePmw1iAYRAMAsBoSj4cz6/3Y/6UTEhc6+THlL6m+F0O+Dn7eiXYeH6yckdpt0Hf19NV/A7H2mTk68NXefu/dexCa9pEXvqoTq/JfjKYMxOc39XFSx5+6trR1rRWZLgCSSG/HnB4Ur7M1NuaxKdOHXb1MvJk9H2J97uNPUpEuN/ETWX4WFj2wodl/y/5EfjhvLKdft43wvPyx2wX71+xxyXol3v89SmRuX2PyXO7cEfEn8+/q8PbalJvMSRd6ZLHF/KvuYz0PEC5h0+r9EkYS03x6ye5INdd6TCfl4kVue5Ggs+Pr8lpq4flddj7OD+GxZOqpZb/jym52YtDHrknbLyVt1FYScRdHlYuGt8KGFZyhapW+0TCHNouLPJ1fe8JaVV/coW/WC0r2REmfvi/GL+1etnLgqHVy1cqEG6nvvY8AUKAQ6EKhEIzz5r1hBMjZoUL3VIEAFtXqR8bazBy8wc4FKpA2Fpf0gSeoGoXbptpXTm5/5ox7YnxUbovjMKgUO6rZkSkCoUAB0MBhUJOtnZTKAQ4GIYCcj2/6c1njGlf+uKtxrT6MH3gbQeGQVCoAuGNthHdCsgnd5z6knouI1AIcDB0tcTZY23LLSAUUsFQaCLfRcAQ2B4OVTAEgK21lLFcdC7AwhYQ+N1INQkYAhwOVTAEOBw2tWxKzi3m/tUuBSc718V2FQkYAhwOVTAEOBwKKBQKlykYAsEVX/QE6QCHxIx2eawfNZfrPhUQSR0AiZGi+WgpDpjL9T5eJ3AIcECMaYV7gtZXGAzoj7tM8HMS5oW1HSCqcAgAX5w4YCxnAfEVJQuGVi8/7fz930FkiA6nNN2QkdqktpDE9939JJk2lljE31+/jUybmu1ESBt2ayZdpLopIFTKUWTSdDhyc7qtZRkUim6GkLpOu+HqHQ1ASRwd2uRWKqdfrk/UpK1OakPHdYa6ltpj3655ZKN0uO7Mo3vhdsmHw/CnOR3MvlPxI/TLcqW+KB/UeSXLSn1IC7RohIB6QPDDulbxJeIhsUSXK/U1jYd/aG8Bbxi9TKY9vTqI5SfksHOtm4Moi0sgbfeTFRe0ajAd2RK6krQvBEFhLFTHZz8vcx06BzjwO6ck3DT8OIn6PiU62c83qZdm6+ugw99zK+2Altom+lwSZT+g5e3HnqHLl7NGiiMdDqd8n0X1gT/Wya2STyrwz/K8L0WUpMnhA1uoXzbBrd5H4SG0GUFUSybdjPmWXsVanriNRy+r9YG9J9pQz978dutUGSLa+1U9Yy5X6eV9M74gt8FcMzF2JM9QPsyvm/hz8gWl5AOUsyF/L5Jtp5Rc8I0EQ36MvuykrzpILGvbKTaRH6b9vNznIXuF7rcIEi71Kzk8x8qIXqYvT7X2JrJXaFvnRz100HgplLsYXM2DoNLvGgE/4ZUIvGF6P+rO5Y3UU8PtG9iTWSbTzqwMY2mDwnr0qTSe+/WfhdXLXhYMrV762vn7v0O+R4aKaLomrDSWTQvYz72RVrn4++u3YWqW+s6FNiJoJjWrWNp8I2+umUmpY6umaaaiRdsi5LVAsLX+/nILBIXq48EWmF230/xp2WgFZx6lufgGvmFaMZfvD6h1e9nMk6erPlQ1q2IEwKFTMKcF+YKFywyhvdSnrjNDYW75id4WEKrKDZiWqmiYLteVLKI3Tskj4dQRC9Hz8IVrB839PWe2uQAUVYO7TKvkwqrmP8g8RJ+jUbjlgEjntx97BnNlut2nr+4wlguqrXt0yKx2c+bMHmNaYoi2R/1yFj3HacWO2fkcQpuahS7AGpc6YoJ2rRGG9wQ9/iBIdKrP7xkU1OaJWXrNuAmPwC+AFiCqagbkyYwFWFXVZNwAkB9zkb5Kf5udNPvk0kmzk2evSEAUKvWzVooZ+WMzRyILqKueWDSnFUfpvngJF2Gtaow3XEZ3jp77XNxso62qea9c2kgj+hS9P1hQfFnqWwbD4HpEVlbfRd36vt81oNDpLxtQeGz4OoHCgb3LGNi7bEDhs8VBAwpRCxEodAoOHK3+sVt1zLJ0bXUDCit9DRMKG8yAwtRsiEBhuRBDWUtB4e0oY9ft0wQKL10cxMSTOwgUNrtrBhQu318mUFhZSaCykjCg0I17CGkPbjfmIbRsAvC+vSaQGAq43STnQ4hu0Bnv3mcmh8ZesxxdqsecpidgLtciRjqaZ9f6DCh8YHq/sS49YTBgJlIObzkIb5mgMReQuFuHwsiJdbCoCxal5+dzT9PhYSB4mLwnl29VWBE6c3a3sdzQfrNEW/UqbafI3i0c6pinC5UdNLXyd4fumTDWpfrNttYf8BLTRuNukLrOEF82FkPX2eDyeqr6vmY+gjrOe8hMacEhAS8sobiLWLaKWFZaeasDdeOlpdrhoXynfGHJjDtgLlA8Lq+drVEHW6MO5u9WorqfaMIDtUBs7QaK2jBwct5D4pzmctFTRTOuBfA4HoZuoeemcKCGwgFq3Y10lxHplvvGyg5cLW0Pm0mg8jlqiV6vJHDhygAuXJEpmrKxCuYmaGBaT3sBxZ0U0A9+4Pdw7N/9LqysAGsxtHoBdOv7zBvQ1uvNygTHhqnP4OkzezCwlz6BjnbOGb/7ylWz4oV7Xcuz1lc1IJAVHSOS1ysF1MUN6HmZCc3qcdemAYFOxPR7CiyZV3RImbChTzmBVsHKCn0YOQG1iPVKEM2YBzdGD2DPrTRKFgAmnjIjg3V5jAOhqne9+yvGcn9x4Q5jWm09ToAwGm4YMNg7vI5yjVpKElETrO7uvWoAYUOPGj+fMWBQjwQFgN5jiwYMhrTzFr2QQOQEdSTLb5q+mF7NwU/e+VDr+6n1UZyf6yfLNCoRDPRpTmmA8TC/9ZYrWCrRcdm5Z6ivbGzXFl49fNVY1wOnj5DvoVoIt9xKx0mffWQPGknZL9p2ryN/wYyy1/1pARmsIVTpNqFwc5cJ3am5gESHmvIjIRT30eF9/XwAMKzy1a0Yogum/19TeTFJPJZG4YR5XQVZ+9ThdoC/G+kvW+GAkt/FEdNCOrJniXy/frYfbgft1+kLUdROUut7+Kw5ChDdMiZh4xgFzQO753DxWXo9B9V7z501z9HT/9/7zQ1YvVRkLYZWLw3pUOi+Yx3uO+iDsV6OGFB4Znr4plD44BeO48EvHCfTGPMMKOw6AxMKw00ChaFwEyEtECE3sGlAIUs1DCgsHK0QKGTrUbB1CoCNQsSEwrAHlnQJFMZSNQKFJ4emcHJoikBhYjZsQmGTIbFIp3U+56L7qZs/jHWfRgBodtGHjZtoGhaRIH3kc683piUfSRtWwraEuU0dCoNUqMQMKCzMmw/QoFJruhrtrgGFpIqLLx0KAaC/18y6rFsQ78hNYkDzWQzH63ADLJq6giyIsV10XdWrWTy1PHTTdenWQwAYuoNaijev5NBoMy1+uk9ckHofr8OpajC9aYJIkDuCrnrKQ/Q6vU68tWirNnJruVq4Va0HAGLZqp8gW6kMEwLYhJKD8M4CnLCLZl7rZz1VeNrLU6OzgUanhDwPMF6wGkmgNETbLDUVBjQImz9Fo+aHbpnHyDB1YSgcqMHVRkwatxSM9k8uukgu0m22P03b68KVAbzuBHVwZA1mWMjrKYZ6ivZFa0V8ZcpaDK2+49rzt7/S+px9UEKaAMKiH2hQL8sb9Mm9PMzwzDR/01WDAOZXuM/TW/bJSFABhN4+Py2LEiDQmOEPgy4/SHbxDcpbvP/gZ366FxUGRVJn4f+2Psu3y1JKlYKzcmhbJAcu7+cQosJgqIdPaxRE5l7/Bqw8NJjywA4v8N86u7nV4OTQVGveI09zEBK+WbWc/zsl5UtCyd3W8Hex8zn5AFm4k88X+erEELKAwjOnZAkwFQpDK3y/3AT/nUgB01DY+90/yK2GAgpFKhOAQ6FQ/fW8Xbv9XH+TV3uM48j28yHWwTa+7FpZbkh1vhfnW0Bh3B+Kq1WUIAp/vT3dvC+tPiOtcmp1FxEMI6DQ8c/3nTtl6Ou5Jf5gz89yK2f/bvnSMr/Ih7xVWPy+wXMAgC/MHwIAzK3x33W2ybZxlD7bleDTnzk3CgBo3yHXlfZLI64WeFuI4eSOgxIujnfLF6tvXOdRR8UFfh3cd8fp1rxrRe5ysVnjoDV5jg9DNhNKX1SSN2cm/X31jXhqWbuEbwhru8ZfsNwYb79yp5Jgu00p17fgpwzyN7U1ypfLTvIJaweVII8hfswiAAegfr/Cxy90nXd2UdavPitBUPhVemIVo7Lt6+vyOg75ZS69Td7XmW8ZbGZkHwmv8pWIoCsVcmtKdH/yOt/H4m7/pdO/7qPKvvffwYeXZ5b4S4maokpEJTt+wB27KK8fcQ7ax/n2Sr3yd5sn+XWsltJ7/eGLAICvnuZ9UH2ZbGT9lE7+S64aSb25V36+9h9+DlYvGdngE6sXlw59+oOoVuibeCZdJnVot661o5nVhlpcBielJfZ1mmjUlWoHEwl4IXr6m3uLCGnT2j9tpvyodISweUhuM7zlwBvSElinzeGljQ26rsyZOBra6GF5wDUczPVgF4Q9s0RdkyGyQd/e77yXvuE/cn4fElO0Pd2ER8qYRYoMydtWUHukiyxX7mmi7zHaNrNvpN9vO3QVIS3a9tnFPtMnsmgOrce1ZNbVbpfkvUvNsMCxifbvp1aqyas9tLayD80H9sjlxud7ENP89NyzbUZQQ7SzgkZNtumrdl/DxAZtl8Vpc6g0VKG+qPFcBbcN0qH209eHUVumVujDh6ewWqbTFtey6NUshJloFZWGPI8Rx0WhZroT9CbpMOKJ3BQ+OXmLPL6wi3yZnpv7x07jUzPUr/F49/UWGALArf38WLqjcv2X8r0oN2jfujphpnQC6HDj1i4ZDSzUd8oc6i8M0P5R6WJIz1CLYjUXQk2LYFaHtgGg3t407vrZcb4/VeVUxtaA4iBdMLHMUByi29QDZuq5Bu1/AJI9RZQXqAXa0yyukZUwnAr93Wve/hS+dIqeCy9mWmqNRPA9DYSUF8+2bAlbBdNNITxO+1rslnWk/4q6YizeychL3bGdM8hF6b3t4at7wK5r6x8qI35Grj9S8LC5j7ZnbC2Ei79kA1Ze5LJDyVYvDh369Adx6NMfJNMy6XIgFBK5zIBCx2kGQqGq5t6iAYWR0xlETtOnTKUjRKBQBBuoUNhcjqOpRTzXXQd1V7GYnIkbUFgecAkUhgus9ddS2DOhsMkIFLYdXm39CT1yfp8BhW7CI1AYKbIWFAJA9B5pOSr3BAwb/uw47jgigw9uO8T90prKkOaziyYYtOeKyA3J6OHcOQe5cxRoqwERx3zl8uPmPheb++hyLWvhDTQ+by7jnjUrjkQ76bDxq5T6y0J9qTxuOSCtsKFKCKEKvR3Gc+bw8+nrmq9WzIUX48fSmSihM0EdzRbXzOCNuFY7OR2tIR2VD/DB9CbCIbMd7xs9S75nAqrY/MDwM8a0u4dMv0Ndej1nOF6rbOCNpMNbqTuMUreEncUTkcAcgIVh2dZVv2RfVIm/ieaBZEDErvqoE1AIcBiM+UHV1Q4gNcuQmpULl7s9pK6HkLout5tYYK0/AIish3mqKeVeUlpKIdFXQKJPgnR8NtL6A4B6VwNu3IMbl7/72ueO4013PIM33SHPR6jkGNV26juqqO+Q5zG6FEazyP8AYHMriWy6bLyshmr8T6h6NofC/Vso3E9fRISFHwCevjaM9VoC6zV587p31wS8obLxcly5VUnCn2Zou8T/VO3/4O9h/wd/D1YvP1mLodW3TToQRsPUitNshggQtqyFipXNSdVbwyZCjbpDgFBYC1VH8lDIM2DQ0Qx/KhS21jVUNmAwtYPeXIt5DoOt/fF3pTxAH956oEetp0H9iwQUKlaJyIZDQBAADnQu4JHz+1rfBRSqed7cKAdCVQIMAaD2SJcBhSdeRfMKnjrH058IMASAEPMMKFSrvgDA+vU2AwjLPcyAwrbnNGf2EAwgHNm/QKGwyQyfrAN7Zg0ojMXrBAorvQ0DCBs1h0ChsBj2pSSBnL0wYgBhdJD6P942OGMAYW052QJCADgyRn1iV8tJAwp7O7aQiVKYczVHu0ItisG0hO9Gk7fhiZyE2E9O3mKk8smXY7h/TA4Rf2rmKBlOBviQsrAYCnVHC6TWdLkRwdVrNNoVAWlWnDw9t+ESQ/YqPW/J5QYWT1BLpF5+Lz3TbIEhgJbVMKrlQ9T7DTwKhrqqHRIUAWlBVF0sikNNpKdo+5f7PG45FPKv1aTiE1teSCO2rGU00PwNhQXxNW+XSae/dOqoMaLg5bSI5OkYv2/4EtbDtqyWa/UUzbrQjHKroZCwHi7eKbfX7Krh2E56/nPRMknW3rIeKqAYP5NEpECPr9JNj8NaD1+UskPJVt99/cDX/y0AYHxV+mrdOcAfYGeWZOWPtcUsQgUlmW03fzi6SsTvkb38hnVpgQNAxK8x6j6jPPz7/IL17b4P3zgf3o0qOc+Y//wQb9PFYbObRPwqGJVuCU7R/mJrm4AsNZW9yPeRJMr1fza0lztVLT4hQerIveMkKfEv3fUpAMAHH7qvNW10N087UqjyocCVRR8gFGBkvmUhUqDHxpRlKj0UdLOHJGDmCwk0ZyVMv+E13Nq0WefTzi9K5/f93TINykIxi/Wi/J3jNBEOyXbK+8NamUfkMpt3+/5MfjBNeIs/bFPX5b5u3i6c0hSfv5QLKHV19+zhNaAnrvrtqfh7hn0Ie4tfYeQrn5XJy70Q4O2XFp3aKof4u49JEA6EwvFh0i/79/PzuZqXbgPCWu34IFYVQ+sKc7OyjGY/PCIDomq+pXligV8fIz2cVCKKNXDTzzOnWgyvPjOI4yekRbczxqFkOC4f/F+Y47ka1aosHYkSXt0po43P57m/YCbCz88DzxxqzbvnEG+bpTInMfUcjy92o7Ylh6kTOQ4J5RU5vOj4fniY4/svvBByigdEYYfvf6c8nhJLHmrtckKoRmFRDVIR/ojpWd5es2ocEwOylxQfQ/99U1RGyVyV7bJ5Sw1tZ6XlrNzHt6HmNyz504SVceuQqBmobLLK15kYlH3NO9MGT2HfltXQ/9fcIV9W3jDGffwenuQgVp+T/SyxI49SXra5F5CjUeRczWY4JIr0QrEVeawiaXnsKPdJ3Zrn51f1J3R9f8Lj+yYBAM/M+AFLiivJwUF+LV6Ylfe2dKoC9gUZnFXNaT6bAMrDvN2mfvw/Gvtv9V3XtwyGAbk4rKxuLgGFQgIIVa0tmsNoAgqFBBACHApVOBNQKICwtY5x03eQKdy2HRRGlLJoAgqj/dQ6JIBQlQ6FAggBCYVH7qXJ3QQQqhJACARAoTgOZagpUmDkuAQUVnrMFBhkf314Cw2W0ZxNtKDwRlooyv3IpcrYUgI7Gs0QAQdVAgqFBBSSZW7XqqyklIOKeECdtaDwRnqLVnZONbaxi2l4+wstKFSl+xaeHTdT8QgoFFLdFwAFCDWxMl3u/NQAgUMA2NPHA1PqvvVP/FcBsVCLEjh86jSHBxUQZyo5AocA4ISacJshdPhD2F9f5dHLKiDm6/EWHG4ncY7HFznERv3cgAQQu0oEDgEAA5UWHALA+iEKh6oSS/x6jG7w/42kHwDlM5tuTdQ1+KAPh/5lvLXPJXCoKr9LAmLb2Sg2b5ErbzsbRbnPQ7XDBMTioIfULEP22QiHQ9HHlO5fnuX3CAGIzGdIL8IthW7ca+1jaDregsOvjO9vwSEARAb4vUcAYjLD27yUj4HF3UA4BICtfBLZTAltu9exeSWHql9DWgXE6jM+KftWfDfJl3FKIThbDtysi6cujQLggPjMzJAkeAUQDwwuEDj03sb7nwqIzL8dqYA48ie/ZeHwJSxrMbT6J0kHQgDojNFhji+fozU6nYTpL+UtxXDo1kky7eoqHR4pLgXUi9WGcGIb5ktRuXd7IBRqHqVjVdU108FbH/YZ0vKPAUBPkq7n+7qfNpb585m7yffJ6W5jGVag72jRzYCkzF1aqayAhMxsxEym9rrddAhZDUYAgPZkQMUErdxWuWSCUbNp7qMzTcGsMUCf9l7Ab/aM0MTNE9OmL+HbD583pn3587TkYbWbAnPvqFnJY3GO+rYODgUsE+AX2KjQ88OKZiJ0XXuH6HEJIFRVqpspeZYu0v7xxrtNsD+/RvMhtsUo+LVHzXP66AUz5c2+XTTh8rXlTmMZ3bWjVtXyA86aMK5XLgGAuFaKToChKr1cXbRAtz37BuMniC+a7arXVG5mzJep6KIWzKXFALnt5m9Y2Xzx0bffyJiPpuaw9gIVMdcd1tJjFbUAJ8Cs1OQF5FzU2z7Q71dz13CSdL2RaANjPWbWcj3JfO0xGsBV2mleBxYQXzDZoWSr75x++NH3tT6L4bG+BAci8bAb8i0ZH3nirtayCX/IVzxI1JvYoVsnce6ytNykOjnQVCeUmrZZl8BPyDc8iTfT+Arv9+VupSuEgJ6j8oG8/nX+tsuUe657jO97VVhD/LJwTCSxVe7z7cN8SEakCNksy4fgWOcyeuJyWOnODLfu/M387a1p5UYEkzPKg96jVkExfKwW8AiXWOCQsToc5Ci1iZsRIDom/SLrtTBJ73Mgx61xt2WkVfcPLrwOAFCr8sYUlTfEMGpEeXAV80oqD8cDU6yHbsNB8mkJ1cIKI84NABSOVtGrpG5ZmOfWhviUfBIPvWYGV2ZlO3kuw4FRCS270nyY/POnjrWmtVJ++PWQq35ux0QP70vZpHwYV+sS7DaW0+gdkPsTDtHh8tkV/vBzlMjP6nCNVLYRCYJFhKr6wG76LxSpjNz+YNsmiUZ2/O1dVSC4r38dixPSuskaDOmd0t/wzoHJ1uepAn8g52u8Dy+v8yFDYZ1cyEt/2/2d/IXm8amR1jS3FCZt0B4v49JF6f4h/DXVx0M43ERaCXhZ82vwhmZk//BCtDJKqY+hfVy2bUUZRhY1h6P+IVY7+cbafaNaZkapaJLjbbd4h5JiJd2U1yyA2HoI8RW5w7EN+XnJvyTDA/LFqZaPEv/J6Iqf/slPNyMqI7mahTuyKvtBw7fEdZ+W+5UfZkgrNdQ3/Pfk1nvBgOwXIf9FKuSnpar5KbuE9bByTZ5HN833o2tQ9on1zRRcJQ9jyAdXkW4otuRHbfdSv8lQWt5wmv5LT7Zb3suKxThJGi4gMe7w36nuQ2X//u48xfe11uZbhDv47287IP18P3n3H8HquyYLhlbffqlAKNQRpRapetNpQSHAwVAAoVB1hg7P6lAIAOF1apEJgkJPc3ww8gJrUAgAG18zo2tLu6gVi2mRgu2jZrJi1ZcLAO4eNCNdJwv07fmmUIig6gkmFOrJq1UoBIDwQbP8QWeanqcf2XGKfP/tp99k/KYnlyf+dZFIg0AhADgRan0IAkMVCgEg9SZ6ThbmcwQKAaC6m/aZIDBUoRAAoj2mdVRPWaQHzgRNi2tBUguPDkBXPauVNwt7JG2JbslpuoyAIQB0psz9nbpOh7l1S2Rm2Dy3/Vk67epil7FMOkW3vb9z6YZgCACLk7T/Rjsr0B8P7RlqiVzbSN8QDAEgmtcCF9pZCwoBDoYCClUNf4m6IEy/lVrH3Kj5m7Zx2vdUOAQ4IN4IDgEYKWucgnNDOASA3HPGrhj3p7XD5jIhrXs2BrQqLytmKqPcPmrl1uEwSLEl54ZwCABprb/qcAgAR/qpm8T4ancLDAEOhwIMhW65W+sQsID4XZIFQ6tvj37yyXcDANZq0lpy6jwfgnrbrTxJr24l/PSULLlV8atVJHwL28YEf9iE/CCDhhrxJ9K7+AAokiY7/luvSLoKAJF1voxIj9GCox38QdWjWMhWnuRRlSKhbdh/lm0d4vvkKJafZoSvj/nRgW1t/KGxvuoHn+T49w7loX6gnYPOw9O8XUY6eDusVzggCYuYKvHAT03z/+VecayKI77fHjE/hqQw4r/1r/oWTaXH1/2KDvWsH2055Ftwfd+4PqX27swMHx78wN28pvQffOQHAAC1Y9zHSa3TK8CwsuFbMuL8fIkh4HCMf+/5eyX4ZCffpngI17J8WWE97LhNDsEXvsLPTcPnz7Dv4lk86j+UlGPcv4NbOqfXeXuW5vg5+fHXPAQA+OhFaZkV9ZDFsGfFT+bcNsytKypMiSTZ9/RxP7wnVjgwDaU5KJ3+0kG5E36j18XwoO8jK9KJMGFtVoJohB9t0w/GSQ3w9o37QJpSfAmXv8ohtDTm9801vl4RRBBdly8FIqAgv8XbXgxVX7rKh5UjSqqnw4P8AT65wa+/vgzfh8t+dLcILgCApSJv16VrvJ94/jEfP8xfftQyfiIRdPcO39fsbziUrvtxLVmVAfxdL3fxtmm7xs9NsY/PqPqXiWrNb/qwVx/mbbjrz/j0qz/I7yvhomI19yN/axq0CzisdMpzIqyWwi+1+C95v6gKa5cyXF5e5e3LfBcYkbtTRK83lXyE6Uk+T/T1Rsa3IJ7iy9YySgYCP7JXtyA2e/ixhuc4+Cbn5W+2buPXhciKUNzhJ7r2Mxy0KwFna+P8XAtroYgcdzPCAqoEoPjTmH8szD/+kO8vmtwnXxpEAEu8i99Iq2wmO8wAACAASURBVEXer0/smQQAzBZkgODqFr/uxGhMeIW3r3CnPfIa2UHiDr8e/vrOD8PqOyKbx9Dqny8BhUKnzu9uQaGQ7ielQiHAgVBAoVCorvVPP2chmZSgN3cVCgEOhHrONAGFQitP9ragEOBAGNZcrVQoBDgQMi1lhIBCIR0KH57evS0UBun5QmFslUJhbDXUgsIgCSgEgPL1TAsKAWDBH1oUUCgkoBAAok+bPpyAhEKADzOpfoGNanC8mmqZiW7R87T2JIcRAYVCYRr3EygBhUICClV5mmlGQKGQbmG7p+9KCwqFBBS2xDxK4t3VFhS2FmkEnxtvmVq2inMZFOfkkGCxFkVRS2qdHKffQ1VmWJNbAQW+Ll+n7Vkvmlaj0XZqXdrbb/rJ6mJaex4e4JZbtToIIKEQ2D7gREAhAGzuDLWgEABiZmVBvp1h2c5Xf5TOa6T8a0dJKB3VAp42x7a3GbAm/0v9LYeZWKyOWKxOys8lOulNQ1Q6EiUgQ9UQQlW6TRHAIhK7L9/RxPIdTWItradpu+qpKhsDVcNimH1SS6U1HUJqWm5749lObDxLr/GQ5gfp5B0jvZD+3dPK75UutaN0ifY3vTb76YlRnJ4YJdM6s/SibnRRq+S5r43h3NfGyLR//dhPwOrFJQuGVviJ0+8JhEJVrB66KRRuTNMbyfpaOhgKyXoZgUIv4hlQyLSbsNNdCYRCVfpwZnGoSaDQTTbh9cibcLPuoNkIUShshAgUTl7pbQFh6xgrCQKFm1+n+5G+EEVq2mlBIcCBUIXCxBJrAaGQDoR6Xdnkws1fBm8EhUKqtRCgULidVGshYA7XrR+WEZ8AkJ42oTCk+ahHZmLGGIAOharFAwAaU+l/MhQGKRAKb6LtoFBIh8Mg3QwOg/R84DCVpHChX5c6HPakCoarBGuacChKxQHA8nQOK7fRdjLg8OaltA04DNXMfr0dHN5IwmottPIv6DA+01YRi9URVnJDJjrLiCflCyNLNcBSDXidSnnIaogMm8bWGIlwBjggVpTLsJ5mJBF2yAXC8zHe/31t3VYh2QiyT8aNLpmco9sJgkNPCzDRx7advIPQinyZ8NwQ3F76knwzOASAhWWaZD4IDtkYreQTBIej//O3jXVbvTCyQ8mvYP3E6fcAkDVaR+KSTv74m68FU+psvuEkjwr98rMy4jjXlScPndzIOtbXlFqei/xm5/bJB5VXCpM3Wi/sEYO3F/YQWZMQ1fCHTNEub1hOpElKjS0/2UsiClP+TbN+t1ymNpVupWwA0PKvaQorG/NaQSgAMDrKH56TV/iDN9nNb3ZVxZ+mO5cnIFje7Q8HKv6SiYUQmoqRrZH0SG7CsP+8KozSlBPNWzmwsaelpUlYGCIKy23ubZJSWyLHozsnXQGa2QZ5BUxdisJV+K/zVQuYnVYeLAyIzcnjrI36w7ybctrAw4Abk8dR9yNM1w/LyzJcYEhPy9XWsgxN5TyJtEK1nD98OFTFXWMy2fbTCzwYonpZBiS993sexJ/9o0xo5+zg56WhHK8X8dC/R0ZUtsUqmDgl/eu+/82PAQA+/vjJ1rS7j17G2UU+rFs/xx90/a+S/lTTix2t4WNAguH+gzzd0sVp6csqamQPHpC+ldcnehBSfEVzB/i1Vmv4LhKnciiNSDeLFgQrgQrhiQTqO+V3z2NIPidPZHEPb9B2JYhgZ24VTz8jo9D3H+L7q77kJcJ1zOd5G69O+TCu3F2PHb2Ks9NDre/NfIRYzLqe5Oe+1KsGgnjkXFf9oJOEEhxST7FW/kGxTRUUt05U0PlVCUyrtzYRX1CS0/vdsZqT/Z+5QGJRyesnSpMflm0i0l11nuf7Mv9m3u6ZTg1o/HNTv6IEgPRXEZlWUjn59ye1NGB0k6Ht9XKofu4K9zOO+dHL4ja7Nab4qFZYK+2LsJi2Pa74bjpAXXnnEfeNcr9sT4+BwKAXoi+UArqTY/JFqDTRRrIvuL019D4gr/OVWxhi60o6H7+PMi3TBFOG4vu6N7F6Sl4P1UHeL2NZ5TkwniZ+u3fddgkA8M0zPLH/5L/9f2H1z5b1MbT6p0lAIQDsSqwY8//Xw68n3z295i/MQApkNDOQ1i0NKIyYp1DPg9cYNMt+DSgRrjoUAkB0J7WClfW0DwE1Sw0HdO27k6Vv0joUAkBNS5Gh5hUDTCsFAFSU6iSxlVALCFu/eZpWc4mZcTHYOEIdxENasEpTS7uhg2Fl0EwxEZunw5K1HD3/vY/R9qknGYFCAGh/TrPmddHvLehXdPJ1NFfhqa/R1Eee1uWcHUUChQDQd4BaxJaf1qxq7WZfTvdKcKifayNQCJgl+w7spXWeVTAUGuqj5rC5Z+gyuQOrLTAEgK0FrVgwzH7naf0y8Sy14BT31AgYAsDmDLXo7D5Aj22jbFqBVieptZa1a0kGV6hFtOtJRsAQACJFen71QIvioPncUquV6GAIwCivV9Gq+yTnTEtu7ThtDz0Paud5rwWHgAmIAFDWLGe6xVu/1+lwCACr36TnX79fkBKavlR/QwCoaZmU6lqghw6HzQDPj/TIJvmuHxsAdJ2V69DhEABK+zW3Ci2lUeRqgGvNAXpvqy2a6XjUdrRw+M+W9TG0en563YM/R6BQ10cu3omPXLyTTOvdTcExORElUBhbcgwo9JSqJulsGelsmUBhs03Lx+V4N4VCr8kIFBarUQKFbtptpXQAgPrVjAGF2X56c2p7OiAqUfnefi6M9nP07upWwgQKKwMuucmHh4sGFGanFGtlnf+pDzXWXyFQWFlJwNFK/JVH69g4Rtu5rrFEbPHGOeuH/yGEjktaVO51CoEdT9J1RGiTGVp8aw1rr9HOlVZnd+3WbWooq9LA+dHH95PvbsYka3eaPuRZD92PlU0zYbmqUKqOUIq2qZ73TU/u/arDEzBkhMgD86sUyCKjFFAOd9EcgrGOMmIdZv5BVU0tn2Jdg550ZwkNbVhYf4WeOjVEvjvbJC8ny2gl+IS/ndDSqxsojJkvGKoqHVo0Pd11NBJ0R4c+EUZi7cb9Jly88bOvGQHC52kfGLhzjkTyrx5myCowmF9NIa8luo/sphdBMwJSug4e3f9am4eVUxQE3QNFuAfkdqJr2v0u7Rkvj5v76fFHt4ChN0ozfObQKjJKAArzALdDnodQA0bZv8IU7ZeJfRto9FDwX3it3G7XWQ/xZY/koYzM0rdxzw0hpFzz9V1lVPu0/nCB3qy8lEuT3Wsa/Z+/je975Ke2nW/1nZO1GL4C9LoHf45835NdxnxZ3hzu7rhCYLC6mCQwuDCfQ3KC3gjKA24rRxbA042oMMhSDaSz8iFXvNZmwCA038HIukOGPhqav8tg/zqKVbkf+cs5AoIAkOguoX6V34AaGdcAwa21FIdBX5tH6nC0RNFqOa383SW4enJjrdpFqMIQHpY3fOepDAHB/HCIWBhKg02wfj3hrUv8d1KTSuR0mEOhqtQVCnPF0QaBwnqmCUcJXqj31jH8D/K4lm8JG1dQZajegkJhmVGhsLjDhae0d9+Xw1h8q2ZJUoabc+f49lQojGzQtmMuCBCefMMFAoQhP8hAQKFuDQW4hUQFwt7OTQKE3rUU8f0q7GoYMNgs0PYc3bNIgHBioo8A4UYtgfHHlfQvWl8F8+BE5O/7OzexvCX3qT6Zxj330KTdj06Pku/VtQSgpN9x0nW4SoBJKN5AOKq07VNpsDuoSTkcamJz2r/W/SZQX8BG7riOfFVa5dxmCKsr9AEejsu2cn0LJ2kvzQEuPR4hiaobSerzF1/j86p+ybtG2oTC1CxDdkreL8odDkp9ch1eiFqcGynPsBY2tVicxuECBjultWxJOR+N57KIH6Ftt6XBYaa30BpeBvgQs5plIboUNgLkInm6T113LGBpXbZv25foi+vaUY8k5PdCQL1Ni7q+6KDnPg6H17+8A/G76It7/tlO1JX+6KxFkJzV6rgrbBi9ZR35dc16V6fL9z3koJ5Q0mh1MxmpD6A+WIOj9MWmy9As0ftmbEE7IQfypKIQKzqAmoi8EMbRI5PkJ/9wzx/C6nnLWgytgjXyZ79JvuerMQKFAJ6XhVBVMwwChZX+BoHC2FKYQKHrhm4KheFNCoWDj9Dlo8k6gUIABArvODqBcN5pQSFgWgfZgzkChQAIFHohCoUAbgqF0e4SgcLmRJpAYbEvZAw7qVAYvpREYzNKoFDPW1jeYw6n69IthY4W0dp+WjvugFWqlkIv5BmWQt2dwIBCTYn7Fm9uKbyJlbDR7gZaClXdzEqoDx3rUKgrVDFLAOpWQhUKA6VZEIOshw9f3HvDVejWw6iWU+5m1kMA1HroAaEO2lb/VOuhbjkMkm457H7nDPle6WBYO6JY2M3dRrhMASs7reUe1XbzZpZDAMAktS6Pdcn7XPjgFhpuCBXFhzjbS3csv5hupbIBuBWR1WT71noaaGovqnWt7+pWxM03lUhanY5ntOC8Jk1ZBFAr4tAbp9GVLJHyo6oFEeAWxMIo3S/h9wcAtbM5xKa1YKkI3e+F17rY2iO/x5c9EkAXmY0idE22TcjxENZGkZ6PBZEo3cCVNRpUM/KnvwWr77wsGL6MFQSFfWn5tJ9az2FKi/x0x+VDde1MD9bOUN8qPXlp+Dh9y44tacOubgilTcXfpMH4n6KoEmwy+EgDg480MPVOeWOKJutIxuWNrHAph8Ilud93HJ3Ak9/Y1/qenGeGb07xinwwV9vln5AXArITSo60mgenpkQPboQR2qDg5GnJlJsT6ZZDOwCsHdDSjeQ8lE/I6MjwpSSpA+2UQnBKIbRfVJy9hS+PWi5LG6aNL3tIT2v7skPCZ2rm5g9NpwZUc9svV9ivQWAtRC3EzAO7STTvnjE6dJo6sI7kUemHVxui29CHKwEgq2SZcSr8T1WujfqH1bQUK9nJJvo+Ix+CsUsJxC5tn2oIAMpa2brHzlCgYx4w1L+GoX6aGkZvj2rpxkmI2XMZsOfkwzKVqKKjn/qDJXIUFvVydT9/4AH8/IEHWt9HcmZOmOYoXcfSioSKYjWKVBudX8/fOMI6uhJuVQ0BgPhcBPlR2pcG3zyt/0zO+54p7D65/Xyhvscl1Op1lZsRoNJF2zu5oFgU0/zz7JMyeXkyXMNY1woFxLBrwOHACAWtimLlivcVCRwCAHqq/M9XbIP6BjdnE2jOKknhby0SOBSpuVTrY3KQQurlywO4fFkey96dCwQOmeOBKfcJL9MgcJh5LorqYI0AYmiT9s+BHasY2CGPvd7ZIHAImMn2E1pEvF56r9rbIIm2E1e0IemKQ2pEFzcTFg5fANmh5JeZdBjcNbpEhorU0mBC5eckIXUeXzJgUHdgju+lD6u6lkLDOUznl1a1YQqXERgEgP5vypvF1DubiCa1ob4p+rZ/292XyPcLH6eWpuKQ5gy9SW/e9bYmsVDmnjOhaP2AcmONmSAokm4LMe2FN7bOUM0pcKkBcaWPVjVRgRDglpWi6uQd4MfW+Q15My/sYGjsoQ/1zDfkAygz18Dafg3co/QhW9cCQqKbjEJhQJoW1QLnbUQxMEZrrCYi9FyuFOi5LD2To1BYNWvf5p5WgjR2m0CYPS4fYFvFuAGEAw/S/V7fS79XO2l/2XV0lgDh3DitX+yUQmQEte84DTS4Pt/RSgYu1KgpfrnJeitRcGvaJAWw5G3Ucl/WLObl9QQBxf90+Itk/n+/8GYChhfnaBAOADSV89nTtWVY5Qsr9FyFEprVshCRpQkRnG5mx2sk9M0+sAOlQXqh7D18vfX5yhM70Ka5cCaXXEQK8jfLx2g7VTo9MmzcTm8NAECAZvC2OfQnaRqjUkMe9/hKFxkyBoCuNglmc1OdrcTQLWm1zo1gnaUY0jOyrYuD5kuPGk0dX/WwflB7AdxFTfjFRS0PqWblY1FtGxsU/NKTDvIHFTDUjqHZVsdAP32xWH5Kz0Wq+Y2eoMvnV7V91IaoY4vhVnYCACgPm5WK1MCw3R2rOHt5B5k/9WO2FvM2skPJVsDoH9E8UPefOEWgUNfWSopAIQAChfXBGuqD9AanQyF75MZQqMvJOxQKPQqF11/vEChs+3wKbZ+/MRSeOkdfY3Uo1B9WtRyFwuFDWvTg7Q0ChWAgUBgqhwwoDBKBQjWf4+E8cDhPoFBUulBV2qFFAvdR62xSs+xUhzWLmwaiy8fMl4LoTQJLCrvNG7UqpuWpjPTQfYo42hBWg+5D5amOVsUXAEhdNPtr38OynYKgsNZH93FnN7XwJGbpNgsD2ktCRrO2JpqGlZCsb84x8srNTNOydEP9a4gnth9qr5Yi8DRLU0U7Dj1HY1nPMakFTT2yuY98//kDD2BmQ0knlTVL8jlzykvjZ3sQ/pIWfauV6PPWKDjq14F7IGBcWN3eq7bJai1+nzCBqdBPt9FxQRuS1J5i64foyVm9iy4/OUlffAFgakOOQIx1raC3nV4Yap7HgZFV9PetI5JQXog0y5i3EaUR5D1VbB2W/SE1G0JcC1ArKtd7pZMZ1rjeLN2nVC+1jkeWaZ/V+5eemLsw6iKi5DFsphsI55Wk+5sRbD5Eh771BNx6ZoFKmfYPI8K7CeI+Qsr0AUjMhNF+fvsAuitrnYaFduzXfnfb5a2+NVmL4ctAAgi9GL+x3H9C1sV9YHY/yjXFYZ152FKsAJGlCN75tm+0vn/i83cTGHQWoyThdLqvQGCw1ga4Y/KBE43Rm3BpNUmy7DsVRs5c/6P8xnD99XwZZ6hkgOD6IR5IInTH0QkCg9lLYZLjq5ZrEhh0ygy1HH3gqDBY+Pt+rN4ub1ChvEPetZrxJomoVqsuAKalENBAUHw87Jetm04ZIKhGKKZngLVjfgmvJN+v3l4J3IsL7QQKE5/PYvVu2e5OzCVQ2HYqjoryLHQq1MfQjQGlASWIYTOEWpdaG7aJpGKZKi2naAm49hoJguj2rSsCCsOhpgGE+UoMladkbd7KSJVAYXFngwBhtY1hS8kt7lQoEHb1b6IzKR9Cly4PEiDMXWoSIKynKRA2o16rlBgADI5ya92sX96QFcJIzCmBB75LRdMHArdNHv/wDv7bjbIEuUo5inqBPzSZ31aeYhll/z97bxok2XWdiX3vvdz3rH3r2rqruqtXNJrYQRIQQUoUJZOStXFGsqWRYmLsPw7P2DEO2eORZdmhGc3IDoc9oZAlezQSPRQlzYgjgdRQoACSABpoEECj967u6tr3qsys3Je3+MfLzHvPuZmvAFKUAKJOREfXy5f51rt89zvnfCdgExdaaMuH8MNStqnmEFdhOFVFZU8w8eG+Mp46ttje/mjyLv7lHVEP+1gqh+2icFNn8xFoK4JNtkZqSL4mrtf8ZA7lZaqNYkctaM1+oPU0NTulOsmaDTjHpSSs2zFUJ0VDmx3fxlZBXENhJQH/oGhXU/37mL8hYh57ruuQNfXT9+qwguIdZub8qPZL79CgAC19UyOg0L/jjoONXrfdPHH6PuJ+scq4sknjRuMhce3bOfe603Ex1hm63Y5nbVTcY8vvUDM1otagGQ5s6Z0nbgRgSeugap9NxoXoioG6VN3ICjuYeEhIDW3n40hGxPPbWOwjyV2N/gbCiwKoVU9WoW/ThZcdtOFrLlAbzSolAUmqyow7CG+JZ558Zgub22L8920EETsjQiiqV3phnhFtIBSuo3JHfN/sb9D4ch0wpGcUuBVGUOIWcmdNkoinPZYjVYRa9coDzRjre7/8D3FkbTvSMfww2uyv/Sbqkgvs7zz1qvKdLy/S6iRF5tb9/KUrZPuL7zxCth2WbBG/Ryd4OWYOUIFhbYkGGPNVsMWyEXnw9e7jHVCX9JXwmrq6lFexcpWBlsmgcHm5X9mvFymjyU0Ghr7ZAiwWRK1UezlHV/o1pt/FZSvqzK05MEUZsEKFDu4khhOAVvARQfDgolrNJCANvoUp9RnLGpORgQ66bhsiFpWzhAAw0iNOwKtqAMDu5WGybbBDxFfoM9h9mLUbps148jjV5lt5kU7yPJGmPExfrJnkcQB0OzJPnzl3PVv89wDiTE+wsMukc3jbYtVG0iOUfc/uMG0i5tZ/7iItPXJlk7rcAixxJHeDxm7FVuj587Mqeycz53Ld4rZNibbSAkuytWqPAyCxfO3fbIu2nLqlHj+xIt577oQf5RH6EC224FKS3hjL+qkLNDPcCxwCQN2i42G2QPtyMNhAQdKj1MIq4+5I7y3aodqN7Gr359RnMPaE0NCsmur4J7t7O2kj1lNMX5I1XY1XJWLu4vIcpexTaTo+FEt0vHGW6TPila2MJD1h/DIdzxqs25SPqX3NLyXoOCdKuP9T/0T5zofQjlzJHzbjoDA6Qme++eIAAYXPHruHZ4+JAuYnprZxYkpUZvjyHz2NL//R0+1t31YAvi0xaGm2ppTJkoOZrb0gLCZ6m/hjBgoZ08YnRq63dcCSNqNLPtLUE7fpoJhYsgkoDBzQ8zk9dQIKN1imaM/QAQGF0+epiHFoT/cEhXaAgsLagEVAYX+iSECh0VODlqyTahZWkJV+izWwsyuYm+2VHpR3KaOa7vP2B3MJDR/3KCaYC5NlBzbuUeaonKEDvbNAr6d+wESJ6xQA8MnMOE8BEE8syJyl7zE4TePDBkepe5KXbuQxsjxJwTfNBJDZZM7d23L1DgCwYja0oAWNg8kAnfCeOnOPbKfeoc+Fn1cpU8cE5QNpOkFzIFgs0glakaFhi7QGE0+WZVMAwI7T62swMGxPUHSvZ+n9RRL0euW4PUBNpMk+Qp/fwSlvLqDTXl0qg3lmeh1nZkQ8o14w8MLLF9rbr21MwnY0lG8It3KhGsTaXUG3BwwL20uC6U7Hy7g4Jo5Zq/kRHxL90an42hWgWhbrER2wNFNHeIe5oWU9wJStTO+Lt8WiKuQzMZWgSU+hORFyYsYcZZbniXk8dDnEyvrxcpzpV+n9ZNeSyK6JsdRZZTHlOsg1tMoLtiwcqZGklXqCCnkHMw6CGWmhumoguEv7gm9OjAna/ShOfOl/xpF953bEGH7AbPbXRDxFvdcmgPCzU9cxXxSD2O3dQQIGAeD2gYgZeaRnmYBBAGhIrotG0lLAIKS5wOirETAYHi0SMLj7EQYGHZC3ZkUcAgYDBw4Bg/Uei7gRSlMmAYONuAsGW5Y5oxEwWBm04fQIlDE+nFHAYDwmJrPc/R4FDG58/Zg4X8yBb1Y8b+t2nJT98pU0Fww2LThYRn9CTH5r9wZgSHIhNmMv9A0xkVsxG4gx0fCKuPdIfwlBP52oc4tShnmqrkxIcv1ovQEULrAMwrxPgMK6Dv8BHXxbLjgA0Ko6fEyjrdFHr0fOqI0GGgogLMuJDq8nFUAoAzgroALCeFhcfypUUQDh+ivCLRnMqoBQPyneTXU/rAAzx9baoNDRVUC4f0m8ay1CfzvQx5Ib6n6cH3Czsl+5OYPUVQqachcaBFjGWfyoodvILQmXnOyCBdzs64QESDgojMWqKOTEhB1cpG3DDDsI5mhmrGyNhEOBIa9fzpItdN0mZRlDE3Tx4jNsxJps3N5BTAGF1Y0oWaDoBdp2jn3NQu6EeIYlxhzyUI25i8tk++a9MTdkpGmxabo4qd4UzzpyNosDSRR67OQOVheEp2FwMoPJpABnb6+NISh5TgpbcfgkWazQDD1XMRNBn5REtvcRVm7O0mjynNMEjE2bmtskyTSL+R4UquL9Vm+nSMk+2IBPaj7lYSqsrTlAeFvSLOxxyCJCs92Shy3LPlmDI5WLTI8doHBHgGfFbLe0YMuibMFQKQcRlCr6hFi/q/VopHJTrd9CeEj0ZfN2As4JwWJ+iNnDI8bww2AyKAQ6s4Qte2N+yhMUrlwe8waFadMTFAJ4TwyhOV71ZAirvV0YwqbVepyODGHLdh53OjKE7b8tnYLCpQgBhT2RCgGFq/spAgqdh/MEFNaXYgQUAiCgMLxhEFAIgIBCOb6rk/GkDm61BwnP/Z3cx8Q6yNXJE/HJkxQgm8MURHJQGD7doVafZP9w+i8992uPe/9eruYAqO5zDgpXvj1Ktr1AIaCydU7FR5hCDgo15iFMp+nxtlfoxCizh0+duYeDk7QzcfZQBnGAyh7Wi7TxcfZQYxn0eJHKUnGLrh9SQYRnuDKTa5cDgM2ulysTVK8L4MWZQwDoO55RPpNt+bOeuxEa92bRuZufmyyILjOIALB2d4CMjTKDCAAXx9ZQleLq4kMFhGdF+67eS8J5TeyP9ZRR/VEBFvu+bWDkJck1ajhEpqkTg/jaq0KVwYtBBNCRQSQ1ljswiOUJKdHmXTCInqbTRW4pT8eqcKSG6FNC2YCX0gxmHJLJ7MUeAjhiD78DOwKGHxCb/L9oxrG8YqpUAqhU1FiVlj1/5yyev3O26/5ar63ETMkWXjMQXpMTSHQYVdF04uN5xMdFZ9x+2sH205KG2DidtGKr7j/Z5IEpsUD16mo9DiIbYnDIz5nIz4mZeedxBxHp+mwfdR86lk4yCLEUQfysiNvL7FKQtbqfgiHVKJYDwAEXFMqF580eE2aP5BrZMND7cZcdWt3owepGDxE41lbCcMYrpIQUz0AFAC0r3mlgyRvo6V/2WKEDsCLeE3skUUU03bkcGweF7vHEtXcChbPHhWbhPzn1FWX/md4t5bP2+Z4+gPl09+x2DgoBYHFdZAVzUCgnRwEqKKzX6IJDnrQAt6qMbBwUtpKrDgOH1790mmxzcBi+Q98xB4eBIXofMjgc71OzfRVwKFl0w0F0o/v+8E4HoCixhDrX7gMFh/a+ml2uyFY1bWOpjyTSdDIuFcWNs83cZKmelZxaG1iuU12t+VF7tEjAob+gI7xlILzVHGdsEHB45e0ZXHl7pr398EfvEnAI0HZT63UIOARA5GnqMY2Aw71HLDImBvcMBPekMS/oEHDYaPjQkKTJfJdo+9BNWruaV0bJn62TLGoABByaYQ2mVAll5lBB7gAAIABJREFU6Fs6hr5FWU2ZCAhmNPI8ucVCtTaD3MmyT9eQfbr7/vJOFOUdEdIy0U/v9+Sf/GrX3x6Zakeu5Pe5yYDQqNDO64zRiZxX6dADdOLxSeDCV9bUAHpJtV8zdQIGK8MWAYMAEJFWwZE/TBIwCABaQgwsqW/RSc8KaahKse/xZfrbSr+GWo8ELlk8k8akWEJbdNVYmaaDmn9bMDLxs/sKGAzGJPHcq3ECBv0nCqgviQhonmig1XSSsVqeYexa0CIMoTMu3pttaQQUGptB4gbj+ou1QZNkeQNA6o74O3PeQVAKxDYjDgGF8Xv0t4WLNRL7NZaiIG9+leqWyWAVAGKTFMANxQVTs1eOKKDwy/sX23+/sTFORKD1b6YIICznKACMpCoEFGrM/Tg1ukdB4TjtHz4/fW8yIHQsTQGE8gjT+5ahAMKshPOSp2iCUGadTvqD4xlUviYY/cI0vZbkXYPEVVVO0jYUiND2XJNEpwOxugIMF7dF53JsDbE36LP0l8XNlUY0BCWSyYwCfgnj5k6zGw/axLU7dGqH7N5kmo8O0/wLsCo9dak2dbivjFiYVbJZEABbszXYYfH95E0/YYONM5Qtqq7EoQ3ShWlEimcrPUjClvpHYqhAkmKCV0S/r/U4im5fRcrmd3RH8bL4pHjh0KkcqpI8mOMDgvtymTn6nNK3NASKEliMshjvcRYjyqqs+CdoUoh2jXp0AmztVZyQarebGsw+loUijbmJ25Th9lUcBPLiWvceYiBQoyxsrcchSShDTES8WA0iLLHse/v02vkiqsz0D0/MUjH9tYx47nf/0/8RHxI7ciV/v9mJX/9NyhIyGGwNstXTOh34FVDIXIteoBAAAYXxVVsBhfIAWVxioNDUCCiMxOi1Zp6oE1BYYxUvSqMUFHLNOA4KZbYQ8AaFgMoQBtn1yaDQ7G8QUGizLGfNb1MZk3NMW2w7QEAhZ99CbMLvJH3jZTbTfQuwLEZZ5sfoUVfcI0PddeXmV4a67gNUQMDtpybfJtv//TXq/+OVQYZ+xLv6RSemsGWReE1hCmVzWP8IsPjMyC3aP3hNZg4KLUaIZdnEJZeMBFT20MeOX2MkVugeiwFcYULBktWLATx4p/u9ezGHAKCz5B8fS0IPb7IQjhvdvRMAEBxS9RJli17o7iZ2bqghErzesGyFSdr+G3fp77m+ILdzlxbJdrnMMv5HxPGDGU0pJRkeFghaszXorBRlQ6qlXL2TIkLcvE2FdnX0SqoMXOA6UKLbvNoRF9BvsKIAgx+j4SHKnBIV9+r4HGUOkTUt83MNFC+JhZcZ1pCbEe8p8YAeGw5gSl2Qs4dbyyxDnrGHPlYOsnKKiZkyKzMdUjmG9eSf/Cqm/+3/6vn7D7sdAcMPgr1HUBhYZ6u5Rc7WsQoe42Im8OV88OVUCYT2/pIGX0lD4KILKIpLLJ6Eg7ZYDYGviu9knmDMRwdQ2GiWr9IcFRQGpHiSyJqByJqhZJ22raq7/5pmhR1FHke24OU4gpfFBG/2N2Bk3YPbIaczKJRkTBrnSmg0Wdvw/SDC99nkPlyDvus9qQKAIQWKyxMbF4PloJAzCFX2fQAoPyYm7finqTt3XKqS0QaFEpsZiYt2x0HhL8xcxi/MXFbO1zIOCqNGHR8fE76xkQRlegZYfOaZ4+s4My0mNs3n7Rr3Mg4Kw9fZooqBNl6lh4PCFlg4DBzGNug1c3DIY7c4OCTnDJswOkihtEwWs7byARJ6AQDlQQYinhHgMD9j4WCWLRQ3u48Jm/f6FZZQBocXTy2J6xpy37MMDnl8Z+ENcayDq1Q4HAB0JqHVGi/a2wwcym7t/rRgtKfT3nGMY705TFzYIOAQcN9/uw28mSTg0A46HcFhCyDqFgg4NKOOIhItg0MeFqPZtE508r6N5H33A6OiQTc1AhDr6yo4bAHEegqe4BCgBIOdNBXBcxkcAmiDw0DeQeJBB4AoWf9lA/2XxfH2c1SX5kIflaDi4LA85i2+7wUOj8zbjlzJ7yM78es0ucSMsYYs6T3pflsBhLwiBDGNAkLuZjAf0E7Ze118d/+8prhQZMFoHh6n9dQIS1hkLkGu1xZeEmCpEXNUhtBDV6sTKKyMSGLVLBbKZtIsiesUqPG4Gk2ahJygDY2VnZLLnvlu0EG4OktfiAwKtZGqovkoT2idWFIZGHLWVC5LBgC1Aem7lqawhXI8WCJIr9N2NMIWcpkRWVQXAH7y2Fvtv7+6dRY/MEAr0/yb+Ufbfz87TuudfWPtOAGFdZZEEvXT93FrRdI/dChYBYDavHiGDitO458sElBoXaZJBZVB9m6lTMzEfRUQlkTSMxpsgRNYoe2qNmCRsnxcl1GuOMGtOlODvsc0/0bEO3G26MJv+sI6chXR5/bWKB3JtT+1iwIU+l9KIj9DQWFIWoz5Wc5GccIm8iqcLZwbpIuPpZxgTkvv9KAxTt+fnDRl+xngi9vUVcuGRy6HZUquVb23RkAhAAxGxM3cXKe6mrphY6xXhFUsvzNC9ssuYoBWfOLarXbQgSONG0aePn8fC+3lJQF1k8kj+bWu+w5O6GTxy0mA8TPUxbr9zVEEpOiRgzN0fJTLXQIAdkUnsKMWdJaNH7gn2l1km547P03fUeIB3Z/7Idp2Pj4tHsQ7eyPIFVjCWUZq9x26z8iUKCl5UKa/5RVaHnz+l9UDfPDtyJX8Qbe5f/8rZLvRTztc8g6b5RgoTM/RGA3Z7AADhWxQs+cpKOQZijIorA6ZShUR8t3BMgGFaQYiOCj0MbZABkQOKCi0/Wy1zfBmI+54gkL/CHPz7kgK/yEKCqe/4BBQaBR1AgpD94IEFMoZztVBSwGFoXk6eXOpGq4VOPItxmp5eG1TN99bNx7r9y5Ldvf+SNd93MXzM8feJNuZCk0i+O2rNPOd26+f+3dd9/GEnDvrzLV9wPQRq93L2PkmigpTKBsHhdwFyUFh4sfpBOsw+RZZmxJQ2UM/y6APZbqvc0P3gkjMdn9ngTw991aeCWGzjOLKMTbZS1b7mHc2b3iXHosnLdRXWdWiWvekkvSl3a77ACjlODkY42bGu49LPP56Z4/2t0cmqJyNbbFzsddjxmzUewSAlvtvcLIAS3Ih6zUNkMCzlTDhDIv2YYZpIovFnAqhfdpujYZU7cWnIT8lVSa5b2PsBfHcYss6UX9YuTmMpUUR68rdy3JNcgCwS7RPnbm0JO6rZKDva92T4sqDGsyIDATp/gpjrcOv07ZzIyP6+4W+DTR4SUj5tx0KHZBzLdM+wfmwh/78f/D8/YfNjhjDv2WTAWHjboIAQq2iE0BoSv2mMuDefgsQ5t/uJVpVZsQhciqO4VBAeKbQBoQt1q0FCEMZGwfHu9dx1Ws6kVOxAw58g+5qL9gESzIgbEjSFVsbaQIG/bcj7et1b1q8WL05f8lgMJjT2oBQb9CyZq14upZmmB1yCBisFYMEDIa3NZjNsaZ8wh1Mp7/gHm/xx92H0hKbtobqxLVnni0RMFh5rQ/VweZE0WR2W2Cw/Tncus2OFAoQitQpKLSB0W9K1R2Oi+vNnTNJq29lRreAYXlIQ13SN3MCNsmenjgp2JtGs4LDTtYdME8MuZP07XturJoWsPGJOZHVcnl9koDCvzvxRvtvq7kw/cKiywz+xIQbW9gChaFInbiGz6S28On0O+3t/2P5ORxPuKv72zk32UUGhbFArQ0KbUsDcuKZRMaKBBBqK2EB6prH8E2IcwcDZjsDNbroUwAhIEChv6CTBVXinkYA4eaVYdRbLK6sAxe0SWKMfzFEpKCGXgVyzf7VKq0Xk3BJtUeD0Wz7lh8IPSYWffl5l+VsCanbExX45wX4qidsRKYEAxvym9jbabavuk5WXuFV97m1mJ3KD+WJzExtM4KQDGg1ILHo3lel3/1ea+xo1fmVx4Xxc+JZpYNlvL0gBLjTvcV2JZaWgLveXHi17qcmldPzbYjBzIo4sEMSG1jW25V6WjJKhuTOrfVZVBNRSkI6N76BiE8AqTeWReWT8QHX1fxgWQCpVmhJi4uxA+55AxmDJo3N5ElMrJH1wWpVYWn2Sb0p8qxtuuNEyxPi6A5iUritUQci2wLMV3t9aDQTUVqyLcVjEgBbtNvfX3suQDQJWwkmdsR9BpNTOyj/vrsQrCWbx5SAZ/Yhyh6fmxMXdvPNSQBA39vu7/Y+VYVvWYA3va6RWuy+soPMBUnnddcHf3N4DjfbYC3tHqvyWAm9KdFvz/Zs4YW3z7S3/akqfDcEoVEZMdslMCtNF/OxabHwWL8lkujCEwVUypL3RgMSUqnDqz/ya/g+sSPG8INo75kllCw9t09YQiJgCigae14sYXRdIyyhFygEVI29FigEXEDYDRQCKkNoRhwipiujfc4QGjWNsIQyKARcQCgLycqg0H4QI6DQfyBAIeACwhYoBFxAKFcgkUFh+PE9Agqzi2kC/kLzIYUhbF9HgLnHGFMog0JuqetMVsVwCFsog0IABBRy8xtWGxQCwP2t/jYoBEBAIaAyhbIZcNqgEAD+ePkiYQp5vKAMCrnNpba9mcLcu2cJoTkEFAJUlqQTS+iVrMBZwnqHGE7gcPZQNv+B5skeGozcS8xm1ZKLknH2sCpJlnRiDrm7T7bgMEsikb4a3rVJGEd0xfDU3uTMYXZfjD8D/fk2KASAxmyZgEJuBh/rpKxiM24TUAiolXxku75C2XGZOVzZ6SGgkB4U5HnUeyyYUnxe416CjDcygwjDIQyiM1wlDKJmayiNUQaxcEwcS2YQ7YA61ssM4tgLdfReF8+SM4gyexg8cBA8oO2BM4jXbwtwf+bSEmEQOXvIxzqZPQSAmjTfVQY1wiB6sYcAFPYwvCEaY3jN58kgHrGHh9sRMPxbsn96nQbjV8u0d6feFgNBtZ+yhXLheADI3aIZXbW+7rFS5mxZid2RLZThWa50vyGVjHMMB/oxtY5uyzau0c68c5sGqGvLAuW1klq6mf8EdXEpumbSphWz3cohXYzffWyNfrL4WQo2+AAnm/l1GhwfWacDqfYw04RIdXfjcYCw+xCrjnGOuZfXuw9+4TH6vEZOULfdyjbNkg2FuwvBvbYxQbZ/fpImmSxU6Xu1uDC6ZIORAn5/+0ny2XhMuElf36Jl3fxG90l9/NQ2xvpoA5VljZRkoZvMxcrMz0CVnBSQPkkTFfh1+bL0XUSusTgH6VKyM/Q8tbOd9SNbllumMYKyBqefSfBURxoo7nbPYA71UJAqZ77y+M/6ahS1nu79SFYOANTs4fU3KegaHOyuTTkxwBJBWBweD2/hrnnZdNaUeVa23WByT4Huz58vZKPMdc7bDC8jKFsoyeJ8/5zGJ/AFeCPW/VjRLQvRLfHuOcDPzdD5pOVh6mQ7z9ax86x4aH62HuDxy3dfnup6rNRdwJIWQtVepjzwMn1epTEmISXlMpb/4yC274nxlUvacGKgOkSPtXMgFh+jp7dpfPkuffY/PH6LbPP5+cNmR67kv2FrNbgv3b9IwKBd9SH9phgM5dVTq7ZtCxCmTu8TMBjIagQMaqYGs18AkNBKAOasexB9UZX8SN8Wj/LguE7AYP6USVZf9ZRDgs2NkTIeHRfuhddemWv/3X/WDYyTAaHMbDoGjV9sxByi8aethAkgtG8mCCAkcTlBh4DBwEAZNWlV6c/4SIMJHGgEEO5+RLqnJpCWAaE8qPQM5gkgbGnStUCh7aOAsLIeI4AwHBUTRIsxbIHCgbfd77VAob/AAKFDAWFo32lXBqg224AMCiubsTYo9BsWAYStLD0ZFI5LOobD4TwBhdFgvQ0KG457DTIofGVzmoDCn54SSSl/sXUagxFxXT83+Cr+dP9Se9uvWwQUxoN1Ar5WXhWZHo2ke93jp0St7+UFyd1X0gkoDAyUCSisDpuI35MqL4zaNAxDynJtyQe1gGE0QK/r/oMh+PbFscy0idh9AejL5ytAq0JQ8xTBXYnlPS3ae+LlUNtFCADQgdIxca7URI5I/BRu9MI4IZX1y4r2Hut3F2ylNXHfcmJINROCLtVeTt/S8PjfF+/r60uzJF4wmNFJkkpDSvIJZjQ0pDDllp6eUXfvZfTSBipShuj2dhKjw2IxEPSJ9r2847ZPW66qlDCRfMPdLo06RJi5VW3Il3PvxYpS+Sg7ANSmRH9zpPbZcin/4KnbAIBc3R0bzWZ6+NsrovIRAJgVH5HqKY0KdrKRaPa9TUm6KuEQuRoZlFeb9cSHXxBtZ/MZKYZ5y0fGYX/RIYxb+m4ddkC0o9KQgfS8OP7+adEWUvfqWPuEuO7wjobCCUl/0W8DEmM78GIA5QEpszktaSn2ur+TwWLkrHiXgT9OY/+HxHUYiyEizF1PaYhsi3NtPW2TRLqgdNyWzmJrfB2c2cP2ghh3HZ8Dn1S201/QqOdmy4B9wR1zBprVdVbXxLyZ6BWkRrEYwufPfru9/ZWV0/jsxHUAwP907sv4gNqRK/mDYPIqRAaFyVdCXUEh4AJCmSX0Ygg5KATQBoWdTAaFgMoQckpeBoVPPH6HgEJuO7f7u4JCAApD6DBBYhkUWrfjntUPOENYY66Gw1hC2eyA855ZQpkpfK8socwU7lz0E6bwMJZQLhcV2tM9mULOElqW/h0zhX7NfM9MoWycNXwvTKH/QCegkBtnCus71I0pg0JAbZeyOQZlC0t1ysTIoBBQmUPIAMehoJBb/mnmcmZkHdd9lJlDbsXdKAGF3LyYQ0BNInmvzGELFALvnTm0WalNmT3sxBy2QCHgLgpk82IP7YbRBoWAyxzK7OHFcVqeyYs99Of198wecgZRtsPYw+xJ2g5l9pBbbiZAYhY5e6g16HXL7CHgEg/tv/cNhUGUrf4TWRJmY7EwikDOm0Gs9Yr7qCcpgyizh0BzrpM8BF4M4s5BjDCIAJDfF208Fqviz5ZEdTCZQfwwsodHwPBv2L44fwn/5tpj7e3kqwLABAoOAgUWlyG5s7Rx6ra1IjapahHI6gQUhh8E4AtJ8ShM1qL/LTrYyyWOjJoDoybJUDyaQfDR7rpfr9yYIWyhzsYpm5Vk49pdFit6r611FzOuD5okvotn7CZv04GLSyqYabpdGvUABn11OH3dwdOZn7xNtivMLdioM2Btdu9yjs/9182iA6ySgcXKbM3Scz8+SjMtZbOrBuwqq4KyIYDEeJRmwf6juRcQ0kXbyph0kP3G2gmynd0Rx/rj5YtYyNJBfaPYvZ5qoRhuM0edjGtRZpkUhVan73PgNbpdOibaYrXXUfQDZeOLl4PrdFGmTdBFV2Sbfp/Hu/Gay7L558MkZKR4ira7bIY+82qdxVea754gqFX8cHq7t+unnqCutZ7ZDCKSvNLpJ2mKaT1NO3xDKhFplDUcvEZj9TZ2hHs8aND+2Hc841krmQN5RwqNsUMOqjyhKN+9U93IDONGZrjr/liUApsqA8HDrzJ5F4/SfJrmKOBett43WUYwe71c/L4e4zqYUgLKkonEUvd45eRNeq4wk33i4UpmmBMI4lzlG2kcLHfvz4mVOhIrUt16jUqc8fCb6ihdSJMQBRvw90teJVMji3jN1AgDWd+O4Knxxfb2c2fZeM3KyX5lRZQzajgG3sjSxfGHxY5cyd9j+6fXP4svzguXWb3qI2AQDggYPDihoyaViPL10cneWYkSMKjXNASaJdAq03WEH9CVZON0mQDC4VekLF5W7xIAZBm5aq9GwGB+IQU7JQabp07dxys3RH1Q48BHAGEjRUeywJ5BAKGvKLmCj1cUMOiMSi6JByECBoObfgIID+YsAghzFxoEENolOjkMvOwjgLA0JWlElgwFDMrl1MKvRwkgvPYf5gggDEXqBBCaDYMCQiajE1n2EUCoN4DSePPam1+VQaH9VpJMEtXT9NwABYVXdwVjkzuIEkAY7ysRQHjm9CoBhd9am8Y/mntBnMv2E1C404gTUJjbFfv+wWPfAOACw5aF/eI5n0zt4H5eAMZ8NYhCUbSBiYEMVl8RLmRHo6Bw7PwWAYX5zTh0qWxkv/CMthOqZKklOYlBs2kySUvItwUMExf2CSiceHSNgFdnOUJAoe1z6+G2zAo6SN1pZly2XP9SOTU9VYd/XtxL9Zhof23ZpIS06JMkoWxbR3VX6js+BxpLgPmhx0XCz4tLM6hVpEzu/QAJlfjM+evIm4K1u70vYoXLzXJxM31CI+7aO5PtvwNZA7VhcZ3+jI885+TjO0QqZmQgR3Q0a5YPhZo4995CD0miCm/Tco8AXWTK2pWhbR2VYamjNO8x1eO6FbN7cRwbFazr2Z5NWBJiydYjuLcvWPFiKQR9QTznUEZDel7c6+aTPsKu2QHAvCBc/Vxg2XE0Mk6kXhLj9P4lC7EFzmxLvzWodFCgaMNflBQtbAeNiPh9ftKHg5NShv08bR8HZyyEBsUY01gQY0JoV1NEviObctKbQ8rxJScOUHtD9I36XAUT/4/4fn48AKMurqU4Rq+lPGrBkbLOA7viPhpxG/5BtvjeDbcTn/Q6BYqOz8Gzj9xsb7+yMoWPTohFzQs35uCPSP0qXIehi3P/8PgtXM2JMeiR9PIHybV85Ep+v5oMCgHKEAIUFO484RBQyM3cCxNQqJkCFAJQQGGtxyagkLMfXqCw/qm8whDKoBAABYWxhsISyqZXdIUllM0LFAJqBuh7ZQnJvrJxKEsoGy/p99fJEgIqS9gGhXCrQnRiCrvZpZHVQ5lC2XqjlPHqxBTKdhhTKNtvvf5xAgq5yaAQABIs81kGhQBgH6fPmTOFeqX7c04u2J76mz2XaIOyoxbpL5wpXL5Cr40zhTUWdC8zh+E9h4BCAIhGu2cuO2GLgEJuus7uizGHRi99rs9O3iPbXPT9+Wvnup4rEmwQUMjNizkE4MkcAsCDeZqwdhhz6MX2dmIOHUmbNN1Hwxs4c5gO0L7x3bKHQaajeRh7aHbPIXpP7CEAhT3Mz9JnwxlE2ar9jncmfE5DWlJH4Oxh4Dbtp4mVOmop8f3YGtfGZAl80r36Czpwnz4YmUG0Aw7sOC0E8NJl4SKW2UPAZRBlIe0KE76WGUQAHxoG8QgYfg/txB9SPaTwX4lJlUsD7DxGB4nIqkHYQnOfuctMDcE9KcaFVSQwz9IPfCUN/VdFB9w/IzpftVdDtZd2fDnGK7cTR05yDUZTFURT4tqMWAO6VA9Yr9GaoVw2JbakI7Ykrp1PqmG2LTMpAJC4RX0s4X06sBQm6bMM3ezuli7N1lGa7e7/4aCwkaPxT2tFOrE5LM6Of5+bHDwNiASSTlbejKG8SYFZZU5MVk+dWOA/QV9QtIOeSAUnpkRs3uSEt8Dwi0sz+GfXf7C9/b+89cNk///9xkfJ9mCcTrR6iM5eXjGIALB0f5Bs27MCEFsnvDN39RfSSDzoPpztPEaTpvre9L6WUKoKfVY8u8Ygq1KT9kDnABq9bGEiNcnKJwuEnelkcjWgCzOrOD+53v3L304isuot8PuX9061//6L23Syk2VVABAGBQD2dmms4p1tCu7SU3QxobNYPP2CVBXkhHeNWwDYXRYVaXZ3ErClGN1OupOGpLrA5YZSt3SkbnVvF/tFGn/6tRtCK+9r75wl4x4ANFis5fLn6PE4sxZk1Y04OJQtc95G5nz3/l8ao/eWOU3b8NJnWBWnSdomwlv0OeSfpH2quikA19jDGxh7mJaki66J3/ddq6Pvmhg36wkKDv1FOiftXApi55IYC3vusIo3OQdBKf5Ql9QvakOmCoRL9F7lNqAXfAQcAsDdnGiztqOhJ0D730PH1tp/Z7cSyG4JVnsjTyXF+Lz+/WhHruTvgbUajuGz4dwSA0v6LnMlaBQQ8pVS/WKRAEJZJyy4pytgsPK4+MDaiCgMYf9Vuw0Io5uOAgbxqFQay7DooGg4BAwCVENOXwkrNULrfaI3a3WNgMFqn0MAYXHcIYCw/HCFutZGGwQQ6g0KCHcusbij4SoBhNUB+uzD2zoBhME1cez6ZE0BhKVtMWg+cf6eAgjXd1JtUOgLWCogDErnr+s0m66oqYAwJa4tEq8pgBBxMeFomkNAoV+zCSB8YW0WPZK25P3FQQIKl+4NIiStup+dvIcXlwQbbDJ5j184e5mAwpNTVN/v7oNhAgqTCcq8JMMqOGiBQn+qptQD1OejbWDobIRgs3gnzhYXJsWz7LuqLrr6r4h2mJ0Dei9StjAngQV7Poa67Brd9hNQ6E/WEL5CGYz8aen7+z4yUsWXXGDY3u9jch1vp8kkOPtJCvavLY1iZFBkiGW/QRk2HsOYOW+3GcNPztxRQCEA+NbdttoYaCigsMEqhgSjol2eGtzBap6yQ7mceBZ2xYdIL333lRLtF05RHH9ubg23bwsmtn8ii90dMSnrTMMyvK2TOslW2CEi06kbFAjlTtskHjHCmPjeWBmr6xIzzBa0Gq+klNFRbyaJTPwpsPoJ2g4jGzq0pwVoNli7rjV8qGSl8V2q695zTVe8GnIcdnRNQ3mIxWlL/WLy+Toyp8SzTiyZ2Lsgnl9lyAb6xBiXeDWMgzkpo3e4hMGkaKdrb42Q8bn3Jl1M750PIJCnYUqyNWKuUHfLBt6skevjpf1qKa29CLBjFoJbPAkStF9u0bZhhSlzODommOeTqR0yPgLAYkm896urY2gUGPAsiHd76tIy5jddoHn/p9/XmodHruT3mzUKAQIK/azS1PbjDpmw4uN5sr88blGWMMYCchkoLFykky0HhXpDU1hCYo/STEG+UuagsC7JVUTejHiCwuCuQUAh8N2xhP6So7CEsllRy5MldNINb5bwJnX3h75KV4wcFA5ECoQp5KDQSLJ4RcYS+hh5FGKZqxwU6il6PM4UvrFFZTZ6eFlCNsHJoBAAAYWdjDOF3DhTKFtuKaV8JjOF2n21hJrMFnol53Sy7ae6txMA8J/Me+7nQfecOez9D7SdlR7pLgoNAPqPds+SvxqQAAAgAElEQVQkBoCqh7AzQGsJvxuTF5Mya9gy35poq5w5BAAt311AnDOH3DhzeJjJoBAAsjdpqIHNsvvLp+izklkjQM3k5cxhhWVtb2VoP+eWHqfMqMweLn8OJBMbUNnDn5mm5SO5kLtsmfM2atPd2dXSmIO6R9jR0mcCyEpVRr4b9hBwGcTCaTHu7J+hwKnvWh3xNamiVYllqrP5SmYPAbe0n2ycPZQXAIDqSucMPW8Lcs31u7kBvLI9TfYf1EQ/fujYGh45TZOr2lVrANx5cwKNioew/veBHTGGf4028Tv/vP13cFPo0AFAbMNG7BeFO2jhppsQ0AKE1uU0qhfEpGJnmx2nCQi1bABOj2jc8bfcCaIFCH1BEz1/LibV7Em3YzgzLuowbrngopXSH9rXSDCz+YwLDEsHzYnH1DE4KgbCYtW9nhYgtMcriLwpl+Jq/t9iUwwXELYs0DxU/lQzAPymD1Vpcd4aOGop9/p0U0NNApfxBfdYrQEnUHCw9aQ0eNR0WFKFg8iqD+Xj4nnpBR+ctJhYWkBOK7gDZuCACWw/5j6PFijcf9iCLoHz0QGXtRloyrC89YDKrTjlZkm9Jii0qj4SA9p6Dy1AXJywCSCszlSh70gF6yM2AYS2pWF8SKyCx+MZXN0WlUs+PXEbX3rjkfb2ieNbuH9XxFBNzmxjaUEAslCvOzGEg+45KrWAwhQCgLXrtg8nZiIoZTJO9rnXUqy717y5l8TMiGDidopu+2sBw4m5LcV1HNiTxNNnSrA2RPvSh6qwdwQocvwO+ibF/Te+2o++HxPyIotvj8KK0nhcnyRlkr4JFD8nQGEiUiUaacFmNZ+WbIudMkU5NKB97KFvtMoR6m1QaDXry+oSy2DUNCTPuaCwVHXbgfx8w+E68llxv+GFIIafEe6tuL+Guy8eb2/3Pr6F3W+L5+cradAkHBLKOMjOSf1jqEqAiG1pBBRCA2afWGpvzm8OwNxxJ0unGd+YfFt8v/p0oX28WMQdg+TjHxxEcHHSfR+3d9zrrNXEZGqbensEd5qJYbJsiuO34ZPciWZ/HZrUPbWsn/Rn/1qAlC+0Qw6iSzIr7xCgWDxuEgYwPFZoxwa3Jn0jI73vpIWeIXdMyK64rm5ZGsdMmy47DMBqJj/8xLOvtfd/dXkOf/e4q5P3xQdu3LmcVV7NhaAFm+NXqwZ4Utxf8EGILFI0m4YzBHYN1AekTPCC0ZbwSr/jPgeZDNBNN2kEAKyx5vvbl9qD7rTZ1cnjbvjJ0rJIxInfCsBo4tbUgjtmOBK4K4z52u2xpc3pq0h6iEmtXRM62Jwb5BCg5H23NCQAVPvt5jW7263z1sZY3G1zEdR6D5/6pMg+e/6dc5idckuClhruibMlAQZ/ZPomrmbchUky6I6FC1kxQWU2k0BT6sg4aL5nSd1i+ef/Md6H9h0zhu9x/X1k3cx1H7sNLrjpVxhCGRQCKkMog0L3B7TRy6AQUBlCGRQCAhC2TCkfx07XBoRNk0EhQBnCTsaDzrm1AGE3awHCbsZXoNwsj7JXAMgkAghA2DLOsHKWUGfvY4Dp8nHjLCE3zpByk0FhJ5NBYSeTQWEnk0Fh+5qC4pq9QCEAAgpb1gKFADDcp2rVdWILWyaDwk4mg8JOJoPCTuYreTtHZFDYMlnLz+D6hBCgEKBMoRFttMFhy4gbMFRvg8OW8aB3boWGd3swow78he5tyt4KQRv0YCM9upeW97fBYfvrEggslkNtcNiyZFI8j7mB7TY4bJnus2E3gaAWNdvgsH3Ohvf74v2Zm1717l+xBR+RLZLNH3aPbXeZHlvMYf52b8f9nDkE3IVay1rM4b++83j7s1CqKjLFk+q91aarMDa7twEv9rDFHHYrE2esuX2Ls+Mta48Vvs7PK3fcbbvJ5c7vpDV2y4lCgQMHlX73OdXS6m8OTgDB5hDXWjC3hLatQ0hzJb4XwGcuXMe9vAtsW+xhFgIY/vmDMxhLuWOWzB62rGf4AJltd05osYdG1tcGhyf+8Nfe727l92RHruS/Bpv47d8gMQkcFJZHaYdaWKfCwMUCbelTg9TdFE3QQVfJcj1kXaCxLK7UPN3fYNlvJye26Pm+SK/Xn9cIW1g4QTuir6gTtjC+yNwAdZ2whdziKyBsIbf9R03CFnJL3KNsIbfhoWzXfYA7aHlZJ1B2dnKjwzeFDf2lJF8TU4+fnvYGekbBu6u++uC45/4WQ93NrIWY536sdnfNA8DdZRrrdlChbTpfpL9f36exaf4ibcTOMm2U2gDtA6dOewPB4xfXPPfv/IA3cK/ue99v8qb3mtrwyIoHgF869arn/vqcd7KNj2ciM8uco/vtJOujrJSeOUKfx9QAHYPk2EIAsBfp+2lY3sC+vOORYgug/3Xv36d6vJN16j3eC0NZCL6T9XzBu/2H1lTXoSVLquyo7eH5xTPKZ+SaCt5gPxr3yFTXVb1Ocm1xy7N2te3zFuBGh0QxIyueQeF0HVUWSZA5JfbH10wlY7wywBbfLB6WL5Yrp1h4FNOv1BhQlcu1AsDzb50n22dTdIxOR2kfW9yhk1KhRMcw3z5b7El9qlHxY+K3fwPfL3bkSv4ubeK3f6NNMbe0w6LLBgGD0+ddtlAGhLJUgdbMlpQB4VZexL+UmsBRBoRypxj4mso2ZE9JGoHN8UcGhBVpoCzPukyCDAiz/1q4RrPNeHV5IDFqFBBqDQ2+org+o64RQLj7uEVcN8GMjpCUFFsedhCX1Pkz520i0dHzchD7j0rnq+hITUpB+GtJJKSKFvkzdWiyNEvMJIBw8647qrWYwsCBRgBhS3qnNOzur8+4g0gLFPaG3Imqbotz3lii4Ev32+j/MzG4HBzXCSgM7WjwPyukPyqv96EyLSZgY99PYmmcY1VYUszXxPEdrO2K5XYkWoVpinuuZMIkoN3xORiZFufbWOqDX6oaETudwXhSPNOb68MEEFohhwzO+nHX/19rZgiODmcJIBxNuivw+1ui3cvSKo1mCbfokniGchWNVk1vbUhMELPDwj29V3bBhqw7FgvUoTeHhvl5933oUqKOsRZCY9B9xpGE6gKtbkVJZqte1mFI7JMddEi8bHjPxvZT0vd7akS919kOEqYunSzh85Oi9NZvXf8otAdSSEYToBkB954mBvfbbQ0Arr9wEgAw+KQ7yW1eGSZB+NF5912UR6WSZxKbbjTjP+X3YNbE8z/dXODIQG95X7Sx0MvuuFQake55qtTOvm0B1oMH4jcXL93HmzdETJeRrMMqSDqKIQt9fyVpFz7stMdUADAqOmInRd89yEbhSIyi5rfhSOX9jLIOS6qIEbvrJyyTUQWK0/LYpWP0G+J82z9ZBZalBCSfQ0SWIx/ZQ3ZR3J9R1SFpv7e1FAOzrlfoM1Oujt6ZsLtY2Wy4v/2tNz7e/k0oXkO9+R5aYS4yMCwVQgpjaIXFO3QCDvxZqRxfD3WVO34HfRL4Lo3S0INGwoFPYpyrAzacIANeUmiElW4gtCbmndAOYElrqZ47DRTGRLtqnas8JM4R2hXPvAXcDQkLls6JjfAd9wXa0iOQYzBbcyMJ94iJNvCZh68BAILSi3p9d7L9d8utTKTGpDk63pQqyktVx8zeBtCak5v9FXUdy3//v8X7xI6ST/42rLVC0Go6EZTtxBB2A4WACwhlULiwRhk6x9QP1cLzstS8yhLKdnJiS2EJZfPnNWV16QUKgc4soWwhppQig0IAim6bDAoBEFAIgIBCABQUojNLKLuPOUtoGwIUAi4glJnC/WqUgMJOJoNCQGUKZVAIgIBCQA2wtlgigAwKARBQCNAsRwAEFAIgoBAAirdYtRHGEhod3HM1STZifZNez/pBkoBCbv50lYBCbnpDI6CQW1+kREAhgDYoBIDZ2Q0CCrmV8yElASA0RJkpfs88yUoGhQBgZ+jkzd232QPGhD6gISCBjUAbFHayc8/dbYNCABh+lGaEl2brBBRys6qGqnso2a2lEU/2r/p0gYBCgEqymLY6TsmgEACsA5a48Ff0mfW9xbJxw/R6k2n6jhzmdrZYlaXiSdoGuCvS8dPvD/4R/YLOdCHL36ZhBzJzCLj9tgUKAZc5lNnDYX+WgEKAsodah9KfXuwhoLKH/gx3zbNkjHU2FrHxPbTjPd/I7CEAVAcAQyLgZPYQcBlOL83J0J6jMIiyVU5VFQZRNs1nKwyibM+/dV5hEOWElHS0ojCI8gKvUAp5M4h1vZ3U9/3AHB4Bw+/Q2qCQdTiDiew+8ihFZMEwHaR4h1+8Okpcx5UFGus2NJz17AC1pI5a0qMe63H3XzfL/N44Mr833nV/PeW0g5ZbxkGhcs5p9ozYZBvfoKBv/3H6jHxBVjJruHutVQAIfGIPvZPd3cVbe0lovR51Svs1VPu7L7Y2swlsZul74Wxh5DYdRLY+zlbfx2maXmaNxt/pATq5G9P0+9ohmoDVrahn797eT8I+RtueHLx//e0pIv0BAOGTAoxPPLqGY72ssDazgTi95jgTCObanLGPU9kYM0Gfgaw1BgCjEbUdrOWEizpbDaM3zZ6bXAgjXVbkYnCVvtdGH1uQXGDizjzrmAFHg2URf/T4fbJtTdHJKHFhH+mkAD5P9FFB3jPxTTw7KMaU9atqOTeHARXOG+i8AkeZAsH5FRoPODtIV3HBHD1gaZFJ1mRicKQM4tAmBSl6vAE9Kp7r7jN0QZQ55yjPUbZUpILJyZ2u+wF1UcTDe7ju49oPMtc7w8a8ZOfQqyz0gV1uPFxFvIMsU8uMrK9j3GrLAoshNK51j8k1B+pw4t7hCq2EvZZx+Ztg1jtzOLhNr6//LH3mcnUeAIprufSJIkqfYAeVLPdkDbknu4/DTkNXQL9sus+G7jEXGkUDvhy9hy+/9Gj777OpDdRMun96kPbvBtNL7DtPn0Foq/M7/KCDwyNX8ndgk//nvxAbmgoGLz11t/33lYVJBQzWq742IByMF7F4dZTsD0/nCSC0ekwMDQugs72bJDFCPc+HCRgsDztEVDq25ihgUI7nGP7RZQUMyqRmcUxTwKAZt8iE48/QQSh1lwLCesomgDC2rBFAWO43CCDUfDYBhI1CUAGE+5K7Kr5oIPAJ2qkzkqbaUDMZYmtPTGLGSoisYuNLIIDQ0YCQdMjUj60TQDg7uHsoICxNShIOOUMBhNU9CRwFbQUQ+gN08K/thwko1FN1hCNicLUs3QWFLbOBgdelEICf28E2i+9zdgVbce7iIq6/PUX2RyfFc6/eTmHiUQrQ7q/QGSGWqhBQmClRVqxUCRBQGFkxCCjcv96vgMJLZ4V8RNkMKKDw1bXJ9t9jqQNkqxR0HlwVLE/LXZtIiwSJxrcp21kZM4k7s3+UguD6X/QjPytdo8ZA4VBNAYVPPnej/fe52Dr+1bWPkf1pSe+xxSz+zBnhdvYzCvnF7VkCDE1WmUir6nAkd1qQaXPalo5GVmKqIhbk6WB2fBtBHz3mg68K9q+WcpTFg5LklfMjkJHKp7F63nbJJ9xwcMMnyP6gQ8aZ5LEDpCT5paWlAcT7RVsrbMTJ2OeEbCRu0GOaTBGpfMwEJPFzg9VW1i0AEv7ou0bveetJhyyONQfoeVi050IlhEdGhEvk2dRt/OrzP9HettImYQk1nw2/VHrPf77Z9i4LoFico+9SK/gQXRVjsM6I8sJxC6FtsT+67hDmtJbWiGxWI+aW9GvvHzQxNCG8Wrs3BmD1SOB/NYDB16Va6qf9qD9G0Xj06zGURqQ5YYoC59SrQZQkpa06k4bS/DYCy1J7tTU0ZiUlD1NHaF7cVD1tk7rJZsokcYiffeYKvrlJKzcFfSZiAffZPtjuQ6PMxN+jdfRKC7fc63QRVR2ilapufe5X8LdoR67kvykjoBDeoBBQGcKZgV3CEnJQaPfXCSjsP7NLQCGgBo5zhpBXGuGg0PbTgY2DwnqSaRJ2yhiWv9JhtwwKGwn7PbOE3J3CQeH5PhpIzEEhN79uE1AIUNeGFbEVljDEDslZwuu36HPjoDC5wNioQ5Yyvg46ctw4U2gwxouAQrAC9IACCrktPO+dxMJBYSfjTCE3zhQ6TEPTHPBODOnEFMoms4adLLARIKCwo3Vw58nGMyk5wxW94p28cr046rk/nSwRUNjJOrGF9KK8dyfjFKRNjVFmkDOH3Dhz2MmclHf2MBeR5safa26T9kHOHA5O0iQuzhx2tENuwz9DFSS2P0NBGWcP+y5tk23OHL6YmyPbRtZHknt42FDjWgrO693ZQwAKe2hUafvl7OH+JVah5V2wh71h0Wc6sYernxLn6LmlvnfOHgZC9DucPZSr/wBqyIDD+ihnD+VysQA6sod7W7Q9yQzi9OAeAkw4mzOIqcfou+YM4uk//RV8EO0IGL4Hm/i9Xyfbeh9tyI88dYdsL+fp7DEzQAfe0/20Udn9dEKUA6gBoFwLoFyjDTP4tgAC6Xt1pO/RYwSYfi8HhdEN2pk4KAwU6f74qQzip7pn0IZ3NYR3vUfa3msO6lHR9DYfZ3WOGWv27DSt7cpBIQDsL4j4uMx8DzLzPcp3WubkAnBygbbOVyezQg7Ko+JZ5S7QQazWIWtVrvmpgEJmtVKAxOd1vM4s3d/YYKCvj7EvtobwsBh8/Qe0ex98rkQYyES8jETcGyAFRr2zQdcydMKKp8vYLYrrfLBKYwxz23ES0xUeopPF9nYHUCcJZqcDarbuiwtUkPvx0WWc6xWxdzqvpDJbRL0hBvBSKUSygBsJR5lEipfFfRReV+MmO8VPhaR+wOuEv/TOKZKAMdiTR0Bi554ZuYcai2HNm2Lh8YVbj0A7Rt9dJ4kXTXITN9bVzOC+ccqETh8TY1Q8XcZSlo5htfPinPFlGwNX6PGcqnd2cSjsDfoDOR2BnLiPEw+vYvY0XYzIUku5clipKDJwnGZU87rVjeQhKzTNUarvcJPBYXZWfe68zc3nRJt56fYsYdu4+bYCsIMqGyubkfHDyEigpYNYNgeHkS26nTvDYiOlzcqw9/kBIHEjgMSN7mNYbT+sjJP2SW9wyPsRB4fHnqJtwcoHYOWlJJhH6bvXGyp7yo2Dw3vr1APCweHOPv2+cZ4uVKuLVDid44YPgh25kt+ltV6uEaQT/qMTy2R7MU8BSX+ETqxL2TQBhFcWJpVzOTUxuA6NZRQwaL9KB+v+q3Sw3XgqQAAhV+AHQAZ0M6QpgDC+Ju5z63FdAYPZjSR5A4l5OonVUi5T2DK9rqGXuWD2z0kTZ39DAYTPnaRA22SBPy++fpZs9x7PEEB47CxNqFndScPJsYGMPRrOsNVZjBmXcRh8hX6/OKYTULj7sDppmMMSO1AxlEoosjAzoDLAjt8hoNDH4+QAmHfE4JW+5eDgc7QdypqFBw/SiGzQ6zQfoW6gsR4KIDggrBYDiDMWriAJNqd6Ssht0wGTl0sr570Fyi6dWCbAkAPCYLCBx0dFf7yZoRI6AHAgidoG/CZKLKBcW6fbPCg/9sQuAYb1tNq3SOnHfkcBhXaEvq+RCTqZ1U0fnhkRiyG7w6T/Z/Pn2n87qxGlzch904lY0A9o/+yZof05EaKslgzuAWAyncXtdfE8+1hi1c6jgM2SRDRWASfM4qnL2wyohi2EF4SrcPwH6Ng6f2uMZIynhtWqNXIt4p2FXoU1sln3b7DFN3SHZN8Gp1S90mpZHGTw+aACDHue7J7IBwAbLEkrFGOEAJOO0msafGw91BJ9BuCCTNZG0lcomNHZMJZ5iL6r1E2dVB+RF8WtazjxcRHvul+JoPw1yigXx8Uxj33NwvJ/wmIaeyuw5TAYxvjVq/52eUZA1ZYFgNFnhUzV6itjqA3Q95ceoSCtdI3OxxbTarSSapymLs3xM6M7WLxMPUPmBG3H4QiLtWTAsLUIWP7P/zvlXN9jO3Ilfy+tBQp/YI66icf66GS5XaENYv8qXXlcv3tMYQllC0drCEcpC8lBYWGFrlZiq7SD788FFJaQW2yZgR8GCjXWV0zWeTgoTN1QA3Bro6KzBHK6AgqtAHPbrtD7HO6nHXyz4u0e1PurniwhoNbs5dmI8CY74PMIFm/ZYRqIdoDujy3SY4YyrC93ELtNjnm7Us1btI3sn6fH5EDyMDHgwzT9AOCjpyiry7N9uQuQ27Pj9z33A8CDrIf4JYCZPur7T4XobDrXQ/ueXGmkZfaId/Zn6WXKFkbWGfCI0WfbSHnrDcYGVEb2oEhB11+uniTb13LUDW16sE/uFw6fHxZvebul72zSsSw3Q++bl1jrZFO93lqdXCux3GAoLkbHIV62U7EOfYeLH4dYgkWY6RUetljJ/5S30D0AbF/3dsmP99BQIXuclR89pHiAkfEfynByhQMZYANqidTUbbIJO+jg5rwoWbi1oapSy27/1U8ZihIFt74EbfucPfzpn3zJ8/fHnlpTRLcLt+kcEGLeqxAD+umBAtID3d/hvfUBRTi+9wXaJpw36NwUXWGhXc0qWB8k5vCIMTzEfuHKL7T//sYDN1BVBoRcLqPc8BNAeOrJRVy/KyJqHzvj1rW9crXJdsQbKhjMRPDYafd7t3fdQUUGhNE1gwDC8L6J/TkxiDo+KlrdSNoKGEzdE50wN+MOhjIgjG1ZJFMvPZx3AWH7JBQQtlbi+TNicA+t0oE9ed8mgDB3EvBJNS3rJyoEEJ7p2SSAsL9Z+Pz1P3VlB8rDzVJJ/ZKe1VYI4W33Xvs+4bqc81WxCs2tpAgg1Gq6Aghl92Z5zwUPMihM0fUBjIaDelzcR3jPxtYTsuajRgCh3dtA9JZUXqyp3SeDwtIxi0xsWiaAxJRod+VqAI0dAdjCI0UKCHVXxFa20Kx4tn7DnSkKkkRNKKOh+pAAzz6/RUDhiZlN3F+Syugl3Hb7yJhgdt7eovVui7kwIDHg0B2kBsVAXDcNAgqfv3EWF6aFu+idB+7x0r3uO7k0uIa5KJVo+VfXPoazo+Kz3mAJ62XRbnLVMAGFr61OoloUbdMI2CTpQt9wB37ZteY/oJOD7afVg8qjNgGFiRt+FGbobPzwBVHT+s1bboKPDAwT4Sp2c4It+uzsdfzHFVHf+JPH7hJQuLzTg4ZUYUWrGQiv08ZcGbHgNJM79JK7T5YiiTy1R5K4pk5v4kRCuJMvb0yiWhXncGwdvjsUUBvS8FWaalaFkGSC7Ibe1kcEgMX9HlRXBKizgzaCEgOuX3P39X1UvNO1TTrhO1WDJIykBgoo3hX30Xt2Fzt7oj8EloKoDUuJYPs+EvdcHXT3hTdEp6lM03E5kqji50+KMne/9fbHEJbArHU1qTBYuhSDPnjObYNFaTwailNQspJJoyFVHdJXwjAl+Z3Ihruv5dJ3NkPULd1ckPW85r6zlmtWfkeOAex/RFynZmoIbUnlSw+AQF4Ko5lzdRGJSc++5U4uD0pjXNAhbmEnYCPYK96xbWsYSIlxdi/vTlgNSVPzPzv/OjnlH/7RM6idEseYHt7D/UUJdJs68b7E5zKwvi4Wk9V+B/7TgjWpLsaRmKGgPLsTRyTtnqPFDIdvijGwEXeQlNbA+89VEbpJF87yuFBqsqi2pPiw9F/8N/gbsiPG8HthP/v6L5Ltsb6cwhJy68QSynbl6owAhYACCi1Lb4NCwAWE74YllI1XMuGgUDFHZQm5fAMBhQD8KXrd+TN1Ago7GWcJfazQ+WEs4Yt3Z9ugEHABoQwKAbRBIQDsfX2EgELgvbOEcLRDmUIZFAIgoBBQWUIZFAIuIDuMKZRBIQACCgGgskHdT4dILKJhGQQUAkBpgiWyMKbw/j3KKlXzQQIKO1qNZasP0olQY7ctg8LWdgsUAsCb2xR4AiCgEAABhYDKHFZ36X1ZjNmwR6oEFHYyXlKSM4X5s94s3qXTiwpbKINCAPjK4mmyzZnCiQHKwDlBlVlypIxfO2op+nTlV6gmX6lOx5InRpbItnZIxZXooo+AQgAEFAIqc8g9Dvb5AgGFnYy7qWVQCAD7NyizW5+k41Un5lAGhZ2Ms4f/4OI3ybbxkDeTv3198NDkr8PYw/KIReI8tWHGcLP4SM0G6inmETqEPayzS+TsIbf82TryZ+nYz1k2zh5yN3JfooTnpjzEdqEyiA82WRnL74A9PDigixyZPQxF6ghFvO+Ls4fcoiu6wiByXPF+tCNg6GF+aXZ48e4s2VezDNSYEKyPzSaNIdqo4gM08HbqJB38LOuQ+qBBVY2+MMEy2LjHjh3SqDpKUDK32BYdOWTxbgDwJ5lUgu0g/aZgFYycD4YUvO8rqxOpwwAZj8NaX6SdnsvCAICdZZUAynRg9z9JJ6BcNqpMKLIFB8oIDngnY0S26MDQYKCwOEG/n1jQEX/AXPcJeq+lMXpN9mN0goknKh3jzFoWHikiPELblsljp7iW3Us0RtCKs/iwlbAigB1ncaSaQe/jlQWa0VxeTkD3yArtJKT8sV7qkt4qxRGQXN+/de4PyP6XM8ehs37XF6KAa7vg7XJUyr019HZ1lE429twKRj5NFdlbbFzLwkt+hDa7rzr2KjH0RmlbOzHonVl/UKWT0HScfd/WUJ6koEwu1WYUDNT66LOqjKn94Z297hnTo70HGPoorftePU/BC++Hd75NO8WdjUFog2xB9xJ9R6sbdFLnotZcsF6vu/+62dhgFsfG6fOKXKLbtZP0PmbHaehBINLA79x8inxm8sIDbGjlCYXc7q0PKMkOslllHxwWk2rmvZPW/Fvq/sogUzMosLjmc1wnlf4+suhHZFGM8f5oHX6p3/ijdWiTzDXMWHa+CFxf8w798WuWItFkMA1OI8zGzlHarmq9Dkk+0l5TgTkHh/Z1+h2DYW/dZDq+LP6znnb/EZN+8vJbc3i/25EruYO1EL1fswkgHB/OKGAwEaAgiUs88ID84nqCAMKtg7gCCGsZwWhodU0Bg0MvGQQQGhUVEMrAK5hRM9SsoLqKlAHh+jPseAFHAc+lOtQAACAASURBVISxb9IOlb3UIIBQZu8AV91evq7SqKYAQjPOQCmrORu5HUL5mPiOnq4pE1Gqnw5yBzl6nQ77vmZrBBDquo3yLqVdE3fEbwIHjgII9YZDQKEVcJBYYOzMsLjXQF5TAGF4lF53pRREPCFGnfwWnTy1hkYAoXkrgXo/PabvwCCgMLLOqjgMOwQUGukatBXKqIV2GPg9zxYGbKUeidZQXhYN0g7ZeOIcBXzXtinQ/3uzl8n2N/dnsFUS91s3DQUU/vrqD4tzODpifnpdN3dp8slDg+t4SRqUgyyru1H3wWaZvdE7jHHWXWDYsvvXVQYzuCslnwxbOHWG1nXmsXP7pQiOpSgjvJyRSq4ZNkJ+2g8u9lNm9WvXzpDEKF67tz5g0qSKPV0BhQNTNAmmXGfVLap+jPaKRcvWt0bROOkNCg2WWAUWw+lsh5C4J55X5ZmCkq0v10k+yEYVULix2ovANg1rcdiiZeSsAHmrK33oGaKLrxyrSBO8G8axZ8R7XtqjIOaXzryC3731ZHvb57NRXmf1ljWQuEideSui0SoKedHXZkZ3sMAqBVkVvoJmQLQDSywDw/giUOuh/bfKsrSNcVbt53oM8WXxHUcH0R8EgMYFMe40SgECEgFAn6fPs550EByh56keiL41OpbBQ710wTESZF4Sx8AXbj3S3rZZlR2rYkCXFv76eoi40AG1Jnv5HG2/yWQZlbeE+1k/dwDftyhQDO+xxVUfW/gzZaFAFjSsRAOeftilYf/gsd/F99COXMl/3fbqq6c7soSyba3SwYLHG3K7NLR2KEs4lKKuNg4KU0OFQ1lCP0s+4RIAgQIdGGpplSVUjA20jQrTd4prBBR2suIx2k45KPSxThsdVAPzGxcpeFImIgYkD0t6AACjxAAcA4XJm/Qc2TPqmqQkkSy911RQyOVueGWFTiaDwk6mMAnRDmsl6ZEGsuo44WOC2/a2t2tE+1j3ijItG0nQBjh3koKYq5veGn4A8PdGvkW2s+veLrh3Y9964K3ReHFi1XM/AJSn6Xt87sl3yHZskgIOf7/3OwSAWs273/AJsJP5o96u6/AK7a9e5cVa9rHRB577rdPeepUAEDh4b1NM35fUhKDIH4h3z5lDQGVrOcPDjTOHnaw6wwAs61q/c/MpnBoUWn5nB1XXd4pJAfEEEZ4Rv3UIsw0AWpjF/BwiD5R9Wq0sklig2/V9eh2cPdx71pv19EfraGToMRS28JDpZX2tB/cL1Ev0zT0qPv37Nx6j11mgbboTe9iIvzf+qBN7aAW7fLl1HWw/Z647sYfcu/J+syNgyOxnX/9FvPrqaeVz2W22tdpzKCj81Jlb+NSZW57nypYpM8NBoS9Rh0+K10kNqdlTslvSn1dBYYCNTRwUdrLCGB1sHCZD0QkUcouuiqZlht1/slV7NQT3xe84KOxk/hAbFOMNaHLVhHcBCvU9ykb4mEulVvETlpKDwk5WGVCfaSgrrouDwk4yDP5Blom4kEB5Xqp08CAJvSx1Vx4r2cHCaz5FbkWu+lB/+vCMyk5gMp4S7KoRsEi80InhXeX7nUyWrTBNHb99S7joTgS95T4A4Dc3flD5rNgQI/RkZB+fmbjZ3uZ1TrvZpRMiZjIyHySLqtKJQ7J/u9jCjpjwVnMp7EuVYDYyahu9c/2Y8pmsTrC7nsLXrgqpphcXZpXvjz2+rnymWEzcT3w0j4rEEH6k/3CQDAC6ITE0KyH49ySPwYoq2G6/i5rvo8+LY4x8hfa/3H4MGxveLkiA9jFHA9ZvStqHlZASxuAcUmISoOBwbkhVl3j04XvKZ4pJ4NDeCwJMqzTKykbqeXX88QKH4QdB+MqMFTt9+CKAgMN7UeRoIjwqJ2uonBQg09xWAfxh4LC+ShfcE+8CoHNwqLCEBT8BiHZBbXMyOLR9h8dfHwZiywM6ygPsOjqAQxkgah2UAV5ZOP6+jTc8ciVLNv2//Ut6gkFWQqqstqi5GToAH4tSRqXOWuE7O9SFlgipK7r1PcpFx6Jqxy7dFMsQubxd29hHkW0KJLjcBADIzP3BuQ6TIGMNY3fUWBad3Q4PZObUPu9QnQK45Sw9gGauAarivdUhBoezglwb0BrqsLJ+Qwx0xQkViPFqLj231Ca59QwdZeQ4HQAwH2KM3TIdPG2fekybyQdxjbpght+rcgjYD1NQWF+j5+XyI8YTtF2Xy+oymtcZ7cSgL+2LSd3uMBn/84t/Qrb/qxd+lmw/dl6Vtama9JmeTdJkhy/eukS2O+k+nh2mjM/tr1CwxZnCT124QbZf25hUr6tGryvAyxuydmzuqLJAkTHaPkp7dEL2xyk9caxfZXQ3X6Lubs6GxZMqq/lRiS382sJJZb9ii6p4Ngco/LzaPpOoeoWV1+swrG18mmX9MuDEF0KNmNp/otN0jCnmveWYfOy9nR5WQWHIR9vH/L4qgp4vivOcH1vH1bcpaxSfYNf1gFVq6lWZOx4WwxNo+DNPvar22+x5+kwDrLxpY4yd94C2ayWhD0B8gV5HaVT9jqwzy59fJ7vPJJM4Y+hejPizU3xzaJd+Vp1T235wnrYHzgBywWybXQaPnweA6gC7f1YcY/Hv/LL6o+/ejlzJ361N/L//jGxzUMjt84+8js8/QtPpIz7agt7aoSv/V148i+LN7qvdsVgOYzFK8dkMwJTKQZTYpPzw56+TbZON0aEMHRx3KCOP2qCF2iAdHPouM/BVNBQAIptRVV04Dvt67QT9ghnp3IlkiwTpM+XBx46lwWKZrzxZhgNaY4zGffJMs07GE0hsPw51U2x9ko4gk/+O7j/5acowjPXmMP6wN9Ojs5UnV+XXBmukigcAVE/T7coQq3bDQGFsik5Q/c+to4clSoyzjFh/wMRq1rts1yM9NIM5GqZ9bDhN6e6NRhr/+OPP08+KdLLkCV9P9VLgeDU3hlMjdCKXY3g72bVXZjz3J2748doXLpLPOFAuFkIw696NW47XA4BPPEbBZpIBhdJOVBFY55nJmX9PQeDKt6nbXrOA8B3K7Dx3jOovzTGt1ekBGnvIzV6PKJn3HNSZUQe+DfqMbBYmkztBn1d+yvDcH1oJkCopAOCcpK5m7ZBxvLAbIwUFAMC3Rq/TYOPH3Z3uySIAcOXeFHIZGm+YW1H7xkMXqU+Xq0/0nqTP3ccKAIABI62hocpijIP36bvOzXmPWUZZhxWi3wktMDCZYkjJ57j/uh2zAiTu0/c0MEc9CzF/TYkR/p0Tf0i2n5ymz2vyOG2n6avsPZY1ZXFSS9PrDN4JI3in+3gQ3Af8zLHC5zWeWFlLO8p5uGnb9Jly/PG3bUeMIcRLMXI+BRDKmVRWyaeAwfkiHSR6gyUCCM/2beKVF2mFjtiZDH5l7s/a21/afVS5pssLU+2/E4mKAgafmqLxP2/923MEEPrKKiDUGw4BhQ4rj5e4a8BfFJ/tPWFCL9LO1vcWT17QCCB0NLXjFC+IL0RuhpQi9poFpJ4QnbxQCSmAsFih918tB+BIoFnLs1Vs0CaA0MgbCiC0l6MEFPLVNQAkX6MD68FJBkxZlvPQNwwKCBu6AgjTv7xEtm9uDmOsl1UWucxqaHNXBVu1mmGHTIKB22Ely9LJ0IMER0qeoNC6nEb/cxSo8lJfKzs9pMzesXQO925QcPJzz9B4wT9fOUO2S5UgAYX/9eRfYqNBA3P+v1XaR0ZiBwQUFhtBBRR+Y0+wfnc2BhUmOdhDn8/Z4U0FFAZYPeDS8QYSN0RbKz+mZrHLizlfwEIsQtsV9xKs7yfx8Sk66X17iy4qG5bhAsOmnZihDOfyTg+iL4v9PT+2poBC7tqrnKrix85ebW+/sHpSAYW5Gp0051dpcp0vaMJeFx1ar2sKKOTLLnOkBqcoBonoCkseu2/hYJqOOzwmtzxTJ6L49ZQN3zB9F5ZJfzQ1RBnt+w9ocpIWtAgoNMdqSq17y9IIUDw5sKOwXVfuTZFtFOn9PXSejt1X3z5OXMzx8Typ4AIA+3d7YQyL9mrWDQUYylWcQruG8h5qvSxe/baGH/8vX2xv/+7LH4NRZp6CqgZDEq6ussU9cgE4cmyfqSG2RO/Xx0JR8ydsAgyDhoW+MP3S/z7xp+2/f+n+T2MgTNHZqw+O45i0KFpa+P/Ze/MgubLrvPN7L/e1siprLxRqQRX2wtpo9IJeSYrNZlMUN5HUaB/J0jikCHtGssIjm3KMxhOhseTRSLJsByXKFrWYlkRRbLHZJJvN7kbv6AYaO1BArah9z31/b/54efPec+6rSpCSqVGTJwIBvMTLzJfv3eV3zz3nO10aGOZYREY1bJMtXd63AaCkVJQJrJsIsDVRJUZDRY2qPhZndzP43KRzZJ55T+2uEqz64mTmp35Fu6a/g33fY/h3tVgyp0GhP0A75w+fOrfjZ6wVoq5eQtVsEwQK/9lrn9I+57U395PjRHjnAPaLK71NvYT5boN6Cl2wOtfLCq/foAOPL80GjbLd1EvItxBaHtPjx3hNTg6F7aysYHEhQqDQ1fz0e71Zl6beJEyPa1jxMlFuVmxlhdvvoloKh8I0kyXhZbzcjHtG3Eq1qRZcNTUoVCcAAMj3NQm2AVAt0t83++Lubc507MVl3Rt3/+5pcny92Dw5hdchn9nSKzGoNtS1s9cLaO4pBACwdse3w2trFL7fv6eJCByA7tbmsZ7Fws6NwHuNPsvZ883v4S6W3ZvN6HGYR1t39mDXFugqr9KkSgegbyFXw6yG74hHk2zixislcS0+N1tjZf4M5oHjnkPbrXLHNP2MS9PN73NLP/0t97dRMOSeQ7eKPP/rE9RzzqWiuBU7aigx7yHfZte8hwF9zGg9QT17941M0RNcvId8zA+k2Od20LGKa2cCwG+uPtr49x+MfAGXWQiWm/ew0L3znBCZY95ll6FZjY0vJS0UmVSim/cwNr9zm88P03vUMs4Sc5YDaLl4F4P8d9G+58Fw4I9+A7Ek018KVDUo/NjBC+T4uYV9eG5h59ibzNu0VfHsYA6Fr725X4PC3d10q+jHD72BHz9EvZbc+ECbb9JhPBkTHlYjuNRK38OhUJgau5i4TZdObnElqtleWxvQl6aTWJ2VkzyHQmFGRvZqLgNhx/T6l6pZUxFYLCbKrADha3Ji3A4KVbkDDxPXTlxyiXlRLPAvFhD4FzT+rVjzIeCR17stFKqxM2yFWhtsHlxuLOmTfmBdkTxiUCi2tWauS6/K9K0uTI7L48nZnbfUALiWJYsp4H+kg3q+nuh2ErZSNTk5/tY778OiIgxcuYss3f/4wnu111QvW9fuDSSiSiWGyah2PmxHZkNYbnDndrWdPdgjJ1O/t4ZiVbbdWv233NyS9/LXer6Gp4//QeM4k9W3urYKzcsUqqO73V9E6bD8vclHnXtxbo1qDJ6blMcDYb2EHYcnN6sm5ERpBW2yNVmrLwJNFu6hjln2KR0KuVacm1UU4XLzehS+W/I4Vn/WO8FhV98m2o5RECqmAkRWxc3evD1Ijod2yc8QWdQ7weGFid3amLW6Esfqys6KCgaDssCa8my2GfJVOAyumviz//44+f9aaxW11p3bOYfDDx6/JL+Wy+uIa2NwqFalAYCZVBtmUjsnFXE4XM249FnFPEVDiwPnOrS2VwdEFQ4BaHDI53Fu4UUD4UU2nh7U4ZADYstF//9vtpS/p7eSD3/5M+S4UtGXED84QuP3vrVAvQphnz7xLb1GGzCP2QCAWo9cNRkb+mph9yE6Yb6ni8YBfXH6qPYeXjDcn9ZHB1FGTpjJgCDE1OHLbGxqu6bDnj9DV0x33ksHh+6DK+C29jbdkiq36auuA/ulzElbII9X36IgbrQxYWIW0xW4o9/XGvNOBly2E6x7aKxb7SaVkbCG6CwVfYWu8PlWAgDsOcUEkV1qm67mWFzSVVob2HQZr1Uo7G3fwsIVVpeVebT4diIAVFmAvlqCC9jGGxOk5wSn9XtdUkqKmf6aVjVoKE69ePsj1Jv8B5epmDAAtDPvWrGsw3jqDo1D3HOAwnimRCf6jUssUcDl53JPmBml/d526cNPPXCeHJ9b1b2pPpag82cHPk+OHz37i+S4tYUulHJvsFkLeuyr3acvHHrZs5hfoTFwHz9MF8J/cfY0bOWZ8xATALBYu3EVN2f3lsf3eg7phd65jhzXiYtP2Fg9rWwBrunXFjxOIZdrm3Z26N+7vEC/yLemt7VqD/V+DfXR7eqNHP2eH9lDd51+/9yj2mdy+6XTX9de+/fn6cLHzxImuLcw0J2HdUOOL3whCACFITqedvXoVb6GW2ifbfPT7ftnXqWxtwDQ+SY9Xn2C3rM2JkH0YA/1qL44RzOTAV0cv3ZJl7PiSXc8FrDiwpU+ZUebVxADAA9zkLaO6/NWapBeG4fCtnN6O+K6wpd++5/rX/7t2/e3kr8Ty0/IxuR1yaDsatl5i8dmQRyzS22YXaJwVuqks7kxkIMxIDuCdz4ADysNx8vTuVWI4MaDm80yWxmZdKXjKRja93Lxz2K7rQWV53ppk2m5SQfUpZ/c2Xu19naXBoX8WhGwXLc1VOsaZVIHNmD6WLzf/RQIygkLtdDO64nCYZa4kacTfrmLAkG14MXWCbb1fYSCcLW9gptTspxcvuJHtkzh5HTbNDnuiDTXiAsv7NzvA2smAkqpvVqshsIu2rj8zDkTnQYS13bO4DbZFlswpgf4FwfkPTF50DyAVIFJW5hVTBYo5JwenCbHe7qpN2covoED7TQmLnOb9oNAVx5zGzsnxbQdoZ/L5YS47ltozqsFrO/aR595z95VvL1Gw0o4BC7NUPA/08m+yMU2mRBz6F7aD8otFmxWbiwc2VmTr1zzoCNJx7p7I7qGoaGAHs+MBwAfy2bVIJBpGtrJslaqjve3/EYY6UOyz4VXLCTGdx4bij3NM1x391BQ5DsTy0u0zRg5L6ps7OBbs7ANTM3RRUYP0/R8bplWveBVd7j95oN/gW4v7aS/efYJ7bzyXuZS/U5mdtZuUq93IvX6zrsC35ql0PbEA++QYy5qvbXPgG+KxW1fof1godCCBaUc6mhyFaNJ2kffP0BDNMp7mruUvXn6+/jYF1x1EmWEmRV9dya8yCp0PWJg/hEWgtPLwpiYjJr1pK4coEKqmwLGd9u+Z8FQlaYRUBiqb3F1tWS+bSh0MzcoVM07T+HAqG4Phc8uONqKX5k/hK/MHyLByXcDhc3MDQq5MSH6baHQt8v5nVa0Bitaw8Is7fhu1xpcqntrXYCwLUCXehoUutjALjZhJpikTchGLWQ3PKiFw4VtobDS70xeAgqrLrJFAg6DT1FQqbY3n6Q4FAobvdfJ4q22VVFtq6KstCcBhbFXHUARHiBR4SGwtv1DF3AoBkZeDYUYL6XnFncFAGOyv6hQqNpcXYZJQOE7y9vHZ13OOP8n4FBAYUtg+4WHGxRq55R23hYUJuBQQGHyLX1xJuCwr8O59wIOe/bqWo7vrDsJOQIOORQK+/11WU3jU9d+HN1JfVu1GRyS/9vrXJuAQwGF86vbw/L/fdqRDBJw+BdnT7uep8Ih37JrGIfDbUJSAKAy5Fyj6Hf5DT3WTpiAw/iE8wUdbzifK6RTVDishm1kb7Y26im3hNzbkBa24nKpHA5DN+uQ4zIfiBARAYedUWex5waHAhDv3zvZ+KMah0Mr1zx2mV+/uX/7xWZhTx3Q63AYnNE94KlcCBcWduHCgtOWLy45O2PN4DD1Q3o4UDM4dLNvBw5r+3KoHnT+AE7VLcAdDjkgejhjN4FDN7sbOBSAWEw6bUeFQy6d992270kwFDf98D1TxFP4yaHzTYHwns47BAoX3+jRPIWlziqBQsNuDoXce1epeYincH6hDV+Zl9mce1rWsTWbIFBolg0ChdbplAaF3FPoKRkECg1Lh8LAFtM4HDYJFM581NY8hXxbKeitEk9hpa9MrrXUpnsJ2wJ5AoVnTl2nUGgrf+rmC1UIFFbilisUqvb4x+n2TihQbuop9HhrqBbo4KxCYfuRFYT2UZLOV/ykHNpqLkqgcDMdRkckS7yF1TbdM8M9hXxb0Oxj2ddhCzVWapAPhjYcb6Gw1ismgUKjZkh4h6MfZ/pr1Fs4liFQ2PqqX/MWck/h+aVd8Ct75C+ujTagUFiVxbV5DBtDcenxOdC+TKDQLBlaksj0cnJHKGw7soqR0zNEaJ17DpNveeBhSUyD3XRrLbabLpYub/Y2oFCYCoV3pjpQsUziLfz99QfwqWs/3jjuTqa0Cj+b15OwlGYcuncN5RbZzm3TRq2ThVqw7e751QSW35Ixox3JDB4dpRJK3HNoFE2Yefk8rJYqgULfhgcwbZgFeZ9s0ybeQl/aJDIz5cESym20j/L+lz5UQY4lf1VYpR8Bh43P6KnAe5T2DQGHgOM13N2zAWzJ72oP52CoYR4mtFkyNkW9hQ04rNvUXAf2tTAPsovncIXF6fzK6WfJsRsc/u5fPtU4tnJeGIvyu8t7CyjvLVAtWJPqEpr7s66AaKiZ06ZNktdSr3dqHtTXLtKQqm/NjuC5KakC8MQD75BnnPqhnAaIvqkgojE5b6SuJHEgKcNJuOcQcOCwpIR8vX/gOgHE8p4CynsKRMapejCH5MdlWJI3b2uAGFqxYSiudDc4VHfPwos2AUThOVx4WLaLfK+FzF45tnnDVVdALHTJe12JAp66xM4/JBx+T4Ih4EChap8covFA7aGslkKfqdIBIH2BrnKMNT8MVlnDx2qFxr8ZQfybLsELitleYPGGdOHPb6P0/8AJGXcYWPOQp2ke1T0NvDC6WbmLEASuR8ZyGG78Al3VlzZCmk7c8DD1olX63D1KakJJMFbC2/NyK86sX/xoYvvKGh4mdH3nqjPpqb/bWzDgVcD4qQff3vbzhNksoDoQp9tfnlAVHqUaQa7kR67EVtxlE3cm5TZToeKeqDKuiLjObrYikpSQJ+rf5pXs8fR9BRIftrTpXlZL3Q428yYyQ/KmiAk3M+j6VgBAYJV5zNr17eNdbXpMUssLsi0c7FsiNYGt+gKLi0NvlGSbeuUmFQEWW/CzGTnBvz4xBKtDtqntKhusb8kl+cpkEiuTsv+2hZz7PPie6cZrpf0FbD4qJ66t/d9ZWLMq9N0bTeH0mJTV6R5wwPJbS3Ki/e/ffABLV5T+f8fdm5K6IV/fmEugFpHfY9U91VleJ1yptOGdoZ35UJszKT+zcaTx2lYtjF993980jg0XUXK3TGQrQl8r75StXJeaslPy2iyW7b5duc11ealYub9GFgTRzrq3aFSOhdX2CmbmZMjC7HUqWSOsu0du9wVjJW1LNLhuI7iuVJ2a98M3T/v8YFRP3mlmD7eON/79+sQQfvn1jzeOf/W//U8AgMAyvRcqHIZY0py/Hm9pX5PjQu12lJTPLHa5PxuubFDM0IVVfjmC/DKdy56fosCofi8AWKO6F59b0EMX4UMRXVHgq1OyOtlEtgNju2XY0HCvuwddhUPDArwFvT+rcOjLOX9USzHhAl/W0HbbeDJLlclkpWZakJqhwKvCISDh8B/KvufAcPj/+a27gkJuzaDQzdygsJnxRsWhcE/LOvawAGAebK1CoX0qBcOScCSSLTgUqp0gtGI4QFg/pdDldBb1Fsx+IEGgsJR298bcDRSWmLfALWaNG89q41DoZl7mleVQmGjJIVEP7m9tddpAAwrrE44KhYFYiQDh6jZQBmX79c5kB4HCv73jyBl9/qrU6Rtf7MTspgQfFQ5VS99Hl7VuUFjYxZIm8s27vGgrrZedczUoVKxcr94hoHBk0HnebW9Q8D3YJz0BKhyqdicnf/NGKUyg8OaM+wT+uqL3qcIhAJQWnP5WVSrnrG9FCRBuZ6X99N66QWHPo85E46uXhRPe0GxR7wu8CowKh9vZ0pVOAoUNr+ECHYs25uTCQIVD1bJ3ZH+xN/0ECjcv6FU6AAcKhalwCACmWMTV27aAw0r79hmtAg4bY9HE3ZUpVG31uD5hqnAIQPMWC1PDOmbm2gkUXrvoZGOvFyhIq2MRh8PG50YoID5xSJZiFHBYY5n0R+oyQB8auYIPjVBhcxUOARA43M5UOASAcE/zGGVeW93I6vDdDA6F1Wry9z0/NYrnnznROBZwWKuXQ7RG87BG8wgcccaB0P4thPbTMUHAoYDCocg6hiLruLIkY7VVOARA4BBwxN+5ADw3Nzjk1gwO3awZHAK4Kzj8h/Iafk+B4S9f/ASBwqVcjEDhWiWKU+20OsOXxo8QKHz21WMECj1FA8GbQeIp7B5cJ1AYWjYQeoOmQPFVduzwOmlMts/GwgQdsLvCemdXvYb+FODnO+FvsUoReSDCtiL5tmL+FBOK7SsSKCyP5VEek+eEpv0ITfuJp9CoGgQKp671oBJjFTdaLQKFsYEUGYj9viour/Q0vIUAcH29m0BhPF5APE4n8dmbXQ1vIQA8fP9VAoW1gK15Tz2sTNrmRpTGR9kGwOq8Pj5Et91MwyZeKQAI8sxotl2+vhbDf71wP3mNazTmliMAq3iS3sO8o1Puk7tq3jgFp9TRMlJHmZD4IH1P7DZbdLBwBawFiKfw9jTLigbgY0lBW8UQYkzkucNP23aBlbkbG56H30M/Z71IF1rJtixa98mJwI5UNamR0Nt04t/MhLGZYRmqD9MJJs3q3ZcP5lE+uLPnY29iFXuZd1uVqQGAYJK226enD+PpaSaGf4veB6tiEgDeWGzRKvvwOL5T3Xfw2Kmr5DUuGL3FJHH+/eR78bmZB8hrPAnJFynD1yo9qpXWGin5KGKMVdNCGCqsolDOBytHf7N3g963taeKWHuKhq6sPMTKRDIv/9h9t3F8hI7tXEpp6U8GUfkrJdmiZKK4Ru8Lh0PLqys7fPNrNDP39nI7plblAn8pE8PXZ6ksGe8jr13fQ3QUf/n1jxNPeGDZC5NtS3a3p9CiaN6Ge7KkBKl9ve3xQgAAIABJREFULYbgizFElJjiasSGt13eSyPrJTs3AGAdysKvJMkUMwGYcXnv8ssRVGeiqM7Isa8asVBVFin2tRi8V2h/TS8xb2I/faYXXt6LL36Njo2FLQrAXzx/EhfHZbb/Rw+9g2Otc+ScTx98q/Hv5MfnYHkN1PxKyEiB6vEato0aU4MKbNmIKJKeqVEgu1sJocgaiM6YiMwqIRRepxqNsGraD88tOtbkrraSkJVCl4WqoirgyRv45YufwHfbvmfAkN/cpRxtlGssd/3yQi8uL1DZmWdfPUaOecB154FVrdQPr2O8frKG9ZNyEIgdXkfsMPUA8ookR/fcwdE9Oxe15wMu3mpxhULVgmvOH9XcoBCQZdVUIOQWmnMGFKEuP3XDWd1NXevRzjW2nMFfhPOIOqF+n+5xuFhPUri+7sCekDfgQAgA1TVn4BASKw/f70yIDz56RTv3K2edGrrP3naCwTM5572bG9vrYwn4FVD4A6M3tj238o7jAQuKrZ86FK7toE/mCoXMeAA8n0jdzNPK6n7H9fusfnM1ZKAaotfCZW1QF3OevKwnkWycdiaO/Psc4Lu14oDrVlHX3/vQoPNsTrQ6bVxA4eCu7ZMqIj5nohrtc2K5km3be0hEspCAwuiUAw2+Dr39iBjQ/k5nK9Fzx2kTbmEXMyvOZC9igUVSw4nuOe1cIeI7ueUsKi8uOPdsK6snWIT2OPFooRVneBZwaLjUpG1YHQ6Di85vDUxuH08p6oYLODRGnXv3yuyQdq6Aw//r2R9yXqg3AU+3Pg6E6xVMeD1wO0Sv25ehQsGkcoYw1g/4Qs7VmKxSfkbvZ83g0M04HObfu4M3rn4JAg6fm9i77akCDp+dccaf/3DzEQDAb7z6Ae1cUZFFwKFI1LG7Xao11eHQro//Ag5DblE4g85zbMBh/fptFwFtAYcibljAoSe3/Y6CgENRb7gZHL46uQevTtKVmBscckBU4RCABocPtE/igXYas6nCIaCXdbV8eh3kCNN7d9NKVOEQoHAIAP5ND/ybrHwfi2euMsmp7zYcfs+AobA/2fM3BAr/avaYKxSq9s1njxMorEZtPQuP30nbHQpV41Iwwf6MKxSqdmlFhyzN48dgonQ85wqFqnkKNoVCW0KhMF7b17/oQ4jp1xnMszU5ST1I0US+AYXCIvP05kVDJQ0QBRQCQCobhIetsI3JcAMKASA5tNmAQgBYLsQwcnqG6BgaNQmFgLNq57p4w3uWScZhqD1PPIVfffsIamk/0SUM+ysNKAQAbw6ITiqr8JqBtcUWrK/JdmgaNoHCYtGHYpFeSzVkEyg0F4IwlW3FSjqASjoA30XanlUoDA5kEBygbuVqokagMMP4oBqx9W0ntnU1caUPE1coIG6cYqK9edouv3j8s/ji8c+S17iMz0P7b+Gh/fJ+D8Y3MBin20M28+Ta8QrsOJ3wqynaTo+MTZPj67f7cP02vf7oOQoEbrVXZ1doqEd2ki7Gpqc7MT1NJT/evED3opamkliaYpqVbDIxg/Re+gaz8A1SQEn00gSH9o402hV9Pjtcgx2m/UZk3AuLeEuIeOlr//a5D5PjA8coXAVWPVq4QXCBtt3AmkfXF1SalB2qaf8fWPQisCj7jWEBlgKZRl8BwXUDwXUlea5iwlC8kPmZOOIsCzkQLSEQVX5jSwVGmzyu/FUnllfoc3zf0A28b0guAvPvzSL9iFxYmCUDtQAV8/7m146TnaKp1TYsfJUCzNc/fz/Ml2QowH+4+QjZmbDLJuJvBYkws+UFEmdl/7O7izBZuc+eljR63yPnDg+LzonMG7DYXKN6DgEHDq0meqUm72czUeA6hT0O9d4rERiTckGUXoohvULHLDc4/NI4jRkosfHRDQ65EPz0Mu1nNb+BQIolNcVYdSMXOCy371ztJDJrwiyq7dKAn/URNzg0ldjtaszGmfdRHeXvln3PgOG/7ngd/7rjdfKaxSQG/mZ8DH8zPkbfOM6U8lkjL3VYpL4iAKy/QyeC9OEy0ofplp1YtQvjQPLYyat47CTd/pncpJPQGy8dwBsvSbBJj1aRHqUTSOUI3foodNoodOo1lFUzZmhnOjowh6MDdAVmTtBzCsNlFFjpH5uVpYuyjM3wgonwAr0Pfralaxq2qxi0avkrtBxackjXieLGxU/5Vg6gi9WG2psHTrcxAWKve1gSPSewfVyWMDXLE7i7xCEeX+gPuHhHGFTdjWw8V+ZwVW5iSQqJaPN799Iylb3oj27/HDvqccDj9djDnbywqINCZsS5z8M/6GQAH+he1k6dmXE8m5tfcRaHoSURk6t/rPiFoirL/FVnEfTSq4e0c1frYslrU04fLi07E2NxVfeglm44n1dqdR5GfswBEMOzvdss0eXAfvCkA82x09snaVU76I8pF5t7nLnI+d5u/fN5tn9wvvnnclkUNfNdGIea2kZzySHeJpfz28T/Krb5CAUjI6z3SxUOAaC6v3m75mFE1st6+UYVDp0Pbj41q3AI7BDjXLetw1VsHWZZsfNs8dNRhJdVdCpvMM1RJqbN4RwAvGx+c6sw4l9nItVMgqfaWkWVVWHxx+gcY4aqMJU47/Mb/Ti/QfVDn7nDarPfn0fufvrcfCzW0GZrmOS1IpLX6H0p9NFrKyVtlJL0c/g8zzVG3bySBisZuFaKYq20c5WXv2/7ngBDNzesCoUvLo4QIGwkJilQ6EsbBApL7e6DtAqFhU6bAmF9K2gnKAx1Uy9AMuCQhQqFl1Z6CBDmu9xncxUKcw+yesMd9dJUChTGXgoRKPTMuQeHq1BYC9gECIVHYicojAy610FVodDvrREgrNaDm1NZek0qFPLYqitrjnd1uSAHzH3HZgkUWnPuWmkqFA6PLBEofGHGAZivvi1XsJVUgEBhy716tRcAZIvMrpgECkUCDa+DyqHQ1ZQBJz9UIVBY29xmIlUmn0qCQmShuw4lav1sm064fIukYQoUFreCBApFObs/2i8rfPxU62sECnmgvrC4jw7M4y4JKWurbHKsvLuGOA6HwVZ9K1HAobDL6/ouAwDUeuUEVC768APDEnpOtjvepsVbMnbV9to4cFx6C93gEAAspbkF530I3pHjm9ic4VUn1FhcNzgEaGJNbSOAwCXZdyOT7hDavV/2Qw6H/noGr3pPNx8pYuMhpSqVCxwCNKGpuj+PSly5trrXUIWl0BtRBN6SP9oNDgEgu6zcmKqJlkvyvgivYWyavkdNvONwKLyG+d2K7u3hKjKDSgb7vL44AWhI03ZwGLoi3xtcpx51DofCakr5Q/+6h4xdAg5rLBHGHJJjK4dDYcNDcqF3fqMfLyhVyjgcCguvyvuwHRx2vaWUkrxWxOZROVZyOGy8rjhfPDkTPkW6R8ChWgbS8gHWgBLr2aEnYH43t5PfXaOmiw187jeIp/DJq58mUFitmQ3oEOa5ESVQGF42EFa2hYOrJoKrJvEUGh0lAoWV1pqWYDI2Mkeg0FMwkL0oXdtj3YsY617Evcfk1tlQeA33tMrBOB4sIc4C9305gwy00Z4szHuVLC/DBgwbuTOKPl6Ilm6z/AYsJeai0lJDpaUGKyMH3KsvjcCclAOB29aaZ9OrBWOHd1HYzc7FNQ9EhmVo1ZjHqWqZKLKShalN6s0NHNpCtF8CaCobxCvTdF908iytDWtUDdjT9HN8dyhIzbxDQwtGOtYwl6crfCE7Imz1ZjvRlQMAg5cRYwBYyfhhMW1EM8ZcVUq2eMO8Fq1aUDPIytS3ZcKcYp6BcJUko3hyJtla8m8ZqAVBKqd4CwZ8SizMyMlZjB6hoQ7hRAHhNgmC3kgFa8pk1R/bQnckjX95R25P/vPpjyMRlINvxTK1RI0bi514c5ZuFXV100zGjdttMFOyvQ4PrmB4lJbZyx6hIFVZCaGyQu/N7DgNf2ihERSwNgKwmNdq4RKF1HNfGsO5L9Hdh+zrNEEo+AKdxMN/3YLwX9N+ULmHbvubC0F4liUslEt6EsKxLhoItbEVxYsTdPu62lUmoQu+QBVfm5CLzaViHH3RFO45LrOnB/YvIafocN6Y74bFqjIVOy3S7ovdVRR75fUVB8rIHCoTvcv4JT/8inPYOpCFnwFveNEgiVD+dQ+qymNrv1TBwJfIW2B0FrG8QT3JF2eppmTnN3zoeJZpyi7S49gt2hZDgXKj9nLju9h4ZfmAfDdb4J2hHvD8OB1DcvMxLRSHazd6CwYKXYoO7Z0gMEUXtwtTtIJQfk+54ZRoXAsrguBlOyahvizCndSZUGUlR82FIEptLPGJxY/WYjUUe+UYVuypodJioaK0kZMHpnDygEwKPdI/h+MHpuVn9JZQKXlRKcnn0N23ic6kHOs9W17MXKChIKWqB6WqvOY//8rDMKZloyklgc39Jjb3K5qacQOmmrDjARYeoONDdNJLQoMKfVXseUDO0aWkjWq8hmpc3tNqzCZxg7ZpO+ofilkbfqI1anSUcHZ6uHG8Vopi4HPfnVrK73owBICxZ38BT179NJ68+mkAjtgyAA0IgToUAjDrg2Z4eRuvCIBgPThc0L212xnM3HS9xkacrdiD90w731PY/nOFDYXpViYHQgBkogYcKGxmVbZAtPzNr+XqS3q9Sm6eTTqARtrziLDt1+wcHahzfRZyfc4gsT7RhpplNKBQCM1WFQ9SIFBFtehDtb79JeRvAofcJVAAJysQkFDIYVa16nXn+uZedwYZAYXlad2VP3bAqX8soFBc7+pNvX5trr8u1SG8f3UorBRc6mZm67puYrLprD93l8uuJhk4biPVoVq5RL+Te7DdjEv9jJyUtZ/3jjlwGNolZ4RwWx7eiLy2tW22uf75tJTiUOEQAG5tbZ9pfXvLuccCDs309pUgBBwK78+laefZXro0qJ1rlOrbzqPO8/JnnOfEvTSA3NK06x4XkbUrkkZUC8069zy4XE9Uue78nbiqX3drXa/X3OP0ZV/dq2wubC/vks441yCg8FByadtzeekzn+K1VuFQtYH98vNyFT9uzEsQru6pj3vKxMcXRSocbmd+Fjlg72seh8HHst1f08deAYdLaw50V8rOPU/8jZ7YZc4791jAYfSic/zCn53Szm3A4Vz9+Ytxy60PPuL8OAGHxbpHKd+zfeyGt65sIeCwrJcDllaHw8qWc923x3ucP6pKQB0ORelCoTDgr8eqen01DRA5HJZHCyiP0n7K4dDNVDjczlQ4BEDgcDtT4RCABocACBwCIHC4nQk4FAlaHA4BGTd+YJ8ztws43EmzU8ChPy3GCr2tCDg06yoMZ6eHcXZ6GM9f2a+d+z/KDJsXzvzHY3d14YKw+/upRyfLBIgL53VtM56gUXYJYyodop2klqGTroAH1W6epV6s44/d1M45HFvQXhNl8YRtvEK9FJ4TOhyVSnTise7og2H0Dm2cqf0sroPXQIWeReW2tR4cot6O/AKDK5cBNMHiA93qROdSbAWXoPDJkzYAwGSxojWmImO6zFu77pvXvIUHT02TY55QAQArNyjQ8Aw/O+oycDBPAfcCOV9GPRlWjNdP1IGEPztrSM/EtVkiSZCBDZduAICBh2kCwp1NvcQaB9Dju6l3sVjTn5Pb/VxnJeDa4npc1+o4hfHBw7T/TM3rsC6ElRvmMp8nz9N7sX6CeV5ctvl5vBWPIQq4SKsJABWWekpf4NWmWKwaSw57eETXRjw7QRd0NZeShv6wPmkf7aNex9UC/e47K7rovr3C2mfIJdyGea7il2hHLD6g/+7ga/S7Sy67sN1v0N8w96P02HYR5u74Kr3e9TF6jtuk7X2UziOZGy7FB9jMFGYVkKyXWxtgqFqNVYviCzYupAzoCgWaU8KvPwPfMpMD2qtX+zJYXDevRGMu6ouUILtf2VG9XRlsjDpxlNYH53H/APDONI0Z7OrQQ5FWr9C4/vAovefFa/r45Cnr38UXJ1WXSCOT3eL+D0yT4+vXqVca0EuJhuf1fpjbTT/Yy1QTKlnnGcz89K/oF+Vu37FK9rsaDAc+9xv4tTNfBgB8buZBALQkl8e0sLkuB53gjDNQVKKKtt60iZLSpkSc4dAPOKsbdeVs1asKiG1SUT5LwAQHQgD41Idecv4v66zsfq3vbwEAf5V2BEK/fEduRwkdt8zX5HdWoiBbgL4xp9OoZfvKZQ9qSkyMsRSE2u8jc865FWX+zfdXEZmRUNnwBijv8+YNVFrUOIn6amjD+d3mSedackvyg8WqOrjoXE+x07mhiev1631SzpqptNMrwxFn+ZZL07qk3iUlLqkukKoKrVYqHlSVbUJRoqk6IjucMRuiHd2mGWfiGdaU0nRje+ZIGbf5rLOUX1mvrxzqAKeCm1EvI+bLOJ9XFrVc1QchBs06JIqMP7GdbxbVOJX63xHnO4Kzzr0o9jjH3ha5VSe2kf0H5YBaLPjR3ionhNVrDsyGlkzy+ao3wFswUNwlP3ff8CIAKkGTKQQQ9MsJIZ0J4/ERufDZLDvPtNUv4W6xXvbqQNzxSr205GQkRv3yu2ZWHRroTDjgILzIy/WkDlOJSRJNf+iQA4cz9UxEq35fhXaeoWjdeRTh71rEApQt/OSLAaJZVqq3j5Z+eT8z460IrqkBmPVrUcZ/20O9atEZA9l+edx2TZ4b/jHn2hc3nTZV2nTavpdVAFHhMBqlcjkv1zM7xVjgvy6fk6iNe7Iu3yKUGGqKd+XEgLOovbwoF0fdiTSe6JYX+tlLZ0i5PrMeLtHozwA2TtQaFTgA2faFOHzkDadNZAfkuOvty8OaUsJ56vF1fiWDNDNYH0vqrJa47Xzu1ojTX7L3yTbWXm83qxuO59p/y7kXLbed70wPKuOG8OqMOt4ozytO+8wo8eKt7U7f2dpyrtGz5PR5VUTbu+qDOSg9bsF68ld6Vc453k0vEgclbK5Pt8Kb0fu5qYTVecoG0TQU426lWwGxuudbjBlCnsooOs/Bq5QobOwGHHV+b6E+zoZbnHGyckt6RIRShZDI8qadz4tOK+FZYboYyg861xVWdo8Ki1EScnTsXmdR0+qXY/N6KYyoT+6SvXxrhFSh6t7tzBUkrnI+hGP3ydiP8XVnXCter0/i6nDb5vRjEdMqStxVg851ZU/JawleddpL4YDz+yNXnHvkSzvv6f6kXChfv7GLfJcvLa+5FrRJtrJYRGYPyAds5DywlcpBvnosbCTk/L21Gr1bOPyOwfBdvZUsoFAYr9PqZioUAiBQCDgdVUAhAOzvW4K16W9AIeDAhFpT9dq5QQ0KP/WhlxpQCAD7ossNKASAj8VpNRZhKhRuZzZbdalQuJ1VmKNGhUL5wew9LfQFs2I0oBAArLdbCBQCDhAKKAR07xSecVbgAgoBIJ8LSCgEKEwpVmOhAdUV3dWlQiGgr/5cP5fVK/Yz92JfNCWhEAA6Spo3zw7XGlAIOFI/rqZ4Dq20j8R4CukIFTaMnLcBhYDUseOmQiEAAoXCBBQK41tE3Dtxc7JH0yVUoRAA4jHq3VOBUFhPKNWAQgB4uHtCOweQUAgAXtNqQCEAWFHnfnOHw4wiT2GyuFahn+fh1WBYXOf6IzSEI7DmIVAIgEIh4CTqsI+tMG2y7AA93qhvCAgoFCagEACqCSbkXN/6FFAIOPWnX1bkPrj3R9hJRdNvrHeBQKEwFQoBECgEgJ898jI5tqI1AoUACBQCetvPndbbRHWeump4vJ6woOLA2xrxNaAQAKKvO5/RrrSbjrZMAwoBIDXiPgUKKASA2oMpAoUAsLkWa0AhANS6SwQKAT37u1japs8rlhykLis3/caaXx933UxdSJppbwMKAaBa3+rnISIFZZzNp0LIs90Zz3yQ6KZW4zUChYCulxue1n93iIU8vfNm81ClM6PUI740614qVrW9SZYgVb9UAYWAEwer1j32Fm14i8xjeqjQgEIAyB0uIndYHi99YQBLXxiQUFj/LhUKAV37uJh0b9eqVZi3NtHRPFzs72rvWjD8hfM/Qo438zoknOmlgpd8e8zNPCepi/rqhB7TwM3ual7i7WqaZg7+ysxHibcQANLfoFAYWrEQn6QjR3bp209rT59ofn3B1eaLD57ZysspuVm51SITSe6xHHIFusVjr+tZtT5WUSSz0bzcIA/sdjM1UwwA9t/TvE28PT5Ijq2MPhCe3DdNjntOLWKACTgbweaUmrjR/DeoEwIABHeIvxRmBenvjj2qS7l4huiA9ODB5mXdOiJ6nNi1leaLm/2tNKs7Gr6LNsoWGXOv6X0zmaS/ITLbfNEUitLvLnbq2/xtjy9qr3F9Uf/mXTy7T9PfXV7R97J42Tu39sZtoItugXrWm7/nwmy/9tpfzhx3OZOa5aO/s5LQx4G+Praf/lhziansIEvmuovNrsBld9UB1ZYfop9bC9kozLGYWJexg8fj4S4kpLpjdEFWu4u5odblnoWrmtj1Eebb0tt1cIHJw/QXUdqrLJQvxu8qQCvcQfv01pG7iB9NNP+dvJLR1UX3bHrVPtF/gRx7B7K4wt7nYxWTYOhj5MaJu5AMu4uyq1ypIXl0G3UK9XMfpG2/c49eGzoYpIsMzjd/3/au3EoWN+1EdAa/df295P9Mw8Yju+SE9vTlI9g3QAO1xy/TATG4ahIgHGjd1IDQKHhIpq0na2pA6J0JktXdD3/0RQKEv97veDh/ZeajjdeWsjEUn6cxa4blQKGwrX0GSh208ftYVl+t4oGxJFeDhg3UOumAE7oZoIOtTZXgAaDYbpMYqkK3TYAwdMfxWKlQWAtbWim40KSfnBO/bSD3GB1wKktsUE+U4ZuVkGj7gEon7TDhlgL835JR2qm9unBuZX8eQUXqohKjwtFWPdbn0H4ZE3d1sk8rFXXixG0ChWagpk3SJw/Txcfll0bRc0pCxMx8UpOnsbNeUk2gVo9JbHtHvrZ50CYakLUAvedml/PgwgpQWbaheZNjoSKWJ2X8XWTag+jjFAp5ybhSOkCg8PZWu1YLuFjxEigcqNeMfWVOZtk9uGuS1EceSyxgpSQn5Lmc4xFcz8nvD/sryLH44K3VKMKT8rVClwVfmv7O+HE62K4txRG9Kd9TbLfhHabQWMr7CBRal512pYJhoi9NyvttPN8Dn/IxjYQB5RGXW23Nw1hss9GuTCJBbxUzN3cGaE/OJJmP8Z4MCjfoFoe9u4DdSr3YxRccj0ZZgbVjp2/j/EXpYTRby8TLKAAoGpK/8+MDF/CnE/eQ78qsRpF4R7Z/s2Jj8whtF70j1IOztBFHRGmj2ckWzYtleejCpe1iffttQJ4X2KCJKN4C3QWJPeTcWzUJyjceaoReCAvd8TbCWwAnoSq/Ttu/j8mlVCsessUJn40PjNFKS9+c3IvBdvkcxiedcd/wy+eXTGaRycvxzZqIotpDv8t3x4+KUkbUv+ZBiK3htu4pkzjCWtBGYI3tBrBa4IHxEAqDyncZ0GLAfete+BRPan5VX4wnLnlRUPJdPEWgeoz2K6+3htKkssNi2ug/QhdWI/E1vDQt2+Tp3dN48xtUcuaffPRr5Pj3Lz0MryJ5drhnEVNb1Ku4NUGPGwLeSntvO+9FRhGvqO0uwuD6g1WTZK/HpoCtg7St2z4b3YNKmMDFTjz0KBWsfmuJskZ6I0LUFpaXEoi10XnRY9h4qM/ZVfm9E3+GHez7W8luVuaKmgCBQgAaFLrZ3XgJ+YCHHn2FxF3+f3yOlvr56LmfI1AIQINCgEIhAA0K3UyFQsB9iyL5KO2c+T79c3lgPdjnFPqruqcwoH8ZP4dDoZvxCheePbpL3fsSTd3zpfQmrkIhAPgyLPEjbxIoBKBBIXB3nkJuB85QUHQL/Pex8nUI1ggUAtCEwbkIsLUcJFAI6CEGAAgUAkD+iJ6cws0o0WtpD+vPboMJTs9k2wgUAiBQCACXt+i25a7IFoFCABoUAtDEgAPrzYc1kz3PWlRvowH2bMyxlOYt5DWfuefQn4K2hNW2naFv6aWLzUWcq2xhV3lbz8owZulOSc+jcwQKARAoBEDCYgAHfFQoBIBXNlgBaUD7nRvHmo9Lfj+9n9FhPbGAh3tsHLUJFAJ6djI/zpztROoNmqDA7wMAFAaZ+PfEDsLpdbsbz+F7hsfJ8d7hRQKFAAgUAjIrXTWeMNHxjn6PuToEF/N3M+I5BFzdLpUkfVbccwgAxhN0AVZzid6qspCF4KreX29u0Wf1xuyg/kHM/umRl8gx9xy6mVk08fF7z5HXcr1Mgm1W/xF+5sHLPqKHQ3wn3sM4g0AuyQUAPzj4P74ayrvSY/if6jUnAeB3bzwKABhVYg12hbfw9MWjjeN9Q4uYT0mgyM06g4FHUYAPhsraxJrbDJEtkflpZ5L1KDFKtoVGTVlAJkAU+51BXWwxXl2SjXi0cxU3XpUxiWIiqSnjRmzGQrZfdqjcQFXzEgKAcYtl4wbpQFvtLmNXj/wNG99yriPfq9RznvCgrMw5/npbFSKeIl4jelvRduq2SACyXY8BU+u9mit+PHKGrqxfnhnGAwMyhvPFNw6R9wOAf8EHc78cNIuZAOIX5WQmfp8q/G1WDFSUKgUCDvMHnXtmrDnv9+2iHXOkcw1zX5TPIr3HIluWQtzbH5WTdHkjiFiP3DIScS7VuvbBVsmZtURiAQBUSl4ywQjh7Vq7/Ny21/2wP0i34MqvJJE/oAjybjo3Xa2FHE/mSKm20GAGarcv1MMPDEXXsLM9ja6wvMc3lp2BurzqXNcDx52Ekq2ynIE3iyEszNMV+b6hRdy8IRdSkW7n/r53QCakjKc7MRKT/TNTdQZiNaM2HssTIfiAr4qtRXn/RJ1eHpTffkq6U8p1bcSNW/IaBWDnBuW9D3TmUZmV/SYwmEE8rMQTifJ1yoKnf9d6o/IJAMQnnM/dukc+m/B4gMQpRa4ECcAk7luuX6fiGZ5xOp6akFCNWY2kIwBAPXYstCB/fDVio6LEuA0PrGDJ1PgVAAAgAElEQVTqphxjzDqItu6X7Wl9uhVmqxIEX/eijO2SGcp30q3oiVGJkOnNVmSUkmaJi85z2jpU7/MiI1jhsN69q9hQ6kT76p6e0kU50Nhem+jdGVUDbZfkGCwSglRpnNCSqcGIWQYshXUrdQhSs6itkEV0RY28Bx4lOULEdj5+5HrjtbNTe0gWrVCkCCzJdvr4k+eRrsgLWi1EMX6LLoCMehKOd965HnPE6XfmRendLI6WEJyQ11vsdu5X33Pyc7I9HmT2KONrmZa98286bcinDHHZkwVYWbag9VuIJeVJmXqyjC8m27LPV0N+RZlb6rehtdcB+/wFp4+03iv730aazUX1PqY6GzreM08E7pe3YjCZt86+HkWJeXp/8f5v4qV1qdV5Y7kTrUp8s+hTKeUa7NUAPvrwG43jvzzneMDF8xP3zlLKqKKnSLySQinA2C2/q7oahKedLqTaWzNkUXuq23E8ZKrymd5c60R6QT7zrsENZJSwKk9diP0jQ5car/36GBPvpPb9rGRhKhQCDhiOsgDUC7eoyDEARNuY5ElB90wE2CohEaarrKV1XWiKSzj4t8wGFAoLtujexdptGivIvVpuHr8yc9lzKASc7VfVuo9Tj+nGt3oIFAJAwEWuhgdAq0LIwnL97CJb6e9+bC9dRQOAxdryi28cIlAIAMG4fr/8L9OYoGI7vb7aHt0TZjFPE18FAkCQfa4bGKpQCAABl9Jzw60U6K4vdWnncEmNSpGu/FuTugdha4O2E2PTR6AQAMyU7u3k9ZK5HMXYbl0u6dKVQXJ88JAuxcS96RwMAeDDp/XEKi5T8czNw+TYrZxfYY16E4ML9He2PaDvBixdZ7IWCyaBQgAka1BYx0G2BbpAvXNu99hqpdfMQwYAIDBBKSZx3zIBQwDIXNGltCrdLAxkko4zZFtQfH+Rfm5ygMY2bab08eJIPy2F6QaGl2/qsYg8Js8tvjfYSxdh1lXqnSsndVcXlw/K7jY0zUT/VnOPMfcWWi4SUl7meXv4Yd1T8+IkkwPK+HYEQwB45dJe7XN8bIzlcmAAtP295BV6zYtnXN7Dmpx/0yRgCADpfXp8nbqwBXQJsMqm7kVr7aPe3oBP/1w3OOS7UG2PUa/7alqPmy9u0e8/ulcfi5bz9H2rTOz8Iwfe0d7z9NN0F8/y2RQMAXj7dU+pxRIfuRMp5BIjvb+dehDPXdK98OEuto3ssQgYAjvC4fe3koWtVehE/p+O/gk5Xsi6qISyFckDfVPaKdU8HSRKRZ+mqr+3lwZ78GxAo6uIyj4KoG7ZqSaL1wodaJ48kBuknbC2GEY1yuBti+ur2Vi4QgHFbfuYWyVGr89N0LtyLx1YInMmIpdpZ+aDao6JC56dGCFFxbczPxuAPGV9ArZYAkut4G3IlgBOWSmelVlepINYeo9O475I88DwwVY6AV+Z69W+q8ZK8yWeDaPjBRZLN0VhJFcIwBdii5URF5E8ZgaLfS1Nx2CwBcytZ+kgdX2pC752Cddm3sSNc4PknOkNPUswX6G/wZPQ75eP7XXdE53CZ04+Ta+xST1fo2SilKTPZ+lGp3Ze30HaR/0Pr2nncOPJHkszSU0zcvAIBengmonwLbYdnGoearC0RGMEN9Z0YXDvKOtbNwNaLWcPk7XxL9Dv9m2ZSF+kwGkv69vXF65SNYX7u/Wx0c8Wtt4tL7xqlZ+gpWl3Gm20HRhvx7V4Zq7/6WY1NmkH1k1t69TtmIcb+FdYdZNZ/Vm9/NyY9ppmLPP97NwwLi5TDyEC9IJarnkbcjzOBUIbu6sR/V7kO+lviE43n84L/VWkmU6tGaWNx99GH4RlmfCzbW8OgQCQjNC5Le8W9sHMO0AXu/ldNczdov22tMBgsmrCxxbjsyldp5DbPz36Ijlu8erOgoeeuEiOq71lWKyIgHGV9knfW/S4kgqgmqa/nStmALqOa+su/Z6qZWIBILtF54mA0Txp5juxd5XH8P+88hQAoN2XwaEAXen+bzd+mBwvLyYIEEYTBQ0In7+9TwNCLxMeHu3R4wZuLdKGbS0HYXTRzuaZoEEw5v4sAcLKeFwDwswdPd5FrWcJAL5EEbVF2ngic6w2c4dNthh6Dy9jbpxes5t6Px9guSArAASStLOVFyPk+3NjRS2765Hh2wQKQ56KJsxr8swyACHu4ftWK4HCXK+eEWkmS6gpZecMn0VqjQJAbZUCbHzC1KDQ26XHlFRYPdFYb4ZAoQkbV+bYJLHE4op6C0g8K5/f6qNlGFyIGYCvm35/NEzb18ZKXPNicSAMBMsoTdNBjQepjz4xoXk3a7NMgmgP9SABTphF/y4Zb3RnokODwo/sp4NwyfLinqjsg//H2x8CH5641x4AivPMa+oypPUdoEA4f62LQPTmbCv2H6RxpePndxMo7B5Yd6BQseERF6/k81TgNj9agqHWfm2pYPCPaf9afDCA4qB8Pm3tGQ0KQzGXuOW36JhQ7ND7pIdV+qm0WaR2a/zoOjbGWVA+E6c+fmgKu8JyPJrOJXFzSQdva4a2DS7hYmQ9GhQKjThhtSBQYrGcgVW6kIpNAyla5c/dy8bM9tBxrJS09LKezGNcidlER/DMey/j+fO02IBbHDXfhTratYBXbtIFV8sF2v/z3Tbx83izhgaF3oKB0Ip8LbxiIbOL3h9VE1IYj6ON3/Aie1KO11bWp0FhIFCBpWztlsseTSGAAyEArGRon+Sx/QDw9UlaycN7Poa8UuN91+gK5m7QscfbqYs+t3bR8UeVERL2CydeIMe/f/ER/OTYa43jVDWErQqdN795nV6fue6DL03HRxe2RHZ451hMj8fSnAVBTwW3N2S89+ZcCxJ99HfxErA/dvz1Bhj+q8N/Cxf7vsdQtd+5/ljTc0IttAPkc/pq+Qf3UZet4W0O0V5T75Bu2xTcqkxrsNavxwty4yvq0B0vvJeby9UkrtNjvkJztWRzz52agSWMr8yDN/UtiFdmqVfi1RldCJybbdHPTa9ENU9h19suyTMMLOy8vgXILXWQbWX36Vu6lS39dxVYMPlaobmkTvLLLGq+pG/j33sP3YJ/37BeOSd2rflqPeyyPcvt5gptG+bVu5NDMplXxONSIaSZ8SQIN3t0QJ9w7ETz3xUZYqtzty7aTdv80rS+pXs35lukv2P4c/o5Pa/Q79qcbK7RVpl0KTPY03zcCM3RNpW+0Px3XZqj4QC3V10qybhYgMlK3c1UFZlvPs5ujOnniHhfYdVD+pafeYQ+99hk83apZn4DwPPvHNRPcvld2RXa31+5qG8h6xdID203NSU2xeQ7TQ0EvXdR5rL0APU8e1p0b/7HhujirZLS58ldkeY7Wkm+f+1iuQE6zt6Z2r4kpjAj79F2Uno7m1/PvYPT5LiViy+62K4xfRFouT0fZuVbdPHmlgR4dZlJ0XU2v54/fuv+pud8p/auA8M/u00lFIq2D0UWWJfOuwtdPzcuVwhRnuZZt5pSSDwQrGB2UzZKNyis5uh3h8MlLVvUcol/A4BsVl5nJhUC4kpSi4DCnaSVbLhkRG4z6CpttWV3CvEhpXPVodDuVK67uwSPcj1uUGhcca+Pq5qXucovzDneFo/yuv9GCF4FSDgUCts8LgeW6KI+04ddgA4AcftbS0HiUbBdPAHOdSveXQaF3kQZXpctUwDoTsqJqZb3oqZMOh1vOX9zwFWvgUOhsPu7pd5i5QV90g4NZhAMKZUbWpyBunWf9Jq1nwdis/K7rBO6CDZA411DIyktZKLA4hUb4QpKGa2O1gxeXpZZyiXLHdDtLSWpyLQbdW4BCYVPPKDHCqlwaMWruDMv4WdrG6H7G4pM1fgCiwG12d9wttOnL1EP8OREF/ID8rsr9S1BNXkEAMxqc/hRPcXmpg+lWdkH3KCweKQ+mTA4rCnanNvVCVe9bf7+HIJK2IAAhmfGqVyICIZvfIa3Br/iPd6uHrytAL+V8zYqYwBAcN251rYLcpxtveRBWJeJRE2RsKl0uS8GVDg0jlMoFDqTIWUbt2UciM7Kzy30bbNVZ0KfPdWfu51mqhLn2d6Rge8HZChDvte9TXAPJgAU2uVrqVH396lwWEtUAWXMCrQ5z1etkw24b3ly21zUd65UOPQYFnrish18tA6XKhxe3uxFT6s8p7TuXr+Yj7+hUBmh0PbhO+G6wL4KhwM963h6UYYBvJXScwwAYChEw0r27l7C3t0UBrse1GOvCRzaQHRCjlFeFz1JAJhSwm4m1twXZqUKHRPtiknCnwDgs+cecn3v39XeNVvJB7/0b7QT/t+j/40c/+KFT2vn8Ngle8OPjzwo09ef/vppTUsqHNdX5cNJCkaXx/WA7BhTLP+l/d/Ar59/qnFcq5qaXpLtsqVr51g8zLw+qfJ4K3/aRGxKfvb6cZvoLgKO9mL0AHVxp9O0wxou40ZHG3V5r13qJBNNcaiE0G0WHD9URoAlkfCVlOeK7p2qHKArKatmwCrQ39//DP2chTMmgsMScnIruufO5NUvIPUMhXnTHviGKSzxBIh9e+cxsSRXuqcHpzGdpt6f+Tv6QND9PB1Alh7RgfT0GPWOvTkxiCcPXG0cP3P9EKIXdeixHqQTYohVJ/H8ue6dSv0QXeGb52Mky/z3fuI/459d+qT2Pu55N1jcGk/iAIDRxCoSPgki35jaj9Iyva+eNtpWQuESzrDQj2evUnBxq4/LNcFy2SDsDVYHNkn7eyxawNYCnQx5jWQroi9EfOu0XXa8YyO0Qj/b8jKZmkG/5g1zkxsxGXjYu9ji0qWWLQ8TMO/dQvmKEnO9N6dlgAJOaUnVuMSMW2WV4p0YkYqqhm2pGSeu2aWOb9vbbDJk82pqr/5d3rwhS0wC+PDRdzSI9fl1wPO9QOPN/Wn62av3u9x4GwQAPfEyaixJjMvVdO/e0LzN7f26VyvFkoyCKwYqyhBY3FVBaIbOV1z2q+dVG6tH6U0r9ekgxcdeLiFzsG8JJxM0oeNPr99DPIaH9s2hI0jntMW8Do33J2k/fWGFxgDMXu7RQheGR5cweVt60RI9aS1BLTOj5wv07qOhXVzcej0XxuEOCntXV7vxyWGZEPfZt89oMnbFqktd92/RRaHpsobglU3s3QUCtvf2zOL1eQqqbh7FwiYDZ5d+OvNTWpm8728lqwK7n9hzAZ/YcwEvZ/c1XvvDpYdxrIcWhuexSXyCEOZVtoIiLQXXgXByXXbqO1sJJDopQAQTFCZ/af83XL9Lncyib4UQuyAH+HCshHCs1JD8EBa4lyYccPFSf9r9MauZgmoJPwDYWotiay0Kq0wHDB6gHovS71q71HxbujDkkjF5NQbzGn0ehWE2eIVtGDOyg1gu0Nx6ng7SC2furolzCEzcMNB2Xv52b1pf+RVWdCh0s8E4fT5+Nih7Uh6snqTvEfIrwswIhbk3JwYBODCoWvYobWfZITowdsSyiAbo968do/dxcz/TdTzveKd4gsNvH/kC/a41Ctwebw1mHwX55RU6mI8mKCh+Y8rx2geUGE5/Z554kN0y/M7ODSPSQtsi1wBr70wjoHxOru6RV2PejKpB2jhv3wAArw0rRu+rVvbLACrt+kxR6FQ8oOUavHl5TnrQ+b+2y/L+x6ZMRGcZ0DHwCC0bCL+9c4UPX8aEpXRd817n3vgP00WDxWC6uEonJGstgCJLBqiMszjHO9SbKaoJ8WoTvH5hz7doH9s6YOsg2MESXZgH9MNHHe/xk3uvktcPddGJvpCh4BxeteAt0e+K32TAt40PxROkz9m3oS/U1R0Vb8qDLQaBG7fp4iy44j6nFwZoJ3Qrh9dxUbbNUldV0/n8n++lZQzLq2FYm/oW8dtbu12vQbXVIh2zebIZh5x7IpP4paGv4ZeGqDi1utAaHnXXFjbZvPuRM2+S4/YR6pwpVb3IlgLIluhvu7IqgfPqqruI/M0Z+vrMJJ3X1rIRGKdk34ks2gitOn+EZfeVSYytvdt9Z/C+Plpd63eP/zk5Li5EYCj3xwjUYPgsIv0WTzbfqv927F0DhjvZHy493Pi3gEMBhaLcmhsUPv310+SYTzxudmdLZkcJOBRQWKlsH89WY503+pa7a121RF+6EaAq4LABhR365JkZcjrp+nHdU9jUVgPOH0g4FJOmqi8nTARMF4ec6yiM1P/eBgpVK+d9KOedzxRwyEvVqWbWdcAEFGa7nQnGDQrdvIXCBBzuVHZObOE1oHCHrfzTShzLYHwDq6koVlNOuxNw6EnpwJkecq5bwKGAwnOT7lsgAAXE7NEiskO1BhTmF5zv7IjpW+mb150JSsChgELrxvaxhL/3E/+58e/fPvIFZNciDSjk3lvVrLomo4BDDoVu5ldibTws7ODleT0WVfTRzk5n0BZw2N6pJ8hwUxdKfAGU6NXfL+BQCPQ24NCl+XS8w+rbluVvUeFwOxNw2ACB+seFll2+jHkL1Rrdlj7/aybgUEBhbWv7WM/qLac/VMbjqIzHCRRWWrbvHI2kuTo4CCgMpPV+LuAw9WB90dNRAjpKBAq3rT0O4FhdckfAoYDC9El9jBRwWGpzPjt+0+sAIqsItZ2JiiMCDrt3b68SIOBQQGEtaKMWtAkU+lyiXwQcisxl0SZ6Xt3hwurzi4DCH91/Dj+6nwo77wSHf3rdCdHy1TPQD+2b086dSDkhLAIOBRS+ujaMV9eGtfO5cS+8SOxK9Oh97739Tly1gEMBheWaB+Va88C/KwwIvzB5Yttzb4478bUCDteycg5R4XA74wlYBRcpPAGHv3PM2eUUcKguwozvIE77O7V3FRjmNkLIbVCg+vWJD5Hj1y/sJZ7CznNAx7O0Q/z1q6c0KLTztLEd6VrAkS4ab7CUZZp3mRDxFD615wrev/sG8RZWi14NCg2XbSBu7z1JV8QtoSLxFCafCyJ50dC8hRwKYxP0d+WLfuSLrOEyqZcPPHQBT+y9Rl7rCOc0b6HnGO00hd3M5XQ95vxRjJfBM3JeFLuYzpzH0ryFXibPke6nx7mViAaFfp7p2J1BhFVeiN/0at5Cvt3W0b+Jjn65BZ9MZJFM0BE9W9EHXa6Tlus1keulzys8Q885d24vzp2jQexfPUvr17ol1PAtlVNdszjVRbeK+HeXlsPalm6N1VT+2bM/qX1XPFZAPCbb4mc++Jf4zAf/kpzTEImu22S2HZNZGhupVROC7i18ZX4IrzBAPDZMfxevSe01LS0euHVIr9VbY9ngsVtexG7Re6uKIAOAEeAhHAb8rDzfxI+7hC346WuJ6wapIQ4AoWV6TjuDTWM2pFU6cTOLMVS5p0K2YgGgyGK+7KUgbLV60jtx5w8zb5Zec7mdtrtjRydx7Cir/sOkYmBAg+vie/R41wrbIv30cepBOrJrHkd2US8+L29nVm0t3tOtWgdfGBhlA4ZahaRsOn/IB7EtZZc47PSFJLxMozZzgD6LSsxGJWZrr6nG22HHxRqqI2znKFbG56/fS17jcOj3V7VQgW8t0/Em0U2fxWoxirOv0J2L4dg69sRpv2v30ffdk5zFPUnaV9W4dUDP+jcNG7968Bmcjk00XvvImTdxKEnP+6mBV8nxzI1uzNygMPj6LQqrX5g8gT/66uON45sz3bizmSBZxTOTnZqcnCpaDzglOQtd9BwP84cUCn4tnjO/FsbPPPfTjePfPf7nGqENDtKtcn9U19H9+7B3BRiOffkzSK/pniDeoF+/UD/eSR+r3r+q9dT+SksNlRY6uI116pHQ4YDzcISCfzrjDKzlkj5JX8478Ye/9uoPAaCl3kzmqcgc1+MZ7++bBgDcU1dPbwk55/R36ZObiCs0arp+V3Tm2ygdVj/1Aw9d0M7pTzhemQP3yViSwChb5fFBUzG7/l+leg1QEXRv5PR7Zww7ndSr6GqZDKQtn/MQd/p9AgrF37Fu90QLAAgvykE3MEJ/V8eAfs+F3d5yQEdA4YFuRzLFmolosh6uVm+mwWv1SXpdh0tRsUX8LaBQjR9t6W++qg3VvRQCYiq8rCHkZPS/fOGfAJBQqG5p8BAK1f7NaacWuIiRPXth/7bnJmPOc26Py0H5oYFJnO6RE4mbX1eI2fdGnd8c9DqTXMS//eCZqCfiJEald4fHPNVe1OMwfWvO76jEnftS2OdAq+ESO5capm3x1s9IOisnnGcXXdjecyiqHgkh+faLzndGFvXvUktxeQoGLDWWuH569cL2um9lIV5cv2RtC1gxNZZYxEIKOBReQR6mAQDHDzpjheh/64eah0OpUkVizBRw+LEnXwEAhE39OYvYtHPXHBCwdxiLhHnzStWkR512IeCQlzpTjWu6qgugnbLaBRyKWFUBh/kel5jKujeSh6KtnJS/a/Fjzn1Qq3AJ43D40w85+n7Bru23I3tZHLlaKezG285OBtfEBdCAwx/scRJQpsvNM41nluV9mpzqwtZKDFsrjgPhXx74qnb+Rr0otoDDnxs+CwD4+T0vaedyyyi6gPmbTp/wrjj90S2XQMwTAg7zWadjrj2ue5+5lqj3dgje285YLuD7tbnBba/tZ7/6M84/WHMd6NEXGMWSD2Nf/sy2n/Xt2rsCDDkUfmXuEIHChVyLhMK6xW+b6FQWS96sqc00VSbkXC57US7Thz3YttGAwsb1ZOhquyVSwFN7aOk3AYXC7hmeIVCY67e0yiGJcKEBhcJEMW1hdsqP5HOsLjKLoT5wbIZAU3jZQGjFgDkkB4bhgRWtnqzNgvJrttGAwsZrXWUChZGWIoXCmoHIbT8C89QrWWqjv9W7Sv/f8lHtRQDY3b1BoDAz7MQlketpq2r6XdxTqGaRAY4+WmoUqEaUkljxGoHCSHcOLdfp+7LlALaK9NlzT2GZVQwwLAO11irCi4rYdgnadhWvdY2UrwGDwhIJOrDbXhudw3IQ2cqHkC4GcCAhNf1+4NELDSgUVmHPwjYlvAv7+Td+jF6fz0JbNwXQSsGHf3XsGfpZDPYX8y1YzMtJZrRzFaOd1FPYHs/hoQHpZTrdM4tSibq9SiWvVuHong6qSxjxlwkgtsTzODlIPRaJ0Q0ChVsLcZTOUSj0pDwNKBTGt2gNv4Xkm/ScjQMmFp6Q8HfrZ3wNKBRWiRqkrF+x3daq+PAg98iihfASy95cNklWsOW1tbCH4q0WFG/Je1/O+FHOsN0C9tyNqgEPT9Sy9THGw3Q2QyMphEaYVAxbjK0fMlBqkdecuGHA9tgI9Evv+4N7JrSa6T/yFBUuDptl3M5QAPGyUlF22UTiDflbi60GCu0m+f5cr40cyxTmnkNrLQDvLeqFtE0QZ8LSVBIZJRO+2lLDB993Dh98H/XWcUkw7jn0pLzwMG3SSkeFVMFaOWli7kn6MCKdOUQ66djwh2+dIccCDoXdXm3HL/R9E+mSvO7etjQiSuLEfKoFixm647NwpQvz1yggvr+L7i5NlzsQMyV0ffTRN+DvzxGd1ZnlJO68SSWSBBwKOx2bwCda6T1cW6fn/Pyel9AXk+0ueyeOgLdGYo0zW2EUbtCFkoBDYW51obnncO3xEjbeR2HSt+aDb42OVcYcnSNemxvEC7dkQs7PPPfT+HczT7AvAwYOSK/oQM869vTR8a5Y2j6c4tu1dwUYtnfLztrRw7YCA0XEA0UcHpMBnvGbDhgUW5lYpSopcRf5PLzUUSobQiobIjVvO9qcwe/skhQ2LdT8+OCYLK90aq9eTYBbb5cDYNc3ZacLMf/07Ljzf2unZIOtfmwDwVMSDobfo3+XWHkG3qBxZYOH5Va53erucZlW5HquTNGOXJyMoTgZgycjQSwy5TReVRjUcziF0C45SfBtETfrbXOe867j8hp5FYTU8fo1Kx4cT7xMyuPxbT7V+KSgbkV7v+VSQQdUsiiVCxEdwIvXnZW1qotWravqZw6qCRCAKqtVanP3cKvi5i0juueyi8U3iYHsjSUZVP7afzlBvouXh3P93kHn/nkUr21r0t1T+Guvfbjx7z+YeQj9e+RgNrLPRYOkbm0hpc5pzYOLazID8KVpvXQUAFxZkLWAe0PNYwpH2hxvxp5W2T82Z1qJuLtbxj8AskgR7TUwLemw7WX3uLzgjHw9fsmPzb1yMBf/rgX1Nsm3DjcUD5tLEiMA2rYtP62mwStrEFNkTcIz3kYMJeDU33UzdeFgj9S9+snmMdmBMbmwLHdVsXFSUu/mIec6eLLLmX239M9RaPlSqk/7fwC4/5DM6jfKJrYOyd9pe+oeO5/++zLjcozL5QPwdsjJ37/pHs/mVcc8liz44Xv1kpDCTCWRJdqe02DauVZ6XFakesS/a4XmcXYqHD4WvYbPnvjjxvFvH3MSy/734a80XqtYJsKBsuYIadkrxxm+gBRWUuIXxoJ0wfa3E075S9fM8VXZ/9p7Uvh34+9vHO/2Ot/7c50vkPf823NPNv799MpRAMCRI9PuF6aYmttSbasiv6F4E1edNphZkuBZKvngC1Q1yR/0NNf8VeWmSgUKdPtGnTlt70EZx9k6sIl0MYB0ka5Ad7fLcT8eaa5herf2jx4MTz7zq41/q1CYr7jTs4BC1TYOysHAm6GeQ1EA3p+kN12Fws6Iuz6emxWUCh8fHLtMoPDE/XWNOhbDJqBQNRUKj7S5Z8NWPyY7rAqHAND/Yed73SaVXUn5fYOHFwgUPnPNiSV5aZ7GZ6hQmE83j5EU5lGyIkO7MgQKhWdCrV1buxNuQKFqKhSmR9yD3j1x+Tt47WT7FWfwz9/St9jUWqK5lQiBwvKzjmfCz2L4Ujm5KuQi0cKqSX2bR61w5M1TKBRbWKqwue2zCRSKIvYqFLrVLAUcKFS/i16I81dwUcnMzhkNKBTm8dcIFAr43Nqgk/kfzEi9LRUOVeNZhwBIIPnFtV4ChWKFXFAkp64s9BAoPNyqw2c86D5wb85IAOCVf6r1OSLfq+g8+mxtEROYDhAoFLqhNeZRjF+S56hwqFpul26vdt4AACAASURBVP6a2LYGHDhU+2/ysvN/QaVuuT9twFIY1Q0IvRvu36/Gt6pwCEh9RjUpzDYlFDY+O1lApFe2j1vrTn9RqzwADhQ2ftdJ9/Z6T5/07go4/InjsnpFwKwSKBQlx/ym7Jv3H7oNQ9nBUOFQmBscAg4UClPhEAACy8698irJZN6Mh0BhxGWr9gNPOh6v6iD9vGi7PNcNDgGa1FB20XGsFTxEu9RXd1iUc7JB/OFbZ/BYVHr0VDhsZqrHTIVDAPjay8cAACMhGRNXsnwECj+U0MOSBByaM3QOaVfmdhUOVXtxXHrdVDgUduTINJJKLHGy3WmX3iV5PwzbgUJhKhw2M1MNUWNwKPqgGr9amYwRKDTDertX4VA11QGhwqHKQ38X+0cPhsJ47cSj7QsYbZET0NRGGyJ9GdQel9CT3W1j7aiy8nbZMvPkTVr3E3qK/rXZHuLCHupYx2jvCkZ7ZafIFgP46jRVzL+0QXWQrq10I7gnjeCQHEj9oQrWlMLj83NteO7yAfK+52f3kkwpACi30MGtI5JD/6NyYJ35yhAsL119ZgcsLfnDzQQcCpvebEU0IcnCLpnIrcrP8eZMBJZocXkAKPXTZ1ZYYpmwlpMxTbJFTUf3Stjc2716ZrBpI72Xeb543NdCELWQ7Mj5Xgu5qRYSm+ctAKVWVnKQFbvPnC5gfZMXa4+R2NLiaggXr8qM4tAdL3wpA6FJ6lXKDtNrTl5nW/ftZVgtFdhROYB4ciYy1+RW5+Z6VKvFur4VRTZHB9qvjx9A5gEJebYJUqu25aoHLdc8CCiOyGJPDbUNSjhnhmkoQ188jf7EFsaG5WLl185+BHdmKQhwOLy13KGVWPtk/9vkeCMVIQHbLdECAr4qEkqiy08efAO9AbqQWs3QvnFnpRWpNG3nAy2bOHZEblebrWUSCG/5bZQTtiaPYrF45cRN1s5sILhqIzInz4te95MEEH/aRq6byRNVnbJvqpVb6HdZHmB9TF5P4RMphPdvwXxAPjTblHGJwir76SogvHcL8XYKLb5EEZWjcsFbDdskntD2ONfDE1n879C+cKRvAfva5TiYS4XwzuRuUvO1srsEQ2mzZt6jhYQU1kM4e2kfec0uePBfXpVer28u7SNbn9lyAGuFKBZy1Lt/4ihtszzzN7vbRpo5pUvn2uC9KttRdSMIMB/D6H8tYehL9N4WZlnJyWQBz07I8fviRh9671vA7m4FrCoGsov0Pn7kPa+T4+C6gehNOn4ENgzErsvXfNEyyorcmP1WC7wXowjfpu/7j0uPk+PPn6SleU4mZ3EyOYv7Oqbl7yr5kCvIsWBjOY5aCwWb1xYG8fkJGs/4O/PvJcdblTDO7Jb9zuOxEAyV4d+vhO0k8ygw5YvVKk186gmk8Kmxt8hrn506g6WcvP9LuRiRtatZBhJtWUQP7iwnZl1uQXBJGc9vJFD8/8h7zyhJrutM8Iv0PrOqsirLu+6q9t1oA0t4whD0Q0lcUSPO8MjPakYrN9K6mTk6M7s60owoM5qVViJFrDgkJVCiSAIEQBIgAAJodKM92lRXm/I2s0x6nxn748XL9+57UV1NSn96eM/BQUV0RGTEM/d975rvXo3BnJb0StqN5vqtq/zELzSROEn1Q/CcH8FzwojwiWNnsC8qNrPXFhJApIZNaY1pNB2o1JWQgtXtk85+ELnjgWEm70PG4iNLW7F9h+I6O7kq+UGheJpuCgg5fYscS8OTBTg6rzRYx1yZEyBly9+SzL+vz7MawBwUrhT0zD4urgGqrBcXBAB4/jwzkX9vTi+zFLnGlEHzFRbE2xncnuNILqk0fZkC1pG+NfVy5DNbMNVXJLb9sL1bsjBeRWGcgZ6i9RwOCuXatNqzpT6au9jDQKElW1VZkKVFRLu0vUVTdnV7k6w9OSi0CwhfXouS/wMs8YjwwN2C2sawKiLkLEDLQeHgd7cu7+aUKhvkrrQzUGjJ6qq9qxsAMlkKlOR2jVy1d0GVe0RfcnDIQeHBzq1dwjKHmgoOVeUmy5NxVrfx08Ms03Qjs32yzmf2nmz9zcHha3NsvqngkLyiVEnnroNTcEgW8uqerd2hfMxxcMhBobuwtZtWtsw23ZRUWSVYloX3EbcQytUWZHC4lXBwyImwNUJsSeRNdu1QnlgFVS5LWbjrmoPDg31CD8vgUBZZjxjKhsawISjn8uZ5kbj07PEH8eqKAI0yOFSlajUcB4edJ1nDejJ623MDticjeZQuBxko5M+zsq4HX9Z1bNPyYnBwWJfmggwOtxIODj8wxOaCCg5lkQFheMJD+rBa3dqt/L7dzL3OwaHPcll0OAvocNqvG+uS/pDBIQA0w+z+yKju5Tq+ybxMf7L4BP5k8Ql8MfW+1r/J4HAr4eDwM6PMSnymPKxdw8FhV1wASxkcApTzWBXDirPn4NC3KACpDA63khY4XGHtwkNOuk6J3+TgUK64Ezznx8f3ivKDMjjcSrj+vGmt1+tTbVifarvVLbctdzQwHPrC72nn0kriR8KXI+VnAAoKt5LQlD6ZZJMtIMAhl1rFhZFO6rLNl/VM0kKD7ixWChFcSdJUehUUrmX1hU0FhY6y0QKFXDg4bL1jw4nZb1F6D7uC66rYgUNVZKshF7VmZ3GPHgdRVEBmI9jUQNRWsSuyeDccxA1vFPQ+VKsUlBJN4h4EAPTq76haCos9JnL30sVVBoVbijL0/FOeFijkklOsnYPfraERp9ZD523UQl1djWI9LcBiNhfQQKFsNeTiuo1C8aql8GDnMvoiSlxffft3rNRdmFsTymxypasFCrlwcMil0XAgqhBPe9U4HwhQyCWVC2I+KX7rzMwgAYVbiWqpcxUNbSOiWgrdBVPra8/2JVzhyZpw58WN4Rl97NuFf6THFRLsBzb1+xQwaPaXEBgXLxWJFzTPi52o4JABXPpSquUQAOIhqtOcNqEDDoUWzGgapCzam+/tIqBwK1HB4VIh2gKFXDgobL1zxtTWBrtqFqqolDwjXy+2QCEX1XIIQKNnGuzeQDNHLWMcFHL5Z+8/QZLFQpMeoHYbY1gBh4EbnhYo5OIz9I/92zVK2yZbDblsrFLjBgeHXL54854WKLyVqODQsztLLIeAAIVczpSH8dfr7yPnVMshsD04DO3daIFCLmqCGaCDQ3M6qFvrVhSw7NbH+e0YMlRwuLkZQlCpWnVTMeIA9rjoB5U7uiQebwB3sEq05SOjbMDLAet8t1GRXHzN+SAJ4OexbPLEK3WbcAyJAcPBYUmKYVxKsri0x8ZZjOCilWUZ94n7zq/04e5e4crlZKCLKRHT5g8wpRwLCAW+lg3C7xWDIZ1iCrdNogWp1l0oS8GsnAz33p8WMRwzOQYQF15hiQdc4VWlmKVaxMR9xyZbx6sl9sypeZHhx0v2jfULC8ByLozdkkXg1GWmBJyWC95lWWCrUhyN2XBgdJBaEaYne2BKiwXnD5RChFD3m3BKAfD8apc00SqWog7OC2WY310lgf81K+OcT1Aee2VI9aBdN32o9Iq2dydZn8txZdUx1lfdcREDs7IWJcdLU9YCYN3mX5DcEl2SgnKZgPStwy80kDoo3jm/j70bydhugrgs6l1sDLlWpWssxv16RpxzRmoInpKsNdbv8nqtwXkprlNaY/OjDSR2iE3C7rYkurxiLE5k2QZnVkpKyqZCuHuPUPrcSh7yiLa+mWRtdLRfxCDdH5vCZ48/Jd45WEND+obOQWsuSm6mT+1g7udnL9/XOuf21ElZt4ZV/st3WXz/rmeu48qK2JzVa7p1mQPktgkpzm+vAbfE3Reea6IWkjrE6l75HI83ksuxu/MmfGkxFkrtbM4U+qR+8JoILonjfL9pPUeiUzrE2qQoZVl60wYKo2IcO0M1NKT64BErOzgrBda7Lf5Vx6RUo9xhkkobPCEmJpXvLncYqB4Seu9g/yLWy2IzMrsowFC0jV2XsdzKrmWxoDZ8JppSyATnBOQEywBQszL8Db+YNP09G1jZFN/BaVZ8LvH9IXcFZ88JX3HnKQfK7eK7in2C4osLd6PL+X6FoQYSb0l9P8MGyNLD4ntLPaxPg/MCvFXvzWE8IUIpclX23Rkrc3lzga0fXqle9Ud2XsLX3hAgLbDEnpcfFW0UvmER/B+QdJivRjZNzVNsXPjuF3N4T0cSbgcFt/868Sr+n1XhYo652aZ/usDWET5XRiVDyMTNXqKLYnHmo7+/d6Z1LlnWNwxtnhJJHuJeNV5zna+LnBoGAH7jGOMCvlwQMaUxV5HUXH/bqsX+TJ+IoXxpcS8e6RGA+LvzzNLcHRY6jOsic0r0o7NioPN+AdRWzrHv51a/3Cgnuxd6phqzCiZcEY3iSzexdlBcw+t1mw+JDdpTg1fxwouir2tDrD8DIdGv7UHWH8mMaM/qSgCmRXdklce7jRRae/kfAhgCgDtAkXQsosR6VN0EFAI6MASAoFJ+qnKvnljSGaXnlpKxFihs3dfUdxvq5Pv+DWrR8AeqBBQCQKGiZzeqJfmy13Tz8fsfvkCOZ3IdLVDIxa6ayNHHr5Ljd67RnZ7hMAkoBICoVzcpnT1J62E247olQrVCqsAQsM/6U7Py1N1XJd4goBAA6jae76ZSK7oxqlsK1ew+d9KtJRy0329fwkmWpWlqHfAvuCgoBGhanCXBOfr75S6b+aqcqndVKTAEo8iQRSv3BaCUUObCvKGR/QafXIUqD3dT6+HLs9RNZudGXClECDAEgJiHjqN3rtD5AQBQagSHuvX5qdY/B6C1rfsCXaAah/Ws6nrNpYUddJ6lz8kN6tYa34ZCRhxQ4hI9FBRyCS/QPlo7QPvep9OXoWRDC6dm58vB9OIlbr1muGNlAgq5qLQ0wWVFFz2uew364tRUOrsYb4FCLoUJXYfVlIoRqjWztukjoBBgQEiV0S7acNcu6Vk9GtF/n6l9q3dTb7PQPJ3D6ngo9TQJKASA4Y/qbtOFDPU2aEUGANQWqbU/sOQgwBCA1h521bo8LnqPHTB02JR32axSJcqTe2SZmKIWrFg8T4AhoIPDbp8+916apPH4/kCVAEMA+MAeSoMDAH6FxzLiojpdBYYAA4cyMASAGydolanuI7qOz7xEw8hyow0CDAEgsKS3Y36QjiP3QTo/VGAIMHAoA0OAhiYAQCUn2ucfCwzvaFcyF4eHDupQsIy6wiru9+gKw9FPlZizaOicYZfpIG6P6HEXTsV0PJPXyXBVuZmJo6+TDoi+6PZExAFvVfuWhqL47WL7Zt+ioLDUr19TH6GT6MT5cRhKFQ0VFNrJSiGC3v0CQLTvXkc8Tieey8b152ijA9+/ZGPKVzj32q4AkWnaZ+atCMwtKffXUO2WqCHuWkdU6duBLr2cVec5uhAYB3RalLACeFbXoxqjf2lgex9V9KrqVqNxKYAObgEAFQXMFnT9oPIAF3tMzfVYv42EPJW096vvHUFOCQ2YSOnEt0trNPt7KqWT/zqUGrT+Nn2Ra5zZmqiZS72mtOONYKtkY+vcJd3V55mg32HXjoFV+hy5Vqp4OD3UMsABGOoeoWmi88Jt+DEVkROquDiUkArVXQvQjH0AqOX0EJjoTfrsys4yNh5SFqvkbQTBKyDd4WgivI+CN8eoDvhdii5WM8cB4INjFCwYBjCtjC1Pt00HKBKao892VA3UlGieYrceguNPKglCIb0PJxZp2FDAVcW4xMGZu9KOxtTWJSm55EeUZ3uaMJU2KSzo41qNC1Rp1wDgzRlqEDi72o/pTdGOAVcN7d7t25F7uLh8sv1d/Ove75FzJ1cpCAOAJ8apgcIuLvDEMr3vdHKAHKugEADCXn1HFlLod64vd8Ecorpms6iP63In7Wvvmj6vZIs/AGSpvQRNt4nKBN0UfON7FBQC0Dhrh9s3sLOLGlYMm3n9w8odbTEc+dL/TU44XU2EFC4fl1MfUGklI7Gx6odTyjb0rRmoqQmy+/IaKFy7SLMoH374ogYKewIUOLgdjZYbmYvfpYPW68quNjqcJvxRpaobm2vKpLdh5FczgZ1lHRQaUTox7h2ZwYnzNH5xbLdOiTMcpsp8sxogyTRLlxJo302vUWNAAWAgnsZsUrRbI+3RQKFSTQmlHhNtyoYxeZ+yQZhxIbhE+z+zw4Fyv2hvz4oLobvoO9rRmVT/girzjb1ODRQOttMY1FzVi9V1OukbSgyRUXGQ4HaAuSBkUFgP6MCh0G9Ds6FUmHClnQTMlHrriF1UrOYePZnGaALedYMcl7oVK5Sy+fjkfe/iq+/ReqNBm8oBpSJdlMZ7VwkoPNK3gJNTw9p9Xr8CrFMBwjHoPJpGYVGZDwoYd3nqMG7Q1d1VMLTMWrWtq1GTtGNssomGl/aZXQys6QRqEkk6TJuYNWXKhpYaMJq0rVOHXJq1UI2Fc5YMCgqb0OLc7OwHTV+T0jhlPVplqK439Q1a6gk6R9rf9GJjvwL44vSaga4NzC6Jvo7GihpJcO5yhwYKK1kv/FIYSH1fHvU1qkc+ej/NYAeAl25Qq9NI5zpm1oSeqa4E4Esqm6gcDV0BdKusu6CDwvaLtHFLXQYKY1SvumzoSI4OUYL1a+udhGXAOZrH3m5qrbpwZgeaSulFKMeG0wSUAgWeBAVyQX+FxAV3eAt4e4bGn7Pr6HeMtK0jIK1ZG5UAfE46185d08HeFx6j2c5/uvQ4ZjN0vTzSRTkOX7m2G6EQ1SN2IFFd5x/qvqkBw7fWaKq5XfLbsqKvjVk/vLupwaZ6hV7jSxmobp1DCgAILpoaKHRUDBJ/6N2TQekGfbadkWPPkVlyfCMZR1UpXTrzy78J/KhbDLkYN7c3cWyk9Z2YGsxdf0C3AqmWwx9Wrqepltnfvn32ESDKOnHJ5bffmUcvueFTckYc92wfAa8WGD+4f2bbewAgWaQL82c/uj0nVke0oHFOJoa3LjzPRa3JurFPvya/UwfcHqVrGzbu9NsRO8uMKtmSwsX1oheJNxVL9oo+BcPTdLHK77pFKugtpN6hWNwWdEWY3W9TQsyj7ITT23/rC1N6B9jxEqpy8y1l1/+mnljQtKn97FBKfalhInZiZ81SQYCdqJ+x8n59gU/b5ENsHKKLVXbf9v24erc+HlSLuJ1UFWt/s08H5bZE2OrH3Ya1PXW3zWZ79/b35Z6jbsbMnJ6s9Zsf+4Z2Ti1asCWj9zYyeY0SX6vuYwBwlRTX+M4malH6varl0E60MJHblNyEUmXHxrBh6xFRElDM8vbWo9xlakldrwSxu2d7j9DVJPUA1Jq3Z6lKN+n63OXbnv93tIcuYNWaCyWb8CpVXrixnxy/s64DXjtRk+qCe7cuecpFrVAG6BRIhQ/YfKsy9xpnde/H4btvaOdUcTj+6Y17d7TFcOjZ34PDIu10SYSYwYMbyE4q7lwl05TvVPliwYOLXePUNGW+R7cCsftpjNXaxS48/PBFcm4m3459MQr4NqpBzGTFOzkMUwOFKv/aX732KMJDVCmGfBUkN+g7NWyUQvSSAFtly0ApxzIUlsKEvBgAKrtLCEq7s/xiRAOFpbqbxBS2eYqYTFNF0TQN/Obot1vH/+nahxBw00VxaSOCjqiwwKasgPF4TEyg7PEulHdSq0P4nBc1CX+G50wNFNbDDZbIIUlkgoLP7N4anFnx/dHxDTRfppbc2McXMS9ZMhNfZwopJdUkde3MoXmFAmL3AdpnpaIX8ReFpWz1ITb2ZAJhAFA9H44KkD4s2i084UalQ7Hc+U0tTtZ0m2SB98+5tSzv0ohizVhn7cN5HP1WiT41Xm79kPJbniYCUrmtkhUHFJZim5qmoZWSbNSdcE6JOWvsyqOpuM9qbQqw7Shp8YPeq37U91OlW1MqCRhOE0iLc24r61rOpK37oO2vjQYllHYVDZT7abt1vuXGpmSYil0F1o/Qxg7fcCK7V/Rj7IIb2fupqypywo9Cn/it7pNMr1UiUjB7xNDc+4X9ijVlxYtmjzKQ1rx6hrKPImJnuIZGgbabQ+FvjZ8zKCiMsm9ySMlQTRfgVly14Vcoktp40JrTVk30tmG2+P7izrfIdZ+botmm+ROdqO8VY62+7kP/GAUyR+LzOJ2iYTOpTIiUovS2l+B9m85ZFRA2PYZGlO/O6KBdzUjuOO3ApmQ55dx+O0fEujGz2oEupfbwQDiNM29JPI0m4FHqzZcW6fwwXaZu2nE3CUg0aoY2rj1dRTLXdt8/rX3X1eUuLdPf5WiiUhPz+EjvQitBkUvYXcbEqjAslDNe/OEjf0OuiTmKeG5D8BueWh3Ejw9RsuupUhxTOaGPkzn2vlXp9/3eKn5l/DVy3+9eoKXkfmr3aQIKG9ZEcCpuAdWz99bUDuJ9rDcdqNcVxo9rITR8SuxyxkFAYS0E4ICCKSZoP/J0BJ5AyRNC77qPVvi5vEJjGnd0rmFqTYD78jKbZ2awgdnP/IjHGDZrTgIKASBzc3sun4HOTWJBqAdNDRTaSXKCWvwSB/VgfBUUAiCgEAAGw9vvRH7msdf139/YxmYNIDBDFbxvTQ9wVUEhAHiuU4uK6dJ3QmqiyWZVt9J+oIf6eHNFPYalrgCFzrYcAYUANFAIAPWHKejK7LAZ+3Zxd6oobvfMVT3GLf11amFY/XiVgEJAL9dlJw1l955406GBQjsxlE2b7/16xRCXHe2BYlEoDW9PQVLvqBFy71JPUwOFdtI9TH2c/lCFgEIAGigEgKEEva8+v307ltZ1i58aK2gn3pt0/NUiTb0Uok0zlrvoot/w6L+1Sb2VtpbD7AHa/pl7dGte9j7aZiv3OgkoBAB/ansrlMcmQeJ2qJ6iYQrm2k/rfbZ2WPn+jJuAQkAwItxK2t/ytkAhAGzOtGmg0E7Ucezq0NtRBYUAsEOJxVJBoZ04qj+cwUSNKXNmXAQUAtBAIaDz2arhJXZi1PVrgkocri2YTVKdffWd27Om1d+ka9hlxbMEgIBCAPBFdR3+Wp4mp/3zkXe1a0b9tM+6wnkCCgHgE8M0wdJOvnz1GDl2Gk0NFN6OuGzc145x3QpY7qZgOri4/Thy1Kke92QNNNpuw7uQp+PY11NoZSX/Y+WOB4bOdbdWbkoTh0m4hfiiNLJPIsJuq6JcpEqulKITiKefqzKZprGGz5+5ixy/Nj/WoiKQRQ76nUgn8OoqZfb/zjKdQPFQAYNKQsTTYxP44N7LrWP/Vf138sNNlKao4lFrr6qZvrlVtqu5cFUo2sHgBrp9VKmpCu2pbsq7xWU1Iwbx3IqenDMS2cBolIIFT4AuBP6w4i6z1hZnmSpIjQtNqXqSHWOTt+FX4puGlVi7p+n7eC/54d5GYbtzBnBcuATyVkml1ceFwqj7DS1JQc1SdZbtFUr0LqowA/uVDYYDpOQXl9KoaEvfuom203Tz4ArUYUiWJqNuIE2HIzJjIJU/EuM6UG1ejKJ6nm7M1OQPueQiuVexfIYTVPEGO5VksXl9rH/l3s/h7x79s9axb0ZXDt4Np2Z5i96gY6HSocThWt3HKYu4dCkbw8geOmZMniWqgHU1SaCZp89tekzNOgsA4VnxnoXBBgFYXHxXKICO3FDCF1bpcXuvfdJb7Cp9x+ikkvg1vKmVQgMA77vCIhL7VlAb25WYQbLtTX8Dv/s2LWGWrEXw0QHhiUmt2HOErigbZbWWbMR7e/VjNx+kL7m5T7cEqdLwm9vyiTbjVdxcoMaEzTwdfG4FdHjSVjufVuLNlPmhAsOgZbkPdil8fGmF41JhVWj0l3F5Xi/UQMIz3rZP8lIrboUDtL0n3vdFfFwqGXuuyEJHOj3UCONVyDF3eum8CrvL2JPQM4MXqmIteW75mLYJSMRyKNbEup4u+5Eu0/mxnI3g7IqI6X9rSq/FviuexKFeGmffUOawup5wCb5MLYRqvfFKdx2lAfH9pSGmq89MDrfOXf7uOHDx1huaStmtJeL+sHJHu5JH/+Cz9ISNpUjdHAwd0quiTC9RF6JZsIlpKtHJ1bNXj8VYnNWtTiFlkh5K0N9fLNgrvIZCvOtWavHuieqWyte+dlQ7V4krQck2u0y1zFe5l07SUFcBjw3ohevPr9MEGdVS+MVJWg4J0AuGA8B9O6gr4+yiTiehxto0LuntpsYCmTF912UqoNFpQ4Id2aUvdpV3aN+WevQJqFLkAIw/UZaOd+j3VyM2/aG4tTw5E81PUcBRq+u/lVlQFhLFXdh2yr4mbu5hJdt3nipOuw12x136+E+fpCEF1Z16FvFwN/2O2Qs6QWtghw5Umsp8qE5SQPCVn/xj7Z6ffvZXtXOqZTB6Xf+45L2KHonW4FqkgKPzCJ1/5ZquMzaS9B3dq27U+ygAMUv6fSrY6NINKlh5SNd1/kUlkUIxaNRs1hWZz64lL9CxbhfSZ3xIGY+vx7Vr7DK0iwn6sPwuOj9+9h57y+HnTz1IjlV6Mp9ft4r3KywPV+e6ET5LNxO5ozbAcZMaCDwKsLKLL3arFmgA5TH6bF9Qf8euiG51Sr1G50Rx0IbBQVmP/MO6t6t2RQk5snlvM0HHo9Ol6zXvaT2+3vUQ1ZFu5b53D39Vu+e5fBSXS1S3t7kUJgi3rnu/tEKzdI/E5rVrjq/rBNr5Kp2zct11AFqZPS5FJUFOTRA6O6+vT7UNfZPacUYtiqCPkdKgskbZxAv65hSr/D36nN1IU4A+/VP/O/Cj7ErmYjpNjc/N2UMtDN7hHFYyakxEBQeH6E5gdIzuTHzxEjxSJRL/cA5pm/T14VG6WLrXqdLPrwfwtsLNNqpk9gLAPXGadTQWTWE4RCfMpU26w/vWmUPac5z36u7qusINpoHC/tptjQq3QvL1/L4v45fbz5Nz/2wnNfXHQjb0Bk0DJ66LSb2Qj6FL4YkcVarJHO5ZxLEnFVqKJuDZVF48o0z8nEujuAgs63Mnd5VaNNW6ur3HS9jx91TJ972uPUarqJJ4zQVX+daW2loEKCW2n8/pJB3HKhpISQAAIABJREFUuet0R+/edMCzrNSmbrP51mF63Ej5tLgZ1ZJXa9MXj5XZDs2N0lRoc4xVhdZppUNbmJouID9LAW5hSjleDaIWo+/wxY0HtHdSrX51v4m69G3OEpDvVyrzdG8/+E0XkHxPCcB/jQIjn7uO3r7tk6hUEGjUDZJN7CwbWD9I+y112MaFqPBdejI656B3k/Zjsb+OjXk6bqpvxFENKzxrCkOXU8E3+fc6UGnXF7QNGv+vWaBNJxBU6vZ+9Qu0bi8A/H+X7iPHfX0b6GqjQKhXqbpTyG1f9jK7pw5TSWwyFW44lrWufJuNLUVtE9yV1YDgh0Yvk+NqRQcmCxepK7Y4VtUyjuVSrQAwfHAJiQhtj0cHbuDJp8+Sc+p3uPIOuG+KdczjrcNpk9hSPEQ3eCpNSzxUQNRHQfCD731Ce44qZzYH8UqKesUOeGkY1pnCsHZfv0efVx9K0Dj/BztoEkmp5taMLXab6+wGBVj1ihMnr1FX+1AnXVfNWT0Mxp12knrbjjoQmldCg9aV4wW3BgId3kariAKX8htU12xcaweS27lNfzC5o4GhCmoAtCYtB4WOPvZ/r82Oyk5Gehka5+DQF9etHlxkcKha9DgoVDmKALTAIWd7l8GhHShUhQ9wDg45KCwOiYWZg0LZ+tKIsX/n4NC2/RThFs/X5kWuPQeFd1vv+vy+L2v35S3/PgeHHBQmOqVd/C1Idjk45KBwqH37mExAgMOWlYODw5xumeGVAmRwqCZpclBY3qePAw4OOSiM3RRjQCuzZyMcqHFwWLMJH/Xk2As5viKsOKkltphzcMhBocMm3pCDw4C1AMvgsAUK57bOcOcZkHxR4aBwRbKOr9hYyssDrG04OOSg0M5CqIJDQIBDDgpLM+xbC6u6Ev7gU6cAUHD4E8//G3JN/RZZ5BwcclAYmpUWjOjWsT4cHOa+wxZzDg597q35B2XLo8PiJuPg0M6az0UFh7yeOyBAoV2GNQeHjjr7fg4Oi/36O1bf0K1+nHORg0MOgBz/oPe5DA45WToHhxwUVmNb90PkMmsPGRxyUOjys/ftswHbowmmszk45KBwckGA96tzrI9yR2yytS1wyEGhaZV0c9nwVoqbxJ++NaUqyl16DOGPHWDJFSo4XEiJsAsOClUvD4AWOOSgkOup4YO6B8xOahF2P5/HrvzWS78MDhtWGAgHhxwU5q/qcfwcHHqstVAGh8/l2Tze51/Y8nc/GGJtw8EhB4W7w8I6/9Eutp7I4JBbHTk45KBQ9WDZiQwOOSisW2VT6xUdOPIqPio4dOXEte701lnaHBxyUNh2bvtYc0BU2OLVlzg43Limh2XJYP+HlTsaGAKsHJOavq+a/h29SmB3Joy+YBpht1iQzKKrBQq5fOYB6tYwEhUYyiK2uNxGQOHwaFK3FCaDyCfpgvbJTuofGg2vE1B4f9c0Fq8ktGtUC+PL12j0e3GojuK4stD2lFugkIsKCl0lpSauAzCUnepr82OapfDBLroz+3DkAj4coZZCNe4k0ZlBbxeNM0uVQ1jIU+uF10PfuSuSJ66XY09eQXW4rLk6VdeXc4XuwvyLLsKBBwA97zQJKMxdbYf7q3TSRaebiE7TH9v951RBxG42CCh0ZF2Iv+VG4jXxe4VeA4VehbtQ2T+UEoZGAVL7VmcLFHIpn6HvaPoamgvZUKq3VNoMzVLoPx2A/7SwjHo3Da3Sg2pxWJntQOUbNL62NlZqgUIugfeoopq60Y2pG9Qy4s44oBYLUi2FjfPKsdfUqnx8ceMBAgorHQ1UOpVNW07nxSy3U50RmnXCnRPn6n0V1PsqMJV39P1nukB2fmKGHPf2bcC54YZ7VViHQu/5WqCQy97fp96G4JxDq8LkW68Ra6Ez79AshQP/5TQG/gutFdv7lUlyrFoON+Zj6Pp39MO6X5xH94vUZdf0KLG8/9CBjML+4EmbWgUd1VI48Ox1DDwrQlPGPl/D2OcpAP/qFx7XLIVOZVzX13yor1HLoOo+nlxIYEKhqak+mEN2D9UtpsLs4EvR46bbRNvVJrWmmwIUconMKMoo49Y8F6V1P7EWLqTasKTESpZ2VVDaRfW4S+GbVTexiUgOiUgOjw4IihNjPA9DSZJQ+S3dN/1azKvL1WyBQi6HPkGBVjoV0gisH1KqID343idaoJDLqY0hnNkUsetuo6GtK6rlcHd4Vau0ctA/p7miQ27aZisbERKH2mg6sHYljqyUEFmrOzVLoVtZe1KlEFIl+q1DnZvEWujKOZE4rnggeg0UFV0fnqXt33bOhY6TYv755jwwXCYcXkWPq1y27ygbuaQXWPunsRze0cAwtGCh7gkpo8cKEnbylHALJdSkzMijvUzhRZQSXPJi9XAnm1w/Oa4Tp6oysyA6KJULkcLftQ59Z/7HjzAL28c6hKk/7qWT9+9ep0rRTvhu0ylzunntg0+dfvEe/miZkDO7bIyihpuNwoJUxaJU9OIbV4XL2nuLCvM/2UaBr2zGd27Bb+eVSjXxZJ1Fq1RUqa67XY5bLuiKVMqu3FsjwIiXy7MLElfL5HWfEDOvnXomkHhBn3DuFFNK4asCHK4ec5ASfe3vsb8bbt36wH+/RocqAKDSZm9xjJ0T7eCbp23SaNu6P0p9ok0aPlpf15/c2jLiWxPtljhpovdVcW3befudsbyAhyateqer26sa77q4xrfmgFcKDeCbPd+yvsN+/g2ReXh2bQD9uySQdRsajlvF5Gowdq5RAGhIG8PBb7MbOi+wc73/lQGy8EeEVWT1ItvcqSTavNYtAOz6b8w7seezetywKgOviJeMXzBJSba+PzytXd/zHAOF3V8VJTsTXziH3b/+Xut4919szyfHLc1yzefNvVskSEk4tP0SEJOOd/zR1rxsiRNikc8NN9FIicXbvAV34bXLNOZrV79oRzsOTADwdUhKz9J13Aron2JjVt48d1xk/xg/L76585yJ8Jxof06mH/m6HpP392/ReOtGXryXQ/E2NTt0K7XLqgIkJ4g1Ig1MTetVhSYy+rlWtRdr2FWlMAu5hr0sMqn8/UoceN3mHbnc2znT+jvoruLz8w+1jp9dZBREKi8vAHy3IFL6X8gdQFwKkj2f1uP6AGDALQwlb2ywogzns/bXAsCmFSZUnZFqDE+H4VwXE9RvEfP7w7onQ37vWsOJvsMCwPIxcivh4E6O/1WrUFVG2e+aUvU27yRbLHiibcPaV8o6k/etGmv/w8gdDQxV8SiZY06FL6hmQ5sBABcmBMnu1I3uFijc6t5yifVKISMU18xCHKmc+D0ZHMrCQaEsKiiU5fV3mC9GJgsei6aICwKwwKEECnObzPojB9I6/XX4o1LmqU05t9B1+4BcuWKFDA4B4PdSLDh41sYV9sqSMBc0mg4CCnu7GaDaMUCtJWoG96JSR3SrhB05acb0NbQays6CA74VHcxEZ0S7dZ9oElAY/7Z9rBIHhVzCVzexekwCv3Y0MgAyo0qci7KGqPoyeTf7fyUi7oudcxNQyHn5ZKn2sLaoKZn0cu1jteYzl8Cy/rzESanfXjUIKOR/yxsUp6/RAoVc/KsONILifXgmrucaRegyGPWqcaOwB4cAA4Vc+ncliXZrhNjv+lPim+32NY4qBYXuBfsdOAeFXDgo5CKDQ/LuUkWZwJKjBQrJvddF2/ISkH2vid8beKWK+AXxjmq9Xi4cFMqS+ILgi5PBIQD0v8Ks+IN/K4Lt46/Pa7GptZBBQCG32oalEsDRSQYKucT0V8Hg5/WENoCBwtazU3T+rViVKZau60WiZR25q3+VgEJO+OxVklZaoLB1IT3cKtym85y4MDzX1Cos2YFDAPi7U2IT08i7CCjkYU+yGA6zBQpb53rKaETEfXbgEABemabVq9TVvqrE4FaKbD4aUjt6/TUCCu99SGeduGH9/sEYjdUPusWYlcGhLM90XdLOvZA70Po77s4TUPjcMmu/dqdYMwfc6y1QyOV8th/PXhbGlYxNxS2AgUIuMjjkYgcOAQYKufQdXiagsP2K5a6X1gC1PjLAwKEMCreituGgkEtD4fcm4PCfSO7orOQjvyiykp0W3smOSh1gAI1dYgGvZZiSf+iQqMN4+kUGvEp91uSzsoI+c+/brWs4QeaNZeY2a0pmd26C/6Vj3wcAfPE62xmWLOqbppTh/J8e/RoAIOwQu9W/WmITZleE7XJfW2KxfOvXWAyPs1tc+8goA6wnl5kZvlgQSvOpcTZhX7rE2J7d0m6PZ3SaVkyf1yo0z8mCZVefx6pysfmAGLEcuE2vMMvoJ/dSK+rXbx5s/f03xz7X+vvnLn+aXMfJUcNWyTlZcTStBCpOfyDvzB7qm8LltLDmzluguCm5f0LvsbbIjbNv2zPOlNT1kwL0c3HnxLO9lucptMSU5MYuNuG5NToyzdq/0C/aevPH2Jga+Q9CaVS6mYKZf8KykFkAxCNVDeHuYznhpNxdhzclxkjsGltgkpaBQQaYvH5r+m72u75pNp6rlnWxGZEWkIpEcmv1O8/a966y3+MVTnwyWLKGTV3yrHAXb9ukRbocY8/mBQ8afnF/4Zg1XpfZu/mT4j14GTFeuu9T955o/ds//APLOq3vZouje4JtbOr72ALgvCIWWp6VJ8fXHDrGXFhrlrtn4Ybl4uZWICljl8eCcX4/p2Qw4cCZx8JVE6xBDAlAcLDY/z0xftf3edH9ZwIczv02W8CqUdH/HBxVoxaZfpH9W8+3hdWhPMLm/dp+C5BKOr/jIuv32Q+xecuzldvOsvZoTglAN/9v2e8P/YVAZKmPsMUz/hUGDpd/npUw7HmTAcKFJ0WYwuDfsGctf5iB7aZs8bY+KT/E2iQ8JW2IKuwfObbg4Ju3dfxbYtO98RSLzo9MCR2XH2S6aMUKF/X0sLlW51nfEu2YXKHn5x55HQDw1jp7JgeJlycZqOBjHgCMPWxMBSw9JGePB2IlmOfExpPXPuaxvgAQXGb9Xuxmc70cs+Z6XlyT2cE+WE6A4iUCeVlMp0UgzgEhLz2X2RSTz2vRLdXHBWh0WAwN1SzdtIxKfIlcRzokNofGTAgNqWymYdGmmB3sdx1SAoNnhMVaPDPC3MerFdZG3Ev0vUvCujc8JOLgj7TT8INLaRZT/JBlbJGzh3nFlI/3iKRFDvDuizEweiLN1t58jb3bE51i7d7pZZuq/3DlowCAMane9E2rrnOrQtgs0ydybfm9d88AAK68y37jgQdZjOPpReHm9lrxwu1B0f5lq5QepxmatTyGie+x86UOMR943HjN4lttl0JMW5t0q0sq7aw/CvukEDdrQyNXrWp4TUrRZv1cpUP07fSv/Abwo5qVXLcWJFmxR6asjreaxDnJJhkHhQDw5gU2qDkobImUKv7sSWbyvp1SOhwUAsCnx95tgUIAcAR1s0SuyQYrB4UAMJlNtEAhAHSM69nKqgQsZnYOCgHgmf2Xba81pUSPStlNKkgUD+q+5Lbj7Btka95I95oGCreSrUAhAOTK9lYYmROLK/aH+pgZYl9Mt6w4rMWag0IACF9zt0AhAIzdO6vdx8WrsKJwUAgA+X6FI2xBd7dM/w77Dg4KAWbNka1SVWvRUGMKAUGGWulk/+egELCnKAEEKASA8gjdzTqyWwcyy1ROlUSdLKpqlqEsctzf5i5nCxQCtygntyz6t2SVBlNry9oJB4UAUNtTbIFCAGjsZX/bUTVwUAgAcX9egELgtlQjV9CyNbXFJWcJj0GTLYgLj7M5sr6PnVv5VwyMcVAICKJi1WLGQSEALD/Nksg4KLyVcFAIsM0DB4UA4BjVyZ1nf4FZ7DkoBIC1Tx1ugUIAWH7InqNOFkfNel9pqIRm7ZcPOVKk6aIE22sf2qnfYAkHhQDQfVyAQgBw3SKhh4PC1rtKL7Bvl73lNiDVQ2/vYp6TQIzpQeMwUwwcFAJoZWpzUAgAgZVqCxQCQNVys3NQSN5JqRvtlKrKNBcp60G0TUkDB+C6xq6RgZ4nQp/JLYfzKT0xpGG5TlvJKxKXnrFuX2KOg0IASHipd+nx/VfVy21lf2ypBQoB4IEOps/tyujJVr8T6ZEWKAT02EEuHBQCwPV1ZkXmoNBOHJZXi4NCANh7z3QLFALAsT62KfLajLmyVF+51nS0QCFAuWq3El6lS9Y1KgoLXmb6RC5rWLKSxbh1vhXrKt3LLYfyRu2HlTsaGAIATGxLcB39Dp14O8eWsVyMou9RaXdjAlACcNeVopgud11TULuGVvBaSgzoL908RsrKAayUl7+Dgq9LpQFyHHJXMN4mdjybmSAcCfqcG9k4bmRpwOkvHvo+OX5jbgcCEXqfseCHY4m6ZJo5ajbPD9eRHxbfFvvkIkb6aUb0XW0LqCn8Kl95l3JM/XnqUfx56lFybjhKMwmH2jbR7qduE5UolV8nS9hTQdgjFISx4Idz1asFu1+dpVQ+9QR1+zUCplYjeeFJk/CFBVZNLS5s/YCB9QN0jEz8Og0an3vag2K3eHZ0ug7/ZgPxy+LZlU49IYKDQy7FhENbeIs9JjwLVImXlWoQiZ40Ej0KgbSC+/zxIlxjNPuiFqFZ0U2nsAi2rlFI0asRA/WggrwMUys/md9B3XfDO1YxvIPG0yUeXEJfnL63S6m887nP/Ck5/tDDZ/Chh+lG5an4FfzWYy+0jn/t0Zfxa4+9TK4JPrGK4BP097PHlHceq6Eq9cnQ4BoGezbQczcNil/8Rdr+y79MKy2YDmahljcGzhJgGso4+vd0MWv42X+yzH7YTYCuJ+PA9Kdo8s/cV8Yx9xXqVpv9eZr9ofZZw0ethQCQP9SL/CGaQc6tgS0x9EonwWQDgRQd24EUHdsLnx7DwqfFJjh5LIjkMTr/lz9QQ6VAx7qqe3vHUugdozpKJjMGgNnNNo1Ltj4dQnaCtrca6K+O9faJMkILFRgNcT55xId6gLYlD/1oSbSmZba7I1WSENkIN1BTrH9m2anVO1b59D68k7phn7nrInZFk3hip9iFOBymVkvXiNEx6xkoaC52n6eG1xbHyLmn2unvOXwNOJSEIG5Z5DKZS+DEBjWuNJoOOCSldJdvFnf56AZ+T5gaAo5G5/BInIYefHb6KUT9dN6emaGbo2bTQThQ3WNZeEdyuCmVkps4MYJ3vk/rqlZnaSiAXcJcvuxFpF2MrY7jbtR9dDzU9xZIGUdAeAy45AYpbZjpAAITXgSn6Ua/PE6/1asQdTiPpBEYsg9h+0HljgaG8q6bS8uVbP1TyMoAip+8vULfHBx+5Agzb49Hti4qPi4FOcvgEEALHHK3rSyzFQbu7mmbYe8o7YZkcAjYB113WGbtT+9kZqURP7vnjTlBnOS2akibc5IVzgKHHBS2/m9TPYELd+ne1SZ23hwcclBoV6rsWBcD3RwU7oqzdpTBnpxsospAjIGEuWIb+f92kj/A2pKDw4kZ9n8VHAIMaAFAep94D5VMNj3Ovm3uGf0by5YVeuqnWBvNPS0WJRkcbiUqp+Lq+3SrGk8MkQsDtMCh1TdNqx5r5y7dmsZ/w7BKAPrjApBzcLhVrCH7DfY/vlBmLIOPTMxtW3LNAoeNMBuHTatU0+ABvVzk8ZROTsuzAjk4/MI9zwIA/mjv32jX9gfYWHkqLiwcMjgEgF/66W/ZvCQTXm+Y/z8/JjX2LSiVjDFmxSw/yNqRt4NKLC1LQ8rs5eAwfS8bm9Oftr2FvdOQUh1Diqfm4HDm/7KJh7X6r9jNfouDwi3yvzQJz7N+40HzTl4qzqZZIvPSxsoCh8HVunXM/l9u37o9i13sm5Y/INpfA4cDujXtxSW2qH9nhXHicWLj2U2hM3j98oZNE6UzTEfy2PHqDQZuZB46VZJHxIM4OEzvYW1TadfnMQ97cSgNz+cHAKRXmechvazzVh16klnoDvczPcxB4SeO3J4Hxz3KxmiTb9q67C1wACX45+DwUJCB0kdi7D1evzGm3dcXZG3MweFkTsQ+cnD4Zmpri/H/0vtdAAIU8v8fjQpAzNeeby6J8CUODrNWHCHvz0x2+zKbEycEaOXg8PhxxvSRu6Fb0pdm2NqdV7xeHcelmO/C1pMrtGAlI3rZ/3O6kd9WjACbP7Uh1m+cYs1r41hsPGZfWeoHkTs7xvAXaOUTtU4lAITm6PfFflp3Ldy4Ri1MH7n7nHbNd6ZoEdThuM6ntZTVJ7RaePunx0+R4yt5vRQRAJycGSbH/Qpv0gd79KDdZyf1TObqTfpO9bCN/08ZAqPjdLfmMEwCDLnIgdQA8MwRmsq7VtEnpko5AADzaToBOSi8lUyc1F38jS4K/uyGtmeJLjTVdr094qdsiE+VRYLHnsnisgle7nmHPn/h/YqL0oZQlvMrcil1mVAqRqHap/9+opu2W/ImtYr4evRFFQDMS3SMGMqjaxH9He0ymYtHqRW4kdPbQyWBt9v4JLN64P5fHvlrcvy3G9RSvTeg87nVVG4ZAF+eo2N2NaknMpkqf5nDxNAgBd0raUow7j2ulxWpKuoguGQSYAgAmXv0BTpwlS46JRs3vErJBQDGfmotMM4o9XdtqFzVzHwAaJ+gm6N8nz4f+MLGJTqtb/KMpj5uNnbRMaGO68wRe8DiVcii4xE6lu1q2a4XqKeodjGqAcNmrx4i4likFw2/QK9ZvVtvNBW4AwAUy5zLplxZLWfjxlU2I/ce0JMh+3x0rpea+nNen6UgTA4f4uLx0n7ze/UN9K+Ov6qd+53THyHH94/SrOV0VW+j+9qnNWD470e+SY6/IyWecAkoabsvLe/TrplP6oYDxSgPr48+h28AVFErqMkJcwAQ6dYnkvsFHURm30/1YfBtfT0sKt4ud95Gr+6j4y96Qt/d1J+k4+Hyx34H+EfEGN7RwPDxx38X6Z1MiWYkg52rYKAelIK+rRA8XnUi9HMiBo27MNNLbJDIpYY+9PAZPH9W1D32xlgHhQNCeXUEmILaFxWWkO/O70JQmmCZApskpTWhqH7+gTcAACc2GcCJuNmzVUDocksZszGm+D83/qXWua/lWIbwyytssvDKLuU5sVA5LGuRPMBNh4lDe4X5/sJllqThspSZXJP53o4ZAGK39u05AZJzqyHs3CmA5FiEWS9vSi7vqJe5Tbqs7Gs76x8Hhwe6xAKfrgawJyKePZFlpvyNklV/WKo+YQyKhaJedrcyngHGNelKSXGf0mJUC7ExYVr1lOX+b79kENCc5TpNOlftVirJWOCQ/0bitOi/1aOs/XimsKNDjKNG2kNIUv2rloVH0q88rkS28JVGqzCksn5dO9gW0iNlOy5cYxalsb1s3M9vsrZ2nhSKkSeb8Hrg3hQl0gVEIkU9yp4dvs6AV26PGOtOa2cbfluM9fTBGgzJ5TTUy95RrmsbtlmQktkQ7uoRc/WXe17FS1mREZ+tMwXZJSGeuIv93etm/T9bZXFHJzNiI3EzwwDz6k0pLCNcI5UqShus4YOWhTUeEuMrICVNTaU64PdKiV6vtROLQUEug2UNLZ+FjfNSbe5GVxXx12WLs0UPc1iYH+vLrE1dVvKUw7IGh+8WXoZ8ibWpXOc9MOciSTChBYPEjvKQCTlLO3bdsvC1ibFVDwCBlNAhuX72b33fFJvG/AE2R50ly1LsZR9d6hA/WIqz926fZO2WHmUvUJH2MWXLMsKzQpsWWKpJ9Xt7LLL8j/SJDelLy/swGBa665xVA1e21BWvsfEv60MjWoWxLBZcownC49nztnD9Fnu81vezb1NBYXhIBC/nLLovebPhDldRr0q1oq1/88+ydigNiI7wpMR1hx+fxGhAbFAqTRdeXxJA695uYVl7+QqzevExLWcal0se8q3uYTbGXFJZO87Ny3khfzzBEqteXBeWulPTbM04MCB0dshdwdsXxGK8bw/zHGUr7Pf8LjFXnulmxo27/Szu8L8uP9H6t12hVTQkV0TYSiTYkLLiTqaGAQCz82we83CAw0MiROz8nJU8ZcVR+vvYt7YFRX+uXmDrSN2i+3JaetiUrKrNgqXXpfUhNJJB9ZxYy3hWcU2qHFS6h+mNthfFfKxGDepRsv7se4P1VfKo0IuVNiumsJe9S/RdCRQ2gcxe0WfBPqb7En/sw/e+978BP6rJJwAQu1EhoNBO0ntASpHlP8cIT+W4tlhvVqs/+a3v09rDlbQ9dYkMCgEQUAgA0WCJgEIuHBQCQLbm00ChKivpCAGFAPCJ8IUWKASA7qi+m2m6TW3XI4NCADi0jx7PJVnGJweFACMilUEhAIQT1G92PavTSAACFALAYECvYjIQSxNQCICAQrvjxEHmypdBIQACCgGgr4ce84WQg0Iuav9v7Kf/HrkB23JYstQ7agR4rh5jSoaDQoAVtZdBIQA4FeuCGjfZuk5x+3LONS7Jmx0EFHLhoBAABtrSBBQCgKsgQCEAVDqbmrvRkzFaoBAAcmO6lahRdBFQCICAQgCYXdo+yQIAAYUA8N+W30+OIy7d2rNWD7dAIQAMefTKQTui6xQUQq9j62+nMcFcV8igEAABhQDgeIx6EoLLepA4QEEhADiTtB8DKyYBhVxcUkZ902kSUMhFBoUAzYwGgHy/Mu63oKSTQSEg+B65hBcaBBRy4aAQAByVJgGFAOBfM1ugEABiUzUCCgHAN+slVCFqnBwALKeiBBQCIKAQAA532yefqPpQBkqAHh6x/D4G8DgoBIDwQtPeUihJOFrSLNAyKAQAQ4lv9M+z9pJBIQACCgGdR/bkCvNLclDYer4ykdW60rWZEAGFXGSy8L9bPab9O0BBIQACCgHg8sRACxQCgo+Wg0IuMigEgMk8peDJNXwEFHLhoBBgVZZkUAgAdw3Ot0AhAJQWQwQUAkDi0GoLFALUvc/FEaxp60N+WinVaeOxBCgoBGzCjAwBCgGg6wwb9xwUAoBzyUtBoY0UFsNI/PH2pSBvR+54YLh8vw8epUKDsX1yENa/2g/JzEDzAAAgAElEQVTjJYH27+mZxRMPXrjFHUwqeerm+Xj3ee2a5Lpuovas00n+lyce3va3hhN6AMHnbWrCqqKa0J09RbjU5JdTNtnWHqrkZpN6uZ1ajSr5/Z16tvC3J2n9y2pDd+n9TC+tKrOci2BinQb3Xs7obvYrC/RceLfu0lfLE9qJ6kJ2ZXV3We+bdAJ7s010ntPrH28nm/+SLvDVeAONjH0mIBGlH+3cx+WE/q0bigvN9G/fHq4CELkmEUyvOrYFwQBQ7KHtETunf1c0pvOzbbxIq1HYuYJUeeeaTSyiWhDYRt7LU8Lb0wsD8HTRd2q3q+OtyOyiTem/qkIy/oY+Zzqu0Hcs2+yd2hQygboPCL6mLIS3wVtr5y50lbc3HKhAKN+rzwe1Mo1/pYxaL+03/4J9uIIsocUqnGXxMbMfBco9WxMmc1HDdxw2YRiccUIWNVwhfmDruHEuctY+l5X7f/BSY7W6U9tkqFVWAMCoKjWab1FWjctCWXdfXtmkOtQO8A20UbdjI9RAfoWGbzhtgPiJHHUDq0mWABDpoYYJf6c+rw620Q2fnfu420fDIvo9Gxjx0k2QnCG8lXgU6gRX0YHkeXveR1mCOyhlhbGiA66O8/q8il+guj745vZxjuFpIDsk9KZvKYfB5/V4cVWis3TODL7URD14m7kU28gd7Ure83/8ITlRbTPhztDOqiqBwJ2ngYqSFWQ+s4l7eoTF7JW3DqHZpgZaOQAp9iDelcXPjr5NLrleSuDrE5T82TVLB1S1o0FocQ7smsfkCs0sBIDBOLVyLWzEWnWHAeBn24/jC5v3k2u+PnWQHJdmmTuZ140GgPq6X6upq5XLC9QJJvjknrP4hxv0uwDgcC/djafKIUwtix3czp4UcR0AwGd6aZv91RLjr1vOCTC9p2MFG0p84tVFqvC6OzIoSotyvuhFXwedzLWGE8sTtG0dNYPEWRpVB+WEAq2AwkVdOFOHHWiboHOHcw9ycecMePaJd6peYjvMalyqzBKtIhig1sPiZIzE8NV9QGmHUg6roCuAQB9VSu3BIubnBZgZH1nBtRsUWIduuKFUlUJ2vMmAYevHgKoSZ6jF4cTqtqAQT9HFvPk6BU6ux9daweIAMNC1ibpS7H4wvKmBwn9++F2UpHjVNndRi0WaKNBvLTXcOL1A2QCqyQB6d9IFZ3GOAsBgvEjI7PcML2N6TYnf9NQ0UOjJmfBtirG0vt+pge3wjG49qCtrUOGxAuoKpYlK/B26L4X1TbG4N3Nu+Fbpwln3mZrF2btJWR2cVcBVuLVF0Zdpwr9CQYF7aRONNhpnabrpO6Z3hxBaFH3U8Dkw+1FyCXzLbrTfRzebm/kABqVa6dcXuzRQWM/qYy+oZCM7HU0EJG/O6lQc3iSdR7WQSUAhJ3uXy5FFZpotahou64fo+4SHMqQOLwCUbDxOhpJ57Ft2koxoRw2oJqh+/tTdJzVQeHmtm4RjzC23IxSlgJTXkuZy48wgGiGpSlE30x9qre+7EzQbeqMawJWUAFejbRuY3qRjX/12AIiHC6QqSp93E5uKFTCjBL2GnBVSF3m6wnZVbyxTkNof1uPSZVB44sw4XEU6Hu3qp5v+BiJdQo/mcz4NFCrJ2cgNGxh6kQLi5QfDcEhq3ZMzEZ6nen7+CS/CUmhmZLYK3xJ9zvV/0aHRgvUcp/0z94wDgy/RNev7z/8W8KPsSpbldiyFKRuLuJrs8O8++DXtGt8S3YmvJXWr4PPX9J2PKjJ/FABcnBzY4koqT49Sxvnfnvv4tvf4h3IEFAKAy6ZKhirhEFUoz00c2eJKKrMKf1aqsP1u6Wd630KPnwK6i8neLa4W8nCCBmSHAnrQ+ub3u7Vz/nHa1+7u7S1FdiLHDm4pqit2f4aAQgBwT+ohBup0Dqz+cJu35XXq6lgr6r9VGNK/Q6XJsYlr18SzbJPZ/pRuzVVlc5NaKuxoi+ZyujXx+6t0YfjSpMoTosvxs7u0c+p8tJOCUud8Z1h339pZCtXNhPs2mCTUusIA0Ji3GSPqNd+krvHIVd2aYpd93nador7I7PbjuhzVdUhpXN/cqhKeUzZAnfo7mnv1UBi5PjoAOBd/OHfZT4zSpEJTrXoCaFRLxZ6mVqN2c3x7HZpdta98sp20Ci1YYpdF/dqKnhGsxuiahduwpilGFOOtmAYK7WQmQ8f6lSVdz9qJDAoBaNRndvLc1cPkeMSb0kChnfxK3yvkODhgk3llIzIoBIDAhe2txMN/r+s5h7IcyfyXXFTv0/oBnXdvS65YSXb95T8NRY0sd7TF8MFP/GcAwPoeF9lluQpswMtM4IYJBBTzsOvlGPo/JSA7Byj3RwRh7u+88xH4ZkWHlQereGIfBWlHwzP47AURI9FoOND+Kp3R2Z1ALSwlf/isv2VeskgFrgtUoTz5Y5TpmFtFruWFIt4dXsWXTgjrYbCrgFiAgrtkOgRMiwWu6TZbFTG41NtraOsSEyhrscZH3pTqJT+eR7VMlY7TTUdvw9otRiMMdA1GGRhLV8RzfnXkFby0SYH02eQA6lJ9yL5oBjdTdMGrVV2EZPvleea2DkmK0eloIvkadVU676EW2Nwys2542tlC0JxhbROeEdcEV5rI91DlFVxtwCFxmVWDDmSH6UJR7mrCnRVt69nPxlXzXbHLLw7W4VtRLDpBOhf9qwY8GXFu/QG2iLsD4lvrKb+W2RzsLhCXYr3oQnuCKo+NpSgMyaUVvcK+synpprqPHgOAT8FEuZEmqc4SWGF/Z+8X4y8SLiF3jYK74JKB3GGpPKPDhD9AlWcsUMKeNkEJ9cqV3RjopUr47vgsXpyiWYojcRqC0RfI4NVTgsyeu5FrC2I+9OxNolChCDi9GqYZot4GPnKAlpH77vRulDclgvWrbo2uwr/eRHZQjKNamJLyAyymMC15QUOWAyO7UzzLdAC+FB1rvg36W+mHygidootZtY1xJ3KpB4DudykgXNvvRtt1MY+LcQfCixQkFLpcCK5IiREZ1l/1kBhrnlQJ5jnqF288SjeWptNAbkC0dep+9kxvm2iUjkihVVmi9a2uGqbeFfwe5mAJYz3ULTwx2U8omXhs4k/uFDrjW4v7sDJPwY1TKUTQXPOSetY8TE8uRxZcMjXwv3HAJLXa/R0lW0tholdsUJNTzPpsWu/Kw1pU3NS5n37rWCyF49PCkt5v8YDOSgTv4d4c4fEDgP5YGnPfG2odl/rqGhOC97E19IXFetkbYH+fTbGwDO6t4RQ/XHZ2UwUxs96OvQlhAR4JsrnZ5RH6KN/wYa5E+yPqLuHF6yJW8tcPvoqiooyemzuC1Tlx39F9UwQQ/vnyYwCAi0nhOahMRtF+kL5j8nocpleMNZ513HxL6KxSwtRI6h01oOOMWFdMvxvFPjr3cr0utF2TYmXrJsodYr6UrYIBNYn+q+/bayiO0E398gMuGFLJWT5//QsCyJb6Q60KRW997d8CP+oWww6FXqEeNAkoBIDufXpcSe9PzpDj5VKUgEIABBQCgG9ON5/8/umnybHTqe9EIwrjgFF2aN1WS22/Oyk2PQQUAiCgENAtHADgV/gUeaayLK4NavWJhEoEFAJArbb9Ls/parRAIQDMZWIEFALAH00/od6GdJZaRtQayYDgt+PygYEJAgoBPcbOTsI9uRYoBADHcIGAQgAodOvTY/lB2m6egt7XMigEmAtZBoXsxu0DxtQElI7jbgIKAcDVqVetCSjt4QrYUIkocU6ZvQ0NBJY7t3/H8LRCwt1tElAIQAOFgE5Kb9rwBcqgEACe2KtXW1BBoZ0sFuk4qiYDBBQC0EAhAAwMKXE+Ko0NQEAhAOR267FyMigEAI8NGxPPQuaSH6KgENBBoZ3E3tRBiFMZImoSCQACCgF7bspgko6jatRDQCEADRTaSWaEtnXnOy4CCgFg3YaDTgaFANMzqsigEGDZzDIoBKCBQjtR3eemodeotatmZCqJVuUl/TtkUAgAXaPrLVAIAPVIQwOFdnJtk64DC2sxAgoBaKAQAAGFAOBN6T8mg0IAWCpGW6AQAAKemgYK7STkp6az6UIHAYUANFAIgIBCANjrW9SukUEhAJy5TMNNfqnnNQIKAaDvqE5rpfZZdiVMQCFgX+tbBoUAUIvo7SGDQgBouuiY8aWbBBQCwNXf0qmvOG8hl5V73AQUAkrZyn+k/A8BDKsh+hnmcAmObpvAWJ89RxaXg9FF3CjTwFT/EWp9qI8X8fpN3ZRflwHTTEDLlF67T1mcDQscKlLqpYNUnSAXN3uxWaHAx1lQ4o0SeWRK+gLh3yMUkmNHHs5hOrBcI/S4eK5DW7AAwFAsVKry6W7LEbC2uR7SAvcfS1zTnqtKeiWM8gb9DjXDbqEcw3BET9JxKRbC/CJ1/eczftQky2dtzY/0fgqE/Ov0t7JjOlDKDLk0QmNuNePSdtVEeE7cW9zJ2qY8SAGcGvCuxrKUOg24FYtyV4z+eOeQnvH98d0X8HgfrRrgVnjwfCtOyIV+8gNWPdYI/eb0foXjblCphtJTQ1OJm3IqWeO+dRsFZgLFHEWLspUPYDGssiymYqhWqKXjaN882r0UHFw/RRdCNAxt4d0TpyA0bKMrDu+dxkKRAvxDu2j81dE9lM+t8nQWzQeV2ovQLYaFUYpEatEGqWsLAKUeJQyhoPMJBlJNRObpdU7lU/pfoe/jXa8gsKRvMLIDtG0DkxQou8oNOGrKO36cBtrW30+ZHTi9mJzIku834HhPWQyv0r6eW+pAvVt3x02lqF5xK2AxGizhW4t088Bpx7jEe5X+WdZdeqXupmZs8CoAf+OAqcUMAoBRpOc2c0rWeN2Jtn7xDkbTQNNPf8uhEHvb8X8+NHoTjx6h3iy5xi/AvDADj9ExayfXX6bErYdj83imTxDIxwMFjPfcOolnraiD4vPz/fh/33uInLs3MkWOV0th7EyIsfa5eyiHKQC8tLoPO8coG4iaQPiLZz6t8Qirsjpvw3/oa6Cwn06aUqfK21lFNSG+T/6bS3bAhY09dCwVu+lGamOvE7Vtog4yI3qYzugXl2EUlEooa/r8+GHljnclq6AQANY/SBss0U53KDGfrgTvitFEip2+VfzJtcfIuVZBbkkadSWbbJEOhFq7jbWmolsL1WNXXH/HAaVk2OwFGovXCDYRSugUFyrbfqVKFb6axQwA5hV911If2z4er1dJAJlforu6ob51W1D43y8rC4pCjqyWFARETUsuM9kODRDnFm1ITEOKOSBPfyt2yaGBwhVqlGWPmaF977AJz/GmqYLPDTpawLB1X06PB4qfVSxIChVC2yN6Nni1oSvBR3qoqfqbL+ok6GryjbsggCEAeLIOlJUAeLss7noHbVdPWFdU7nO6FizuUVCSDTH2wQMz5PjiPB37Hm8dR/soVcXJt2h2PCBqjXK575huCljIU/A3P92Jw3sp4GsqJjWXTTDQ1RTdZDreikJNos7utcnGVSriyC4kLpEbCviumIRjENAtlT1v6gDVdNNrUnfpC1z3KzZjbYAuqNWoPobdOfqxRsNsAUOAzRe1JrldNnBV2UB5Avq48nr0yadazlVAFraLS75K9ZUv5dAIxiM39TUno24abUrLuBNUh7WFi6gqwCU9R8ee3TrQHqF6eC0dwkOj1NN1M0NDcABoiYCzb9P4dmdJH2djH7iJwzE6r05t0o3WtWU9vjSmvONGRh9Xv3nXd7Vz31ylSY7/69CL5Pg/TlNibQC4cb1H00eqkYNzAMsyM0Xf2/DSPgxe8mplUQGg+91bG5jW9+obCzkJDQBcJRMbe+k7l3foz42eps/qeZmC4Vq37lWrxD0/2q5k6+OJ5PsUhX0tgPUTCg3KxPYJH6m6DozUWq5PjlHXlrHuEcWtudhQKngV6hpXzqElhYSDdLG8Z1Df5TWVRc6TcrYyX1vXnKKKplpzaUBQtcLZiWNfFh5F+aqUKyoABQCHEuB9tEP/jq/P0GxqzPvhStOFprKwfTB3qeaGR7IY5OYjGsWHZ422vdlwaHQu6d36dwQWaf90nmGxY+S+/dsHbmsuOoeJplJLlRdD51LsNrQg5OTZ7SkXAJq998byTkQPK+5Rm66vKxYu1WoOAK5Rqni9mwaCN+h4qJW2LrXIpbi3TNRXf/cm+seoJeKBIxS8Xbg5gKbCBTfUoQeAd+ynsUTh3RuIjQiLqqNq4N3jOr2JKirV1KW3duLK29Rtxcvycen1Z/D4IN0AFY9tv7Hyd5Tgl6h0IpMuhG8qca4LOihXErKRGXZqY60epotMuSuASps4lzocvK2lpNZHdcrmuBeFBH2n8BndZecs0/lRU+tsA3AVlbjngAnHmhhHB0cWsDuxPd1MVaHVSl3pRH2egpPcGQqeSm/GNXd9pX173RhaUiy0ZQNOhfPOdOvPUYFqR7CIHXtou4120bn3hXuexR/sfk68X82lrRV28v5uOofqpgN9D1D3rOqtAoD3Zmms9pcm9OzN/X30ndU4w/95xxv4P49QgGcnV0sKY4K7gj9dotylajWbXMWLxCCd+3bVvVbS1ECgVVdy6DRC+XF90+ZfUzL260046srmf1SxLGf0vq8Ftode7gWqT11FE6mHt0/0scNFP6jc0cAQAEodDpQ6LAZ6CxR6L2wfYyaDwytzPfjyeyKrMWoF4Xxq9HTrHHdDc3DIQeEH9gjz+pYigUOe3ey1AIort3UXqBO+JyB2PdNX2SRSwSEgaFE4KKy/uz1HnAwOq2UXaqMl1EbZbtWxT99tcVCogsOVDTEBF1M6zxbAKlbwqhUcFIb4t85vHWcpg8PqTAjH3xZudpUDkYg1Tzko9Mxsn9W4/D7pfQdZH3Fw2GlTnjS7my16MjgML9ZJDKKapEJe0QKHHBTmhtgCaefK5yKDw8XFdqRW9N2jnajgULaiGYd1qxIAtPWJ8z7LisHBoXdz63dUwaFM2lzcu/WCxsEhB4VyPfGtZK0sFv4babboc3Box3fJRQaH6aofIY/4rdXTW48rDg6HQ2zx5uCw12/fhgBQuFeAvmKfCVdGABg7qzgXDg45KJSzVd257cFL53nW1hwclrtuoSOl7myfrBDroAoKZeHgkINC3zXhnncV7HkKvVLkg2pxrwe2/i4ZHP6b/a/jF8YFL6oKCskzOTicYBt/Dg5Lb+oWNl5n3CFlrkcnDRh1qYqMBQr73tDflYNDDgqrGz9YNvX4XubF4uCQ1wu3k/OrAsCdXh7AZlHoURUUysLBYbWN6SkODkt7yiiplnxLrq0IIk6P0mkcFMYDOp8lB4f7+5axv28ZL6dEqIgKCu3kVy/9TwAEOMxVdMscB4Xlta3XEbuSm1w4ODQtXsniiBi3Kii0k5kPM33HwSEHhaZDjCFeI12mqnKWgeBl8T0qKLQT1VqYPBpA8uj22Od25I52JQPAgV9jXIaukolKm1qHllJt1P0m6hFlN2GIAtVc/tWRN8jxn736JAb3CHdK3J9Hl49aTF65sQuNFTEYWzEiLgEMfHMebUeuuraaXhPRcbGIbc614YHDdGIfvz6qudvcaUpIHFgxUFVwQnGwDp+0+NzdP4vTizSguzIXAjrpIuz1U6VuGCaKUoKLo+KAU3GTGA6TxF3+2X3/HQDw7YzIRP727B6NjDp/lYLYxKFVLF9VTP7KAtIINxDvo4txo2kgPSsWMdNlwpukC0Yt0kQzKh7mTro1bqvIDYeWKBFcUeJ/6sDyI+Jc+zkngkn6XZkhF4klceeB7F20ncMXvVDJ/dX4sPxwHW6F/Lam1G32RSoIB6hSrzcccElJUesbIbgUgNzwm/COiKz0gLeGhpIUUrJJ0nCeodZ1VxHISjVvo20FFMv0vmiohLV1cd/7d01iMk37uSuQg89JO/vtq5Sqwrnuxs6j1AqdLtNFod1fxEqOvmNnsICbZ8XmcOTIAtyKWXZioh+eTdHW1a463Ck6hj74NK19DgBNJf7rhRNH4GgX7eG5HEBNqUbi2TRgHhUbsL2JFVz/OxqoHFxpIjekxIam6HPW7qsjPEl1Q9dZOhYKvR54N+m3FrtcqEtriuk00HFZiWGaXkN1SMT0NZ0OpMdov3a/SN2OAFDvo+7ZcqcP2UHRjvWAnoHrLAOFfjFeXYMFzVJYbrjwkW6aJf6nlx8lx57jYfIcAHDlFe/MrKnFkPmTNEu8EWwidoneV+o2EH9PKnn5yRLMWTqB1fUmPpBGtkDnnddbQyIs1hMHTM2Ls14M4o/2/k3r+F++87MarVh6MYJQD12XfnyUFmC4P3gdvzfzDDk3PUFBWWLnGlZTYvHwWa77uhQ29ftHv4a/XqbxNVdWujHaKSycIXcFH4zTyjRfX6X0M5dOjeDDj50m5wa9GziRFgUYPtZ5Hn8wSZMV2wIlFKpi7GWLPq3ijzNS05IVHUqme6ng1Wujq5DIYaLjpJhTPDwokJQ4Ob1OzD5DdUN00oBbchKE5yrIDagxhwqnsE/HBI6agdC8ZFxKN+FL0oWhFnZjc5y948U//DV++kfTlQyQRoB3U6J22CLm1C42yiyKDvX4avj8FVFd5M9efRIAMDdBLQdJKRD+lRs25GNbidTn5cEqWdS59S9zjSrS4+dsnh8W96mJBFw8ElYqDiqkpf2MD0ON0wMApMTgbVadKEnkvlxhBRTy2MaqWIwNG9b8raQmxcW5XQ207RfWrMQhZnHo2S0WhGaorhFyA8DaolBkKpjhUukS99WUpAp3kk0ql02cjQzOPFkTtYC4hm+Ye96gfVDoEt+VGbK3YETO6ztemWy6FjJR7pBKOQ6zH6vFxGJT76vAkDcfEfayuaLoM5kCSJb6sFj4GwogDlil3uQKCIPRNHZ10cW5ORkipQV5xmvkLP22gFTAPhqyt4ztiukuwrJUNSfuzeNjh8RC57TqUt84IzY3lYYLfreYG+1+3X3bGbSvzlFrij6bmKDVUqrW2Kl1SmOovYFvnKJULN84exjPnxP11V84wf69uUHbQybiVys3cRn7cT0WNzwr+rrrdAWRWdGuPMEtt0t8v7MCrO8TY6HQqwP7Ypf9+JTv805TK3PTycZU7Lr4/VrQwPxP0I1m5t4+FPqFbih3smdG5ugclmMv1cQcLldXxcaBj4vnV0QYyueuvw8+j/h2z3G2GQguiPHvqBhoSm7d8Kyuq/xJe/0lJ6eVlAV99ZNsTBtDYmzd//BlPHSXCDeKD+jp6F5rnq3mqBVLTi5Zt0niAGjMe9omltowTPz9tIjZuz/IEtB+e/il1rnZZDspz5nYuX3FDS7/oued1t9XVuj6yC38L64JQ8BsJU7iFe2qbw16mVHkvhiN6f2NXYKGpi1grz/kKivOiG6hDvgqZHyUCmxOkpKENQOQY3p/gLVs6CUxpqOTdHxwDk+Z5LoWpNZ+O85KO/YQACh3CX1SCwvQKuOhf4zc8cAQYNZCLjI4BFjsjaNKWc5b4FBpc49E6SKDw60kqWRJOrtLcHaXaEaZtcsiNDcmzUhVLT52wsHh8etSbFNYuc/6Hjkr1pOhoLC8rpvYOTiszNHvkeO4ZHAoi6MihpAMDgHA5W7A5W60rIUA8HSU7SC/PSsSA2oNJ8kmlMHhVsLBoVzXUgaHABAbYopYrtJR6aoTUOjIbO12ityg08OTFc+RwaEs7f8/e+8dZVmS1gf+7vM+X770rjLLZJbrcl1dPdM9bcaicQ0aZmC1sIKziF0Jwa44K+ksHASLE0fCibOAEAgnLezqgMTAMDPN+KFn2k1XdVWXr6yq9N68fN6/e/ePuPEivi/uqyyGAY665zunTtbNjOviRnzxi8/8vsuqz8qDfgIKZfaynsUswWHymprogTKt46yDQ11aY0rJ6OBQig4OAQUQd7PqO7emagQU1ufN2FouEhzad9R1eN1pKT29aqGMRRoEFPb3dSedHYypv9XaAfRrtbZ1cKhLXQOROjgEgOGkea/Dj4pF6uCjKvGsafsJKGz0ejPMNrWSihIc/tnryhqig0NdQjeUVSOYtwgotC6JxV3nfZPCrdSDF9W318GhLvqGZvdkhIDCem+XnTOEtVA/TweFoUUz3hSg8YISHObfNubZVhfdSmm1KSiUgC7AstprHiU2f/uuiv3QF39dfBrBtx10CCiMupZXL1Co11XOPWITULhz2rsfn3hG0fbo4BAAUg+ICfRplgPHsQgo/OGb/wCAsBbqooPC0rqYkw8TN66XPPX11QkoHBoQVoWIlugTCNj4+fN/gp8/TwtA6KCQZ4l37lVXrnqezPLJL4m4RQkKdfm2ATXX//nRzxNQGA+JZyswPaeDwqabaBnbh5FENNZ0essioHD3bW6oj5ZMWBkMoR32ox2mY4CDQs9baVifh4JIInodFJYmLGEpZMmMOijsnd0fRzysvCmAYXyTESw/VoR9Ti0E9T7bKOFl2VYnhgQARgZz6EtRBfQfPvs+crx6ZQSrV6jZ/X6hHwdZgHD/ONsZti3UWJ3bwDZ19/iaFnFxlK72oXSVTrIXbx2Bw7KgeWC+r2mhxuYmr+7QE68SDqyXXjyBxkKCMPxbfgf+KN3Vc4U7cWgbY8cpzcfZiRWcGVNBzeN9OeK6+Nn7H8ZrO5MGjUKV1ZwdO0ezrw6cXMeBk4yeoGIhrJX9Sg2VjCy/ngN5pEdpjCSnguDl5QJlC4GyhcqIGjPBskOs0HbAQj1Fv4W/5EeeMRk1n6b31onYAaCeAcJLYeL2DxUc9FB2GUN5hI/nEU+xBYbVW61XgtjZUUAvl01gZzsFR7Mg2tUA2szdVclSl8zeZgp7m9Qi0VyiVoxm2kZlnAXhb4RQukVDA75j8nVyfOLAOk4cUN81V40gxzLLW7YfCyU1qP/stUeNd51dGcLiOh34jw3QBehjU1fwsSm10MzOjRjW58VXx4mrProeMLK27SDgL9Ix86nP0corI1/w4+IvUqoWu+VD7aj6ZvU+2+CKbOeAuQUAACAASURBVDYCeGNZAdPidBvFadqvfdcZOfXpMBqszKfVZrWNLaCWoX3WTPrRTKr36J1toHeWlV5ss/F6sJ/ESwECzEVYFv/891LLYWU0isoo3Tj66/ScyoiN0gHVH9IF3NLG2mqxx7CgzVVp8WkvmivOIGC1gYJmsKoMWXB81LUXylkI5ei7Zq7Q68TWHVQG2DJqAS9/RVHk3NodJtbCndUeNHJhNHLUinxvgSaUzW/R8TyR2sMvrVDO3NxOAtCyaT9w4SqeHqf0LwvVPixU6bXO9lIWDp44OBIv4OzUMo4NKv1+YmgDf7ChWA2+UpjpEFZLaVRCuL1I18hfvftOcvzf5s9gTi+h51j45Bcv4N8/r94t347ieJJukD6TpbRD8zdHsHWPvpePJf0Egi3o0XKZWBWj6QJG9Sxl24LFkiSDGapbE3dCqKfpWGjG6b3Cm2XM/D4Nacpc2UPmCqUQS9+lOKP3bgODryvgWhtuo9lLn6fe38aqRpJS6fche4LOJzv0TR5DIl/9+L80wCEAAg4BZTlqJ7oT90pwKAlwrTYMiok3XjZ5DCU47EmKHU0HHHrs3GRQtQSHYS3QlMe/eLmJJTh8cloogAvvFtxVPo/yXvmj4uGthgWrYZEMLk6Q6iUSHPYOiL4Me5RMkuDw/GMKzejgEIAR16KL3N1KcBhzrT0Bn/mdpiZFcHNYK1EYZjVh2y6vohfXl7SqSnAox0Qr3n1M+LRgcx6iUM10n0LVbxF9JsGhBJqVEYeAzm4iwaEk3u69ZlonJDiU4RAy6LpeUf2T29u/NKEEh+0e8XNn3UxkeWNWLPbXL4oVVVoam2ktwWamew2n7zos4vEkOByMm9RKUmZ3xWLf0ty7C6U+4rpte2QfSnB4Mi0WlUNuYshTffeNtlLuzQmLx+KrCpDxOM7okplhLcFhwG0b2BXfYOQLHlYk5trSOfEkOGyc6p61vPG06OuQSwHTjohxt3PaDEdI3VTPagdAPCMSHHpRK0nJ3BKLlASF6x/obvnTK5hIcCitgNljoh94STlAJapID09l5CHI1DV6GQkOT/aITcW7x4XbPbdhWrxlTLIkCeb63Et0gBhdFc8qQWF8pfvcddiG6YFJcZoUd8V5swuivQSF+aLp4Tk9IUBdm3EmfuCCird8aky4Ys8PUwAIqDjvbzsq2ktQuJvrnpTBrdhfKaj41w8dFtbRRsUMU7i/J97jE0si0UR3bXeTfFu982xtGJ/JnuyAwrG46Y6XJOLS4+VsijkReIjyfnplIysmBoYEhcGEaYkvTIk+l6CwNOqu4ZtmeMrQSxQQ+mutTmb+wBXRvvdud+7B+qB4njoro1rpN9ccO2Thqx//62cjS3lTAEMprZiFFnPxcVJYJ+Cg94D6YFbbQi8jOG02AsAgNT3z2LObm8O4uUknfbNCF4/+8ZzgLHSlNtZE5HwWiePq/tG5kEE1oSefAEBspIQYCypOsgLpF959C7URzWXcJxR0fJkqD1l+ScqlT1ASYTvdgs2sKNxNGQ62DMqbM4/eR4sRXX/rNA083mhRsFEth1AtU2XiZ2Aw4LMRD9IO+vZzr+NDH3qVPhOrnLC3S5Xc5OEtTB5m8XHMctiK28a3qA04qLCEOQMc9vtQ1SZr8aD4pwu3HAJAfJPeP1RwiLsaEGXxdPFXfQYVBk9E8srIy89Ry13kZhSRm7Rdzyy9185KGjsrNAv1jVuUw4zHJgJA/kQL+RNqDI2kChhJPbie53YtYRBY66BQij9FP5D/QNkg0Obj5b0D1JW3kuvBSo6OxaYHB2T6Bt1wBHcCCO4wDlBWNSGySr9FfNGP+CK9dqPXBEHVY3T83s/2436WZsqWRxgFCquicPS3azj62/tTl3AZeGENAy9QyhFmhENjog+NCaU7gsUGgkVzUWuxpMiNt9Nn3DofwNZ52oeVUdoftSdKqD1B9V29YAJgCQo717lGx3grKv7pEmJViXaebmDnafoePIkRMC2FtaEW4fa07sZh3aWg8PV1Sou2u5PE7g4Frq1LvR1QKIVbCv0+29CLB4dpuM0TZ6iLIduI4cQA9eZ8On+GJP8BwMQABS/PDN/HM8N0EzXUQw0sv7XyDDm+UxzCkUH6PEuF3g4olPL7r9NklVDOhxAzfLywS40un1yiVsLb2SEU62HM31RKeWh6xwiDCl+nHz4VqRsFLiKMDzM8FyZlSpvZCNDwIXFHrVHjz2cNS2G9h87v1HILqWW6hq69g/HrTsYQYWFv6VkbtWGlTwJFnwEKV56j111+nx/L73uIMjl/RXlTAcNuopOmStAlwWHaNfFzVyYAAxx67Xy57Ggut113MZbgMD3cPaaKA5LEae9YHl2ubY10Sv68+IbYwUlwGPCKz3W/NgeHnDfPS3J78Y7lqdESk0eWnuuPmpafyZjo50czwp33veMvAQC+f/IrRttKiSr9etuPurtQh92s1NCDqokfE/eXxN2FPfFcuaxpKZs8pMBhZC2A8La/UxIqtLe/NUWKJf0TD+i61l21CFS3Ymil2p0sxYEr4vzMre6DquGWSmpF3frDR7pbKvSwiGBvDYFwC4GweBFrTyg2K2eO8di8+F3moui7zGuuYmx3d0voMVehPR8iG35ENtz6roHuz/ilbREn+8eLwuq3Vd6fm1KX66sUoYd6TRAk3dILZeGqOhQVFuYIr3HmIaOPKaARXzX59LjYA2LStt2KHAHX5bx3zBwU8Wusgo/22Z2+/SsWJF1Ca5l5KK3YfTfNc0deonpGx9eR7P5KbPUZMR+l1azvenewmbnpzn1L/Eto1rRGuvu9yi6x9d5JR50PIDBmWk2lu39nQ+jWWjOAWjOAzy6ptOFPPv+2rvdqutNQZvwHy+JmjXGz72RcpvxZPVZD9VgN2ac1a+X57rrI5zYLHxEbIc91xZXoivhbdEHMz8hSCJGlEPy3ld7K9JiWqGJTjKUjUwL4PXFMALlcoztFS09QLAhtV2G9np3A61kKXD9y7A3jPFlla9elgqq0xLPeKpiW0BNTYnMxOCgMLUGXBSG7k0R2Z//Y5Ucepy5wCQpv7Jj36j8s1pehaQFIB4+783zb91ClI1f36MYwPGduPKSUDorxN/68uGffRQWmgx4lUbksPkeTSYuTJqVMtV+MheEXxNiUNHYBraqZk3iIhekbJG8aYJg/qGUWv5hE6MUk6hvqA9ghx7DE6ZZDoPsk9msuWssGgoeU4l3eS2N5L91xAQACHO4yC41uOQRArIa6xB9VO6/E6V0EjytLS7y3inhvFak+qiwkKJSiWw4B02oopfgV5Urm4LBdC6BdC8BmpJ8SFErhdYm51dBLuoHDBNvRhRlVScjX7gBNAIbVEDCruniBQ0CAQnLtPbOKiQ4QudUQ0MChK8lFbzBV3aJ9JEGhlMwtm9ARAAoUSpHgsHPNObFIllepwg0ysCTBYeeZc0FE71AlKEFh5/g1FtwvQSIDi7zPJDjsPHO6jem3LZLfSVAohYPDQ71Z8lOKDgq51RAAguEWiVUEFCjsPJ+viT+8qwh6YxkBQiYnVbvRx9YJKPSIh4evpUChlACLQ9w75kNxwpwLvi1lfbBsCgrb7lxLaMkJPRP5DijsXHuG6qm+mw2MvNh90wkIcKiDQhl/mH6N9pkEhVI4nYbVchAoeSe9SUkwV+v6k6IBT9TogMIu1/FPVIwY0BrjKNTBIQCEXDqh2CLtI04DJcGhlMpM3aCG4lZcHRzqUqIJ7B1QqItuKbTCdgcUSpHgUIoODnWRoFCKBIXkORtK31TbwQ4olNJmy/5Yf+6BoPBBcqdI4yIlKJQS9FPgVNyLoXWxF62LdH3UQeEbOdahrtzO0ntJUNi593E63/2XkxjpLWCkl34PHRRGEt7ftMliVCUolNJ3cY+AwsJMCtXxBKrjSp9VJ5IEFC6/x3sjLEGhFM5tHCj7CCjMPtFA7phDCjGsPvuNhXL/3fMY6vLY9/1yJ0C0NEljyKJrSilFnhQDqqAxz0tOqEcGhKJ88b6oFanzINlzCXLj4BGhjFMuZ9zmunC7TU6oAbt02x3M7u173JqYuS2lKKILYmA00ppl85iwGFZcAlb/aXHeWI/4qfOyFST4ccGnzLqO7LjKT9OB5QNitxtZV/0hrRcyHLI8IxarnitCWRXOKwUZvS0mjHVBPEfNzWI9fUEoqOmkmpySz+1uUQHQbx+6hD/dUtmbbywKJeC4dB5DM+r8zU3Rn9MTYmf8naOC7+pmRZRD+7M7iqoi4GY1PzomYmpenhXZ2749NekmHhFxMkt3lYIJb7JKKDLmUMaBupUYEloeg1xUY1ui48oj4hqlCXGObg3K3FDfdPNJ8QcZv9Z/VfwtfVG839Y71eYiti3eJ3dY3ExSGcjYtHZGLc5W2X0gV3kE3Oz6Zk4pN59bl1vGoerZsJVJcV7mdfFc+WfF9267LupDR1R80dw98YySLFwmZtRm1BiR8Y6RdfHz4DsXOn/bczkGZRyozJQ+0CMs91evTnXanj4tznvjpnBf+3vEuJSxUZ+8p8Ig3ndIJWFJa+H5XpFt3+MXc/v1goiRvLwuYub0Oqpy8Vh0y2Slr4lnLx4U/a1nCDb7XEtsSPzNv6HFCNckKTLc86DEvUR1kF6zNSoWJ79Wo1duHNsviHeRcXH+mjtm5sSFd0+oe+vgMDcjdEInxMH9EXPDF2q9aiEZ/bSIB85dEOB796T428hLriW0oixk+cNiTGVulMh9AMAOWu5P9xmOimfV6WIabmRCpwa32yfxZdGm/jblfWi6LAeOG/ulu/TwpBgvdbdWtnVPPEffdTXf8ofENYNut0hwKOd2fULLuHUBuwzdqA24esD9NuE5NZdqwxr3ad6No3S/s+TNDU+L8VS/pzxI7UFxP19IvE/ollh/qmPienK+JB9XOlDG/21uqJCOI5PURTzgcuqe61HUY5fyYs7IjbokX7+2J3SnzrW5cF/ow+9829cAACejKi7x95bfQTb/cv1Z2FWA51C/WKtKDZc83TUebGfF2kCMC1XRX9E1qdfE+x1/WgDDnaoaT1V3E7C3oEBk/yEB0KZ6xM/louiX7Rsi9kE3cEiu0LHza+Q9o/1iQ2hrZV9l2cmgZnMpHna9VVnxzIf+i5iTe2fUt/A33Ph4t8iGdCG3ouI4e9T1fGmhkdEd2/0pBo0EhnvHNYYPWUFtSj2QLBZgufrVcrOX+65auPi7/wc85K3LY8glnGPZxy3LqDVae8lkuQcUKASAdxz2DlbXr968l+yAQgAYGjEDYw8co5M4v9KD/AqLtZvydnNVtJJN7as9nUkJKPqNQheLGADU+h3U+ml/xJe8rYd6jkx8NtQBhQCQuiSUogSFAOC81tMBhQBw9TVadB3wLpHH5cwkDY7enBUTXIJCALi7PNQBhQBwImaW2wIUKASAJ2bmjL8vX98/ENxqWcRt2K36ggSFABBfZ3GsPo/Sd67oSQ07p60OKASAwS8LACZBoRSd36qr21/bUbZqpuXbjtgkOanR6wb9T2o70UfbHVAIAH5Oh+SKXlawHXEIKARMwvj5L08BUKAQEHFTOr/iUt67ooYEhYCosiNBIQB8+Mh1ABQUSpGgEBDB7BIUAsC5kVWjPaBAIQDkTtF3kNx3EhQCojqCDgoBoBVxSFhIp9YqU9E60AysebuxJCgERFyrBIUAkDtkfuP1d4j5qIO16I5NtHxlyHv8SFAIAH037A4oBIBWzN0wHKZWFP0+AOBrOqS2bLoLbUdD5xB1FCgEgPCrYvPd1HlRK34KCl2RoBAAnCPe3JRBzZAaYE3Cy+KaAc2KWx1yOqAQ6P5tgnl/BxRK0Ysp1O961GiHAoUA0Dhe6YBCwPT0SNFBoZfw2FwpuvdmpZLugEJA6WYJlqTooLCb6KBQigSFABAJtDqgENDKolY1+rPRFikfe+srtMSkFB0UAgIQSlDoJXLjrBPIr14aJe9Z3fG2hAbZ+Ahl/R1Q2HmeM+a3kKAQAAoTgQ4oBIDMHe+wAwkK+f+JTNEHsiqBDiiU0nf1G5eJrMubDhgCQCS7PyDhA47TcQBAKklN8L5D3bMopXiBQ3hlxzIJs9PKl735oHQxuNnC9kMRcurWU8CcEF4iweGDxAscclfPv7n+fqPNYD819W+s71/Cj4PDVsuPl6/RwOXREdNdX2OucPvk/t+Ug0OvGEQODgFmLQIw8LX9g4Rr/SYTPhcODp24+UDttf3dQHqljW7C65Dq1sMHChuH+sLRTXjZu43y/nFJEhzqooPCbiIJvKXooFBK8z3ULRY57jG3H0J4vV3uggeA2E32oT9nLr5cvMAhB2te0kgycub3jHZpqbV5nMavNXr3/54AtRYCZiy1lzS3u8fKSfEiOdathQAFhVKqQ9S1mel/sAsegFEZw18y57Ft4lZiLQSAY5PrZiN+zgDVI5urpi7MVWn/hP0tYi0EHi6k5x8feIEcf3fvK0abpU06DtMhs98fZm7roLCb3FynIDX7ECU+c68MdayFUnhVIS9p36G6RecV7iYr7zfnpA4Kuwlf272A4AajTX4YrMF5dr+R8qZyJQPCnay78nbOOSQgPrrmN4qF+/vqaJWVkn36kTu4tkWVZbUeRF3LoA1siv+HZ9TimojUsbmoBs/k4S1aMcV9DqtHDUK7GkD6ClXwxSmHJI9YtoXGYToh33GEWjS/cmuGEHQGcq6pPqZZtpb9hNtM4tWQpht5ViFgApx2CGjFNcb2qAO7jzb6jjOX8BcaifVBN2ZsdltN4mODm1gvK+W5OTsAJ6ll+rngon+AApjHB6kS/Iu7x9EuqG/zxKm7WCxShbpxcxADx5SLf2teAO+gW/fXd8MNE3hEdUaLUU9IC0hOC+kcfsXuUBhIaTDFlJ51YGsZpPL84VfVOEzc2MbSx5TVJnNL9MPuSQZktcPaQQGkdHe5k2nCyjKOTE5j5KNxsnIHHVtUF68/UkV/r2ojyWTnV8T369TynNZcHfUAHEahEVkNYuBJtSA2bR9287RfE7E6TvQry+lLl0SSyuBhlYC1uZjBzIzaDDySXiOhBO+fFpRNk1H1jUvtCGo27YvVahp3sgoEFsoRNPYoKIuzqj61uSRiRxRILG6JsRJdVtduxh0Mvabm2p7rQtJ5K8N7FtoMy/FNRr3XQWJFfa92GKSUIgBEN6l+kFm0egZucslGXXMX20EgUFHPIsejziUYLjgoD9PFpvdOA7uPUEqaxBqd65WBAMqjmtXP9drUXW5F+Y66bqn126T0ZvyyePjSIU0320BggFqjhzNsE7mXRFPTyyOfc0MAxtXz+Ouqdi0ABIviueLn1Pgq3OxDe0hzLa+HiHUYEGOZE7k7I/T5fKsRtHrVeVIPT19Qsbaz64MI3FMfS9KSSM9W/0GhK7fXNOuU30H/IH33dLRK4rCf7Z/FRJBu5P5km8b0yiSS/2VCxXn/6Je+A3/2/v+7c3ylNo6fuvhc5ziREO94ckBtCq+sjxmZwBOPbGB9T+nzVtMPh1WhsrIUQQdKFrH2DqYFIFpdVoYRq+bDk+eVV6DhZlNd+5yqCNZM2iYNHeMmRNOH0K4WQtUG6qN0LCdvhTouZEC5kXU+y/i6jcIhNb4i2w4GLypdWZoSfRyoqvvnp4LI3DbjGee/VaNd2/PBOcESx2yLlFlsJ2z03NCqhVWcbm5k4JuuZCU8c3jkRTqROSgEgPYu3fF85bpZgi7KLAytoQYBhQAIKASAxfvMCtGyEGHWOl/UtPYkF+j3dB7CCvj0cVo+q5VuEVAIAOUJ+u6WQ0EhAMTX9r+Xn22u/B5l5P74DUruO7+XIaAQAAGFAI0vBADHtvCrT/3hvs8jQYEUbjkEQEAhAAwe3O2AQkBYDnVQCJgVF3JHHeTeRQH65uMPkdE9Q/snPUtBIQCUTtK+yR4PPBAUAkBkPkxAIQDEe7zS0ZmwORLtrxBQCICAQgAoN0IdUAgAzfEGAYWASAAxbhViVhwPbspShc6/J8/fIaAQAAGFAHA9Rzduf3H3OAGFAAxQCICAQgB4atIMOeASOUT7IjlYIqAQAAGFANB7p22QmXNQ6CXtJL0OT4gAgOoQHU/hPcegZdFBIWBu7nwtxyCY5qAQAAGFAJC5ZlqZdVAIAPW01QGFgBi3fMMZ2WElJM9VKSiECQq9pMm489bf1yKgEIBR67yZdAgoBEBAIQC0RkwLUrfqPuQ8RhY/dnadgEIABBQCQHjLT8KdduYzFBQCniwBPDmPg0IvGYoWCSgEQEAhAJyNUHdyqRQhoBAwq2QBIKAQgAEKvaQxQN9hK5cgoBAAAYWASELUQSHwYG7iznm7dO3loBAAAYWA2MxxknMdFAJAjdXZTiyUCSgEsC8oBGCAQgBG7W2Hhel0q8D115U3HTB87fdN9Dz6l/TY4IHroQMk3FNDtc4Uv0dJLZsP/LBNWOgB4MQZqhQAIHxLKYbEpajhhuAAwF+zELlFlcmlP6f8g9e3zbRZJ2gqMn7t6pDZhoPD2gVq1q71OSSGrjHUgsOylzmx99Njc3j3JOXa4lVKxMXNIfl/Hf1zcpxr0r54dZNy6yHcxhpzR+/sUdfBeDKHU6MKbDSyEdQ9ygUePOcdj6ZLdZC5mpmFrplysHtWtSlNWNg5TT/ExttoX4SzDiI79Lr918xNTWLRwy15kC7erUG2qemh16lmo6gcpG3SEQowI4EWDoyqxdQXtNFm369R9vCnMfFZDkaZ1ef0GAV9L88dJDFKgMlveXeVAryPHHsDWw26MBVb1BL4g31fxX87/bvGM7377E1yPJSic71SpMiiejuNZpx+m/Wn6DdfexfQYiDv2N+j4z+1SP9eOeCxaQ3TEoqAGYvW6LGMcBBfg2W5M6989kITu2+n37w8zlzeeXMMekmAMczU+mmcnnge2kaPLwOAC4cW8fg52j+tXfr9nCWKLpdXzXAbSeGiS+kkXZTtqI3sKgVeB8fpppRb3eF3SMIXANiMzswu7o/8Pd2ux0oIDapO/Jn3/Vf87DO07FwoRe/1xPA8DiXoRuh3Vp4ix790l1buCnjwrXFuWQD49a13kWNrI4yvvUyBWLBEx3twvEzK8DVrAcOnx9cIO2qO9zQL3zo1s2y0+dripPG76DLVp52yt64kboWMmuQBBrKCiQapeJK8b5ZerDFdX8/YqGdY5vUhEzRnj9PvbtkODv0p489knos606etQXOz8savfWNqI3N507mSAWDyN38BADD4sh/BCv1o3MLTHjaRvF4zGQCm+ulObClrxn34fA7KOQ1Y1H04eZwO6rnPUdbj+vEqEpfUOb6GCdw4zYKXhN9uch7urdEJz+lZfC3qDgZERp6evFMetdA4y1alOfpAli2AIfldiE74D564AS4vb9DJnV02g3p/7Vv+Mzn+qTvPYaZXKfB0sGqAwp2VNKAVRR8d2cPmLu2LswdMZXPpOg1+PjJD44HmN81FyFqmQFK6qHSp99Px13fFQmlCteu/2jJAYahgIazFydb6LWRu0T4tHPCIc3onDWYp7TEzTd1jH+inYyA2H8TE++hmptaiC97SWp8KKAfgD7RNUNiyOtQhUkYu0D714r+8vEi51Y6O0YX+9rKZQOQL2IRuYzBUwDxjaP6Roc+T449e/T6c7leA9ItXTnjGT86v0kQ1PXMYAOywqYb4huzsaWqVXPstMxa3NOYjwLDnlt+wdBWn6TwbeNlPSuE142ZpOgCo9TFqlsOMaoeDIAC9bMpmrlMw3+iLYm+aLVwxkGS3yLY5H5op+nzNgzVcOETH29cumxZ/f5mO3dYA1dE8UxcA7i3RzYMvFySk9pmxHNJRapWcXxkgoNBOtI054lWX3GFJAZxMH6CZwACwlacA4sfPfNo456evfIgcp+I1PDE83zmeK/WTGuEA8I/Gv0pA4cH0rgEKH0/Pg8utMjUufOEFs0qJZGnoyDE6hx3HEqBQ/x0r4+orBggoDPbUDUC4vZY2QOHtNRqDGLhuLo48vjCyxRJPHzV5MluVAKly0sxGDFDIDSjBokUA4fQfljwBYWWQvnvfDUZk/w88jCOhB1s/06+FO8lxi//4gdVOvulK9pLipNkvXFnxwGIvyddZ7da7ZlB8eYsO0olD20ab8OMUYMq4Gl14zJEs7q4L36FzEOglicfp7tLLLVJ4jA7a6rA5QJvMxSLLTEk5dHATB8fovT790jlwibJyRf7y/t/hhw5/iRwvVUyA/t5zdEV7duie0Ya7sG9tUYUTGyxjLUfb+BbMb8XdF+1T+wcM8zyk/JS5K+VuQV8DyB1m/cNmbuEkXSjj4QaGhilQzPAa3gAOHaILKgeyXuJnwL9RMYFF+ir73ZGy4Wp6fZ7W0/1AP00ksQtB3LrFOM08toOPjFHA+UcL581GTMIBOv504nMpcwsUWETijQ5FVed3W9xlyz6wBVy5RjcdpTFT7XJXa/HJ7uXxOvfO0+8Q3jM7p/cu3fhWJlsAW6i5+7PNwG5sq4XaIH3ARtJjY8KGcunQ/oS8domOk6vPHzPahLfovdpDjU78sZSFS3ScLL1Cj6P3wggz93XLo9qNU6G/szw8GFy+68xr5Pi7n3jZaJOJUJNuNNDEZB9NjrtVpeERn987YVznF47/V3JcbppW+h/9ykfJ8XZ1fyL5jJ/qrs+/aILCY49RAN+KO2gt03UvFqHrA6/QBQB2io6LYyPm3PN5JPjsJ3zTkdw/SgTtlq9DOyXFYkq6NGVaNlus4tOd7zeD87mbl+t1LwnusknkgU9yj/zNE12/KS2GgLAaRjUrWeZWG/mDtJNrAw4JFLbCbUJACwADJynA6wnXMPeqWtAC00Uj/X3iID0nFa5hNU/Bm05FAQjLG6G5CIjAUl2qAxYBhXIxqRxQ79A7msfeFgWu/cN0t1/6Wj9x5VgO0JxgVV5YkLB/uNLhUZKSvkhNGrmzTRw6qIDG/Go/uBg0uQAAIABJREFUkKPXGT1KlUC1GUD+trLGtePuJNSsLr/2rv8Huy2q3D6bfQQFjex1vZjC2QHq9h1gAZR/dPM8hvpopmmuTGdrZSuOmJZ8MJoukBq6ANDqYXFgJR98GrWA/1qC1MIFAFhA5g2lKGTlh6D2aapDjgEseGZl+n7bSHYpHKegMDFQRjysBtPmRhqZAR64TjcBc3NDndq/AHDk3DLGYrSv7hf6sbqjLLuOY6HdoAtn+hIjSB5xAEYlMtJbwNIGHf8/doFaS37u0gdgF9R4O358BbeXqLXw9BT93tPJLXx5TVmbLgwtocnK6v34yGfwXTe/p3N8NL2F+wVqFVxcosdW0EYkrlkU7iURyjNLxKBtfLt2zCZ79rOn5jD7KWoN44Cw0d+Gr1fNxdilmLGgVMdbmPgLdVw4EDBcx5k7dD6vvz1CqIkQsA2AyEn4+1+3ENtiCRhbFZSm6Fzcm2EhBWkHLa2OdWIuYITLtCMOycB92+l7BijklE+tuENiAR3bQmCHJVqxsLHGaAPRe3RMBi9QQNafKGNuVo0tyfmpJy068TahmpH310HhH778hAEKb7IKITvVBKIB9ZCLu7342MwV0ma1Rr0nLy0exG8+9gfkdz819xw5Dvhs3JtXG9z+4QISYToGRmIF/O8jynL+SlVYrnVQ+GJh2gCFx89RQHjvhSnibQpMlI0YfG4dLezGDfvVqcM0lnGjlMTurFoLTj66AC7Xr1IPUWTDTwGhew8dFDYTFtpsDjWPV9DWxn8g1EKLhxIxFe6v+jp1tzvXydAxMfpFHwGEzYRlzN/SceYSbloEEDZHGiYgDLdpZre1r7XQbfX1yZvWYsg7be0Zs02Mlb3ibiIveRjrIZdCfX+qF64EfS2z2kWD7YgCFaAyQUdq5SFobnxn6ILfyJg7Ii5+//4bCJ5dzS2HXhINttDuVUrFX/YjMkB3mT/0pX9onLdQoMDicO/+9+r1KC/FxV+hHyJb2X+b91CWQ9Z98RXHSCzgNZi9JPc9+9NrlJfpmIym9g/i50lQuZr53odTtI+th+Cp5BZlAFi97FFGhsm/fPSz5Hjlk1P7nnM2TrPVX9s8YLT5ntv/Ezn+0tdOGm248NgobjUEPCyFgKGWOSj0konnWULImGnBTd2hVgUvSyGXEJ3y8JVMSzWX8qj5ThwUeokOCgFvKheesHbx5RmzERMO+p446s01q0vmlf3jXhc2WInQPZ9R2pGDQuDhLIVchuMsvnZ0rUtLJT9x9lP7tqk0WaWXtrm066AQAH737hMEFP7Ua895Wgq5GCFI4S48fJr48vuPt0KZrpPXbpjzlwsPm+y5a1oKOeVXctEhoBCACQq97vUQhrqvy0qYZfN5yQOHsA34Q4DCv5a8aYEhYLo2eFaul1gs+2vrDo1Vqj4/RBY7f91CZCNAim+vbqexuq12fcPxAqb7qBWxNkADtIvTLUKq2w0kVIb3XwTCq1QZ7qw8mCAVAJwy6ywPj2IkQXc6NcYTXhl2sPLyWOd4bm4IDgswXl3JYHUlQ451CU4JRRVJKzDTO1TAr8y+p3P8WwseKB9AsUUn1Fe3zFguXtKvtrw/sE+eojGcPLM80FeFbnhvNfxAP0V9iSUfGmk1bngmmxTdktuOsCD+dwhXsP2Mcgm3nsoj1qfMyN1cX9U6HRN6hrEUhwXT38hSa8crq3S33ttTxgCj0CixBIbco3TM2AtmXJBT8+Nnv6IsIM0ugz9xVWl4f9DGDa1M3ncMCwL0H57+AjnnyrYaj3fz9J3XXDL1TnUiV2K9dGMyNk5DQI4M7ODw++nqw92vvskyyXoHTIDErcFDr4n5P/b/0oZ6LBNPMqm7Ll3993bIws4p1Ve7x703pj42VpywOem3z7LSbZt0jGRPMJaFFpCYp3OMu934JonHDwJmf/LsdikX3nFbnROz0dSs+Ql3nxDVEmiOfMscJnuVxbBU8u6byLZ6r/BIBaEIC30J2PijW4oK5vNrR/H5NZqg8dounS8Bj4x8LhnGwv3e3ptGm5pDv0nDwyUOADltUzsUK+JX1lXc4f96VWyQfvE2TVDR9ZYdsWFH6DPfmBtDW/Oy2QEgv0DXl48epBbQ0pwZ6vSOYzTEZ3bT1EdcVpjXjfPxegnnhU0uirEw8Hm1VgRWwgjk1RiMz/sRn6fX7rntJ6UymwMtNLWM6tTtAFK3A53KawCQP2wac/xsjx7cfAiqArYBD2/vD7L/uvKmdSVLmfmZfwcAaPRSgJK8Tz98ZdQjg5cpp+ScqcDqjPOycYQuBuenTLLdK1+lu+Nm2gSsPTfNj19mz8izS8Nb5jl1lhgSGzCtZhUWH+ljWduhCQ9L23UKqOyA2X88KeVhyLcjPXThiYbNTKxYiO5Qx5M0dm6tZCqiKttRZ+8xV77HnsFXtwxQWH2FouGWh3Ww3WQZca/TbaMHiwpqfQ/RNzPU7MOz4qurpjUnMso4+UrmbtRi9UwH+ihiKVbNc+IslmjvmllNiGdDB7aZVaPX3IL/n0+ZAfj//ne+jRxXz5vxdz95nmau/8rd95BjycOoCweE0THzW/bG6XzOROm9r1+ZMs4JDtM2/uv0u4TNXDGklmhfrLzb1DWJZfo7njEs+Qx14VaOwowJTvjiD8CgLxr9Cn2n1XeZMVV80eOLImAmL/CQCy/qK255Pf+u20aTVy5Tndp7jdUD/i4z2eLGMrVch+/QeeqcNi3D3NKU8fBC9IRr7JiOoYv3pvDYkQXjvLezhJChIJ3vfX5zfP7MPZqcUmEbwKP9ZvzezW067stFExzz2E/OtmEVzbXm+971ZXL8e59/p9HmibfTb3dxhSab1XdME1vvOO2H+sumVyzK5kKFUToll8yxuGeGsyKcZZnLHuxfubNUr6Vu0L7y0uVRlgTjhTc4m0V9mLGlbIj7zP74Q2cif9OV/FeV4jRFArF1y3B7BQssjuipImpPUWVhMSu6ny2ya6UeA6jYB9hosxxjV1B+O1XE3PqZngX6X6MApJmi906e30E/SzioLVFAF2ZJIFbTMtwow2lqFapvxFDvV/1Xm2ygMUY7opmmz5K6GUTqOlValgeY5FK8uX8FiGsbVMGvrGewsk7Pa3Oi1TYFg1bbMqzFXPbmMqgN0vdyWIWBYJCOq8jNKBhrihlXlnQMOg+eJMWz51tX0rCv0nHlMKuK1dtAXYsLjYSaSGfo4vL9j36V3jfWMIDgPzlG2wymzAXKixqJi6wfK6V32OTE+6VPfis5/oXPPofyhOrz4pEWWnk6ji5M0hion7r8IeSZJajJvlOdWVmceBuVHF2U2swdF/DZRlhIKMeSTxj3njMfN1xvFtuMR3I2Gil6HV4xJMAAk7/mGMTX/VfpvaM7NiI51XflCccAXl7fLc4sfrJ84oPEC+w2WBUPDgoDNSC+yqyWDI84QcDRHufgk0vI1ukE+tor1FJnNaxOnWYp125Rt+RWmXXedtigHakx9+JkXxaHhmg4RX+MAsPtXapfV3I9uLH54FKc3zv8Ir53+MXO8UeSV/GR5FXS5tviNJ52t53Abpu+w9qCd6lXXa6u71/lxgCFDgwaMSdF9b2TbOF3Liq6nN956RnYjEcXzCPx4vVp1HN0PvUfoOtVapSut3u7CVRm6HW4q9j2m5umSJbxxo6zsVi2ECibiWPknAkHpQl63R6WZDf8CsvSPlKBc4Su5ZUxpg9a5gaum4X8b0veGsDQchDK+ZQSd39wcAiomCgZ/8XBoS6SG0yCw/ZRoSQ4OASUFev1JbFDMsChh3BwyHcdwP7g0Es4OOwdy3dpqYSDQy/h4NCq+4yAdi9w2AGIPqBWDKPm8sa17gvFp4PDXC6Ota001raE+2LPTR7h4FCXkruLluBw7053sCnBoc8tUF68Jnane3PmOc2T4vtIcChBYSRmWqckOGy4WE6Cw0bSVAASFMqfEhSWCx47+33AoZdwcPiPzry07zkcHOoWuKybPERAhkUthPG093jXwaGsEiHlFz77HG/eEQkOJSj81M7prm1DbgayBIcSFA5Nm3GpEhxKULhTcKsYeLgBZ78sso2lXpGgkANKQMVlyQVLgkMduEnZmxH9IMGhBIW87rkuyWUxRiQ4jO501wMcHOobIg4KpSx8qwJJ+cNRJDQLjASFuhe0xIiCDZoTD/G1OGjd9xRPUMgle07MSwkOJSgcyJgWQQkOZQ1jCQ4n+0zy6Bk3m1aCQwkK762ZblEJDi/emyI/dUDI5cmIGNsSFD4V6a6nJSjMrYvMf9uxYDsWbmnWQQkKWy7/6FTvHqZ693DygMjqt0tBb1Coi4cRQ69W1VUGPZjamSRjtA0HhV7iBQq5DFyhz8dBoae4TaSe5oAQUKBQGhgkKJz6VPdY9g4odK/vFbcoQWEn9tAn/nkRcv9NyZvelQwAx3/s36GtxbnUB9uEaR4Akvd4Zp1HxRHG2dSsBxC+rRRmoArULtBBMcgqSKyuZeDX41UcC20WCO6r+uEbVLv/wGyMZK8CIHyDALB3nGbR+RoW0ifpNn5ntQc+nY6hv46eHgo+cyxe5KkLt7BcUrQwy1dGDdeTE2eWga0g2nHVxom1kbpGAWFpyoaT1gZ6OWDEIwa2mOtxsEk5xHJBw/1X2Y0R+oEPnryOl9anSJvCXUpz4/ho8kA7ZiNQYMHJzOrjRNoIJOlEDbEg7PpCklBk1IZsw8Jks6SeRn8bCY1DK1RwsPcOplRzIYSz6jqN6aqh0H1x9mz3ooieV+MhHGzhuTFKD/PV3cNY1Dg6x9N5fHj4GmnzJ2tnyfHqThr2mpoD0XWfQW7MLYXlbBS9g8xdfZsC71amSRIkrMEa2sxS+MRpSohcaEYwu6EW5f/8+O/hn89+B2nTF61gu2LGOW6sqfe2AjZCUdV/yVidAOHVK2ITogOs+lAL/pS5IfAtqb6JrVrwtVTflCZofd9WWFxPdwkHSw5KjM83tm7BaqvzEmtthPJ0hSmP0r5yfED2pLquZZtW/dgSD6+x4a9TPcn5DctjFkI5/RwHjX7mjWFuaV8T8GlN6mkzbCeYtwgnXSthY+YEzWK9d5m6IUOTJVKRw062jYohw5O7cLSM2aeH7+NP/vJtpI3OdQgIKqOIlkn894ev4JNbdCNyi/FrHh3fJHMJAKrMZdvbV8RPH/9E57jpBHAmRLk0B/y07/7Zynvx7l5V6ek35p/FKrcUhmykMmod+tNz/xEfeu2fkCZHBuim6PqVKTia3kwMl1BapxbJUF+NUlO1fAbHI0+SsJoWrF6t1OBCBI1BOlb7R5mruOUnxrricgpOgp6TuBFGU7NvjLzUQP4g1YHJFToOs8cDJIwnsuOgymK921GHMA7462YIV5wlrfbMtxDZUev1/Y/F4BtjG+FFauW2WjAJwNmeLFC2UJ1U4y42F8Stf/1XIrT+piv5QeLVmcRdalHrYcPFRpbmfrRaFiwtrq5Z995ZR15Ti86R4W2ktHiT1TWx+LUZAahfG/Q+Vmw8MCsGVFOjgItv2AjU1PPvHYen5G6oWIydVRZ35wYZ5/NqwBZKUfi04OOnLtBSc51n1NwK0dESYhpXlQRzPKC8cEoph9KUtzXD0t49fSmExLLqfxmvxslS9bi6yi6dfB88KYDPkyML5PepaRV8zrPBO/fTLK+Oj4IAJyLGSkurdJD6chSRz6iPVF/wTmpp6IuxTQGpXFC5taX3Rc21m/POsvQllAKx6j44WXVO6J53atyfr6rqOV/dpYk642mhrD+5carzu09unEJIW9F16hpddDd4zz0g8rzql3JWPItOqVS53Ef6t5Xx3hn7eyjwevm2mVw0M0yTvH5p5o89r/Xfq/Bwl8Sa6fVYfi8NBeg2xoPaJiWQ95Ea35VRMU71JJDUfWqhKY95rzuhHTWPJz/hYOAN9T1lZjG37Pg0ABrMe1939qaijZpdHoLdr8ZDaLILh6gGXIYn6Ub56WGR1fztz77a+d30mWUcnVFuWy9+SwD48KBy9ZYaYUwMKZ1ydFxQdk1m1O/qtRAhhe/t87aGvdFQANMLFALAF5nCH5vSQB7j5PvTc/8RAPCpC/9Bte/No6qR1nvFyQJAYkT1aaiPBZBKPawB7w+cuo4PnFf9Ynll6gMIabHwVsOH3QUFoOuuNdMwVGqbxMQNb/aQnnkNRG3baIfV/bPHvddrnSe4zZKkpNcwvqau42sDVS0BtGfe21pqryqd28pGSBWkjpVQ6x4nSI8Ntza8cczflLwlgCEgFnYjvobFuBWn24Z72eKxaSzpon6sivoxVj7sNWqRSIVrBCACDwaHAGBvRWBvsTgpyg+MQM0hANFqWYYlVAeHAGDH2rBj9B11cAiAgEMAmEjsYSJBub94RmOsp0oAIvBgcAgAVi4IK0d3eRYDxolliwBEL+FJF05j/2Gtg0MAsD1irVrMLe8ZGM9EB4fAwxFGe1KdMCHgEDDiobxEB4cAUL1kBm3r4BCgi1k30cEhAPhGTTcxj5HUwWE34f1rJx7gonIXQAkOdU5LLhIc9rmJIwOx7q4eaZFuuLGZ0r1VbpiAXC4kMsGrXehOjSKpseyA+FlyjV27j5jfXtLPBEviZ8INofSi/pHS6BH6RILC7InubTnFh56R2U1SjBnGCxTygPrJT+zv1KmzvYUXKGwxOqjZ5SGjDRebUeZwUOgl02dopQ0vUPj3h1nGrVeJOyb1Gh0XXqCwycxFHBR6yW/MP0t/sU/FjLHePMZ6qXWOg8LEcAmJYQqyu4JCVz5w6jo+cIp6HzgoDCxEEFigc9RierrOSmwWl1MoLlO9wUHhyEsNjLyk1pXYto3YNu0HDgojO2apx26gUIqvTa3cgAkK738shvsfo2tpK8vemak0J2iGTHBQGJsLIjb3EHEV30B5ywBDKX2Pb2JU22EFcz4E91hR7GH69UJ5WovUupE0rDAcHLZ2Irh9nbo6+DaIV9Pwl/xGdmxtko7QZgLIHaHPm5xn4JXph1CghVGmGG0GTOvNAMKaK9TLWri0Sd19vpoP9Tk6cXmpqt4pCjTaz+QRPUAVI+cIC68EzRJEG2piOC0fHOZ+tywg3q/c4k7Dh09dVJxcT44soHQjg9IN9Q6p6T3YWnyMHXTQZm7yQNkipe78VQuJe+pZWsUgAndiqIxou0qfg+gh5T6t99sYf6/KTm+kbdQH2qgPqfcO5S3iQo7sOkZ5s8Ba+IGxWs89dhnPPXYZH37Hpc7vrI0IqXJTqYVQYQvV7z3/btz9mvJXDvfQ73OlOIErRTqWV7apmyw0WTKsNtxSZV+mVutqPWTQ6PD+Hzm2hZFj2gIdtMU/Ta5t0fjSf3X20/hXZ2l2c5slnwzF6LP+6JOfxo8+Sc9pVOizJUJ1JEJ0PtbH6WYndIsuDM1MC80M1SfJZZaglG0bwfGJNZYpfpkeR3dsI46Qu4/3jvqwd1S9tx0wk9jii6zShxlChugmqwQxQY8baeVlkZJ5nV43tukgtkkvHMproS8tc0Fs9rXQ7FN9F97yY/HLapz6gzaskRqsEQVcwgdKCB9Q3/Zj5y/iY49TvsFDPbs41KP04RdXp5E+omIIZ5eHYDFezzuzYwQU/vIb78XsuqqMszg3CLsc7FgLASAdqhJQ2K4EDE7MH73+EQIK79aHCChsw0EbTsdaCADHEusEFGZLMUT7aUjQZO9ex1oIAP/bPA2pWP3SBO59jlbkGf0SSzBxLMSHOT8S/a5RRu30uS+cQyDHxhRTWc1eG5bWD1bLMlgi6tfogBp81cLQFyg4iq8yMNfgFUwEdZMusXWW5DluhjGk77ONLyOPH7hsI7FO2zRT5qZQtxrGF/1GxjOvF95K2MSy2HqkhGBy/9jMvwl5ywBDbobVwSEAT3DIASLnEOPgsHyuivI5OlE8waE2HnyLEfgW2a7CAxxygLgfOHQCjmER9QKHHCCGu5CVvnhfWGacke5kyTJwX4LDlBvjmBk0E1ckOLTcWEpZ7SG0aw7Jshuw2wGHHpUJpHTAoevikODws59/1Ggr3ZkSHDrS7fSAjXdkV1xXgsPIWvednASHh8+K2Kgjp8TPB2XwJu6b8VhcODgM3d2fRZWXQNwrmnQjOjhsOT60GLIbj9OMQRmrFQia7kwJ7HMui0hlWLSNLpoK1DohxoKklLLcOFjOH0hvLn4kMuJ7L+6Z5RGl/PDt/wGASjrwuSdzcAgAP/K4W1LEfbfdHTFGhhKmlafV534cF6hGV8W34+AQAPKnRFtpZRh5Sbzr2AumVTRYFc8XLoif0ay4fnyjOw9rMy6+Veamm9zygAz7tvsJZCxVOEd/6pJYEtdtJsTfZEyWl3tajsvEEv19eZhZbLIOIlkKCrlUDjGqji2PrIJ95GPnLxq/O5iiY+qLq/uTji/OCQD4b18Q1DC//MZ7u7a9dUe4u9MhsQ48PrXQtW3TTYL6iRsiyepuXVhCfyNnkq7/8vjnAAhQCADfNi5qg2dL5liTFUX+2cLHAChQGPabHR3ZFh9yxM2BSf1/YqPv8NqdABp77jrlji0JCr+8eKTLGwK+jNg4tQ8KPd/sZeCNebjq19KeoFCXUMFBqLA/KNTFy0pYZtU2B1+3Mfi6uo6v4XiCQn5ffm8ufPPVjjieoJAcP0J109+mGxkA/D/5kz/5t3rDb6D85F/1hB96zxP4hSsvd5jak+kKxg7tILskBqK/ZgnyTs193HdZuHSkYvS7+kpy8PqzQVjFAHz5AOy0mHitsRasaBuO6xbd2erBdom6O/17ATh+pcCtfADhrK+T5GA5QGCsQjjxem740UyqZ6tlLPTONlHLiDbhnIXeu3an3BoAwAcktBJvyXQVwXgTVY3Oo//LITSPKuAZCNgYTTIwF7RQkOXjki0g2erEfbT3wmjvhUXwrAuu7LgNX8hGwM3QjsbrmBjYQ1Gj++gfySMRraPs0qNY0TaaYQuBklBWrQRQeaQOO9WGryDu5S/54Wv41C7PBwQyDQS0pJSB/gKSvRUUc0Jp3l0bRvxgAa0dce/GdhRlX4AAdCfg0MXUAfoPZdFwa4H6GxYytx00UqpNKOsnwczNpIXiTBshvSB7EMgk1W4+M1RAdkdZWdsJB/FVHyE0D+35CH+WZQO1DxXQ3lVulHayjYBWws6fDeLwUVVF4X4tA1+8BWhxkM1MG4GYWhyKc2mUd+IkXKJ0sxeJg+rbL2fTONCjAOGl+QPIFuLwdWK3LPhuJmANifHjjNdRifng07LRy1NtBIvqOJj3o5VuIxBRQGfm5Cq2NtWCYDV9SGrE3YloHfldGqIRWQnBN6w2KvlaFPV2EG/LCD643XYCP3f/g2SRKzdDSGiJJP/zxEt4vHeBWG3ut/pRKimwfXR4E20NCVXiQLCvhkZVgdxgqg7ftjpuBC04NT/ZerfDvg7BLgCUJnxILWqxrH5L6BdtGIbKLNxlyofUvOq30ljAAFY9czbKo+rGoQKwe4q59pn1Ili2yLM2+tpILvCEPEbfNUq/qx0EdFaV3bM+FCd9iGj70fyFBmLaQmmHLDL2WwkHdhiE6iSY95Nwi1bcAdo++DTXaXMrSpLBHJ+F4wMqkSMYsJFm4TwXt5gVfGEQ2YoCWsVaBHub1CNyqTQBR5svqXgNi3PUtT09SuuPRyJN7Gwpa3n7fgLWALU0f2b1JB4dUK7sotPGgaAa/z+w+EGcSqnOXa33YjSex/2cSjwJhls4Pq7eeT6bwUs1ZRW8uTiCvUKchJTYp4sY/Iwat0M/dB99sQp2tQStRLSB4pZav2KLAQQOqTUl9pkkbuZGMDevLPfWcB2Wnky4FkE7tQ8orAdJ+NHUpxoIMr5E7g2D5UO4oCZAZKuGZg/dfDYSvo5ruJmw4AQsVDUnw9THCwjVlJ60/UCo5KClVTEJFYH0fXXz5GwewXwd7YS4VyPpR2KFWtMPn1tB/ZLasFaHbMNtHNn2oa5RoIV3/GifUKDQ73dw+4d+BF+n/NTXe+JbxmIo5c5HfwLZIl1gpp9aoI2C5g4gtkF/x3nnvETulv4qEtli5NIxunOOrzmIr9HFovcevc/QK+rv46c2EPTZCLp0G7WmmGiZYRprEv9ECvFPCCX4P05fwkx8CzNx4cJbKgoz/8SgcgvbdT/aWpJAO+ltzagzYumxHpNyYSjDeBJH9qc/CBToolWv7R+DETlOLV589Dthu1P9of+wsCwknhTJDD1z4veJFX0hp7EotS7PrdNXLH/xAKmckroj/u/XPmGj10FB24RXn/OmCqox+oLP/fkFo43FsuPqD1H6aeOLYiu9mhWL2YtLB7u2DdwRC6lzTYydqptc0u6hfSHpPwCgOuk9Lx45o/gIY+MlUrmBV8iR0npDgckI4+T8TbdCjl+jmukJ10jgfTcZGaYhECEPs1ayTyyOQbeOcuukUOhVj3HAqXjWn9zfAuZrOmTzsvuIOCd7kp5b7dNAYNHbepHRsolDeatjNQS8yd0BoKglQXHuzdqIOKk6Jn7KDZIeUsFl95kG+ckzQr1EryELALVx04Sub5gAoFH3/r4+zYx0IrmOj0yqRInsqhhHTpXFfmtgM9LnTbk0dVgDgj4HL99Qk3e3JtaamUPC0hfaFNevXxf3azQCaDToPY+G18nxDyx+0PO+D5L57P78rzYj8B76IbPEYJQVE+AZ5lJ67tP/p7+secHWxP99brnRnht+9NzwIzUrju1oGzZjpJj4glCsiRUxVoJlB8GyQ+IHw3m6DgaKVK8UJvwoTDx4nk19fH8aNp7bm5zdn97t8DmaQV8dMudldJMuQOEd+qx+v4M7H/2J/Z/vb0DecsBQykOBQwYQ9wOHgcUIAswtvB849CKyjGz54B9Xu0UODqWMvKKu3Xuvgdi2mlw6OJQSZFxsHBx6iQSHUnRwCICAQwBA0yf+afIw4BAA2mXVrj7SQmNKoa7WuGuRYiM2kFZ9wMHh6EERLpAcUQowcjyH5pDiEvqpAAAgAElEQVT2zA8xAyQ47ByvMHdCnQLE0mYCpU1qIb63NoDlLyqSXV5WT4pOJlw4QkFh6Kj4vx6z9jDgEADaCTU26rtRNFfU+JeJN6Eu2aCACQ7bTbPjJDgk7bQNQ3WsRUBhLS8W9OlB2r+xcbVjznWpVR1ZUcim9UaagMJfvfduz3P0ihTVVrBTRg8A4j7xAf/T4ts7vxsZ3sPZQ8ov6gUOH0Z0ULj2jJ+AwtVnXKDQo40HxwWF2rGXlIfVOdU+HwGFQxfFs6bmeVyfRsvEvPoSIJamNKvy4RYFhR5DxKuST5GGr3XAoJdIPdqKqWcN7gQIKGzHvDtBB4W19TgBhR+/JaiV1mvKWuezHJxIKuClg0PyTFqYij/ZNEDhWH8OY/3aRtPnGJWdJCiUIkHhg0QHhX9Z7SOg8HJe6I/VevewiXvblLpGhljcXFQmstp0jYDC3Y95J2PtBwpjn0ki9hmajNnDseUaXQ97buy/IZKgUEqwbH57HRRWBkMEFMaXvN9Hev0AkRznBQpJtryFfUFhI+lHI0nfaT9QGN30PRQo/LuUtyQwlCg8W4zjxl0VaDD91AKCDITxbKRmnCrCel8bzZRNiKXt3RDsXc3NNFgl7kUAaPep+9ghB01Wsi/6YgLRFxW4CMWaxGUUX3NQmAyiMKkeZm/Gj70ZjfLlloXSH9HA/L25DCFrjt8Pkl1+ZSeG33n5aXLO+qsjWH9VXSd4P4qwtjAHKhbCTOnx7OJcPo5768pyNtaTR/FzipphKFMwAm0TqSoSKaWQWykbbS0WIzJQRSDYJjFulbUE1u+p+1hNC6UlClhGR2mcUaKPlTCr+bB3gyrY7fPkEK2oubDqitNf8qF6n963NlNDbUbjp8zUUHlCKbHyVBvNHlrvtbzNstxiDqwa7Vtec/eTN06RY3uwDitGQY1/lL6z4wPqGiiduztMrIuxSAOXt1TdYf9GGFiOksW8mbLh19zb7UzT2Fxx/sLmUhw3L051jvsPZxFjZRBX1+lCGF0Ikey++LID5+PKPVashPFzVz9Azsnm45jfUm0KjTB+be6dneM/3zmDL2aPYUIrr1iompnOHBzy+FkeO4SAg1Y/K6E1r/4fzlrYeSSI4oRSxeFcC8GSGtPb53zYPktVdSPpIwtmOwJkj6nxlz8YIC5cAMjQxFHUjtRRPqHmXHG6hdIhVgmJuft8DRr3OviShZ576huPfrWO9P0GJj6nvmHlQwVEk2rcOy0LO0+qizQfLaHNYqoMloDJCtrH6YLPy9PxkmIfPnbNqLvd0Fb+mK+BmK+B7z6oNgi+eBOWBvBOT6zg9ARd6Ju1ABZWlH5YuEtdyWeOLqHSosqBl8VrjDVQ3KNz+09XzpDjP9h8ghxf3RzFf5pVG5cXVg8jooE3y3JgWQ7u76hxXtqha1ww0kKQ1X2uZ6PEWjgcLRJQuLOVMjKeexNUf+SPgICo3DEH2FCgPZy1jOSLgStlHP4j1S/pN4Ik874wGUZhklqDixN+tCOqjR2k63H5QBzlA3HDUqiDwpEvZTHyJboG1Hp8BBTqmy5AbPzrWnWi5Q9msPxBtY7WMj7UMj6k72hk8cE6pj+suFbbiTbZoANiM6aDwvpAuwMK/66shcBbFBgCtNPlxJFZZsFY0xMg6uK1S+aig0MADwSHAFCeaqE8RSetBIc9z4vdp6/lBmtrc0wHhwAIOARggEMv4S4gDg4BEHAIgIBDAB1wKBeTyloClbUEqhUz4WD902L3K8Hhdk68p1cWlg4OARBw2E10cAjAExyOjmaR6BUKLjFYJrGYADrgMHtLKFoJDnPTHtYyt/v4rtra3J/OQgeHujT6xVgob8dQ3o6hsqx25xIcJu+Iby/BYf2QW33Dw6InJdgr2khw+KBEBe56Tvd22Y1rGyMdHOrS6xLZSnDoz3e3oEhwWM674MxVltGF7pQwOjgEgN2CSWQ9v9WHgkYxooNDXSQovLtrVrGQEvQLpZCMi/607ov7hfbM95fgsMddJ3RwqEs4p+Z/sNTG9jmPmsms7iuv/qBLJyZWJussi//Ujjwg29G9pZzHtQFvX/PgSzpfpfecDDJyc6fVfaxZbtyaBIVe9dc7bWV8ao/o1w4odMHIh48pYvb+cAkN298BhVcLaoOjCyeF54AQAGolOv46oNDjvaIuKbYEhWfeOQtAgEJd+lJl9KXEu//b++/HH2w+4QkKdXlh1eTw5FLaoeOfA0JAgEIAuHxTeASGo2JuXhhaMtpWphtIP7uB9LMijjH8UeFCz7Pck9wxRnCfNftm4ArVI+k39l9Qiwzs8TW4fEC9b4pl/ktPEweEu2dT2D1L1wYvUKiLDgi7STzIyvZ5AEJpoZfFK+raPPu7BIXAW6TySTeZ/J2fJ8fBhOnu6P8zujDuzTA3aX+XAB39ukNmbAphkK+ZC0nPLbpo8iwsL2BaGWSp+ZtmF2VP0d/F1un7lA+yihlbPPh3/7igRh+bBGmzX+OXab/WLpgZopGIepZSIQoU6EuHh+iutb7JAqE81qqRGeq29LIK1e6yMnPMRRRkVVF45nC9z7yxzYLNAyFz3LR26bM4zNrGLYUAkFhUz9JMKmDYTQJhc3Gwl+kCwpWYV8nE4i2qHL0yxNtp7V5NXwcYSuEVaDLHqIlre8t0TUfvU6DN6ScAoPT3mPWJlajrS9O/T6ZoeMSNLbO27XQfHTeLefrspasmR2RjhA6MvpfNSVvvofOp/xodJ2tP03NSc/T8Wp85H/lCFsqbfbTzLnofh40tXlousu0noTM8nAIA4hv0fTf+qTkWK3t03oeSbLO8bGbZ8ioSrSabB/kgsRZ++J1mNvJalc7pt6cpMv/1y4wTEMCZSQoML98/YLQB84ycOblIjkMsE/i1u1PkeHTE5A0dS9B5ctNjPMoyj1LqTaqnK1lWaSPUJsCwk2GsiU5ODQDPX3vEaMO9LVtvUGuplx7Qqz8BwNhfsvrSZxmAZa7jRo85xiNZOv6CFfO+3Go4+gX67DsXTJe8bln0cmFX2RrLKcUA4MA/vEeOL9+aIsdyM69L6TDVuQs/8C+MNl+H7L9YdzvxrQwMAWDq138RjsudlrgrPlj9nBq40VfEoI1vijblETHIZZ1kndLGalkIamSxzR6bWGMCroUm8pKwjhXOCg3e91WxC919TA2OzGUxqKXZXJLHpm+Lv+sTgS8ulUELYU23+F0S7OKU+l0z6XRqXMZn1S5Y0po0Btz3ci01oXXRNzpVirRUtKbFewXuxuBoZQOb22IR4MAwEhXH/peUsg48K0BBqSIW/qgLCuVbFrNKeUg6E7iF3MPRJhJRtRpKJn0dWFl1H2YeEYq+qFmM1jdE27hLzl1yq6cEsuJ9JSWJf08pXhkf0oqCJALJYHrdgtOK2x0gWT8sFsrQorq/7fZd7GXxfoWZNnk3R1t4LDcxBnnxbJKIPHYp2nkeKbWZGlkImrUATk+prMab60Khv+uQMGF94S9FPFZyRixUuTUFyn7xPf8FAPCvbwv3rAR00qKkc1f69wJ4/O13Oscv3z6M3gGT6mXPrenqL4n3k/x6/UcUOJTJApub7jhxOdSiK6Jxal7j/IpYyJ5W3yI0UsZgjxqLG1lxv+dmhCXppS1hIdlwk1redkK50mZdK6GkEzk5KCwkDff4XlbLBPW3sbenQj6Cy2ESByvjWf1u3VPpampF3bGiGaAksXVyRZyz+Zhb49sl3w3vWaStzknY6LFQnlD6I+WW+JQud7nI2e79su9Qc7KTZesSDkvLmbMnGkc3tDGoWToAIL5uY++Yeq7xL4vrzn+7eLioS5bcASpaAsi5GQGibqwLT0QoJB5WhmD4a+q6zuEK2utqgDv9DRJCIssyyjH5ofcK7sLZgvACJTQLjqxX/09PvwAA+NWvvpe+t2v+PzulsoRlrfvNzR5Csixd75ZGxn56chVTCTGOdUB6za1VLK2Oz50SQOzSjnge+bajGjC8tCDAaDTWQFMDxHFX302lFdi5sz2Ixj3Rdy03DtlXUufI9SfwhhivlQOizcy0YDM4nFIUbnNFsdG5szCC89MLnd+vl8X1915UYLWZcGCPulbzLdE3vjG1aQ+695OMG5OfFn8rHBTfrN6jJkzVxZmpOVquTibn6QaR2KaNWq86N7nahmWr8ZWfFGNQVgdK3RL9Wj7sJspltP7cEn2RO0TrH8sCEiR8rJcmb8XXHdS1jP3p54ROvXJNBNo6LmNG72XxPHq2c/G4GHMdsm8bWPjBbwgoBL5ZEu/rl4Uf/BewWBWP8OU4wpfpLqY8xLKFi+LfgyTIKgq01uguLnWFWj/6LvrRd5GZsWsU/+aOiX8PktgWdzU9eHyUZxoozzCi3m26A+XWDykSFPL/A0BwwDuLr/NcT+bRfpLujhOxegcUAg8Y2SnVpl6lO7C+qQdX70iG6kgyouJyPtoBhYBZlq3dKxSHHjQcYK+nl1fykvD9CML3WXLS3VgHFAJAapZZbtxsvQ4oBICeJqlOUzn/4H4GvN1IEhQCwHuepRUd0qPCvyFBIQD82LHniZXPyzrA5YljZqajBIWAaZ3cuScWJD2DdGgoT4h1q+P7J4E01k03sgSFAPDk4HwHFALAqzeFa25Wcx0H/e0OKASAkH9/74CXSFAIALmjTgcUAmrBk6AQAIrjwQ4oBLwr7nCiai/R4zCbcasDCgEg86I4cJgHQHen6jVuO797iC6QoBAAqhsJar1yQZcEhVIkKASA6GEzKUAHhd1Ej4f81OcvdEAhAJSaQtdKUChFgkIAsMtBg79vrdTTAYVd78sq9EhQCACjUaHfJCiUIkEhAJzvXzb03KWFAx1Q2E10UAigAwoBIJD1HiASFAJAbCnQAYVS5op9HVDYTXRQCKADCgHAGfQOUeC15iUolFIdUqCwm3AvmQ4KvSSx1jZKRkpQKCW+1eqAQil8jPP78thyLleuHeqAQikSFEopHm92QKG60TcUFP615C0PDKVYNZ+RZczBYSv8YIDlBBw0WDwOdzu21mJkoHFwCMAAhyRD0UPCeQd5FnLir5rg0JpRFhS9mkenzXmKdLnrkoNDfw0I3aRgt1Gg78PBoc6zJSX1Pvo7H2Mn5U/qxNqEa9JLQoMUpPIgesB02Rw9RGkiuoHDBwmnEnqYcndRVsKpGzh8kBRn6LMdHt/u0lLIiZFNXM/SmFEODr/t8df3vW+LVfXQK748rKTu0j7avfPghQkASeIB9t8sHRl+cH8A2BcAAMBygbqfdGshADQnWEblxv6xU+39w1CJ9cxLWgw3BYv7g3bfDns2j9AL3VroJTpfIgBsPrb/y1gskUEHhYBw2+/3vrEE7Wde4tJLHgQKAeDUcRpXd6ZnFVwCYRYm84CYSSkPAoUAsFCm4/21q2b8oH2Jjs38ve6ZyQDgP1gi1kKAgkIAhs8tGTBd/08fnyXHHBTWpuk5dtNPrIWACQpX3kXXVb32cOd3zFrIwRkPj/A3HGIt9JLNp2ifcUAIUFCYXGuZIVvsFum7NrEWekmclbPjgDC4G3hgUYW/C3nLu5KlTP36LyJ5XydeNQu964t+PSMGQ0FfkB0QqB3a9pOYPBmgH1tVjTK31fnlIZeouqBGSa2Xkh+X3OIUSS3WKJJzsPWoFgh+H2SgtaMWqs8o0OfMJtDQYyNdRR3REj/sOwk0k+p9nbh4zsxrapDrk7dxQigDnXImlKqjrdW/dBwKDOd3hcWmN67AY5mVSLMdi9TLdOJtkjUoKSJC88oSlzy/g2JFLVD1vQh8ZfUc02eXkQophXbx3hRmDqjnujMnANMHzqg0zuevPoLIkp6JLX76Nb3I40ALhyxCR+SvWsTK2Ew66L2lu6LFuMif1Kw2vO5zsoXDE4pCaH6jH22NxDq6LHamY+9WbrClnV6y+B7O7GK7qpTzI5l1fH5WIatUsopnx1WczNNJsTj89M0PdX5Xvt+DdkobQ27IgUzmAYDHR+hCe3lrjJQkbGZaZCedO+4QxTxwTLi2Ilo81eLcIMmwHvxMCDtntSzFkEPc0fJcvZTd8dQGqpr57PkrpzBxQLnRSvVQx43cuY5GhyNrumZi6mMubWRweEyBz8WvuZmg2pDgGcvJBV8nJAUAYhsO2po1sd4DsiuSY6elGZ2j206nqgwgYp77Lqsx04payB/XQlSuir/ljmoZzZlWp5oQAPiSTaS0hK/GqxlURyggii+p/mmkxLWCJY3d4EAbjkftXksDVmenljtJDwCQGCqRWM4bLxxRIS0AfGU/olNKjzXqrqswriZh8VYG7RH1rY9NbCDipwvx9RdVtoRkg9BB4fXFUXzvmVc6x8+vnsBuToGqyOsxlA/Q/vjoU19T13QV9u28MoEt7mZIFvX7p28CoKAwW41hdU6FKfhSTYRvKcTfPl1Ca1VtxM88dh9ZjRJn9bLQW/6DWjjPahxOn7J4RG9HjJXzw9/5Uuf/b+yJxJzBqOpnnmF987MzBBBa7kbe1lzdPi2xTJY61C3fqQUbuf+fvTePsuO67zu/VW/fenm9741Go7uxAyRAgiIpUSRFybRE2bF94lWT2Jk4zpxk7DgTJ57EObaSiT0ej53JHDt2ZmxHiqM4lsZaKVmiVkoiQIIECBBAo7H0vne/129fq2r+uFV1f79b770WTUsiJfzO4WEX6r16tdy693O/97dM04IC4m+aAL6c1Fh+VzPAgbAe0eAjlUlimwZqEdKO62IfzfMZXzfYO+WILvlBeb407ZszJtN7VuzX0HFLtu38sI78tDxRzV7diC41n1QVJmssHVM9Zn471MJ7S8lv1NSHsl8C61DKQiilvGHKY2ikHlIoVC22aSC2qdRRTfPONb4o/qNGoRDAvuohVQ7Fiequf5FjFAoBQCv4GRSqFrwe3Vc9VGtmHuhKMShsZB71sKC8bKbGoBAAg0IACHXyWe2ty1w5ODO5wLZV5RAAg0JAJPz1tY7zQNtdRbVVCrWrqm1k22RQ2NCUSgAH+nlpx9JInUEh4FVk7qS4QqEqh9kcl5+ez00xKATAoRAADI1BYSM73csVGHV5peMGvx/bs90MCgF40u5svZu/qGrKknLd76lvTKEQAH7g1FW2HQ+1fvlDfoNBIQAGhQAw9sDKvlPXKk8Bx6AQAPMTBoQqWFdiBigUAmBQCAB+5d1PnTAZFAJgUAgAZo6/5yoUqhbMagwKgcaDoqaobRQKAW+AD4VCADBj/PvBUJ1BIQAGhQA8UKhaIO3zKIUUCgEwKATggULPMTWDQSEAjHV5yzuqSiGFQgAMCgEwKASAVy/yjn7o9DqDQgAMCsU/ND9vADjZucqgsJE1UglNNSCIWD1medwhsuNKSddFi0EhwJP+A41VQmouxNlW6tIZFALwjNH5QT+DQtVim0ZDlZAdY5qfaHTJ1xIKAW/i9jfLErJj9xRDxSZ+93cQWxaNKZD3BhYAXDl0GufG20VjCdlRvJU+2ymZLCUGUz4W4RrMaOi5LDsyI+xUwRDHcpLeJu6Kl33rAaGc0cEgtmohZ/ev1D2m0w5ScVRPJ5rKOC1eevOO7OxqnQYrwm5ZGso5CVeaAiOd12211HajcACHLu9ZFZ8b5W2a8uWM2h35aIfIF+fUr3X8t5IReR7Lex1ssLh4yZ7pO4ezVUzYpfmCu+JigyfFspJTUUC7JkfgaruJjkOykz7YKdSlU20iMOVrO+I3/HYy8NGYONadrOy0l742isQD8ryqnxN+aeUe8WzbbLc6p3yhU+tZTdtAO7pgzsLOabm/7lQOsf34nIAbp87y5CEBrwubcnCpZ4Ms2OngjPAf8tl1pFYzYjnq6XGhVnx9UzzAXFk+60I+DJ9PdnxPT11DpiYHqFc2hBL2g2OilMZHLj4IANBtH0Znie9wj6wGkfBX8NKGhPHyDbtaiZNCxR6X87ZLlaOs0VyLg8kslm6Swba9Br1RKiDb3ylpRx53hgXAOdVPdkiprzO9y/jqkhxcu+zcbDW7vebt+/JzU0JR+bP5BwAApaoEp+54AdEAKYFo+mCSF3H5RaHAOPObuj05GDkmFOqtr4plxhAtyqNxH8Ka/ao65cCcwzs+rU5/4JaJBNB2m6egKg0YCO3Kwapmp3wK2jXi3co0tttCR1IE4BVI2b/6doTV+XbqevsfEe9T7ZtCDS44A6XdFqfIROvWai8LqIKlMTDz25Lxvx39BADg6b/6nwEAUbt/ciaXhR0JSZ39WTwxLJc8P/baaQDAM0fFku1SQSwhXr4rGph/3favHJNwf3hoAysZuVz7/rGruFOU7/wL83Yggb1t7oi28TPv+DoAoGg7nl1Oy5yBPs3E3Ipss06wTMj2oT6QFPft2rKYmJl21gW6PB3e9AGnpXtGZUk0Buc5jE6L92xxUfRBoXbR/se7xbGd34+RPJLmix1uxRoA+LGHL4jzyIjzSIbEs7/4rIhKPvKUvLeX7eV409DgJxPOmp2SzAnScwKwBp8X57l72Cnb6n4FpT4LgSy51pSFSEqeV3ZUHMvxv3VcLpxI/NCebItOZgh/yWLQ6Xw3bP/fX7H7gaPi2K4/PmG96K7B/HPzgz5Wis8J5Kra/XvqAfHjfV8Rx8wPkfKZw+J6ois+lPpJSq+K/c4GLNz9pV/Gt8nuKYZ/U3b3l34ZhZEG5WtIYEFhUENhkN/z/q8pASybfk/SZ9Wq7coMqMxnoqGM4UIhAPS+6PXfKgzJ89Asb/FwNf+i75IiUzQwTTmIE73sWPoI36+qiwBXB3TdhK5UXVna63ChEJARn63szGmeBgAFvwuFgDdNjqqUAUBQCQi6k+az9rd333ahEJCDSisLvsfrv0ZrWsdWv4UUPwn+GX/G70IhIPwq6aB8+9b+uSnvzA66UOiYA4UA8EjfXfUrHnt27qjn3xwoBICfOHPBhUIAKOa/BYc5gE3r8qMSCoH9/ekAuJHZzIgTfGov7kIhABimt6ujUOhYjXwuHq64UAgAP3XgRc/nvxWjr5O/pLlQCAC971jzfqHBlJc+Rs3i/VF0w/uFVqXpHHOgEAAiq34XCgFgL+UN3mlkDhQCQOBtKQmFgOteQM0q7f+eO1AIAM+++9/z71scCpuZA4WAmNw5UAgA9YEqg0IADAqbGb0aGvzlGIXCZhYigXXzqaQLhY55fBZPe/t8S0n+7UAhAFQyYRcKHaNQ2MwcKASAVCXmQqFjl5dGXCgEwKDQMZq5AZBQ6FhIqUhKobCZ0aAswJueSa/xdGGqEglIKAQEEDpQ6Joy3GveS2NWTWie/tqBQseKw4YLhQAYFLo/++2Fwjdk98CwiRVGTE/OPzU/3X5wqFo1aXicWYt9/B9UOCwN8A6698Us2m/z8xr6qrLc9jrhMJD2Na0v6hj12wIaw2HkRotMuwCMAn95drZ5hJgKhyMdSk8CIKKWklPet28FDlVbznWw7fUcvz8qHN7/7utQre+HpOqRbZB7VoVDjxtCA9NbJIAGhH8hNVqA3rGRmLyHjUoRpvN8kH1yarblb97X7036q5oKh1+9c4hte2pWN7IePvAuLjRPNA14c0k2slvrvS33r9xqvR8Adnf5siJVCwEgoLxs9XbvgKAarSPdyGpHWi/RAw0qhajWriTs/xaCoqhaCAD/8Qf+mG0/8eP7g/JUA7cMdh5xfl7/bPhzns9EyWpGaT3u2d+pLOv/zMkLLX+TpotqZn/64sNsW727Tx2addVCAPjYNx/wHGO7wPtuCoWAUJupJQb3SXOB1lAIgPnKAsADBxc8x6BqIcChEABufWOcbV/f9OZRpFZLh/eFwu5rrdt4dIurhYAXCv1Khg71nU8fVVx18hwKG5oKhep40qZ7/k21RlDIzqOXt8/eme3939fvst1bSm5h4//hd9y/k1c1ltE9tCsGYZpMNrZuIjMhB2czyCGt0mWwwVuvAZ2zZOa/aec0Ig2xHpUgFFkXHUn6iASqzKSGgRfkG7L6Dj8GvklmKl0cpAq2ksBUPg0wR+WsMhiqYZz4xNyYH0RPn4QKJ6WIkxzbKaUW3BPHLh0Wx4q/KkCxfEacdy0nB5pEbx75PQkl3T1ZZPJyyXK6f4vlG+yJCOX02mem5bUNGwB9B3Wgd0ICbLEaQOmmhD4nB6OTqxEAeo7JQI73DYlgk48tytJUA4kcW35sD5XdcwGAuXQPU6YWvzGCyJZ30KWR5dU2jYGh5QOKZJJRj1qs6oNpLysnL0h4z7zD6/xtrUswN8MWnjgjg2eWCx3Ik/v5cN9dfOqOVAX8fnEjHxpcAAB8+c4UALB6sOOJFIbCctu0NNwfW3C3/9mFH2HXfP8BAcuvLEq1xiBpZ5yIXYO0Pd9SGMYI2baX32q2v6pW0aFXvE7rdJAwx8owyZL6oaEt3N2UEN3ZXkChzKGHAkffQTG4+sjLu7Yp21HUDtIySOLsA927WEzJCUR/uxjk52/KQXfmiPT9LNbE7y/eljDacc2PIonQDO9qKD5Aaqa/FmW5G6sJDXnqLmufDvXn0kygNCPuZ+iuaB8GWXL25zVUO0ggSrcA3f5++Zx//dAn3b9//rm/CwB4/1kZsf7VlUm33QAiMfLIkHwPI/4adoryXU+tCXVOt11Bjo4IePzVkc+4n2nXK/jgqvRrfXVjkD0jK2hiYkK6K9yXFPc2ShzTnluXfYWTr5RCoXGoiDrxp+wcyCK9KfvWR4/dxI1dCUXprLiGpw7JyVNPMIcPP/+Iu33w8BpSpL53Oh1ncHZtq58B4dKmWH6PxWWbz2fk98MxcT3lDQKZFtzcu45RIIwGquggJfichO3vGJapo569cIp9/8ixJQaEvrIGnJRqpSMcOK5AZbsufc1OlO0risbXdlu0PSfvL40Uzg35mTBi+nlqtVDWQD0s3ykjII6lEUbJD+kIk75TMzgQhnZ0BIibZXRLnMfGo/aS8rqPjdkOfNIxN7ptoErK39WiGos8DmYttlLXccvEzrKpVggAACAASURBVGlyXXbAIQXC+loUvTNyZenCu38T3wG7t5T87TBaFrWReuhREAfU2p38eNTHB/CG4KvqoWqlgZhHQdxPPYzsKtGE6xZiDapFUFPVw8MH+HKXqh6G0poLhQAQuRFm6mH4Ygzhi/y8c1t85q+qhzc3uHqzXfIqBVCUUHX2F1WKwNejFoNC1T61egyfWvVm+6eWqXBVdKpTCTp4mAd+AN50Q6paqObNoknEAaEcUihUzbI0T/41CoUAVw4B4BubPM9Wvc7b5jsPzjEoBICFHK92ogYG/e8Pfoxtvzw/yqBQtVq/V+ajUAgARs3nQiEAWCF1im95lANTKfF3a3V/JZDa5p1uBoWqFXMhBoUAGBQCwEYmwaBQtWigyqAQAIPCRkahEBB+qcxMb85DBwoBURWHQiEA1Bu8DxQKVfvDJ/+EQSEABoUAGBQCYFAIAMnBjAuFjlEoBMCgEPAqhWq0ftRXZVCo2kB/2qMU1pUgGwqFABgUAkBnW5FBIQAGhQAYFAKNFTtqsXiZQaFq5UKQQyFaQyEgJx3UKBQ2MlUlpFAICCCMkkCfWjrsQiEAGFHThULH1PQx6nin5ttVTbMsBoUAGBQCjVVCahuPWi4UAt6qQOI8+TaFQgCedDQUCgEwKAQEEDZSCR3bvt569ePNYPfAsIWp6/+BnI5ArvUts5TVv8oB/tIHchqLRs1M8uMV+wJMJdTrlht271hkh3eq9Qg/Rm54fz8eatE1DfHzvENb2OUQkFIi86w2PhpbPsDa52fVqMTBfp57rLbBB5DNr/Gapte3+qGdlcrl2OENjB3mORD/6Mh/Ydtdxzm4mVEF5p9rnVV1fjeJXKn10hNVEAEgP8qflzqAq5HnlU4NfqVDa7ujtAvFbSGmRGOaim/Sl+amWp5zuhDx+JIWlWju3QJ/Hk7tV8e6Azks11rXDU0q5eeo8gwA7SeUScYsb4eTg9uYOiiXI/Wit5GpedJiVzm8d3fxJTq1fJiulDy0ogZW1/a5rgRfBqxVleWkTOuEzDXTh8lpvsyqZjFQayAX+5X3fJRvN1KqaWon/6q3HZuKr934MIeM/3vmI2z7YpFPKFT7+uoB7CllJh2F0LFimZ/Huc55tv2BCz+Li0utkztbClh+cuE42/7QRV5r+GA7v66KEvHsi9fhi7Ze7nyon5/n5+cOs+0HTt9CK7swO4F8qrV/pDph9ikBVv6sjgApPtD3Ff4+LM/3YHlegsera0OeSd+z57la2H69db5avOotTUktuuxHdJm3/0Kv0jY3eH9V5d47qMY15FpEBwNgieEBoNTNt9WCEoVh/l4nbvHrrMe9UEh9c/1ly7N8rZaZrU+2zqpRX4t6Clu8Wf0Kqd1bSv4WbOqDvwsAqHaYCKVobVoTYVIHUq+KerWOaXUeqRuaD0NT3jkKkk4h+lBGtlYVCk2/Bs0g0dLdfgTz8vP+konMAf6CqRU6AO7Eqyqb+XMlBEPyRMe7UphbkwCV7MizOraxmyFPJQbNACrddt7GNR35E7xjsCo+DI1KKFjb6GQBBYH+InyvkeW9t69iO8c7zZ6EhI7FG/34+DPcUf3vX/9ptr17tQdGnNzboo7oBgkSeXITqZe5iuM/LGfOiUgFW/M8WOVtp2+y7e1SHHdflut73Zf586smNMRXeZ6sSidZRo4DYcKy2YMmgkqS9OiahfrTUtXJKRCi7wRZBYLHp+bQF5LX8ZWNQ0gXSHkxS3MjuN3fiMrvd8WKHih8qpf7WY4EUvj9pcfc7YX1LnQl5fNJ7cU9kEhVztRezJOeY+RxnkZk7s4AA0NFJIW/oLGycYXjZQaF6UyMXVfd0D1QWFhNiATqtvmUijFmTcdAn7z3qVyM5acLBOsMCrWSz40Ob2S3bw54pufBbR8CBZKb8EQR0Zfk4BLdMBkU1uKWBwpzD8qX3jI1DxSqQIjVCEZOyfP8Pyb/gu3eNWIMCrdqCcSJ/JKqxfD1VZ5+JrfJ39fkYIZB4c9Mcx/Fx+PX8YELP+tunxldwssr8l2qbUcYEE6MbCOlTF72duRvDg6lPED44uePcSj0WfCRyiVG0c/KI95Jd3uA8NmbclXBTAc9QLhX4e24I1TChVl57zq6+XtgWBoDQi1kMCA0oib8Sh+QvKZMPj+wyYAw3MWf7xPjcxwINQ6ExSGLAWGkrewBQv/9aRRyAvrNfMADg6G0xUbl+IbBgHDjXJwBYdtdC9U4b7edc6SiU39gXxisdJsMCENpDoRGzGRAaAZEH+ueo50ihwJhcpZP0PYmfAwIM5MaB8KNEEZOyEneWqqdwWDvzDbSL4rxc+5f/RK+g3ZvKfnbac7DDO7x26Wqh0p6tIbqYfVI8xlGZlL3KIi1uLI8/S2ohwEuZuxrmfu4vq6qh/M7HIZSe3F0vERSnEx79fmOOxLAioMm/EGlYoCiHiY6uIP9fuqhamOHN/ALsz/Z8jOeUkevUz3cTzkEgPkXR1ruV9VDdfVrP+UQADKHPP/EzOzmB33uEo8sfqyfD2Q/OHENrUxVDhvZr176IbY9PsCVwCPDrYMQkh37N9poV+sgjLiyiq8qhZ3t/DdoWh7HKBQ2sncdvsG2KRQCXuWw9wC/D6qpqiEA+JRcjBQKAa9yqPY7qqnKcCOjUNjI/mj9HWw7rqzJ9exXHxRepVC1j+2dYdsUCgFvFSUVClVTA6uAxkohtZ86y3MYqlCo2sHDre8bAAaFjWw/lZD6TTeyzKTOoLCR7acSemQWBQpLozUXCgHAn22wPESOYQY0j0qoBpO0gkLAqxCqVo9Zfy2VkFpxQGsZwb930LevSkihEPCWvv0uQeEbsnuK4euwqQ/+LuIrPG0NjS4K5DWEd/l+KlWXJ8WLotuBBcHrEVSPkmLjN0WDCtv9QNtCndU5DtjK4MaDUlnre7GGnZNiu/OmGNSqCaImxEQGecfiq+K300fEdmRTQ+6YfCHbXxGdUv6caPzBUI0pO87Al/iGhMe9sxUE7Nxgjn9c55y88M0HAX2QOOJWxcvq1O/tac+zXHq5RbH0ZIXF9URWAigNy9lsrEfcs3YSjRj0GW5U8x/M/FcAwO9uvMvdfyPVh9Rl0XnSSNHQtn0uOSB3SA4SwR3x7297Uvjqvbg6ijDxWUwvddrnJjue0++7jhe/KpaX3GV18vy7r1hInhdL3/kjQpksd5JZe5/G/HCCWbCqFaEdH2pk2TR2SChX2bRoN86yoTOwmAOivZl2NZqfOvcCAOCjc2KQcMDo6QNS/fvL2ZPo6ZSDfKESREdEdvDxYAWzS9L36h+f+RL+4LW3u9vDXeKcchX5PPvj8ngbeSGpG3ZFIN1uWoe7xH25+GmhxvjOSFVusC2LlT3RJsrL4vsm8bPSKjo6ZkkbtQcc/WHhqhAK1PGrU5919//ra+8DIDsQp33n07xDj3XI9lUuB/DEpFCHnYTg29S9wtJgbMp3wmwTbanP9tdLhCrY+CsJOv3vFhR75zUx4XF8JyOr4v1y/CY7bsvnnxvxeeq0VpKkPaxoKIyQoCUnfY/9T76VsJtfDgCsEXF9znXNZUSbdNI1/eaE8Bn9dytPu9+5r33Zrezh/J+mRPrL+RMsqMyq6CztUritgl85/lfu9lq1E+m6/Pwnbp4AALcN7mT4SF4tirYcuynaV+AhESSXzYp7b9p9S6RdttkzQ0voCcoZ1/934QxLzeMLmvjxoxfd7dsF0U84+Sj7w1m8sCHV0HRG+Pw5yeW7wgVcuCqrqUxPiUTu1K/3udcOI9ElJiaO/yrNEnBtbtjVd/wkwrfrmFg+SF3uQTBD+vEVcc8dIaE8wAHXUQxrS9I/0QxaCPWLvjP8ZfEeFQdJUNxgzQ0I89u+qqVR2efp4Tr0NQmH7vnYhwilLZgBeY59L4l7np6W55A7oKGWEOeesCe9KhDmh4L2+YrtxLK8tq3TAeY64iS0d3KfWj6ggyziOGllnLlRxfYQqdhuG5FVO/ctcauNbxjYO2hXL7FTQe2eJLgxUIG+KO/D0Nk1LCzIlSY972O+vnpN+25B4T3F8Dth6sNV6+KqgQ3q/vBt7nujqoe1aa6IZMe5+lCL6x4FcfMBSRLpaR/S03yGpKqHecVxttTHz1FVD9VAlECwjkCLFDD1qIV6tDWz+4OGC4UAsK10/okx7odGoRAACtteJYCmuvmF2Z9sqR76Mzr8Gd2FwkZW7TZcKASAB4b4smbnqLc2qwOFgFedVC1+fQvx61stP1NVXHsq3fyghVvcUccyNaY26Ou8vf3Z+YdcKAREVK0aRKFabJ8qIP/XxcfZ9spuB4NC1frjORcKAUAtb3rmva9BtbWsvBHhEa8ypQakBPKWC4WA16fw149+is0qNc1qCYWAhCdAlBBUjUKhY30kiEO9Jxt/NeJCISDg1oFCQCx5USgE0BIKATAodI38k9XgUdPrAsByeP7zuz/CoBCQMAiICh9qnkwKhY2MQmEj6+nMsYlJd3ve8xkHCgGg9kLShULHKBQCYFAoPtD65TQtjSUpb2S04tBu2ZvzUQ32cqAQEEvHjVJHOVbvrKPr2LYLhY1MXV0Kr3v98ygUAnCh0DEKhQCv612PWAwKG5qFlvJMejrGoBCAC4WONYNCxygUAl5/YiNssVKTHbw5e3L7VnoMFwodCyqxVg4UOsagEGBQCIBBIeANAHsrKYWO3QPD12mv/OE/Ydse354x/vmQUgkpfDsMc082/sgrvCOtTRdRJunpCv0+7Jzgj0ktrVZTXpaCIo2rVaFUOPRv8ZdRhUPjtjcimC6JdrwUcmeYjq29R77QfRd4qppGNtbJQWt4ZpNtP3qCv/EqHG7Mto48zRQi8B3iAwTtIGoJWU3EsfksX0LviXHK1pVEzH6lLJgKh7VY68EmlGkN1AAQmeQDyk9Pcj+t0C7/DbPEB4xqsfVzaE+0Xq69eal1UAAATyoY1fri/DnUFThVS/qpZumt75P6Dqr223eeQiLcIDyRmHG5dcLjvigHVPVZ63v7ONK3TvmJvpdq7gpBM6P+sY3MLLY+B22ZA9XSBg+4WUkpEQKKJf37L//78q0j0v7T+be33L+tBL35lPrLPsUzZ2SYL7uqEb2NrG2fNh9ROlC1DKVqvzrOI6zXS3yG9xipQw4A2UqYaTsxxWUifanHk5tWtbFneXtUodCI8fuWmebbmhLJ33WaT1p9Ua4Wxmd4f91zucbUQtWNCgB2nuDvnAqF6Rk+eVKhMDLPf1OtJBXZ5NtqEmoVYqPLPi8UnpLPutJpeaDQr+SKrSmuCfFu/k7c/uecF94qdm8p+a9pB35P5DhMLPCGUuq12My8bR4wgsSRPAmU+0lVkI4qIpdkB126r4jAnISe8I44pmPdV0xsneG/SQNaXKd1mqaQ/G3Yk0JaOYEmZK732gpRjTjUk7qOvkkxqLd9UnbYuXH+AtYjFktFMvg5P9aelNccSFRZtCQg8hY6tpjuRDtZvlxe6GZg+PyVaehqzWRyS/pnxLHaQ/IY1E/SuCXOnS4p0wABp6rI2IQ8pzAJvnAS12bm5EAa2tHZc6/HLbQfl4PU3mtdaCcZI/q+uI7CYekXVEr6WRRqqVvj2fJ9FmJDsvMv3W7Hz//A50HtP3/43e7flS5xf+sdsuPSyKAajIrnzMrfHbiOL60KB8agndeQ+l12PLWO1Wti26nB6tsgCuV4wc2HCACxcBV7pO7yzMAW6qSyyGY+zsolHu9dw3pRAtlGNsGSZYejVZRWaS47y5OiqPOqzwXD6MyefVwJ/D/acxG/fecpALIUIFXJ0jsJhBck2PpOZVDMygfzriPXsV2W5/Da2gBMUsPW8oGdU8/MDrIvyEmLr8KhsNJluiUmAVm6su8l0d5qcR1rj8r90TU7f6r9mhb7LdSTfHDyp/3sueuROgMPfZVT6ePvvIznbs642xODOwwKj/av4x8PPedufzl3hEHhTj2Oj96WSnTJ9kXTd+08lR11vP/UZXf/qZhQ33/9a+8HAPzomYt4dv6Iu7/Drp9OodAkKwLhq6JNUShsf5pP6nZyMQaFP/zQS1gty2u6MHcAnV1ygvL06HVc3pOVS6L+Kg7E5Pv7pdUpNuEZ6uQTtNu3BvCfn/ojd/vD2yJBNoXCibgEyrt5MfvPkvRX1Gcybk9c0pdkHxHZ4OMIwIFw+V08MX+ly2RAGO4qobIm70kgpzEgNAMWA8KNlSSL1NZWwgwIq+eT6LnMoTk9I1VHJy0XBcLk8/J9bpuv2t9pvMLQcVscmwLhyg/Kd6ncLY6vAiE1TVE1szMGostE9c5yGIzfCrh5eQGx/E5h0AxYSJB+PbXR7oHB4rx45vO/+F2PPr63lPydNueh58b5yKQqiFkeqOdREKl6CAgFkYIeVQ8BYOeE7okiplaLWR4FkZqv5lUQqfm3gh4FkZpxO+5RECNKPqpW6iHw+tXDkXE+Q1fVQ9U2ZnsZFKrmO5RHLdl8OWny0LpHPaTWEyt41EMnAtsxVT3sOMaVjM0neI67SEqZHe8oz1CZ0avKoWqhXY3BgWrVYtATfEEH52rd5wnG2fu8PGdtN4hYm5IyZ4GrFKpyOKtUHlGVw6tbg2y7v42rIGVF7dSq3n6PqoXF2Q4GhQDwoXWZxiQRrjAoBIDObv6bFAoB4AvXj7BtCoWAVzmkUAjIeq/u711XnuuW5UIhAKy9j7+sxUGTBSw1Ug09z32f4YFCIeBVCikUAl6lkEIhALR3FlwoBMCgEAAuF0ZdKAR4uwOAvULEoxRSKx8veZRCz2cUpZBCIQAGhQAYFAJgUAjsr4JTKAQEEKpKIbVsJcygULWJ9l0GhaqFUl6VUDVVJaRQCHxrKiG1Riohte1T3O1o54mKRyWklp4JNYVCQAChqhKy/Ztaayg00VAldP9+dJtBIQAGhYBXIaRQCHgVwjcRFL4huweGb8Cch5+ZqSMzQ14ipa0WBy3mz6FGhBVGTFafWU3CWY+I/5qZv6R5YIxadMNqWE/VMctnwWpQ19Qxvaq5Tr6O0aSf/qIXDjtf5J1EdIFv6zd4x3/tlXG2faid+9fka7wDiU1wMLL8/Pejfk7Pxwe80YP0mm8ryYjPJhfxth5ZS3gisYuJhOwUKobfE41WOsh/c0fJ3+Yv8nPMDSn59BRg9xf4Pc/v8Ubwh1ceZdvmWZ6UtmeIr5Pcd3CRbR/v5+efiPCGl5vmJ5Q77J2RhKfkc6i3cSry+UyEw81nIWeTi3hm/GrT/bfn+2BWmi9Fhrd8iKzxezh6ZlWeT18V37jZoD6hbVupNuTy/J5mshz04kq0fF8fv6dqG1BLXZUm+D2lqwWAN+VOYVDD+kPNk5kHchrKXfI31CXpeHcB8Z7mS7zaerihr6FjR0fXcai3uW/b768/jm/s8Xv6xNic+3fQ751wfWFhmm1/5rmzbNu8yt8TNe/eWA+HA22ZX7T+OJ9tZz7L3+VQH3+GN7b5hEc956U9DpFfWObnryaTP9TG79eXc0dwtlO+a0t7HeyYn7t9GBtpru6tzMpzOtHXoK+aULI2KNx88+/xe1I8xNudpkCe3sMndZU+vj+gTJhUAaP8Cnc72D4VgJ8eUlHyfRshtrqgWjBjIdjClWbnoR7sPNQclOtR8V/T4+csT0aI7VX5TMIrAYRXlDGKlI3Uj2ahH+X9a/GiVG264wW3os1bHQqBe0vJfyN24Pd+h0VJBjLeVAB0OTe6piGcIlG7j1gASVAcW9aZsmAFuB+hvwQYJGReW4qwguT1iIUEYYByl8aqnRT7eUJlvW4hMyX3a4aGehetMaYhtC5fGjNoIbomfy+0Z7GXstSrIUyWqtMP1BC9LTuW4ngN4TX+ElbJsu7R+xbQE+Iz+nRVDuDxQAWXN3n6mvyKnJ1rdQ2n7+d+PLRKx9X1QZR3FdImHdnk9DrOJjlE7ZELvJvrQsXgQLJ8ZQBGp+hcI3eCKI0pyaAHM/B9RHSm9ajmAYLEah3FHnnMPSU/dT1msaTiPiXdz8+feB5/MivVsLgCedurHbj/sEy9oSplVzcGGBhurvBKHombAQaGccUPqjzXzsAw2ltgimS5HMADozKAJ1WJsnv8yYXjyBXk4Hagbxe35+VgqYcMWCRoBZkAwlvyPRt4jNdwXro4hHqfPN/TB3nw0GYxga2UbDOmyR9IcC6CwH0SSNQgnIFYFumKbBOLN3iVDK2uwezkbUAjPn+hTZ9nMkXTZgy8UMPiTyg1V5fJsvqu5oFC/QEJrfntGIJb8vfq42VoJBhJM4GuK/L3t99TwdFRCbm3tnrw0bNSBds1I/j9dRlo9HDHHdwqSTX0i4tTHsCqEsB71/hNDxDSyax+POMBwtFuef/nN7o9QBg/LPcnwhUPEFYfloraycFVDxBGSJaB7mjBA4T0HSlXAx4gHE7uuVD4413n8eUcVz5fSo+xYzpl5Bzr78wxIDx3hq+EvPyVGQaEgStc8Rt5LseBUPG/RMXHgFD3K6sat6IMCEcOcMBd2+lgQNg+nGFA2PdijamE/jJYP5q7v8xgsP2WyO3rWD2mMRistvPtrhe3GQyWkxryJyV9Jl4Js3HHXwQ67sofyIz7GQwW+zVEHyUVSFY7GAwaYYv57weyOoPBSKjKYBAA+h+RE9GlqwNvNii8t5T83bT5X/xlHD9KBh71cTRQEKn1fV0puTOiOAYroouqHlqjfF1FVQ9pCh0AHvXQ9PPPe9RDxR9Qr2rMH04tGRTZstB1Q77AjdRDY8YbbejYtVfGcSvTfHaYr4XwT2a+2HS/5bc85dqoNVIPqanqoWpUOXSNgIWqHAJA7fOyQ1GVQwDYOtVcJQLAUlU0sj/+7+9uuX9wtHUutEY5/ajlx1tHchoR/v3iFh/Efnj6Ctvui/BlMAqFAHB7iS/BWgq4+cqtu64H336j5f615a6W+yNnWt+v11YHW+73lVs/r0pv6/u58CMtd+8bvKLmfPQv8C9E1/n59XyOqzn3D/EAoP+4/k62TaEQAIY7Wrs2fOLF+1rur1Rat39zt/VS7vqr/S33v3ixdSWgG8utv//wiDefIVUKPzj/Ps9+FTRVo1DYyFSVkFrbgulRCamFloMelZCarpselZDaRjrRUiXsmDM9S8cMCicNj0KoKT+nKoTqtqoQUigEvAohhULAmzOWQiEAj0KoBnW2UgjF78vPJ4KVNxsUviG7B4Z/Q/bpR/+D+3etzRAwSPpeNcx+60Hxn2Nqfdzq0SLLcegf4yDV1ZFHF6kkUVQUKkvn6SmqCY1FaXnqVq7prmM7AMRvKv5cRusULPWI1jIhaWLJRGKpOXyY7XWY7c07qssLI7i80Dx5NA3MaGSdQd7JxnoLiPXKJTc9we/fx++cwMfvnHC3b2V5J/UrBz6HXznwuaa/F14LeFRRaqGM1TIKWU3WrJqR36eudrX1/guvTnr+rUi+44t5n4VWkopOYSXh3U+WXjqHvKAwFGleg/e+0dYXHJltTULzq90t97+6NNxyv5nz3i+qGI21eX2dVnfkwP9rT/2l/F7e260ytabBY8/MtF4ACS60vv5aovX390uCnXpfcwj5t6tPe/7t83elX+LNjBdwsnfkvVEnCeJ85PnWpry/Xd3HD9kJLGpmtX2CkXPLzf3/jvVs4FjPRtP95Z0IyjvNfXs+9MW340Nf5NHWVA3tai+gS0m2bpEUOnczXbib4RMXf6D1RMKXaOE4ng2I/5qYf88H/15zl434HR/id5rv368canhbQ3ibjw3FfrmdPiz+Y8ckr1BuVENulKxQzYcRmlfcCcjt0WuWpz797hMSKrMvdyP7Mu8veh6WanlgqIDAEH8+1L/ZSck2fJ8UGOj4/71g95aSvw323uf/Ea5eG0WAZoe3vDMSar0XgN0TBNyUklXBa1GYJyX8dMT5/t29OCsKn3yZL3XSVAIAPCXs1Bdb3faolD5ZsNxX9n6+95I8v93DYQTz/NpT71V8ZpTAgpEhrtisbMqlzVPjy3im91W2/3duPOn+XVhN4MwpvpRMwTBdjeL6FlcISgX5+2YugEiv/PwPHbyCl1IyquGXx3g08G/NvwfLl6WCFFB8A8uDNbS/Jp9NdFNxCm/XUOrhScjp/S4qAmZlpMqixtWZr3YiyxTAtgifaQ/Esnj5qqzGkBhUAi4U9c5M7UMVSrPuGOeD9rtG5BLZaqkDAZ0PcoW6PP4rSyMwFL/C6JxUHkozZU9lCKOPL5u/7ZD0Df3GzYPQA4q/FEnh44/VUM/w66NQWzd1HOnhqZNeWZITlKHuPfwPIy+427/x+R9mYGiMKKUgs0GeMUCpcR3I6KgMykE+pEwuLJ/FfE9VIAxMc5WjfqONQSF1AQGAyLbJoJAu9wPAvxj8LAPDV1Y5YI91cWC+/SrfbypKsq4ovVofvz8GWW6fPLCJO9e4MpsYldenaxbyN7nLQ4Ao69apnCfggq5+9B7cxfaunODEEmUGhDHFT/nrSxMeIJyckkDxSPcdDxCGRuXkvV7XGRBuzvUwIOwb5vcylYkxIGz/GHcs3HjMYEDov83PrTpeYUDo7+ZjhqUEi2njHIbCL/LfqyWEUuhY5qBaCUwohQDgK+keGFTHHLXtqjkIc2OK0KDMt/xkCEneqHtgcOmn5OS2K5n3wGDvg/JZr17v88BglSz9h+6EmUI4fN8aEsHKmx0I7y0lv9ns+NElvsTb4BGZpBwTVQ8BQF+MsByHVD0EgB3FeblLqUPrpL1wj1ezkB+VDbswquaxUs5NeYnVgBj6eSMMVJW0b1unZSfVdaOMcpI3tZkBHgEXvcUH57UdZRlmT76klxdG8IfzPPCCWmwoh62iV9FyrDNYRHm++X5NKYtGlUMAuFDgzve/cuBzePRRmZi5epB3wKpymP8JrqbRutWAN89kjLvPIbTM79VP/eiX2LaalFxVD6+u8cG2J67kZ/S1ViesWOv9ewvNl9AaqYbXNiWkd7Z51aPimHxPU8Ep8wAAIABJREFUotf3WUNVzWzdN+p3W0R1Acjt8sFT9VPrCvN7132QB0KoScatfRLSVbtb39tA7vX19VUSfa+uSgDA1kPyfKxFr8zWSC10rLLX+lmoJSc9+5XE5KGrfG2wVGseDAAAGaWdxZaVADkFCgemeZ9DoRAAJjqVlBGKqVD4E+dk+bw7NwY9UOiJ+lVUwtBu8+E3Wwy3VAlTR7WWKmFiHgwKnQofjhmKP2d4h59rLcsnX9UOqyUUlkZrLhQC8EAhDZgCvCKJBwpJCrRam+mtJ64I+B4ofIpfH4XCesxiUAiAQWFtNcagEODLxpbPQiLYOg/qW93uKYbfRnvv8/8IN1bloBe4Jju+So94yRw41PN+mAk5AAa2AixZcem+Io4MycY8t9mDOqno0N2ZQyojO8JaNojIMukYtiyWrzC+pCE3Ic4htiTeugp5eVlJH/u0HHnfCYxxSvepEWFBm3uiW+L48dUKtk/KTtUJvOn9HxcAiDQmgVfl7LR4qMqCKwa797Byk/g0ddTQ1yPh6ucPPI9f/5Ks1RsfyKMrJgGjN5pDhhS2H0/s4ovPnxTnckCoZWpaEvdc46IDaIsKZSMRquCRbpmQ8MHYHfz5zgPu9vPPH4PVL1WQ4J0IS6KqmYD5uOzV4h9pR2ZC9nqWzlPVWLqE8IItxvSfkyrF4kIPfu7c8wCAP/uoCA6oTUswjUQrCNig5zjbO2XGqrvimiemZLtaJkDu5I4L3BT3rtJjMCjUCr6Wb2HH+B4yt6Wi86PvPI8XtmT+poPtO3hxVSbMPtq3gfk9uYS2s50AbPUwuijaOi20UTziTUmkk+h0oywHB91uTz1J8bw3VzsR3JTvT7XLYGpS54BQptLbAh4enLnLoLBUCuLEsHQ8f2/PFfz+nXe423uvdrMkv+ZA2V2u1mxY7b4on/vuKQsWiWi2gibCq+LzTswDVUhoyppSj/geVRJLQ7Iv8dtJph0wDO6BDeL+7hKDwgcfvYFL6zK462T/Gi5+VS4d65N5BoVTB9eRKskOIDWX5FBowb23elGcC4XC6LK8UUXbP3doWEDa2pxw4XCgMHYw45bMBABfxf53GwqrbUBphOTeq4h77EDh+q0eWCRQUA/XcXxULglG/VVc2RQTp4eGFgCIYDPH7t7qZ0D4UmoMd27IiZZW5bkBgwdybhnRbruiy94Lsh2F75cwGgqI884W5b2lk7yeT4eQOiqPbUyUELwh77sZsAQQ2rZ7v8mAsHYyz4BQXwkzIKycybtAmJgVv1vtIO/EDcut0+0s1dPqKFpFdxVhJ22bA4SOj3SzVbM2u0t1gdCygdC2QF5nMGiGgMQiKW2aMTgM9lSgE1953+0Ic+caPLbJqtvsZGOorYqLcnK06ttkAk5O+8jZhTe7UujYPcXwzWhq46kR1S+0rSO0TRJnKsXca7015EkUqFohZapvG/6A/I6qIAba+DJIqVdzXz4AHvVQVRCpQmj6uYLoq/D9/iIftKrtXEHMD/HZZzmpMwXxjaiHADzqYX6dL4G0Ug/L84mW6mE5z89dLW2mqodUOQS86qGaKkRVD7UWIktsxasejo1Lh2pVOQSAUpEsw1YDrPZssKt5rkdAKIcOFALwlBB8vcrhR798jm1TKAS4cgjAhUKAq4ZNz9ffnFLNis+FQgDoG2qeHw0A0uttLhQCXqUwEuHvF4VCwFv5gSqHlm4xKGxkDhQCIqOBv7kLICLbmie1kWpULawqr5OqFF54njt8USgEvEohhUKggVJIgNuMGh6lUDUHCgFgcGqbKYUUCh2jSiGFQkAAoaoUUqNQCMCFQgB4YXWcQSHAVUIADAoBr0roQKFjFApVyxbDDApVo1AIgEEhAAaFwBtTCasdFoNCAC4UAgIIm0EhIICQqoRGhEf8qitSuXHNqxLapkIhwKEQQEsoBLiPf//RLU/JQwcKAQGEzaAQ+N7zJ2xk98Dw22y6Eu1ZmuQS9KNHZQ4wWIAv0nwAnP/UBOY2ZRDEVN82jgxL9ai+xZc66kcLKA/IwVtdXg6M8qUN+vJUOyxPLVY1gKZGeMpfBOJLzQfmyI7pZutvZGWlbnToNX4taqLR3cs8KlJTlgyXWkT8LeS6YLRI/qwHOfCocLhQ4oPFoSgfeOIJDlzZw61rjpZm+OcLJBNPMGchoEQxr19oHjUdf2AHne3N89ip0ccqHIZC/L4cfvIW/3yMA1Eo1cIpPW7AbHGfS2sc4NXIVE15F0rT/N1JtLduM9SGhlKeFD3UPKXbDA2oyDaXW+LBCgXFDzOdUfy1lJ8yCbTqiRpzhgeA9pvNwa4e8b6L1Hou8WMFlTgs/wHuZnL/U9f58dsVwG/FmDoQSDUvtbezoqR8yfL76svy72pKkFN4RZkUbjV3S7AiRssk7h0D3N8ydb4foV15PhMHuO+omvu0Xlfq0mf5BHKhyPuBB07zd+Vfvu9jbFuFwqffzyGTWq3q97iEUKP1gQEgssm3C8PKUm4Pb5DRy/xdKZ5snjG82mkilG7eKCLLAQaFalYLmlYIED7SOnlsKkyruUApFEZ2TcQ2lDG1W/62r6IxKDw5sgKLTMqMJO+LVxe6sX5DjiU07RwAhMb5y+QbaV0+8XvF7i0lfwft0F98EKaho06UkMjtEM68V6hMz18TKRVoxvmDfbLqx9pnR1F7QDbUqT4efn99ZQDmjoQYf28J9ZR8KcLrPsVXAvBPyEGjthRDZN1eKmgTn3OCIJy6lHTWR1WIQI6nYcmPaqAFEuJrJvam5AscSgGZU7IjPn5wBdeWJPCEr0eYShRIy3tWtzP6O7DYdWoLm3ekD4mlW8ypf3RmE0u3ZKd8aGYVcwtSnfKpdW0H5EBrVsXvhhbkfT33HpmUeTyyiwBxuLxV7MUrG9IBP58Ls5q1bTcCPOfjtPwtJ/KW3uOOORK9GdWQJ4HZAw+KScHGC0K1+Okf/hI+sST9IdOZGKsDWya+hobhnRMOd+1hKydgrVLx49ignHTceE6UyjOPivZSLQQRXpKDeCVpILwpn1G5z4AVF/fFqRscPSAH6s5oCStzskPWuyT0OX6Gu7sEHMkMP3ojBN9DcrTIZSIsarlyrASNlH2rd9UwNCRVqLqpu4pB5pJoNzRvqEGV0JAplsxtS4xmGRSeGl3Gq8vyeXe2F7B3lbZFDoVm2GQR8O3flMfaOybatc8OXvGXNNRJWwilNCRvkjxtB/wMCtceDjMozMzUEe6RAz5NQfPNV0TSZpoYnkJc8GAWxV3ZUAM7dhu2m00tWYePfL5zJtUUCut2tgEKhUbMcKEwMhuGSe5/1znh2kCh0CIR8VrZx4I22q8GUBix+ys7lyaFwmioitR5+b4PPiJl90RAtDsKhTTAZiiZYUD4zIGrDAjPX5piQHjxm9MMCH939gn37+orwq2CAuFzJHl2re5jCqNlaYifJ+VS+ywGhMGMzoBQr0kgdFLDUCB0lt0BURmJwqBZ8rO8l5opgNCxxF0fTML4+akac1WqtvEiCW0Hpf9M6VVx3ZURcY8dH2kn5Zm/oDEYNMIW9CHiDnM+hsguWf6vcRjMHjTda7PsoM2TI/IZX35x0gXCoYE0Vhfk+6mXxHEcIPQVdQaDlfkEfCNF3Pqxf4W3oP21l5LvgeF30A79xQfdv6tF+VI9OsNnmt+cn2DbFA4BYHGXR+JRQJxd6/Moh6Cdf4YDge8QVxP8F/isuNTHb7OfTCwbObPTjkoNqqgr2frLo3yGrivO1mZB3iMKho2snlAlGuUDatR1WKnSQeFwwLvESutXUzAEvIrhn9/lOduym/zCo4vyuigYOhZclKMkBUMASE/ze6oqpYn7eVsxyP5ygxQ2KiAGgxI8DnXxice1da5UqtVr1HybNJ9jvNM706YpbygYAoBZU8BVWfpJKBVJ6hfkO1Ht9HYNfSekOlQ1eGNIXefRioayRK5GDutd8rq0BsEk2pJ8/4ygsr+HXycFQwDIjXsO59rAC96l++AecSc5wY9VeZSrHWpuwm9c4bn9KBg2UuKoUmgqy/ZGXEmerCiFakJ3s1feBzX1SGXC+05QMFSHO78ysYtPc4WqfIkvVVAwVPNpAhwM/UpSaLUqiamczHu6uCsJBcMnR5QIC3AwLBb5ykTsBb5UnB/j59I+x3+71Ef8BTu96jgFQ2OY32P/In8GtXb+/diisixNhphGv0XBcC/F1XT/NleF1RKv1kH+bic/I3+s0s77hdoTGVRvSjX/xCN8LH359hjbhlpJSXk9oySFGU0x9P0GhveWkr+DRhuXRh7Z87OHcDcjB6e3HbhLv4bVTDtWM9K35tTQKtt//aVx9++ZwU34e/mywDPnXpYbB4riP9uMW3xwzx9tHW1FO/h61GpZXqs4aKI4KDsNv5rTusq//PjUHNvuHpadS63TYLnPVHNmfk33d/LrCrc1v059MQJ9sfmy5Feu8RJZNcuHGsnXU1dga2qyed3ltothtF0knXImgGoHneXza64qSWmrXRIWKv017KxyH6w0KctX2uIDTf12Atb8PgnfiFFotCx4kpS3SsdUXFCWYjP8/hoFBVpb5F17+uhreHTobtP9Xcc40NaV/JhhP98OTfAlR2oeKFRKQ9aVJMDWKr8uGlDS+xLQ+2zzsmB7h/kASyuTAEB4m4+gmQPNl3SL/Zbn3aamlgr0XGeRD6Ctyuypy2taRYcRahzIBgDaUPNly2AaSLys5KgjIBFeV9pFwES9R96Xg2d4uh01cXqFRH0f7VhHN6mwNB3fxHRcTiAqKeVZKs371Q3pX/iu5HW8K8mX6P+3Sz+AZvaF5WlPqT1my/y31X5ANTPYnAEsv8WgsD7I+z5L6a9UMKNQ+J6ffAHv+ckX0MzaJ9McCje50NB+ibf/urK0S3+7VgigRvqFbSVHugqFvae5a8Dl84fcv327Afh2lbZDbqkerzEoLKbl/X+LQuEbsnuK4XfJDv3FB1EryYZqWULmdmyLFJE3TZ3VnB1qz6AzLF+gy6tDqC/JAf7I2QXMrsml06enrrl/f/L8/fAnyWxxPsoqpVgncijnZUccvxZiqqGPfFWzvBUeouv8saSOy+3omo7CCXkAiyyxOuWcnjwqK1Zc3pbOdjsrHfARP0O9qiG4R9SwbrJc5+ROI+Os3i07QzMdQojkKSxnQwiSAceIWAwAzLESjDI5V3KJjx29ifGIzLkY0Az82a0z7rbfZ6I/IVWJudsD0ImrQOJF2QFlz5SBjDyP4J6OrqvyIoyQhs23y4EtuOlHjczWLZKvr3sow5b2OgczSK9ISIz0FlG/LTtt7UABxrIExxMPkEglALd2pW9rtepng6RvNs4UJF9JYyUBdbIUGx0XEMbAMOd3I0V9sRrMXTJ4tNVgkbyDP3i/zF/5/KpQ1stX5XX6ixoSjwoFd/e1HgaFQ2O7rCLObp6DcuVuG0ySE9HK+xkwMSgcqMAgz8rfUWVQqBvS5QEQyb97XxJ/bz1dQfg6CerZszxQ2HtB/tbuCQ0HPilhqtwTdKGw51IZtbi8P5kJ8XexX15nfVhe09sm73IorPjca/QVdTb5Mu20TRQK89uyn/FlfQwKq+mwGwUMCIWKQmE9ajEotNYktKkBBrn7ywwIjbjBoLA8WANIe58ek5H1m7kEA8LAXJQB4YGZdRztkJO1nUqcAeGfvvCI+3est8Da+sn+NQaEx/vXGRD6NJMBIe3j/9bJVxgMagCyO/J++qN1BoSxFY0BIS1b6qiFFAj3jpHyd0WduwkUdA6EZIYfsP06KZTRVDm+820MBj/zlw+xJe3YcZ7mx7I0BoQ0h2th2GIwGNwIoPuMvPfb6QSDwb6v+BkQRsgyb/VmG4PB/liWwaDRXWUwaMRNVg2Gqv3haJXBYDBR/V4AwnuK4VvN1EanKY+wl+Ql1HUT1aocXKl6CLRWEAHg2bmj7t/PnHuZgSJVDwFAu8JneKqCSEvhWRqYD9R+RtVDQCnsXtU9CiI1qh4C8KiHNMJOL+ktFcT91ENV4Xi96iG116seUqPKIbC/ekitlXIIeNXDv65yCLx+5VBVC33kWb0e5fDRobsMCgFg7KkF929VOVxdbF0Gz1QSZccWmytyWOfKh6oUUigE4EIhACS/rKhYHa37bwqFAFcKs2P8PNrv1hkUqtZKKVSDBvSi73UrhWz/61QK2W8ry42NlMJm1kolBMCgEACDQtVaqYQAXrdKSI1CIYDXpRKaQa0pFALcdxTwqoTssweLTaEQgEchVANfqKU32ppCIeBVCCkUAmBQqGebQyHQWiEEwKDQ7K02hUKAK4TA96dKSO0eGH4XbeED/5xtr23yQe4jD/4/Tb97IrGKEwkJhE8/9jLb35/ky2OzStmqI4Nyhq1XuZ9H5A4fbNSINLXKyciTi+7fmSnxn2PJqwpkKR0+NEv8Z9tzlyTEpmeTSM9K/6DO6RRM0impy9i6wUsjhXbkidKgHACo1XyIhORFV3vrqPbKjqPWbqBGojWT50kHpwGRBXkdf3rxbfjE4nF5rNttqN5uXHJr7jb301P9hvRK81dy9xi/8ZFkCeF+OXAHd5SIz2oL4NCBWoe8vvpABSZZkrt07QD7uKU6iREzV6MMBoN7GuJzRA1XBqlg1FtL2rGewT10T3AFgkYnr5X4fb3/8dmmx3r30A184Nw32b+tXZFBCJWysgxsaLCM5tepRsb71Uhm29R0LF2Xmj/TSpeJSpfSBmpUZVOd8yz0nW8Oa2uPKBMT4iumlhUMrAfhzzY/N/W5UXeA4JYfuCXBJvnxKPqaB9mi0s+BIEzS/bRPp+B/UvrGWn6w8pyqlceUidyOfI63Vnu9z7CteVaAkTBvax++JnOSanUNpfXGy/HhYA3hoDzu+exB/NZlUq98McrUQjrpze3GWOJ0PWS4eTbFSZV4arExrhbSZeHigIXiAH9OU4ekH+Tg1DbQLs+zo7OAjk7ZfjTiQ3lkcIONCwDw2BivIPXJz8qUU9VOA9VOed55xUcyoEy4Myeav/dri11YIxO3wI5S8UcBymSMT0rWd0huyzJf2VJNhUIry/uBxZ/9leZf/j6xe0vJbxIb/9BvMkAa7NvDv5/+b+72T1z4e3jPpFxm7Q9y8LuSG0JvSM6oLu9KB+qNVBsmSADLTPsmFvLyJby+1o/gZdlRmUHwsl1k3Kp0WtCVfnbinPTrWX5ujJU6ap8Ddt4uOwRfir/wZk+VO5YTAHny9DV8+XkJXJ0zohPfXRSBBnpZQ2hHdrgiko50oEpwTKXbYEvKANBmlxYsVYIop+XAGdzys6oRgYyP5QlLnashMi87lNJ4FZ094v6/f+wq/svneF674GQWxR2p0unROjRS2i2+qLPckmbIZKlgktcMBoa0wHt5I4aAElRUI8E4VtBiy/BGhFcSUNPC6NtBGETxivWRgUSz0E0qpazutsNcldflK/El/vxUjSlJwT7eoVeLQfi25H3sPCrb6c7dJBvUrZIfp4/IhzAYySJVlb/98pdmcPAROUk5m5R/f+j82zypUjAoR49QuMqSnGs+C9FrJLKZC6yox0wW+GNpChBqrYGw2KcxIDSDFgPCjlnedpPXS4Ap28felDyhyK7BgFAzORAiUWNQWDxUQWCdlIAk/oCWzwuEtAa2GTNY9CoOFZD8uDyXzXNAZJO0tRCHwjjx4yrdaUP7NAez2lekr3Vx0EQn2Z+/2M2gkAIhAEzev4RbqzLSnU1msgGMTkmF6URylUFh0QgxKDSyQaamRgbyDAQB4B9Ofg3n7aoBX707CSzK+1DrrTEYTPTneBUdCwwG9bUwMCL6oravRJAnMRNGiPsIqlbtMhgM3ro2JIAQUmygMLiXijMgPD4ivzu33eOBwc9eOeb+HdwIMBjsHM54gJBa9JvxpkA4OJxiMAifxYDQCFoMCKNtZQaEq9tSSNHWwx4YrI2Q39WtlkBohYzvRSC8t5T8VrfXqx6+I36DbVP1ULX+ZBY356VS1Uo9BLxRYiWSCzGU1hDIN29vI08usgjhDA989OSR8iiI5N197tJRFu2oKohm2EJxgoCDzmulGlHeEVAFUbVIqIrOfglb1d46i+autRuoJeSxk+cDLAKbKoifWDyOxGE+4KkKoplXyuQpyqGaH1BVC6lR1bCRsSV78KXbRmY2X731KIdDXTxBt1qyjSqHjaz9YvNBpZVyCABfXeHLoq3Uww+c+6ZnqZhaI/WQbeu8Lanq4X4qYZafakuVUDW9CgaFqnlUwkH+AjdSCptZbLl122BQCEC/zhU1CoWAVylknz3YPOgHAINCwJssXjUKhapNHeGZ4a+khtg2hUIAeN+ZS2xbhcL7elddKATAobDDYFAYSpa4QhjkCqHus1woBMCgEEBLKBw/t8yg8ETnqguFgFchzGSjDArbEvyetoJCAAwK/XlfSyis5YMMCtW632uKa0crldAfqntUQmoqFNKgPOCeSvh67Z5i+Ca18Q//O1h2gtWPPv77AICCJRrzR1NnAQB/O3kBAPDVvKhUMGg76rySH2Mdn5OzbXlFvIjTB9bRFpRvUtXwI+gTg+71Twk/GO2c9OkzXu5Auc8uq7YuBiEn75uTf6pmq2vTUwJQ564LxdKf01FLkgHdDjJxUhY4fk2JO+Ja907WZH1b0h/Gb4sBqdRvImrnWsxPiN+07GNG7wbsc7LP2wZDxycmmLJL/00IQHASWfvsermxE2IgCvrFv2+udLq5ukoDJGDkjjiXQM5CqYecpA6URkRn5kBm/jUJspbPTgNClCZfQWc1U51Exk5qRH9Z86T6qE2IzjwUEb/lBJG437GrYJT67X/oEJ9zIDwxKZ7t3rqAVZ9dJces6YAdZevcUwDwtYv94XDN9XV1gNBJ/bJ5TQzK4S2i4BqA+ZD4nJPM2lcU+3120uXI18S5O2qp0St+q7sniyCp2exOlOyAj1On7rKAmOO968jXRaOsm+I3aEWOdw/dwIdfFQXJdVup7TkmglS2U+I+WNvi30176S24Ju5FIKuhFpfdjaMURuzxNz9qwSB50ACgww6wp+zQdgfYtdVz3R4Eg3vi807OOMcvL2GLnc4krWOuiM1zEi5CKcv+bfH5WsyC0U+AsOBH2H5XHcWfJqi3NCAwLdpoZUE8A2f5Nn/AzgX4mtjOTIvvdb1q536c5CDr1NA1QuLfCoN2MIvN4bmpGlMKVQv660gviVWA+F1xzvnj4std3UKFT6XFtZt2nxjvsJX+2/YSoq3+Wva1Whl74LcV56lhoRaW6wEU7RrMPzb2CgDgP12VwSampbk+2J8+LxzcOsfS6IjI/nIiIYLNru6KyXbqSg8mH5Tq9I2bwwglxflVchKcnBWGynQJbW1if972hzTtNuWkjXH6LCe4z3Hfcd7xvjNiMh/xi+s70Sn6Xafk5OarYvKfOJzC3p64dxqZ3DhAONaRRqos3pNjSeF7+YUvnQYA1LvtfoMk/DdzAdeFQrMLJGi2S4F1SGzXnMo4NoA6QFgZrInE8arZ1x7IKBOc/ir8dsJ9xzVq64J0BalNlBGcE323Mw45QOjUu3fO3ZnoxeziA/nVNiz8wj/1nsv3lt1TDL+X7Ue/9A/5dvIltq2qh/fFF9m2rsyWqHoIwIVCADjyvps48j5vvi3HSgMGSgOG2+mrSsfNOT4TrydMXilBCTBRs953vBqQJbQsePA/siG/H7/rQ/yuD5p9zOJEjSmIvqLGlpOrSRPVJFm+q/KOqHAlicIVCXJ9w2kX9CLrfkTWuVpSS2iIbJMTNOGCZHqjDekNrhJqhjfnWiMj+bI9UEitUlJm2IqoGNnwqowOFALeyhA6ceh37qkDhQBQJoXlV3d5MEvf0S30HW1eeiwyqASozMddKARE7W5qO9v83g327bGI7cuXea5Pan7dbFnlRFUOexR/XD3D76uT7N0xVT10zt2BQsdUlXD37VzJc6DQMU/QU3OXLORHNRcKG5kDheJ8vVWLHCh0jPr0xed9LhQ65kBhIzNCmguFjtGSma2gEIALhY45UAgAuzvecpUOFLo2yOUiFwptc6AQAMJ+2T/8xaKS/0Sx9557xQOFgADCbwUKHYvMBxtCISCA0FRykdLgDsvH3+u+MxsuFAICCCkUbr7a50IhABcKHWtLlBpCoWMOFDrWDAod027x41MoDK0FPCohM1Njk2TV/EoVJgqFAFwodExVCdUKVrFEC8fDe8bsHhi+SW3hZ/4FFv+ulLdfLxz+nVHudK/CYb7WfAkAAAJErfHdv+dJQEyXl/WahsCe7DBuzg0xPyVP8umqjgRJQ9cQDuk/KXCowpKjMjhWHuHLPo5S6NhAvwyBNKs+1IaV/HAF2eH0DacRJvDXCA5ZTVHlUmvddVbHVuN9FQKK87/R2bp8ngolKhyqcEGPT4NLHOsf2/X8m3uuLaLEAS8cqlY4zjtiFQ5ril9/YMKbbJhasEWS86tbA9BbLCL81Sqv/6vC4ZlxZTKlwKGazF19DvtBodpmVSh0Kg65v688KqoWqlYarXG1ULHyodYDotoG1duoQmE93nqxxtd8xX5fqzygJjuVaiEABCL8/ehQ5rAqFP7aA59u+Xv/9c5Ztj0zyCNdKRQuvTKEQlXxayRQaFpaQyh0rNxrMChUl6e1zRCDQrVkaf9p7vLzYM8C26ZACADGgOJPTZaNc4VwSyistxkesKJQqFc4FEa2NQmF8C4bVwbqTC0MK/tVtVBTEi6oUKjm3Xw9UPjaM7/x/aAWviG7t5T8FrGxP/ktPHlMwt/P9HwD/+eyiIL7X0Y+CwC4Wpb10sJ6DadCotLBL9762wCAXEV2UqmtNhyeEL4pcbss1FpeDvSD8Qxup4QjeM1eLiyVxPdZnjkAQdsfznFid6JdHVis236C0WWxXbBVvc5LJO3GIfk43WXlE3bvYIGBZ2jXXl5xqnTVwAq213rE95wyXr6ShuTbZKe6MduL/hmpbq1vdEIljAvQAAAgAElEQVTbIznp8hr0aTlAtcdKqH5SLluWe3i5PwdinTQhwT3NrQVaOGgrjqTaST1moWb76oRt0NRrQJFUCvHbS42JBfvYAxqDkfp4GRZJruwv6PAT30/NBCt/WBut4MioTNOxmmlnA9N2WigzTr7M4nICsVXxHEqnhG/PkSF5D2fXe/H0IZGq46XtUQDAJgHF8JUIikdEZxyJi/Z1vF/+/stfn2bR7oE8UHlMqFhOberuHqlqBX0GduzBwfFz0pLyfkVjFRxMCsh1qlG8t/cKAOCP59+GZET6J80ui+M492O3FMVYm5wsvPSScIwN2/5y9bjF7q1zX50USboB5IfFv7k1YO2Ps4Twg1X0fV4818yErcgSZqt2WJ4lZAqYobSGnL3MG96238lR8by0gAnk5PvklCd0oDCwEmLn4iiG5hXxzAJ5sB7VX7RQHJBfaJsXO3dP2W08raNM3Ct6ztu/l5RuIKPvk4FCi2mhCpZsn7RItILKTfHbzsQx0C3BpVYKMD9PPWjAR9KohEJ1hD4j29veO8sIzsoJXbnPwK89+Zfu9n9bO4ubs2I1o2dMPOsaqWxRKIYwNSD6hIm4CIC6tjeApVfkCoiT/ugfTHwNAPDf18+4bjoLO2Kl4X86+jX383/wkR9EuZeU7hvLsHdua7cNZk72C76izmDQuBNHICvvQdc71rF6XcDf33qHcCP6+OxJdz+WIzD67IZj9xUUiPy66abyGbRdQXJl2ZfvrUmVXo/by8hOCqMV291mxXZT6RH/Htm23QuOiLbgtwHPmRxUnDZiT5gdICz31xHaJlkj7K7MAULrYBH+6yQg0kkUb99vzQAqB0lO3IJo+1pcHED3m5jsl76Wa9k2vPbMb+D7zO4tJX+vG1UPAeDD2w+7f//28g/gt5eb58/6vUN/jt879OdN9+droZYKYsBnMAVR76owBbGaNHgE756PgZw/z5tZ7G4Asbt8xkhVw9xBE7mDPMKTplapdFmoEBA0A0B4l0DGth+BbVKXNWIh9U054+yf2cLGrHRUpwoiIEDAvCnlLKogAkB420KdCjjKkne1w4Jp/3zsTgCxOwFWNN5f0BBI+1wodK5BNQcKAW/icNXUvHmqBZZaK8Q9nTmWRJ1a5HLU828OFALA2Z4lz/7yCTnIl/Le377/kebuCuF4BeF4c9mpkXLoQCEAj3L4swe4ej4zwpWXrgh3aj97llfg8SvBVqp66NSQ1RWVQ1UJHSh0THWYTyzybVV1dKDQMQcKAcBSSwiitVJoXml3obCRUSh0zIFCAAwK3X9Lku80aK6lJoEK/pzOoLCR+ZTceqpRKGxkDhQCwPZip2e/A4UAcDff7YHC//WZj+EfTHytIRQCAghbQSGAllAI4FuGQkAAYVMohADCZlAICCCkUJif5fdE91kSCp1jrpAo7W3NhUJAAKGfqH6VgbqEQgggVFVCalrdqxIys7SWfjVavO5CIQAGhQC+H6HwDdk9MHwL2f979k/Z9mPdfHB9rSBT1JTNAJ7NneDfP/Zh9+9kbxbzXx5n+9tCsiNZy7djsI37ITmpXRzrHFeBisMJXRbx53XP/MXS5T/QpWXH4nfIsq0GmKN8oCuMyY7ADHiXaWnSayNiIVuSHSNVDJ1tpu7ELVRXJf2VnsjDeI/0zwtvW+h/gS/10ByKbHnZtnK//ABdXm5k9NwbmW8l3HJ/K/80ACiWvZGpQ+0ywjg0yK9NhcNPXDrFthvBIbXeNu8SITufFkmZG5kKhw8leQNS4XAgwtuyCofHErwG7tmzcyiS9lWc5DdUhcP9oJCqo/Ww5oFCv8JFKhSqyc4pFAJAm5JIWIVCtfatatX21vc/faTlbg6F8CazV6Ew8gkJpY2SL++3kFVY8/oeUtOTrdezj3ZttNxPobDexe/183tTDAonE7w++Zd3pxgUhgaK6DskP7Ox0MWgcHJqHWECxvqlBIPC4mSVQaEZ5vf29Ogyg0LNx/cXMhEGhdYG7zv2NhKot8nz7RlV+vW9IINCQ+k6gln+sIwo//3wCm+b1ckSUwvVfLS1TpOrhYpbtuWzmFpIo64B4JmjV9j25x/7Pdyz12f3lpLfovZzL/0dHI3LFDVf2ZnGcFSCy7HYClJ1qXo9nRAvy6ohOuRfu/EMAKD4klguPvDOBbFdE2+9E9nZERYd1lpWLDOkN+Vygy9WQ3tCqC3pBXvGScYHf15ncOgr8xx3sIAAcSvTTIstKQM82CR/sA5fgpRaWwozJTG26EeNRl76uJJY7rYQmpHw0xYps1lzIlzB+k2pJGoWWAetHc4jGJAE4PtcB7pflWrTxkMxlHuJkunzAl5xWJ5veMPnOpY7HZ2j/MRn7YjYvL10Z/8/Pc2X0QEB5O03yGw96V2irA7I+3b04Cpubcql8WRbAW1BOZCuZtphkIot/pcSKIzK8z52fBFXb8lJyPtPX8anZ2W+SUDkBXSslA9hbFAqen3RHK48O+Nu6wZY1K9vJodyQY4+3d05FqG8c6Ef449Kee3WWi/+/smvu9svpCawnJXg8fOTX8eFjAxWWS+1sYHdr5s4l5TLnq/lBnHh6qS7HV30MzCM3g6iNC3vV+JSCGV7aY0mSQ/s+BkQxldN1MOkPSY1BoS+qoW89AYRx1OAsO2WfM6ZEzUGhLlJg/kL1oYrAAEQf1ZnUoCvpLFqJ8E9jbVfvaKxxOVm0GI5DY2EgSipDuOrcCCcObOIG8tSqdd0IPkFCSV7MxwKA6E6qkUCEaYGEF+yQHsF9V2pDCYv6ciPkOXmOlA9LN/Hf3nfswCAf/PK0+J8bdeLx+4TLjmXNwX8jXUIEKrbhHLzxXEGg//64U/i+T2Zd2u12M5gcDq6gS/vyv2XL08gNCDPoyNexG5Ggk4tHcbklHSrWEl1YLBT9ksbXxpm7U3P+BkM+turOD267G5fvD3OYDAar7DqQnrQYDDYdnAPexsErE2NwWA6E2M1wNtn/QwGfVUOg2nbfdcBQitsIrgh24VuP8PqpGjsgXlxLpVhJ/pfPHOnvGfYDppz4NpxVaJttTZS4bkZ92IMCGczffeA8A0sJd8Dw7ewqXB4u9jn+cxgiJeSOxnl61X/9EM/y7b7HuHKSTzIZ97XCBAAQLKf57FLK8s0qpMwBT0ACCipzNgScoPPA0DplBxNjQYl04IkX2Foz/tuWI/Ie6LmtwKA/KKEimDG+/3QCfl9FQ4BYOH9XF0LppvDIQBPZYbYVT6jj23we5I6yo8XW+bbKhjmD3vlw2Bc/tt4d8qzfykln2Nl8/9n772jLUnuOs9vXu/ve/d5U89U1Stf3WXaq1vqbtFGIyStJBASbjni7GJm2AEdDghmZw9nd2ZW0jJiR3C0AhaxwGoRMAgjkEZqmWrfZbq7TJevet67e9/1PvePyMiIX0S+KiEkulsd33Oq+2Vk3sy8mXEzPvmLn9Gnku2IFJwU1af5ZDD0shaunKDR62oZvcYO2u8G+2g/VvvlIz10+vcvp2l05ZEe2q8XynQa9cFuWhv6j154Oz1hpQSbpUyz2R6BOonrtG9GNuhnmlF63+Sa5MCtoRDQLS0y1AG6lVB16VCtym3FEqTuH6CW0PCm/tuQ8zPaHnkju74p+vb6ox6WQjkQzeOaWk3RpoIhADQnts91BwAP7aT3OVujffvcDUrmjx6kuTGjfvpbVSvxqFDY8kjPMtojBb95TI9Ozkr5GD0qId19WHyHl6dGtPW29FJnberPx3ac/l57lHKj6lR7YpKa7KLrtJ+tH6f9LKgEVjXHqPW63VACTSqKa4hi3FaT9/O0YrLePiSuiYFCV8bH8K2oP7r7/8HH9j/lLu+OrWB3jEbVbbWo781vXXkvWR55B50CnJnqIctXFylsRjvpnFd2g07pDO6mvh3qj7zjYTqFs3Wgha0DNMJZVqW/TfwJAaBDqjXrTzUQm6MPLtlfr9Zha9N2kS8LKLBtC4XN7SM+62lbGyBrdcl/8ckcbnwkghsfkaZqlO1bEVpjOnVNeRAqcKs+eEv9dIeRNXqNGuqsmvI4CCiJoWNKuo+br1LYbypf4Ml7z9HPK9HF9iqdJhzuyaInKb3Nl3X/r2ov7Rj1IYVSlGvSG6MRy3dlaL/93GlaaWZTSXNycpFmDW606T34o5MPkeXwSgDhFcnqEaaDqS+kR21yBXIBLS2RPNXcSFhoJBQ/RWX8Vl+o4vPKYKr8rppKF1ZTF8WUz0eX6f47L9M+l/ZwAQ2Mi/veSjVRHqOQlFhQIrUVdwdbSU3S10NfKqNx5WVAiZhXr2k9pbwQKbXDw69R6PvQ/lcwEBbHvJ6jz7pbQeGVXC+u5GgCbZ90ExaLaSwW0wQK1ajj1mKMQOHNeXr8I53zBAp7+uj16RvdJFDIgwO5wtEGgcK0MsXajrU1KJRrUK8tpbG2RF+Y4rP0mocK9B6v3Uv3ZysviWq/jlyiz4JkRklllFT8nJNKcv4qvedd8TK6pMTXnzn65wYKvwcyFsMfIH368mNk+Ua5D/EAfdh+a0FMefzWvr/HZ2Z+iKyXa/mOjjPIW1gXVViCIfpDrWSjLCLS0aASyLF4o4fW7PUBA5J/X+5EP7GgpS/5UZJLwznRaDIwpmhyfuQeqSJ8UTxw6kreOV8DiEkDYSsChLOSI/17tlDMikEkmSkRqyFAK3pYbQD7KByFQ00UZpn1YPefVzH1fjooWW2RSoaDakAybuT3tND9MgWySrcCB8ttlHvFNtUem0zNBwtATa4wVQGqx8RBmpWABoXNph+tOXGuo0eoZW0xm8YjY9fd5WfmqPNbaTMKnxQNa/XWMCwNfmuFuJswHAA6YhXMXBJ9jCfEruxm/TS0ENL94VINHBlnU2er5SQe7r9OVp/ZHMHVabHPn7/7aXzujLD4ZboLqDXECHXv4AymiyJfZdDXwtWbg+7yz977LP7fv3mUHKMhVd1o1/zwK7DdKgY1cImsWQQIVR9Yq6W8xGRsAoS17hYBQn+FAmE7QIGwGbc1IGwm2i4U1jtsDQhrGduFwo072ToZCnP7KRA2phNopcSXik0HCRBu3GFrL3fydHH3t8Pw/xj1782XpXJ9+QgGB5RnyEwXubatRBuJm+KL1tMUCv2pOoHC2qEyPrT/FXd5qZbWoHBhIUMqgjyy9xoBwaNdCwQEAWC+3OFmctgqRTUQLFVCaC2K89h55wKBwfGhdRzpFBVZvnTuGIHBtdlO9I0K69hIKqvBYLUuOlC1GNZgkCexB+CWXJVhMHn3GoXBuo/AoNWkMOiv6TAoW9NDS0ENBuVZl/IEewGUgbCYV14ct4IECCM36Itn5J4NAoMHO5bwmaN/DiNNxmJoBGI9BJgF8eLWwDZbM+uhXB0CAJJ9YhCYmerRLIiNujKtoFgQF5fpNISXBXFhVtBLx8PLZJutAy2C/L6GpQ00+d1kkVgQASCUv7U1xl9l/k1csgURAAqbcdjKm2rXBcl30QfY12gSPtmKeOMjEbQibZFiAdSKyC2I8qCuWREBmjwbIFAI6JbDqlIRTDEWI96pR342Vm4dzXnfjulbro8redsCQXrdZMshoFsPq71tWMfEYKhZDgFiPeyNFfDi+jhZrVoPv3DzLrL83VgPO++hlndZvnALrSr9HahQ2Iq2tYAUWfXk999K2Iy3iaVQhUKAWgqTU7qlUIZCAAQKAWoJB25d2g8AJFc9T40Nr+uNyiglQyEgKgFxqZZCdfnp03okjQyFgcXwLa2DNwo9OLU6StJ7qVCYv9lBoPD++64QKHz/obMECgFqIdzIJggUArqFUIZCQLcQEigEA0IZCqvDdQKF8RshAoWRdfu2FkLVxeJWUAgwIJShsEstc9e2NCuhrHe9/yXtMwYKv/cyFsMfYHEL4jfWmHfwwfQSLueFM/hSgT04umLih2rbFpYKbCAtrDD4iWTEXGyz4Ud7VUpkOlxEULIIFXLsYZjsYD/eZKSGpcvSQ9a5a+2E+MzQyAaWLrFt7BDbIFCQRgMLaPSIB29wzXFWTrN9dL3sx8ZdYn8x5+EmP6SaURuxJSfvnPTcKY6y43VcAdbvlh56Tu3b2HXmeFXpZ8v9TuaTjcNsX42k5Lw/UEJ9SRqtLZuk4fE1LCT2CmtI9ZUMSQbMcyOGCrZ7neSSe8l5dg7FQR9k10juGC6DoNVillIAqN3B7kVYSkdj20BlQcCtz7Hqpp36tB3RKkYS4ly5b9VPdLEL8HNnf4p9f8dfqOkMgsEh0Zf6OwqYuSHufcdQHrk1cUzLyT0WHWbTxOV8BEOStWjxOhtI9x0SjvYRfwNbdfZF7+9mASNfnRPJqzfXUmTgKTiW4B2D7Httligk9KX0pNqTU33oHxaDcvZUH1qS71q7bZGqOf5IE5aT560VFQNlctKPsuQ3GF+0UJcYNVgCiiOStcXxzeJVSnjgVNAZnHkUf13JMpOaEvvgVj+evii24Cd+gTzYRfZbtS0xLevmT5QKy/j2FdG8Ke5bs7OJ8LL4caVvsvPjfbXazZZ54Jnt5JsMLAjLT9fRVTcNFPfzlX1R6y0/FufEC2TAqZ7U6mc/mMS5CEpHJStuyTkfiVNi8wEMv5O9NByXXh6++Nz9AIDBiTW31GJgUZxbz9EVLEm16n/44AXcKAio26zE0GqL51Oz5UN3QvS5yXPMf/b++9hU9AvX2cXcN8LcaPan2P/ll/bNSgwbWXaNezKiT97ZzXzITy+PoPGsuB6te5lzdn1G3Jfk7pzrs5jnwSVS7tPIYhDVYY8XL8dvMz4dQERyY+EvGoUxsWmjo4VA3vnNOwE6cjLrVoj1D67YdJDMzjSdzA4c7maWuvBrd33NXf+pU0+yfcalKOtzSbzr/S8BAM7n2LX95iOf1r+HkSoTfGLkrU9ffswFQ0CHQ0DUu+XiEchcjYbi27NATRWJMeoLU8jFXDAEPOAQugO0Tym1ZIfsW8IhOxGxXoVDACRPIACEqI81AKA8JLqRBocQkMmVnqRvyMsP0P2pcKhaeQAgtVOciAqHAANEOeqv0mO5UMhVGqBmFBUWVL/K2h3lW4IhAHSOCyhTwRBgcMjBEAA+evpnoEoO5lHBEIBbK5srplgxO+OKBfp6DwHDWksvKZirULNVQ+nPhWzMBUNAh0OAAqIKhgCwnqVWx6ZiMbRKusXXX1ICrQr0Oa2CoZe1Tc5lafusW0IhAKw8oD8Wo4tSTtGKHsxUS9PjFqnLqWYFUsEwpASQAUBpWALPTJ1AIUDBEAD60hTQvcCQQyGXpVSfUfMC7tlL3SKOZ2ZdKAQApBoECAEdCjnMyVorSZCsQCEA9EXpd9lUAlzUgBMZCgHgh/bQgBcAeOGvaDAVf1HlkqEQAPKr9LftCYVN2j+7ztA+rKZMkqEQYGCoVThR/DzlIgYAkP4gvSc/NnSGLP+Xi9SFQ4ZCgIGhgcLvWGYq2chb6vTyxa0BPNRFfbR6lQeZaqpXI+tCQyUEJCfr4nQaedlHr6OMak1Ko1ENE0sSAPiUgbSdaCE6Js6D+CUCgA10nlE9mQXEbRxnU9DWLaay6h1AcZw+UJuS5TK3DwgU6HnJpf8AUbGCq/8FIDkqTYUuxRHeENvYPqAdpcfMrQrIiBzbRPD+TZQmxENbnSJs3To3NdsmQgdJueoJAKSS9J6Od+mRfYWLYiBu2xamCxmy/tl5Wp84eJukw7NX+7Ryh6piYQr7tSYdSAYm1rBVE+A3dXEQqn5x9zNkORxQzqtG76k6kKvaOb6CepN+JniJDu7bBZ5wxYfpbyqoJMkOlikUekmNGlaDjNTcg4VR/XEeWaXfo6l4DpR76Gc2j9z6e/nrIEE5XlL7a+QaBfdmoo2V62JaNB3XXRyyRXq9UwdoIMoDEzRvpT9w62sJAH9++l6yLEOh1WK+kLeCwmOdcwQKq40A6UvlRvC2UKiuv77YS6BwYpD6X+6NrWhQWDwgANk3VEZ81xaBwozy/O44e2so7H3Bf1sojC1aBAphUUthfbRGoDA2HdSgsP44fYP4yeGTZFlOrwYAP7X3FIFCwFgK/6VkLIZvMf2rZ/4nvKObpva4UBCpQ1YrbPSRLTMbpRiqVal0k98mhd+bSzG000rC3U4BhxFn8Jf98BoLcWTOi32s399EvJs+0KqTdCT0NSwkJHey7F0NMlWCKntwcV8tO2hrVkMAqHeKQSQx5UN+L33LTd4QnylMsHUycEaX/GgdFQ/4zF/HUfqIgMPCTJrAIcDSeNjO9LSvwtbJ0+kdvQXk1sWDMX49hNiSjeKwOG7HTfb57B6x71CBpjnxVy2tjm/8qBhUeRDGWEaA4aXzIwhItX6TBzeQiojBZyy5iTNLNGLTlgYiPp3ckmAqEGyiLqW5sf02fFV6TTJ7KJyWa0ECiuFAk/zI0+EqrpwX6TnGDzLrw48PnXLbPnvj7ZDypqPW9KOwTPvR6E4x+K4XGYVXyiJXy1j/BrFChgItbD0vovMbB8qk/wOAnQ1pMFi9mqZAaDMg5CruaMOSUrpYThSvDIRBJRG67aNA2H3WJkBYHnJK5klAqFaUSE+1CRD667YGhEElgbjtY1AoGixPS6EMhWomlmbcJknwI4MlAoWRQBMrW+JeVbKMYuWUWPu7KDi9eHOcQGEjG0ZYShY92sWs3tduimlbq+ZDoOgjwUCNHTUk0uJzw+ktHOsUluqvze9HVZk56U8VUJaCmsZTm/jhLhHB/6eL9xMQXCqzmZipNfECNt5DgXc0sYm9UmaJP/6TJwkIAoB/MwjfEOtIUWcWQIbB6aledJwV55U7Vkdnr/Ki8l/pS18rBMTWxAVZvs+P2KK4gSWn5CO3QfmrDAZl2VU/YtPiuOGsTWCwJ1kkMNhw5qpVIJS10Yjjd45uX7XL6JYyU8lG/zR98tKT7t8yGHLNFWkQycJGWtvGUrodSU4LIBSjsDjQmcdyTjz4k1/VHwiV99DRRoVDAEjdFAcujgCNfvo2bBXpAzy8Tgc5GQy52soUpwyHAFAcowNnciRPQBdgkcnkOK/Qa1gd9HCqlhMMp2qoF2kyuegkXVYDDACgpVgHVUuTDIYAgzq5qs21l8a0fQ4dp1M+HKDkfciqTiUBZaqvvUnPXbXmqmDopVCAXjM5ATkABHor+PUjXyNtn7tJcxCuz3eQZRkMueZWxb2yLCCdolbFyknq+F/bR61csbiek6/1Mj1uUDFUVrtttKQcb/5JvZqNCoa1Tnqvw0qOzNiyreX2U8EwqKSV5HVuyTYKGKqBNGpQQTMCqClBVTCs9tHfkFwNxD0XaXr5UP8Sbma7yHoVDE/N0EAin1//bddySnDaqhI9fihHBpP3jr2m7ePvpmgC91SU+mr80vi3yfKnrj6OO3vpb+iFGRo0pULh472XteP+7ulHyHIwSp+pQ13UjWf2tQGkrkt5DJ+kxwB0KAxv6Vbi/Agt11lRKhO1lByV0Sv0Glt30/MCgF/Z/02yvNLYviQjAPzPh/7hluuNbiszlWz0T9OvH/hv7t8f7X0OH+19jqyvKlN6lqWDYEgBIdmPCwDi0RriUfEAWcqm0N8h3lwL7yoi9RML5DPlPH3AtLsbaHcraSAkjk3MAsFlCiCBoo8k8611txA8KvzlQlkf2pE2qSYQzNAHfTPG/rnyO//4uc+mNBAc79zEeKe4BqFjWZKkOLIYgKUkrE1dDCJ1kQF1PR9GKFEnyadlNdI2mgnFryqoLzfjtC1/mQ6uqpIH6eChRq+W6iFE1VQcmx7RzMvKHKKSuNvuot+rXAuiLLkc7OqkoFB9phv5b1F/2J6X9WfdJ88+QZZ/ZueLZDkzRJ1L27al+XnZir/VVp6CcPAu6m8ZvhJFeJv6vMWVBIor9KVH9fnkARru+mna7wMH8ggcoC9JamL0ZlLxh13W35VbISVpdtpGaUiByy4JciMt4qIB6EniVT+ypkd1RtW1wfbrL2irl2nGAzmgw0t39c2R5X2JZfz0QTodqb6w1Aph8vIlK3IoR6CwJ1FCjzQ1/NzqLjy3uotAYSpaJVC4p2MNezpo5gUVCs+uDLlVVgD2Aq2+RFebYvlL80fwpfkjBAp/+thLBAoTsRoSMQpnKhRu7af3MRpqaL/jzFnarwOl1i2h0F/V+3L0Ku0A8mwKANw9OIu7B2nmgCfiNOdYX3ALfUEBkwYKX18Zi6ERPnnpSdwdnSJtv3Ht/WQ5EmhicZO+4algWK8H0CeB39xiBp1d1DwhT1ECgN9H3/CnlKSvXgrO63V+vSxpsiL7KRw0Xu1EVSry7qv64O+nU9mNzQiii+IhGSgDxV2K5XCIDt61egD7+oRV48LL1Ergda7JKX1ArN5Pr5v/fAINaQoxULQ0KFQth6p/X3KfbqFTK780v9mtbRN+jA58ahJc/5YyXd9fQ1tOvZIPapBobYQQGRV9JRZuaGB48e/2keXUo8to/n9iSnftuI1AL7Xc/ds7v0WWP3/zfqiKK4Pj/BK1oPiCutUpHldqD5+h1uDKsG51SyhW53rn7R9ZgX20P1WWdKu66irQc4p2qOIOiwBhoGxp/oj+nbR/1TaiBAiDSyENCBsJm0Bh8lpQg8J2WOmDSgoetZoLAHTtpS8mY2m9n3aG6G9zR4QCzZ9dvoce17IZFHK1LKR66Xf28jVV4bThAasyCD7R+Ro+dfVxsl6F03I1REBw7+gyAUEAeO/geXxpXtQfX1jqxE8fo/51X545RJa3btI+aAf0/jUwQX+7qV/Tn521XvoStH4HfcFT677XR2sUBm0dBu8fmSbLD6avazD4tRLNO7bSSBsg/N7KWAyNvnv9+oH/hkfHaQKzdJgOhNVmAIMZOj3Qr6T68LIgqhGiQT8Fq1bb56YdAYDx4TUtSbaqxnDdTRbNFSje+jdQvdyBghSpFzyaRbJfnH870kYjFyEBFcFMFRVp+rcZA/qfpccp5GJuih6ATSdPZQVoHD4+BburTqxldqwFOyal+Blvo0nBoEUAACAASURBVKpUd6lvKG/hd9BBTYVCL8k+QgCQv5rRtskXqHO8GpzgKcW6ppU+Ww4jmpDaUg1E4tRaaCsAUW0EcHGVWgdLh2gfbP0ZnUa2E000FMvLeSWk9v5+WgLSS7EUPU74tdtfBN8xfapMVurqrQM0AGh9OLxx++d4MEuvfahLAdaEhbDy8wkpGXmaGcXiNxeHv0z3a+2i0NQK4bZQWJ2g/aCRuH0fVV9eslt6FaLuMD2XE1MTt91vTbFoq1B4zwC1YO1OrREoLNRCBAoPZZZwKLNEoNAHm0DhSDqHkTR9Ad3KxQgU/syxFwkUHu+aRbPtI1D4zoGrBAq/eOX4baEwUKbXMbEjf1sotCr120Jh/0v02tfHare1EJKUXWAWUxUKn65QF4D/Ye+zBgrfQDJgaOTKCw5VQLwdHHZEKuiIUCuOFxyqgCjDIaBXUIlcDyNynT60vOBQBkTb0v2cCkoah54dWfTsoMdSo21lOMzt9qH/WUsAopOLT4ZDAJjKZlxAvGOMTZdzOPQ5kc8yHDZSNqpdtguIqWsB1DciGiBup+Q00HFJfNn4HPtp3woOC0VvAJLhsNplY+sVYUVcm+v0+ASFw/AY7RMcClU4rCxv73TOpcKh1dJh458Kh4VqGIUq7UtecCgDYn4tgfwaPd/t4FCFwlaYBmX4K9ZtodB3Mg3fSaX6zncAhapiK4ovYGb75MHufhXfYJ4nMzpHr3NAOrwKhVyyhbDa3yTuG9tFrL86KwKdtoNC2UK4Wk/iiV3CP6+e3f43c8/ALO4ZmMVkgblX7E6tYXdqDVdzwhJdqFGAOpRZYvtts/vqgw2fMmHFgXAmx34fW7kYtnIxUgbwZ45RF4fjXRROu6MldEfp9/3ileNkuViKoFgS3y9QtjyhUFbg97oR+D06E2BVvN1VuPpfKnlCoazK3ioqe2kf9IJCWU9XRj2h0OiNJTOVbLStHj/xy1qbmkfuV8aewu/OvtNdDvpaCKjTw5vUUjXRtYZCgz687+2aJsvPr+0kQLm0lt7Wp8uVBa1XyAmoudTBsUfxQStV9emW8gp94A08o79TLT9JB9R4ugKfNFVb2NLP365TaPbn/fBLD/rGSA12ScnHuEE/I+e6cz+XVPwEFb8ya0hPEWLNRBGUqsb4mnp5wXqPkn8y3iATFrF4TY/YVei8XguinaPXOD6oWB0uptEYEQORXQqg7zl6zVce1SHn8cMXyXLQI5Hk84t0el99cbFP607x5Z1KDs2WhXivGDj9z9LP5Pc2EVVqeHtN7ASUwg+28pG6R//FHjpgx569PWDnjtRZVQlHvlgT1oryojVMT6YzWUb+BSXYR+k2hYN1mk+wGNBSTckwCAC9L/qxcYdYji9YKN+jXAgAj03QfH7fnKRlU2QY5PryGZra5YeO0v7w3OxOvH1UWK/OrQ+h0aL9SvVlXKsm0BkSX/zs2iB2pOhLwflpPYDvvz9Cp4LzHs6YN4vUdebyMq1Nr9aXBgBrUkmdVLMQPEZfbjv/bxq0F96oIbAufmPz7+1H9zkKeoEy/T1NvyeG5pAC/Ep3fGBiEi+cFi4f733wDJ6ep1PEv7qPpkwDgJ+aeElrM/qey0wlG33v9fWH/0+tIPn7Bs/hfYPnSNsvjdBos2bbh6Y0DfPxA1/Dxw+IyNHrGz1IBumb5ivZHXglKywFb+uZJFbFgZ4t1PZVSDRo/P51xO+X/NJsaD+F0JalRVCibZFBcn09iXWpbFqr5XP/cd175w3ce6cYUJbe3sb6ERWA2D+u0laUBDkk0zqM7d21iL27hKN6K9UivoLB2TCseBNWXDy0610UzuodyvT2GD1GLWNrA3qr7kdLglJrhkIrj0JVywsmbt5+itSn+MANdeqWNV8HtVjUL906QhEAVh5UIM8Cvd828PXzB93Fi5sDOLsxhLMbdNDe303L3akO+dXeNqq99FhdL+nfu7SqT3sC0NIfAUBtv1I6sOINWeQzim9Xo7PN/q1JdcFLIeSOic/ld7aR36nkzTxya+sQAITX6VDQmdRBTfWjVM/XU8oI0/si63Nd52l77JSAnf1Dy9g/RHMIPr8w7qa9ctuWKODL1UkACoXPze68LRRmYhVkYuKmrFUTt4XCKyu9uLKiJHG3LQKFp7OjOJ0VVrJnl3e5/7hubnbh5qYIEgufSiB8igK/NRm7LRRWL3egellEw4c3areFwtBWHaEtei9VKDwwsoQDI0vu8gMTk1ouyfc+SJNVBwMtUhULYEBooPCNL2MxNPoniZfZk7UzRFNIfG7+YbL8E4M0chAAPnHpCUx0UR+YaotOVVUUB20AmF2m1sdMp+5AXnpJmTbxyNlbHqWDnBXVB/OQkhriyNCCts0rz+4ly40+fbBMdFACKOV1y8GeHRRWbry6Q9um3U33nTiv70eFCUBPI1IfofsJLOkW0vDm7V82y3fooBtLUAuD6mowtawHt6gRuV6/bBWG2UkqoKgsDg3rQQwjSWpZuZ7Vg502r+u+mJ2v0euxcbfH+SjyJRQL8qu6xbhwQO8vwRXa75sp3eopuyEAgE+p1dxO6f3ZF9HPOXKRnlPyIT2Vz8qscj2U1E5WWY/8UoNOAKBbiSivdunbjL6fwsZMVvGl8+vfoS9R1Nqm1mkkvlcS7WSY9lX1ZXVmS3ebKFX0bPP1Mv39HBhb1LZZLVHIq9T1Z5v1HE1vVMvoPwRfjV6zVlTfZuzvKdQvP6C/wAw+Q3+Xkx+g59ccqhEQ5OoI0evYHabX/oVlPdjuzLv+k9Zm9C8iYzE0+pfRx/Y/pVVTWWzQB+jPD59Aoy0Giy8s3otPXHoCn7gk0op8/MDXNBDkNUTd/W6mtUjokX462G9m4yieUYrL766huluahvTrIJiYDCAxKQZTuxJA5lklGq8SJNOgZxeGcHWdWgcanU00pNqgwZWQVmmjmIuiUhb7jqeqiCVriCXFOV6b68Pst4RVYffROXTupd/VrgRgV8Q5F++ooniHGMzaQT3vXb2ffu/0DaDnW3Qg8ymzpF6S/R8BwL5/C1HFZ9BapdevuBrHjRs0oCQY0oGloYBPO8D+yfIrUc3JAb3G8dE91JdwOJnDcJK6CZycGiPLG9Od2Jim/VctXeel6FxAnyp2ZNUtvXKPh9SchIH1IALrChQmFChsWeyfpO5ej0zTSoBQUNmvtRLWppK9lH2FgrOv7NMgVE4NBQCB7gqJ8E9O+pCcvP1QUxyj3/X6ag/qSlLpzTVarrNQjOLGsjjHqfUuAoUdiTI6EhSUDnctESjsipQIFBYaEc3Vpd32aVD4vokLBAo/eux5fPTY82Sbi1ODBAqP9sxrUFi/mCZQWMvYGhSGchaBwsScjcScYpk/0bgtFEY2bEQ26Oeu/ix9OVChcL0cx3o5TqDw+au7NCgMKm/gZ971nwwUvkl1+3khIyMPfWz/U8R6yOFwMCgsMhwOgz7xwPjEpSfItDKHw4i/galSlwuHl/P92NW7jpur3S4c8sAX2/FPs6TpSA6HibvW0dVdwMZ6EtXdNURuiIc5h8PYTABtP+BrwYXD4k62jsPh5kMSWNqWm9alUgu6cLi3exX3HrqJk6/tcuEwmHV+UhwOw+K7cziMxmqwLBu2bSGWrKEspdXgcDjy6Ay6YiVAMkhmr2bQirddOPSycgIMDhtx24XC2kATYY8KMLI4HLaDzELVdMbf+LRfi5iWFY3XUSmJwbEymUJ0JwWVGzf6sXu3gH4Oh416wE2C3Ui1EczfGh78qQZaeTGoJjPMWlzYjOPobgaFR/fM4NVr1Ll9OJnDfEEMvBwO7x2fdts2pjvRNSb6LodD7qNad+oJh7botYjOBVDZIe6DFxDaij+lCoQAbg+EgAaEgIDCzJ5NbF7LoB3TP6dC4a1UeLYXyYdWNSAEGBRq+15VAlK6dcscV63TQjhrY/0o//42ErM+DQi3U36TQc7mWgqZnvy2wVMACAzatoXDXQJ0povMAtoV0WcbOBBultm+2x7pat43cYEsyzD40iazmF2cYqUbeyRoP9ozTz5Xv0hfer0shKGcfs85EG45LpdDJ/Q3u+x+OuUsw2DmIgM6DoQ8mbnmTwgGhbKev7pL20YFQsBYCd/sMlPJRt8zffbKw2T5r5eOkeWFbBp+qTIB9+Ebk+r2Futh3N1NLT/Pr+xEVkqrkoixt/usZOkJFH3wK9MstTG9ZJOq3RNLWP4anbYNb9KuVR6w0Dok3o6bjm9eKkUHwZxSei02HaSWSifRrj8m2oZ7slpVkXotgMBF0XbkXczJXp72DPhbWJ6h02XxaQF/oQc2kF2h1pXeZykcrt3D7kVoUwx+/fctYfY6dYD3F+jg2B6uIhqj1sLSchz+Ct2ulaADRmg9AN8eJX/eUoxMeEQHi6hfp+fdjtiweui9bBUDSPaJfX1s3zfx96t3km3G4xtYqAognMmz/rK6IfbfLgVgNZRo3026XOttIXmNXrvCwTqpSqNW9bCaFmwluXSg6NOqkLQVZvOPF1FfFn3dLe8odd133ncBZ9f0YAe5wksgVYc1S8EpOJFHbZr2UatlISRVTwlUob0INMeqgGIN9isA3OhqIpik98h3LY7Iuur/qkxDtyzYUuql1Diz8FYVq1q1QI8fWgzC3iXgr6uD9qtqPYi7+kUQycklVkrxQI9w2Tj18gR2HaTTvrlKFE3J73AozV5GD6YFWF7IDeKBLjrl/Ucvv40sDw6wlwwe0QwA356cgHVDmdZVuK/R0UZ8Wtxs/sLareSqTCxSGFw9HiIJzgNV9ncrJA6wtUsPHot2l1GVp8K32HXv3SVyS67MZsgLLgD8yJ2vkOX/fOQvYfSG03c9lWwshkbfM/3ivhMEDjvD7MGdlQrJcxj0+9vw+9totXyY3sgQODy9ziw+MiByZ/hsIYZiOYJErIrOsSyBw5aTG08FRC4r0vKEw/4n2ADCAXHzDjF4Zc77EFuyUQabDmodKiIQaqFZ9yOfZwOvCohc5bGGWzu0PNpkFh+/jVaZ/ez8sSbm1zox3MMGEQ6IoXAT9YPMmhG4GMfZr+7HkXddxkQn88m8nu1Bs+VH/yh7eKuA6F6zvrwLh5n+LTR/lLUH/urWlVBGJlZcOOwaFVa03Gvic5VyyIXD0jI771a07cJhZM0HrLG/S+NiEGtfS7hwWFty+oUSNBSaYFYWGRDttbALhy2n5GFhJUHg8L29LChKBsShSI7AIQD0duUJHNrBNoFDnkbFlipmFPawAVoGxMrOulayEND969SpVkAHQoBB4a32AzAovJ0CKXZf7JGKC4fBCWrF9UoVw9PPRDYsFw6bY0oanxHpBekGg8xGl2MBLoRdOPRdowDE63kHKhaajl/cdulqZFU3JLh1fBtDi9tbQDlQcijkQAgIKDz1Mkt5I0NhrsKOw6GQAyEgoPBCjlkBZSj8/KsPkONzIAQEFH57kh2PQ6G/Kr439xFseCT+VqEwuSB+R9zDZfW43v9UKNzSjXyIduvBRSoUar6lAHaP6D6oBgp/8GQshkbfF332ysP41iatXJGtxbCQFdMnHAxljXVtolin1oG7u2fw/MpOsZ9CzLUaum3TndoA3BzwjppU4XD3BHWyvnlxUPtMZI1+pnWo6FoOuVKpiqfVUFZ5tKmV6PLHmi4cci0qtakDF+Ou5ZDreraHOOMvz3QhPh1A6AFaSSK7kkKmn0YGZ2eoX11o04f+++h1mL3eR8AQADZzuiN7O0+/o7/iY2DoqDTeQGhdfwdtJPUo4+igAA8Ohm2pvJrVU3PBkCvZV8TH9tHI+L9fvRPjcXEdFqodrsWQa9lj4LMaPoSle237bdR6lWo31wJaRK5V8msgZ4dsrU9aTW8roarGvFKb2k+hcDuLIYdC93izUQKF3GIoQ1koa5GchABQPO7xsrMa1sCQQyGXl8uCWumnGbU1KLSDtmst5MotUcsxQm0NCu1dZXR1FImF8a7+OQKEAINCDoRcXTtp3262fAQIAQaFHAi5rsxSv1m7bREgBBgUciDkCrympxWqDtC+FZ/2u0AIMCiUgZBr5S4KhLFl2wVCrlbIIlBY72lpQFgth1wg5OrdtUGhMNzSgPBI57wBwje+vmuLoQFDo++7fuSFn3f/nt4SD5yi48xddXIERvqEz8+OTjZI8Mjk/rgY3GadAX5lWuwrs4Ntv7nIgCq4KQao5CEGCNkNCm2ABIkOo+zeK+Do5pwTaJJn++Ilp6LS4FftlhL2Zpi1xHZg15bqInMw4gm4y2POw17mBgkYR4dZGh6esmdmVXzXRpXt6/49zHLx0qvM2ahvl0jdU5Oc9nlFBxkis5vOIFVg15dbx0Z3sQFg9pqYTpZ971IRRhDTy8x6yOtnt+TBxclbF7+mWzPkvJIqGIYcXyf/ITE4V4qsj1hZti+5HJwtRSVzyyEHxP/w8rsBAO/bJ1IrPbPE8qvx67C2KcCDwKZzTyLz7Du1nSlhOTI6usC2r4w5SculsoAceiTXWjQHWd/wLzl+pntZf63Xpbq00ktSa8nxcXOm43/ozkvuum8/y2r3djolDkedEnLn5kRi72ZJ3I9YhsFAxEnLI9fObsXZNUzeoL+D4t0CDNtSMFU0ze5/OMjgJbcqflPvPsJy0Hzjq8yFhN9rOQGzLfV3HmDUdpKjp9PsPAvXmYW3JflZcugO5sQOYodFv+RpoXjvaDbZOVcXBWD3TbDfR9PJW7lVFAEme/pFhoS5HDs+h8Tpb4yxfe0R9By5zj7b+SDznd3XIcDp2WnxEtteYFbxkJOcvDLErpslpcsKOTWka71sXfqS6BOZq6x/bexn/b8pvy84XzY1w67T8mMCIENO2VDZ4ht2siw8OnodAPCVl0S1lciqn5zf0Jh4lkSDYr/ffOTTMHrTyICh0ZtDd331N8myCocAA0QOhlyVZpDAIQCcPk/nSFQ4BBggcjDk8gREJeUGB0QXDgEgH9DqkUaXAgQOAQBp+obPAVG2mgWKloBDLh80a+LuUZrGhgMih0OAASKHQ66+XeuoNQKkzBcHIhcK+fmVqZVndNcqAUOAwSGHQkAHQ66WEpG9HRxq1kIIMOSqK9OYADTrhh1uk+lkgMEhB0OuzrQeaKCWX2sVA1qehsh80AVDLnkqkKvW2facGm0r5QL9S2EXCrnq9QCBQgBoFPTr5s/T69O5b9OFQq5zc8MECgFo1mIAyM5S62nyhl9L91O8u0KgEGBgyKGQ622DtGqRCoYAg0NbubbtgH59fKv0e3M4lK2xwZwPscNZkiMUYAMCB0JAQCEHQq4N5b7v6V9zYZBrKL3lAiEgoJADIdf9P0wTMj47vdOFQa5Q1ucCFyCgkAMhV4SeJjJX6y4QcjXjICOfFxQCgC9Ab2Y42nCBkOsrLx1xgRDwhkIAeOHxT8LoTSkDhkZvHqlwCADr0/q03sQ+mjdwuZDE3m46paHCIQANrgAgM6hMpW4m9Hp50AHRiukRd+o2ALQAhmDeQmMHndYLLuiDfb1bjyxOXwxiS0pKHL0ZwtCjtBrDyld2oHCIDqpWSZ/GSw5TmC5f6UBrQAnKKeuf84Kc8X10qnn+xSG0dir1jGv6tfGCw7ZfCdiwLYRy9BoOvW0eUwtK3sMt3b8s1F/W6nSXS0o913wQ3TsokHnV5cVSGK20Mr13I4iGVAEmmLfQVr6SWiEGADovAxsPi2ttWTbiSXq9CptxBKP6VKEKhuGlIJpxOtgfuZfWn31taQC1LT23pQqG+UtdxBoHAIGCD9Elcc/3f+gKTl7ZCVUd3fq0twqG8+UOXHiF5rPzgmmvKFgNDLsaWr9W+zQANJoKwIbrCCnJletNPwpSv2hkI0h5pD1qnPYo+6ic/oEnriGt5D18+nlazxgAWh5R4uFV+n2sNhBWUm4GqjYaMaWcIeVNAEB5j8c1VKAwlqjhHcM3Sdu3/p6W2gOAzNuWtTYDhW9qGTA0evPqrq/+JtaV/GQoBRDI0AfveO8GlgvC2schsdigPomXLw/rjvsddPDt7GQDHLGebQOKYSUFR70cAgr04W77bfjqFGxsC6TEHAfFHX8tBrHl+/xoxmhXbsdaSF+kALR1pI7oTTpoDj06h5WviIhqDoo9Sl679akMksN5lK8IqwiHw+Cskruxu4Xu03SQXX+AXrudY6uYf5H6uHFAvG9cQMLzV3YjuEy/Ryhvoa2wY7WvpV37UM6HobeJ9B4cEC0J+u3NEEL91GcqFGqiOEv7kq+rTtLcAED3jhzWlyR/Vx4pvkSvRyvdQvzGrdO9tEMCDDuVKm2bj9A+HE9WUdikQMrBMBQWcFtajyG8pKSwibe1uriHHrmO15YGSFttK4KhHcJKXnHcCvKXpCnkRBsBJdo8umRh/4doGbqTV3YCSr/uGMzj0eFr4niO0+R8mVrdLrwy7plcXla7tw5rnfZrXsWw1SX6nVUKIDmcRyZO7/fKFnseRMPiRSoUaKGugGKhFEFDqaGcGihgV4Zax658bQKVEXFcXh/6wBPi+6aDVXQE6Xn83Yl7kJqgfobZhbSbCobL17AgV2nkQCj7B3IgzB9SZxRsfVnJV+mLOCm5pETz7xi+qZWBrJ3J4MiTtLPOFjoNCP5gyYCh0ZtfY3/6CbK8Z2QZkyt6pYxoVA8qUZ3G5/5xDKUROip1jOWQU4MnvHqRByCGYvox6yv0FX5k7wrmLlHHdH9/GdZ1esz+U96j5fyjylybBS0xcF2fBdcCBwAg8uia1pa9QK9lsGShpUyTpqjxB4AOhgAQWtJhydeycPzxS6Tt1In9ZLmZbCOyrFsV1RJ0ADCupBJ5sv8iPnf27aTN72/D56efldO9cMkpUVwF9Db/ln5uciANwPIQhrO0j0TX9H2V+yxUD9CXinbDw6LaoQd6NC94lAhUS9gAwD5qwRvtyqLUoKC1MJ9BYENJcO2xq2MPXdXaTp/cg3aUXt8P3ENLn81VOlFv6Vbn107rVTC8pE4x+wcqxFUCAMaGlXlWAPnq7RN0A8DmPAVWX6KBO0dpTsFXL49pnzt+QP8xHEnPI9ug/SvXiOHVVfqiVHxNnwHxypYQX9RvxMY91PrtK/q1SjaRVA3VHAXdRLfuLqHWrQeAcjWE48N0BuKL9/+Btp3Rm14GDI1+8DT2p5/AnhE6vTG50o09A3Q6eS7XoVVIGO/ewNw/jpG20kgLHWNK5GMurkUpW+GWVte4kIsBypRWqKeMfX30XM6fH8PIXuEXyEFRrgTBQVG1/nS/1sTmfnqM8kBb+3knJ32EXRuO0bORFj+J6IrlHEPy8/phNrhmL3RrFVJaIZs4xCdn2OfWH1KAuGXBn1WikKsMCmUdf/wSTn+LQqHtY2DIxQGxflBcm/YaG+xiO+gUX1+qgCf7L5K2P7zwIFT5/G1EnhP0nN/NIDxzQdDHxjHWFtoU973uOP6rYJiYVSLdo3qC6nDWcsGw3KeUfTtQwd07aV7OV79NyygGDzALb3VKnDePZq4NCijnEb9ylHQ4U8FoF7VUAcC1KfqCEtgIouMg9bXdctIPJQ6Iecw9TpnK0yeFz2o72tYs8O9/4DTmKnTKtd4K4PIzdPq5FbXRylCo8TuBYdagVLVnOQL/AP3NNaoBFwhnLovv0znOvq9c15gnpJZf/NrFoFaW8M7ReQ2WTl/ciZ++7wXSdjE/gCNpCo8cCHMSGL66OoT+JO2rN14c1RKUhzf8qA7Tc+k6FUAtTa9rcW8DviLtg+1UE5EUnTKu5iLoG6L3vVTzSF3ja6Ncpe3Hh+cMCL41ZMDQ6AdXj5/4Za1NfbhfOTOK4Ch9Y+5KlrD1DTpAAkDw7RtaW3Y5pbWlenV/qsIC3e6eI9dRVWo6r1finm/qi5v6MYLn9BQWPg+DYnlQ319iSrFkZbxrpyY9rIDVbgVgelpa8Ie/BpQnFB+mmh/+At0ulLNge8y2tj0sco20/j18XfQYsTMxtB+kFuDKdBI//zgtxfjZU494+ufFXtR9BwMV/VwKY3S53t3Uvpu/aiG6Sq/V1oEmAjnlGmzpz+DGnUUc20Hh4ma2G/mzNI9kY6QG35riW5fy6AQefp97JvS6vPs7lvF3rx4hbTt2bKDSUFInPd+N8P0KLN7Q/eu8rK13Hb2htb08NYKAUve63tPSaivvHVvCzWVaWeX46CxemaWJ5ptrur+kmpAaAJptn1ZD3UvHx2e1tv1J3a/Oq5LHVFmfuXi08zK+sHgvaVspJpCdotfQjnr8dq/qP5jykEdA1rBuBayuR9E3Sp0S17NJRGP0dyRHvHNd/9F/r7UZ/cDKgKHRD75kQLx6lU3dHNwvpkSunGGJsWVA7Eqyv2VALB8RloZ0ykmcvSEBmhRIEuti6wPSdGVnrEKqg9xzhEX7yYC4XnGsghIg3tszDQD4m6t3uG1ybjN5POK53/weqRhlSIwtsHP1SdvVnDFShsT4nJNCpSnaZDisOhUR3JQx0hhD4NAJLpEBipftkuGw6ljgZKscPx85ypdboqw+YT2KnWEWGRkOK07+PRkOP3vqEfdvGRCD5+MISuNpOOck/JVmHjfvZNcwuCXuNQ8Ekr8bD5qQ4XDrgLCAcUCUwbBxp3ihkMHwZpbBhQyGjREnIbQEhjyFjBxE1TPILN1rcwI6Oge30BMXX3R/h4AcGQx3OP6GMhiWn2fnIoNh6TzrOLLP69sfYFbap08fEN+5m92rI9J3e3mK5Q2UwdCtsiGB4d4xKR2UA4fHRxmwyWAoQ2H3LgZBaSkqvulE28tAaOedUplSLse2E6F99yERfHFugT07PrzvZbdtoy5+h/1h1u96g8JX9+SWsIQ+6jiSylC4UmSfl6Gw+2Uf1h6UrKXOZU1cE/ehLln5mwn299hhAb+LUt7X6jqzispQuJ51fCwlKKxU2HWQq0wZIHxLyoCh0VtPo7//f2htVsuCT4mADJQtdN9D0774LBsLa9T3KBqro6REdYbjdfKAVPJE9wAAIABJREFUBYCPTLyMbyzT5N0AtHQ6AEiNXq639U1qbV+ZPoDWy3Rbr8oaoTzQUgwptYyN8Ab9zunJFtbvUKdFbTRj+rMiP6FbSKIefoDlET2CuvukH6VB5dhTbSw/qJc+8yll1AYPrWDhEk2L0462tfJzAFAa1q0p7Q79fFLnQlr0ZnqqTUqDAUBur2699GdqaBaoJSdxPYh6h5I4OAy0kvSaBTt0R89GOeTWMuYqnulGTYnk9q2GtCjhcKaCVJxut1WMIh6lVqGtrRjec0CvhvLK+g6tbePEgNbWjNna8OGvWLj3PXSfhUYY5+epH10g2EKtoiRH7s57VuLZu2dBa+sI676Vkzn9s9VGAF1K0MnsSgb2Fv1t2JatpRt69/FzeGqSTt0PZrZwsINaCp9Z2Il/s/dp0rbVimIwSF1PAODT196ptfn/q37ehVFLmz4Od1RhX6WzBI2RGsaHqA/lwmYatQ29FrQ/pewvUketplsfJz/877Q2o7ecDBgavbUlQ6KbYFgCRO7PJwOiz/HAlwHRLfMmAWI4ztpkQPzIBLM2yID44eHTAIATWTEQXVgWg3FnnA2EuW8L6+W7Pyx8m74yLawyHBIrO6W0NRIkhhzekCGxlmHfR4bE9CQDGBkSE7NOuTMJEmU4jM+ybeWULEHHjWrroFSV4STbTgbD9JS4RhwO5dQ3MhwOHmL3QoZDHuhASs/1i586n56WU9tUx8Q1Sp1zEvtKcMjPSYbDnHOLZDj0OwnKZThMXGd/y3AoWx45IMpg2JBqz8pgWDzDrHQyGPL0LDIYhjOsn8hguFVkkCCD4dYW+5IyGH59SvTHbsdaPn9D5OKMzot+4FoGpeHDX2ELMhgWpKh/DoeBoOgvMhz2drPvK8Mh9/ObGBT+uNPPMQvjkXeKgBcZCquOz7AMhLMrzDooA6HNo2gkIHz3cZbUXAbCwYxU4s6BwmcWhBVQhsKtFrvWMhQ+syV8Ls+sCOjeXGcWu54T4pwKo+waylAYdvqHDIXcWixD4cImsxDeDgrDEdbnZSg0MGikyIChkRHAAFHNweerWnqghwOIPik8kwNiVIlALm1FXDjk8vvbLhxyfWN5nwuHXCeyewkcAt6ACDBIlOEQYIAowyHAADGkGydRHtR/EuENy4VDrvU7/C4ccjVjFvITLRcKZfn1VGkIFvVjlQYtAoYAg0PtfjhwyMEQEHAoR8ByOJTBEGBwqOY8rI7VXSgU3wna+QDAxmEPf8B02wVD9/OFoAuGXPUOm4Ch+512lAgQcnX35l0g5KrtrHomcuZAKMv2iJCPR2suFHK958AFAoUAA0MZCgEBhiRFknMIDoWAAMOCkgrq/PwQgUKAgSEHQllyPWqu4KTuN3jknVcxmetyYZCrK152YZDL3goJGJT07rvPaW1PTe4lQAgwKJSBEGBQyGGQazCYIzDIdWZlhwuDXD0nQi4MclWHGy4Muud+NeHCIBeHQg6EgDcUAgwMORC629aCBgiNtpMBQyMjL4199rfdv+2gZJVZYYNQY1w8vId6mYXg/l4RrfGPUwfdv//LnV8EAPzrl3/cbXtyl8gF1h1kvmVPr4kaqR8ceMX9+x9WmW/h1IYY7CrLwoIQk6CstItZBxI9wofsYK+Y/jp5VQxuiUuOT5E0Zvjq4udRHGP/576AANBx3amCskcqd7YqPlPrZNuWdohrlrqhzNOBAmLp3cysmP6S+E71pDhm9hDbl+x32CvVZ15+hYFyo1OAR9fLYtst57I2pcCMyCK7jwSUPZ4M8RXxPVbvFu3chzB8UFiHKmUBQ8HLDMD8ErMVD4gL7XfSwMg590LSS4TvsrgW3GVN9hGV/WH5o/gn94mXiz+7fI/7d8PxMZN96HYPSqXcsuzFpj4jjsnrTEf7pRrHlwSw8RcmOWWM77iAqX09DN7laWQZDEcyLDJ2qyaAr+xExxalknP2hrim3B8zdIe45oUVcc6+OLNK+xbF55tOacDUoIgAfmhIuGSMRhlgfWVJJJku1QV8y9BZucqu0//47q+7bVMVEQzTcmB8Z1RY8j53RqRJiqWkaOpzDOhky3Ngh7intU3nnkWFpf3QmPAhvLbCjlsrSADu5I0c2y1enFbz4vpcfv9vwcjoO5ABQyOj22nss79N4BBggCjDIcAAUYZDrn+cOujCIde/fvnHCRwCDBBlOOT64MArLhxyTW1kCBxyqecJMEiU4ZDr4t/o/o5eFr3iGIVD91gejw9fg0Ih13ZwyKFQVvQpPeli9lCbgCGXWnYOAFK6Kya2JigYutte0f0St3tClEb07xXbpZeNq5TDLhiS9nGPiCBQIOQKn9TvbXmwrUXQA8BP7D2ttX3+2Xd4HkutCgQAN88Oa23tiE2g0NUZPU+idbd+Dfb1rGi+hQCws0/PK7hVi7hQyFUsRggUcoW2LNT6dB/RwJZ+H5uJFgFCrp/cfUpr+6uZY1pbtRFwYVDWY4++qrW1bIsAIcCgUIZBrva5tOanGthRcmGQy4o2CQxyXVvpoUAIAHUfAUKAQaGBQaPvQgYMjYy+G43+4acA0GS2r04LHyJeaeOD+8+6bd1BMUgdi067fw/6WfvvbwjrQqkpHvzTRWYp9EulD+So5VhAgMWZc7sBAON7hUVtclL44oWkslpHH2F+WieviYTCiYviuHLkY9zhidxBObJZgFp5WEBX1Gmv9IttM6+xZ00zIp45dZkxjgjTXepvGBQ1ErrVEKCWw9oAs7gFN8T38rIcHv7Z19y2E2dFnkQ5z17yhpMfUWKBkJTyLX+H4zOaE8fyDQlftkhEWP9KBWa1Cl8Tg311QkCC7VSekKGwsSK2TUxLVuCjzOwYiuhABFAw/Pwrb3M+JM7RjorrsWeUvSAsbElRq1IexJZUPi/mWJ3LmwJyY5NShPIEO3c50XZlVuzL3yfaG1nWr/ZKYHr1mgDHVL/4bbi1uSelyOEIa9srpdm5eWbE/TsyIeCUu3n0JgXYPt4nEqg/v7Hb/XuxyKyga1IN6IBUW9qWIrwffwf7Lb+3U4DhuYo4h3UnMehXpoRbR09SgPz8BeECktnHorrlaHFfRbw8HTw27f596fQYAKDVKe6/PyLu6Y5eFm389DvFLIeR0T9DBgyNjP45+sDzv+DZfnZOt8L83B3Pem77wwk9OvTTK495bjtX0i0YqZBHCRMAG1U9L9/kZB+BQ676kG61SlwMEzjkanToljMA3o+TluVCoSw1oTNXysO3b/U+75+sHda3DW4ECBhyPXzkstZ24ux+vQQigPC6bpkMZQUYkuN5WPsAoOVRqcTL7w8577J5Vqe+3+3AsFbSfRRRChAg5PKqllKdShIgdOVROzw2GXSBUJYv72F5BdAOeexXNx4DADJDeiRvdjKDPYfntHYZbGX1p3QL4eN9lwgMcp27NKq1BfJ+AoNcv/ff/bHn8b6ZP6C1nV7X9wsA5YZ+rzeu6VHJALxLAg54OO0CmPyIXkPeyOifIQOGRkbfK8mQ+K5uZqH63199kmzzwDib5zycpFN6L27uxH8c+TvS9n+ts+nASosO/Lze6oXcIGlv2T50hml6jmzNye2nQAnPc9b2SIFhqwmRnWW1nF0jrVdXiawwIKr205Etc07QQNthiGoX/TD3V0vfpDBRGPWhMkD3l7rGjrN1mKbhSFwLorjbA6BCbTx8gJZue36aWUqb63QKL1DwaWXI+EBdGaNQ1NHNrFKlihLAshElPn2AADuSqkUBQzvODuQL0e9rty2EY/S79ncwK+vMAg1SSXcyK1Vug97bj937FH7/Kq36Uq06vo55BS49UrgAgFX2w04qFUmy7IbaCgvbnXXYStWf7aCwf5RZ0ORaxXKuRQC4Nscs33Flerb1SgeGHqbwuLTFLIG7u+j07oVXx9FWXihCTm311hyd/u/cxyxx/9s++rv8rWvvwUP9N0nbzSK7B5vKy9jcCrMIdmXotHy5FkJlhrpM8AAqf5FepMHDbIp4cV28FBoYNPo+yoChkdH3U3949SHP9qdzeuRiseFdw3U4pltSvvzqEfzI8TNa+zfm9qI7ofuh7U8v4/KWXs1lflO3QALQ8swBQHdXAWtLuqUmGG94VpuIrHrUD97w/vlVevRnUStmI5jX24O6UQjBJ9ZRPaFXmWgkgdoO3cLl3wjCt0O/To1CGMF13fqlRqdzhe/a1Nra386g4JHjMdxb1tqqee97bgV0S9vooF55BwByZe9o1I/uflFr+8LM3VjP6f6L7YZPK/EIAMF0Dc0V3V/S6qrBWtHPvd2tX+uOzhKyi3q/4TCoamVV3zZyQ+9f7cMFBDyuU2k5Dl9dJ9DAgH79Dw4sYS6vV21ptS2EAvo9XF1L4ci4bsF89doofGGPvJ7bWJRLq7o1f8e4XqccAJ577FOe7UZG3ycZMDQy+peSDIlTNRHNOCvVjs2E2OA1W6KD1QXHkf9de2jd3y87lSpkSPzGnMjDJkPi/rQIQJEhcTs4bDrToa2mGGS7uwSVyZAYjAtrlgyJcoUQ2QonA2JL9juUjCgtKTWKDIjJB0Veu+pXWVqV4BPCMiQDYsPZnwqHPCpYhsOG5NAvw6E8NR1dEO3VPtGe3iF83NrfFr5xMiAmhoQfZcOJdpXBMDIjrHa1XcIqth0Q9sXEvbi6LtLLdEi1gD8wKHxcvzAjwqplOGw7FXtUMAymnfyMEhhaUhlCDob7jouazpdmRIqljk5xbWUwlH34ug+LeykDoS3V345OimvUPiz5IkpQWFoWoCVD4Y+84yUAwN9eE8FbBweE/60MhS3pmDIUrq6JaGwZCl+9xqaMVSDkUdHhCZqKJ+PkVpybEr99A4NGb0AZMDQyej30h1cfInDINVvpdOGQtJc6XTiU9a49F104lNXR62FWA/DQ0E2t7fJW/23hUFar6SOAyLW2lCaA6O5jLUIAkSu+SKGQq56kUMgVzFsECrmqX+0lYOi2n+h2wZCcj8e+AaDlUREluO7tsxhdCBAw5Erv2CJgyFWYaBEwdNs34gQIuWq7qt8REHJdXe8lQMj1gcGzBAi5ZNiRFQjr16C5EiNAyGWthAkUcl2aGSBQyJVdTBMo5Oo+vIrlZb3/RSfDBATdcwy0CQhy+eo+FwRl/e21OwgMcs3lOwkMcuWy+r4BwG7ofdgXbpH0OFzhibwLguSYUz0GBo3e6DJgaGT0RtJvnv8AAOALL99L2t93hFl+1JJlSxvMytLMKXARZN3cUqbU0sPCsuUFid/8awoR7WNsYG7doNOP9iiDEGuaTmN23MkAbfMSndb1DbNB0qeUCeQVHSKbkoXoMQF/m+cZPLdHKPR0dzCfLTk6m6vWDGBD8a8LSbV4A4fFNajeFIBkB6RKKU7+u+iMPqVeGW7Cqnk4yzlBC5F+AUXB58T+K/eK9kiUWTAbrwiLVbVfQNnYhEg9sjMp1SV2/E2XSzrYWZaNYk2f3vU712hlVgCrnB9PhriilItxt5Ja5upCHw7v0NOnNB3n0EuvjZD2jhHmAtF4VqpM0iPV+O1h16D/6/QaZ9/Pzse6RKme19FWg2I+dA+Lys41aF9cq7I+MLNFre88CKh4UVyP5qAAX7usuBI4KaCsGoVa7gto76B9c7CL9a/5qzRJ+PBe1q8NABq9wWXA0MjojarRP/6k9wqfjR2Dum/b0rl+N6GvLMsrGhZAsLuCJ3bp0bpfPn0UsVnvKNNGapufj0dzo68B/6Z31G1g1CNHHoCOhG71AuDpFwcA/RmPUi4AFle8LaCxpHdkZ7PpQ2NBtxSFN7yjJTIPLmNRGfgB4KcefhZ/df2o9zE8rK88jYuqR49d8mzvDhdxcm1Ma18rxBEL69ZaAFif169FrKeEcNA7yrk/6W1tDvm8QmWB8xf08wGA+Iz+fQEgMe8d1Z7b632tWyEbjS79XB8/+prH1rT0nKzqi91oJPWOGtmfQ2HJw7QMwPKwKCYm/Sgf162BnU9FsXHU+7tN/5tf9Ww3MnoDyoChkdGbRQQUfaIby5C4dE74DhJIlMZcudRcsJuCmAyKXz7NAEeGxNTbaRLdjbMSHG3zy2r0CWCRQfGOe2+4f19aFuetwuHqurCO+SS/Mt+ssBD1HhHntXxRnJMcDGFLvpLxTnqMprROBsS2FIEbnRZW2cyDwl9TBsSfelikJFIB0XpFfI/GYWYVk8FQBvhHjlNf0u6wAGkZDNcK4lxlMMyXhIW0nhV/x6SKOCoYZheEj9/+ffPu31cuCdC649C0+/eNDWEVLi8KcB88Ifa5NU7hUIZCmTM3D4jr35KSlstAaEnRxI8dEOD89VdF1RIAyAxKFuEX2TnKQBjZT4O5ZChMDQgoLiyI+5WYlHJ2SlDY+ZTogzIUGhA0ehPLgKGR0Ztdo3/yCa0tsOaR2w5AUyrBBslnamyXkxJjU48IbTgRynaFDvJ9owJILaUObU+MAciV58dJe/IwmxbdXKVToYmMGGwnuqgP1tlpagEKSYmk25PUktgaZkEbasSsb5CBYKNMLZiWFHAR6qFWIDc/oJK+Z+9O4a9WrIvjLCyIqcmfvotGBH99kVWZyT/bR9orQ7oVjucf/NBRGnUe8wnI/csbAjpHMyIL981VOoX/wChLwH5qgU7zVqVUKXKdaQDwp9lx2oo1s3uM3W+1Sknwm6LPxFeUNDs+eu3yY6LP1Tpon2n0MAi01CpD0+w8qgOKRVQCadXCXdnDLMOJDt2yV3SALyn7fJ4Q081q2p2+U06N8t26L+HLf/Qxrc3I6E0uA4ZGRj9oGv2TT2wLhoACh1wOJHJAlLW4mXbhUBYHRRkQuSzLduFQFgdFDohcMijKkAgwUJThUAZDQMAhh0JyHithFwplcUC0PFK0hHrK3kmjHUCUwZCrWA8TMOTigMjBUFb+2T4XDL2SUXMwlIGQ6y9vHCVAyMXBkAOhrFMLIwQIudz8eWn9OO1s2AVCWRwOZSgEKBjaPouAIEBhkIMgFwdCDoKyqgMNzxqMHAg5CMpKdJRdCJTlAuEJPU2N7RcgqCq3O2JA0OitIAOGRkZvNe367U8DAPweBVNqQw50KRVBxnYyx3mvYI+bc2IqVZ7iA4Bz6yySOhLQfcRSYXYCzTaFh5UiA71Nj9x3AJDodaZhHZ+9rhQF0OV18Tn/vGLlGRXQ2Sgp1kMnuMD2yEfHAx4CqxQYd9096/49u6mDRmWLHf+X7v0Waf+rOWbxW16SPqNc2p+5+wUAwJem7tT2O5QW06WXL9MqOw8fY+4A0wUdVGcvsHQyqlXM1yM6Q0sJvugZEMcK/Cmt1FHpZveu6cxo1z18+ACgzgNrFOtrZJkdqzamgx1Pn3Pv4Ruk/dR1YYWOp3WIKy0y+O1/hh6rNMDOtfOq/mIULLLz++bTJnG00VteBgyNjN7q2vMfPu3Z7q9YKI95BzT4Sn7svHPBc93MagaP7Lrmue5qrs+zHQD+YO8X8MuTP+q57vI1PVUP1+A2iZKL1TAqV/TAC25ZbHtYC2+ljlcYFBZHvR8hwV3eQRutFgOSnzv4nLbud1961PMzviIDpsTYluf6/OI2wRIOeI3uW/ZcP3NpwLPdX3VqWXtYkx8+dBVXf+eg5+c2Dm0/htR7vINV+kY2seqRxJrrngnd2gmwBPAzWR2+AaA8k0Kfns8bALC104ees979+Jl//LVtz8PI6C0qA4ZGRkZUMij6K/QZIYOir6SDlQyLM6vCYiWD4lOX92ufGxkQ05V/sPcLZJ0Mi9yayCVbFWVALFbpdKQMiOqUswyIsZvUIljeJaZXORjKkiFxO+shB0NZHBJlMOQwKEsGQ//XxHfIHhbQZaklDEHBcHqW5su0pONwIOSSwfDhQ7SEoAyHMhB2Hqc+oXJanL4ROg0tA6Hl163Pd+8UeRHlSkAyEJZn9OlhGQq3dtLrLUOhAUEjo9vKgKGRkdF3p/3/7nfcv1tRJZAgofzMeulUoV+CgnSSTgfKOQh/4fjT2nHflzzv/v1LN35MW79eFpU6mi0Gfe8evaht9xcXj5PliUGaPHvuqVH372oPhZjUDZ+0Tts1Rt8hAGfy1Ii23hpn09/NJXGuyUmPBMoNcR3rj+mpecoLEiinqVVMTsjc3Uc/m7tIp4R33qWXeRuMMyi9vCmsvA0PyA1K97JS131RiwUxnZ9REl/3JYSV9dqLY2Sd2qfiivW0dVLA4uX/+CvacY2MjL4rGTA0MjL63mm7aWkA6L5nBUvr208hZjr0YBWucKCJ9w2f23b9yew4CnU9apTreGZ223Xz1Q6sVrynZgFgoxzH5jXdX4/LsoFg3jsHXzgLlAe3f+TEFm/9DC6OthEZ956i9vnaKOa96yQDwCN7ruH8+uC267P5GHb16RVjuGTAVpXbiiOR8HBSdeT3teH3bf+9ty50bbvOv7uI4DY5FgHgtff+r9uuMzIy+mfLgKGRkdH3XxwYu+/Ro54BEGDs6tSTX9tSRGrYI5BFhsaT2XFtvQyNMiTOV3UfRBkSN8p60msZEq1tniYcFMN64DAAAYsyGBZHvZMjczD0eQT+ACBw+Mge3bdThsNsXoc9GQ5lGMxt6d9dhkG/x/nIMNj2uDaF1wQQ+nd7JznnUGgA0MjodZEBQyMjozeeHvj6rwMAFm94zNNK6h5nPmx7Or3rz07nGcRNdHivB4CC48sWCzB/wl2x7a1oAPAPc4ewvk3ENJe/wKawW0nvAIz0a2zKVYbBVsY7QCLZySKpMx61kGXtSq2TRNhe+uvLrK627VT0GOrJbbtt0UlJEw15n1e1wXwVs1nvqjRc4Sj7/NUP/i+33M7IyOgNIQOGRkZGbz6Nffa3PdsjSzQg5ti79dJyL9zYSZbfsee69zGi3tHOfzt9B1nOrXhPQ4c76FRrLecx1R30tgKqOftGh71hdX6dWjw/uP+s53YvrupWVAB4sJfWy356Zbe2TfFr/WS5cNR7Cnn6J3/Ds93IyOhNJQOGRkZGP7ja9+9/57bbNFI2WgPeNZRVpdN6JQ0vVWreNaJV1YretZK95I9s73cn60P7X/mOtvviMw8gOe3tGynrwn82gR1GRm8hGTA0MjIyMjIyMjIC8M8AQz3h1ptH3/WXNjIyMjIyMjIy0nX7+QcjIyMjIyMjI6O3hAwYGhkZGRkZGRkZATBgaGRkZGRkZGRk5MiAoZGRkZGRkZGREQADhkZGRkZGRkZGRo4MGBoZGRkZGRkZGQEwYGhkZGRkZGRkZOTIgKGRkZGRkZGRkREAA4ZGRkZGRkZGRkaODBgaGRkZGRkZGRkBMGBoZGRkZGRkZGTkyIChkZGRkZGRkZERAAOGRkZGRkZGRkZGjgwYGhkZGRkZGRkZATBgaGRkZGRkZGRk5MiAoZGRkZGRkZGREQADhkZGRkZGRkZGRo4MGBoZGRkZGRkZGQEAAq/3CRgZvZ7qtgbsOmpswbJg8RWW+x8hS1r2XK+0WcrKWy7fbr9M9nafu+3xANtj196fBWBZbPtbbaOd2y22227b72C/sv5J30Fp/46+z62O/U89ruc6e/vP3Hb/ttbu+RGL/49ub3mci9zfLWWd+hl5f3I35e3y59l6r3Z1v/Yt1+v7FttbZP90O/o5fZ/qdvK23vtX1pG/5fOXtrMA6Ymiba+vYy0vn699zbbtJ2Fk9DrJgKHRW1p11HCv7zFYPguwfO7/4bMYKPoco7plAT6f838LlrSNtp7/I+ul7T3W25bF7PfSept/VmqXt7PFSMeW3Xa+Pci+baeNr3dBxwLg45/zXk/aLLBjbbfO+T87Nm0j5+Ceu9d226yH2LfX576TfavnRv5WPi/a7e0/L6+H+llb2gYuLKnrLXlb9zvydfT/gNjesmyna8jrbKdLiPU+5293vdTmg1jm69117nrbXe/j7c46edld77a33WXx2Tb87jZsvd9d7yxbNnzg69ruvv1WGz7Y7P9WG35nH/Ln/dLn+Pbis+zYbJu2s43zWWd7P8Qx/GDnwT/vd76XH/Lfzv5hw2c5/wfgtwA/LHdazm9Z8MFy2ixn2ecc24Lf8sEHH/wD17thZPQ6ykwlGxkZGRkZGRkZATBgaGRkZGRkZGRk5MiAoZGRkZGRkZGREQADhkZGRkZGRkZGRo4MGBoZGRkZGRkZGQEwYGhkZGRkZGRkZOTIgKGRkZGRkZGRkREAA4ZGRkZGRkZGRkaODBgaGRkZGRkZGRkBMGBoZGRkZGRkZGTkyLJtrYKokdFbRpZlvQag+nqfh5GRkZGjiG3bh17vkzB668rUSjZ6q6tq2/Zdr/dJGBkZGQGAZVlnXu9zMHpry0wlGxkZGRkZGRkZATBgaGRkZGRkZGRk5MiAodFbXX/wep+AkZGRkSTzTDJ6XWWCT4yMjIyMjIyMjAAYi6GRkZGRkZGRkZEjA4ZGRkZGRkZGRkYADBgavc6ymD5jWdYNy7LOW5Z1bJvtjluWdcHZ7jOWZVlOe8ayrKcsy7ru/L/zVvu1LOuIZVkvWpZ10Wn/MY9jfcayrKK0/DuWZZ11/l2zLCt3u31ZljVuWdZJ5/h/YVlW6Fb7MjIyeuPIsqwnLcu66vx+P+6xPuz8rm84v/Mxad1vOO1XLct64nb7tCzrC077a5Zlfd6yrKDTvu2z0bKsEcuyvm5Z1mXLsi7x499iX/ucZ1XNsqxflfazw7Ksbzv7uGhZ1r/9Xl5HozepbNs2/8y/1+0fgH8F4KsALAD3ATi5zXannPWWs/27nPZPAfi48/fHAXzyVvsFsAfAhPP3IIAlAB3Sce4C8GcAitucxy8B+Pzt9gXgLwF82Pn7cwB+4Vb7Mv/MP/PvjfEPgB/ATQA7AYQAnANwQNnmFwF8zvn7wwD+wvn7gLN9GMC4sx//rfbpPKss59+f82fFrZ6NAE4AeMz5+/9v725CrCrjOI5//2RhYmaJqY2ViUa0CJUSN22MKNrYwmIEU4toU0GEtMhFIbiSIuhl14tG4GLqsiCcAAAD9ElEQVScakALAoNcZDilECXYZIWaNZD4Mgxok78Wz3/ocOeee28vOOP4+8Blzsvz/M9zL5w/zznPec5MB6a1iXUDcDewBdhYiTMPWJbL1wCHG7+rP5ffx3cMbbytArar2AfMjIh51QK5PkPSPkkCtgMPVepvy+VtDdvHxJV0WNL3AJJ+AQaB2XmcK4CtwPMt2ruGknCpi5V3M1cCPU3a1TSWmU0Yy4EBSUcknQd2UPJJVTXv9AD35nm/Ctgh6ZykH4GBjFcbU9LuzFOiXADPrxxjTA6LiDuAKZI+zfpDkoZbxZI0KGk/8Ef1S0g6IenrXD4LHAK6/usPaJc2dwxtvHUBRyvrxxibmLpye7MycySdyOVfgTmdxo2I5ZSr9x9y09NAXyUeDeVvodwF2NNkXzXWLOCUpJEWx66NZWbjqtOcdBQgz/PTlPO+rm4n+ehK4FHgkzbtuA04FRG9EXEgIrbmRW2rWG3lcPRS4MtO69jk5I6hTRp5ldzR+5fyLuR7wGOSLkTEjcDDwGstqnUDPZL+bBWrw+Y2jWVml603gc8l7W1TbgpwD7CRMjy8ENjwL2MBEBHTgZ3As5LO/JNG2+TjjqFddBHx1OgEDMpzeTdVds8HjjdUOc7fwyuNZX4bHXrOv4OVOk3jRsQMYBewKYdooFwpLwIGIuInYFpEDDS0o5uGod+aWL9Thn1G/xd5s+80JpaZTQi1uaNZmTzPr6Wc93V1W8aMiBcpj7Q810E7jgEHc1h6BPgQWNYmVq28u7gTeF9Sbyd1bHJzx9AuOklvSFoiaQklqa3LGXgrgNONQ7m5fiYiVuRzPOuAj3J3H7A+l9c3bB8TN2cHf0B5dqencoxdkuZKWiBpATAsadHo/oi4HbgO+KKyrS6WgM+A1U3a1TSWmU0Y+4HF+WaBqygXcX0NZap5ZzWwJ8/7PqA7Zy3fCiymPOtXGzMingDuB9Y0jDg0zWEZa2ZEzM5yK4Hv2sRqKvPpW8AhSa90+gPZ5Ob/fGLjKhPT68ADwDBlOLY/9x3MziMRcRfwLnA1ZabeM5IUEbMoM4BvBn4GHpF0si5uRKwF3gG+rTRjg6SDDe0akjS9sv4SMFVS9TUTtbEiYiHlAfPrgQPAWknn6mKZ2cQREQ8Cr1JmE78taUtEbAb6JfVFxFTK4yNLgZOUNxAcybqbgMeBEcrQ7Md1MXP7CCV3nc3D90ra3CY33ge8TJl9/BXwpKTzLWLNBfqBGcAFYIgyg/pOYC/wTW4HeEHS7v/rt7RLjzuGZmZmZgZ4KNnMzMzMkjuGZmZmZga4Y2hmZmZmyR1DMzMzMwPcMTQzMzOz5I6hmZmZmQHuGJqZmZlZ+gugBD53NsYcwQAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nside = 32\n", "npix = 12 * nside**2 # hp.nside2npix\n", "print('Nside = {}, Npix = {}'.format(nside, npix))\n", "\n", "graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", "\n", "if True:\n", " map1_n, _, _ = hp.read_map('data/COM_CMB_IQU-smica_1024_R2.02_full.fits', field=(0, 1, 3), nest=True)\n", " map1_n = hp.ud_grade(map1_n, nside_out=nside, order_in='NESTED')\n", "else:\n", " map1_n = np.random.normal(size=hp.nside2npix(nside))\n", " # map1_n -= map1_n.mean()\n", "\n", "map1_r = hp.reorder(map1_n, n2r=True)\n", "\n", "hp.mollview(map1_r)\n", "\n", "cl1 = hp.sphtfunc.anafast(map1_r)\n", "fig, ax = plt.subplots()\n", "ax.plot(cl1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ratio between the SHT of the map before and after multiplication by the Laplacian. The frequency response should be equal to $\\ell (\\ell + 1)$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Area of a pixel: 1.02e-03\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "map2_n = graph.L @ map1_n\n", "\n", "map2_r = hp.reorder(map2_n, n2r=True)\n", "\n", "cl2 = hp.sphtfunc.anafast(map2_r)\n", "cl12 = hp.sphtfunc.anafast(map1_r, map2_r)\n", "\n", "ratio1 = cl2 / cl1\n", "plt.plot(ratio1, label='Empirical response')\n", "\n", "ratio2 = cl12 / cl1\n", "plt.plot(ratio2, label='Empirical response')\n", "#plt.plot(ratio[2:])\n", "#plt.plot(area * ratio)\n", "\n", "# The scaling issue (the asymptotic value of the error) is probably related to the area of the pixels.\n", "area = 4*np.pi / npix\n", "print('Area of a pixel: {:.2e}'.format(area))\n", "\n", "l = np.arange(cl1.shape[0])\n", "ideal = l*(l+1) * area / 4\n", "plt.plot(l, ideal, label='Ideal response: $\\ell(\\ell+1)$')\n", "\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(cl2);\n", "plt.plot(cl12);" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/defferra/miniconda3/envs/scnn/lib/python3.6/site-packages/ipykernel_launcher.py:1: RuntimeWarning: divide by zero encountered in true_divide\n", " \"\"\"Entry point for launching an IPython kernel.\n", "/home/defferra/miniconda3/envs/scnn/lib/python3.6/site-packages/ipykernel_launcher.py:4: RuntimeWarning: divide by zero encountered in true_divide\n", " after removing the cwd from sys.path.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "error = ratio1 / ideal\n", "plt.semilogy(error);\n", "\n", "error = ratio2 / ideal\n", "plt.semilogy(error);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6 Action of graph filters\n", "\n", "We don't care if the Fourier modes are not exactly the spherical harmonics, but we want the Laplacian operator to be close. Or, at least, the filtering operations to be close.\n", "\n", "Todo:\n", "* Measure mean and variance of the difference between a graph filter and the ideal SHT filter at all locations.\n", "\n", "Functions:\n", "* `healpy.sphtfunc.map2alm` => spherical harmonic transform (SHT)\n", "* `healpy.sphtfunc.almxfl` => arbitrary smoothing\n", "* `healpy.sphtfunc.smoothing` => Gaussian smoothing" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NSIDE = 1024\n", "ORDERING = NESTED in fits file\n", "INDXSCHM = IMPLICIT\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/defferra/miniconda3/envs/scnn/lib/python3.6/site-packages/healpy/fitsfunc.py:326: UserWarning: No INDXSCHM keyword in header file : assume IMPLICIT\n", " \"assume {}\".format(schm))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "We'll compute 767 frequencies\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nside = 256\n", "\n", "map, _, _ = hp.read_map('data/COM_CMB_IQU-smica_1024_R2.02_full.fits', field=(0, 1, 3), nest=True)\n", "map = hp.ud_grade(map, nside_out=nside, order_in='NESTED')\n", "map = hp.reorder(map, inp='NESTED', out='RING')\n", "# map = np.random.normal(size=hp.nside2npix(nside))\n", "\n", "lmax = 3 * nside - 1\n", "\n", "print(\"We'll compute {} frequencies\".format(lmax))\n", "hp.mollview(map)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[(0, 0), (1, 0), (2, 0), (3, 0), (4, 0), (5, 0), (6, 0), (7, 0), (8, 0), (9, 0), (10, 0), (11, 0), (12, 0), (13, 0), (14, 0), (15, 0), (16, 0), (17, 0), (18, 0), (19, 0), (20, 0), (21, 0), (22, 0), (23, 0), (24, 0), (25, 0), (26, 0), (27, 0), (28, 0), (29, 0), (30, 0), (31, 0), (32, 0), (33, 0), (34, 0), (35, 0), (36, 0), (37, 0), (38, 0), (39, 0), (40, 0), (41, 0), (42, 0), (43, 0), (44, 0), (45, 0), (46, 0), (47, 0), (48, 0), (49, 0), (50, 0), (51, 0), (52, 0), (53, 0), (54, 0), (55, 0), (56, 0), (57, 0), (58, 0), (59, 0), (60, 0), (61, 0), (62, 0), (63, 0), (64, 0), (65, 0), (66, 0), (67, 0), (68, 0), (69, 0), (70, 0), (71, 0), (72, 0), (73, 0), (74, 0), (75, 0), (76, 0), (77, 0), (78, 0), (79, 0), (80, 0), (81, 0), (82, 0), (83, 0), (84, 0), (85, 0), (86, 0), (87, 0), (88, 0), (89, 0), (90, 0), (91, 0), (92, 0), (93, 0), (94, 0), (95, 0), (96, 0), (97, 0), (98, 0), (99, 0)]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alm = hp.sphtfunc.map2alm(map)\n", "plt.plot(np.abs(alm))\n", "\n", "l, m = hp.Alm.getlm(lmax=lmax)\n", "print(list(zip(l, m))[:100])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cl = hp.sphtfunc.anafast(map)\n", "plt.plot(cl)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", "map = graph.L @ map" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alm = hp.sphtfunc.map2alm(map)\n", "plt.plot(np.abs(alm))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cl = hp.sphtfunc.anafast(map)\n", "plt.plot(cl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Discrete low-pass filtering using the graph eigenvectors and the spherical harmonics.\n", "Note that taking the dot product between the sampled spherical harmonics and the map to filter is not equivalent to performing the filtering with the real SHT." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.795195363732162\n" ] }, { "data": { "image/png": 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33TGtrPiHLWYhq3jPVuHy8UFFzA8iTDw2On3pfonDS30iXG6ysJdhT6BQCTd13Lc9t9BGieKPp8uJ+z5JrzddfYIo1b/1ME83s62j+HzLdjGvb3zzclGAFsw2vz8568QLl89eoGU1zHEPz5HhKcY2maTzEcLlG6LOGPc9cEos9eeYRPcJTc0kvja/fDjOuO+tb4jrhz/cZYlx30+3id/r8+fpQUUxi93P9qrxdjCL5ZJhxdBiyQi8DPLoxFCRQYZGCmUZZOikUJZBhk4KZRFk6IRQFkGGSQhlGQREIeQxyaEshYBZDBUpZGjkUJZChlYOw/THRZ0cykLI0IkhL4QMWQwZOkGUxTC0r0YQZSlk6ORQlkKGTg5lKWSY5FAWQ8AshybxkwWR2lcWRIZOFGVBZOhEUZZDhk4SZTlk6CRRlkOGThJ5MeSxkmi5yFgxtFj+DSYhZDAxNMogT5oYmmSQwUuhSQYZvBSaZJDBS6FJBhm8FOpEkMckhQxeDnVCyMPLoVEIGZwYmoSQIYihQQgZTAxNMsjDxFAngzwmMeRhkmgSQ2HfNEk0iSGDF0STGDJ4QTSJIYMXRJ0U8vCCSKWBgF4Oefjrm+SQwUuiSQ4ZvCSa5JDBJNEkhjxMEk1iyMMk0SSGDCuIlouEFUOLxYuyrw1H8U+8+0glFcuBqMPmEhbPtj6ZkG+evyldThYNx2NP/Oi9I4DlD5X2tR8AnJvsb78L7+TDvlr0jy0jz+oAer8xy9e+r09ojQndRvnaN0vYeTT/vbOvfSsWoIWE5/gbRX3vO2K8v6X4BtR4GCc+yuJr3yO/5cfZ/P6WwwtLDsMz9f3NO5lwwf90NtNX3+F73+Y3++vz+Ubelbhv3aO+9m1fZDkm7PA3T+GIcnPQd4u/283WJhEJU/z1I00+778/ZuzUWF/7hXc7iBNf+OvXeKp4AFElT/rad+UdU1DzFfqkDABO1j2NrY/Z/omWdGPF0GLRUfa14aFtLylMKhb88fGSwm193B8fLyk8WdQtJXlJ4acf1QltF/5sD7nvhgEFQtulStMCdeGd4AoSXlIYU+lIaDtqek4A8JTD1ye0Dm17yWGWsOBgBC8xfOvWL0LbMw/QslM8a/Ax/z2AnrMu7yvuSNWBhRaS+w6o8XBo20sMU6cEU9pjZcJCf/MSxLBkd18vQdxyxk2Bb4iglyGcOzs4WvZMOToNdI5FhrYfrbWC3PeNvCsBwFMO2xdZHtr2kkOWKrda1C30txuL09/NbG0SAcBTEGfd9FFou+nfnch97y7kfibWvEVPBh7e7WBo20sSTxV3f5q8JHHlHVMAwFMQT9Z1R0BbSbT4xIqhxQKIIsgjSyGTQB2yGPIiyCNLIS+BPLIQ8gIoIwshL4A8OhlkAigjCyEvgDxMBmV0csgLIY8sh0wGdfCCyMugjCyHTAZlZDnkZZBHJ4a8DPLIYshEUIYXQxlZFHkx5NFJIi+GPLIkMimUkSWRl0IZXhKZEOqQJZGXQh6dIJq6GvCSyCMLIxNEGZ0w8pLIIwsjL4g8OlnkBZFHlkVeDnlkUWRiqEOWRV4OeawoWgxYMbT8tzEJIYOJISWEgCuFJhlkMCk0ySCDl0JKCAFRCk1CyGBiaJJBBpNCkwwyTFLIYHJoEkIGL4aUFAKuGFJSCIhiaJJCBpNDkxQymByahJDBxNAkhAxKDBlMEE1iyGCCaJJCBpNDkxQyeDmkxBBw5ZASQ0CUQ5MYMpggevU/Nckhg0miSQ4ZTBJNYsjgBdEkhwxeEk1yyGCSaJJDBpNESg4BVxBNYsiwgmiRsGJo+e/hJYOM4p8c9hRCICiFXkIIBKXQSwgZHn3xQxT+bI+nDAJBIfSSQSAohF4yyPCSQsbJot7yAwTl0EsKgaAYekkh47dTpXzt9/eAKp5SCATF0EsKgaAYekkh4E8MgaAceokhEJRDLzEEgnLoJYah+85nnh6J59FaKzzFEAjKoZcUMipm3udrPy85ZNxY/LCnIAJBSfQSRCAoiV5yyFh3zPt7CgQF0UsOgaAgeskhEBRELzlkWEm0wIqh5b9A9VbvhbaPlTP/uN6wyf0BjDxBj4I8VjaYqCXdTvffKjPwaGh7T9PC2n2+e+ad0HaD4X2Nt1XwB/e2NnanO8DnK+LuGz3SLLfRO9yVLA6+Z5bWfM9ywnbMnVT4xH1ljNc5UMPdzrLf/LrfuNAV0cELphr3az7z2dD2W81nGvd7aU2T0PaDJdYb9wOAkxfcFVNOXdD3+3y78Jeh7R7VzX3mtgxzxTv3fHoN5xw/BWXiWJ0Sob8dL02L39li50LbYSfMJyL/e8AdOb4qUT+4ZkHcTaHtqA30Y02u5H7GA4fMk7B/1HhsaLtGZvP3Z9hRd3R17kzmCbsnveoK+LC3PzTu131oj9B2BOd8h2qaH0PDqmtC29sfNH+XDn90Q2h7diV6tFabDe0BAFVz7yX3WzK3amg793379fvc5J74lJpJS29q5uBxK64ZPTiqxso2oe3EJHMf5/w3uO/JsnrvGPezXLdYMbRcv/BCyNCJIS+EgFkKmQzy6MSQl0GGTgp5IQTMUsgLIUMnhrwMMnRSyMsgYBZCQQYZx8SVJkxiyEshYBZDXgoZOjnkpZChk0NeCgGzGPJCyNCJIS+FDJ0c8lIImMWQCSGDF0OGSRB5MQT0cshLIUMnh7wYMkyCyIshoJdDXgoZOjnkpZBhkkNeDAGzHPJiCIhyyDBJIi+IgF4SeTlk6CSRiSGPSRJ5OQT0gsjLIUMniUwMeUySyMshoBdEXgwZVhD/U/xrMfQ/tt9iuczohBBQpVAWQhM6IQRUKdQJIaBKoSyEOnQyyJClUCeEgCqFshDq0Mog45i6/Fj2HzYLcigLISOpYKoihzop1KGTQhlZCBkLt1dU5FAnhTI6IdQhC6EJWQjJfbcEP5deCWJq9rS+h0R6CABVsu0CYE4PGWcrnFHkUJZCAHDyBvseUukhACxPDieTQ0bChRhFDmUpBIA+A4LLNPKCKEshAJzPpsph3l/dkx8qSSyxMNh/jxfEPE8eU+Sw5dqnAIiCOKPCVEUOVya4330qSUz4Idi/kBfE2useVuRwa+sxAERBDEsOU+Sw/Lzg6+KVImbLkgxAFMQDx2IUObxrcfCk1QqihcImhparBpMIKvg4D4o8kWIUQZ7CX9DlIsbEn+lJnoFgUkiJIOPYYH/z3UWPzOFLApHqT4x1Qiiz6SVzSZmn7EQfjwvAtsf99V8MK+PdX+zBEut9yeDA/N/5us/7f/O3jnSpZ7znU9QlhjoO1PP33r9ypz+hff3Php77RG2I1oqhzOTqU3zd5/LT/ubYnP+GvzWYz+b0/kLr0kMdt/Xynp9x+4Ox2vRQJpPHZNyMqrn3KsmhjnW9R/u6vRJzu3juE9fsAyU11JEt8znPfQAritcp/zox9Ndj2mK5hJT//FVfUlhv4C++PuphFwKeUlit5T+o1vIfz9sKHD3uSwrbtuvlKYX5x+9D/vHenfCfKLYcOZ8JeErh4EUzfUnhycp5cfju/J77AUBqFu8fQ8ff7yX6f0WPQmXkXen9HFbWmITX89Fz7gFA1Zidvu6z2eAXfO1X/HHvz8jhSTmQc0U8cq7wFsgb5/s75A6b4G/y537VvCW4waMr0KSs9/OoqSll6mgcs8Z7JwA3LNvtuU/+p7f5uq1jFYCHXvjJc78/36+CbnmWkPuUWHgSd+TbhZyD6DlIL6SEI8eAzMgxgN5vZUJhpFQz97Fk3DSyO+q06+C5X+mK+1C6In2cKD+vByIzeX8RE5MjsX+ddxp+1+K+qNjX32A+y/WPTQwtl53yn7+q/C37J+qSVvUGisvFLX77bmWfsAvqx+BUYbWvnSyBB1rqk6zA0ePC5Unr1Dnv2rZTJ6ONOKomMrIExh1VD9BPFFNHdX75cHXlb4MXif3w+tdtpexzsrI6ijU5RhSRPF+qaz/HvVVS+VtYkvoaykJY5iNVXHUy2GmWvtM9L4QJrfSJ1soak4TLvffdq91PFsL7s6rPU5bBxHv09ynLYHjePMo+hyeJ5f28PZOVfY5WV0evRiSJ8rWniV7GYtaL08r06TRX2edcQCw9D/nrfu1tPVxBFLn5m/TLO26q5ZZTfzWMnM4Tpr5mX566Rfnbzw3EVPHYXepa1jop3DlLHX2eKF21XUNVEL8aqn4uJr8+TLg85nBtZZ8tT6sJ+dGX1fcy90via338bXWf44nqZOjhf6nHtbwrxev+OG2Ssg8A3B/XSHys6wupt1VK7cZx7oL63T25RUxIC96kTrlzbLH6eV3/jnf3D8tVi00MLdcGOimUqTfwF0UKdeikUCY9yaAshTJt2/XyJYV+ksEnii33JYWDF81UpFDmZOW8vqQQAA439lif2IAuJdz8pHc5TkfelalKSph7lvqjKkuhjqoxO32lhH4SwuKP/+M7IfSD3wTRT4roJ0HsV+07XwmiLj3kpRAIpod+E0QZWQoBf+mhDlkKAWDaAlUCH3rhJ89EsVueJUqaWPrDzcp+OQdl9kwTdUlijmyqNKdUO+WZJtZp1+GiJYkAfCWJ+9fl85Uk2hTxv4lNDC2XHC8ZZGkhJYN8WkgJIUsLKRnk00JKBllaqJNBBi+FlAyytFAngwxeCikZZGmhTgYZOinkYcmhLi0ExMSQKh2z1JAqG/OJIVU2ZqkhJYR8YkgJIUsMKSHkE0NKCFliSAmhLjHkYemhnBjy8OmhnBjysPRQTgx5+PRQTgx5WHooiyEPnx7qEkMGSw51Ysjgk0NTGZmlhjop5NElhwyWIMqpIQ+fIOqSQwZLEOXUkIdPEHXJIYMliHJqyMMniHJqyMMSRF1qyODTQzk15GEJoi415LEJ4jWFna7GcnUxamMdjI67h9ynQ9nlOJHiPZhgReVInG52O7nP/lrAvbfRc90BwK7+ZRC5aiu5z7kq3pMpHyuTGTc/tc5zvztivUexDln+AObfR486HFC9CU7cVYzc51DVMLzR7GMMfftxz/tMqO49CKJo8cPY+49338TJTdUpTngG16iPUzWLe97O3noBrH+Ifh3+d7A6SkfTK08AwKgZTZD5GH2IyDPWu89iePZYHJ7hnawc2XEDyg874LnfU9/9hJEvtPTc73gpeoRy4W8S8PC8ZZ630yF2L/oeqEbuk5wagZEFvSeqvq9zF4z5cCS5z/M1vZPN+DExKJbDe5DWul+9v4dOidOYettH+D6xIrnfzM/qYO4TdD/m9w/Vwc4e3vcZds47kZv+1QTcvaKr534FxtEr0cR3OYciOb0HesVEnsXeU3SSnbA+DxDm/bMZu8XB+Wy0UyRWOIddT/TzvC3LFcWKoeXqYNRGd9k3Sgw7lA3+EFFiuKJy8KBJSeH+tEUfvKRwV/9gIkBJYcMVOwAAn3evZ9znWJlg+YiSwiXr3XJtvxrq+reMIcsfAABSCgdUD07fQknhoarBROeNZu4gGUoOj1UI/p8Sa5bDomnLj1FimPlI8H7HdKJHWw6uUR8ASDncWy/4dabE8H8Hg4mqlxiOmhF8zSgxjH0kWObNfP8u4z7h2YNTnVBimLA3+GPsnHePwZQgPvVdMOWi5HDQsIkAgF6jzWJR+JsEAPCUww6xwVH3lBwmpwYHalFyeF/n4EhZLzFckxxMsabXMcx3hKAYAiDlMH90sPz6/fe3GvdxSrirgEy9Lbi6CSWIMz8LHpsoQXz/UHAfShCzD3OnojnVw/zZmP7VBAAgBXH4rZ8AAN7pah5hHN8lOLLYSxBjIoPTD1GCmLA+rb8sIYixW4KfZUoOEyu4o52tIF61WDG0XHl4KQT0YsiEEDBLIRNChkkMmRQCejFkMsgwSSETQoZODJkQAmYp5IUQMEshE0LALIVMCAGzFDIhZHiJIRNChkkMmRQydHLIpJChk0MmhAyTGDIpBMxiyKSQoZNDJoShx2gQQyaFgF4MmRAyTGLIpBAQxRAwyyETQ4ZOEJkYAmY5ZGLI0Akik0KGSQ6ZGAJmOWRiyNAJIpNChk4OmRQyTHLIxJChE0SdGIb2Nwgik0PALIhMDgGzIPJyCJgFkckhoBdEJoYMkyAyOWToJJGJIWCWw5AYMgyCyOQQ0AsiL4aAlcOrFCuGlsvfB8r1AAAgAElEQVSPLII8vBTyMsjDi6EsgwxeCnkR5OGlUJZBBi+FsggyeCHkRVCGiaEsggxeCHkJlGFSyEugDC+FsggyeCHk4eVQlkIeXhBlKQREMZSFkIfJoSyEPLwc8kLIw+RQlkEeXgxlIQw9Vk4MeRkU9uHEUBZCHiaHvAzyyGLIwyRRlkIeXhB5MeThJVEWQwYviLIY8jBJ5KVQeDycIMpSyMMEUZZCHl4QZTEERDmUhZCHl0NeCnlkQQxdlxNFXg5lmCzycijDy6IsiAwmirwYyvCiKAsigxdFWQ4ZvCTycsjDi6IihwxOEnkx5OElUZZDHiuKVwV2VLLl8kJJIaND2eVGKWSsqBzpKYX7a5mlkLGrfxmjFDIarthhlELGsTKZPaVwyfqyRilkDFn+wEWRwkNVw0L/0ssLA4LCSEkho2jxw1opBIDCN3v3nWNQUsjYWy9glML0MGpGE6MU8pikkIeSQiAohCYp9CKuT37E9aH7avYeOtvzdt7vTvflBIAvmt2FL5rd5fuxGR/P/hrovd9cDmZ0e7q379vUSSEA7DyeEzuPe0+EXrfu3wDMUkheN9v60L/WTX807vfolOcAAL3ymvcp9sFWFPuA7qcc88FBxHxwEG0f6mTc55fqY/FLdfo97Tt2BvqOnUHus/voDdh9lJ4hoHDMcRSOCQ60y11R/z1HqhP8RxCRGEBEovd3t+iUIZ77WK5ebGJoSRd+hNCUQvBMmNsARV6jpXHL+/SAEwAoMY9Y+i2NR0Yv9txn8gjz6D/G0Tu878sPFV7c47nPlt7eK2mYkkKZgfPpwSiFb/EWp8M/FfR1X0Un0z+Yca8W87yNprf/5eu+vp1nThQBIE9tfZrDk+Uxfyu4xA2mTwSoxJAx9P5Zvu4rV7j3Mh/vPEQP8vhqsbdoAvAlf+te1c97yOg6TJ1jUcc7m7xPGqoXMPf5BIAftvtbmceUHPI8Oa0n2X7Pg3/7uq9j58yjkBmji3qvZPNXsrccP/v3Y577VMzv/X1evYJevSa61AlEfJfd83aO3e59TLTp4RXDlpItl44GOTuGthv+ph9lO2bqQwCAp9p+a7ydCXMbhLZNUrj7FfeHKjmXfvRf/l+Dn/csB/SljNcmu6W41WfN68pGOcGD2ujhjxj3SW4QXHP19DF9f8hxtaaGtrssba/dp9RHbqk2cqv+oL29qzttTEpm/Ud7Yosxoe3233YObQ+pq04V8/qE1qHtM3nNX5ViC4PTZlwY4D1KFNAL4rkb3Nsv/Z5+CpJRf3wW2q67sI92nxxr3ZG4dTroRwxveNIVg92N9D+k63sES9q116nr9DIujHP7hMX+sFG7z8nZuULb+3bm1u5TdH7wuQ8cNSX0t67fPKXdd8XD7tQpv5zRTwvy/NIWoe2P6pin7akQGSy5PnH/k9r2Bz79PbTdPYc+JW/0gHvCUHKSfp+i0W7JekE//Unhza+tDm3fGaOeGIzv2Sy0fbyHuVTcv1zw2LHkRHnjPn8dujG0fSJR/U6mpLjJetYs7pQw427Wp26DGrol/B0t9CXWgj+7t1Nq8AbtPqu4x1U8h376mOP9gvt8PPtDbTsA3DU5OL3SiNbm937Aevd4dfac/iQ8amkwnS3ZQp2nEQC2z3TF8KR+xipEl3KX0KQkcdXLweNS8W87atvL93U/W98e8k69LRcNW0q2XHwa5OwoSKEJJoUmJsxt4CmFu1+p4SmF+X91QlJogpdCE1HO+ZAU6khucDL0z8S4WlMFKTThJYXbu5b0lMKJLcYYpdAP0YfU16zYwuSQFAJAprf9rWn8b+Cl0AQvhSZ4KTTBpBAAltz0hXYfXgp1nJydS5BCE0wKZcY+YJ4TkHF3dDzujqaTnSd/1E96zKQQAKZ8552MjT7uPVXQtg7e+zQcYi6v+iXHB/pyMpNCAKidPQ61s8cp+/BS6IfTSW6XkC7/tEGXf9SBHS8vcJPV4nMOo/gctcy6/x73drb29+6XseN4Luw4bv78PN7y6dA/E8/M7IBnZnpPeh0VSSd22+aUwbY56vemROstoe3YbcF/Mme2ujJ4/v4TOH8/vdb6jgbex94GebuiQV7vaXwsVxabGFoEKBFkaSElgiwx5EWQh5dCXgR5mBRSEsjSQkoEWVpISSBLC00SyJJCSgJZUshLoAyTQl4CZZgU8hLIQwkhSw35pFCGJYe8EMp4JYcsMeRTQhmWGlJCyFJDSghZamgSQj4x5IWQh6WGlAyyxJCSQZYYmmSQTwxlWILIJ4YyLEHkE0MZliDyYsjDp4d8YsjD0kM+LZRh6SGfFsqw9JBPC2VYesgnhjwsPeSlUIalh5QUsuSQTwtl+PSQhyWJfHIow5JEPjmUYUniKuJxsiSRJYcyLElkqaEOliTyqaEMSxFZaqiDJYl8csjDp4h8csjDUkSWGOpgKSKfGsrYFPGSYRNDS8a5FOmgDjkd1OGVDALe6aBXMgjAMxkELp8Uyslgeuj3fQtSChmUFPohz73e/fa2PGd+njyXIiXU4ZUQArQUAkEhNEmhF2MfmOyZInqlh4A5QWRczvQQoKWQYZJCwJwe8uiSQ5ns2c6QUkjBkkQ+OZRhKSKfHMqwJLFKXnP/YSpFBOCZIgL+kkSvFBGANkXkMaWIPBczRbRcXVgxtODWbsM8pXDWum89pbBH+/me9+UlhDdsTPWUwqFvjfaUwo3J9GCJTysVxvC4+8h9ck7N6lkuLvXRBVIK99bNopSLZca1G+0phINv8x7040VGpZBBpYUAEFnypHf52IdjeUlhzO7UyyKFl4uLJYebn6K7BfiRw6130m9QwyE/YtXgKuQ+v53yXkXkYsmhF4W6mJeNA4KCuO9t84kKKzNnjjefRG7tX8Gz1LzjeC68NH0KuU+RRUm4UNq89CAAnFlNv8dRkeeBenT6v21OGQQy0cdaLzkEgJve706272gwEchBj/pvkLcrSsx6y/vOLJcFW0r+D3Nrt2BpK98cfYfqWevcEk/NUc9p9+FlcOQn+qlDXmnljsZ8bVYrpT0zd/zKcki/lmyWg+5Ak9cmqVLYZolbZn2pxtfa2/i0UuHQ9t5P1FGmOadmdW/jPX368keSK3hLu+tHxY6Y4Uoem/6CZ0xbt3QS5uif719JwVHJ39cqFvpb3Ov6H9pipd05/RIW6eeTSyznvn4lZ6j3GfHHptD2mc/1nfAPn3Jfn3Pb9Af6yJLuD+eX1cYp7XUXuANPcqxTf4jPcndd7HP9D9uxm91pY1a8oy9D3TTS/bHKsVU/iOl0OzftyJpZHch0+it3ipns2/UpTNQLwQT13jxuJ/9bo3dq9+26rF1oe8V97yvtT1ZvHtre8Kr+fSzXxx0oM3WDvgR75xz3M9f7Af0k61nC3JOEuS1qK+2BOHeQ2X1/q1I1/9W6oe0q/Vdp72NbE/fNPFNRf6LWaJjbb7FwpHo/TbK65ey7V+vL38sru4Ovyi7VD/wp86ybdO/oGvweRd6qH5Fe+NmglAWi9NNoOcfcz/jZCoX1+3C/qyee048yf6+CO3fhG22fUNq3c+Fhpi36kc9FvnOn7jncTz3xS13iCmSYIUg8Vdw9HujmLzx2m3vFbDn1whr43f1OruulP1l78B6u/H1cL9ibRwYXyN7eaqD+wVrSgy0lW9IHk0ITvBSa8EoIX2k1i5TCzEdFKdSR5eA5QQp18FKo49NKhdMlhTr+SCrpKYUjZowhpXBM27GCFOr4K6lESAplyv+PngoGAHLX36f8jZdCHbwUAkD0I2oHfF4KTfBSqIOXQj/sfERNRXgpNMFLoY7T7U4IUqjd5yt63sGoF/aHpFDm7zPF8PeZYuT1q//Qi2yv8Oo+VHhVfS952legu2wAwMhv1Lk0eSn0ww+30omqV3IIANHr1deKl0IA2HuOvp9fKqvTM/FSaIKXQp5zf9+Ac3+b5/9zzp4L/eMJ3OCeFEVt2IuoDepE4gHH/U3O/l42ZH8vG/kYdSliCW7w8oXS3iliniHmUjcApEYE/1GcLB3AydJi5nLDn+6VEo9mQeJRenoerwQRgGeCaNPDK4sVw/8Yt3YbRkrhrHXfekphj/bzFSmU00JeCHXohFBOC3VCyKeFbZZ0JqVQFkIdOadmVaSQTwtlIdQhCyGgl0IZPi3UCSGfFjJkOeTTQr9sa5O+r72XFEaWPHlRpPCsYUEGhk4Kq/cV+yd5SaEf/EihHzIqh36Q5ZBPCxk6OeR5dM4Sz/vxI4degqiTQwo+LfTLplpiX06dFBYfK36HZEHcO1wVH0oOAbMg8siC+NwGcU7Cl6ZP8SwzewliniGZBUEMq60eaGU5jNmhHg9kOZSR5dC547hw+ab3u3sLYo5YUhBLzHrLCuIVwpaS/wN4pYP55mwgZbDmqOc808GRnzQhZfC1Wa2808FDqWQ6+NqkiZ7p4Es1viZlcO8nZT3Twfqv/0y2PxJLT3z76JTnyGQwzEk1poIMnRTynJlN981KWFSITApLzkhVkkLh9tPKyZQUntsWSwohKyVTUphjXSZSCFk5mUoKV7wzlhTCHFtTPBNCLKL7bGXffp4UQr6UrOPW6J1CKVlH+RfpPoYbXi0klJJlpm74ViuGDFZWphLDuS1qC2VkGVZW5kvJMlX6rxLKyDKsrCwnhjyFI4+QYnj36sc908KHqtCJKispmygxjU5sA1GRQllZR3J581KBAPDyJHpQ0httnxBKyjKZtmQRysk6DvdLFkrKMmHnxXKyjtgtjlBSlsmWM0koJ+tY12u0WE6WOX4yVEo2YUvM6cKWki16Hij5vOc+fhJCihzhSaQUDljyqKcU5l57lpTCPV0vkFJYfugJlO28mpTCpIZVSCnMunhdhqWw0aJevsrFFBNneZcIvfAqHx/ufYZsvy33Ll9JIUWPhh09k0KvlDAs8axn+dgrJcz+G72ahh/8poQmvNJDX4TR58JepeWR3zyABbfQL7hXevjDrblw7Dz9ufCTHMbfqe+/x7gtMy1lurJyenms6VKyfXs7Wuqcs+cQ92Ixcp/McfTzGNThKXT8w3zC8NL0KZhcfYqx/ULpJGzv4eBkcf0E/EAwRezc6Stje2oEkHUvrQInSwdQtus/xvbEo1lwujR9zPGVIHpQu4Fdau9yYMXwOsZLChOLBP+ZGJpwO4Ym0MvSzdlXjWwfsORRZF9Pd2wJeJzX7Ol6AedOm39Iyg89gdQt9BrIOZbSB52si9eh5gqzvTaOXY3GsfT0HI0W9cJH95lXLHirXTusIgRh4qwGmDirAbLtowXgWH3vKVx2POA9TURGyLw4FpkXex/IKUrMTUHBX8zpVYnptIwlFgpDYiH6EFZ0mjn9AoC8D29C3ofNySkAoL7H3I5zimBJm2pY0ob+LpR/jS6NHrurCI7dRScmG0fQS/ONe2QCxj0ygdyHOnma9kJjnLm/Mnl9L2K+XoPUI/5W0vm3rDvnXTDa2ZlOBP+sXwiPNV1KCuL2doXQ53v9YDYAKD/sgKcczpv+IeZNN692UmRcJlIOASD/Z3T/wYSGZ0k5nN+xDimHgPdxeOvgKqQcAsDfPUeR7buaF8Cu5vpVfwAgYnM0Ijabnwdg5fByYEvJ1xmyDB6oL44G1IngH+3FUrMsg4UjxYO8LINdiogp24Al4jquOjGUD0J5/jkrXN7TVZwCRhbD8kPF0qAshrII7n9H/ZHIunhdaFsnhbwIhms+bo0WiX3EdFL4Vjv3gN9gnJpG8umgLIS5vxKFRSeEUU+J5cefKorpbvFvxGmIYnOJZaeCrXcLl2/6Rey/tHCHOP2GTgaT64nJYZFXxFHAG7uL1ykxV2zff7f4o6cTwiN3iv3+0iuE+8eKqaMsg4e6a6ZR4oQwX4w6qfThOe6XKe8KsY9V7Rnqes8/N3Zfy7hX1CX28n8jfk9uWCa+NxsGid/lcs+Iz+H51b8Jl7t83km4XKq/+piarxX7xU17obFwOfo78WSoyh/i9/TnN8XXLebrNcp9hOUSy5jbOxUTLnd6VKxYPBIjykfBTOLnQ5bCypHi6PZKY3soj6HYeHrg1m2L3GTvk89qKe0ftHNH2A+rq66rHtdH/HyWf3Onss/Hf7kr8TRrq9aHd3dxj3kTb5+mtA/s20W4fKCpeFKVe0GUcDl2h1gVaDJRLN2PnyBOP5Z4o1hOdjS/sKWkEeibxorraG9uIM5EcOsocT1q+bhf9FPx+LWjtSqN58uIz6PI1HDh8pJv7VrMBmwp2eKvbCzjJYUyfhJCioBDS+GerhcUKZSRpVDGTzrIS6GMVzrYaFEvRQp53mrXLvRPB0sGvUrGCQ/R6ZCMLIUyshQCwP6ZdEL1YHH9VEYmZCmUkaUQgJAaXq6UkKT+UTIlPDyniCCFOrwSxPKvJfhKECkudnooSyEAz/Twnhf1a56bkKVQRpZCANh/gR5FvfocfbxIL14pYp/vvw79MxH3YjEySfRKETv+0S7DKSKVIAJA505fCSlitj3i90p3rJa5GAkiT/GZ3nN5ytgE8eJjE8PrAEoID9QvSJaL/2g/jJTBwpFHSRnsUuRnUgazr48gDy5MCikZPHc6kpTB1C07SBnc/04pUgRrrjhKimA4AqQIsqTQJIIsKaRE0FQ+ZqkhVT6OeiqelMLi33TUSiGjYOvdSlLIs3BHBbJsnFzvJCmEG7vHaoWQZ//dmUkpPHJn/gwJ4f6xOUghPNS9BimD+WJOkTIoJ4YytWf8JSSGMnGv5FYSQ54blu1WEkOecs9sUhJDni6fd9Imhozma/dqxZAn+rvVSmLI8/ObNbSJISMsV05SDDs9+q1WDBkFM2UmS8iVIzNp00JGelJDGZYi8skhD0sR5eSQp/ybO4XUUKZZ26eF1FBm4u3TlNSQ50DTZCU15IndcUZJDXlYgignhzxOQE0NeTaNvVlJDXluHdWT/D0o+mm8NjVknC9zRkkMeWx6KPCvE0MrhtcwxUe8h3Kj6DOsrR3pFUCaN1xGtv96mB4osXN7XrI9dgPdv/DsnfrJXxklX6UHScROpFc0OFHP/EMGAEM2mA+UANBkUU+y/Zayu5E00HwgA4C9tel5v7z6FIYn0+3L36MHu9zyhzqpOE/9IuaRrgDww3j9RN6MfMv0EwUzzuX1ngMxaif9Pu5qTn+OvVLCCwfoaX0OfUGnb2ELzfPdAd5iCABhJ+l56I7dTn+O4uvTydjE2vSSeEPL3kq2n2ngPR9hzddXkO1/16A/6zv70/ex8Ml3yPajqfSglbaTnyHbMyKHAHBPNvq7cio1Gn2+pZem/PuREfRjWGaWPwDIO5dOAi9kpn2g7YsLyPZh3zYk20v3M4shAHy1k06RK39AH1M93mIUWE4PcolasxvfxpvT2P8QtpT8X8NLCk+MCSelMGZ78J+JL7bfjC+232zeAUB0d/OZGwCUHU//EAY8lsptWW4l2R5/Hz3CcusU+sfeKUbPcThoj9qXiMdLCrd3d0gpjDoaQOfHF+LxF/SrUwDA8Jc/xLtv0su+VfmrBdleuAc9evjnEbT45f+ULr0O+NK8ziwAnI+hPye7OtJpYmIF+uQjW61DZPsZj7ksd39yE9l+ais9KjrPXyexs8kN2NmElse4Z+n5EbPH0XJZagr9OnktA5nyHS2eb71Pn2DMHk1Pe7W6RWmyfcvkcmT7uHb057zVi3RXmZbL6amsMlc7ivjx5mlbdnYshU8/qYU/Hytv3OfnxHIY1Nu8LGFM2BkMazCTfBzN2tDrIZceSH9fw857zDHYTO0PK7SnmFNFAChSiQ4b7llJd+V5uLp+BSxGcq5UJOcyp5JRCcF/JuJrROLwzWZ7PHtLETQoQL/GFhqbGF5jFB/xXmhbJ4Ynxrg/wodXquvE8jLYoKeaFvIymCdGTfN4GYx7Xp30lpfB+LuyK+28DCbfrt4+L4N/tlRLb7wMlm2lnr3zMphnplrWkmVw8EKxk7csgyvjxHVlbynrDgjQSeH27u5JWuQG9cw+6qj7sW3XQxTCj4eKExEPf1k8633+RXG6h+RWYlK3qpo4r1vD28Uz/70fSJPyfiYKzz3PiGnQ+nqi6BxoLor2iL7ipN5vN24pXD5d0r2/iFOq1PBCWPYlVYp4ITxSUT2L4IUwVwf1s8QLYcRi9SSDF8KoSP0cbUwKs29WT77z/OX+gO9qKH7Wi81XU9RNHYKvR/nhB7T3lRrjfl5OlFdlNOt+t6/d1idU2X6+xneh7XKZ1bL84J0PhrbD71ePHf/b/Edoe2Cvrko7L4ajjtwptMlSGNgtJm+yFEZsFk+YZCm8MVx8P2Up/PB1cUlBWQoj4sTbz1xN7CZQoLN4eWdHcXBasbnuZ+u2T9S1mpe8WDO0/fJIddDZqVT3vZQTxBLzxM/avBni9/zxe8SEf8tbajeO/LNcuUuNUD+bxx93X79s89Q5Tx/p/4PbHq5WVebuc5Pd3WvV41yHuj+Ftn+uqh7nw/O7390vVqjdXMrPcsUt8xE1n4rk3PisOk4LmbieMXn+URPEqDXucfo/nB7axPC/AC+FOngp1EElhAAuaUIYyEQnhC3LrSQTwvj78pAJ4dYpZcmE0ClWGJQUDtrTiJTCW8ruFqRQBy+FOngp9EKWQhlZCmVkKVQey2d0CiZLoYwshV54pYab3qAfT671Yhn1cqSEVFLIS6EOKj2Mezb/ZU8PeSnUwUuhDq+0UMYpQs8BeL4MXU3Yk0IvIff0/+hVY86Xp2+fSg5lqAQRAJkgAsCwBjOFFHF7M7F7TbM2Twsp4sc/i3PClh54kkwRw84HyBQxsdkpMkVMTIkiU8QileLJFPFiJIgUVHoIgEwPAdj08F9gxfAagZLCE2PCSSnMaNk4uns4KYVlxyd5SmFGuBQlY1kKZWQplOHTwu3dHUUKWVoYdTQQ+scjp4VXA14l5fTAp4U6qPJxYoW8ZPlYJ4VHJrkicTlKx364nKVlPi1kUKXllO8KkKVlr7Jyz1zmgS7pxauEfCXY+aj4+fvzsfKhfwBQ+81fhfZBvTsIghgTpvaNpuQQACmHwKUvMXvhJYeUID5cvQkpiBktLx++mS4vWzlMH7aUfJVDCWGBCnRqcvZTtZTMaNBzGSmDeWISPRPC1Fi6E/T+2mqJgZF8eyKZEP7ZsgIphF4DMvL+ah7MMHjhNLL/4Mq44mQ6uG4v3Zcrdhndh4eSwo+HPkCmhc+/2J1MC1dVm0OmhQl16ClQci2g+xP2/5MerPPSs3Q/r/0tzB3Hy750nBTCIxUzkUlhrg6JpBTGdzJPexIVeZ4UwuybHVII5VKyTLH5x0KlZB3lhx8QSskyF7Kb27Y+Ea4VQ0a5zPvJxDD8/ngyMSyRiU7fOtRtT7ZvfpVevpFa2QMA+r6slrUZH77+Ptm3MCIui1JG5inQ+ahSRubhS8o6Tpemk8dnh5tXaOnzbWulrMwzb8aHSlmZ51Qluu/t0fbmmQiyzYsRyslKe/hZoZwsUy8fPQjn14Z0f9MvVswXyskymY+ECeVkmQv0Tw9unG4eZPQfKi3bUvL1RrVvBpJSGIigxYiSQiDjZePb5poFYu78SaQUJlVNIqVw3qxal0wKAX+DSkwcGVGMvG6pd+kRc/mmmqfzAIBavehRn5mf1PdPY9xMjECu/S19ML/UZPt1G9m+YJl5Kg+ALh+XypFASuGRCnS5qX0p+nX3Sgmj6I+cZ3q4twldet3a2jy6v9SUFHzd6i5ju9eglE0TbiHbn95JrG97GYg6Zk6Xe7xIl5Szeoz43/c4vTpKahZ6rsBDVehyyPA+jxvbMjpIJWYtLa3U8p+JzU7hz+NFze0pUcjSznwitfhgOczebhbH3a3oE9CMlpcz0ZNV4MRUc1eEBgWexvQtF686cj1ixfAaxEsK3yhN/8Am5zKfSCyuNg6Lq5nnobpt7ibcNncTfn9KP/Ht3PnmJeGAoBRSzJtVCxHEDDZniRP0pj1/RNOe5kRr8MJpymATnv0flML+D/Q/FEdGFPMlhYeqm1OhfFPXYMA67xLcF8erav/+4tam5PUupHp/nR/tu8jYlmsF/UOz9TlzyX50fB2Mjq9jbPeSwq21p5DtI0eNwtjy9A/pv6VLhV/I9pLP0dK4tWXwPfeSQyeVPoHfX8d/v7f0MH7CQzj09Y3kPm2WdiLbKTkMREYgEGkW19QEWq76DzQngi/3pB8XAOT+mk7oM83XS3nqEvr1Ljr/KJzzKaQcFp9zyJccmgTxyXHz8eQ48xykex8qiL0PmcX+wB3hOHCH+SS+RC7zh3Lj4XykHAIg5RCAUQ5btfkBu1sVIQWxzPjDKDP+sLG9dCu6enG6GN3PlpJDC00Ge39ZLibVvhlItvNCWLC0+oXKqBBSeCWEPHcO7yNclmWwdcU/hcvzZrlLUOmkkJJBAJ4yyCOnhbII5u0uLq3Hy2D8o2oayCeEshTK6SCTwirRO7VrJu9LplMlRmxUMk6eFX+seCnc80EsbpSmqOHTwkf7LsLcd+qHLgtCmOsG4IhYquaFsOPsbpjYUhx4QgkhkDEpHDmKXjmhVA6341HBV7di/6vu++mVEl4sIeRhcnhWHbAPwJXDQJj+5I7JYcEf1fInnxqWmumWIDOdDI4qZalho1n6uUmZHOZttEfb3mZpJ8yoZV4p5emdj+DDYp8b2wOREXDOiaXRjT2CQ0qZHIblFkUj75dBqWNyOPgtt28jL4VRx1Jw9gZRgBwuVMr9dRQSGomja3N871FvTCMiCThPTL+ok8OwJPd5FJ9zCDtauGXdvKu4gVLsbXbc9PDZYW55OWtYMk6nZhbk8KMubpqWZ81ZHL4lSpDDwl+pI86ZHOb/XZUlXg63HxE/mBsPi5Wl23LsCm3fs2gbfq5fUpDDpGnu65AraxKOnM4iyGHLEuoch0wOi8zSV2KYHG7urFaJmBxumaU/KWVymHWn+Nk4+X1+xNY9EJLD7O3VHxY+NWxbmv6u/x3pW5oAACAASURBVNewieFVQnqkUAclhcm5nIsqhaa0UEd6pFDmbM70J4TLWrplMSodBGgp9EoIS717zlg2zjd1jWfJuEr0TuGyLIVyakilhV5JYbpLyLn8CSqgSmHBvmLfnsslhRebfyOFPBlNDzMCVVYGQKaH6U0On3pQXIubSg5lmBT6hSopA3RyKKeGcloYIRUyis4390sEgiVmU5J4qEomMkWUE8SsYaIsUwkiAEESS08UB4T4SRCpFFFOEO9ZJH5/vRJEnlZtxD6MXuVlr/SQShAzmh7a0rKIHXxyhaGE8MimXEYhZImhSQiff6sLKYOB6ieMQtjhvnZkQvj7U5WNJWOWFppKxq0r/knKYEQiLYNZ4wPGhJBJoUkIB+1pZCwVMyk0yWD8o2YRBIJpoUkGqfLxqjPFyKTwzwRzqYelhiYxvLHHSaMUssTQWD4+cowsHVepZf587H8n+BqbpHDz+zcahbBW5+BAApMUdo1rTQrh/ldLkUnhuZqnjEnhB98Glyw0SaFTtaJRCGN2mr9rZ3MB53Lq+0yx5DBmu/7HvOCPR7Gxu1lCS808H0oMdTSatSy01JkMSw637tYPYphRawLe23u/to0lh7IY8mzqbO5nHJY72SiGLDU0lZHP3hAupIU8LDWk0sJz2c3v1fkstBQGIvTvU1hSspAayuRddcE4FIAliKdT9aL5UZcmOHyL/rVi6eGWjvoR5vl/T0GOPuY+09uP5EK5POZVgW7LsQs/1y+pbWPp4ZHT+ri1ZYlVmDXjPuNtF5m1G4Fo/XPe3DkPqlTfYrzullllcaK8XgZZehhbV98fO3v7RLT+2dzH/TpKD+2SeNciXilhwnazIU1+0FzyAYCe48z9dgBgUQ/z0lNjj91BXveFXOYvVeWf6fuN+odeMiuFqP61fdQ8ig4AGsWaU7qu/eilssKJNVgBIOtOc8dHZ9MOYxtAi+FXx+llyigxBICjSeYfwLal6LnpfmpqTn63PkGPeKTEEABONjEfkxb+Q7+Pq5PNqcS78XpRYXiJ4ZOdFhrbvqlIT1OzbWgNYxslhgBwsjTdmT7bTnPqe7KceSk8LzEEgP11zCceJ2+mE6BbS5ql4kx3Q708DUoMASD/b+bXLFIzITpPcnZzKnYhin4vKDEEgIKL0y+GjF0PmZ9z3r/pJQ07vzuPbH9ntHmFozP56ONXuZrmY1RkGP24zjxG9zjbM8b8+Qr8RlcfbvzCLKXZJtPTNf21mh44VKCUOYHsXnwped3rRA7tqORrjQY3vUi2U1I4+H56CbKhdczTlczsPoyUQvpwTEuhF+PumG5sSyqUgqRC5ns/X44etEJJoReL3qPXLk24hSjNjKdLpfu7+C+7y/w1sBrZ/gkxGCPfcLpM9/G22/7VYwKA7OYTeQDAqj3m0cHjV83H3gtmyZ50gp7bz4vII+bhij88N5S87uZJ5tebagOAGk/Q68dWrWZ+0Zre8zt53RzrzD/M25p7LCzrQYkZ5ray759FUm/zCUK3z78kb7txzX9/rEjMT8tIv9fMD7xyl3/I68bu9DrKmRk4jx4ARTlWvn70seKVvxr/m4cEAIg+SDvA2m3m72RS11xI6mqWfK95QSmcO+mJ+OP6mO838akcWL3XPFrfOU8/5/OzzDNzjN5hrloB3r/P1zs2MbzMsA9cwlD14Te+cW1oe/JS9YPLhDBvuDpRKS+Du1uofYhmdg+uXJBHc+TiD5MTNGnhn83d5aw++VE9MDZr6pZ8tj2jShQvhL0niAvE8zKY+bB6XV4In7pJXJz9rmxuapUjTE1NXmjpzm92qqiaVPJC+EDP3ko7L4RF54uTt/JCuKOWen7FC+GonuIEvkPudUt7FT7fq1wXcKUw0Ec96+WFsO5KtZTHS2H9D38W2nghLPCCOofa7kfcg+m57OpnlElhyY76xJCXwlI9xGXRxq9y+04VzqT2+eGlsGrULqHt0eXu56Z6sZ3KdRN6uj8g8XerqQ0vhTNOVlTaR66oG9ou0+EvpZ2JYfhRtQ9d/dp/h7aXT1FHabK+USv/Uud246Vw0TQ1keS/rsdvUr+7zjn3x7HsJHVKnQqT3ffp+xliP6rc/7hp4fY2ylVR9n33O5VlpNjl4IkC7gTPYx7RC03ZqcH+pl/+qo6yf66um9zOHKSeyJ7L6j6vbAfE5/3MCHfy5yGvqA/8pt7ucXT1OHVarqhjwfT2ZDFD+f6ntKTqgpry8uuCv9WstdK+5wH3s5cquW2l+u57cXCIWp7d19L9Pr5WTZXuIePcxNDRuG3UMff7ekxalvp8fve2K5VUjzkXuruPO8tYsQ/i0deLhbaj16rXTTnqyt/+OSWU9lMJ7rQ52TarJzKJJdz3t/wwtf/j1kHB61cuvE9pW/mn+53SdbvK/Wfw2BzRSk0mexZ3l/VL0WRkMx8JlsG/Xfem0naNYBPDawHTWUjjG9eSUjj4/tlkSuhXCnV4nTvzUijTrGknQQplxt0x3bcU6qCk0AteCnVQKWHCLeFXLCUE6KSQSgkBOimUU8L4of4HCgBiUrhtotr/0Csp5JFTw/QkhSt2FvO9rx94KdTBp4UpOUWZ5qUQUJNDvsM8lRoCQP126fuMe8FLoRdycshLIYB0J4dMCoH0J4e8FAJ0ekglhwCdHnomh5non8eMpodUguiVHgboirZCxAH3u06lhwCU9DDn/3aGts9UKkwmiAVbbEfBFuZlthLL0PO8UgmiLj2sepv7naISxPOz8ikJ4qgd94a2w5GKcOi7e/wX00MrhlcAPi3khVCHLIR8Wji0TkPPsvG/lcI/m5cjpVAHnxZSZWMgfVIoc1e2TUJaKJMRKcwoXlLIp4Uyfw2slm4p/L7qxNC2V/nYCz4tlMlo+Ti9rDxL963k4dNCACjwi5juyiXkNrHrQ9vpkcKLQXrkUBYLuaTMp4UAyJVVZPi00C+Xqqzc+uUF6X4sPLwc8mkhw0sOSUHMoBxmhIzI4Q0bg/9MpFcOZXg5DM/pfxYDICiHlCB6yaFXeZkXxITbRNmjyssABDls/TndF/p6xpaSLzHy2UbC0AApg5OX1iLTwbzhp4wyuLvFjaQIAkBOj47GnYnlrT75cSaZEG57JpwUwt4TuhiFMPPhcFIGn7ppOSmDOcLOkkI4b+54YxsA3DaxD9l+b0NzH7IdtcJIIRzVczQphBU+32sUQlZKppLC1m16GNsAIKGPud9dgRfOk0J4LnuAlMKSHTcZpZCVkk1iWDhTNjIprBq1Syghy1QvtlORQp4ZX3i854vU7gMMVk42iWH40QglLeRZPqWKcXoNVlKm+hZ+P9k80AUATpQxy0zZSSfJtPD7GdVJMdzeRk0MGaykzJeSecY80lhIC2W+/LWqUEaWmTmooZIY8rzUnz7hXHDUvIoLKyuzUrLMyWLhbhlZx4VUoZQs81az1kIpWabig3SCu2oXPZ1LlpXmgWZOilhKljlWTiwny1QquVcoJwv3O/aIUE6WiV67Vygny+yfU0IoJytcoOU7Igc9uKpy4X1CSZknEBEIlZO1t93qoFBSlklBWKikzLiGSsu2lHytQElhmah4Ugqn1rvHMyGk6PfwU2Q7JYUASClMfuMUKYWdFnbM0OASSgoB75QwI1RvQKe6GUkJAbp0nKX1ac/ycUbIPdU8cg/IWFK49YNCZFroVT6mpBBQk8KLyeZJ1ci0UC4py1BzrlWttsVzwElG8EoO67ahR1xSA1KSeuc1SiGQ8QEpNfteutelcpd/kGuteeDTpS4tb/jaPP1TRvEqLVPpIeA9OCVqn9qvnXGmUmHseNm8PB5VWgYAZKJH7C+rOYZs90oQj1Q2C/P5Wfkw7K2WxnZTefl6x4rhJUROC++cbS5p6Aab8EzoRC+HhjD6rez38FOY8KU+QUlN+2di1o8zMOtH869F8hun8L+SXxnbZyfQk4eWezGObE85RfeFe6tFW7L9xMtm6bz35Wdx78vPGtu9pDBrOF2SS6FXA0P7xT/TO3jw8AvPke3hv5off6W86goKPIWWJiJn3Glje9aDdPr80e1TyPZ359Cf6dhsHguiZoA6mkE7PN3v+And7zAnCUXneUxPc85c1t+fmB3LDxUnr19gJv2dyAhhDl1s2VOPHun88qgnyPbMRFViU/tS+PqxmuT1733aLK7vbqtvbAOA71eqA4vSw5Fb6Cl2nh3SjWzXDQrhoeRwYvWpmFh9qrG98JfxxjYA6DCA7rLRrirdhzUlzpz0AkDxQWa7LLT0PCmHQ+75FEPu+dTYXqbbnyjT7U9t2x0LnvWUw20txpLteZboB/kxXp9iXmO+3eeLhcv/hT6HtpR8CeA/OI3numfXCRdilH15IdSlhbwQRu6UJvaVZPDtn+YIl+WEUBZDWQa7SokhL4OPNVUTueQ33LNInRjyQvjDHzcp7bwQbh6rjmbjhXBqPXXeRl4IA+HqDzUvhN/frIotL4SJRcTry0IYHS4mRLIQLpoulv5kISw6S1yGjBfCMb0eUx5b9Mqdoe0pq9RJzHkhzBqvyikvhAfnqfN98VK46gv1vSm01E1WjpZXy0C8FO7XrIbAS2HRTKKY15vcV7j8fIvPhMsfbhFPkk4miiW0HD+Jl3OvEkfjHn/dfTxfV1J/aHkpPHVEfW68EI7+/V6lnZfCCq+p4r39lNtHKjZSLYPtT3Tlo0ZedX659fe58ynGty6vtCdz7nI2n2giFW4W5x0sGyOOxpSlcNUL4o+5LIUl5oiv7QFuxPegnlOUx/ZrYhn3ccrDchEUQ0ajT9TkcefZ3KHtnz5UTyijmrvP5/mS6rrfzy52VxSpW3W90r6nh3ucOV1YnakgOdY9puZaI/ZVPXSHKI3D+4my0n1cd+GynOLJk3JXaCSmyt0LuJ+7jivU6k2ZV9wy997G6oTWPTq5x4lJbzdR2hs85x5zpq1UuyqU6eh2jQgvrx4zCkxyRwXveFntf76vlnu8Lj5I7Xrz1FpXLPv93Fy8705ikrx5jDhQ7veGw4XLd/0qCvrme8RFDUrOEefTLTfCfeyHa6vp6OmC7nf6f0/MUtoH/NIstF1+mPuduMrLyraUfLXReO6vghTKTF5ai0wJJ3RqSqeEPhJC4fYyIIU6eCnUcSlTwrdatCVTwhMvJ11TKWG39z8RLvNSqCMjKSHgLymkyEhSKEuhjCyFMrIUetFoLd09IiaXOREFQKaGALDhlUrCZV4KdfBSqIOXQh3J9NUVNp2iO9tXGUrPv7i9hbksnZHkEECGkkMg4+lh1r3iMYKXQj9c6fSQShA7DJhPJoiXMj0EQKaHAJT0cPMEcUojOT28Y4F4vM5IgphnyV4yQXx9SisyQYzrE4u4Pv4Hel2L2MTwIjJ6Y21jW8KFGFIEB98/mxTByJ0JpAy+/dMcsg8hE0NTyZiJoUkIWWJoEkKWGJqEkCWGJiFkiaFJCFliaBLCQLhDyuD3N88gZTCxiEMKYXT4eVIIF02vQQph0Vl7yLLxmF6PkUI4ZdUXpBBmjU8mhfDgvFKkELLU0CSFLDU0SSFLDU1SyFJDkxg+3+IzUgpPJkaTUph71UkhKZT5utJUsnx86khWUgJH/34vWT6u8NpaUgpjI8+SUlgj7w5SCuNblyel8Gy+FCUt5Ckbc5AsIa96oYqxhMxSwwOa+SEBNznk00IelhzyaSEPSw75tFDmpw+rC2mhzPMlFwlpoUzdquuFtFDmdOEspBjmWnNCSQx5hvcboySGPIFwNTHkqdBok5AYynRc0V5IDGX2Ni4gJIY8LD3kE0Melh7yiSEPSw/5xJCHpYd8YsjD0kM+MeRh6aGcGjJYeiinhjx3/dpNSQ15Ss7pKqSGModrFxZSQ5n/PTFLSA1ldj3Vz9h2BbGJ4ZXGq9/B5ehDSHEx+hFSKeHshOpkSljuxTgyJUw5FZHhlJCCkkIg4ynh9cClTAoBOi3MaFJISSHgr08hhVefQq+kkOpzCCDDfQ6jDtKjDzKSHFKpIXDpk8PrgYykhwDI9BCg+x/6SQ+pBDElbiuZIBYftJFMEHe8XOWS9T9kXMk+iMD11+/QiuFFoGazd8my8ejN95DX39KU/lBHbqdHjqbGm8+kAeCD+fS0HffOfZ5s/+iE2s9JYEQesjnuGP2jdD3wQx96ubW4vgXJ9l2t6F+OO76mxTZy2yGyPWq2R4kyJx3AP92PXse18GR6wELnmx4k2y8socWq7wsfk+0Wmu3f0+Ip95GVoaZhAcyrnzA230dMVwLgo+GNyPZ8P5jTHgAY+5jap47ng8JLyPYOb39Otp97lz5pGlxV7Yt6vbF2bCWyfWSLyWR7v2XNyfYzTehlOsccpdsbbDTP2AEAh+rQczcm56JHIGdfYz7GxfWJRc1m75LXv5awpeQMUrPZu2j95tfK33kZTNyjnnHzMtjg8Q5KuyCDmdQ0QJDBcmqJhJfBCE3YwcvgqsfUiJ6XwS/2GaZj4YSw9CsblGZeCGMfS1DaT9zv3sf+uuqXsuxYLgXUTBVx/m23c/jpc+qX9sx37oS8kaf0H5ecU/4AABT8Te2IDgCbhwX7Kd3ZXz+NRr88y0LbtT98QWlPutEVvsH11MFF/Ze75Ylyz+9R2uMGuT/oBZaqr8ENy9zrpBxQTxBONHenXCndS32Plv/s9sMq8bna367VlG9D21P66H98wy4EX9vXx+pPQN6sXDu0vaOPOtAlghvfkKm2uiRW/3LuY3hnqFoujNntDgw601stt0V94E7Ae7Sz+gOfc7y7PF/Dd35U2itEuVIytJeaWifldQdZ5GynlnNTXnM/h2cGnFDa9x9ypb1cb3UwyuHp7vfs9HK13Jpjq/vdydltl9LOS2HDpmoyxEvhmXzq9yTipHsAiTD4UYEfjwIAbp6uT47W3uuKZaCwOnDicA33Pbq3m9q3cENTd0WnE2PVQS3ZBriJ8qZOqoRubPJhaLuJprrScvp3oe3Rb6slw5i27mfg+Kfq9Cj5PnGf9+7O+hPpyk2C37/VX1bQtjdrtRQAcG82fTrcYb47ALDsaPW7nnCXO/1Tx35qQhjluJNKb0tWT9bLRB0IbU8rX0xpP9bu9tB2pa5qhaV5bjfV6z1HX8E6V8D9rg65S00JP+jrLvsXPV9NCe9c7VYGuuVU29ttcQfyfVtOnTj9thfdfqF5f1RTwk3cFFiZj6jHW/7zf+IWdZLuwgvC8es8Omi5jNhS8pXAdIaQ0YTwmiAdUqiDl0IdghRq4KVQBy+FJpgUmmBSaIKXQh28FOrgpVAHL4U6eCnUwUuhDl4KAWD7I+IPKi+FAPDEMPXHhkkhAPyvqzpynZdCHRHq8r4CvBTq4KVQBy+FOngpBIAFfesIl3kpBIAX3hfn6uSlEACOThMnKealEACi3xaTN14KAWDjSPo9z1pDPcES7n8MvWLMgs/oZDD6IP1bcl5d4jokhQDwT1t1tCovhQDg7BXLnrwUAsBPY+iBa9m70qXpshPoAUXzv6CTre4D6HQ8R3M6vSwyni77V26sHi95fkr0qNAA2NSdPr5OHEInqCUz01WmdnE7yXZdevhpgpvoeaWH1wL/NkG8HpJDK4b/Evbmy2nhxSgbU6Xj1PiDZOn4g/njydLxvXOfJ0vHH50oT5eOR+TJcOn4Skthzil/kFK4eVhFUgr75Vl23UmhjCyFMmEXAoIU6rgSUhg90hUtnRTyIihL4dUCL4d8Wsjg5ZBPCxlXQg55/mlbTiuIPLIcylwPckgJYuXGG0hB/CmxvKcgXo1yyDOyxWRSEPsta06Wl880uY0sL485ehtZXm6wsSFZXj5Up/BFLy/vbRg87l/rcmhLyf8C/k1v/ebXpAwm7oklZbDB4x08+xAiUzjdj7BcCVIGIxy6H+Gqx4aTMvjFvsqeMlj6lQ2kEMY+lkAK4f66qbQQZgojhfD0uUhSCFkpmRLCgr9lIYXwzv6/k0JY+8MXSCEcXG82KYTlnt/jKYQFloaRUphy4CAphaV7bSClsMTnp0kpnNKniacQvj52PCmFO/rcREphptpHSCl8Z+jjZFJ4pvdxMilk5WRKDBu+86OSFvIM7dVWSQt5crbbraSFwmMccEJJC3lYSVknhozTy3NrxTD0GLrtIvsWNmy6nOxbeCZfQCgjy0Qkimmhjpunb1QSQ55A4QJKYshzb7cVQhlZ5sTYTEIZWWZTp6xCGVlHk4efEkrJMqPfbiaUkmWOf1pIKCXL7O5cPlRG1rH6ywqhMrIOVlrmS8kyZUcfFErJMh37zRdKyTLbkvMJpWSZaeWLCaVkmUpd1wqlZB295zwllJJlhtz1qVBKlome/6dQSpbplvNPoZQs8225BUIpWUfeH/cK5WSZzEfCjN0pgGB5ufACt+vXFS4r21Ly5UI+E7jkA0sOJ1z1g0sef28BKYXLbv7siqeE2Xckk1I4dPuvl7x0PLUe/VnZ3Fc/nQfPpU4Ke834hGxPeppYSzaNjCaF+QfQ7Udvps/i+dRQR87x2TzTQkoKAWDM6JFk+3sl5pLtcklZZuPI4qQUAvq0kGdzPP2dWDb0DrI9o8khAKx65layPdd4s4wAlz45BIC2M8xrNwNAvxfppe4uRml53izzqPyfEsvj6Yldje3A5UkPA4QtrB1bCSOb0TNrXO2DU4CLP0DlWk0OrRimA/lNPpOLfvlSUuj2eu3Naw8DQIvF9ASvAHC2ltqZn6f9c/RkyIV+pj/oHbN7LLJ5EWj2ymKyPWyYeYF2xnPdaKHJKBGnPeabAPDZg+9f0sdQ9SZ6zdH7vo1D8xfV1SAYiYXCEHX4X59E+qL4oI0osMj8mdryUkWcyW9OHAt/pw4+4en/nXldU8bOR8Kwq7H5ee5+MAy7HzR/N/e3S8azf5mThxKZ6JSMMWLqaGNb0oATKJDXLNllCh9Erixmqck9MAzZ47wl/UJFWoyyHDC/V4k3puJsbnN7zK5UHLuFlvCMMnLAhxj4o35+PgCI61MAm5/0kPyfLt066gCQGvD+TiWe95j1PoMUqEDPSgAAq04XI9tnVKHL/xeDLNnpZS67DKFL+LM/r0227zqSk2yv3XMFavekf1ezlKJDiJNV6amxzuQUjy3XohzaUrJP2Jsry+C5RuLBWZbBf6qLndUBUQijN6lnarwQzqqspkiyDE4cP0LZhxfC+DvVAxcvhE3fVGWCF8JGnXsq7UAwKWRM26We2S+72V3qrGbvLko7L4SL2qolLVkIk1PE0l37wr8Jl98bI/6Y5/lHXI4sfOka5T6GbhenGerW9xnhsiyEc8eKr/XeC+Jjarqwl3C5/DvqpNJxg8QkKOyQ+KORkk28T1kIz7QS97/vWzWR+PRNcVWIxELi5/JsHvHrM6LZR8LlwxfEkfSjt4mJRraRauIlz2UWX1+8zy0viWll9AHxcylL4ROfq+VkXgyLfq3K+s5H3Pss+qV6iOCFsMhCVXrk5f2GV1NPOHgxbP+qeuL10avDQtvPtFcnPU6SRibHa0rKZQq7x4UjSeoo29wD3edxorx6/YSH3R/gTOvV62ffJj73pPzie5V4o9gelSC2x+wS229Yo0rqhVxiiTdijfg5zrlQfP83fiRWFUYOEEvAb9V5WLgc10cd3VzmI7HOt+U5McHZcK9YXZmbKJZfz0vr2MWEqUsajt5dW7gsi2H0Y2IkHvmF+BiyRYifMXmUsq6sPHe2+P07m0d8/WUxPDdbTBDv7CmWeatk3ancx6yq7lyKbVapgcCIIe7xVTdZd66/3c9A73mfqTsAeG7No6HtpBNqF4A3arrTBo3rp3a7OVzZPd62fGSJ0j57s7iCStFc4klcpRzi8XjJKPV3K7mJ+zyStqrHudTcYjk8dqV4PM6UJB53oo8GX6wrUFa2peRLiUkKZfwkhFRK2GLxCs+U0E9CeLFTwq/HjxIuP/7eAkEKdfBSqENOCetPF6fR8JMSppeUWrcIl2UpvBikNzWUpVBGlxJGz0rfZNuyFMrIUigjS6EOryWyZCmU8UoKAe+0kJdCAEpqKKeEVGpoQk4Lp776nnCZl0KATg1N8FIIQEkOeSkE4JkceqWGAJ0cAiCTQwC+ksPzt5hXHgGAck/SJVcqOdQhSyHgnR5GeM1ELeEnLUwvcllZlsKLgZwe8lIIeKeHVFkZAEY2a6qUlnkpBC5OenipE8QspU5ctATxWkoObWLoQZXOw8j2Mw/QHab+qT6dlMHoTQdJGWSJISWEE8ePIGUw/k6HlEGWGFJl40ade5IyyBJDSghr9u5Clo0Xta1BCiFLDOWkkOe9MY8pSSFP+NI1nkLY62l9QsoY8cEHZHvThb20SSEjblAeTyFMyZbyf/bOPM6n6v/jr5kxw9h3YoyxL0USSRIVUpKUsmaJknZZypKoJFRaZE2ISkUoIkVll2wpjTX7MsZYxjKMmfn9cTtzz/p+31nq+2t5PR49+nzcM5/t3nvO87ze7/M+ZOj4QvucVqdQ6LPhzUggFI4hBYXHL+cnoVC4hhQUHmkWSkJh5NEQEgqFa0hBYdkFKQYUKse/SCMhMPqrVMMp1DX/enrnhC5D+xhQqOvh2I7k8SNxBQ0olHXifB4DCmWdrlZQcQp1CedQdwtlnS8ZariFsnLFhxpuoSzhHOpuoazwLXsMt1CWcA51x1DWK7fcbXUMhSpPPWsFQ6FtN08y3EJduULoUkjj9jdmwbBAhLsvAoBdiyqQx+9t/wMJhknFUskwsnAOdcdQVu08ew0wlNVpY6ziFuoS7qHsGOp6as7nBhjKEu6h7BjqmvjsvYpjqKtd6+8Nx1BW2SIJhmOo6/t3rlccQ+Nz7ipgOIa6Cq+gi/1vnPwMeTwb9Z9j+GeoXsfX+UaMsppHmNToqj89j3D6u3ewuYRBHMKMuoS6OJdwTMVPSSgEzPCxrj/DJdRFQSHAu4RAsHxCSpxLmOt4SJadwrNPnc6yU3guir42p7VunmGnUBeVbwhkgr9npgAAIABJREFUzjnUxUFhEFFQCJhOoa4gziEFhQAw+rHJ5PEgziEFhUAw55CCQoB3D/+KvMNHo7/P8mtwohalAECu4/Q1EdHuGEKTaQ8lq7mHaaHBHERKuQtcQLVX6f7/z84/BJDl/MMgyg6u+LP1HxgSSs7jHlDeHzwG7w92b+oNAGU6uPeXBIC9rd2zn6BK7k0nwud9lN4DMoiaP/0UeXza0LtwQ2/3qrkpp0tiyml6dj7u62bk8VfL0dAJADMO0fXZ9rQJx90L3d/l4W2d8PC2TuRrtBtNr2A8lEKvNgWAKu/Sqxi/b0tvrxdEzTu49z4FgHwH6AH+i4RrcE0x+to5eZre5qxpoV/xUitztxeh1By86b/r+ZzIUcztgs26cyw+uY2GiLy76fts8u3vsZ+DU/dB9JaFQbRjG70i8nw0vWfxnK8+wOaGbrAruDg3UiJ4E2H8XVOcx3a3m4C1o2n39NOZ9PlIzpsDB4dXIts8M/Qx8nj1cHoCGES3RJq7xMgaHns7+xppb9Arvx8stYI8fi76Ms5Fu1dWj+zxPkZ1p1fzFuhGV3QAgLVv0NUKUM5dEggAimw9iyJb3XVaGjy2HlXe30m+xpirs75A8GIROtRfriidksLtGQ4Axd+iJzYFfqQn9iWWHiK3cEzO/ecuAMwO/RdKtkgQvQ0MdRhsv0Hdzk6HwUsNTbdPBsKht5qzoFkN/RIPF2rbi9UqQPieWdZCBsLzb5t1mRJLqYPlioGq46HDYOeXvjReY9pQdX/U1WPUAUOHwdMp5rZzOhBWrq1uKaYD4eYkc/DUgTDtZfX32NMmXHk+r4VZakQGwlzvmnXVZCC8PtLu5slQOO7WpmaDEP962v6YeU50IHx6n5ps/0ZZ1SWZfaam8RpHLqlguvgj9bfRgXDQ8GnGa3yRoJYY2XRc/c11ILypvDkBalro1/THz883HT8dCqtMMd2CXc/7HfDl42ZnPetOP6Tf9msTJHQgPFdWHVR0IOy13gz1VnxJDTG/vlB1WbsNMsNCU4arfcTII7cpz3efNre1O7JLvWYrV1eh/MIb6vWSe7+ZwjLnqw/SH9daYUYqCi7277+wS2b3OewlFQh7fWFu1bm7nX+PX9/PnAwuelXtR+7vpJ6X5LzqOYkaZMLEzgnqIpQ3hqqgqUPhtXNNKC9aQZ0wnzipOogrb1LzppddMPvZ17c3SX88qOoi4/g7T/k190KesYdze8f4UZL3Dzc0jm/51X/fPPvNCczIHioU9p+ibjUXM03ti05PNfvYyzNUeL3+mZ+U59u7aAscfzdLYqVVV13eEzXU37PBY2qoevuDJvj3nqOWcOq9RQ1Plx2gnteOX35vvMbzS/xwdM4T5lax5RrtTX/8e7y5/3ql4mp5uCr5TJd+Ux+//4t7ypyUhi1Rx4fT16l9RLWh6nscu9Xs68P/WKCy7kM62pdF/RdK/iuUHQ4h5xLKUGhTcu+EDLuEuZ9UZy86FAbRB8+3VJ7rUBhEBcLUmW1mXMJaudTvFsQl5JRRl3DtBTMUxjqFIeo9yrmGQdQm/8/Kcx0KddlcwuGDuirPdSjUxbmEgAqFAAzXMKhTKItyDQGwriEA5NlnDiSyxtel69UBQJ8W3dg2snQotEmHQl06FNokQ6FNMhQCyJRzKEMhANY5BHj3UHcOdSgEePdwQ2u1X9ahMDOSoRDg3UObcyhDIRDMPeSUUfdQh0Ig4+6hDoVBpLuHOhQG0YctGyvPZSgEgrmHWXUQi78VmS0O4t9N/4GhJlf8P6tQGEQ2KIzc6Ic7ggAhFzoOAoVBQsecsho6DqI/CwqTHvPdKy50DNih8NGl0qAQwg/CtvDxm5JDqLuFQcWFlLNDy/f4joMOhUG1vbs/C9eh0CbZLRSS4ZALH7skw6HuFmaXKhTwt7TjoNAlOaxsg0IqpCwkw6HuFgaVDIe6W/hnKLMh5CKF/DCo7hYCfFgZUOFQdguFuLAyoMKh7BYK/RlwmCkFCC1zyo7Qsg6Hui4WSflLwsucMguH/1/zDf8LJUvST9LEEWZ9QF39q9DJwTveqEUerzqUXmQAAGdm5COP543gB7Bjs+n9UwEgTxx9g6WG8YDTfSgNMCO+ups8/vm9/G/eZzddIX93bCn2NYqXozuLyPBktC39E9mmTARfYmVcExqAJy7/iDxOZwJ6eifeDFHJWjWS3uECAGr0MWs8ylq2y71qUeila+ezbQYtdG95BQBhpehBbWY9HmC6j6MnNm8+MpF9jdfvcq+gBICEWu5t3IQqP+7eBg0AVm5gdhwCUGYx3c0tmkCvkAeAxoPo3+Pl5+kcy2a56VWYAHAyhYeR1o/Qn+NCER7mFw+nB9Lbfu7Cvsb8GvSiqxabzRC6rPzj6VxPAHjmbdp9fmlEF8TXofvbsc1oFxgAxjVsTB4/cUsM+xq2GpSy0iLpCXbVCfRCOAC4owDdv7x5B282xD5hpmAYn+UqemeoHKF8j3p+KD1+nKiWizxe6is+rz+hvvoef1JI+b9QclalQ2HeA/TMdP2FGKy/EEO2OTufDwFxGrLOvWes0On36Nndqffp47U6b0WtzlvJNq+MmohXR7hDR7cNXI7bBi4nX2PEgtbk8SB64vEn2Ta1atCwHX6Svuwjw/mBcEFcTYw/eDPZ5t16N5DHtw3M+ky1y8P8oof8uxLJ40mF6P5jd/9qKDuJ/s0qDzqJGc3pLf/efoGGwqqjfiePA8DCM/RE64GZ/PXxxDSz2LqsR+bQK1YvFcuDvIfc+84CwIevvIYXStFuc3RlehVytRH0IAcAraPc+9cCwFVL6a3UAOCtZvRWYXU3ukuVAECL61qgU316svbUweaIHrydbJN0Dw0ocTfwNQbbld3AtuF0a9QO8nh8TRqUIg8kYnxrHnSK/kSnNryy6w7yeJFQvj7lqcpZH+JvnELvgbyjXTR2tIt2Ht8y6BqMeLwr+RoJdYshoS7tnnPpJKUq0dvLAkBKNxrqgiixAf05Lu8/hMv76fBxYrR6Xv6/OYf/OYZQT4oOhK/PVGFIh8HPaplOnAyEh3fbL/ZKj/v79oYVNWdCMhD23WF2uikfqGGLAj3MQUQHwov51YtRh8Gdr6kV+AEPCGU9N8AcaGQgjIoww90KEIbaT1ulGX4y/ch5ZqhEB8KI3keU5/m0ENPmrWZejA6EhWqbHYkOhbpruCBOXfDRK+o74zVkIAzJZ5bN0IFwRXMzTaFHhVuU55N2L1Oe60BY5xXT3dz6kHo+z1Q0nWcdCus+uFl5vru/6mrte9iccVce5IfeH1hsTg50IDxmYRkZCne+aQJz+2rqgN8i/2ajjQ6FEWfU75aijQnvdDWdQx0KK003r+dLxfw8y7OlzZplH77iF7Iddtgc3PcnqmUz9u8wv68OhWevURcA5Vqg7vs996C5D7gOhUWXmeGuYiv8++ipJWZJqkGx6mRufW0z/NfiOh8sZ675zDj+1MHmyvP9L6vu88mH1LBkrs/NYtk6FG5sYUYWpp5WF/rN2qfWtLuhpDrxeLbY98ZrvCG570sPVjaOA8ClVf6ihqI/m5PIyAPqRKzX3C+U5y+NUF1Nm3NYqny88nxgRXOSoYPhSw1UwN/9iNoHFtxh3rtFfvCvs9SC9shUg4/8e21ld3M/4tBT/ueoPGu/cXzLIDVFasDYaUabIS+oLm3h9WrfvOtFNbfZthhNB8P8OU1zJ6S7f7+GTTWP717s/2ZXrLWbQ3t7+GNYvlXm5yg+YZ3yPEe0ahDta6vey/n2++clm53D/xzDrCrvgaRALiGls/NLsy5hpcd/VKDQJt0lfK2y2dlyCuISGp+trxr60qFQV6ZcwlTzWpWh0KYgLqEu3TW0uYQnN6rQzjmFOhTapLuEaYl8Lo4uHQqD6KeBakK5DoW6kgqFBHIKOclQCIB1DW3SncJKT9NOGmA6h5xTqEOhTZxTCKhQCMBwDmUoBMC6hgDvHAJA3k10eEp3DoM4hTIUArxzaJMMhQBY5xBAIOeQcw9rL1S3rtShMIhGHm9MHrc5hzIUArx7CIB1D3XnUIdCwHQPg7iFujj3MPSUGVmQoRDIunsIwHAPdSgEkGX30CYZCgHePTxyfS4cuZ5uk9jgQiAHkXyN6FDDQfxf6//Xp/kfqF7H11kgBHgoDKIgQMiFjlM+KG64hbo4KAwiDgqDiAsdV5pxxgqFz97tl2RwQeGlMf6uB7pbmBn9GVCoa9vAEtbwccPFvvvngsKHpX8PEj7OqlxQKIeUdSi0yRY+LiHdBq7wsQyHuluYXZJDyi4o3NnFd/d0KAwqGQ51t1BIhsMgIeTMKP4WPxdZh0IhGQ51txDgw8qACoe6WyjEwWF2SA4r626hkAyHb1hydW+N2pHl0DKQcTjMjJ5f5Tu+ulsoJMOh7BYKhZ5KtAKiLA4Og4gLLQcRB4dnLubCmYs02KV0yxUIELMqDg4BDxD/v4SU/9Wh5FtvGs62aTeZBrWp+2gYAIA8t9O5U8N204scAKD3YLpkA8BXnweAao/Tq0a7FadLKnyXSDtRADBjCb+3Z6UP+Qry56Po3QuK9Kd/11+XVySPA0CpevQuJQCQJ5zOJ0u9l1/889sIeusrAKjyGJ2gffHWq8njB5qEoeLHdKceV5dPnC8cy3+fnPv4hTcn67m3LAOAQt/T56/O13wS96wveIcy7BLtjCbn47uSsl/Rv8nE6fwe2d2302WRACBPN/pau3yIv153Tq/Ntqk2jK5wEPc2va1X8Ud4x6rIZ/S1CABbjvF52GeO0ovvqk44i6Yz6R0r9l+kd70Iskfyok/oKggAUGYh/bvGX8cvWoq4n3eQX2eiSF1n0Nt6VpjMr8Ku/9Vuts3qe/nx4EIFs56gcrwIDcUJLfmFTcUL8pGZAo/yC0/2tqUXnly8incqKzzwM3n8UD9+MeC2Edky+f8vlJwZnapM1yc62ofupIvk4C/GSgXphNiDz9VH98n0TfzrRb7zLDiPvhiLrDqCIqvsLoHQod58varb89PwsrYLvTgg/x7vP0pFxh1GkXH0AHikE+8SppbPeLhB1/5j9ICS1i4VIeG0Y3D/ql/wwk30it2Wtc2cuexWWPwZXLGIhq3PBoxmISfiOA8FX6x073kKAFWe5svarOx9PX38eAVE1adn4skFUpFUjB70r65Pl9Uo358v+fNYm15sm4PxZu6crLOf0iAd16wsErrRcLJrxjUIceTxCt1chXbAAOD8anoFaOIUGhwBYPUqGhoGl1qEz66hV0SfOZLvT9zKwNe1efaSx7/+sD5CmUoyIWnAwTvo/qJ73y/I40F0+DC/tduSbqPI40dbRONoCzrk+8Gv9fDBrzTEpB2g++kpS/mV1cdupn/Yy/GRuBxPj9U9Ylay7/PQ19+Sxy+WLezMKxQqMY+/7htupvvH6OZ7yeORx//3Zt2/Fgyv7eGuuXW0z6W/DAo5CSjs8by7DEwQKOQUBAq5TeUFFAZxA4/Vtxdj5oAQCAaFWw/SMF16eTJKL09GyGh3LouAwt8O0jUZATjh8P5Vv7B/y0Fh2VVhKLsqDJVfdL/WgSberHtXe9pdAcDCIaXshMLi89xOQFJ1L0Gbg0NKyQV4h6B6MxqSBBSGfb/R2SbHOe++oODwtlWPA+Dh8NjtfFkpDg4pCSgs+ZGZxya0t53nmvwVcEjpzBH+Wq46weuHv+nkvk7eWdkE89fXxvz1tJPKwSEAJxyGBBjLW33qRWMoOMwdl4IcY4six1j6t2//Pb2yHuDhEIATDneO5kvDrLrOu5Y5OPxoEl0DGODhEECW4LBvhSUAeDgE3ItOhLILDilApPjkr9C/MpQs/+gFd/iukg0Gn66qrga1AeFru9VadTYgPFxf/TsbFE55yC+8anMJ33vJrwFog8GT96h5cDYgLP6xGuqwAeHgD6crz21AuOiMH9Z0uYQ7O/rwZ3MJS6zxAdIGhAdeUVcF2oDwqlLqd7QBYegetUMpvdz8Pmn9/HNmcwmrRR1V27czoSMtWX1dHQqHLW+lPLcB4Y76qvtfdpUZZtkxRE20F1AoSw4ph8WbeZxHbldXxn02wCyw3bOLtsrXAoUh59VzokNhwz6PKs9tTmHc3f6uHAIIdd04xg8VrjxuhuUPrlHPuw0Kcx1XfycbFG5Zo+7EYXMLUxr7gCGgUNa7s8enPxZAKCuqqLqwwuYUllikhvrimpnAWHiq+tl2zTAL5KdJi71cTuHRDj4ECCiUlfsGFSL1fNx83dV+c/vTZo7zDQ3UhW2DS5lbzN23qYfy3AqG0u0hoFCWHlJ+Z2UTo02ruirkX5/XDJluOBejPP/6Q7W/TtVKLtrAMOorta8VYChrymt+7mFuSx3Zy4+rv73NLfy4sZoPXiqHGSlpNrW/8jzPYfMDl1zoryi2gWHnK/3VtgIKdYWU8a8fm1vYQcuP3tvG/BwlvlN/3Lj6ZpscRdXvOLCWmfL13t4b0x8LMJQ1+Tb/2rhY1vxd9dzCgrvM83PsbvXa71rD7C9W1FJzk8OWmnnm+xfHpD+WHcMN75lbbmZA/4WSsyrOIQR4l7BSweOBXELOKQwSOrap0Oc+LP7VLiElLnTsUpmB/kDmcgl/OewPqi6XUA4p26Awo7JBoaz7V/1idQrlcLLLJay8xu8UbFAIQHEObVAYRLJraINCXZl1Cle8Pi79sSt8TDmHumxQCEAJKbucQjmk7HIK5bBykBByZiS7hq7wsewc2qAQUJ1DGxQCYMPKsmxQCKjOoW2RVnY5h3JYOYhbaJPsHNqgEIDiHNqgEFDdQx0KAc855ELLXFg5iGTn0BVClt1DGxQCqntog8Ig4sLKwP/GPbRBYRBx7uEVa5MCuYecg8i5hwAfXv6r9a8DQ5tFmx1QGEQZCR27VHDez1kKHce19zoXCgpf7tgFuUKSSSi8Pf+WbIPCIOFjTlzoGOChcP+xws6cQhFOpqCQyzUEPDjkQseV16Q5oVBWECi0uYVBJXINKShMy+3NqrMjp9DlFgLBQspcviHgwSEXPgaCQaHNLQSyJ98Q8ODQBYWyXFAoi8orpMLKQkHDyja3UEjAoc0tDKwATEOFlYXmr6/thEJZNijURYWRBRza3ELACytzeYdcWBkIFlrmxOUcAsHhkMot/GjSGHw0aYzVLRQScGhzC4WChJa53MPsCC0HUWbh8H8VUv5XgaH+IycVDWGhMFdoMgmFA6d3RsLKkqRTePjpckC9GuT7xHx0gIXClI70StCR25Zh0sv0lnLv/fAhXmE65kuF6BlQ228eRdtvHiXb7GlTgIXCp2bPIaHw15nVcSY6B5lTGLkuL3bPreQ8DgBLbxzLQmGPaLoDKbEgJxIm0IP072OLYe9EelXbSz/xteKKR/CrOUNS6REy95g45B4TR7Yp33EnynekF148PGkOeXxn58IsFMY8wZcm2fMwvWo7qWg4vh1Ob/1XKOd51GhMf59KT/MVAPJXo++zwi/vQ+GX6VWdTRY9gyaL6DBQ6Ch6tSYAdO23gDxeYk1+NKhIA07O3bmw+iu63NLRJvTCFwA4kUBXCUicEoHXWs0k22yaS9cbvLLYUVxZ7CjZZnCjLzC4EQ1TE+fdRh4HgKlV6Pv5l0Z5UXoSvSNU9MRfUWYSM+nZdwjz69HRmaTCdNQvx9iiiPmEfpuhe+/Cw7vcuwst6TYKFcbvRsn57o75aItopEXS+/5+8Gs9zNlF16/tfeAu9D5Al+jJt40eZ+KaXQLy0f324FpfIZTZODTvABogH/r6W3QaT99nz3b5FD1fcveFJeZFoO81S1A0h7vvbrj5HOJ70DsVRTffi5seUwtk/y/g8F8DhjYopPRc9a/xXPWvyTYDp3dm3/fw0+XI4zEfHUDMR3Tdsol7GmLiHnpQHLltGXkc8KCQUxAo5LSnjZdbeI7g3Ff6eLubdCrOOzN5ltsHpMh19EAFeFAIANPecwNz93c8sHmxLr9i8GRj+nxSElC4MNY9OAaBwp2Dr8z0ZxCKnEmv2N5wsTQ2MBOVnZ09N6TqTHcppQf23goAuJji3gd37VfepOnwjfSARKlQTj4cLaAwsZG7/uLvp7zvFP+lfdcLWfnH2Cc127vTAxEARL/vub3597onpt2e8QYrDg4BsHBIafP73u+fK9492bhQ1ZucHTzmLrfyTPlvAICFw3vf7Yd73+1Htqlfkwb8IIqI5x11Dg4BsHBIKWo8/7fvvu/lHidUdd8jocke/HBwCMAJh72uu5f92xLLvFI5FYe4+6HNDScDAAuHALIMh14jPv2Hg8MJ97fChPtbkW06jV/AAiIFh0IUHALAsY/L4tjH9HX3v4bDf83iE/HDWoGwvpoMbgPCPKF+HTMXENa70+8EbEB48GYVZGxAeM9itXioDQiL3KeGzGxQOOBmv3OwAWGXtupgbgPCUe+OU57boLDqONUiF1AoK4/0cQUQ6poZ54dsfp1p5iOdu8l3bV1AeL6uDwcCCHV17eHvmCCAUNeQ9X5nVmKBCSty/b3fx9pXNfe/yk92drmELar6uYIuIDyQ5A/ELiDc38wbUGpeZ4eDiw/4SdQuIBwZ7a96dwHhtNZ+sWIBhbpiO72b/lhAoaycYX7+kABCXaVW+vdaUlF7eD7Xwz6UuaBw4ybfhbQ5hfl+8H9bAYS6irb0Q7AFVtodvjO9fZfYBYVh+X0AFFBovE6Mfw8KKJQ1bfSd6Y+rPWx3qVbt8r9zxE77Z7nhDj8VRUChLrmfFFAoK6qED9cCCHX1ne/XbYyMs3sQcx7z81uHHrzT2mbNz35EYHBj++RtdnuvALyt/wGAS0X9/NLKj9g3Gui23XeBp9exT94OPez/XlFT7OfgwMP+fWoDw1brfMdOQKGuwrH+fSKgUNdeif+qxNjThyZV9EnSBoZHW/lOpoBCXbte9PM9BRTKureiWku0wNLcRpsxZdTzdtub/Y02idXVSVJIuOV7J/r9wdAmJqSlal7XrPZNjTaPfKqWDjuVYn7emb3Ua7HzePO6m/i8/3s+MMwOlPGX/d9u7tibjeMl2quRh2r5Tbd8+bte+D4TC1H+W3zCKaloyP8blxCwQ6GsoC4h5xRml0sYJHTs6pSFXFAoywaFGZULCmW5oFCWDQozquwKHf8VLiHghkLlszigUJYNCjMqFxQCQNIkD8Yy4hTqopxDIeEcuqAQ8J1DyilMOePdYy4olGWDQiBjzqELCgGwYeUgopxDIc45BMA6h8A/xz0U4sLKAO0eCgVxDzlRYWUhyj0EPOfwrwgte41o9zAUqdnmHnL6K91D3UH8s/WvAEPWhl1TkAXCc6k5swyFUd95rhcFhZ83Nzcp13Xis9JZDh1P/8Rzdigo7P8YHzaOfTQPC4RA1qFQhJOp8HHu9ebMT9e0997MMhSKcLLLLQSAUb80cx4TWhh7VbZBocstBICcM/jk6Wf338226Tp3cZahUISUXW4hEDyknBUo/LsqO8PKLrcQ8MPKNrdQKCgcutxCWS63UJbLLQSANh/z/WFQOHS5hbJcbiGA9JxDKowcFA5dbqEsl1sI+GFlKoycHXAIeIBocwt12dxCIQGHVrcwvVGw0LLNLdRlcwuFBBza3EKhoHBocwtlHfu4rNUtlPVXhpP/8WB45nAZ0ikssCcFBfbQOyO8/GFbvPyhO6kXAPIeTGOdwgVzppJQuPvBMtj9YBmM/vQeZ5uCw3Oj4HD65muz9mHsHEHDWovN3RE/wN3pH2qUA4ca5UDHT+17FQNA45qxaFwzlnwfAJjQn98ubHQUPeCdqnMJyefpGWVi+RSknKChYupJOvkXAFIT6dXFRxqnYttQepZ3Vckj+CqeXnDEvQ8AxL5IvwYA5DwRiu2L3AtwonKfQoU5dKdzoUMuPHljO7LN6Fc7oCCzjqTHgUZKuFjXtlnVsOnDGshJmHV923+ODu8udDf4Q4kN6dW0PW9ehlu20KuyN6+thM1r6cVLYRX5CEDIRX6wyp2b3lZv2HNTMey5qWSbkjlO47kBdBQgriEPzFOiV2LD0PHO40Unr0XUiDWo1GWTs025aSEIH0lPFF57riMK7Kb71943tcPpDnS+cOShHHj9Q3e/OHZHYxwdxkNUxQ/58xTfhgbDwT0/RNcf6coC3TovRtM19Cr5WX3vYD9LrtX0DZev8DkcPkNvc3nz530R+1zmc6OFcubif7uTDRJwsoF7W8CbPuqHC8XTcKG4OxMsR0I4wo7R/XhY4Yt4aSM9mag/bRPqT3Nfv32/6ISXF96Dlxe6r6tO4xegVi56Q4CeL83BnF60EVBox0UU2kHf/5sG1MamAe4i7Dc9tg5nDrtX/Wen/vFgCABrnrSTNgeEAFggBDwoBICTVfM42yyY43X481a7dzDhxAEh4EEhpxabu2f6M2REMzq+jRkdaSi8OuIEro7wVoF+9Zy9Uv+pOn7uyZka9mT9xPL8uRRQuCvJLDAqNHiZN7M+0ogfZC7E28/HVSX5GpICCqescu/1+81A71hKhPs2PXZtgPALowsd+E3iR7/agW1zYyM/Z5KCw6B6cJj7Xsn7qVfImINDAE443D2SnySU6O0Nhme7ugffxEc957jqODeE5ivpOS7xj/PQFhNhr3BQMge/o5CAwrKv2PPoAOC3R8Y5jwVVuWn+ZPudnnwfycEhABYOgyh3DfeMI/prbyKc2tBd3kfUhuTgEIATDpuspNOEAOBCw6oAgCLb3LAVNdFzHDk4BOCEw50/+yDhgkORZ3jslhI4dou7bwSAeuu7ot76ruznyQ5xcAiAhUMAJBxyqp3LK/pNweGMni0BgIVDACwcAnDC4bASq9m/zS79K8DQpuyGQpcWzJmaDoUuCacwI+rbwaxbpUNho9VmKFiHwjOPmIPZoUZ8fovsFN7QhN/2rXCYWfJHACElGQpdyggUujR42b3pUEjpSGMeGGVdG7Pf+DfdKbTBoYBCIRscBoHCqNzR0OIVAAAgAElEQVT+wqpSkTxYTL/VzGvVodDmGspQ6NK2WdXYNn3bf648t8GhgEIhGxzWLUiXk9F1OpYvHWODQwGFQjY4FFBIqc8EPhdYVqsiJpToTqENDnUopFxDIco1FLLB4WvPdVSe2+Aw+hMeojYv8q8byjUUssGhgEIhGxwG2Wqw2wa6hqwuzjUEPDikABHIGhzKCuIc2uDwwCh+8tg6yu9jKddQyOYaXiip/psNDsO0MLMNDn+/WJx9f1mccwh4cMi5h382HP5V+kevSpZt1/pveyt6KCDsNXw2ABoIQ/64JikgLBTrrdSlgPDuG7ycLhcQ5q/juQacS/jaRxNZl/CHG8aRLmH+CV6HQgHh5UKeA0SFjld/682yKZcwIcVzBVxQeMerfv6JCwrzb/WAiAPC71u9zgJhxVzHSCC84gcPyCggjCzqDciUU7hhr1c8lgofd2/gJXDrUCgUdsn/DC4orHK7l6gvA6FNhy8UIJ3CLku9gryUU3iqivd/CgovpuRggfDiH6lqOhTKev8F737RoVAo3wq/CLALCpdd7V3nnFNYoOqJdKfQprzTPPjToVBW7KPee1FQWHRsbhYI917y3sPlFs4/4ReZd4WQ9w30vi/lFF471CvKXXSy/fcV2jn9GsUt1PXERG9FhA6Fsk5X8HL9KCgs8NFZBQht6tPRu17G7mhsPX5+q58DqYOhUOgKD3opKCw627u+KSicdp13Hii38Jv63sIu4RbadKJ6eLpT6FLSDVVwohddMLlUfu8alR1DWVVf9SsryCuTZYlVyhQUrqs7DYAKhboKrfLSDTasqOJsExnnXVM6GMpKKXHRgEJdz9deQELhmq7+hGBXJ/vuOoNbeNeVcAtt2pzkFeMXbqFN9473KlPMftRdU/NkZQ98C+x19zfXjPC2cJQdw/yl+AkV/luVHEzZ4RKmhf41LuGZn9yDTkYVJHScUZfQphua/JKh0LFNIpxMOYWucLKuIPmE2eESXojPzYaPr43ZHyin0AWFgO8aUk4hlWsoKzvCxwW3805hkJByzpM0FAq5oBDwXUPKKeTyDYUoKAQ855CCQsBzDjmnMEhYGaBDyMI5pPIKqbCy0Iah41koBEBCIeA5hxQUAtkbVnZBIeA7hy4oBOiwslB8m6tYp7Drj5vZEHJQ95BTEPcQcEMh4DuHLigEgoeWKSgEMu8e6goSWuYkwsouKASy1z2koBD4/+se/mPBUE/SXPK4PX9N1vqzvM2enD9jocTMKjSZdwvPlIvEw4OeJtsEUeRhfrueyMJ8qZO4Nnwog1PTd/sjOcA2qaXv2pvl9wqixLY8TJRayk/Mzvbkt7WavpheuQYAoyfy+WEXWmR9C6f3O9KlJQDgUj7+e5+46M67zYgmjeL3WHXVIpTVPXZXlj/L+Ur8uQSAwpOznjM3abLbkRCKe5Ivs1L0Fx7GgmjUFD70fLw2P6xc5tOlWU19ni45AgAPtuK3PNsxnp9APreGn0B+9Xhjts28WH71dHZo3/f8NXGqYQxyJWR9PFtwaAPbJrED3w8kBYBDTlVzHsHt+beQbepP25TBKsiZV9jz9O5TADB3ML9X/cLdamWKP3sRyj8ylCz/aImpqmNx3zN9jPZ1BqgX9tfzzY5CBsLCv9gHxPjafpvt99oH8AaDHvc/Zzn764RKk8aoZXZoO1POr1OW0NJ0C3JuVAel8BtNl67EELV8w6725krm8Aqq61EvynRkZCB8YYV9wUDbJWq+4+rbzYG+6btqGYNzVUxnsFo5v7Bx7C/2myOkkP93nWvY6z993/+G9Md777YPZHlL+nmRZ4/ZB3kZCks/ZUKHDoS/PW7+xjkS1fNQarl9EH/jHb8+Y+dJ5oQgeqwfgqr0nR0Ov9yk7m9d/UXT6UwpqZYhOVHD/O4yFNZubw99yVC4f7bdmbjiO99NaPPZ99Y210f6Ya9nYuwhP3mnkvtjzJy4cjnVDnrgfNMNnX7vu8rz4c3sMCCDYeQh0xW8UMaf2SQ8ZN9OM/GoOvsZ28TcW3bguw8qz4f0MusCTu4owdGm36zvde6ua9Mfrxg70dqm3KIe6Y8r97AP9K/s8e+l/t3t+0EfvNV3s4ttNKHjRA31Wi8/1XTZzldVXapjde0OeeFY/z4594DpqrYr73+Pbx+90foauzqoLn7RH82SNicaq67Oq/XNEiWTHvavlTvGfm99r8cK+U7fbQ/ZS4GduMr/PK5yN4e7+5UK0hrbF9skb/Tv4UuFzfNQcpU6fCYVNvvAej3U+2jFQfs9vPG6GemP7yx9rXE8R1m1n97Ry9wTXR8J0yxdcliMei+lXDbP1Yf1/QLci85cbRyf8Y0WkXHMbStN9VNxRi6YZm0z97Tv5K180r6HdOgQfyFZyktmiPv9D9QIm7wBg9DhHur199MN/ndkQsr/hZJt0qHQJh0KbQriEspQCABV5pg3vgyFAJD/d/XmDE1WodAlGQozKx0KAaDix2rnqkOhTbpLOKyhWQ9Ph0KbdCi0SYZCAKh6lXlTyFAIAB9sNW9YGQoBIGaeeX5lKHQpiFOoq9pY9TfWoRAADt+k/tsb74xVoDCIdt5shop1KLRJh0KbdKdw48dmSR3dKYxuY9ZKk6EQAGbf19hoI0OhS/r2dZ/u5cODr7T6SHmuQyEADFpiAkBQt1DI5hrqUAgAj3+r1kjVodAmBQoB4Bp+cU/Dx81FazIUAsCO98zBXYZCwO4cylAIBHMO93TjnY8S680JogyFQdRk3Eo0Gafuh65DIQDEX6e+rg6FQRTEOfx6smkcyFAIAAd7mfeVDIUAEPK9eb/KUAgAEQn8eQjiHDaMMu9hGQqBYO5h5fFqCNbWi4ZkQ2COcw4BePaSZjHJUAgAz97Z1fgzGQoB4Ma3+QLUQdxDautWoTqrH2LbZFX/SMfw0EF6Q/j7nulDAqFwDDkgLPxLiAGEurbfO84AQlnCNaSAULiGFBAmtDxvuIQ2hd94wgqFQsI1pKBQuIZU6PiFFfNYIFx9+xgWCIVrqEOhrNhfyhhAqKtzjXUGEMoSriEHhGeP5WWBsPRTu8jQsXANbVAoJFxDDgg7T3pacQptqvRdEgmFwjWkoFC4hlT4uHb7rWzoWDiHOhTKEs4hBYXPxNRn9zO+P2aT4RTqEs6hDQyFhje7lwXCyEOJilNoU8JDZ61QKCRcQw4Kh/SaaUKhrk2/KU6hLuEc6lAoSziHOhTq6t+9lwGFsoRzqLuFsoRzqLuFso7VjWCB8NwDpxWn0CbhHtrAUKjoj2EsFL5af47iFNp0x9jvFafQJuEe6mAoK2r8VgMKdaU1PmlAoSzhHOpuoa6kwqGGW6hrxcHyBhTKEs6h7hbKEs4h1ZumhZpOoU0pl8MUt1CXcA8Nx1DWHx9EB0NZIxdMM6BQ18on6ylOoU3CPdQdQ1ldezxtuIW6drQZQh3OtGP4jwNDDgoBYOTxxmybBd/VYdukRvC/XdGN/GztbBR//vL/zk+hzpXm3ytqCb1adVf7AoGcwnJP89uJbXu+FHk8zx5+Mca5KpdIKBTafohOko6ewe96EP8IvxggCBgW2Eb/xgCwswufDzfrvrfYNoNr8lvPxb7hXgUpVGUSn5d45AY++bPsPfwuCsmPFWTbvLaAXrwFAJ23diGPP1uF3s0I8MCQgkKhQY+ZTpuiALGXfS35+3xskw8CuYVXrKTv0XNl+CS+gy141232LXxOa4ePnmLbhCbz373kGn5RWXI+/j5u+QKfxzdhJZ/PG5KbjziVZy7TIGAIAHXeCvAbMj/PpQAp3pcKp7JgCABX96fdtrdKrWJfQ1TeoLSjVxRLL6HleTD8oC6/s1aHOU+wbSpN4/vu6z/kSxatjud3tplcaRbbptlae8qGLAIO/wslC627WJI8fs+zfdnX+HoPH5KpNORnVHmOdmquupqvpRZ/LQ98H3XnE+/PRvGnMkeARZB6ONmmp6/kO97jE/mBqXdXeiVq3dZb0bg636memhjNttl3Jz2gpIWFoMhk2u0aXWMOxjeZzr4Xp9ofbkPbZivJNvc0XYNPT9FJ8W3nPImdL2R9D+WQC6HY8QBzvjb9hivepVe3Bkke37rLzC/Stb1XAbRcSC+qqhzO13Dcd4kP+8Z8xYcK+8Tez7YZ+NY0tk31UXwo6Y29fB203Mf4PuPjN18njydUDUPu3fxv2P5jHljKDaUduhkd3sb0LvQkp/iGy0glCrkH1ZI338EThdzb1QHAd8cro0oVeoVwjeruUiUZ0Tsrm6Dql4+RbWqv7YrUenS/W2Qrn2MUGcfff5+2ehtvj3qHbDNipD0PVdYDe/nt5l74nq808PRd/BaPtUvTq38BoNMs9w5dQqW/5++bnnP5z/PNS2atV1k/9KmP5BG0UQEAa5P4felbVaIZ49Vr+O1dM6N/lGP4+W4vt6heTnP7Lx0I6/U191DVgTB5nwkKlYaos4Xtr5r2vg6ER6eaq511IMx1zAQXHQgfGWx20joQhlhOpw6EJVfys6J9g81OWgfC+U3NXC4dCI8fNN2hwTd9qTwfM80sDVC3tXpDHLtgulU6EB670xzk006qg1/ZBaZLkhamTqxOPGQu+BldQ803e2lAV6PNmFFq2HfonZ2MNrU/3KY8/2SJmRR/T9M16Y/vL2iHsbZz1I6w0jBzMIz6Vr3Gvv3Z3Is65IJ6nivPsMwetEUNRx5TgdUGhFVuNMPAOhRWHWM6Adt7+Ytzvmxh5tvYgPD6je2V5+3KmaBSNsIsgj2ppx8GHDblPeM4oEJhrnfMMN3Ad6YZ//bKU12Nf8vzmx9a2tbfXmetfEW/34pfaAK0DQgL7FSv1ffmmLl/7Z82F9wlVPX7m/MVTCsq/Jjq5n/c3gS7QZXNa/f3oWr4ekYHNVTWZbrZhxXfoDpzoZfM73m2tPp5cp4x2yx5UwWed07aJ03fHfdTELZvNwdnHQp/2WtGPiK3qzm8V6w2Hffd7dQSYLEtTWe69tquyvPQdebiNB0KT1YxIy1hSeo9eKG4aRbN7KbeT0/2Nx00HQpnnbjeaJNwSe3jZ8R8Y7TZpJ3DYY3NPv6ORWqR9re+MAtV12molkjbeMi8L1J3qylUM9uZ4dl+T6hwfqixOb691kpd3DWxtfl5Equq56fp8yuMNj/0URfIhQ84ZrTpXkb9u+tzmROVd0+o99f8nSZrCDC8p4I19P+fYyiLcw0BYN1raqjY5hKGl1U7XR0KbbK5hCW78Qn0SSVUYMmsS5gW4FI4eiMfytOVWZewWJQKoToUAqZzqEOhTUFcQh0KAdM51KHQJh0KbdKhEACGLlA7Gh0KbZKhEIDVNdSh0CYdCm3SodAqx0pXTttXqpOhoE6hLM41zIpkKASAF7qbuXa6U5j0BJ8+YZMMhYDdOZShEACKtuBdksxKhkIAmXIObVAYRJxzCCCQc3gxP9/G5hzKUAiAdQ4B4KoYNZVFh0IAOHIDXxeUcw4BGM6hzSkstD173EPdObQ5he2KqLUtdSgEss89fEpzD3UotEmHQiBz7qEOhTbpUAjw7iEAwz3UoRAw3UMdCm36s9xC4B8KhrLuebZvoPBxZiWHk4OGjoOEj22a8LLfqQYNHQcJH9tU9mX/M7qgsNU3/iwlSOg4iFxQWCLSz6lyQWGJBX4BVBsUBpUcUnZB4fMjpqU/tkFhUMkhZR0KhWQ4dEGhHFJ2QWGTmj6YuqBQCSk7oFAOKWclfBzb2+/UdSgUkuHQFT5eW/tj9jPIYWUdCoVkOHSFj2U4tLmFgBpW1qFQSIZDHQqFZDgMEj62uYWAGlbWoTD99SU41N1CoYyGlXW3UEiGQ90tFJLhUHcLhWQ41N1CIRkOdSgUkuEwKyFkGQ51t1BIhkPdLcyIZDjU3UIhGQ51t1CICysHlQyHulsoJMOh7hYGVe3SBzMcWtbdwqDqOXdBhkPLuluYnWpVaSsbWs4u/WNCySKMLGvkEDOUp+vUPXRx56euXIb5dfhioeGL+MzfX36mX2fxXW/gfCq/A0mnCb35z8PUrP683yg82oreSg8AWn/8PdvmvT0NyONF7j+MNj/tZl9n5Wl+147tb/I5dUcb0Nd06WVA2EV+oH3ubbO2nC7bHtCyOn72JJtPCADJaXxS/ZylZlhHVsHYEFzzEO9qL113Fdum8jN03tiF22vj6PX8Z75Uknc3ypaJx/6ddE7O9rv5RRBvnqRXKQPA1080Ytuc7ccXNX+x8ny2zVvNWrBtkibx1+H59+lFXADw2auvsW1um0BXAOjXeTZe+Zwv5Fz+Bb4kyQd7vsPey/TkrN+T/IB9vhh/jUW2PYrFV35CtrlnR2v2dSLC+MU4W3+NRu6DdB99PppftJK7GL+pQFTB07j4Gr2Y8kxZfryY/Czv0p5L4yfSPX7sjNplaCh7phS/4Gv9BX5hxsMF9qLL3iZkm5+W84vqrljFn9MSz+1GhxL0yvvXBtC7+QBAxCn+vB+tnxNDH6C3wdxwjt9oo35es2auJZz8XyhZVr/PH0C/zx9AfC36d7mpP78FFAC0+sntBF67OhHXrk5EzQJ0SOLkWzxcAkDuUPfF1a/zI+jX+RFcsZreheRynmCwP27+JOexsDdPIuzNk/jimFkkVNakN/jdB4Lo1S9bY+VyGlh2jq6O0GT6u80axQ+QAJCSk770owbvxMy47Jn92fIIZS2c1BBLJrtL6QDAp+v43RkAYNPkmuTxVQfKIVcpelCKWhbs+im5lu50w86HIHIPPeCULWPm/un67e6xSAUNUK1qNsV3jeh7bMWJSsg9lF7hPmP625h71TSyTeKK4ug9ha4l9lbTOwBm0n206RU49RmdgB6XmBdn76NB9Vj9NNw038wjlLXxYnGM6DaNbAMAA++h0yaKb0jF2bvoOpEf7PmOfR8AONCM7p/PlMmBy7noNpFt7W6rrgej6MnZgZMFsTu+CNlm6698+goAPNVwCXn85ZvnYOBVi8k2UQX5RYAAcKo+vXiq5JxdeP46eoLS5pvH0OXb7KmN9/gwOoy78lwVXEwNx8VUd0WKhwvsDfReZRfTlRQqTTqMvL8eQ95fzRw/oRLP8YYFAJyJpicox68OxaFGETjUyN3fHa0fbEu/54vRXPJ8sbVoEhmPJpF835lZ/SPBMIgEFN5V0W3NPhUgry6IBBSWJvrLxXe9kS3vJaCQ2nvy83789oBBJKAwdZ579WeR+72BeHadCs42r37Jz+Z3jjYXTugSUPh9K/eKzNLSKXXBYdTgnex7CSWkuGtHdvzM7yRdcLhwEp+jIqAwJa8bjgrG+gOoCw5XHeBnogIKz9/prtV14Xb/GAeHlIJCoRAHhwCccLjiBO9Gz5juhz45OATghMO3mt7B/u3Rpr4TxMEhACccHqvPQ/zGi/5il+yAQ0oyFMbkcNdXabfAq+3KwSEAJxzKUNj8V/ce9wvOe/tac3AIwAmHMhSej3JP3h/q+BUAHg4BOOFQhsKcfd17sO9v5917HBwCYOEQAAmHPX70CrBvPODOFd4zuQoAHg6DanqMezvD4wNjAPBwGFQfHbPvXAIAQ8Z7352Dw6AaOsPtPt6R24NYDg7/bP2jQsn9Pn/A2rDoZr+pyyX8Ype/4scFhHJI+drV9jpiP5/2O3mXS3hIKqHlAkI5pNyv8yPWNkdu8Ateu1zCyDi1U7VBoRxSDnvTnmB/Vwm/rpXLJQy9Wx3oBRTKkkPKLiC88aZf0h+7gDA1XP1eNqewseSilHYwvhxSdgFhp+L23D9dIqwsA6EsPaTsgsJmD61Of+xyCsPO+lArQ6GQHlJ2QWHSYT+f0uUU5l6wMf2xDIVCekg57Lx9IL9Q3gcFFxTKIWUZCoVCtblsq5r2xPebf/BdfhcUnh/qh2hlKJTV+peu6Y8TV9hXE4/p7hfWdUJhiP+byFAoq+B9ftQhLtE+4cj7mZ+y4oLC5drESAZDoQFTu6Y/7td5tvV15LBy8Q12KM/7hRq+srmFckhZAKGuMkv873KmjD08mkPLpbO5hXJIWQChrvcP+pO0AyftC/EqFFW3EHW5hSKsLIBQ11sr1PJDL99sh+5Xfmme/tjlFsphZQGFsgquUR2pknPs+4K/9OPC9MdtvrGH86c38a9pAYWy9JCygEJdY1/w76uV5+xtckq7O9jcQj2kLKBQ177mfo5npUn2yMDZK/3+xeUWymFlAYW68u/3f//jV9sNhtI/+P2dyy2Uw8oCCnW9dNxPIXIB47cXiv4XStZFQaGsIKHjIC6hCwoBpIeUqdCxcA6DuIQuKASQHlKmQsfCOfy836gsOYUipEyFjmXn0AaFQSVCypRLKIeUXeFjyjkUEq4h5RJmd0h54aSGGXIKKdmgEFBdw4w4hZRsUAiorqELCgGkh5Uz6hTKkl1DFxQCvnOYUafQJRcUAr5zSDqFASbgGXEOKadQDivboBDImHPogkIASljZFUKmnEOhjDqHrhAy5RwKZdQ5DBpCtkl2Dl1QCPjuYZAQsg0KAdU5dEEh4LuHLigMItk5dEEh4LuHLigMoukx36a7hy4oBHz30AWFQSXcQxcUAr576IJCAGRYWYhyD4WCuIdNIuOt6ywyq3+EY1hhNA9Y9zSjXZ8Fn96AJx6gE8pD/ygSuP8inYvyw4t0vhgATBlDf+YndnkdXOpQ+6xXKDz2IPY8UZFss6jLaPbztNzQEzGF3duUAcDhWTEIZSKHl/KFoPREumr+datP4aOvia2JAGzqMAbNn6JXQcbVDcW3Hejv9nD5xjjX0r01GADEdziPa0uTm5Fj05fV8Xr3KWSbb05fiS+WukMSABB+JgQ56Z8ZAHCqJp3IXDomHkmz+SKqF4qFIO1aOket6Ex6RfnBJt6AXOZrZiutgmFIjKYH+OKN6E7702reDLpAKN2pNtrSHoUfoH/Ii7XKIc8QOvf3co/cmLKUXmSUmBaC1hP6kW1yJaSh5BL6u+3uVgp5mOooPzw/BvXX0zufRA1Nw/YezGK3NODN291blgHAD2e85P0aeegFBe8NolM9LkeG4IsR9CTsxpleZYjLRDoEABT4jQ7Xna6egqhKfKHw1yp/ir3JdIHzYVvNOnWykg54tVNTI+jPXLHKEbQoSa8W3ZoYhVsK0aWfXpnWFlFN6FXRO/aVREgY/XkWN34HT9ehdx0Zvf4L3LmEDvlWHxGHnSPs1QKEyo4NxemK7q1aAWDF8Lfx7kkaDMcubYbtbfgdiO7o4N7CEQAuDjyFfI/Qv8/p2l45u1K93fAMALGf8zB7sRDdJ17ZyHuP2G/oCWreA2lY9jJfoo5T/lLKOPbvdgxjFrjzDEJjziE05hzm7aCT8gHgnRlZW0ixsX1VbGxfFfl+owesQ3ddRvPvsp6HER7LL9vPeSIEd79Br0ZsucHb7mtvgnubtsOzYtj3ovbRFbputVfXsMNty51tNnXgb5C4ut6l2+Qj94D9cPnGAIA8X7pXUcZ3CF7Pp8+U7mybu251r24LP+P9PheZ3fBynUpFyeUBNr5v406qBjwo5NSp8no0f/EHth2npIJ8/k3Z+QmIfIav9wYAp1PdLlOjLe2dx4Qu1uJd0ss9PCDufqvbGUgMUBg0V4I3OBxtxq8ePkeYgj887133awJs71XlPX7l9NOL3FEUAYWcfkwsj5rP0RM9ALhrAL34JYiqDtuFKz7ldzo6uNPt3gIeFHK6I/cxrKtHT/SEQi+578WKVdw5gEJbE/kankIHv3W7kzv2eUCTluL+PIsbe+Vn3vxpHvteC5q5nfLqIzz4rjSAdzAL7KIXQwIgtwUcu9QLt1eZTTuYrWo1R/g2fsxLnJB1rNmwNxrnatPf6/wVaUjJBaQE69KcynuAN+du3tw5/T+XWrfnt88Lqr89GN7a6JUsv8aCT32HzwWHobYtRTKhQ3f5TpALDoVbSEmGwvLv2Gc+OU/4g5oLDgUUUpKhMNUx/stQeKgnvZKZkgyFi9+yl1kQUJid2nDIvdn7pi/9kLYLDr85nfWt6QAPCoVccFg6xg/FuuBQhsKQDXZ3qVPl9emPXXAo3EIAOHCbHZJkKMy3336flJ3vT5ZccCjcQkoyFCbMsBO2DIXnXuTDs0E09xG7My2gUMgFh7u78dAYRFFD/fdzwqH0kSg4FNp6zg4uPyb6ZUVccHg50r8mXHAo3EIAyHHWfk1XHeb3YS44PF3dD1e44FCGwphwe8qCnMsVFA45LTxq7koBqFC47KR7q9VXpvF9fkblgsPR679If0zBIaeyY/1z6YLDFcP91w+yZ7QLDlvV8nMwXXB4caC/mYILDoVbCACHx9gjbRv2+nDOwWFQVW1qT1WSofCWwXwZOk7ZwUPAPyCULP8Qe+/0B5zQGHdJjrsre4n5MhDKkkPKLiCUw8kb27tn34nVvMFLBkJZi2/2bxwKCEVImXIJ5ZCyDIWy5j3j5RlSQCiHlF1OoRxSdjmFIqQsXEKb5JAy5RSKsLILCuWQsnAKdckhZcopFGFlGQhlySFlCghFWFk4hTbJYWUZCoWO3uT/mwyEukRYmXIJ5ZCyDIWyFg/x6vzJQKhLDilTTqEIK8tQKOvCG77T74JCOaRMOYUirOxyCuWQsnAKbRJhZcoplMPKOhgCUELKFBCKsLJwCm2Sw8oyFMpKDysTXbkcVna5hXJIWYZCWT+/6k36ZCDUJYeVZSjUJcLKMhTKOnK/H8qToVCXCC1TTqEcVrYl+ddb50/4RAjZJhFWppxCOazscgtFWJkCQjmsLNxCXXJYWbiFukRYWQZCXXJYWbiFNonQsgyFsuSwsgyFsuSwsnALbRKhZRkKZSVX939bGQp1idCyDIW65LCyDIay8mz0vtv5K9w3WpgUvBRhZF1yWNnlFoqwMuUQflfLT4GR3cKlPwwUD//doWQhEVKmoFDIBYWA7xpSLmF0Tm/VGgWFQi4oBNyuoU1BQseAGwqDam9CYRyeFUOGj4VzSIWPg7jIX70AACAASURBVDiHIqSckfCxTVRIWUiElIOEj11QCAQLKQNeWJmCQlk2KATcrqHx922OBQodA24oBNzOoSzhHAYNH7sUJKwsQspZDR8HdQ6739o5UPgYsEMhECykDHhhZQoKZbmgEMhYWDlICNkFhYDbOZQlnEMKCoVcUAi4nUNdB3cWDxQ+BtwrPzMSVg4SPgboEDLlHgqJsLILCmW5oBDIWFiZgkIhFxQCvnPogkLAcw4fK7SdhMIgChJWBjIWWnZBIRDMPRRhZRcUAr57SIWQg7iHAhqzM4Qs9Ld2DF226f7H6RUSOTa7a88JpUYAvdvxN9S8e+hdP2Kf5XdEAYBKZeh8MQAIa0fXq0o9dRpHHq1DtgGAlEZ83kjEEv5zX87ND6CtuwTLX+tXhN5NofZM/kapNOkIUvbzncW+j+lOOSk+Ern38zsKNG/DrxZbNJferQQACuzh6/OFdeY77JM/8ANIx/ZL2TYbT5fBxi3uupMAUGwd39kW3hRsb+Hpi/hB+a6tXcjjx3cURcyX/C4rOffzn+nNb+lFGwDQ/hUeeqh8QqGfHuTB8L4W3dg2KXlzYldbuoBu6wbuCYHQhdRgW0lufKsW2ybhSrp/uFzqIqr24bcRjR1KL64DgFkt+G0pq4fzNTevns3vz12+Br+/cnQe/jpbsawGwhPp3+h8JX5F9/qmbyEhwC6ryWn0Pdv/5nb8iwC4VLoQ22bBJ5PZNtVmP8G2qfoyX4A66ZqyuNznBNkmdRKdlwoAR1rzvzUAhByhJ7Q169GLWgDgwu3nceI+ft1DWhv6exUcmcf673+4hpl2iP4xYNhknF+C4P1t7vIipd73O7642vZOUO4bXXAoV25f1MZeVuTgHf6K4rM17FBXaoEPIHl62TucpDG+A5Fn3e/WNqmnfNij4DBnM2/v1vMX7d89qr1/Ucd1cxc5bt5zVfrjBTPsxZvLfOTd1HW+tsNax4I/Ks9LhdkdKHn2dMpheFSa5M/iXXAYVsYfqfeMsoNvUrwfCnHBYb79fi/c4JkfrW0GFPc3Sr9potvNjB75U/rj0/eZv3f4Of+9UnvZQ8mHd/jXWeQRt4sXM9MPTTVYaM952Xjay7WkwLDaCH/lW/wt9rJMp1v6WwWWe9EObNv7+p3a2lvtDkPnirekPz41154HenyHHyZ0wWF8TR+aSi+wlzo5V8V/ncnvuoGt229+3l7SXHNl+Mma/jmLOOEejJPz+n3vlvvte9m+meAD2KoH7OUoUvL6380Fh6FF/EGvVVW767f7rH8dlcptnzwu2ujn0pVYYb/WCj7oXx971rkdmMulvD7RBYd5pa73p81uOKx6pf9+Q2PslSVKhvn9b+FQ875uU85Padk52t3vtWnkTwY3Jtivx2Yl/D3JY8/aa1auWOb/ji447Nzhm/THE9bbt3Jc39TPw3bB4VPV/LJOr22zTww/PqWOYZta213j3/p6k88KH9vHs0bj/N+nXxH3Su32u/3STps32fuaqhP+gKJ4d5g46Rq//3HB4dSq/kSvyzP2PNjL3f2/PZ5gTyWI2OmPDfK9K2tXR3+/8nt22ctpXbjdj1i54LBQrB/1TBjsXlxbvJf/Wpdi/Ps3q2D4jwolCz1Y3V6aRoZCl4JMmKntfIRkKASAvFvNDluGQpdkKASAc/XMcJkMhQBwxbifjDaAD4UAkDsnPzsqPnWj9d9lKHRJQCEA/HRb8FV5unRLvWCs2UaGQpdkKASA8v3N8JsMhUCwPU9XvWFOCmQoBIDlPe0LF2QoDKLQ8XT5DQC4cIXdFZGh0CUBhQBQ+2r7TF2GQgAouswc1GUoDKrrl5opFTIUAkDB1mZJIRkKAWBvS/7ePHSn6azKUAgADz1md6hlKAyiS0Xso7U+sFz9qelUyVDokgyFAFDxE3PAlqEQAObHmikeMhQG1bGGliLLD6rnqHw9+3UnoBAAYl/ntwutU8vuwshQ6JIMhUFUqZ+935OhEABqFzbfW4ZCl2QoBIDkfCZkyFAIAI/U5SMvhS2juQyFANC3+q3s67gkoBAAdrfnt3cbfcK+IEeGQpfSoRAAitqLkMtQCAA5XjfLyMlQGFTFCpt1imUoBIDwszxzfV7xG7ZNkc/4ve0Lv2x3KGUozG79I8BQdguFdDi0QWHxjWqHaYPCMbPUelA2KLx9tuoa6VBokw0Kz40Plgdlg0NOMhS6JLuFQjocZhQKhXQ41N1CADicog40QfIsbFAYFh0MRGU41KHQJdktzIh0OAwChbJbKKTDoewWCulwaIPCVS3UuloyFAq54JCSDQp/H2LeM7Jb+GdLdguFbHCoS4dDGxTmaq2mgMhuoZAOhy63QZYNChvMMHY2+NN0+LxZv052C4VscMhJhkIhHQ7zWgI1OhzaoHDoXrWqhA0KE1L5CZ8OhzoUBlXVvMHyEWU41KHQJdktFLLBoS4dDnW3EACumbtHeS5DoVBm4NAGhbWuCdDPOOCQkg0Kp79h1tuU3UIhGxzq0uFQdguFdDiU3UIhHQ5lt1BIh0MbFEbs5cf4oPpbh5JH/MrPPBb3tVvwsuJqR7BOYe9281incFGb61goPFvjYiCnMCyJPi951v1uOIU2JczjZ+OF7+HdpNpr+cTbBTNutEKhrDHrPmdfp1RYGAuFp6ryTmHK/oOGU6hrz6j8gaCwxEq+x13wKr/TSqfyN7NtTt9X2wqFsg7eys9YI4+EsU5hg4U7rVAoa+OWCoZTqCv+lrKBnMJL5+kbbe2tbxtOoU2n5pYx3EJdeffx56z0gqOGW6hr8rtjWKfwyG5+MhhxIpSFwi33vxnIKVzei85d3dU2p+EU2tSq6hbWLdwSy+/8UWJFmOEW6tqzLtoKhbKq9tlnhUJZP22uGMgpnFCBXpBSODSHEkJ26eof+d+xaDgPEpO/4BdbhCeGsGA4YX0jKxTKSkg13UJdr21baoVCXR+tojdsqPDxRSWE7NLGU3Q/AwBJPXkATCpDF90GvLAy5xZ2/LUr+zrHE/IZbqGu5LxpViiUdc+uplYolHXivppWKNSV4xC/Q8KifWOA/0LJWVOxm/ktdErmcOc5CEVM4FcHphHFUjOi34bHsG1abD6GB2LsOXAZ0aWGVwVqV2oF3zkG0b33uDdzF0ouxM/6h+9czbaJ5jeFyTZtS86Dgdv58xF3R8ZCXy4lleDdzdvy0Ts2AEBaKD95zNnJnreXUT2wI1g9t9AP+LB6EHFQCAC3L7fv7yur2uv84rGV3exbN8qKDAm2+IPThDv4ItkAsD6enzgG0ZWP/8K22dGFHjwBICScTwWImcff+0F0w0/8op7QcmWwtS29ECs7FfUqvy973t/4a6TN23yVhp3JGU8fsGlXF/6cAcDdxbPueB9uWgwJVfnvf/Jbe25nRlV5FG+IlP+cD+nu/ZhfQBV6f/Y5flnV39oxvL3U47jpmz3Wg9Nmq7Olkmvts760Pl5C/7FV9hITIztNU57vu2TeTEvj1RURe76wdySJVfzE+NJLTEA8dLsalomea4fI/Xep56zKY2YyeYvN/kA1Y699VvhgORWc5l1jhmB1KLx+tLmycePDas5S2AFzBe2paWrocGo1+2zuifv8vaFPVrevHj9e3x8Yqo+030wvLlXdgiG33Ge0uVzMX4Cyo5t9Vlh+tn9OzpW0d4CFf1IXhXzw7XSjzbZk//u/UsV+PnZOVWsilv7MfL/8vVWnZNvPdjcnJNWfLFZ93VyM8+Jy1bkdcdDuvm/YqiahVx9uvlbi+35IKe60/ZxdPKuGnUIssKmvzA+5wzy3Z1qrCzCOWYyzunV3KM9/m21fsVRwJw8YB9v692zJYnaHvuCjPoD/1se+TeGP0r7o9T6zJ8DvaDsu/fGIE/ZySVNWqw5XpRlmv9Z3uloT8tF1nYw2pYqqE93CuczB7eRrKjTuv9M+Vtxytb/V2yFLCHpx1YXK8/Lf2Lf8q/acOkHP85m5kCh+aEz641yD7BGDlFvUf5+8b4XR5s6N6uSz1H1mpCO0nOpw1fjEbLOlh3rP3jrd7pxN3OKft9B99pyxcoP8v73lZ9N9n/mBOqZ996R9VnvLmz4Ulh6/2dqm5xY/fPnTOXtq0sJ96nc7fdA8t2nadoHd65m/dXSE2j/OizMXUZ19Th1/c5y0w9bhpv74WzjWvPaPX61C47zHR1lf57bZalWBotXMhX2FnvMje3tb24vpl1miOnxL5ph9f+2X1HIyJT6w5xWe/MyD2QIv2uus7uiqXjfVhzsMreRkLDo8Fvg3O4bLm5qrp3QotCmtT3w6FAJAiQbBNt4uG6EOVjoUuiRDIQAcasa7Oftbm210KLRJhkIAVtdQh0IAuHuTOugHdQp1pZRRSwPoUAjY87VkKHRJhkIA2PasCeo6FNokQyEAVJ7KzwzzHDUHKh0KbZKhEEAg1xAADt2nvp8OhQBQvaYZKpahEABi+/A5lwOivjL+TYdCm2QoBIDiBcwBTYdCAEjTPmOQck02lQiQ+lWtjbliKaNQCABHj5sDowyFgN05lKEQANbdx6ccDChiLmLQodAmHQqDKiFJHYx0KASA6AXmOCNDIQCUdqxmlrWnqelm6lBokwyFAJA03HSFdCgEgIfKNlSe61AYVEGcw6VdzJmKDIUuyVAIAMtq8iXVbra4gjIUAsChXnxaQp08ZqULHQoBoECUem51KAwq3TnUoRAALhcy4UiGQgCBnMO7x5o7fulQaJMMhQAQMzfABvcAmt2rltXSodAlAYUAcHrIeZwewruQ2wZZzKxkvmRXEP3twRCww6Guo9f7F5EMhLJ0ONTdwqAqf5c6s9ShUEiGQ90ttMkFhdvf9R07HQqFMhpSdkHh2n51lee6W5hZ2aCw0DYVMnQoFLLBISUdCoV0OJTdQiEbHOrq3MTvHHQoFNLhUHcLMysdCoVkONTdQiEZDl1QuG2Q/zo6FArZ4DAzSvtKPa+6W2iT7hbalBkoFLLBISUdCoV0OJTdQiEbHOra+QA/OI6rN1N5rruFmZUOhUIyHOpuoZAMhy4oPHef75jrUChkg8PM6PBnKvTpbqGQDIe6W2iTDQpTy6rlR3QoFAoCh7J0KBTS4VB2C4VscJgZTVmnQrjuFgplNKysQ6GQDIe6W5j+XhIcuqAw/jc/pUSHQiEdDnW3MKiOdVZL1MhQKEuGQ90ttCqboBD4B4SSZe3pyc/ogjiDz5RbwrZ5/3BDtg0AbNnOJG6HBfz9U3hX+JkG/OcOD+EHxU+ftG9BpCviNJ2UnfhSsBsn7xB+heqO7vyNMbvZu2ybgW35XUsu5+MH25wHeWcEAJ5bNJs83m01n+eUe0skyrbgO+7fNtP5Yp+2CrYvaptFfE5dmQp8PsyBQ2b5CF2VywbLTUycTLue0U/wQAgAR0bwuT4uKJRV9QW+gPH0H3j3rlAov/Cp4pe8kw4AE5tMJY+/vPvOQK8TMpafaFUcxEPrlGizWoSuFtcG62suXEkvIgtfai8xIytmXS6sORzDtovqT/drqfkCDNIAdj3D9yMVOtlDvbIO93XX5RUKCWDevfjIB2ybYduCXSOn4tzbBgLAsIZzA73OzAdbsG3i6vDjQwq/QBoXSgZzOCtNpydOKXkCvBmA+FrurTeFIlry/eix/fYwtqzqQ9WyYf/6ULLQhZplcMUa+obOcygNZz/lZ5jPj+1KHh/6W0vsP82vnmKhEMAj1wXYGSQAFIae47cnA4D57WigfeuTVjjSgL/w4x/nre4wYktBoXwDIhGSTN+wYQm8A5VnTzi6TKB3Lbhv+SPY+RifKL2nDf1bfvXBBMxd9jH7Ovvv5qvtz72RT8gPotjD9tw2WQ++ye/qMOSW+1B9NB3WrTQz2OKYh+qY+UayCv4Ugbg5/D1ydAHfxpVHKOtMjyLIs5sGurOl+PsoemYYzleiF60calEKTUbxCwBu6v0oebzekMdQZD3/mUIv8F157jv5HTswrhiYDTJwvmcwx7F5K3old+XpvbDzSb70VlI1vozXoTnuLSwzotQ1/K4eEW/Qu1EAQNx1+ZF/JQ2QdWL4XV9679yG0T3pnYEizqQh/Czf1/ZeQe9sMuj9zri0loeQXpWXs21+vcCnrySlRaDNFHoFdugGS+Faiy4Wor9/nXu3omGDX9nXyXGOH2vHzjLdfV2XCkcg/37ahDlZk48SJmwuhvAE+v6vNmgX0rLRLQT+QWAo5ILDPIeCOXMnF3pxew4OAZBwGAgK63/v/Z+CwwxA4ZtLbifbfdXem3lycMhJQOHhQe4L//zLHsxRcJhvAO+WCCisNprP5QPghMP7lgdzXVyLUGyi4DAIFBYM9UJKFBzm3uJ9nn0L3QOogMKQ4u4K+Xl/9271IHBISUBhrmH0lonNr/AcJQ4OAZBwKKDw3BXurkoco+DwTA/evRRQWHBFMEfIBYeHWgTbK7lVH28RCgeHAEg4FFDY60u3G/5GNS8MT8LhON4pFFD4czz9HQ894V2vHBxyElBIOWJxj3rXPQWHMeu8c1q/1F5nGwGF+1vzkywKDuOuC7YNKgAUWsmDKAAnHEacCTauJV7pjYscHAIg4VBA4YAb7SkCAHB/HW+BYhA4pCSgsOREervU8yW934CDQ04CCn9v4z4nb33pnQcKDi8VDrBq+g8oPLaPB3EATjisNojffi8z+tuHki/UtOeCHKnvnxwXFOa9309UFkCo66XHp6U/HvpbS2ub6ALqDDojUChrwo9azcUsOIVPN1uU/lgAoaxWs9QB+61PWhltAOCKVao7ZHMKSw33czIEEOpKSVO/iw0K08LVwd/lFP7Wzx+Q8+wxHcDpj6jbi7mgsNK7/iwryKrkrz6YYG3T+pb2ynMbFI7r6XckAgiN11mpJioLKJSlh5RdTmFanA83Agplvf+0+hvZVm0DwLZ+6uvb3MKkF/wyTQIIdU3+yZ+MFPzJ3nEWv1ddSGNzCvMc8QnBBYv6YhMXFJ6r4A8ALqfwVEP/XEXPtLfJvdOftLig8Nv+/gpSAYS6lo/xr5F6Qx6ztjlRV3UZXE7h+JY+SAgolHV+gebCOaBQBjKXU1izqJ+eI4BQ1uL5agWCytPtCfmV3lavbZtTKLuZAgh1lb5XvQYFFMrSQ8o2pzB6ruqc55hspsZceka9tlxQeOZG/7O6nMKTN/pudu+d9vuo30QV/m1gmJzX72sFEOoa03CW8nzQ+52NNhHXqzl1LqdwxEo/HCygUNaVkeqixqQ0+/0/u7u6aNTmFh7teW36YwGEunKe9L9/nXvt5bhWrFLzQ21OYbnZ/vkQQKjr8XbqpM4FhWei/THS5RSWKOv/3gmb7fdjcmH/b11QGBIe/u8OJbugEPCdQ8opzI6wMqA6h5mFQkBzDrMxfGyT7Bq6oBCAElYOEj52SXYOXU6hHFIOGj62SXYNKacwSFhZyAWFgOocupzCRyfyrpDsHNqgEFCdwyDhY5dk59AFhQCUsHLQELJNGXUOXeFjyjkUkp3DjDiFlFxQCPjOIeUUZkdYGVCdwyDhYxsUAppzmAGnMDOSXUMXFAJQwspBwscuyc6hDQoB1Tl0hY9l59AGhYDqHFJOIRdWluWCQkB1Dl1uYUbDyjYoBFTnMEj42CXZOXRBIQAlrBw0hGxTEOdQDiu7wseUcygkO4cZcQopuaAQ8J1DyinMjrDy3xoMOXE5h0Iut1CWyy0U2n+6YJagMP14kJxD8FAowso2t1AoIyFlCgpFSNnlFgqFhaRlKHzsUpCwcpcJT2dL+JjLNxSau+zjDIWPna8TIOdw38JyLBSKsLLNLRTKSFiZgkIRVna5hUIP1VnhdAtlcTmFQeGQg0Iu3xAIHlbOaPiYksstFCqyPixLUCgUJOcwLZSHQhFWtrmFQhkJKVNQKBxMl1sodGhOdScUyuJyCoOGlYOGj6m8woyElYOEkF1uoVDQsDIHhSKsbHMLhTISVqagUISVXW6h0MVCaU63UBaXUxgUDjko5PINgeBh5T8rfCzrbx1Kbtx8JNngxJURCE+kv1/eI94JO1nR7R4V2Ou1OdvdvRK1YmEPVtZvc5fOifmjSkjz0d872ywc7G2ZdqCF+3M3uGonAGDNOndOlRxyqTLF0bHv2AsA2PtsbefrAEC5xl67g6ftpTqKTPDLKqT0dkNblYJe4esDj8Q42+zq691glV9wD0ZnankAdqqCG9pS/3DukyrTA0iZ2V7D/Y7dFcMLeX+/tSGdAP74wcYAgDWfu8v3nKvozeTmN33H2WbALV5nvf9eN2gUbeYN6AeOuzutgst82E3OY+/8rljuXc9hp2gQ39nT+ywxX9gnB3dM9icz54nlgQte8a7tC8SGriVXe+f98M3u/N3kPxb7hRMGdkpD77tFD3IPjmeqex3xhSLuz1P8Y29Hj6QbqrjfDMDxWhHIwRjqEc29FYjh093AevQuD8ALfeeGmhsf9QbgL5fXcbbJfcT7TqXHuPfkDgn3rv1zTd31SuM6eiWc8uV2TwzyjPf7hVxx9vvtygmeQ/PlknrO1wGAMnX/gNVX7K7Jycr+AHypmXunqTdqerVM5yS4f6OVcz1wpvIXI057/XBUe3dVgIMf/wHETJDn7E3eBVI72r6d38b9XgTs7bqzrMeFei3zHL7CG9xbq056ztsyr813bhe6yZVeuaHV89x9ltgVrEMZd7mzNaf9aiDFc9p3v1o+yqvv2G3IF87XAYA5h72xyFbcHggWSgaAvH/8xFd3ce/IUzqX19fM/uJGZ5tCsd57TB/hrj068shtAIDdL1Vztsnf3/tAW7e5J70Ff/3jfizFbId7KARXzKId1cXHJwL/1lDy3PfdA+yJK70OJDmf+7cRUEhJQCElAYUAULe6fScWWYv7Nbb+u4BCACizkD+n9etl3m4XUAgAMSPdpR4EFAJAVIFgJVpsElAIAGUm7LW2EVAIADuG8au+C+622/KpUn+Za4d7gBVQGEQ1VrgT+wUUAkD9e8xdaAAfCikJKASA6Dn2skoCCgGgTDHe8XJJQCEApBR010sTUAgAe+/iyy+4JKCQkoBCACj1nX1ikBzgIwgoBID9w3mHMvIEX8Yi1+rtzmPHa3nvcZn4bAIKKQkopCSgEABa3uSGPqFDve1gJKAQAPJ8w29nl3g+WIkOmwQUAkDLZuuc7dKhEAAGZn57MAGFAHBvYftvJKAQgHMVtoBCQII/Tcq/E+O5gMIgenK928kTUAgACdfaxyYBhZQEFALADXfb+yx5q9iPDvB7KrskoBAApr54l7OdgELArGGaEeW1c7ciAYUA0OYue1klAYWUBBQCQIXn7XU9ZdWoTu9dDwB5DrvH/jyHvGNH2rlNoY+3uBcGBdXf2jE8edi3p1s/+ET6YwGFsmTnkAJC2Tl0QaHsHMpQKEt2DmPs9YQV51CGQlmycyicQl2yc0iVmlCcQwkMZQn3UAZCXbJzKLuFsmTnUIZCWbJzKEOhLNk5FE6hTbJ7mGrhPdk5pIBQOIfCKbRJdg9lKJQlnEMKCGXnUIZC5fNIzqEMhbJk51B2CmXJrqEMhbqEeygDoSzZNZSdQl2yc+iCQtk5lKFQluwcuqBQdg5lKJQlO4fCKTQ+j+QcCqfQJtk9FFAoS3YOKSCUnUMXFMrOoQyFsmTnUDiFumTnUIZCWbJzKJxCXbJzKDuFumTnUAZDWcI9VIBQl+Qcym6hLNk5lKFQluwcylAoS3YOZSjUJdxDFyzKPg0FhMI5FE6hTbJ7KEOhkOwaUkAoO4cyFMqSnUMZCmXJzqHsFMqSXUMZCnUJ91AGQlmyayg7hbpk59AFhcI5lIFQl+wcuqBQdg5lKJQlO4fCKdQlO4fCKbRJdg8FFMqSnUMZCAuVOgj8Wx1Dm2xQCNDOoaxCu7yBPKNOoS7hHLqgEPCdQxcUAhlzDrn6Y9u7/zHIOqAwqIRz6IJCAAgb4yXku6AQcDuHsoRzSEGhLBsUArRzKCva3BnOKRcUAm7nUFarb7zJjAsKAd85dEEh4DuHLigEgPBzXgdDQWEQCdeQgkIAyB3mAURGnUJdwjmknEJxzAWFQMacQwoKZdmgEKCdQ1nJXbyFCxl1CnUJ59AFhYDvHLqgEMiYc0hBIQAkFffuNxcUBtYfzqELCgEgYomX3+eCQsB3Dl1QCPj9JwWFQk4oBEjnUBcFhbJsUAi4XUNds2/2Fkm4oFCWCwoB3zl0QSEAxF30il9TUBhEwjWkoBAAch/1xsggTiEl4RxSTmGXAV6OsAsKgYw5hxQUyrJBIUA7h1nRP8YxBICbXucTuwvt4EN6qTl4GCvZz9xQ3abjL9Pb9aXkDAas0c/yOzusXs9fJFWe5SvthywKlgR7YSS9crDiMH53BAD4bldltk3JufzAnlCFXyhS7Ge+Iz3Skc5LBIBG5YKd/29/pgvvVh/Bh8z231uKBEOhxE/oBRBFN7hzsmTtacsn0j/achHb5tOX+F0tCsQG+0z7WtCpBaHXBgPegh/y24zlW8JftwcercG2yX0Tf25PnOQ/T8tqfBI9ACz9hA73RY3l730A+H0av4NUyen8ROvaF+n6cwCw+WSwRQknZ9N9zat932NfY05CHRIMhXKezJ4x8WyjzFdxkJWcyPd9s5vyuz5NiOMnaTtPBwvhlstPF/mOfSvYFp/5exxk2xybzy/qDE3mz9kdPfmdeABg6agG5PHqTwacOF7k7+0Dn/Hb+QaZaHw/QM2BzKpj+I8Bw257/NyF3XMrWf+gQHOvbmHo2+5dC6q84J/034bbO/+cCT5cFhphzxmIG+6fcGoDkLCLXp7cpfz2mcP54j7sVO3mnom0KebNiJ/5qpOzTYXZvjORY/3/sXfe4VFUbRu/U0lIIKETauihSBFQUelFUFB6URAEQUAFUbChIp9iowkqSpeigAIKiIBKBwFRmnRCCDWEloQkJCHt+2M8mTOnPGdS8FXkvi4vd5nJ7uzuzJnfuZ9yNK9VORQAXSURWQAAIABJREFU4PGJ/oadlMYV6kxUO3ln2trH3aKR+sa26aT9O2Vmqs/hSlNskEssp7diAk/ZBRRn2spuRtFD9ut4EB0D8m+yv5eTM9WuQOZpe4mmZs3kdUcBYMN269zJKKB/s2rT7XCdrhI7M87+HZIWq5ehSrxp3zgyvtOf27//n1Xx3PaRJ7T7ZE6wAOvUbr2TEVDdcij7Vlav8QoAn62ym60X26e+AC5yBfPV5qrPt06LNmU9/nhhR+U+5dbZf3vudfV7JZ+0YbfkTnVO4aVu9u9RaaC+2CByhD0ueCnMPo/7bAfU31c/Ea3D9f/bcEI9OQr8w3aBm/dWFwD89L0NhKrjAQAfroq1xHy1m51ezz6GM8PV523qTXucKrtI73YkFbG2PThcn1P4/WErdBkaooeMKwnWtea1Vj8xSClkjx2TB8xU7jOxih0mP/equlNDoRP2Z75RVO++tn5mBwDg5+nq1+G/35Oz1fei7xrZ7a867dB3T8jgxsX0BLlAcmwTe+m5mvn0Tt/kqDZZj/291Ofk1tP2PatksLqIpEYhewnLpHR1weaIknbbmWde03c+iH7QOierhKknvfwYlJ/Iu9v8sgVFzce9qN1nzstW39alcfpipFFFreur7csjtPsEH+DyoGepoTZqgD2J8Z6mnrCG/2R/1/mIOW2JndbYFn2verIef789Zv3R1G6dcyeUDCcU6sSgEAAyhqlDwDwUAkD10e5m6qJ4KAQADfNkQSEA+F43O1lH56qrnhgUAsCkhxcq9+Gh0I0yn1efiA4oBICX9KHi7MhDQc88FAJAwBn1DJyHQjfK1BiLPBQCajjgoVAnBoUA4BmvfjMeCgEgvbB5dulGnp3U5zaDQgBYu1q9hi+DQgCo0FAdl2FQCADzwtWhIh4KcyMeCgHghd7fG/+mzHvmsfDiffKwx0MhoJ8U8FDoRkk31TdPHgoBoEUVOSLAQ6FOPBTq5CO0Nol+Ul+Fmh2d7aUesxgUAsC2KeoqZAaFABAZpa7SZlAIAOlt1ekGPBTmRjwUAkD+K+rJA4NC8bFOlQbIeeE8FKqeM2XobhwaHUpRRwx4KATUQMdDYW7EQyEATH//Y+V+DArd6oamUpdBIQBsHD1JuQ+DQgDoGqQuRmJQCABrP5qs3IeHQgC48HTOVnbhoRAAUjRZGQwKAaDELnNkpf5mcx9Ut/rXg6EKCit1Uhdp8MoYdsUBiCIU6sS7hQAQ85rZ5gZkOOShUCfeLWTSwSEvEQ5VUJjWUPE6f7mFTDo4NIl3CwFgww75Zsq7hUwqOBQlwqEKCsutNYcVRTgUoVD5Nwoo3LSptvHvRDgUoVD7fnHOwcC/pzyL593CrPcT4JCHQu17TZC/Mx0c8hLhUAWFl+vKN7iLgtly7KmcnWu8W6gT7xZmvb8CDkWJcKiCQrE7D+8WMolwKEKhSioo3LjQDIFEtyD67+o5HctyU+Sxh3cLmUQ45KFQJx4KmXRwyEuEQxUUjpg9UPo33i0EgDIfmIFOJTcgqHJjVXAoSoRDN1DIu4VMIhyKUKiSCgovxsrRCd4tBPTOo0kiFJ44KqcJqCIWIhzyUKgTD4VMOjjkJcKhCIU68W4hAKQNpXNxmXg4LLHzugMKdeLdQqa8gsN/dSi54zbzl3AlyezEeE4tagTDI+PukqBQVKH3z0huoSiPTHdQGFuZHuHDnjricApVYmFlk1voHUODiscn12WnUKWJxSUoFOVJrOfLlJnpIbmFohLL5Tc6hWfaBjlCyCp5pLuDwvA39L3emDJ86GuJhZVNYOh1LUGCQlFX5ptvpBnfFTVCYdtHnlBCIa9Tu8s6nEKV+lbe6copTPenv6Nqc69LTqFKHy/saITC8B7q0DuvkjszJLdQVKWBp4xOoVeKGgp5+fumGqFww4mqrpzCVMOw5pUiO4UqlZi/X4JCUSeHmCGl7CJvIxQ+OHyXEgp5hYZcdTiFKnmtDXblFJoA8NyrjSSnUBQLKZug8MAD5oqjCYfXG/fptGOwEQrTE3yUUMirZr4LRij090p15RS2qECDbVK6j+QUqvTMay8YnULveHrCxkLKJihsPu5FJRTyquBjblPV9uURRigsNeucBISivKfFSU6hqHxxcAWE4SPM9+KIXq8D//VQcm517gnzzCe5kLmwIb6VetkkXlH3u++dR6lSgDmxfdLDC7MdQlbJrXM4b4bags+uXrvbXNhwvoX5pnf4Wf1C50yJJXO+rGB25Rnv5cotZEus5VZFDprPx5MuCk38LpvHl0Uf5k34OLmEu5LeT/pPz5P3WzDJ7Dp45DeDmgkKASD2T/PvWvarvBkfyqxz1+My8wd3q22YlP9X82oM6+eZq1RXhS017qPLo8yudCklvPJfyXDlFOaV3PQmDTxuBoNlsfpcOqYxIetcHZNJu793l16R3fCxSjdKZbpyCqk88uzI/5KZDc4lmnvuXv/QXH0eEJVHB50H+lc7huXnWiuf1KuiXmZo3z6b0MtUU+fCXbhqe7gtK6ub2O6dVjfrcdBJtePFF3MkNVdfKBcb2YN+mY3q0e2hT5xtQJZMUc/6HnnOXqaoXn7588emO2+wXw18RNon7lWn41bkFfVIeWyQ/R2Vr35R2j6vmjNnrfnykcrX2dHFvqAf2Kpe9uvVemuzHn/Tt7Vyn+P97Bt1tdlq+Fm7ynlMTYYOUu53o5j1mYstVjvG19s6q4ovNZDnUlXGO/PDjr2uTjgvuYNbL/qUfNwpRZyVnv6/a5qlF7Fv5lcmq+d2hd6xv6N1y+cr96ky3163tqImbBz1ozNVwqvJNWkf32X28VzTFGFXmeys4j76ujx7Lv+j093t9bHcO6iSb7Tj+fgevaR9Xly8xPF86HdPK4/p5+7jsx4/tEMdfag83D7fTz1TWbnPzao27OcPUF/XKcfsa6hpc3XB0om37S8vJkx98/eNdY7XiWVkaC+/0gkX0Y3kG1fx7s6iuYw35WrUC42dY0hSLfWkptrzkVmPr3aQOyOkBDuPMb6h+nX+bG7DfqPf+yr38V1hf5YbJdUTloAH7UlzofZqYD072pnLUPiofFOe8JE9sfwuTt0y5WDn8o7nGdHyhD2pubNC97PPpipfa1h4DwDA6UvqrhD+e5y/x6in1e15jibZ4eQzSerX+qDMD1mPW+1Ur19dcajtboeuUY+zW5Y5exB+PVjO81twzf6ul+1Qp0O0bOAcfzdvlFN0qsyIcjz/essiaZ8W/2cXoMx+Te0Ydv3VWezDF23w6tTvuazH+S6qP3/GFPse6jVM7XTfKG9Pvi/VU1/X/PkXeFr9Xmfb2K+TUlN9DaUnW/ez00+9AvzXHcO9J8pL/8ZDIQCcOyZXz/JQCADrw+Vlr3goBIC4SnKbBrHC13+juWjlXHM5VCxCoU48FLrVEzPN3dCvfigPjjwUAsDpIyWNr7Ox8wTp33goBIDtjeX2CjwUAkD3eebwxLEB8sUoQqFODAoB4HJPc6gYAIr/bg4/qMRDIQDEVzAXsSQ1UIQeijgdnqIj5OPhoRAAHuos90DjoRAAIhQ5PSIUulFhRacXEQoBIOw98wpBeaVpneRWJjwU6sRDIQBUmC5DBg+FAHAjUb6ueSgE1Dc9UYWOyk6FCIW3UiIUAoD/Qdk55aHQrQrsll+Hh0IA2NFgnrQPD4UAkP+i/H3wUAgAMT/IMC9CoUo8FAJApyBz6x2VRCjUiUEhAJQvLk++VBo/q7v0bzwU6sRDIQD8cp+cbsJDIQBEtpPHKxEKVeKhEAC6NJIr60UoVEmEQjca8L5cES1CIaDOy+OhUCceCgEgfaoMdDwUAkDxvfJ1LU5KEsrL3zUPhQCQ75B8DTEozAvdFmAoSoRCJhUcilLBoSgVHIoS4ZB3C7OORwGHonoM/8nxXAWFe284wVh0C5l4OBTdQpVEKGTKLhyKUJgdiXDIu4VMKjgUtWXaDMdzHgqZRDgU3UKVRLcQAKq958zJEaGQyQ0cOlTEHPYToZBJBYeieDjUQWH6FqcDwbuFTCo4NEl0CwFg0QvOBaxFtxAARi1xugaiW6iSCgrXNXKCgAiFTCo4pCRCIZMIh7xbyKSCQ1EB55znlugWAkCJHc4wt+gWAoDnO9lfgk4FhUVWOZfpFN1CJh4ORShUSYRCJhUcilLBISURCplEOBTdQgDwLGHuA/jss8Mcz3koZBLhUHQLVVJBYTl/5+uIUJgd8XCYEyhkUsGhKN5V10Hh402c0QLeLWRSwaFJKihMKekcq0UoVEmEQpVUTrUoEQqZVHCYV7otQsmiPBINBRBFzUkqLSsfk9xClYos3ktuP/W6uaEqAAzo/JNxn4R0Gkjr5T+thUJe0042Ne5z5aS5yfWmjmbg8/Nw52avSqCb6r670dySqNrsRFduYYMx6tAJU7HFB11BYdBGMyTENTfflHyvmwcH/1Pm3KP0wmbQjOho3qdiw7NGt9D/snncKLLOXRPwpLpmZ/KNaXPJ7eN79HIFhVV8zN/js/d0Nu5zbCKdbA4AXufME8hSm81tqhJLmvMOE8t4KKGQV+Zkc2L7uZ9k2FGp3HRzwdaFPnQHhfiGSa6gsOmbw437eHTVr0LFlLDDDG1z+n9i3OedlubzI7GG2YT47LOpSijkdWmtuSXKqKe/ceUUDi3yK7l90N2PGV8DAM48bTZP2nU352XGulj4/EIv82/29ZZFSijkFdfUXPRYbq47n8znNXmCyitlYojxNS7V83EFhTGGRRtuVLqp/Pf/dCj5rw/vUNmVLj7SBfOAHXmPuUjAs7t5lu1ZQ90olNf8PlPRNOAovc88/RI8TK/PexIfLexK7rPo/D0o5OeuXYpJD3/2snGfJ3qbLXkTFAJA6EoziHy+fDpOpdIzuZo79M2dmU6+7iKsPOAy4ha6a0VAKaGUF66F0SsbpAR7I7ZezheVZyo35SSaafLbHGppXo2gUD/zYvDp5UsY9/H9xgNBr9NtcRKHmdsP6WbVvMaGd0DvI2bn1KQVe9bgaHN6pY0xDVbhjY7f5vq9rg5KRPKjLtov5cFI/mboKkwf9Klxv3Kzze1XTFAIAN81NrdRevr0Q6jyND02ulHRXtEInUqHLH0SgWc+eT7X7xXZszQu1zYXiPQbS8MMAOQzLM+3ZthHaJE/0vg6gw1QCAAlflBDBq+zT5mh8Lfn6Gpgt/rjy9qIeoiGrPABIbhnnvl7bFyJnsQX/skPCaXNK8yUf9e8Atm53manPzjcnJKkymcXVWqdPGlUcVF29a8GQ1EMCsusd+GCEnBY6XFr6ahCX+pnPQwKY5abZ3QUHM7vo05EVmn5QrPTB8AIhyYl3fRBQNl4BJTVH3f+89ZMhoLDAX3Mg6wbKGSi4HDDI+rmprwYFCa1NTsnl+8mLo0B7sJuXbYeQv//W+FqXx0cpgS7q1K90LYEou9x1ySbgsOKr5pn+qUesYqdcguHvt+YJ7QMCl87anZpRsyRe9gxjQ3vYPx7AGi7cBRODnN3TurgcEyDVa7+fk2v8Zj9hbtKfgoOE8qZv0c3biETBYd5BYVM4Wn6G+TTp82TYQC4GeSBlJ/dTZx0cOhjLuAHAPT9+jmEDzC7cwBIOEwsbr6u45ZYrrQJDgHaDXQDhW9esLoKuIFDquKXQeHY4voVb1Yva4TVyxph+8rcNVoPH2B25gCgdn93PYoBkHDoBgpPRludByg4vFnAundSS++6gUIGlyo4zK3+1aFkAGDhZJ1TeK6l/eV73tT8EKWcNjMDQ14x/ex8CZ1TWKiz7bScXqgOIWYcdvZWU4Hh5kS7sk/nFHbu7SxU+fZbGRpf7u1s/bDovFwRFpPszFNQrdSQeNZ5zAwKef347EeO5zoo/GqhfdNxA4ULR8g39MhHnb+jDgor+NigpHMK/dfaTtN1TZupYnuEm5cCDIN62zfuLlsPKV9nzlt2qCahlDpEUPioc2BWgWHwXuf7X2grw1eJ35zOabkpclh3k5DnpoLCqJfudzxnUMgr5ktnKDj4qOzaep12hl9UUBj3nrMARuUUvh+23PF82OxnpH0m93cui6aDwoXV7WrttgtHKfepNNX+3lbskdsohW2UK55VYPju992yHq/ppS58GTDYXorr6iA1qfitdLrUKigM/d4ZUnYDhW+Gysf8zAyn26+EwjRnKNwNFM5/Ub5eK3s7x28VFJ6Y5ax4vhkkf/Z8rZ3XRtFectgvcpgzIqCDwunP22Hlvl+rIx+VZ9tFGpE95fSCYgecgKADwoJP2MvCMSAUlcJ93jXDPlLuM+2q83pVQaF4p2RQyCu6vQ1IOpdQbPejcgrHXHKufLN6mZx3+MCjzqbgf3wpF2eFrHPmGaqgMFAYmlRAuPWk875c+CfZIAo87xyDdUB4IdG+FhkQiiqz0L6fMiDk5Znm5C8dEPrE27+9zm288JB1LXKO4X8zlAzkjW3Ku4cqKARo9zA74t1DnVtoCisDTvdQBYWA0zlUQSEAV2Fl3jlUQSHgdA7dOIVupIJCwF1YObvSQSEguIcatzAvwsqA0znUuYV8WFkFhQAc7qEKCgGnc6hzCkMm2jcWFRQCTudQBYWA0znUOYWmkDLgdA5VUAg4nUO3TqFJKigEZNdQ5xbmRVgZcDqHOqcwsqNdEJRTKASczqHWKfS2z9GcQiHgdA51TiEfUlZBIQCHc6iCQsDpGrp1Ck1SQSHgdA0pl/D6V+ac1exK5xTyWKGCQrfinUNd+Jh3DlVQKEoFhQAcIWWdU5jApcfqXEI+pKyCQsDpGrpxCd1IBYWA0zV04xKalCc8hNsADAE6r7DM+kyUWZ+pdws56aDQrWKWl0HM8jJat5DJs0Z8tkLIOrkJLX+0sKsWCpkYHOrWdQVAhpWZspNzmJ0QskoMDqkQMss3pPIK3YSVs+QihKxzCwFkhZV1biHTtTBfVyFkHRQyuQktN2t+wFX42CS3YWU34WOAzivMbViZieUb6txCAK7CygwO3YSQdW4hgKywss4t5JXX4WOdpg/6NM/DxzqFp2W4Ch/roJDJTVg5dOrBbIWPdXITVnaTb8ikcwsBO6SscwsBO6ScnfCxSiyknFc5hRQUspCyDgqZoh4KcRU+zk7oWKeE0r5GKCwVEIeT0UW1bqFbUSFlptQCmQgOzyBzE/MypHxbgOH1cvQXEt//OgpUoVcm6F59D+rvpRNCr9TLxJV6Zreqdoh5LdSnZtKVduvrFcH6euZlz5adNFdOe3WibxDlAmNQp+gF3FdK7Qgx1a1r7j2XngnMmK+v7PO5cgP92vbHsq401N7IMLfyCTjjjQ6f0zBae+JQeP1Ku3mJpV1cmAGeSF1Mg9jHf6xE4/x0JW5sFXOvqYSGSYjuQFfOx9cqigLn6Kq24PBUpBSmv8c3Q9Zh5plt5D6lNsSh1Aa6AOLYqRBcampOup5bkV7Ka/qMKZg+Ywq5T/5pwXhnWH/je70wj4bDRTXmw8vw04eO3oH0aHVzfF4BgeaqxxU9J+KmoUrkTI8MJMbRbSiu1jcnrkffH4xL39LV3p7P5ofns3Rl6JuD1Y3hebXaehpPDlpL7pPSOB4pjenJZe99T+HgZboVVuIj8Uh9kB7Piv6ZggKT6GKkQX/swdih6sbvTItj7sXimHvJfcqvvoHUkvTKF/liM433KABoU4Ku9K7c7xhqdqKjSYPqdMC+Fub7xotn6ArkvV/dhQu9qsGLOK2L7U1B8d/NHT5W/kiveFO0SRSOxRZHYEd1i6is13nN3Hv02r30GFTYJxGPhe3HY2Hymta8/GLNFcNNg9ULYvA63zsV5w3FKIV+PYeg386T+zRtcQA1XqL7IyeWyDucuy3A8MCUEa4uPBMcAjDCIQBcOqGfIYQGWX2jKDj02GMNWiY4BIDSH+vXQ85sZN2sPe/W37RZ2MSr03UjIFKqUsRyy6o+oncPVg21Z7IUHJrEoLDzRH0Ln8t17Vm4Dg4fm2p2MDP+tKDRK0VPCPz1b4JDSpMWWE5XWoD1n0kmOASghcPgcHswOjHW3HrHBIcAgJfUN8Bjp+xZ/PFn9CC6eJnVmsQEhwCwsNaXyn/PP80+hmL79QMuy3+K2W7uuflzH/MNp31p9coXAFB/t7Um+YSj6pV6AKChn9lRbb3RPB4knrfyfVOK6W9c/pfsyasODk1ACNhQmFxP38Km1UZ7IqSDQxMQAhYUmrQvynbTdHBY9E/zNTPojz3GfZr3tnvttWu327i/Tvm4puRUt7GuL/4CAOg27Bfja448q27dNaiOnTYxuI4+hWLkX1CYmGauwtWp2F77e27fT9/+q96X1jltWiOd0srXxmdB4XriWr1Z0hoPNh0yu5yUGBSefF/vgjMofONueXUmJjexkUK/mjtANG1h7iSRWMITB6aMMO7nVv/64hOm2sPt6r6CZ+yE6Pj+6gEk/oR9g+neUm27/1HP5uYTU9SznuJV7P5ZDApFHYiyww0MCkXNHWi7JG9VfUC5z/kX7PUvGRSKythju2O6Crz07+xjKBeo7n2284J9M2BQKOr4anvpNx4KeQ160s439LlyQ7lPl6V2IY3OKVz+kr00IA+FvFYNsY9BB4Xp9zu/NwaGjn3y2aeWblLo09POX5pbfYFyn603nGFIBoa8vLlwVoJmqbASq+zvxCtV0yy7jNOJ5MGQqcoYu/P0m5p1UgeWezDrsUc9zaoNE50TLB4MeVWdbt08GBCKeiqiU9bjj0KXK/fpfbCf4zkPhrwu17HPCdUauIUesN2IRTXUTlHrBc6QcuhodYj9h/N2o2MGhbxGhtlN2XVA6OvhnIDqoDAgyD4nGBTyynfZ/rA8EPIq3s15DDooHL3a7gOpcwr99lpRBR4Iec2f0dbxXAeFSxraBUI6KKxVzP7NeChk8tnmHEt1UJhvtz2Z1UHhmGl2GyMeCpnWrGnoeF5+tXosO9/MnvHl06xUw7twDAh5fTu1leN55X7qQWhC2ZVZjwdpQPCL/XZ6w0iNSxjgbRdb7P1KvZwrD7U8FPL64Uu7/RADQlFeSTYuFW2iblyd8L09mdO5hC25a5UBoahmNe3vrbAmb2DrVNsR1rmElV6znVydS/juHrsZvw4Ii62wv0QdEJ4Yahfg6YDw8ET7N+JdQgUY/neLT3Iq5h7qoBBw5x66EXMPdVAIuHMP3Yi5h1TPrtw4h7yYe6iDQsB2DnVQCMAYVgZo95CJOYeUU8iHlVVQCNDuIRNzDnVQCMARVlZBIZA951AHhYDTOVRBIZA951ALhYDDOdRBoRtl1znUQSEvFRQC2XcOdVDISwWFAO0cMvEh5ew4haIo55CJdw2z4xTmRLxrSDmFPXZbYf7sOoW8eNeQcgpTGloT2Ow6hbx411AHhQBQepMFIDoo5KWCQsDpGuqgELCdQx0UOvY1hI4BPRQCNszqoBCwnUMdFGZXVOiYOYc6KMyuqNAxcw7dhI7diHIJq0yzCvDcuIS3UrclGF4v543r5by1biGTm9AyoHcLASusfOlEUa1byOQm7xDQu4WAFVYu/fHvWreQiQot89K5hQBwX6nTuK/Uaa1byESFlrOjZV2bGvMKO0/8SesWMplyDpl0UMjkleKhdQuZ3IaVdVDIlBagdwuZ3ISVAT0UMp0YW0PrFjK5CivDDIXHn8mndQuZ3MKhCQqL7U/VQiFTzPaSWreQ6ec+441Q2L50fS0UMk042toYPr6Z6WmEwsQ4fy0UMqUUS9e6hUyXvi2XJ1CYXK+81i1kMuUbMpmg8ODlklooZDLlGzKZoHDs0PlaKGRyG1I2QWG6nx4KmdyElAEzFA6u08EIhYlpviQUZkcmKEz3z0TRJlFatxCAMdeQyQSFmw5VQ2GfRK1bCACNh+n7LfIyQeEbd/8ID9AW3eXHzHnIgBkKa7z0JxJLeOZpTqGo2yaUDDjDyaXmWY5Z1AJ3zUjblVMv8Lqvud364ehYdc7BtEes5bq+jNZD3bWRlkV8vrneIto8xJ4h9a7YXLlP4U3W3x+I1n+uG1FWNWrYa/pk5uOf22HO5pXV1VdbIq19aoboL+K9R0IBABva6hv1tlhjd6av/okaWtOCLJu9w8xN2tdZ06wqAODMgCrafRIrWoNFgWN6gFw33HY4W8xRg+T7T1gA8d64PtrXYe0aFrw7QbtP39deynp8PVR9IZf43QrlnH5SP2ttUcX6jY5+qF+VJWOQBfE+U/XJ59cGWZXaP9w9U7vPMw9bvfkyffSkdXyAdY5l+uuPudpga4BbFLFJu0+fk10AAJMqLNXuM+KB7gCAxDr6c97vJXvidWajOidu5lNW+5Wy3nrHZ/ZfxQY76+jPn4b7rM+8MlL/W5R9zgKWCdv0bWq8PKwhrO3GYdp9dra0uhfct0K9usOq9nZFaJ8P9StAFPtip/WeYfqOCZUXRAIADr6ubzx8eYj13T1VZad2n5/qWstpnl6kz9FKT7OuBT9/fUPl92tZk4ZR+/QN+8tMtM7R9Pz6HPOzA60x4aP66nQFAHj5d+s8fLiquqtAt0I2NI59Qg+03nHWBO9iU/01GLLGKjRosko9Ps9abYeS6zfWA8nh5VZfxzJz9OO8R4A1GQhYrIeSkaUtkB80SQ11/QbbeXQrh7fUvk6/T62uC+OWdtPuU63xKQBAbLK6wGpC1W+yHpfy0k+G20y3xu2kivrzp+JX1vVVd7x62dqJIfZkockQ/YToag3r3BrVVz9GzXmlIwAgqof6ePY3mZH1uFsjtVHw+fbFWY/fidJX5zcLtgqQxn9qL6eoyS+8E0rWKaTPBYT0cefW5UQMCgGgX4ntxv1Lb0xE6Y05a57FoBAAapcwf6aj71fHUSKBlhKDQgA4FKV2hhgUAkCLtXmT+LpqYDPlvzMoBPQ91RgUAkB8tZyHGBgUAsDro9WhYr6HV583Rub4vRgUAkD5+WoQY1AIAGGvqFMEGBQCQOqwq8p9GBQCQPs96opdBoUA4JGqhj5xTyILAAAgAElEQVQGhQDgkWSusu5VsZny3xkUAsCLp9Q3fwaFABCwX33O81CoE4NCADibpnbOZnMVqPdpClsYFALAo6Hq34JBIQCMfFB9k2RQCABrm6tbVzEoBICdj5lX9lnwinofBoUAkH5UvTQYg0IAqPWeumKTQSElBoUAUL6XGlgYFAJAcpK6AIJBIQCMr6u+ITMoBACvG+o1pxkUAsDLf6hvyAwKAeDH40QKhUEMCgGg5Gb1NcigEAC2dMh5ix8GhQBwrr/6dRgUAkBiT3XlC4PC3IpBIQCM7qqeDDEoBIDgHC7L2mb6y1lQSIlBIQDsG1UvR+91tYZ3FhRSYlAIACFLcl7QY1Kz4KNZUHirdVuCIXMLs6M1Z+T8K94tBICwMeaF41VwyNxCSrxbCAALIzYa/0YFh8wtpMS7hQCwMbyqZk9bOjjkpYJD3i0EgCPPyyFc5hYy6eCQl5veaio45N1CANjQX58fyaSDQ14qOOTdQgAoGGnOWRXhkIdCJh0c8tLBIS8dHPLSwaFJzC1k0sEhLxEOeSjMa4lwOFvRlkSEQx4KsyMRDnkoZBLhkIfCvJYIhzwU6iRC4dwTdAsS7XunmW85PBTqxEOhTjwUMolwyEOhTrxbCABjvpor7cNDoU48FOrEu4UA8MdWucKWh0KdeCjUSYTCGS/KbaJ4txAAHp2yXt6Hg0KdeCjUiXcLAeBCurllmX+EDGI8FOrEu4UAsOXzGZo9bY2fJ09eeSjUiXcLAeDbHbJzzbuFgL44kNeo55YY98mpbqtQMmCFkykwdBNablfusASFolhYmXcMRX0Z/YARCs83D5CgUFTvis0dbqFKB6JLGaEw7LUjEhSKal75uMMtVKlmSJTDLVRpQ9vJEhSKqv5JnASFvFhYmXcLVTozoIrDLVSpwDEfCQp5sZAy7xaKYmFlaq1QAPBMp68pFlLm3UJRLKysAkMmFlbm3UKV4pPpAZaFlXm3UBQLK/NuobSPf7oEhKIWRWxyOIUqsbAyBYaJdUoZncIzG8s7nEKVynrfUEIhr511fIxQuDKylsMpVGnCtm+VUMir7cZhRii8b8WLjhCySn0+fNHhFIpiIWUTFB58vY7RKXyqyk6HUyiKhZQpKGQhZRMUTunTg9zOQsoqKGRiIWUKCh+uekgCQpXGte9JbmchZQoKWUhZhEJe9RsfMwJhmTlHjEDIQsqUUzho0nAJCEWtHN7SCITjlnYzAmFssr8EhKJKeaUYXcKkijeNQFh3/F4JCEU1GTLI6BKO6ruUBEIWThaBUFS3Rp0lIBT1TtRDpEs4/tMeVJuaHIeSbzswbBs8wPiHbuAwpK8+r45p2O/6gZdpUh964ACAr7+ZZn6vM+2N++zcZ3b+PIPpRdLLz/HEuUHmMOzNWPNsDpn0eVllvrmgwutGKjzOm1ccOTIulNz+K5EDybQrxVy5OqNhfVztQFf3msAQAPyvqENfvCq9Y3aoD8eYC2BMYAgApd8wH/OxweZl/6qOUOfz8PL+2dyAN7O32VlKp+tItEu98RpXtxkabjW7q+mGxtR729PNpAFg8nb6BggAXaeMwi8jzH0VL6fTx/NihfvJ7QBQbbc5TLbxrD6fl6l0N/OyYRELzCHayQ3NDogJDAEgcriLe5phbAKAuffqJ/1MJjBMKlsQ+Y+ZG6QfH2xeEs//Mn3MZZfQCxQAwOE3S2FJG/P95tcb9O9e2Eu99CWvpdENjPv0KLkbVXzpYpN+s8xVziE7zPeS9QtnG/ep+clQ4z5FDpvH7rWf0RNSALiSQd+LAWBrkr6HKFMffb7vnRxDprWx5h9/YR36gt/ZYAG+O2SuCptz8UHjPhea0E5fXJX8eGQ0naPWeOYo7F1H56Mcn2sOLwBAUEFzfmOZGXTlb5npPqi4hA6Lll1jPifPN3XRqwVAZmnDElcp5kHhoY/pGWfzuS/j1a+fJPdxq4IRtMNS4FQSvONp+O40+WfUDjQ3P803gXa2AaDsYLpiPqTjEWQcpHNXYuoGo/hO+jf1TDb/5mkP1kLyWDot4eJXoYhuR4NWs7XmXJt+3zxr3AcAdjemQXX+bvMar9dmEt2L/9KTo18it3edol+aj1fjL805rd4l6QmDZ+0wnBhAL915rEEqSnVSF+Xxarv/Crm9z6FTGHP3D+Q+ld5Pwaed6bDcxMH6pS2ZTvQxT4L8dgfC73d67PE5YB6bXnjH3fllUssfDmJIezp0mBacszQGXoffdFeIuTLubuM+4+fQaR4rL9eFrycNUD1Kmqu8e2zQN8/m9dMCfTEdACyZNxVX0ul7X6Ulg5FcnL6vFd9jhjnvJHPKUM0fnkPTH+mIGt9TVicCCnOl284xBIDKH0z66/9yhdn4A84LsPd+ucJsZwNnTlmnmk6LP/AHeabdv6Tc4mPkTKd7WWqLfGLGVbGt/9Xj5OrWxjPlm0W9h5xOkgoKr9VznpyFyjlb08RdVw985efYcwWVc1hmuhMaI3rIcwsRCs+2lXZB/tPO77D0Zvm78brhfH+lcyhA4ZEJck5OgaPOY173ghxSbj7XCY4fPO60o2Y0lFe+EJ3D4BPyZ7heUQ7tFDhl5yOlFVBDeKfJdpPkAwllpO0nR8u/ecpI528c3M95PGe/kMN9IR2d55JnLfl1Y+o6W8Vcuk++9EQorPyaHLJJe9BZxes3RnblL34V6nheYo2z5YsKCNdfko/55G9OsPyy+2fSPuPqNst6rHMNRSh8ooGzvcX6KNmlLzzQWQF6tZkznWT+uInK9+LBUOUaikC4vI9cbPJyo07Sv6VdjHY896zt/L6qzJYLUo41cF57F76TXfIBVZ09YNfWkVeE6nPIGUocu0eOfFR633kNP7f8e2kfEQq9E53QoQJCn8JyJa7fbjsVIrmBGhR4KJwxUHZ+VEBYbJfz/EkqK/esFZ3Dlj84U54+/0GuRBWBsMAJ+d7j1inkpXINRSAs6iP3oZw972HH81H9ZRd85WXnMq03M+Rj5qFQ5xiKUCjmE/45VP5t2vRx5k0vmedMyyjqpb7vVVoyOOux3yX5niYCYbqfvI8KCH+Y4/yea/7gXHd788PyNSwC4ZPHzkr7jF1mgXn4qyRc3nEMVQp/1Ry+MLmHAHLkHopQCMjuIQ+FAPDI6JFG9xCA0T10I5VzyEMhYHYOAUjOocopLOui8M2Neyg5hwqnsPpIZ3sHEQoB2T0UoRCAK/ewyCqzmyKKh0IASueQh0IAqB14zpV7yEuEQsDsHAIwOocAJOdQ5RSGv++8yYhQCEByDkUoBGB0DgGgZXHnMYtQqBIPhYDaNVQ5hV/9TucjihKhEFA7h6Jb2Gqy2T3svMB5U1BBoSgRCgFIzqEIhQAk51CEQkB2DkUoVEmEQpVUTmFagDkMzstvd6ADCgEoXUPRKRw08zlpH5NUUChKhEIAkmuocgnjqziBOCdQqJIbl1CEQkB2DkUoVEl0Ck/clFN43DqFlEQoVKnSksEOKAQguYYql9Ar2bmPW5fQJDcuIYPCW6nb0jEEbNfQfn5IcgtF9d7/lOQWiupUs5XSMeR1eJV5rcaAKPp7Xz1ugtIt5MWcQ1MYOfMxOocq7nqABIWizg1KldxCURE9PI0h5KvV6e+OOYeiWyjK4/xlYwj53NP6PnNMNw1pcx88Pl/pFvK62qGG0i3kdb1ifgkKRaUV8JGgUNSBhDJKt5BXysgYJRg63ktwkUR51gqTnEJRl+7LNIaPK7+2RwmFomIr0yHAEmvOGMPH6y+FGaHwy+6fSVAo6sgkOlf3iQa7lE6hqMIDk5VgyOtGcfq6+2XEeGPoeHmfSUYoTLsYrYRCXhn7zTmtF76roYRCXmvrFDVC4dg97Y1QmFKcnix6J6YZQ8c+hZMlIBSV3CDRGDqeMfBTY+i42K6rRijMf+ySEgp5fbJNX4TCVONdc4WzCQiZa2iCwhVfNya3j+r/jREIb2Z4G0PHVXwvGoEwvC1d0MEcQxMUFvUKkIBQVLm15lxCQy0ZfpgzzQiEmx+eZATCJ4+dlYDQ4BYCdxxDWeKX5ibBfHndWcZ93LiHeaFHRo/E5oF0EvreddWx67fcLRgOAF6R5vyoCk+alwMy5R260fmmAag6xexaXW9SMdfv5UZvT80b59CUdwgA/ifMRTYXOtKrYADApWtmx8Kki830VaZMppxDQHYOc6qoDmYXcElVfQNapr47++f6WNy6hiYodKNVCXSHAAD4ylBVDQBN95vPPzcyQSHgzimsXcYMNiY9PU8OOYuqMtI87g+oZf5MbvIJ3TiFtb6jV8PJK03dbi7k6bnyeVdOoUluXML0x82o8fhSfaN3t4qt4muEwjZ7+xuhMK/kxiUccq++gTvTxI+zDYW50m0Lhip9E2eukrqQRs9iO9dvj8SutOtV8rdklPyNXv6m0JI9KLREXzq/SpFvmFPp8gl5nWthbszps52e6fpeSkRAON2yIygiA0EReoBs3vkPAEClmfplt+IrmeEIAEr8Zr4ZplUx73OhD52ScP+WaDSeQbe2ONcikFz1hmlte/0gu7aVlULgf0h/Uz3b312Susk9AoCUYHp4yPT0QJEDNBwWOmSGx7Ot8iE+1LgbFn3WRrttULB1bv7eW98IOrOcu6a6hX+jnfHgfb5IXk0Xd8ypvgBz36WbUvcfvdLV8bzcVd/CpUt7q29qnR/1rXseWGcGtWu1gxHbx1xk07kAPQasGtYSc4bSRSTfXTI3HK4yh152j+nDVnoAqvGedZ1Q4dYn+tEOPQB4pgHJRenzuNiPJ+G/j4a+ez743fhe0almuKy8yF3z/l+ITgweyVb7qa8361frGltsP8YWUzc7Z0osnYE9e+gipqSe5nvLmJXm8GirWmZH26Q2e62JYVAl/XKwgRXiEFiBXlY23c9TmWfIyy/iKqpPoCf7NcaaJwqXh5ivy7zWbRtKZmIh5V6PbHH8e/cg50WaX9GcrpS3M0zRub6cOB2w1Gk3X3vTWV5+8R7ZjSvz8R+O5zE95FmbCgybCqHlm4WEAhPFTTi2uRNQVbmFCQec+VVlNjhzKny2yTeD1Aec4UHfS/LrJlZ2DnJp+ZwXUlxF+cJiYMh0cqDsmIhgWPBn54CRWlt2E6PvceZz3mjgBELvE3KRiJ+i2LLUAmdB0/1b5JDs1kH3OJ6fa+EMZalWvvG56Fy3u+0P+6R9GBgyJdV0trhQQWHVF50FHhnF5SrmjANOh/bSc85WJ/liZZDP9HSea1dry5ejeD4GRTonXWdbyWHAApHSP0HMXe/17E/SPgwMmRosdM6oVVBYdXCE43l0T3kCcO0e5004eJ/zJuf3iPz7z6nuTEd56g3nsaiA8NOZTpgaPlBugvvRUme4mEEh0/6H5dChCIVb+8hjzbXacspA8ALnetHi+tnL4+X0gFXDnMul9Z8mO3oiFCY+6yxYUQHhwVdrO54PniY7w6/84mxjw6CQ6WwPue2HCIXzv27teK4qqvW74jzPi/0oH29SXae7rQLCEj7yBFqEwm92OccRFRD6nnQWtIhOYSvFogMMCpkebyovyiACYd0pTucrsbQ8Jtx9t7OISQWEj29wFm+JQJheWP6MIhB+UWartM89/+d0dNe94bx/MiDkFXdSHgtFICz8uTyZF4FQzC/0i5Bd6iMjnfnxKiBMi3IW4YhAmPBXACIbbuGdUHJ2lRfuIYC/xT1USYRCAIip6Ry0RCgEZPdQhEIg++6hCgpFiVAIgHQOmSjnkOl6a3Mxjsk9TKtyI0/cQ1EiFALyetkiFAKycyhCIUA7h0zHJ9kFHiooFCVCISA7hyIUAjA6hwAQF2puJSI6h4qCRsk5FKEQoJ1DlVRQKEqEQgCScyhCIQCjcwgAzw00h0V5iVAIyK6hyilsvMA5zqigUJQIhSqJUAhAcg5VTmHAZ3SrGwCo9YHdNF0FhaJEKARk11DlFD75uNk9NDmHoty6hCan0I1L6CZ8LEKhSiqXcN9wc18+3jnMqUvodc3p1qtcwsHnnDmPIhQCwEPvZm+Z0rx0CU36p7qEvP4TYCi6hUx5DYeiW8iLwaHoFmZHppxDQIZDldyElvNCAeHXsxVaFt1CJh4OdWHk7MCh6BbyYnCocgtFqdxCAMawMmDDoQoKmRgcqqCQyQ0cmpQXYWXACYduQsgmqaCQicGhCgpF6ULIx78w56mysLIKCpkYHKqgkInBoZvwscotBOiQMhODQyp8LMJhTsSHlFVQKCovw8eUVFDIxOCQCh8zODS04AOgdgsBGEPKgO0OUkDY/V5rHMkNFPLhZB0UsnCy29Cxyi28FXITOlZBoSiVW+hW14ZYpgcFhGn+1rZbDYWBcteaW6bbHgzDX30RC7boK36+iWtgBMQLaSlGQEzs6o2un9FVzyV/S0ZcF/0AyZzDXR98rt1n88DxRkCMqZmJ64Z7Xtz1AFQI1rcvOdfCF+da+CK+rP6G6LP9oDHvEAA8XAyy5dboAQmw4PDTFXRF2vXW1YHidLNiN3mHL3an3ZsLfWriZj26KKDxjN+QWNqf3MdNzmHXAnIvTlFvTZ9L5hYenxSCzBS6Matn7TBcWmGodg72VLqFvDJ8M0kojAvNB4/UDGUYmSk+FCj+rbmgxwSFBU6b8wo9VwbAcyX9O4i9C1W6sc68As26D+jVd8I6H0NYZ7rI6+Wu36GgIWWQyjdkin4ng3QLY/s0wvFZDUi3sHOBg5i5UG5hwmvO0I5GKEwtkt8IhT4JqaRb+GGrJfDIME9Gancxn1cmKEzz99BCIVP+E1eMbuG62mYH3wSFmQkJRqfQ46an0SlcHl7HeCzJhc2mQ1JPX9It7BQQhTEru5M5hZXnphmhsOqGAUYobLO3PwmFnZvuMjqFm+rPNrqE1V4/ZITCGmPPGKHw8pBGpFMYWyPjlhedMN32YAgAkc/StvLOKxUwOJxe2qjHW6Nw+SGzw0DBYWKIdcFQcLj2lPkmdPhmAcx+1Lzot+dpfbVx3XLW9OOuJie0+wTpN2XpxIf1cPxpczjKJ9E8y1TlEzKNKG4t3j5vkro5MAAU3G9eeiqmuj+CN9LABgBDh+rhsOhBy/3dNFy/7NjasU2N7+EbB1x42LwU1qxd5vDZzHv168NVedbc6+ziO8ZdkFgqEzEuFti5Wk//WwefsECt3Bo9sFUa764/5IxYcxucglvNv/W/SV+MN/cqfKWYeQwBgNRu+onhpaYWkDT96QXtPu0+p1cTAoDUl6/h0g1zsdjhUXcZ95n95GPaba/+ZF56tNA35pSXTX0aoszP9CQVAKK66Asu2HrFB7uEavfZV98c0t13rQw83zJ3Kni+ziPaba1X/tUz01MPdX6lzcvbhS0wO3NvP7QUPdaboyUHek3RbquwwhoXIl/SL8m34bi5VVTxHTEo8YZ5otCmnL4Dxqb61ipqKz7Vr0te7XXzxD2jQH6kl6QNi+j2FYwTEhPH5KX+E2AIAAu2PEg6hwAwOLynERBzC4dMFBwCQHGvABTXdGlnmv3oDCMgUnDIRMEhAFzrdTeu9aLbGhx/OtgIiLmFQ7fyuUjnigDINRy6VaFj5irhvIJDkzzO0r0LAQCtzU2wcwuHblVykR4QWQFKbuAwrJT5+2g31HLMHnlaTnhnYiHvnh/rB+5S3tZNqkcBc7h03VV1vmN2oPDZwnLxEtPSSHN7EZPcQqFJsW+Z2xAdey73Df3dQqFJ3uaXMcotFJrksz/CuI9JeQGFbz+0FG8/RI9P3+76Ht/uosdTBoWUTFBYfEcMiu/QVxwDQMsyx9GyDL2+N4NCSm6hkFJ0+wqIbl+B3Ce2RgZia/w94Xum274qmSn0M2eVUp8m1oC/84r6R/mi8uKsxz3eUjeaLrbOvjA7bFCHtZY+ay9zxBxDXkHL9mY91rmFl7g1Hg/fVM++B6wclPXYK0k9U8oobxejMMdQ1J9brJmazi0svMjOTzrxoRpuq86yZ9w3QtU5NKkB9pwk6Jg6D5HPLWSOIa++L9orSOjcwtSSdgfrmOpqQIhtbg9IL9eTK14BYNo0O5GeOYaimk2x+qHp3MKYavYNwVfDrqV+tHKkZm3+Sr0DgKf/6ns1apv6WAFg4C6r/6LOLcwsa4c+lW7hz3Yfw8RS6kutEDfZvtxAPXAV2Wv/zswtFHWmnf276NzCi72sJdlUFcmAM6zcfJw63HK9sf3+OiiM+jo06zGDQlGrZ9nJ76o8yMUv2GMNA0JRS+LtCdAvV9Xg81AR+8ajg8LWz9tFKDqn8LNrFgjqgNDnW/u3Zk6hqM1tbNdEB4Ulf7PTbXRQWDy/vcyaCgprjP8z67EOCAfMXwGAdgmrf2CtFEQB4V0FrGtNB4TnWtsTXR0QhiyzKnGZSyiq1rLIrMc6IKz7hz151AFhxv/ZVa06IPxk/+qsx1lOoeNF7HNRB4R/NrIjDzogTPe3xwMdEC5paVdU64Cw9qLhAPRAGDrRvgnpgDB4m2186IAw+l37eHVA+NMZe7argsLHnrOdcx0Qnn+ieNZjHRB6XbRDzjogZGOKCIM5cAzvVCWbJH6p/xT3MK5LvTxzD03KK/fQJOYc6qAQsN1DHRTyUkEhQIeVs97nL/dQB4WA7R7qoJCXDgrdiLmHOigE/kHuYetrRveQOYc6KARs51AHhYAdVnYbQlYpO84h5RSGPB4JQA+FvHTFMZRzyMScQx0UArZzmJfhY5VYSFkHhYAdUqacwov3WHmjJqcw9q1yRqfwdnEJqXAyEwNGyiVkIWU3LqESCgEynMx01w5rQkm5hMx4MLmEgB4KmfLCJQT0UMjk1iU0OYV/p0vI6+8MIwP/IceQSXQO4QlUCdNXsl1OtIDMe5l+JYgie62T8rHF+nDTiu6NEWtoDVF4YyRW/6FfWLj5occwpuIq8jWGzBuMdD/6q6n41m4EbqSP5cxsfY4H09W69Ptkemei7Fr9Pg+/vxEAPThHNbaOc9nIj7T7PLTteVQdQ+cFTfzlK/QZpxkwASQX8cCwvvQg9v2DYbhZO5TcJz2fl8MNVSmxpDmU9OMr+s8LAEGevvgtRQ/6H93b/K8D0kNb/pXWcZy8VlS7T9FJ/jj9ED2hqPRNHI711+eRff/oFLzUm15pwPfsVWTG0ZOEGw9UxSMfbiD3+SW6Oi4vpVccKdUjktxewi8eIX56el+60ppU5rumn5AX72A58kurfaPd5555L6JOU/pmdWoOfVOMaZmMP5pOI/f5LqE8ph5vTu4TPDUQp3rSBsPSltPw5Ax9zmHpTYlIfpv+Df3bnUF6U32hg/d1y3XM9NFfIyeHWddXxjV9AZNHmgca3UOvoHR1KL1kXHLJAMRWpJude7S9ipAX6MLEpMpF4fPLXnIfj/o1kPmBHm5ORhdF1aF01VHkrLJIjtIbCB7BVgFaPn/9BCD/Ous6jiMyejJKJ2NMQ/o+1DXQXAD1WM9B5PZWn2/HjH20gdMu7DBODqAhKy3IH3Wn6FMrhhfdigAPeszu1WkQyn6m//63/GL12qywVH/+pwdaEcOYMP14WvB0KiI7OM/9XEDhHcfQrVRf8omjZpcmrYs5X8ak4APmpOZH6rclt4+N6ICxER3IfbyI9WsrvmWtV5nQXH8ssyusws/vTsLPRP+1pKIeyH/OfPqcbWs+N5stoNfQdKPjY80FMAtG0w7j1HkdMXWeetWG7x+07DHfA5Hav0/PZwa+uEpeSDMUI8fWTcX96+TGtKLuyefCvfTK+SVedJLlsJVfp3+fSt9YAFVtTrx2HwCYuPAL4/t5BOkd5hsPmF2DX6LNLlOhLueRlEbf7AEgKtmwiDaAFE2VJoNCSvfMM1cXno0Phnc3c0FV/c1DjfsMq7pRuy14Kr2WMGBBIaXSmyxbze9t/W/o386qyvTaTLdEocSgkJJHmnnMudL0BjIPhRv3C44wt4qJ+lgPqEmVrUlXait1VMijfg141K9Bvv7JaP3EjSlyVu6XX2RQSCmjtHnMOZVSHOOv6vNYO3fsj84d+8MrWV9t0epzK0ViUF29c98ujI4wpAX5Iy2IziUfXlRv5jD16kQDrBsxKKRU8LR8rv3dTiHTfw4MdcoLOFzRszFW9KQXHA8+EGsERBMc6jRknu3KUHDIRMEhEwWHAPIMDlVibiEAdJmgDmE9tO35rMc6OJz4i52vZ4JDN6LgELDC5KpCm7hKNjjq4DC2rj046OAwyNMeZFzBoULMLQSASoXNTRspOGRSweH3j9oViDo49D1r7v/FtPqVFsp/56GwWFc1mBXqYkcGdHBYws/+DG7gMCfioXD/ZjXwno3n8ts0cBjT0v5NdHD4XYK+t6qoCovVoMtD4fxBcoUmg0JKDAopMbcQADxS3S3tKIqHwh2/qaukrjS1W1bp4DC5pH2BquDQo+1VeLSlz1sGhbkRD4XHp6mdMR4K/ULUvwVzCwEgJck8MVLJLRRS6tzR3FOQQSElHgorzTYv+aiSCQp7dRpkhMItv9TOcgt1yikU/i/1nwslM2WFlBVcw4eWWShZFAstszCySiy0vKK7Ghb50HLhjZHKffjQcvND6nYNLLzMgyEvPrTMHENRLLQ8u4I+RND6r6W9kjTd/2+UsWEo01v98/ChZRZK5sWHlXkw5MXCyjwUimKhZR4KefFh5eQi6s/Dh5aZYyiKDy2rHEM+rMyDIS+Ww8RDIa9fH7L73/FQyIsPK2eFkUVxYWUeDHmxsDJzC0WxsDJzClViYWUeCnnxYWUdFPJhZZ1byMLKOqeQDynzUMjL39v6znkg5MWHlFkIWRQfUta5hXxIWecWsrAyD4W80r61b7o8FPJiYWUdEPIhZZ1TyIeUdU4hCylTUMjCyjooZCFlHgh58eFknVPIh5N1TiEfUuahkJdHTav9DA+EvPiQsgoI+XCyDgj5cLLOJeTDyTqnkIWUKZeQhZR5IOTFh5NVTiEfStYBIR9O1gHhqCJWCJcCwnQ/K1lXB4R8OBsCgjEAACAASURBVFnnErJwss4h5EPJOiDkw8k6IGThZAoGWThZB4R8KFnpEv4VSs4Dt/BOKDm7or70E0dLGx1EN6FlN+6hScw91EEhgFyFlpny0j3UQSEvFRQC7sLKOveQlym0vGD0RCwYPVELhQCywso6KOSlCyO7adFjCi3fv24E7l83QguFgO0caqGQkw4K3SinziEv5hxSTiELK7sJIeukcw55mcLKzDXUQSFgh5SpEHLXY1ZDX1MIWQeFvHRQ6EYspEyFj5lz6DZ8TMmNU6iTG9fQs7AFZFT4eMdvYbjS9IYWCpl0UOg4Jo1LSIWTmVg4mQode7xaCCejixrDx25Cxzoo5KULHwe5WIRm7G7rvvO/cAlVosLG+4Zboe28CB2bHELA7BIWPJ1KuoT/qxAy038WDAEYP/3fBYc6t5DJTWjZDRyaANENHOrcQiZTaPlsWw9jaLnZgt1GQHQDhzq3MDvS5Rwy+R6INOYW+iRmaN1CJhMc5om8PI1QWKnwFa1byJSXcEjJBIWrX2lhzCss1vWs1i1k0rmFTG5CynmRV6gLKzN5d7tkhML6m4caw8dUviHT3wGFXpv3a91CJo/UdFd5hbmVCQqDI1KNoeOoj/MZw8emfEI30oWUHe9jgML86woYcwozSicbw8cmKKRyDZlMUNgu7HCuoJDJBIWJmRl/GxRSCl2VszSKvNR/NpTM1Lbm6zj6nL7i2CfGGpQCaqshMN9ie1mj4IMyWF1qZG8vvl0ddh7+vbUG6ieN9W5Po3WRAID10dWU258pZ68HPfarXsp9eCcv9P/U4LXqtNX24kamemCZH2e7ZzPmyh33vbnuA3HV1Sf4+DaLAADhKfplxKbvtYC64G59BVfXgVYo8cs/1csIVXvFzs2asO1b5T5+Hpaj10HThqPwUStBOnCrOhfpxCv271FmgzqZusBrFjScWq1vb8TWH83Mrx8UfC9aIZe9T6lDtKmw/7ZX3fbS9vSKdhVmgYlRytdoVcRaimrZkDba4/C5YjkvusrRXovttj91/c4p93nuhWHWcexVHwcAXJhq3ayDZqhvYPzyfH4vyFWQ4yvZ7TRGhKuX4EqYZ03+aj37p3I7AGzZZK3K4aW5177Q1V7/eFmUup1T5O9WKxI3a/AWvludUxgSYIfXD5yVW5tUGWRXOPf4Q912aklD63xNuVcPodENLfdLlU8IAE/sHpD1uNxkNbSdeNpyYqsO1FfjevpZ75NZXQ06EV3sQpaMULmtyTO17Rv9F7+0Vr6G71/jd/n39MvTJbW14MUzVX9LyX/UanEUNVUNICV72+dx8n3q73bZ7KkAgF6dn1Fu77fwBwDAG3+oo0PVRtnnxakp6ntW2ULWPSj8QjHldgAo/uNfbYUC9RP0cn2s8W7/aXULnWJF7MlUu9IytFX2s1tCLXiinfI1PK9bv2nTZQeU278+aS9V27i0uk3Pmm12UU/F5epJRtJoKx1kcQ396lCdDliuZpG31VC3duXCrMfV5g6Rtgdww1wRTUuz8H7WeFmBWMHQ72wc1h56T79D9nQnlJxTrT30HsI+NTt/iQf08OhWlx6g18Z8futGPL+Vns23LHEMLUvQ66mOeWJRto9NVH4Pc8KsSUFHaHeqcr5oVM4n95RjUAgA1xuqLzIGhQDQ764dOTxCW6uG0O1hEhrrl8BiOtdC09juL1V4JAIVHpEHOH5Reo8b6u+MQSEA1Js73HgsuVWXz9U9HRkUAu5CffuS5RsLg0IAiK8Xovw7BoUAEDeIdvRyKgaFAHDwM/WSbAwKASA9h5cEg0JA3/uQ17U9tAuTUzEoBIB8u9RtchgUAlC2puGhUCcGhQBwfKa6GpdB4a0Ug0IAOP16A+U+DAoBIMNHvo/mPxqdBYU68VCoE4NCnRgU5kYMCgGgcin1UnoMCgHAJ0EG4XJ9wrOgUCceCnMqBoW5EQ+FKiWNjsuCQp06HeifBYU68VCYUzEopJTHUJgr/efBkCns02tGQDTBYWytYMTWonOELj1QyBUg8mJuYXZkgsPIt+TegcwtZDLB4aCnVmPQU6vJfUQ4ZG4hLxUc8tLBISXeLQSAkQ92k/ZhbiHTrYBD5hZmRzo4pMS7hQCwaB99o4l/KQTxL6mhjEkHh7xEOOTdQrcS4ZCHQp14txAAkj+me9JNrqzvJ8ikg0NeIhzybiEAdAnZ43jOQ2FuxLuFKvFuIQAsqW/uQyrCIQ+FbnVmhPMa4qFQJxMURnQp6HALVeLdQgAY3Opn4/uK4qFQJRUQhgxzAs2tgMJ366+Q9uHdQgCoMDz77dN4KFRJBYR1yjsdfxMUVvaLdriFKolQuLmLHJ7l3UKVTFCoUs/DTzqeuwFCExQGnHO6hSqZoNDvbBz8zpqXcf079Z8PJTO1rfm64/nR5wpnhZFVYqFlPpQsKvhgrCOUrNK4UXPI7Z80bm4Ew/XR1RyhZFFjv+pFFoSwsLIIhrxYaJkPJfNiYWVvYiIYVz1dCYa8Ru3sSm4vuNvP4Raq9OWfjSQw5DVh27cSFPJiYWUWRlaJhZb5ULKoMhvSSDA8tbqiwy1Uyec6HQ3Y+9QUCQpF9arb3hFGFlVgYlRWCFklFlbm3UJRLKxMgWFdv3MOt1A6jr1RRigMmlFAgkJefi9ccISQVRoR3t3hFoqq9eyfDqdQFAspi1DIi4WUKTA0hZUL333JCIQHzpaRoJBXjz9OOJxClVLurUpC4fxBH5NOIQsnU1DIQsoUFGZWr0ACYUZokgSEor74pbXDKVSp+B76i/dMzSRdwqip/iQQslAyBYQsnEw5hW/88ZgEhLxOTSnscAlVCr9QzAiEIUPoSpP9p8uQQMhCyTogZKFkyiVk4WQKCBuXjiCBsOLyFKNDuLjGfCMQ7r6bnkRWmzuEhEEWSqaAsMISSDB4C9zCO6Hk3Er8Udy4h24cxNzKFFoGQEIh4M49VDmIvPJ7+GqhEMiZe5gTuXEPKSgE1O4hL5NzCFjuIQWFgLvQcm7lJqxMQSEAV84hBYWA5Rya3EJVWNlxHJqwMi8KCgGzcwiAhELA7Bym+9JQCFjOYW7dQjchZQoKAXfOockpNIWPz4zIMDqFx2fWc+UUUvKMNBcYmKDQjXIbOvbbedzoEgLm8DEFhYA719AEhW6UW5ewz1drjKHjr082yLVLGNHZ/FlNUOhGbhxCNy4hr39KCJnpjmMoiHcOEyvZbt/F+9Q/dLEG1gWRPl89iAeetRNir9WQCyl8HrNzQd6uqu4h+HE3y0V7cN4fyu3LpltNf18ZpgfAt/ZaVcuex9WOTCBXQLhj7KfKfaott5rojmihXrbvYKJ9U/5tnvoiHv685eYU8FQD3tjpvbMeJ9RR71PlSStc1/iAenvzQGsG+14TTaV2mu0YfLprmXKXFhss4Cq7Qv27X3jQvgF5ZKhhJT3AcgNr1Tqt3J70lg1CJzWDWqav9Rq+V9TH8VZ3e3bbXjNide/6V7J7hvqS8fjAvsF0LCkvHTV1kZ0MH7pcXZl5pn0RAMDLT6ln2zNf62K/n27MGWJdC/HJ6u/i+il7olVmvdppjatgwfj8F9WtlfYk22v0fj6ui3Ifnyesazp6n7o4auPj47Me/5AgTw5WdrKLoU70VxcBpIdY44LPWfVnTQ22P1/du9QTiORu1nmXmaBpalzOvh4zz11U7hMxyyr88N6nbl/TvvuvWY9XnFADs+efVnFQUqi6OmdJi8+zHo+p2VTantzYrtQ931QNmKGrLbBoPV3tGG5qbQNwxCB1kVf5cb9Zx9lOXSDkkWaflwFH1KCTcdGCNQ9fdZpNxCy7InxHo+nKfQI9rd98WYK6grlFfvs6fuo+9SS29U/WGLfmonqN8LMbrPM8KEJznVSyx6+wNupCpUNbrNSZQner8xXxlX38z7+lLu578xfr3hU2Rd1E//xH5sTdD2stBwA8u+op7T7+0dbnCW6mPs/zj7XO0ZjRakC9sd3+LIeelyvyWx+x7yVXl6onfCW/stZRPjJZXXzkH2F/1tDl9nd6C6HwjmOYV9L9SCV30uE6ryfNS1eZ9PZxGWQYFALAtr71yb//cGovfDhVXZHMlFHV3Gai0ZjnyO2TN5jb59zTl14bND6DXn/XjbbWpl/j9S30ep4A8Ny9MhwwKASAs4+ZCywyFYvTMygEgIMHzatPVFJU1DEoBICbRXPWwiALCm+hGBQCwEdz1dW/Rg2xB8oCfnQLEwA411IeuhgUAsCTk8xLzqnEoBAAStSlnaOcikEhAKSWNX9WlRgUAoBHoDzZ46FQJwaFAJBWNyFHx8GgEAD8I3NfsGbSz8/Q7b90YlAIAP5r9kjbeSjUiUEhAGTelCGYh0KdGBQCQJdAGZZ4KNSJQaFODApzIwaFWn1lXtWFQaFO2YFCnfyjPbOgUCcGhTrxUJhTMSjUiYdCXv80p5DpDhhmQ7mFw8KHk1H4MB0KVcEhr21967sCRF7MLWRyA4eimFvI5AYORTG3kMkEh4H75e3MLWS6VXDIS4RD3i1kUsEhLxEOebcwp+LdQgD4IdEQulSEYXm3EAC+v0gn5Ed2LkJuB2Q45N1CAMj0ME9kRTjk3UKVeCjUiXcLVeKhUCfeLXSjKnM0bgsnExzu+1Pf5ohJBYeO7WVKOp7zUKgT7xYCwGNVnC19eCjUiXcLVeLdQgAovVnu8cbcQp14txAAKs7IfYpGYnWnW8xDoUoqKGy0wzkp46FQpVsBhXEVFROoSvRtX4TCmD361jc6iVB4dHj24UuEws86zHU8dwOEuYXC1kc6ONxClXIKhf9k3QklE2r8qP4mwELLLJSsUvr84o5QsqhrNfwcoWSVgkfTg8mD8/7ICiWr9MqwRRIYivI8HuAIJYvaMfZTCQx5sdAyH0rmxcLKIhjyKuCZ7Agji2JhZREMeTU+kJwVRlYpK7Scpk4+Z2Fl3jEUVXaFlxIMmTwyPBxuoUq1ap0mwfBk53wOt1Cld1uoQ+BM7QPO0W5hRqYEhbxYSJkPI4sKXX7V4RaKYmFlEQyZskLKQ/TXAAsr68CQhZQpMJz/4iQSCj8f18UIhVQPNMAKKfMhZJWOjqZz6HzO5nOEkEXVvSvC4RSKYiFlnVvIwskUFLKQsgiFTCycTEFhUuhNEghZOFmEQl7nm/qQQNh6+lYJCEWlX6bXAE9qdzfpFAYciTYCoYevL+kU7mg0nQRCFk7WQSELJVNAuOZiLdIlZOFkCgjD2pwgXcKscLLGKWShZMolDJtyxegSmhzCZ1c9RQJhcLOLJAzGjE4ywuCh56eRMHh1aRkSBlkomQLCo++MII8hj5TjUPIdMCTUtubrjjxDldKfowcf/3H0qgnxr9GJvSYwBIDo++n3SGxMh4lMYAgA1+rQoNL6XnWTUl6NCtLVb5Nm0qGHhDrJJBgCwFsR9Pb37lc3W+V1+H3aefO6SifaZ/jTp2alb8xLVYX3pN/DBIbz+8rNx0V5vEev5HBmozk05mn4KIWO0y67R2YmCYYAcP6IvhE6ABSIMAc+XhhKVyrPitQveQeYwXBQ637GYzCBIeLp3zzs/04Z3wOF6bHg5Nt0AYf3vkAtFDKtWn4/uf3L/uoG7LxeGSw3Ceblk2DuBO4Toc4nYzKBYXJrupjBf6O+6TnTqfk0nP75wJfk9pgMczHd19drkttnfP0wuT0oIsPoEqb70WNWoSPm2+2l++l9CpSmK+wBMxiOnEUXQpXaTEfDzjczt8Iq1YpuMebTia58jnxenffJFLr88t8VQr6TY3grlBc/XmpBOsRVPICGtmPPBODYM/TJfNNwvykeTL9HwZOAJ71KD/o2odtEHPqoNg59RC8XNOFLGvwyHqAvuLB3YuFVhQ6rvTmYXtLo8Njc59+Y5HfRsPzdG+ZqwrDp9G/2zuIe5PZWswxrj+76E5kt5dVCeBV6gL7xTuo7GxMGzib3udFfvdoPU+Axevv11SFG8IuvQE9aCp6hIWNrbM7XY2Y62Sf74TZRVYeri8uYjowJJbefGFGJ3H7s9UCk3aTPzRK76bD2hvP0dxW67ArefuQJcp9hbzxPbr9R3AdxFWmAvRFCT5g9FtH3xDOLzeufm3TxaXURS16q+xH6u8xvmJktHjgJ099Xr2DDFPodPUE0zOdR+dmjqPzsUXKfqrPo8Wxx3dlYXJceS86n0ibNh0/Trd8KfkQvjQkApX6l0xaaF6O7ALjRPzWvkNcdx9CFHt1qFWPEjJcdlJRg+6bl3VsOO3h/YofafK7LNyj/d+3WB5cS5crA6DPOljjVpsszorNtbZfAVzEpC+jgvMFfinW+T/AaJ3hmKIyLDs9vzno8b4ucAF5qs/N5zZedDuL25c7Z+ch+soMz4bC9rJXndtn5KLPS+TnSTzhziVLbONsdvPPFDOk1ev9sh1drjJFt0rNPOG+u8bWcN0q/QOdAnHpahnbfOPucSC4pO2blq9qfw/tdueWRd5z9nkefUVeL5rtkTzje7CmvsXQh1Q69/vL0A/IL7LLdEI/1cugx/qZ9443ZXlLaPqmvcxAfOVOeyed70HZs8s+RB/UCR21ATvhYvjaur3aG2+MrCgAojAAFTskAyUNh/w++l7aLUHgs1tldoGA+p6Mzo5Jcdd1y/qisx5UWyO7n0eeEcHuQcxZWtb/zWjk+Rc4hzvSwP2z1sZHSdhEKq8xzumXHXneeR96+8nlZeqZ94TccL0MqD4WJu+RwXOgy53u+vVpeq5yHQv8r8m9+o7h9DEER8k2aB8Kg7XK1Pw+Eaa3UTjQPhcVnywCaGmifRwVX7Ze280CY1ESO+Ox/wAkonoL/0raPc/K6aJ7c2oYHwo6l5U4BIhB+vNC5pvvigc6q/J6z5GIsHghP9pLHIREIvW46LzgRBn/dK1fo80AYNUaewIkweDrNOU6IMDh5XmfpNXggnNJHnjDzQHjkR/XExgGEb8lOMw+E2x6UIxjtdtjn4udfy9Gaqm2sL3NlY3XHj1ukO47hrRT7MQuNUrcdYUpbSPcdSy3oTTqIxQMSXDmIlG4WzL2DKLqHPBQClnvoxkGkJLqHPBQCZvcwJ+KhELg17iEPhW5kcg9VziEPhW5kcg9z6xwCyL1z+IL5M2XXORSdwjmvOm+eOXEKB510FtbwUAjIzqEEhS4kOoc8FAKyc+jGKTSJh0KV3DiFJrlxCsntBpdQlPcvsotrcgp5KHQj/y3mApzsSnQJvz9PF4TlRKJLWGmRcxxy4xJSqjorQXIJQ8Y6v9u8cAhz6xKW+jWJdAmbFztudAl5KFTpfwSFudIdxzAbYs4hU8z48g7HUJR370sOx1CUz/U0h2Mo6lJioOQYiqo2PdHhGIryvS47ho73iA2UHENeGT4yGIqat6Wx5BjyqvnyAckx5DWy31IJDHl5bg+S3EJR6SciJMeQ1ztfzJDAkFeNMWckt5BXfK0UyS0UlXo6gATD5JLpDrdQlPe7hR1uoaijzwSSUMicQ94t5JXlHO7S5055rC/lcAtFxWwvKbmFvJhzyLuFvJhzyLuFvJhzKLqFTFmuIXH1M+dQF0JmzqEODJlrKLqFTMw1FKGQF3MOtWD4l2souoVMzDUUoZCJuYYUFDLXUAeGzDXUQSFzDXVQyFxDCgrfXv0VCYT+V9JIIGSuoQ4KmWtIhY7TWl0mgbD4bH8SCAuu2k+GjZOaxEsuoShPeEpOIa9F86aSYeOOpfeRYeOPF3aUXEJRPWe9SIaNT/YqTAKh181MEgh/3VvNGDKOGpNBAuHptEIkEE6e15mEwSl9epAwyBxDMmT81hUSBrc9WIKEwc+/fiQLBpn+R1B4xzH8OyT+uHnhIFIyuYeAOweRfI9suoe3QrnNPQTkMHJeq8BBs1uRXbcwu3KTd6iDQuAv55CAwrzQhIGztVAIWM6hDgoBs3PoptAkvkIGmVc459WOpFtYLfiSFgoB2TXUiXQL43y0UAhYrqEOCgHLNTQ5hYDZLaScwt2j6pNOYcC9V1w5hblRXEV/0imMe6D835JPSMmNa0hBYV7ohd5ymoSo3OYS5oX+13mEJocQMOcRunUImf5NTiHTHTDMpsQfucBpOlk7qhF9ozu9nC6muKv6GbS5m76Zhy6hQ4EBPrTTFWfoZbr5JboNR98mWxHdQH8qHfqoNiY8TQ8IqYdpgs04RZdNe6TTBvK7jz6OsE/0FeCHx5ZDvmv0ayQn0K0W8l+k/z7fZTrxP6GUGT4rfCjnG/Fa9UZL+gU86Es+PIqezLz8BF3dCwAxp+jBPaInXahR1J8G4MBI+jP4Xaa3X7nLGztW06kOw8quJ7cPKE83Wl66/mtye9gnNFDFdW+Aktvoz0FwIwDgVDf6ey4WRH/P+S7TyyCOC/uOPgAA+5Lpyvartehr6ttxdN/I823owqND4fTyhwAQ+ArdP/BaN7p6udhe+nvanJSf3O4Tf5N0Cy/HB2DmUUWeMKc54x4ltz++h67mbffNTnJ7sV8vk27h3PLrjW5h7Dj6XrkuUd++CADe3d6e3G7S1XHm3p09v1hDbg/ypn/rVU83czz/N0IhcAcMcyQVHLL/RBU6momoRt5Z/0nbw1NxennFrP90anP3nyQghi65QAJigM9NEhDjKtOAuPmlRlpAXLjG6ksW3cCTBMQJT88mATH1cEESEDNOnSEB0SM90wiIOjgsutP6bXRwyIpQ3MAhBYgXt5fGxe36m1Vs9YKIra75Do5HAtDDYfG9lkumg8Nfav/lJhrgMPoq3fLkYpp++9Af+wHQw2HiHiv8qINDv+mxAICKXdXLdGX+deiBp+nPcLVG9vIweXUruhuAHg7TW1jpH6Fvqm+me/tZ7VoOdvpEuZ1BoWdFczsgnXzi6EmG9w3LRfM9oa7uDSlmufA3R6pzPxkUFh2tfh8GhS+s1MNhx2XbyGO8UZL+DRkUfj1ponI7g8JDx9XtpRgUJsWqm+BXLHoVFYvqXbQ0P0+k+emPsdjeG66h8JUZ6nZHPvHWmOw3Wu06Xo6nI0Jzxj1KQuHjewaQUNjum50kFBb79TKK/apvJzW3/HrMLW9dJ6t+UH/G2HEpJBSuS6xBQuG729vnCgqvjqtAQmHPL9Zk/RedKo9tQd43sv7LyJTPh1VPN8v6j9e/FQqBO2CYY7EfPeBdJ4zlhYP4bwVEJgoOAfzP3cOwT+JJ9zDftUzSPUxO8M21e0jBIQA9HP6lW+0cuoFDChCB3DuHOjhkUsEh7xaq4PDKXfa/mVzD/5XiuttpESrXkIdClWvIoFAnBoU65dYp7LhsW55BoU65dQopIARAAiHgziWknEKf+JtZUKjS5fgAV1BIKS9cQkoMCHX6twAhpew6hPk/sHLI/81QCNwBw1xJ9+PnFg7/DeLhsHc7ufLknw6HgN49ZLrVoeV/GhyeXOisfhThcGCofLPn4ZC5hbz+F3DIy+QcinDI3EIm0TVkbiGT6Boyt5BJdA3FELLoGvJQqJJbp1CnWwGFvGuoAsL+b6x0PBehMKm485hvByikRAEhYHYJgX8mFHZo/2TWY1PY+N+g7EIh078dCoE7Vcl5oke3PofEN/SL1seXz4eYMP2AHbIjDTGV9Ung5TtHIMRfP6D/tOcu1PhIv3RTZI9SKNNKD1KJqb64vFu/ukRQOBB4Xj+YNZ24IyucrFKJ3zPwxgdfarcDwPDF/cntFd7eTW5PbVqH3O4bTXfEv9KQBpgrTejB3C/wJgJ+0if63yjpgUzinl7ygfNInqNfJi/4yPWsULJKp16pmxVKVqnDu+vtULJKmRkSGPIqUSROCYZMJb3jlGDIVKhCTFYYWaWKiy9nhZFVilhaBYooTpbS6Hsx+d0Dcl9GUZOr0PlP353dRb8BgK4tepHbYxrQkHz1Lhr6vJL0229WSSKh0HdCIRIKr4xLJ53Cjx/tRLqEc959lHQJ/S9lkkD4+IsvkUBYs+o5Egj9g5NJIIz5rBwJhDeDPEggXPXNTCMQTurVk9x+9lUaeAt8Rxe5JHSmJ7rPVKNd3DWdG5LbC8+9QrqEHdo/SQLh3BrzSYewgGcy6RB+2mwheXxzox4kHULvpDTSIYxODSJhMCPTUwuDgOUW/sOg8E5V8v9SKxt/ipPd9O7RrS5Q+acXp5jcw9tBFZ+n11Qt9wPt1PQo/Tu5PaIbHbatOJleyP2SoTz95Ph7ye1hwfTnG/JLX3J7iT70WsQUFAIgofCOzNLlGjLpcg2ZCk6moeRcO3r92Qde/I3cPn6sfm1lALgWRpP90T/ofM3ki7QL99lHcpNpXrF16PYMjfc9Tm6/HeQmdEzpf11cktdhY17hvfz+aVCYK90ZbvNIkc+NJLdXmhJObh8xhK727F6EHljDB+jdJgCYVnkxplVerN3+bZ/J+LbPZO327778FN99qT/xQ3amI2Snfl3cqY2aYGqjJtrtNwun42Zh/d9f690Q13rrZ7Q+2w5qtwHA+TZ0P8iEsvTkqtBvdNj4tlAUXRVtagid6Uub+BS8JqfTzY1LbaTBZeATP5Lb+3b/mdw+bCntWGfeTzvSJoWn0W5QxBP0etCJIfRQ/Uanb8ntS/rTPe4KdNOHDm8WpZ2wkZ8PJLcfuyGvnMPr02enkdtvB436hP6OkkrS4J7vZ3piV/jnCO02U1HfmhbVsKaFvGoJU8Q7/oh4R3987cs0QPsy+hSIuF3FEbdL3+1gbZ2iWFtHP7HwvO4Nz+u0eXI+lR7f+368gtw+dYa8ogqvhe/Sa8+b7v//Nt0JJd8ChX46AZW+lV04n6N2W4STw2Ub7rWuy7IeT/5c7u03adj0rMffXL1H2r7pZzsUWHm2Mxdq6kanDT803BnWGF/JCabdFoxwPP/tKeeNpVM/Z7PvtEDnjD7qPufzKhOdYDxsxxbH8yE/OR0n32vOvw/i/rzwQkVY2cveP/VBeRHzy3Vs6Cn9k9xHL7KzPbAEnpVPrXSusDHmHvm3rfGa/dtGd5Ad3qK/22sVardo4QAAIABJREFUnn5Mdv+Gd7cHrnnvdHBsu1bLCa0VxzmX6fLwdUJVQjPnIH/vW87v64Dg4J78SADuEOfMv2klZ55f42Bnn6+xm5wrinjcdB5v2Ft2m4uIETUhqmKTyKzHfl6yM5P0vH3TuNBcDvk/NdAJhTO/etjx/MleTiic942zmXpagPP3ntrV2SttUl9nCNjjV+f3T4WRRSB8tY2zLYkIhIWOOfcXgfD/2zvPMCmKrg0/tUvOOQsLSBYQIygIiCjKK2LCgAkBA0ZUxJzxw5xRCQr6goIJUQQBBV4UVESSgKQlCBKXnDf096Onpqurq071sigg574utGeqp2d2d6b7nudU2Fcu/Fp1Ify/EdE5FlUp7PVHNNkKSWGt6AhfVQz7vhseeapL4e09wvPp6VI4cUTz0G1dCtPyhac86TDw/tDtvdXD74/UneHzRHbJcHcKsS/c3vCEcJeaZ2oEr/fmx+4OtW08K3ysOkOj781tDwVdVJ6pF51LUBXCytOjpV5VCDffEO3uogphgV3R85IqhKvfjnZFUIXw9ovDn5OIDJYKy6Mug/PPHBq6rcvg9rHheTV1Gby5S/j5dRlc/E64K4sug693Cj+/KoMf9Y6KmyqD2YaSgyqDN/X8KtKuymDxFdG5D5ddVehIF0IuJR9pLL+8AFlerv3aMjJF7H3rp2SKmNsE8c6214Ru6+lhn+VhEaXSQwBkegiATA8BkOkhgDynh1SCuPbcMmSCmNf0sOJX9m/vAFDjy3BZWZVCALj+0ehJSiX9YTq9KjZlMdne5Fc6vfo7k0NXyTuvyaGOLoU6uhTq6FKoE6dvoUr/CdH1g1W21nPM0bg5d+f6vCSFAJ0W/t1JoS6FOroU6uhSqKNKIQC8+9Sr5P46qhSayEtKWHBiCTIlLDMxPc8pIQWVEAJRKdShEkLg0EqhCSohfH3gJWRC+N9nOpIJ4bKrCmHZVeYpkP4tcGL4N5L25ouh2/Wftn+Ql991fCgx1Hnl7ctCiaHOqIzTQomhzvFD1kVSQ4lMD/XUUCLTQz01lFx8w+2RxFBlXfPUSGKocueM/0USQ5UCW1JDiaFOmf/ODCWGOpktTwglhioyPVQTQxWZHmZbzgNbTzsQSgt1NlxYK5QW6qy6qGREDFWGPX1hJDFUqdVvbiQxVNnVpl4kMZTI5DCSGEoSyaGeGEpalVoSSQtVxAERSgt10ns3CqWFOoVSM0Npoc55I2ZY2wBgf4799zJsVHtSCmVqaBNDMX2uUwpt5WOZGlLl49KLc8jy8X09R5HPfWIh+3uy1x9X00JYqxophH3f/YCUwtt7jLZKoUwMbVIoE0ObFO6tnkkKYXbJLFIIG56wOiKEKjc/dnckKVSpMzSTFMJn6o22CqFMDG1CKBNDmxAW2OWRMrj67fKkDN5+8Te0EJYqQQrh/DOH0iXjsbWtQijTQlvJWIqhrWT8eqehpAx+1LsjKYPZXgopgzf1/IqUwQ3Nw+eKIzwplBx0Yshi+DeTGznsMm2utQ0AjstPT7PQ62N62SVKDgFgt0f346iRz/4rd8lhsR9XkMde9CTdcbj8L/S3/zIf/Ua2/3XbyWR7JrFyWLE/PasYAkDlL+iEMLsy3TG/8/Ap1jaXGAJA7RcWku2NvreL6bxTUuxiCKB1S7rv5vdz6A7lDR4g0ssv6AEB3t30gJu8iCEADBl7Dtme9hW9dNbokQOtba4+hV2G3UO2F7D/yQDkTQwBoG9j+9rkAHDgNHsqvOlEOlFufzU9FcpFpe2f1bR8u8ik8EBp+veaU5C+LLjE8OJJt1vbAKB8FXqQ1P4J9pHllafvJFPCnVXpc1ylL+g165bfQS+RWPsN+vHpb9D9XGtcYT8XUFIIADX60RWupc/bhdMlhQBQQNhlHgBeeZdedrXIBvv76iiVQoBLyUcPG96zT4syqlVTbMmyG8qfmWXxcpvzre2lF9InRdcAlaKOD1emZ//wfDH0Tdz3gl06d51ZE95u4pt2O3taCvjTvVCkHJ9GtucFV2m51w/ReRxVLhkxmWzfmWO3zvVnZ+NABfrvkhc294z2VVVZvZuexue3jvby25cdXkf/Od9a27c4pvfY0IKYXgfABcXosnRe8ACsuNB+Ef985Dvk47vOtg9muWjCHdhf+e9bhHzEtfZzBAA8cA5dHl/ytn0aghsHjEbfm0Za20UrutT/+Uy6BNn1rnvJ9rxQICMVy6bav4A+dME11jYAKDWb/qKRmkJLq2uASV4YMvNzsr32q/T6v+d8Zy/J7N9RkJTCLgvXkVJYc/g6axtASyHgLhtTXRaenHoRKYUii5bC9W3oLlH/Vo7+mZaPcNRvF2lvvuhP+Kv0ba94Y/hEOqltbZwzOfhmV0brjA0gKYf3TAkPv+/31CA8/FhQxtjaMCo0d6QHndPfqBVNHcqn+BKyKSf61vgrOxVVUoMPSn7D6hlSDl/sYz7JSjkURcNp0fCWJ+GZHwI5fOS7SyOPlXJomzhaymHOspWRtntuCsrkLw+Mnigqzgou1BtOjl4AKo8OEs91naMXFymHA1qa53OUcvj51W1D97f70E9XduYUQvGUfcbHAsCBClkosNH8cf3rWn9AR5UPo6K0eXgFTE2sf9y6svnkX3Kp/3vdXif8e63ZzF+QfvXu0qheNHrBf7HqBAC+HJ409u5IexykHJYpbJ4qQsphxRnhpOa1MYMB+HL4za7ogJYBXwVy1L3jpEj71FZVcDwWYtkD0cTTVYqQUpiDHKQYvlufPvMGAL4cDm/2XqRdsr9yJgqui77XvHwe9pcBCm6Jfn5TEuOeXn6rC+65Lfr5lVJ4/+U98fwng0JteRHCOEgpnPRnPZxzXDQpllJ4/YSbMOzccNr68L03k8fuf/3Q5PY9Y66LtBdf7v8dtjc0X8gLZNBpnJTCBi9vw6J7wl9I8iKEI3oHy/n1uuOuSHuthxclt+cOjQ6aKzefTq3zIoSqDA5cGF2Lef8OOhnustAufKoM5qz807jP68v9c+b5n0XFsFANek5GVQYbF42m409Ovcj6WDX/KJwR/dupMij2+e+royglPCRwYngYUFeDoBJEAJEE8fKJQST/cpvznQkilSKqkqhTPiUrKYlxaV04KHVT6SEAMj0E6ARxTyVBJoiu9FCVxENNXtLDnTmFyPTQlBwWXh/8HqQgHixSEE3kJTmkUkMb60fGX0dYTw5VKQSiJeOprYLJ6I/vT5fhqdTwYLhowh1ku6d019hfJvzZTdEGw7/8Vvjz60oKVURFunuDiRsH2EuweUkKXVLoQkohAJRcGBVASgofuuAaMinMa0qYF/IihbVfXRJbCk3kRgpf/Jie6kXn9eVTk1JogpLCxXsqORNCVQpL/BH++zmKYkYpPBY5dn/yw4DtW8eG90qHBHFS23BfkS1ZxcgSsyqH/Z4aFGk/WDkEQMphppdDlpfve+G/IUHcfW74G3Fu5HB39dxJal7ksOKszFCCqKOmhyZccugit3KoQsnh1HXhROj7d5tb9jSjyqFMC1VyI4dbRoT7YrnKyioyLTxU5EYO9RJyDsLvf5kWStSScm6k8FBw/+X0qFgVPS1c2S38c+VWCif9GQxycJWPdcouCKd+alqoo0qhCZcUUuRVCtW0UKfWw4tCaaFOXpPCCMrgvNxKYd2es5LbXRaucyaFVOmYEkLALYU6alroSgl1KVTTwvVtsq1l42MtLQR48MlhI+3NF1G6pv1bdtea9pUwyuTbhU/a2/uG3TNlXKikrLK1oUDtM1ZZH/tGrVEoQnSpyy/o/nbT99k7X7/Y5xoUnWDuqyJLy11/MHdMf+S7S1F0tb3nQ/Wv6IE5XT6zJ3UvD7wMZRbbRXDDyflRa5B5gMm6zjXx9L3vWx87oGVrXDTZvjLN9mx7IlU8ZR+e+/ECa3uBjflCiaFKlQ8XYPNwe7+f1pWXkWJYpot98EL1oluNYig5aezd+LKDeSWJB048D0BUDJPPW3gPmRZ+/OCL1jYA+GZXo0hiKOnecVIoLdRZ9kBD60ml5ld7yX6FKUiJSKHK8GbvWcWw4Lr8pBQW3CIiaaHknttGOZPClK3R7igSb8Nmawk57X1fumxS+NzAK8ik8JzjFpNSWO1b+7kko1EqKYT3jLnOKoXbG2aTQvjxda+QUriurf0clr/jJlII94yvaBXCXnfcRcrg3KEnkEI47CN6irDuJ9nFCKmpViGUZWRbSli35yxSBj+7kF756tXv7NWj8z+7l5TBuxpOtiaEjYuuIWWwxB/5yYRwe2P7OV/sS/k3CCEPPjnacL3phq+wn1Cp9BCAs7y8ZXB1a7srQczMwxcJqrzs7d6dp8Epqy8se9Cvy1VaPlzpIZUcAnR66Cor6+lhbshrWdkmhUDukkMTEy9obG1zjUKm3tmukjIlhQCdFroGotikEAA2Z9ErYrig+hWu7Jbzt5WPXVBSCNBJYdz+hAdDXlNCCldKSEFKIdyDS6jSMSWFLigpBOiEsEPaImfZmOJgpRA4NlNCFRbDw8jsjv3I9o9X2adY6TV5EnpNjnaql/yn7xTy2OnT7KnMea/RE8u+mmFPmu7+5jrc/U20c7hk35d2KQCAwatbWtse7DYSP91un7B3ZeeyWNnZLIijLm1LTsyc0TA/MhraS0fZmzZb2wa0aoNnH7rB2k4x5fwGB/U4AECWwPaG9rNfj1o/Wtt2ziyPPZXtXyizcg7+1HBl9TPRp6Y9Rdiy3T5NTdcaM9HtDvvydtty8rY0YfdfZlvbBOiv2Bd2p6cysfIjMbo61fP/Waj8Q95GpDd6xz5yu/UXv+Ompj/Yn7ucfX3vR2d0xs5tBy/xH51rXxu5/0tvo2yqPeXsM8o+5+m+CoDIQy1p0X30FEk2Pmk0DIMb2CXorU1trW0zv2iMmV/Yv9C0GDDTmhZ2uftedLnbPpLbq1oB50yxf3n9fI197lsAKP2r/Zz4QZ9O+KBPJ2u7yKJH9J43rre1rWsdeu34r5dFB+pIKvyYDxV+tFeXdqXRcr+qB339OxbgUvIRQrOxD0fuS00JfsQra8wKtdUr9Ffo9oC24TSkxdjgG+LXz7WJHHtbveASWKtVtLS85uu05Pa3dz0fantrS/iif3fZ8Lxlp30enKhevSC8hNYrK8PzpxW6KDzRriqOPaqbL1oXFfVHyzZ/MzoXXI4SFqSNjpaXKw9Zm9zWl3Z7aUgwWrnswug3ykLfBlKRWj7aeX9bqzQAwEPPDjW+bn3ahS/PPSm53WZcNE2YujkQ2QVLtaXKsoK/X8mF0ZNgr15B0jM4PTricOfM4PdcZF30o1TisuD9lU9LSVZtDH6On1tGL/BXVg+e74UV4bkGL5sRHmhQpmQ4Je5aI5iM+/03omX0d/oGJepShiit91nBUo9Lbw3/zv7vkvCqI0NOaxa6rY5Q1n8j1SaH3w9fDQlfqFvMNExPownhrrrae0oRwgLrwxdgXQi3HR9uv+7m8cntCd2if19VCBddEf0S2PqLoEvHwLnhL2O6EN5aM5x6PzojmNS8eKnoaPKvTgr6Obf+JvwZVYWwz729Io/t/1LQnpEdrYyoUlhkbVTj9ym9JzytOaVRMDlk2qPhZR+BsBSWmhX+AlLowg2R/QFfCAFge040pVRlcK9hRR9VBqv8EP49thgQfA5uKR2dSF2VweL/i6aBXlX/F9F+uHkSdlUI164Jn5d0Gbztri9Ct1UZLPpH+Pyty+ArUz8K3VZlsEj5aIVIFcKMzOgXSFUID2wLp5y6DO4vGX4DqEKYXTwqrf9CIeRS8tFOXtJDAM70kEoQqfQQiCaIt5WhJxZW0dPD3mnhJcqoBHHw6pZkgvjT7S9HEsQU5fNuSw8leoJ4b/egpBwnQbSliM8+dIMzQVSlEIgmh6oUAkCjOvY+f1RqCNDJoQlVCl2c/sOtoduqFAIgk0OATg+p5BDIe3pI4TqjOtNDKiUEyJQwr1ApIRCWQh0qJQTCUgggkhqqUujihZfoJfF0qKQQCEuhjiqFALDy6bBU6EnhtpOJ+j18IZRSqPPWpra5SggpKTRBSaFXtUJSCk18vuZEMiXMjRS6oKTQBJUSfr3sBGdKSMEpYe7gxPAIpdnYh0OJoYpMD/XUUDKg7TmhxFDn6+fahBJDFZkeqomhikwP9dRQItNDNTVUkQminhxKCl20iZTFHtV/SCaGOjJBNHx5BxAkiGpqqCITRDU5lKgJopocqqSWL5dMDU089Kw/g78uhSoyOdTFEFBSwyzz304mh2paqCKTQzUtVCmyziOlMF9KTigtVJHJoS6GEpkc6omhRCaHamKoItNDNTFUKZVyIJQW6iy9tVokMZTI5NA0pyHgn2j0xFDlqyFvBokhIYS76mZahVAmhrbS8bbj84dSQp0J3c60CqFMDG1CKBNDmxTKxFCXQolMDW1S2Pqbe8jScZ97e4WSQhWZGtqkUKaGNimUqaEuhkCQGtrKxzI1LHThBqsEAn5aaBNBNSk0lYulFNpkUKaFtnKxFEObDLYf/jMpgmvXlLGWi6UU2mRQpoW2krEUQ5sQysTQJoQZmUVJGTywraBVCGVaaBPC7OLZx4IMcmJ4LJGX9BCg+x+mT6vh7H943mv3W1NDqv8hEE0QdfZ9WT5SXlbJbYKoQvVBBPwE0dYP0ZUgAn6KWGraSmv7sw/dgKr5t5DHAMxSCNCpIeBODgG7FAIg+xwCdL/D03+4NZIequQlOQT89NAmhXmF6ncI5CI9zGNKmNf+hDYajFxFpoRA7pNCla9OGkQmhZQUArBKIQCyr6GESgoBsxQC0dRQZ9vJB/IkhRKqD2GLATPJhDBOH0JXQmiDkkKJKyGkpPC8cb2d/QhdKSFFXlNCxg6L4RHK7I798Ov5z1rbXXLYrMhKsj11H325238afUKmBqi8mtEcV7e2ly/v/uY6FL7avNIF4Mvhuhn2aUUuXHQF+dp+udUuhwCw/gp6VG21ifb1UOPIIYWrxDz2/rPJ9lMb0OsyF+u43tqW25LyocYlh1tn0wOTHuh5i7VtW04BLHrSfoGs8zYt1V41ernIFv3ptV5dUlihA/3853egy4dUWtit5O9k+XjicPrL2jl1/yDbKSn8J6BKyFW+XEk+1jXie9Gd9LmAkkKAHlQCmFNCyYM32pcWBIBPPjGvoiQptpxeUHvnc9F+lJLNv1QkpbDC+7+RUljs9/Xk4BJX2dhFy2LEGusASo2lv0hSUpje+95jIS3ME1xKPko4ZdxDkftK/8cvI9y51DwNwq+7awEAUoX5Q/LRx76EZBcy/yq9en7UX/AX8/Q4J1ziP2+tomYZGv6TLwJiv/n7R/1ngqX/9o6IjnCUcli5hbm8uXeofzGf9Jx5epTLlvjL6q3+LpqA1vxvsExTpZHRaTf+uiWY0mdN++hFv3CbINUsc1F01N+Sl31xr/yDWcBLzYiKwu7GgZwUuz/aXiRf0O9p5vzakfaqNYO/w3U1foq0/7y9VnJ7+vgmxtfVrqPfTWHBtug0EZMbfZncrjs1erGuc0/QQT9rfbSz/tbrAkHZ1iH6xUCk+++B2zub+xZ+cZc/wKr/IPN8gldO9cWxweMbI203T/ouuZ3pRZOGwZcEA12WXxOVhcvOC6R6xgPROUQ3Nzb3d1SFMH1VVFwvOnFOcnvOI80i7XWeCCbfblA0Om1It5J+EvjMRnOSLqWwa7eJxvb0vf4gqgVbomI8qH4wyrbjlOh0O3V7zE1uD0yfEmk/96cgQR56ytBI+wcZfreDrmWnG1/bYz2CuVjXtIv+fo8fEAyaS++ZFmnfVyWQwsJlolPB7N2knHMKRM+R09qbzyvdL/N/rtpvLY20zRwQ/A33Voh+9lUZXLIv+hlTZbDswqh47S/hn0vLzjZ/eW34ni9UP29KM7Zv/qUiAKCI4ZRa4f1gDtm97ZsaH//nuf7P1OBl8xQ2azv53V1c1YueZ5in8ZJC2HOmubJUcpwvhJZLGk6/008gv5kaDU7Se/9963AfoXAp+d8OlR6+XqcBXq9jn/Yk20tBtmf/U6fuE2SCuP+0XWSCmL67HNJ325fY8grmLdKn0kMAOKcvvU5v9XbRUdcrrjkuuW1KEKu8szq5bUoQ904J0q0tX9bEli/D6yfXvccXrHUtveQ/lW0ttFHGRwBSCg8F+SpVJNtLjbdPdfLm6Avw5mj7xN6m5FBKIQAyOQSA/I51sWr/l56fz5keJnClhKoUmlCl0ISUQgB4pEJ0BD+VFKbvLZeUQhOqFJpQpTCvDM8445Ad61ChS2H3y25N/gOiUjhzQLN/TAptSCm0IaXwYJFSaGJtp2pJKTwYWhZbTKaEJccVTUqhidPv/DUphSaOQSnMEyyGRxGUHAIg5RAAKYdA3svLLjmkBLHw1XvI8vK6GVVIQTyn792kIFZvtyoiiLoc6oKoyyFVYgYQkUMdXQ4pdj1Pn2RPbbycbP9gFV0+PKPDPLK9USl7SRoAlrSmS2w6alpoQqaFNmRaKKHKysChkUNKEF1ySEnhRSfOOaRSaEKXwuHvmwd7SRqVoScxHtvmDbJdR00LTci00IaaFppQ00ITalpoIpQWOpAyaEMVQhMP3jiSlMJPPmlNSuH+EimkFDZ8bzEphZt/qUhKYYX3fwulhTp/niucUpgXXGVjSggBkEIIsBQeDFxKPko5ZdxDyVKyiTuXLkqWkk3I8rIsJ+vI8rIsJ5so+EuxZDnZRK2im5PlZBNif0qonKyzd0QRUgYrt/grWU42Mem5V5PlZBOrv6sRKinrVBq5NVRS1lnTvlSopKxT5qIVyZKyico/iGRJWS0jq8iSslpG1pk5v3aojKxzXY2fQmVknenjm5Bp4YJtlUJlZJ26U68PlZF1stZvIMVwW4c9pBje3vmbiBiq9B/0Tigx1Gnw+MZQKVkn08sXKiXrLL+mdKiUrDPjgdOSpWRKCNNXVSCFcM4jzUghbFB0HSmEz2xsSaaEXbtNJFPCBVsqk0lhxyl3kEnhwPQppBAOPWUoKYRdy04nhXBNuwKkEKb3TCOFUJaTrVKYKCdPa/8qKYO131pKyuDeCoLsP7hkXyWy/2DZhdmkCJadvY0UwZ83pZEiWOQvkCK4t31TUgQbvLyOlMG4ZWSbEMoyMiWEIocWwm+mnsxCmIdSMovhUYxLDgHgjDn2DsgAMGpkG7I9qymdEp5czS5WADBjfh2yvcGj9JJy6XfQS7eVWky/DUp1p19fajc6Rc0pXZxsd8khAGxebp7iRVJ9PF1qr/AQPeDkr130ag31SkX73KkUTqXTlTermifJlXQ8uQPZvulcOkkFgO32RWkAAFUn0/PKrXSscvbqmR+R7W9fTI++bPYhneD9nJFGvwAAjUvT80PuzqJHyT5fxdxPUNL6FXoZrxZX0qOv765gl2dJ7+PPIttXjqCrFmfXjPbLU1ncl17KsdBiOtlc+HhVsh3Z9LWy7vv0snRbGtHLkbqkEAD6fUgPniu2hj6ntbqD/jyOHXs62Z7Wzy6FALDkBXo1lBLL6CUHXWI47NyBZPt9T9EJbfPb6YSQpTAJ9zE8Fvn1/GcxMXsUuc/Qn+iSTY3PaGno3Zi+WMyYR4tf/XdosdzRuhZ2tLanWbXeWIZaH0dXMJFsqyfwxf+9aG8fchwWr7Cnitnv5yCjpf1ikrJ1J0aPtZdNq03chjKdV6FMZ3uSUaTaLhSpZv89rO5g/xiuutTDzMW0WJW4i/4Yz3nfPjISAF6pYu78Lxmy3b5eKQCsvcz+9wOAN59wTzNTryX9BWFrfVqaag+ml9/q/yg9TVLGyfTo1Lmd7MlxHApdT18sv/n2VPr53zYPFpJM309/+ThQipaNme/RMgAAj/5Jy/PmbvTPUOthe/UBAH78r31+TwDILki/z1e+Tv8Nm9VfiWaN7O8zSgpfGDUIL4yyT8lTs/sS1Oy+hJTCDxqkkVJ4XL8ZpBSW/uAXUgonfdiclMInrviYlMIlL5zolMLiy2kpfOA2+gtYvSG0eA/eQH/xyCxGu86bJ41gKTwEcGL4L6J9apfIfUveCS9kf0PzcEns5y7hSX1XXRrtm3XHNUEZ8ZX57SLtB7YUSm63aBJNBLbeFojZH7dEv3FXnRR82EtMtaRj5YOTfvqV0bkIJ9/wQnL74gejycmGs4MLc72a0dRh25Cgv2HZH6ITYH8+/fPkdueO5ukzvAV+ertltHkeyD37/XLjnjXm1MGUHK66NHibn1ovelHb1T34vex4Lfr4vV8EJaUTu803Pu87xwUjBHv/FR0I0KxYIL3dS0b7Hp74f8HSZlU/jf79Hp/+VXL79ifuNL6GSjf6P9viH8wSXGSd/x4p/Yc5AU/dF4jh8h7Ri1el8cHUHA88/UGk/Zlngr9p2VnRvoUp2wOxbzpmdaTdlhiqQlhnTPRLmCqErdtF+32qQvjt0y9F2lUhfHCAYVk+BFLYuoO5jC2lcPgD0eMDYSHc1Tbaz1YVwl3to1+AVCFMGxFNTVUhLDff/PdVpbDovOjnU5XCPRnRUnGz+iuT27MXRN9jJilURbD7k+bpV2p29yfFv6i8+Xf7QYO05PafD0Wl7bh+wXywW6+PdgMo/UHQl/WEmdFL3qQPg8fsLxNtf+KKj5PbQ5uYY/ncyKBpHWpVBh+cfHmkXZXBh0Z+GGnXZfCPd8OpsS6DrW6ITu305kkjoi+M4cSQgTM9NHH6qHCJ7J9IEPUUce05wdnGlSACIBNEAGSCCACLV1QmU8SMllXJFHH02GFkiigTRFuKKBNEKkUEwlIYh4NJDlUpNKFKYRwOJj2UUgjESw7/ifSQShDndqruTBALXZ9FpoTffHvqP5IS5iYp7No/mrTkNSXUWXk1PcPA5sbRv21ek0IdKjUE4qeDUgpNfNAgLSSFOsf1mxGSQp3SH/wSkkITqhSaUKXQhCshLL489R9PCHUpjANL4aGHE8N/MTJB1FNDiUwP9dSGo56xAAAgAElEQVRQItNDNTHUeWV+u1BiqNOiydJQYmjij1uKhVJDnRJT00OJoU76lWVDiaGJix+8L5Qa6tSruS6UGurIFFFNDnU6d7w+mRqa2DK6RjI1NCGTxOrjc0gpPLXeilBSaGLHazmhtFDnxG7zSSns/dcZpBTK5FBNC3WqfpoeSgt1ZHqoiqGKTA9lWqgj00M1LdSR6aGaGKrI9FBNDHXKztoaSgx1mo5ZnUwMKRmsM2YjKYMyMbQJoUwMKSGUqaFNCGVqaCsdy9SQEsJdbbeRQihTQ6p0nDbiL7J0XG7+flIIi85b6xTCPRlFQkmhzuwFNZNJISWC3Z/sTUrgReXnkBIok0JKBLde35wUwRNmek4R3F/GI2VwaJO6eS4VC4+WwQcnX07KoEwMbSVjKYa2krFMC1kGY8GDTxgz7VO7WMVQ0uBlet62Tl/YT2gA8NzUjmR7HDnceTw9yONQyOEZE+n5Dl1yCABTn6en7XDJIQCsGUmnqnvWFINXlE69GjxPT52zoQ29ikhexRAA3hhwCdnuEkMAeGb1hWT74h9qWsVQUm6OfZojwJdDmxhKsgrSz1H+e3oQE3Lcc3Uuvc2+1CQAlLK7BwBfDF0p4b0jupHtrTvMcfYnrNWVHiDiEkMAqDDFPkodyLsYAsCmHvTfvV55uvqx+75KpBACwDNr6HObSwoBAB793nBJIQCsv5MeUHIkSCEADL3mP2R7hdfpc8r84fQyeK1umMlSGB8uJTNmYpWXHRe1/22lh4z2bT0W9epF+/1IZsyrg/KOJcmKL9uJzML2t+OO1rWw8Qz7Ose1Ps5A9w43otPjfaz7TG//Kip+b19fc/GKymSqCACt74+uAKEyeuww5Jtof50AMP6Ud8l2V4k5DqUut/89ACBjPz032PFFNmBnjj0JBoCqo6N97VRG/zoWzQrQp5h9D9KT7rZpPwenXUePpn39vwPIdm8vfcGLQ7tx9KhkF8t60VIYh/Qsem3YNy+9mGxP6/cbVrWiP+tlF+0j2x+s9g36LaUHK5VZQAvbCxOH47byk8l9LnyD7rKypl3e/6Z5lcIFGyrlWQohUkgpzDmjMSmFJVdm4cFbPyKlcFiXDqQUfvift51SmFWUlsIP253hlMKsYvSXs003090MAE4K/yk4MTzGqDHo+ch9DV5U+uylmC/kpd4L9jmrdDTaGL0+fOJZvDjaR6/VicGarJtujc6DtaVxeNqV/HujJ9V9pYLXV2G6ua/hptN9MRvzpDlBVAenmETw8TPHJLffedqcirW6Nxgd+EzF6In90qXhUlxW++hrHbz8++R2h19vjrTv3lrY+Nz1bg46uqfUTou0738rPLXLtk+if4vjrg4GiXxyfHQJure2BUvuFU+JysLn5wYp9NrO5v52Mx8I0tXZB6J/y0e69gjdLvR/0ZSpcuHtye1fPjDPHTfivqBP6Z3XREvby7qGy/eVp0bf4/c+FVxwnuvXNdJ+ZZ9vk9vfnW/oemH5cqUKoWf4/p5ZJkiGy/8UvTi//fhrodvrs0tE9lGFcMWl5jWb1dGoG7tFkzpdCEs+E01IH6wWvE9ufvYu4/OoUphv085I+wsThye3r34l2qex203Bc4y+Lzopty6EBWtGn2Pfn0H1oelJ5nlSn6geTbI7jwl+plNOiqb+CzaER+dXuzy6xvRzywNp7lvLXPo9dXZwzpl5UrRrSc4ZQV/gjaeY51wsudI/Rq/nPjG2D+sSTCG1uHv0PfPhf94O3e712u2RfbKU746PXh+Vwg/bhQeqZVeOptmqDFZ51lxJUYVw/VnRY8x9PW/rLh/DcGLIxGNVz/uxqiexgHhOTqwEUU8RO1cKj8qjEkQAxgSxzPztodumBLHQtuC1bTyjLJkidnq8D5kgAkDF7/NFUsQnfwyk7pZHP8ctj9r7FQLAIxtOwyMbwuvnflZnTOi2KUXsUTuYXHz8Ke9GksSipaN9dVQpBICc5SvJ12ZClcI4xEkOXemhKzkE3OmhKTlUpRBwp4dx6PvwcLI9bnroSglVKTxY9JSw5mfRLgaueetcKSEQlkITZRbsiZUU5obOL9LzNppQpRAA5v4WXVNcl8LOY+7KsxQ+t3x6SApNnDo7i5TCnDMah6TQRMmVWUkpNDGsS4dDLoUmXFKYVSx/rISQSgnnvt6bpfAwwWJ4jELKIRCrz5SrxFyv3tqQIE6bUz/UXv7tNc4Sc2bhFLLEDICUQyAqiKZRy1SJGYgK4rSXouUdXRBNchinzGwrNetSaEJPCwF3WfnyZeFVP9S0UOKSQ8BdWo4jhypqWihxlZUBtxyua52Dda3p93ccObQJ4rJeNfIshW8//lokLdRxlY4BsxRSq16YiCOFLkxSOKJ3eHocNS00YSof719B900GzHIIRIVQZ8GGSsl/KqoU2oRQTQt1ITRhEkI1LXQJIRBOCU18+J+3I1Kok1U0KoVqWvhhuzMiUhg5hkMIAXfZmIXw8MKlZAY1Bj0fLiebSEkJlZNNnFV6SaSkrFOhcLT0o7J4gHu6gmx6thIAgHCEMWOefME436HKhrOzQmVlEwv20CstLNpBTw4NAO/UMpeDVFpNvNsphpnj6ZNt8fz0KjgA0KYcvW4pAEzsQHcQX9u5eqiMbGL2gZxIKVmn5qv0aIxfPmgWSQx1LhhHDzgCgBfb0dN6AMCqA/al5ADg3S/Pcx7jQFl3QvjpeW8693mks30ENeCXk10pYXZz80wEkpLP/OkUwpufvcspha+MeIdsB4CJu+nVUgDgzXG09Hj09zo0PWk55syhp1ICgMJV3f17h5/0Htn+6XZ6sN/Mkwo4k8GNpxRximDRFfS5FAAe+cKd0t40OJoYqqR9QA8Yya5cximDVZ5d5pTB9WeVYSE8tHApmTl4VvW8H+MXP0fvlJODjN70YumuBBEAdmXSVlev1wJscbhh6n6g/H/p5Mhz9E3v9HgfZBegPzcVv8+HAf3tay0DwOWlf8Hlpe2dxxuUWI8/R9fEn6Ptq5fckn45Wv+PHtQyrf2rZHsc5i6nR1wDwNhebZ37LHqAluGqo1fjiuX0hbx8iltSVzanl8G7/bbPMX0vfbGv84H7efr3j/YpPByU+c09oGLUttPI9s0nl0LxlfQxtl5BrzACAMu30CJ82eReTimc8Kl9rk/JvXXsawZLPl9jX5c4Li4pLLwulZTCOxpMwR0NppBSeNXQ3rhqKC02bYsvdErh/nIF8iyF+8sXcUrh4917OKWw8nR3NwOXFBaYv8ophd/OeZql8AiCxZBJ4pRDwCmH2V4Ksj36bbUrs6BTEF1yCLjlsF7PRajXcxG5T+oBD6kH6PCZksOF+31JouTw3Ov86X4oOWxQbT1a/+8OpyDayDyrKfAsPUUNkHc5fH2KOxkrONwtYwDw7kdvOfdxySGAf0QOf9mehl+2pzmPYyL/DoH8O+gvIYdKCl3EkcLN99CTEkuW9nCXDBsVMA+gAg6dFNYduAn1BtDrldsovC4VhdelAqdEuy1I7mgwBQDQvLC9b64Uwksvnmbdp21xum9qxgmFkXGC/fcFAJsb5cPmRnQ8ur+8ecCKyuPd6bS+8vR9TilcdH81LLqfvh4UmO+eIP/bOU8792H+WbiUzFjpUK9v5L7s0tFeyWVfCfoJbtoXXe4tVYT7cxXJF73YF9PKnDOmRs2wzALt9idRMdx0TfhCUv/GqBguHhQuXRXYFX59piQxJ3/4vl4PfBbZp2HBaF++T7YGF/MJH7SItB/XOTy586I10dLz1LPCZdketdqEbmee1TTyGDwUvlCmrw4vddi0dnTU6e7Hot/qOw4ITytiEsMG/YOf2ySFI2uPD91ekxUVj5uvui10W/z0e2SftJ/CnfVPKx6dGPsM7eJ911W3RvZZel34S0m5mWEpe+CBaNLyyaZoefC0kiuT23op2SSCu2tGUyBdCAc+GO5XaJLBeTeE378mISw7PFxKNglhiVXhC79JCAc3CS8feNnk6KjvOoMzk9umlHDBgfBxTULYYU50zkFdCv+aHx6cVHdgVAYX9wp/OfJSwpeJwusMAq5JoRRBFVUKTamgSQh1Eex//bWRfXQRLLY+3N3AJIE1vg7PO2sSwacHhqfiMYnguhbhfsMmESy4LDxTgEkEa30R/P1NIuhViX5hZRn8R+BSMnPoGb/4ub8lRdyTFZ2iQU8RW7ReENlnSyN3kuhKEQF3kihTRCpJHND/UmeZGQgniTI5VNHLzA2qRdci1pPEwelTnM+roksh4CeHanpokkIgXmnZhausDPw96aFJCgF3gti/f9dY5WVbguhKBwFfCF0poS0hbDI0eO/+kymhSQpziy0lHH9i8B79fE0zY1JYpTE9abaOKoXJZFBHkUJZLtZxSaFO2+ILyXRQJoNUOhgnGQTc6eDj3Xs4pdCWDqpSeCjTQZbCIx9ODJlc0b75U859cv6PXpUD8FNEU3KoMn/68c7jHP+EWwTLfu8eUbvilXrOfTKLur9Hvfl4dC1gnZ6v2UdCSnad4r5Qp70X73td+jW0qBw/zD0oYnkX+1J+Kic2pqfCeanGF85j3FLTXWIEgC4L6NHWI290l723NnCX3QCgdnd6UM7vY+qT7QBQcGu8U9Y5t9IrDQHA929E02eVFLqLWpIDl9KrHgHAtoxoFUBlRYfBsZ6rQw26FA4Ae76m+68WuyPee37VpfTURwBwx7X2pT4B4LWRF8V6rjevoyesB4A+L9zk3GdfWfcXiko/u7tFpGTHeJ85dim4bINTBAGg/lP0Kk8AMH6jewAS87fAiSHzzzDxp8cw8afHyH1SHiyFfrXouf+yvRR0qjCX3qdYDrKL0dOKLHuiGcal/0Tuk3H2PpxThu7fU7P3Ymw6if445N+dY13DU3L7k3eiqcOhBt31Gir8ugcVfrV33i/2a2GIdbTQrrwxBytvpH8/K7u5px3a0NvdwTx/ub3IX46WVa+QWzDnHnCP0t47rjr2jjNPmi1ZMtjd92zZ1YWw7Gr6dzjhyZcw4cmXyH3+KQ6UEjhQin5/nV9iHs4vMc95rB216OPsSBPYkea+bmxb754OpuYYWnraduuBtt3oPm0AUGu6+3K043XaaFZdWtEphY06Lial8I0PL8IbH7qlMN9utxT2WXCZUwq3nprplMKULLcUen03O6Uwo1EhZDSiPxMPDhnmlMIi1XY5pXD8xndYCo9SWAyZg8IlhwDQr9bnTkHsVGGuVRBPbOKnT3EEcVz6T05BPKfMQqcgbjophRTEIhuykVlMOAWxaQGQgtjvQ78PECWHRdcKiHWFkv9yi5TClPxuYdvQe59VEFf3ij8R8+yl7qXf5h6oFEsQXTwz4z94Zga9DBcApxwCcMrhhqdqYcNT7ulOTBw3bguOG7eF3MclhABiCeGu6gK7qh90UJBk2/risaQQB+JfQvaf3cR4f63pKbGkMCexdIxLDk006rg4+e/sMtEVSyRSCHOIz26+3f4/ij4LLkOfBZcB39jXtt56aia2npppbQd8IXSlv17fzfD6bib3UYWw7O/mz/mDQ4bhwSH0SPIi1XbFWrKThfDohkvJzCFDLzM/PTI6tcPD6cESc12r/hxpB4AxG8ODKebMM1+QU3cFF5Ol10Unbj1fW5LqijnmMuekLeE53X6ZGp1XrfxvgZjuqWjuG5Z/V/gtOa2fuaw8V6mgP3xtT+M+6uS2u6ua3+pe5fAJXi0tm5LCnMzw6y5exnx1q/hKWKRMYpi5Odw/ypQWNqsT7nN0XWVzibRpgaBf5fV/RDvoA0Dh88OTZ5sSw0dafB263W+SOfU5fkTwexs5Kvq+Offx8FJtxdaaL94VHwveT3op2SaCG5uXDt02CeEFVwUTJttksE+/8BKKJhkskR5+39gSwkInB6/VKoP5tfegQQhXdBoYum1KCQt+H/55bEL4+5bKods5hvUES9wZ3KenhI06mkv/qhTaUkFVCm0C+Oqt4aSwz4LLzDsqYmiSwMLpYQO1SWCFWeG00CSCqc8Gk+fbUkFdCm0i2HNs8LcziWD1m8J9oVkEj0i4lMwcfnKbIg5fa14cnkoRVeKmiDJJHHmiWTBzmyQW2WBO0PQksdXDdxr3U9NEmRzqqKXmomvNn+/cJokp+bNjp4cSW1qolpVtJeTZS2vEThBdqKVlWxn5UCWIccvLtgTRlQ4C8cvGLqiEUC0nH6qyMQ6kWFNCtaRsKx2rqWHclNAkhTZkKmhCSiFVKpZSSKWCqhQmk0ETCSnMazIopVAmg3HSQRdUOiilkNPBYxdODJm/hfbNnzImhioPp19iTQ1Vxmxsak0NJam7Uoypoc75tZpbk0PJs1+4RxuX/y3Hmhyq/PQgvawZ4CeItuRQsvGUItbkUOJV3oe091Ji9SssWtzdr7DiK4VilZEP7KI7VTars8qaFqo0LbDemhhKCp+/Olb/wkdafG1NDCWzOr/iPM65j99rTQxVNp1YIJYQbmxeOlbZ+I2b6Yttn343xyoZl0j3nFJY6OQt8aQwv+csHad94X7vFfx+XiwpnJdBT4oM+KnhqksrWmVQcnaZP5z9BnMKuEvEAJD/LMcqUQDwTRmnDAJA0SX0Z6fCrP1OEQT8tNAlhGV/3+csFQO+GLqEsPpN61kIj3wOOjFkMWT+dn5alUa237ekCwDgxho/WvcZdXEwUvWP2+z9dpZe7MthqrBfeDqeGqwNfPl3v1r3+6ihP53Lin720ZSnnBWUphZ9ZF/aq0xnf67HbxpE5z+UnPRmMFq5yjR738P3R/jLprUZ2ce6j1eJFr+6z/mJ39pnzOeOmacG89c1+aG79TgNKvlTWsxdZp84+8kzRye3S6TaX9cLD/lTxKT2iM5pJ9nzSZAuZpxhv/C+0spf5u6e8fZpZ+5tFyz5dnVxu1i06+eXlkuusD9foXX0hfTWz/ylFR8edIN1n0ozghT24aH2C/iZhfzX0WSQfTL0cvMCod98gv0LTHZD/3VnbrdPOF9rZCB76V3sx6r2rf9eyrfH/mUis3cgz03K/mXcJ72FH53t+poegFSlmH1S6ox9/nyr67+zD6IolBFcQg6UsF9DRUt/5Ha+FLv0VroxkLdFz9knsu/bYhwA4M1hdkk9/eIgKU7faV9bPWO3390kdVJp6z5VRgfdOe6ZOt66X68Rftqbv9EO6z4AsLDzE2Q7c0TBYsgcHdgkUcohYBdEVQ4BuyBKOQTsgqjKIWAXRCmHgF0QVTkE7IIo5RCwC6Iqh4BdEKUcAnZBtMmhlEKJSQ5VMQTscijFUGISRFUMAbscSjGUmARRFUPALodSDCUmQVTFELDLoRRDiUkQbWIohVBiE0NVCgGzGEohlNjEUJVCwCyGUgglNjFUpRAwi6EUQolNDFUpBMxiKKVQYpNDmxRKIQTsUqgKIWCXQimEgF0KVSEE7FIohRCwS6EqhIBdCqUQAnYpVIUQsEuhFELALoUsg0ct3MeQOTpoXmOlc5/3Vp2J91ad6dyv/lvu0l22l4Nsz13e+qTdKfikXXR1C5WaD/+Cmg9Hl7779X/hgQcNrlqEBlfRS/FdsOhSXLAoWrL+7fZw6fmvVkXwVyt6rr0pV7yAKVe8ELlfrI+WlnQpjMu8lkMi9+lSGJcd2YWwIzv82nQpBIDswdGJuXXKTs+PstPdS7O93IFeNxYARuyshxE73fNZbq/pfj4gKoUmKs3YG5FCE7oUmig3LzsihSZ0KQSA/CXDgxtqjcyJSGFcsopE5VGXwrgU+8/qyH0mKczYVzQkhSYKZXixpFC03BqSQhOVbtwcSwr7thgXkkITp188LyKFJjJ2FwlJoQ1dCk30GnFTSAptsBQem3BiyBx2flqVFkoMbdxY48dIamjij9vKhFJDEzJJ1JNDncu/+zWUGtpY0e+0SHKoI5NENTk08U2DzyLJoYkq0/aEkkMbbUb2gVdpXywpXPuMiKSFOk1+6B5LCucuOy6SFpookbrPKIYqMj3UE0OdjDMyI2mhiXvGd40khiauLr44khjqlFyRmUwMXTL48KAbYongw0OHxZLBJoPucMqgTAxNQqiSub1gLBlM75IaSQlN5NuT7RTCJmX/iqSEJnZ9XR1Vim13yh/gJ4W6AJo4UEI4BVAmhboE6ix6rqZTAAE/LXRJoEwKXRKYOql0LAm8Z+r4WBKYv9EOFsF/F1xKZo5+Wk68P9Z+xe52LxUl9u7HmB/dUtLpNPcoVgDIWucWoSrTi2B/tvu1bdgbo6M/gEdrfo3bBt/i3O/bW5+PdbyeF7gnGR797YexjnXFsni/t0sqzoq137uPugf8XPvk1xj8cifnfo/0jfczrM20981SGfK6+2d94l53p34AeOPGK2Lt983H8VYTOfsO9zJ1NfsscvbzBYDjBsZLQg+UdL/HAcC7ObqWsQlTKqiTOd49EAUAto2iV04BgG31PRStZe+fKKlG9HVV2X52HVz7xFfO/WbusPc9DO233v1F1PuhNKp/7JbCZTfT/TQlSx++J9Z+zFEFiyHz78Mmin1rh7+Zv3Xhhcb9xN5wecwmiicMuj10u9aglcb9tg8Jlz+LXmA+MVeZHnzTp0Rx0fBwX8Qyl5iTxEdrhufns8lioS3BR+LLh6OlZYlNEJfcGKy7u/CKN6yPv7hNWG4KDDYP5VwyqXbo9gNdRxn3+/iSs5Pb2xvZZe3aJ8O/B5sk7j0/6CvVr4l9hYv7fw1k9K6m3xv3KZ8v3O+q/8tXG/ejxPDdc9qFbh+oXs6437JuQQl2yXn2FTXa9QrWgPZSzef+mn3CXRkoMSxWJPiclH7VvPxdwXXh38PO+ub+va++HH7f3LX4SuvzXlh1fnJ7crOSxn0oIVy5LuiDV2qaeUTutvrhy4RNCFO+D7/vqoywD0bafnad5LZNCL/eGJ7Mu2Khncb94kgg4Iugik0K118QFsFdlsOzCB4TsBgy/15MgqjLIRAVRF0MJSZB1OUQMAuiLodAVBBVMVQxSaIuh4BZEHU5BKKCqIqhikkSdTlUpVBFF0RdCiUmOdTFEDDLoSqGEl0QdSmUmORQFUOJSRBVMZTogqiLoUQXRJMY6kIo0cVQFUKJSQxVIZSYxFCXQokuh6oQSkxiqEshYBZDXQoluhyqQqiiy6FJClUZVNHFUBdCwCyFuhACZilUZVBFF0NdCAGzFB6sEEp0MdSFEDBLIQvhMQWLIfPvRxVEkxhKVEG0yaFESqJJDFVUSTTJIRAWRJscAmFBNImhiiqJJjmUqJJoE0QgLImqHNrEEAjLoU0MgbAcmqRQosqhSQolqhzaxFCiCqJJDIGwHJqkUKLKoU0MJVIQVTG0CaFEFUOTFEpUOTRJIRAWQ5sQSlQxNEmhRJVDkxRKVDm0SSEQFkObFAJhMVSl0CaDQFgITTIoUaXQJIMqUgxtMihRpdAkhEBYCvMqgxJVCk1CKFHFkIXwmITFkDn2+Cq9caz9Xr65Kwotd/d3yilZFCsvdvc7O1AiB5Ubxut/VKdUvH5Wa+6rjc1N3CMOP+37PP7MKuHcLyO7GJ59iR7QIdlWL95Hqd7b8X7mdS8WwP5f7XNNqqR95p68FwA6fWqf41Ll7UEXIaulu/9YgwobMG+Nuz9amZK7cc/xE537DWt/VqzXl1W5NJbcRE9qDABFSu5F2Q/cAy3+75V38O6GNrGe+/dNld07Adg7qyxqjnK/b4dPGIb0rHj9DSftahRrv4FzWsbar87rWVh6lfv30+zUZVj2SV3nfvnP3YwCH8R7z5bu5e7bBwA5nfdgzVB338iC+bKxb4q5e4HKrgYHUObneP1AZ7/DIsiwGDLHOC5JfPlmX5JcgphT0r/YuATxQAl/tKJLEG9K+19ye/I2Oh1cc1+Qsrkk8dO+/oATlyRmZPvpj0sSXXJYdq5/jik3nR6Es+7FQHoOlRxubRoc5/pH6U7+bw/y54hzyWGDCv7P4ZLDMiX9FNQlh3HEMKuy/55yiWGRkv6oZZcY/t8r/soTLjH888lgCp7tvegEdO8sP51zieHwCUFC6pLDMTv8lWqKpBwg93NJYZ3X/dHLLiFsduoyAHAKYf5zg/edSwoLbwpee6HH15H75nT25x51SWHBfP5ocpcU7mrgP7dLClkGGQ0WQ4YB7IIoxVBCCaKUQ4lNEqUcSmySqMohQAuiKoeAXRClGKrYJFHKocQmiTY5lFKoYhNEVQyBQyOHqhgCdjmUUiixyaGUQhWbIEoxlNgEkRJDKYQSmxhKIVSxyaGUQolNDlUpBGgxlFII0GKoSiFgF0MphCo2ObRJoZRBiU0KpQyq2MRQFULALoWqDEpsUihlUGKTQimDEkoKpRBKbGLIQshYYDFkGBOqKOpyqCNlURdDHVUUdTnUUWVRF0QdVRh1QdRRhdEkiSpSGHVB1FGFUUqiSQpVVEHUpVDnYCRRl0IdKYm6FOqokmgSQxVVEnUx1JGiqIqhLoI6qhiaZFBFFUNdBnWkHOoyqKPKoSqDJqQg6jKoo8qhSQhVpByqMqgLoI4UQpMAqqgyqAugjiqEJglUUYVQl0AdVQp1EdSRYqhLoI4qhSyCTExYDBnGxVfpjZ1yCPiC6JJDycqLSzvlUFK54UanHEo+7BFvnkAAeGe4e5JrwBdElxxK7v/6aqcUSspN3+CUQklcOQSAksvir7yxp1L8RZzqXLIk1n7z1lR1iqGk7K37nUIoWXJTAacQSgY2izcnIwA80uvm2PuuPz1eX7WaozY5pVCSnpXPKYWSIikHMPnG5rH2XXpVUacQSlZtz8X766V4n4VCj69zyqBkzdAqThmU7JtSzimEgC+FLIPMQcBiyDAHQ9v2/cn269/yR7J+dEV757H2VPcnrl7TlpaUnJJBOuJaGWTu7mDU4by7zCMfJeoqKPsdn47ui69Jbt+RZp7DT/JcP1qmN7UILoSlKtN92H49ZURyu/E79Ejw6l8HKd/2+vSk4CWXBEOiwhcAABO9SURBVKM/151lnhNPUu0Lf6R34Q/dF/s1O+2jtUPP/5R74FDKghUAgNVD3ZMOn1bVn/S5R4Wp5H5PN2iR3N7fln5/7C0XjIDeXpt+j5ZYEbyBxvd7idy3+fRgRPyV9ekJzX/ucRLZfvrg35LbC3bQg2V+mxuk6mXT6BVM2lcNViX65R566csuA/x1hUe3oEclA8CzsycAAHouuNa5b/l7/M/Jor70F4hV3fo6j8UwMWAxZJi8YBNEKYYqNkmUYqhik0RVDiU2SVTlUGKTRNMSeTZJVOVQxSSKNjlUpVDFJIiqFKrYBFEVQ4lNEFUxlNgEUYqhik0S8yqGUgZVbGIoZVDFJoaqEEpsYqgKocQmhqoQqpjkUBVCFZscmqRQFUEVmxSqMiixSaEqgxKbFEoZVLGJoZRBFZsYShlUsYkhCyFziGExZJhDhSqJJjFU0SXRJIcSXRJNcijRJdEkhyq6KFJrKOuiaBNEICqJqiDapFCiy6FNDIGoHJqkUKLLoUkKJbocmqRQRRfEgxVDkxBKdDE0CaGKLocmKZTocmiSQokuhzYpBKJiaJNCiSqHuhDaZBCICqFJBCW6EJpEUEWXQpMMSnQpNMmgRJdCkwyqqGLIMsj8jbAYMszfydAl9ouxzpA+l8Ted1OTfNhby93PSFJ5Qj60uP+X2Pv3Lh+vTyMAnD/rJpQtGq8v1ar0CrGPW2/IXowdHa+fWqdTLkB2JXpAhErjIQsxv2fD2PunZtglUmfr6VWQc328eRZLX+FeS1sihEDFCfFPX+tax39/oHEdbKsfr+8cAOSkCoiYL6XMb1uR/mi8vqSAu6wsqVtoPR6deFn84545I/a+vcpOxze73fMYSj7q3RGvvB2vzy4APHSeeYlEE+P/oLutMMwhhsWQYf4p4kji5xtOBgBsfbFGrGNuauKP6owjiZUnBCNA40ji57P81zKtwyvOfc+fdVNyO44kxhHEekOCgRYuQex0ygXJ7TiC2HjIQgCIJYfrzwzSw6pj6OQQ8MVQ4hLEOGIoRHCejiOGv34WjKiv+noMyWrsp1xxxDBHWTHFJYZlfguSuThiGEcI6xZan9yOI4X1G/0JADixlPvv1qvs9OR2HCn8qHdHAIgthA+f3QUA4OV3T+7NMsgcRlgMGeZwQEmilEMVShSlHKrYRFGVQwkliVIOVShRVAVRYhNFSg5VKZRQcqiKocQmiFIKdWySqIqhhBJEVQwlNkGkxFAVQgklhqoQSqxi2NjcD84mhzmGtZUpMVSlUELJoU0KVRGUUEIoRVCFkkJVBiU2KZQiqEJJoRRBFUoKWQaZIwQWQ4Y5kpDCaJJDE1IYTXJoQhVGkyTqSGk0CaIJKY0mQTQhpVGVRJMU6khJNAmhCVUSbWKoIiXRJIU2pCyaxFBHiqIqhiYR1JFiaJJA6+uScmiRQRVVDE0yaEIKokkGdVQ5lDJokj8TUghN8mdCCqFJ/nRUGTQJoAkphSYBNCGlkAWQOcJhMWSYI5VO0+hpWXSWj62N7HjTzAEAMhvtQfkvC+XqOda1izfXGgCk7ElFkRr0NDQ6VZ+1D3owkbom3prSkoZj4/fpA4CJQ+P3EQWASX1eQKf77o29f6lxbklVWdS/PoqtiPclQFJ1cu7+Blsa0VP86JSd5RZClWs+c68hrbJsX0X8vCUt9v4Da4/K1fHbDeuDKj/SE2WrlH5oJfZf755mSGXc8hdztT/DHEZYDBnmaCGOKC4fG4zGjCOJmY3CZV6XKG46OXzOyCrlvqCm7AlkL44oxpXDW0Z8kdwedBa9Xi4AvPnTp8ntARmtYj3HfGVC5/W30vPYAb4YSuIIYlwxXNS/fnI7jhiWXZCZ3C60Md6k2NufDvbL/tjdB/T5x95Nbj93UbzULI4ULttXMbkdRwiPKxoW00cr0c/Rblif0O04Ulj6oZXJ7ThSyCLIHMWwGDLM0Y5JGFVBtKGKoy6IJnRp1CXRhC6OqiTa0OVRF0VVCG3ooqhKoQ1dFufHWOVDlUVVCm3osmgSQ1UCbahyqEqgDV0OVQm0ocuhKoI2dEHURVCVPhu6DOriZ0KXQV3+TKhCqIqfDZMQsgAy/0JYDBnm30anabfHEkMVKYlxBFEiRTGOIEqkKMYRREmRGjtCchhHDCWDzmoZSwpVBmS0iiWFKutvPSWWGKp0uu/epBjGkUGVYivyxRJClUIb98YSQpXsjyvEEkKJKobXfDYxlghKpBDGEUGJFMI4IiiRQhhHBlX2X1+ERZA5FmAxZJhjjUYPuKefqfxDeK3fFbfHO1fUGBSe/HjV+QWdj6n0U3ht47/OivdcL3X8r3Of3tOuDN3+vt2rzsd0+KlX5L6a19CTIANAu9kZkfu6lZxHPubUr3o7j9uzZXQVkwkPnOV8XL83o0J33+LLnY8TQ8uHbj/77EDnY6buiie2n3zUJnT7zEtmOx8zOT08aEYsjbceeeZx4ZH5J9aiJwQHgNEtB8Q6NsP8i2ExZJhjHZso6nKoY5NFXQ5VKFHUBVGFkkWbIOpSqGOTRJMYqtgk0SSGKiZJtImhSQZVbGJokkEVmxjqMqhjk0NKCHUJVKGEUBdBFZsU6hKoY5NCFkGGicBiyDBMGFUUXXKoo8oiJYg6qjBSgqijCqMqiC4pVFEF0SWFOqokusRQRUqiKoYuGVRRxdAlgzqqHLqEUEWVQ1UIKQHUUYWQEkAdVQhdEqijSiGLIMM4YTFkGObgOKflM7H3nfBpeHLqc7reGOtxy6+M9kWs9m184Vzzn/jT60Dz0QLF4wlIrR7R9Y3PnvFXrMdm5sSfeuaDP06L3DfklHhLBt4w6rbQ7fKz458Gd9SM//suuTz6+950abx+jTNbhgW32aT40zWtvO6B2PsyDEPCYsgwzKGDkkVdDiOPJWTRJIg6lDCSghgjoKQk0SSGKpQkusTQJIMqlBjqMmiCEkRKCE0CqEMJoS6BOpQUsgQyzN8KiyHDMH8/Uhhdcmh9vCKNcSRRR5XGkCTGr1onUSXRJYU2pCyqYuiSQBuqHMaRQR1VDlUZjCN/OqoMuuTPhpRCFkCGOSywGDIMc+SRsz5+/zMAeGvbccb7X5zWIf5BUuOfGp5pRU+Z899TzOsu66wYkhb7OXOWmdcxlnjxK76oMCsX/Tjbmn8vczq9Fv8JAZSuYl+zmGGYIwYWQ4Zhjj5s4mgTRAqrPFpE0SWFNkyyaBNDlwTasMmhTQRt0kdhE0IWP4b5V8BiyDDMv5c3/jj7kB6vVGr8CcDj8ORn8ZaSyw2ZpXJfAqZYdUv8yaMZhjnqYTFkGIZhGIZhAORBDOPPsXDkcdA/NMMwDMMwDBMlF92cGYZhGIZhmH8zLIYMwzAMwzAMABZDhmEYhmEYJgGLIcMwDMMwDAOAxZBhGIZhGIZJwGLIMAzDMAzDAGAxZBiGYRiGYRKwGDIMwzAMwzAAWAwZhmEYhmGYBCyGDMMwDMMwDAAWQ4ZhGIZhGCYBiyHDMAzDMAwDgMWQYRiGYRiGScBiyDAMwzAMwwBgMWQYhmEYhmESsBgyDMMwDMMwAFgMGYZhGIZhmAQshgzDMAzDMAwAIN/hfgEMczgpJyp7B7DfvyEEhGwQyf8ECOW2sV27T2iN5G3XcX082+Oczwd4hkObHwtACH9/ap/IayP2s+0b47gqufoZtPtj/TzUc+f2eY1tnv0xzuN7kfuNDxHyf+H9heG1qO93obXpj1GPp75N5f3q4/120/36cT2yPXrsYH8ROn54v/DjosfU91P3NR9fawttq69f2U8Ayhklsn+0zb9n1rz933qe1wEMc5hgMWSOaQ5gP05PaQ+RIgCRkvw/UoQviimJUF0IICUl8X8BoewTaZf/Qu3K/oZ2Twg/v1faPflY5X51Py+40vm3k/fL/RE6tpe4T7YnRUcASJGPM7eH7hPwn8vWlvi//9zh+0KvIfnaTftZ2hEc2/S4OMfWX1toW3t8cL9nf7zaDv2xnrIPkrKktwt13+TPKNvC/weC/YXwEm8Ntc1LvCWC9pTEdrJduS8FwW3ZnmxLtnvJ9hR5f6JNvZ1sT96fk7wdPDYHqcl9/PbUZHvitvCQAtmWkzx2qshBCjz//yIHqYljqI9PVR4n9w8e6z+3v09OYp/EYxP7pyJ4jlT4r0M+PjXxc6VC3U4cHx5SROL/AFIFkAqRLMulCoEUiMR9InE7JfHcAqkiBSlIQWrlpeXAMIcRLiUzDMMwDMMwAFgMGYZhGIZhmAQshgzDMAzDMAwAFkOGYRiGYRgmAYshwzAMwzAMA4DFkGEYhmEYhknAYsgwDMMwDMMAYDFkGIZhGIZhErAYMgzDMAzDMABYDBmGYRiGYZgEwvMiK4gyzDGDEOJ3APsO9+tgGIZJUMjzvBMO94tgjl14rWTmWGef53mnHO4XwTAMAwBCiF8P92tgjm24lMwwDMMwDMMAYDFkGIZhGIZhErAYMsc6Aw/3C2AYhlHgcxJzWOHBJwzDMAzDMAwATgwZhmEYhmGYBCyGDMMwDMMwDAAWQ+YIQAhxnBBishBioRBigRDiLst+bYQQcxL7TE3cV0gI8YsQYm7i/ieV/YUQop8QYokQYpEQ4s7E/V2FEPOEEPOFENOFEE2Vx9wlhPg9cay7D+JnOTlx3GVCiNeFECJx/xNCiLWJ1z9HCHFBbo/NMMyRgxCigxBiceKz/oChvYYQ4rvEuWaKEKKa0vZc4jzzuxDiCuX+s4UQvyXuHyaEyKe0Rc5/iftLCSE+FUL8kTjPtUjc31QIMSNxPvpKCFHi7/ttMP8qPM/jf/zvsP4DUBnASYnt4gCWAGio7VMKwEIA1RO3KyT+LwAUS2znB/AzgOaJ290AfAAgRXvMGQBKJ7bPB/BzYvsEAL8DKAJ/js9JAI7P5c/yC4Dmidc1DsD5ifufAHDf4f5d8z/+x//y/g9AKoDlAGoBKABgruGc9QmA6xPbZwP4MLHdEcDExDmmKICZAErAD2r+BFA3sd9TALonto3nv8T2MAA9EtsFAJRKbM8E0DqxfSOApw/3743/HR3/ODFkDjue563zPO+3xPZOAIsAVNV2uxrA557nrU7stzHxf8/zvF2JffIn/skRVbcCeMrzvBztMdM9z9ua2OcnAPKbfAP4krjH87wsAFMBXAIAQojaQojxQohZQohpQoj6+s8hhKgMoITneT95nufBl9LOB/+bYRjmCOU0AMs8z0v3PO8AgI8BXKTt0xDA94ntyUp7QwD/8zwvy/O83QDmAegAoCyAA57nLUnsNxHApYlt4/lPCFESwFkAhiTuP+B53rbEY+oC+J/hWAxDwmLIHFEIIdIANIOf/KnUBVA6UZKZJYS4TnlMqhBiDoCNACZ6nicfWxvAFUKIX4UQ44QQdQxP2R1+sgf4aWErIURZIUQRABcAOC7RNhDAHZ7nnQzgPgADDMeqCmCNcnsNwoJ7e6Ks9J4QojTxa2AY5simKvx0T6J/1gE/RbwksX0xgOJCiLKJ+zsIIYoIIcoBaAv/PLMZQD4hhFyJ6TIE5x/b+a8mgE0A3hdCzBZCDBZCFE20LUAgo5crx2IYEhZD5ohBCFEMwGcA7vY8b4fWnA/AyfDLMOcBeFQIURcAPM/L9jzvRPjJ32lCCLnOaEEES94NAvCe9nxt4Yth38RxFgF4DsAEAOMBzAGQnXhdZwD4JCGg78Ivf+eGt+GL6okA1gF4KZePZxjm6OI+AK2FELMBtAawFkC253kTAHwDYDqAjwDMSNzvAbgSwCtCiF8A7ASQnTiW7fyXD8BJAN72PK8ZgN0AZH/HGwH0EkLMgt9F58Df/PMy/xJ4rWTmiEAIkR++FA73PO9zwy5rAGQkSi+7hRD/A9AUfn9EAIDneduEEJPhl2V+TzxGHusLAO8rz9cEwGD4fQAzlGMMQaIsI4R4NnGMFADbEvKpvuZUALMSN8fAl79qyi7V4F8M4HneBuVxgwB87f6tMAxzhLIW4QQu+VmXeJ73F4KuKMUAXCrLvJ7n9QPQL9E2AonzmOd5MwC0Stx/LvykELCf/6YBWKNUST5FQgw9z/sDwLmJY9WFL5UM44QTQ+awkxi5OwTAIs/zXrbs9iWAlkKIfIky7+kAFgkhygshSiWOUxhAewB/JB4zGn6ZBvC/sS9J7FcdvjBeq/Tnka+lgrLPJQBGJNLLFUKIy+XrFUI0lUll4t9jnuetA7BDCNE88TNdl3jdsv+h5GL44sowzNHJTAB1hBA1hRAF4Cd9Y9QdhBDlhBDyGvsgEhWLRNeXsontJgCawK9SqOefgvArGe8kHm88/3metx7An0KIeon92sEfpKIeKwXAI8qxGIaEE0PmSOBMANcCmJ8o1QLAQwCqA4Dnee94nrdICDEefkftHACDPc/7PXFiHZZI71IAjPI8T6Zx/QEMF0L0BrALQI/E/Y/B7+g9wPc3ZCXKzQDwWeKknQngNqUjd1cAbwshHoE/wOVj+H2FdHoBGAqgMPy+i7L/4vNCiBPhD4xZCeDm3P+aGIY5EvA8L0sIcTuAb+GPUH7P87wFQoinAPzqed4YAG0A/J8QwoM/COS2xMPzA5iWOPfsAHBNYrAbAPQRQvwH/rnsbc/zvk88n/H8l3jMHfDPcwUApMOfjQEArhJCyOf8HErFhGEoeEk8hmEYhmEYBgCXkhmGYRiGYZgELIYMwzAMwzAMABZDhmEYhmEYJgGLIcMwDMMwDAOAxZBhGIZhGIZJwGLIMAzDMAzDAGAxZBiGYRiGYRL8P8pzuo7INzXHAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def compare_filtering(nside=16, n_signals=100):\n", " n_harmonics = 16\n", " n_pixels = harmonics.shape[0]\n", "\n", " graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", " graph.compute_fourier_basis(n_eigenvectors=n_harmonics)\n", "\n", " signals = np.random.uniform(size=(n_pixels, n_signals))\n", " eigenvectors = graph.U\n", " harmonics_ = harmonics[:, :n_harmonics]\n", "\n", " signals_sphere = harmonics_ @ harmonics_.T @ signals\n", " signals_graph = eigenvectors @ eigenvectors.T @ signals\n", "\n", " hp.mollview(signals[:, 0], nest=True)\n", " hp.mollview(signals_sphere[:, 0], nest=True)\n", " hp.mollview(signals_graph[:, 0], nest=True)\n", "\n", " error = signals_graph - signals_sphere\n", " hp.mollview(error[:, 0], nest=True)\n", " print(np.linalg.norm(error, ord='fro'))\n", "\n", "compare_filtering()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7 Spherical power spectrum\n", "\n", "The angular power spectrum is given by\n", "$$ \\hat{C}_\\ell = \\frac{1}{2\\ell + 1} \\sum_m |\\hat{a}_{\\ell m}|^2 $$\n", "As such, $\\hat{C}_\\ell$ is the expected variance of the $\\hat{a}_{\\ell m}$ at order $\\ell$.\n", "It also implies the standard result that the total power at the angular wavenumber $\\ell$ is $(2\\ell + 1) \\hat{C}_\\ell$ because there are $2\\ell + 1$ modes for each $\\ell$.\n", "\n", "Todo:\n", "* speed\n", "* accuracy" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "psd = hp.sphtfunc.anafast(map, lmax=lmax)\n", "plt.semilogy(psd);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8 Filtering speed\n", "\n", "TODO:\n", "* filtering with tensorflow / numpy / pytorch\n", "* Similarly for a part of the sphere\n", "* speed and accuracy w.r.t. polynomial order\n", "\n", "Functions:\n", "* `healpy.sphtfunc.almxfl` => arbitrary smoothing\n", "* `healpy.sphtfunc.smoothing` => Gaussian smoothing" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NSIDE = 1024\n", "ORDERING = NESTED in fits file\n", "INDXSCHM = IMPLICIT\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/defferra/miniconda3/envs/scnn/lib/python3.6/site-packages/healpy/fitsfunc.py:326: UserWarning: No INDXSCHM keyword in header file : assume IMPLICIT\n", " \"assume {}\".format(schm))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nside = 256\n", "\n", "map, _, _ = hp.read_map('data/COM_CMB_IQU-smica_1024_R2.02_full.fits', field=(0, 1, 3), nest=True)\n", "map = hp.ud_grade(map, nside_out=nside, order_in='NESTED')\n", "map = hp.reorder(map, inp='NESTED', out='RING')\n", "\n", "hp.mollview(map)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Smoothing by filtering with spherical harmonics, i.e., do an element-wise multiplication in the spectral domain after a spherical transform." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "smooth = hp.sphtfunc.smoothing(map, sigma=0.01, verbose=False)\n", "hp.mollview(smooth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Smoothing by filtering on graphs." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", "graph.estimate_lmax()\n", "\n", "map = hp.reorder(map, inp='RING', out='NESTED')\n", "\n", "filter = pg.filters.Heat(graph, tau=30)\n", "filter = filter.approximate('Chebyshev', order=10)\n", "filter.plot()\n", "\n", "smooth = filter.filter(map)\n", "hp.mollview(smooth, nest=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare the speed of both approaches.\n", "\n", "We limit OpenMP (used by HEALPix) to use a single core as graph convolutions are not parallelized yet. While the mutliplication of sparse matrices with dense vectors can be parallelized, it is not implemented by scipy. It's hopefully implemented in tensorflow or pytorch." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Timing nside: 64\n", " * Graph full: done\n", " * Graph part: done\n", " * Libsharp: done\n", "Timing nside: 128\n", " * Graph full: done\n", " * Graph part: done\n", " * Libsharp: done\n", "Timing nside: 256\n", " * Graph full: done\n", " * Graph part: done\n", " * Libsharp: done\n", "Timing nside: 512\n", " * Graph full: done\n", " * Graph part: done\n", " * Libsharp: done\n", "Timing nside: 1024\n", " * Graph full: done\n", " * Graph part: done\n", " * Libsharp: done\n", "Timing nside: 2048\n", " * Graph full: done\n", " * Graph part: done\n", " * Libsharp: done\n" ] } ], "source": [ "nsides = [64, 128, 256, 512, 1024, 2048] # Max 1024 for the real Planck map.\n", "\n", "# Polynomial orders for graph filtering.\n", "orders = [5, 15]\n", "\n", "# Largest order (angular frequency) for the spherical harmonic transform.\n", "# lmax = lmax * nsides. HEALPix default is 3*nside-1.\n", "lmax = [2, 3]\n", "\n", "# Number of OpenMP threads for spherical harmonics.\n", "# TODO: set before starting jupyter.\n", "os.environ['OMP_NUM_THREADS'] = '1'\n", "\n", "times_graph = np.zeros((len(nsides), len(orders)))\n", "times_sphere = np.zeros((len(nsides), len(lmax)))\n", "times_part = np.zeros((len(nsides), len(orders), 3))\n", "\n", "for i, nside in enumerate(nsides):\n", " print('Timing nside: {}'.format(nside))\n", " # map = hp.ud_grade(map_cmb, nside_out=nside, order_in='NESTED')\n", " map = np.random.normal(size=hp.nside2npix(nside))\n", "\n", " # Filtering on the graph. Need the nested ordering.\n", " graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64)\n", " graph.estimate_lmax()\n", " for j, order in enumerate(orders):\n", " filter = pg.filters.Heat(graph, tau=30).approximate('Chebyshev', order=order)\n", " t = time()\n", " smooth = filter.filter(map)\n", " times_graph[i, j] = time() - t\n", " print(' * Graph full: done')\n", " \n", " for k, o in enumerate([1,2,4]):\n", " # Filtering on the graph. Need the nested ordering.\n", " graph = utils.healpix_graph(nside, lap_type='normalized', nest=True, dtype=np.float64, indexes=np.arange((nside//o)**2))\n", " graph.estimate_lmax()\n", " for j, order in enumerate(orders):\n", " filter = pg.filters.Heat(graph, tau=30).approximate('Chebyshev', order=order)\n", " t = time()\n", " smooth = filter.filter(map[:(nside//o)**2])\n", " times_part[i, j, k] = time() - t\n", " print(' * Graph part: done')\n", "\n", "\n", " # Filtering with the spherical harmonics. Need the ring ordering.\n", " map = hp.reorder(map, inp='NESTED', out='RING')\n", " for j, lm in enumerate(lmax):\n", " t = time()\n", " hp.sphtfunc.smoothing(map, sigma=0.01, verbose=False, lmax=lm*nside)\n", " times_sphere[i, j] = time() - t\n", "\n", " print(' * Libsharp: done')\n", "\n", "# Reset OpenMP to use all available cores.\n", "del os.environ['OMP_NUM_THREADS']" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "# Save results for the plot in the paper.\n", "np.savez('results/filtering_speed.npz', nsides=nsides, orders=orders,\n", " lmax=lmax, times_sphere=times_sphere, times_graph=times_graph, times_part=times_part)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "npix = [hp.nside2npix(nside) for nside in nsides]\n", "ax.loglog(npix, times_graph, '.-')\n", "ax.loglog(npix, times_sphere, ':')\n", "labels = ['Graph, polynomial order {}'.format(order) for order in orders]\n", "labels += ['Spherical harmonics, $\\ell_{{max}}$ = {}$N_{{side}}$'.format(lm) for lm in lmax]\n", "ax.legend(labels)\n", "for i, nside in enumerate(nsides):\n", " ax.text(npix[i], times_sphere[i, -1] * 1.8, 'Nside = {}'.format(nside), horizontalalignment='center')\n", "ax.set_ylim(0.8 * times_graph.min(), 3 * times_sphere.max())\n", "ax.set_xlabel('Number of pixels')\n", "ax.set_ylabel('Processing time [s]')\n", "ax.set_title('Single core performance');\n", "#ax.ticklabel_format(style='sci', axis='x')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.semilogy(orders, times_graph.T, '.-')\n", "labels = ['Filtering with graphs, Nside = {}'.format(nside) for nside in nsides]\n", "ax.legend(labels)\n", "ax.set_xlabel('Polynomial order')\n", "ax.set_xticks(orders)\n", "ax.set_ylabel('Processing time [s]');" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.semilogy(lmax, times_sphere.T, '.-')\n", "labels = ['Filtering with spherical harmonics, Nside = {}'.format(nside) for nside in nsides]\n", "ax.legend(labels)\n", "ax.set_xlabel('lmax')\n", "ax.set_xticks(lmax)\n", "ax.set_ylabel('Processing time [s]');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9 Convergence when number of pixels goes to infinity\n", "\n", "As a graph representation of the sphere is not dependant on the sampling, we can compute spherical harmonics from random samplings of the sphere. As the sampling increases, the eigenvectors approach the spherical harmonics.\n", "\n", "Do the eigenvalues converge to the orders $\\ell$, i.e. do the stairs become flatter, when increasing $N_{pix}$?\n", "No, they mostly stay the same. We are not in the Belkin & Niyogy setting." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_harmonics = 16\n", "n_points = [100, 500, 1000]\n", "fig = plt.figure()\n", "\n", "for i, n in enumerate(n_points):\n", " ax = fig.add_subplot(1, 3, i+1, projection='3d')\n", " graph = pg.graphs.Sphere(nb_pts=n)\n", " graph.compute_fourier_basis(n_eigenvectors=n_harmonics)\n", " graph.plot_signal(graph.U[:, 1], edges=False, ax=ax)\n", " _ = ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 9 Part of sphere\n", "\n", "Tweak the part graph such that the eigenvectors computed on parts of the sphere are as if we would have restricted the global eigenvectors to a part of sphere.\n", "\n", "Todo: Mais tu peux essayer sur une grille normale. Le plus simple pour vérifier si c'est possible, c'est de vérifier s'il est nécessaire d'avoir une matrice circulante pour avoir des exponentielles complexes comme vecteurs propres." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }