{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multi-Compartment Microscopic Diffusion Imaging" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The recently proposed Multi-Compartment Microscopic Diffusion Imaging (MC-MDI) model *(Kaden et al. 2016)* is a spherical convolution-based technique, which separates intra- from extra-axonal diffusion inside the spherical convolution kernel as" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{align}\n", "\\begin{aligned}\n", " E_{\\textrm{MC-SMT}}= \\overbrace{\\operatorname{FOD}}^{\\textrm{Fiber Distribution}}\\,*_{\\mathbb{S}^2}\\,\\left[\\underbrace{f_r\\overbrace{E_r(\\lambda_\\parallel)}^{\\textrm{Stick}}}_{\\textrm{Intra-Axonal}}+\\underbrace{(1-f_r)\\overbrace{E_h(\\lambda_\\parallel|\\lambda_\\perp^{\\textrm{tort}})}^{\\textrm{Zeppelin}}}_{\\textrm{Hindered Extra-Axonal}}\\right].\n", "\\end{aligned}\n", "\\end{align}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The formulation of MC-MDI finds similarities in models such as NODDI, but stands apart in only considering the spherical mean of the signal at every acquisition shell, as used in the Spherical Mean Technique (SMT) *(Kaden et al. 2015)*.\n", "\n", "SMT observes that if the FOD is a probability density (i.e. integrated to unity) then spherical mean of the signal and the convolution kernel must be the same\n", "\\begin{equation}\n", "\\int_{\\mathbb{S}^2}E_b(\\textbf{g})d\\textbf{g}=\\int_{\\mathbb{S}^2}(\\operatorname{FOD}\\,*_{\\mathbb{S}^2}\\,K)_b(\\textbf{g})d\\textbf{g}=\\int_{\\mathbb{S}^2}K_b(\\textbf{g})d\\textbf{g}=\\epsilon_K(b,\\lambda_\\perp,\\lambda_\\parallel).\n", "\\end{equation}\n", "The estimation of the multi-compartment kernel using SMT enables the characterization of per-axon micro-environments, as the effects of axon dispersion and crossings are only contained in the FOD.\n", "\n", "Advantages:\n", "- Insensitive to axon dispersion and crossings.\n", "\n", "Limitations:\n", "- Biased in the presence of non-white matter tissues (CSF)\n", "- Only accounts for average of tissue properties in crossing configurations, which potentially each have different properties.\n", "- Assumes Tortuosity constraint on perpendicular diffusivity.\n", "- Assumes parallel diffusivity of intra- and extra-axonal compartments are the same." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using Dmipy to set up the MC-SMT Model\n", "To set up the MC-MDI model in dmipy is straightforward. First, we call the basic Stick and Zeppelin components of the model:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from dmipy.signal_models import cylinder_models, gaussian_models\n", "stick = cylinder_models.C1Stick()\n", "zeppelin = gaussian_models.G2Zeppelin()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we will be imposing a tortuosity constraint, we cannot just give these models to the MultiCompartmentSphericalMeanModel directly. First we must create a `BundleModel`, which will act like a 2nd level distributed model in which we can impose tortuosity and the other parameter links:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from dmipy.distributions.distribute_models import BundleModel\n", "bundle = BundleModel([stick, zeppelin])\n", "bundle.set_tortuous_parameter('G2Zeppelin_1_lambda_perp',\n", " 'C1Stick_1_lambda_par','partial_volume_0')\n", "bundle.set_equal_parameter('G2Zeppelin_1_lambda_par', 'C1Stick_1_lambda_par')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then go ahead and and create our MC-MDI model with the bundle model as input." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We highly recommend installing pathos to take advantage of multicore processing.\n" ] }, { "data": { "text/plain": [ "['BundleModel_1_partial_volume_0', 'BundleModel_1_G2Zeppelin_1_lambda_par']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dmipy.core import modeling_framework\n", "mcdmi_mod = modeling_framework.MultiCompartmentSphericalMeanModel(\n", " models=[bundle])\n", "mcdmi_mod.parameter_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling MultiCompartmentSphericalMeanModel instead of MultiCompartmentModel will automatically fit the spherical mean of the model to the spherical mean of the signal, rather than the regular fitting of separate DWIs to the model.\n", "\n", "Setting MC-MDI's tortuosity constraint and parallel diffusivity equality is the same as in the previous NODDI models." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "mcdmi_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting MC-SMT to Human Connectome Project data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This data slice originates from Subject 100307 of the Human Connectome Project, WU-Minn Consortium (Principal Investigators: David Van Essen and Kamil Ugurbil; 1U54MH091657) funded by the 16 NIH Institutes and Centers that support the NIH Blueprint for Neuroscience Research; and by the McDonnell Center for Systems Neuroscience at Washington University.\n" ] } ], "source": [ "from dmipy.data import saved_data\n", "scheme_hcp, data_hcp = saved_data.wu_minn_hcp_coronal_slice()\n", "sub_image = data_hcp[70:90,: , 70:90]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "%matplotlib inline\n", "\n", "fig, ax = plt.subplots(1)\n", "ax.imshow(data_hcp[:, 0, :, 0].T, origin=True)\n", "rect = patches.Rectangle((70,70),20,20,linewidth=1,edgecolor='r',facecolor='none')\n", "ax.add_patch(rect)\n", "ax.set_axis_off()\n", "ax.set_title('HCP coronal slice B0 with ROI');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup brute2fine optimizer in 3.02623414993 seconds\n", "Fitting of 8181 voxels complete in 70.9273750782 seconds.\n", "Average of 0.00866976837528 seconds per voxel.\n" ] } ], "source": [ "# Fitting a spherical mean model is again very fast.\n", "mcdmi_fit_hcp = mcdmi_mod.fit(scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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IIYSYAZpMCSGEEEIIIcQM0GRKCCGEEEIIIWaAJlNCCCGEEEIIMQM0mRJCCCGEEEKIGaDJlBBCCCGEEELMAE2mhBBCCCGEEGIGaDIlhBBCCCGEEDNAkykhhBBCCCGEmAGaTAkhhBBCCCHEDNBkSgghhBBCCCFmgCZTQgghhBBCCDEDNJkSQgghhBBCiBmgyZQQQgghhBBCzABNpoQQQgghhBBiBmgyJYQQQgghhBAzQJMpIYQQQgghhJgBmkwJIYQQQgghxAzQZEoIIYQQQgghZoAmU0IIIYQQQggxAzSZEkIIIYQQQogZoMmUEEIIIYQQQswATaaEEEIIIYQQYgZoMiWEEEIIIYQQM0CTKSGEEEIIIYSYAZpMCSGEEEIIIcQM0GRKCCGEEEIIIWaAJlNCCCGEEEIIMQM0mRJCCCGEEEKIGaDJlBBCCCGEEELMAE2mhBBCCCGEEGIGaDIlhBBCCCGEEDNAkykhhBBCCCGEmAGaTAkhhBBCCCHEDNBkSgghhBBCCCFmgCZTQgghhBBCCDEDNJkSQgghhBBCiBmgyZQQQgghhBBCzABNpoQQQgghhBBiBmgyJYQQQgghhBAzQJMpIYQQQgghhJgBmkwJIYQQQgghxAzQZEoIIYQQQgghZoAmU0IIIYQQQggxAzSZEkIIIYQQQogZoMmUEEIIIYQQQswATaaEEEIIIYQQYgZoMiWEEEIIIYQQM0CTKSGEEEIIIYSYAZpMCSGEEEIIIcQM0GRKCCGEEEIIIWaAJlNCCCGEEEIIMQM0mRJCCCGEEEKIGaDJlBBCCCGEEELMAE2mhBBCCCGEEEcF59zXnHO9zrmHj1B7n3HOPWx/f3wk2jwcNJkSQgghhBBCHC2uAHDRkWjIOfcyAM8CcBqAswG83znXdiTanimaTAkhhBBCCCGOCt772wEMVK5zzq1yzv3MOXefc+5XzrnjptncCQBu894XvPfjANbiCE3UZoomU0IIIYQQQoinkq8A+Evv/RkA/g7AF6d53FoAFzvnmpxzPQBeCGDJUerjtIjP5smFAID4/HkAAO99eZ1LJvmhULCd7FZNcDl0Bo+583NfBgBcuPC0aZ8ve/GZAIBSygEAUv15nrNQ4vKutYd6CUIIIcRR4cadD+yz7rHcBADg+GRT1fqbJhIAgKES13/ghjcAAFb/1d3TPt9/bbkTALAm0Tzl9kORt0JMhXOuBcBzAFztnAurU7bt1QA+PsVhO7z3F3rvb3LOnQng1wD2ArgLQOHo93r/aDIlhBBCCCGEeKpoADDkvd9nZu69vwbANQc62Hv/SQCfBADn3HcArD8anZwumkyJWSO+jFZZP5EBALhY5HXqm9IAgFJbI5cJbotN0IrUsm0SALDip+/gAV+nVWnNW++rOkfs2GOiNs2qle7j+WL9o9yQN4VGsIwtX8plJgsAKOzeM5PLE0IIIWbMVBapwA9HTgcAXOVjAICxYgoAcF4r3yn/d9e5AICNr7ucB7yOi1qr0pXbfl3+/ESebdRapHYVxthWoWnKfslSJQ4V7/2Ic26Tc+513vurHc1Tp3jvD+oa5JyLAejw3vc7504BcAqAm452nw+EYqaEEEIIIYQQRwXn3HdBd7xjnXPbnXNvB3ApgLc759YCeATAK6fZXALAr5xzj4JxV2/y3k/Lzc85l3bO/cY5t9Y594hz7mNT7JNyzn3POfekc+4e59zyg7ZbGacyW1zQ8LrZ74Q4YvT+mAlZFrzfYpHGaUXyIf6pZF+3txilZmq78gu7ym2MrKJFqpigL23rDrY12UPrUnySbew9jVq53HJam+b8gpq17nv72FA++n2VOqhtK6XMIBvuffPXbcgVuRynRcoNDFf3ewqKff0AgNicOdUbwrWlzcLW0w4A2H1eB69nO9scXhkZh49/7eMAgCtX3AJA2r6nEz8vXe0OvpcQM0My8pnFgSxOB+K9O88sf75+3YkAgMQ6ys/WTbxFRlZxe89Z9Kh4xaKHAAB/331wL6itZoF6PNcJALh9jLJ8IE/ZeWLzDgDAezq2TbvPQY7t75ofyfH94Gv95wEA/m3B/Qdtc80V7wIArPjgXdPuh5hd6kVGmgWs2Xs/5pxLALgDwF957++u2OfdoJXsMufcJQD+yHt/wFpWskwJIYQQQgghntF4Mmb/JuyvVln1SgDfsM/fB/BiV5ElYyoUMyWEEHXEhS9s9v0Dxf1uv+/B7I3e+1mtqSGEEEI81UxDPj4CIFOx6ive+69U7mMxV/cBOAbAF7z399Q0swjANgDw3hecc8MAugH07e+8mkyJI87Cd48AAHyG97Mv1Uz6G6on+KVWuhBMLEqX12XbaDQt0WsP/W1MlR7PsK18I9tYdBtd8krPobvd7pWLAADd9/I4N5mNzjOHBbILzbztE7/4XVU/Bi89CwDQ1MuTNmVy3DA8Yg3YdcQOYNA1976yC6Et3TjHYu59VIh4G4PmDSPlQwfuYUKOl3/qYluza//nEc9Y+gaKuOfGxfvdnliwoecp7I4Qok74yUOnlD8ndiWrto0vDKU++P/wLfMBAD/aNpf7/1++gP5t18aDnuc91/wZAGD5tXTBa7CyITe8hec/88IvAADOSiUO/SJqODFJl/5siW1d8NgrAABXrfkeAOBXmehx97Mhnn/dW74EALjwg3KF/31jGvIx471/9oHa8N4XAZzmnOsA8EPn3Ene+4crdpnKCnVAV2tNpoQQoo7w8Mj7/WvehBBCiN9HjqR89N4POeduBXARgMrJ1HawCPB251wcQDuAgQO1pcmUOCRCEOn57/pzAEDr/TvL27ylEkfJki+0tnB9ovo2c2bx8TkuC93UTGXaI4tPLEclQGYuFQSlOP+PZfl/x3qeI34r+9O/glal4jGmPCjwx+bbW8ptBotUsAoNvpnHeNNB5NqCMoIasuRgK885Om7XxyKJLhaL+tnZaRdfbZGqTTxRaDOrm13i+IKUXU9kjYtl2Mb4F5cBAPb8G5dPvuFyVKLEFM98SijNdheEEDOgoZmeFjesv/Og+w4WKVO2FChTTkya14SLTbkfipHCPDnMz9kukznmxVGwrOZtZoBq20D59cN/vAAA8Lef//J++/Pah94KAGjexrb3ns7kFrEsz5E0J6erByk7j53LtOrtDY37bfNgyTY+1HsyAOCGO5jqvWkHheSZu98DAJjfPVzed8cOJqla8QCPuWfbZwFEwf9vPo1WrWL/Ad97xdOcw5GPzrk5API2kWoE8BIAn6nZ7VoAfwpmH3wtgFv8QbL1aTIlhBB1BDVvmkwJIYQQlRwB+bgAwDcsbqoBwFXe++uccx8HcK/3/loA/wPgW865J0GL1CUHa1STKTEtBt/CAoAvff5KAEDrJFOkIlnhM91GlVjerDCFVm4rxc26ZGnOE6NFW9IyVUxRC9e8JzLdTvZwXWaupSU3y1TQzDXkeevm3kYN2eQcrm/ZajFVC9ur2gaAQhP1V7lmLifnhpTo1rQZiTLdXJ/voKovbjFdyJtFrSLdOorW5wa26Ww8St2Mzwpp113RrHV30pLcdipTzubmRBq9YtLaKPIa5lmizjPWMQ3sfR+hn3jQ9MlC9czEAyge2D1bCFFnTCfd+RUjjF/67g7KrXWbGdfUMEJ51rScMbSvXcm2jkkzvflXt7yK2zdEcVINJoZaj6cVxpuLRdGWo0V6TUzOoYfF+HFR/HAlb9/63PLnvo20/KSCw4XJ3cbd1bLygUHGrPyunbLxBY2H/nL7zRHGQv3k688DACzazAtK72WcVu5RXmu2Y275mI4OysiJBezX2df9DTekrazJhyl/l13PthI33XvI/RL1zeHKR+/9gwBOn2L9P1Z8zqBc5np6aDIlhBB1hAdkmRJCCCFqqFf5qMmUmJLev3gOAGDBz3sBAHN+RgdsbxYW30XLT25BW3SQuXPHblsLIEQeAbF2y6J33FIAwMhKWmOSbbQaBctVciiy+GTbeWs2ZC2rX5rbGpq4HF/O/fKtbKNxN//3MbY1Pp9WJVehwAixURPz2Ga209sx1n0zMiUspirbzg2pVvbXjYxyh2LFDzlYpkKcWCP3Dda55I5BAMDkImrXhi87m21bfeJYLmoqOcT+pIa5bDALVcrWn/l/aaFa/Wcs7nvjzl8CkIXqmUj9iQohRCXTLbz76icvKH9+4merAQDz76GVaPUEi9H7mMm1RZSVV7yIBWyTHdyvsIuxS519kUAbpThFOsanRWuK+/aOMk4412FPEfOOSG+mTPzIXhb7XZHaCwD45RNrym2meynzJheyP6luWolGzOskMcK2ntxIi9pPO08FADwvfR8AIOamX7r0M49cyGvaQRk6Yd4o/Sc0Wx+4PjYRxYk19oYl18UyfE/IzOP/voPj2fXhLQCA8TvZVml8fNr9EvVPPcpHTaaEEKKO8N4jd+BYVyGEEOL3jnqVj5pMCQDA4rupzdp5GdVdC3+yDQDgR6wukplVXQctUpNLuEzeurbcRm09qeL51FoNrKRGrHmXWZ5C9jyLXWraW0AteTN4+Zi1mbN4opRZgkIIVdpipFpM+9ZvVp0Cl8VUpNUqpF1V2+HYUorXFqxgiVHuNzGHmrL0QJMtaXXyY5GWK1jqXJrXWOqif3opyWPzC+l8num0GDArmZHtCdcR9S/bZf3b21B9LXkuExNcbv7PYwEAq87lcsNOZft7JuHhkJ+yzIUQYraYriUqEGKRhj6+tLxusXk3eKtVOLmAHgwTPfy/cYDypGU9/TrGl3J9y1YugywAgJzJkBArNZIxb4g45WkmE2KVuX+piW3fN8j+rHVWq2c0int2JopjbbTwLOhkDNdAkhtGt1J4prfxmB+3MqveOS0bAACvaYnqJu6PH4yxjdJay3Rr8jfI8InlPPfpx28GAOyZaC0fu3MTBWjjDr66Bs+OxGiIh2YbT/TRE+QD998IAPinK/8YALDkFqubdVt1jUnx9KFe5aMmU0IIUUd4RPWhhRBCCEHqVT5qMvV7xFSatdM/8W4AQMNlQwAAl6MGypulJWShg9WKyi2ipSWW5/pYT3e5LV/gsZv+ghaTklmVvCm+xpbwQ/sGHhssLfFRaqLybRUasmJYmgbCYqZicW4oFZnpJzloGruaGm7BChVqSgFAPGO1qkxjh3Y7R5Np+Fp4jnw2VbXf8Eqey7t5AIBUZ1S7KrSe66FvdqHZMhM+zoIcI6fOAQCMmoYx12njGVzLK54KJfs1hrivskVqMvTbrGDWxMLb2Mipm/gdrv37LwKY+nuWterpgweQw/RjD4QQR4ZQIwoAGswL46e/vf6Q2ghZ6u698hQAwIKhyFpTSvEhv/5NlCmJTlpKSiX+3gf30rrU/gT3b91kcbsDJicqFfINXJe1GlVdTWxrIk856u0REjwtMvMoOAp2rgaTzw3ZqNFYKBU5wP7lutn2S5awQ79tZO3DXRnGTMWeoCz8fPcLAQCrjrkKAHBaKrXPuNw6yfO+/8Y3AAAWP0h5Ozaf5xg5ie8BLznlUQDAmmYGQt/pjym3sTPZVTUOMV4yGie5ItXPfhfTXH7id7RIWUgahlZxfOc8HmUIDF4lhS3b9umzqD/qVT5qMiWEEHVGydefG4MQQggx29SjfNRk6hlMrYUiVBoHgFs/wWx9XQNUReU7qLFxPmirrG6DWaS81WvKW+2oxtupPSpMZsptZi9+FtugggkNdsPHLQleYpRtFyyOqbGP54gPU700uryi5lKIZ2qlSqmrm41MZqlxKuTtx+Sq206NWDV4y4SXa6340VlWo2ABKlltjIa4WdnM6uVWmMbMsvg1bY1Zm2ahikdakdQeVqZvCFkOG7hv7/m0Yk0s5Dlz7dxeSpt1KVjcKhQspZSNj9W7KiYtDmyA/Ur3cawLLVbLyup2dWxgf89932UAgD3nRtauja/df7V7UZ+U4JBD7OA7CiEOi9g8WihCHOwN6+/c777fHqUXxs58BwDgTW2MF14Qp3XmpxN8cH/qwYsBAIseMjNPRbD86DJ7uFs+svwwrSLJPqsz1V8d59S4l/ulhrkcXlHxypbkunSCz/9VbfSGeLBvIbeb5SoXstaa7GmKM9CoM2lWsUSFz1QQqyafOtPcJ2VFrVa3MwNg6gz+/+TOtLEPAAAgAElEQVQWyrkd9/Kcl/6SdZ9Sg1GbafscLGVdFtc0cJxl3l3N/qxZTktUV5Lfxa/6mflw3Z45Uf+s2UKTeW2MhdqV9n9fkKEWf2zy30Q3JizrX9/Fq8pNdl/9IMTTh3qVj5pMCSFEnVGPmjchhBBitqlH+ajJ1DOQWovUyu+/EwDQtj6azSdbgrbI/KuDocSy4LVsqa7LUErbflYTqqGNGXaCvzEAxCfM0jTJfUPWvIIZnNJ9tp/FAE3MsRoRnfSDznZEP5BgPWrsoDWmOUlz1/A67tv9oFm9stUVB1KDhap+VuFc1dI1ct+WFp4jk2W/i0Wq0LxlDpwMNSwsA1MxFf1sSmvoV180hWPIhpS3BETZucWqthpS1RmYmlqiqvSFgrVvdUKCdjKWK9l5+f1NzDXrXLr6GkMsVffvovXPXfNqAEAzNu4zHKI+8XDI+frTvAnxTCHERpW+y4fsz47b1yIVsvHdup4WEl/ic/Ufz74OQGSR6itSVt47fgIAIDtqMTiNFpuUS0bnNfmQ2svfd6E5ZGy1mJ/B6tiobEdD9bKzooNZyzZr2fv6s7ymgScpI9N9PCbfxjbXHLMDAPC+xcxw99NhxtEmhiP3iPi49SfHDrQkKJ/Oa10HAPh56SRuNxNRoolWpXynyUxnz62Kl92J+fxcaDEBZYtiD9s+eSX7NSfFzMGTRX4n2QLl7HHzesttZXq47okiLWExe9dIWFhayN6b7TSZbaI6vIMEj5ehKEEgkj+gda35IsnIpwP1Kh81mRJCiDrCAyjVYYCtEEIIMZvUq3zUZOppzP7qXqy48e0AgNRWasg6d1Ibkx6MrDht19FPuGE+fcZ3vIyano6NtAA1THJZSvMWKTRzmW/iTTz0vOUAgOZtk+U24yPBykIzTWYuNWbOsuRl5rON9G4uk8Pcu6Fg9SXmRX7WjScwu+CqLpqzHu+l9ig5ZNq+gsU5ZS1WatD6bbFe2R5ee2WdqeQoj8m1mdbKLFDjE9w3lWIbhZzFSCUspmo+LVcTbez35Hj0swnZj4JFKviFF00L59MhLaFdq2VQSqWp0WtvisZvTz+tXM17uXPbVvbHWca/sSUc17FFlhmw3bL8mRYxjGdjX/Q9J/+VqsyBt50LABhdxn0ffwcz/ynLX/3hfX1q3oR4utFw0nH8sImZ2twCyrvrb/9h1X4n3X0pAMD/tr28buEdfDYvS/F5u/syPuyPS+6yPcwy5Kp/q4sWDQAAtr+I5+p5IF3eFmRQzDLbFVZRtjStoXVrYBWtS24PZVKcIbllT438vHy5rTPWbAYAnNjG/vxgA5/lwapUMO+T+GrGG79nyS0AgPPSPPfeIi0x34+fV24zYecrdFrccJ79uKbv2eyHCbK+CdZebGnimCxdsIfnNveI3oraUDt2UQa5EfNuaeY19Mxhv9Ixy+ZrwnPSApwa41y/qmVvua3HRphFMD7EAWnsrbbkhZiobFeoN8n1wfKX76Q8PvvkJ8ttXjL3NwCAV+2kZezi1RyPPX/CbIxzLr8Lon6oV/moyZQQQtQRHkC+DgNshRBCiNmkXuWjJlPPAN6780wAwO3f4LLDjCHpIcsY1GRZc+ZHptHspadym1UdL1c+t1pGxWZqh7I91Krlm3msM0VQsMBUZuBLjfDEydHgd82d4ik2nmylFm4sTu1bvpU/iKBkSC0ZK7fVaRabh3fQYlbczfO09Vs/c5a1p9FZv9lILBayIVlsVyEapwY7Jj5h2xZT85VKm0XK6nW0tfHc2Tx/Hp0tVNeNNlFLN4qoFknBFHANSat/ZX7sMP96Z5kCXajpEbMK92lq9IbGo/HDTo510x7L4GSZAjMLqQUcXmXazBOpxWxp5niOr+2qGovK2MzkIPeZ+xi1l93zqSU869mv47VhPUS94VD09efGIMTTDrNI1Wbpe+d2WupvuYXWnNRgiMGN9hlabR4W3dz2omUPAwC6YiGDLeXArzMUAtszfLY2J+h1cPIZmwAAazsXl9vs/A3latwcEiYmKS9a5/CYZcsGAQBbOtjW8Cif/YkE5csp83eV28pYbNFV65hFN9vLfZPWPWcyKMTnrp1gjajuBmbizVhQbilZWQHVZOMY+/WH85ix8E2tmwEAH9t7FgBgQSvjxUayHKMX9zwOAPjLzi2o5UeruO//7j4HADCa4zGxBsq5+WkGPK1uZGzUExO0PgUr1339S8ttbd1NWRe8N8I7Trbd3nGWUeC/4dy7AQCbJ5iBce1Pj2cDIWyrQkg+Px1isjh+0b3C5YWXy3ujvqhP+ajJlBBC1BEeQL4O3RiEEEKI2aRe5aMmU0IIUUd4OBTrMMBWCCGEmE3qVT5qMvU04s1P0GXh0lb6uq249s8BAE1b+DV2BPewIZq6x+fRjD/MzK7lgrxAlKY0McibsnWr7WPFbvMddGnLtpv7XN6K6JpCoBjc6IpRm7kWC8i1RBfpXv6f6bb1luAh+AqGIrW+mS4M7c1RMoaWJP0tglscMlacbyIknOA1Zrt4jZOWZj0xYfuH4n4V6cNDAcSEeROOWcHEWCjaa+eKl5d0vRjLcL9QHHG0MiN5luNXTvkQ4mHN7a+5jT4XjZbavSnBZdqCa/uHWspNJazhvHn+DR9H95GQcCJzDMekpZH9Gh6mW0J6ojpFeqkyLXwYjpamqn1a/oN563t/zADtua98HKI+oOZNj2YhDpX9FeEdLlG2nHbdXwEAOtdSJrU08Fk5upwP7uYd+6b0zlrR26xlgXggS9fz68foinf5I88DAOR3mPu3pfx+0ylMbJBbHmnRN+xYZudhm8ldJqPn0PXttO7tPMbOFbPCuw0mM5MNxXJb3Sle444kk2ZkYqFgPfvduIf/T4Jy5PrWE3mg1fQ9tclc8hYEt0XA3c9+pAYocz5z34UAgF0n3wMAWJriu8e2BK99MENhdd3ukwEAJ6f5jvKCxigJ0quaKXDXd9Lt8aY9TCGfMje/V3beDwB4cSOv7YoYv6vbisdyzAZ6ym019NJNMhgmQujC5Hxe6xknM6nGy9qZnOsfel/D4ygyy4k//nR+5PbZGaNs7LUU998Z4Thty5hL4e10FRw/P0qEIWaPepWP9dcjIYT4PcbDoViHRQmFEEKI2aRe5aMmU08jgkXq2K+9CwDQyVp3aNobiuVS0zO2gNquIcsKmzyGAZ7JeKTVGtpFy0RIGeqsWG8xVW0+7XyQAbEwq9bwSdTWBEtVSE0ORCm8w7qQFKI0wdssa8VuGyxduMXHImWFa4P2DQAmC4mqfoQA4fZN1Foltw7YOam1Gl5BjZUZhBCzYr4+Fv3oiskGa4M7JSzIdnhNtUYxFO1tsiQRXc0TVX3pi0daNzfCayqZVjDZzmPmtFMbFzftW7bIc6VitG4NW+BuqRT1L99qKdCXcl2ug/+3L+e19tj3NzRCTVrDrijlLhAlBUmOR/3Ld9o+XemqMci3cNn8TWo197z3OQCAef/5a4jZxfv61LwJUfcU+YwMFqlXP3kBAOCxm+me0b2jOnHR2HIrf7HIkgylo4RA8VFLumSP02bLTnH7MAXr9b9hYoJ5d4RkR2x77xl81j60jCagYL0BInkbCteH/wNNZkJZ1MTSIHmTGyFZQyUtVpcjlA9Z+wStRe0bzDNk0N4LMnyW7DqGz/qJ+ZSVT2QsuVMmetaEhFQt24IHCPt+RY7y4UQrsBsSOGQsSVN3I8evtxhSog/v0995ca7rTHHf53UyPfn8GGXlneYB8tgk+/XYAMuhFEvRO0mxg/JzopHj0tDJMXj3KbcDAP62i5apD/UywdauB5jMwurdo+s4vkOdbRY2APjB2AIAwAev5ntVfNxSy5/Kfv3h6ocAAP/PStGonMjscrjy0Tm3BMA3AcwHfXe+4r3/XM0+LwDwYwCbbNU13vuPH6hdSWwhhKgjPFxdBtgKIYQQs8kRkI8FAO/z3t/vnGsFcJ9z7ufe+0dr9vuV9/7l021Uk6mnAes/fzYA4IVvY+rzuU2WbrsUUpBzOXgsrTmjK00jNYdWnBADNNQfxeekd/Grj5u7dDxjlikr6NfyKLVdxQ30q25opjWkdCotUyEuJ1FhBQnWoPioFZv1Zl1KWEpys+gUTIOXbKEWrrOVmqoQTwREGrnsqBXUDeFWdmypndakQnN1evWQBh4hQLEiTixYY8bnc+eChRGFwojYQo1igYo7jFmB2xcspAat0yoaXps7udxm3yjHw+XZdpulK+8yTV3c8bsIaWyDRm91B/2vW5K5clu7mmgtnBjjNTc2U+vmzGI3PEYtYbCcxcwKl6ThsWwRTIxF30kYn5aHdgMAJtcwpmCyO1jpOLCLrmPRRb96JQBg8Ezud9e/Xo79IQ3d0aMeA2yFqFdqC9i/ewfTcD9y2zEAgDaztIwv5PO3eDKtDmvmUs5tHzarTS6KLQ0lNEIpiseHaSlZt53LhayBi9YNfAD7OH+zI8v5HN85xjaHxiLLVMLCgsOzumSyZlkHPUASFhO1a5LHpuK0xLQlMlXbK9k0RBkULCpBJntXbfXyAzzZ1kkr5G4lStx49GIaitxP8vGPksluN8F9Hn1oqV0r189Zyn6/cT5jql7UuNNaisqHBDKe5z+zYzMA4I/b+O46N8Z9vz3K2KQdkx0AgHPmcb9YFJGMkUUcy81jvObj2ynXntv8BADgJism/JPNJ7HfYbhsKE7uZmr568ZXlNv8l4f/AACw4A6Odc7ixHetYn8v6/6V7cn3p9p77cT/ejcAYOl/ri2vmzzf4sJu+O0+4yAOn8ORj977XQB22edR59xjABYBqJ1MHRKaTAkhRB0hy5QQQgixL9OQjz3OuXsr/v+K9/4rU+3onFsO4HQA90yx+Vzn3FoAOwH8nff+kQOdVJOppwFr/sfSz9lk3HVTO5McpOUi22XFZFdQDTN3Ff2B9w7Qf3niCWp+OrZVaKpC1rmQjc82lWOMEma5WkR/Yt/GNuKmUZtos8xz+UhD0JAzjZjF5cSCX/gw2/JUtqGtheq5Jstw12gWqWwhuh0z9rkhxWuanMu2dp1nFjLLwFNK2bmt2GKIGyoX66245BBT1rmO1iBv1rWx+TxXPlyTGfAyfRzn+7uWAABWWszacV17ym3+uiIbX+W1BE1iwTo0kOH4hSx+J7fS93xxeqh87G/BTE8l60ewYu0d5TmCkc3386KDJrJoYVEtOy0rYSbSXuZbLFvUsxfYNjaS67CCjpbNytv3jTgfUk272c8zPkY/8vs+8iXUcqN8yI8KHkDpMIoSOucuAvA5ADEA/+29/3TN9qUAvgGgw/b5gPf++hmfUIg6I1gu2jfw/2AJyhzDZ/+nTvsJAODr28/j+kdpDWmtyOYXrDPNTRQuG/cwPrf5YT5wE2Nsq9BCC0YpyWdn416eq3cTLS0+FnlHJE0uhXfBEDO1aZD9PbWD2fxeZEVww0tjX56yfFembZ9rXdHBmNr7FlHA9sYtjtesXoUuntSZLB3IUhataKI8a148Wm7LPcFx6FhfHaMVvDmCHC40c9m3l/25e/4qXo8FmL2+Zd+YqRc3rQMAXDPKeKacCbQ+y6J3/xiLD4fYtEs6+X7b1BB5rPxijBafE1soPy9ofgwAsKPAflyx57ns75Mci7iN78QJlMentTLb4JOZeeU2M7s4HuML+MwNhYBjjRy3VQnK38EivU0+1ns+AODmrWsAAKlzOY5XvucX5TYvYSJCuA72ozi073iImTEN+djnvX/2wdpxzrUA+AGAv/bej9Rsvh/AMu/9mHPupQB+BGD1gdqTL4kQQtQRQfO2v78D4ZyLAfgCgIsBnADgDc65E2p2+xCAq7z3pwO4BMAXj8JlCCGEEEeUw5GPAedcApxIfdt7f80+5/B+xHs/Zp+vB5BwzvXU7leJLFN1QtDyX/SySwEADVt3RRs3UVvlWqghcR3UjDWM0MKTX2p+3jY1DtaR+T3UhuwyS0auLdK6xcdt36HqDHyJMWqvQtY+72xpbYeYpJDhqEpBYD7awVc7HvzDrUZUp9WRCjWkskXefstbqFkbzEW+5Q/tZEYfZxnrEiPmv26Xmm+1mlGWcSk9EMw2NhQWWxXLRVrBktXGCta4mFnSkmOhlhb3a7GMTxMDXL+1nWMQ4riCHzsALJnLvu8eomZsYJwd7EjzWvdOUOuVsgCn83sYfxWyNm0qzCm31W/HerNIhVi3kMkpb1n8klaPKtTLSo5YDNoI+1VKRl9Kvomfi6alDLVTilbjK9QAc55+9Kl+avCC1a6xn+d+9offVW5z/p9sBgBct+YGiKNDEe7gO03NWQCe9N5vBADn3JUAXolqf3APIKi420E3BiHqmviSxQCAn95z3UH3XdPWCwAYHaZXQZBbvsDltjyf6Z1pWhtCyq5MxetS6Vg+YEct5imxnstm8wDIdNvrU5d5XgQZ2cxzxEw2Vb7fxSxGOcTyhGf4SC9le89qrliSpLXjN2OMYT2xcbsto7Z+OXQ8AOCBrbzG+BD7UWyy+GeLrY4NswPJQXopPB6nVeb5PbQUnTh3d7nNtd20TIWah0GOhmsrZzbcYXKlj+8Wd/awn70ZWtDWZaL3lw+Zle3uDD0vfrGH/Z4o8tj+PGVkX5ZjcNmCXwIAhkqUd7+eWFRu69Z+WoOWN5v3TZoFMp+w2l93PcIYuaS9c4SYr2evZOz3sxqt1lUhint2Zr0K70eTczlewYPmgsdeAQB4ch29Ozoesu/dnFIGV1DunpP983Kb33j4awCAt/wP65ot+YSy5B5JDkM+wjnnAPwPgMe89/++n33mA9jjvffOubPAt+v+qfYNaDIlhBB1hPcO+dIBH80H8glfBGBbxbbtAM6uOf6jAG5yzv0lGCn+ksPrsRBCCHH0mYZ8PBjnAfgTAA8550I2kQ8CWMr2/eUAXgvgXc65AoBJAJd4X5HNbAo0mZolgiVqxXXvAAC87DxqbRoGqYHyuchP2JkPtM9zXXIvzUqTK2hNaHuYE+ZcC60cwZKyehG1cztbqDnJj0e1m4K1KMRIBStNyf4fPNZUUaaJCn7gqeFqTVWoN8WVoXaG1VbqNO3BCmrbQoa7ULl9boq+2r3ZVtQSt5pK3jR4oeZScV7OxsTOkaTJpSFrVqPB6v5hitu/mOa+Ex1WR8TOEWKqwjUlxqq1H8HaFHeRP3mIgQoWqWBFCln8QobCEzuoqWs11WQwR1cWn+u2elYxaz/UohoZ5zK9g99f807LBGW++OlBs9INsO3s3Eh9mbTMfiNLzOd9Ee+F9J64bWc/U328tvEl1BIG7WoYm8aB6Jr7vsp79YQ/ehMAYAkehjhyTCPA9kA+4VOp7Gp/BW8AcIX3/t+cc+cC+JZz7iTv/b7FbISYJRqa+SwKNaOAB/a/cw1v7LoLAHDtS84AACy+ibd2x/2UF19rZ92kFy5fDyCy5pRS0U9lTjvlVL/FxSYt7CU8E0dWUH6E+NyEeQiEGlLp/uqYVu5rMtLayJpcO/VYWlhGbefNOZrIzm9llrrHs7SKtDZkym01xygLi+PBUsJGOxYx/CNtMcm7d9PalLc0tUV7DwjeEae3RbqX+xoZ7BOe/9kuiyNuC3Uo7RotXjd4uASObWE88VTPr1UJvo+c1EFD+LwEB7Td0um+tONBXpdjv4IsTVXETB3byvZf1h5lzgOAm/tY+6t5I68tWAAnzmLbb5t/BwDgPMtW/Eh2sHxsqp/rCiY2M3N53vHtFu+0jrFvC80iOdkV5K+NgVn+CsNR/PSlG98LAFj6Ar7P4RP7DIeYIYeboMl7fwemlpOV+3wewOcPpV1NpoQQoo5ggO2M3Ri2A1hS8f9i7OvG93YAFwGA9/4u51waQA+A3pmeVAghhDjaHKZ8PGpoMvUUUVub4NR/YW2C435JDYlvMvVVEyt2Ix7FveS6qDLJtfHrCoaREPszsdLiXUatmvtOtrWzlWERzZ20OkyOVnzdoQZFjc566BhqdjJzqeVy5mMe4nCCQqB9Y75qPRDF2WS7ktZfrl/UTQ1U0CotMBXfwgSv/XeWxe7xwbnltiaGec0N6aAxtIsumcUk9NtOn7LYr0SNpsxVWGaDJsmnTWNoMVSJmviqVD81Y/nGCpUigKSpINOxAmpZ3c26UaM5q1VlA3VsO99PQ/aZvgK1V/kStw/nK2qQmLqyJZGtWvb2cSAbLWNhMcl+N+3lmLRsooXP5Xl8oSnS2sTM2la0ivFIc59Qc2t4Be+JvhN5jmyPWblGuL3REhc29UVGi6BVbfsRr2X4evqp333a96vGRFn+ZsZhat5+C2C1c24FgB1ggok31uyzFcCLAVzhnDseQBrA3pmeUIgjQe4i1lFseoRW/P3FRoWsar/OdpXXfWsPLU3r+umdMbeF3hDzVrKO1J6zKFuaLJQnu5ueBLc6PrvQw4drcTKSkcUSn4H5McqzFsuEGrK+TSw3i4nVXIoN8NjWTdzeus0sGT2RjCzXcbKu5zu5z4strujURsb2dJgFaqV1J2M1G7+/NzJIbxphI6kOi3O1F8yC9bshCEmTmclh226ZXIctADldYfkptlTLi/AeAHscxcbYdtkDxGR+qIV4ksV2VT6/bppg3//A4p0faaJup9lS8F7SyveAn06YVS5Pq1xHbLyqnwCwPM3v89gErW8hb+1DWxkzZWFiGFvGDx95Fu+hiywjY+CrG55b/pzut/eoBfZ+0E35H9/FmK6QFXHvadyePoEZeCdHKLvj21PWTvSCnzXr1eYH2a+2H/MaFrzfxrrX6ngqy98hU6+lQzSZEkKIOqM0w0Sr3vuCc+4vANwIvgJ9zXv/iHPu4wDu9d5fC+B9AL7qnPsbUJ3yloP5gwshhBD1wEzl49FEk6mnmGN/9WYAQJv5V4+vYLxQg8XphEx4lRPv4GcdsrUFC1WuJWShq85kFzQkQVPVlKKmZbwlsqh4R3VLsMbEJqnjiWcsu5tZpHyS27NzCtYXnrt5D/eLT+wbZpFrNR9k80Nvtex9S1PMfLchQ+3hDXtOBAAsbqamp9NikgBgzzi1U3HLKlTM83zpedRWLe2kNmvd/azI7qLSSjzO/NZdIXpHDBa9xj6OR2ow+LxbdiazqA2vosZpZCXPvXQe+92epAZw+3hHuc2Q4S/ETpXMFTdYsSaLiapld3Ksqp/B7x0AdudpHZoscN+hCasn9qRZ6XLV19aymWPhJiw74uKoX4HhVWxrfAX7F0taTNdSHltcadc+Ru2at+8/Z/FYofZWtit6eDXttpgAq8fh/ps+5Se8kTFUjz7nf/fph5g+3gP50mFVeL8ewPU16/6x4vOjYBCuEHVD40Y+Z2stUi9+9A8BABu30roU4mXDswoAWtbzOdfYy2fT7jY+k4afxWejW8xlfoTWj1SfxdguNbnWEGKCIhl5Yjez3P3asvm5UrVnSIi6iKWtjtNCLsfN2yA+YfHI2UgGBW+IgsUk+WYek/Fse3Wc8uH6cVrMPtRL6/5ZnZsBAEsbB8pt3b1pBdsctlhoe2Yfexy9IS7oYQ2mzz1yMaowK9KmScrYOcmKOlMm94O1JjlS/RwKcdA5EzUZ82S4ZBEta89J0+p0y+Sy8jF3jjMD37Y8Y7s3ZSn/16RpJtxe4DVvzPKYZUnz8ihxHENMFRBZvJ4wWfnZ7Rewv4+a9047+/2y590HAHhzW19V/1/6xEvZ79sq0jZaqJM/jv1Y0W21H2lUKsdIh5qRnSn2Z7CF1qahTt5Tg1s7y00m7N0iOWTjdxOtiLtfxP7Nvdc8Uu6VZepQOVz5eLTQZEoIIeoID3dYRXuFEEKIZyL1Kh81mTrKrP/cOfaJMVOxh6gGSY3QlNK8kb6/If5pcrFZqiYibVZsktqrbA+tBxM91f6iMYsXClaiznX8f9tqZkPqXFqtnQGACjdpW2F1Jcz6UWpm/5Lt1OgVcmaxmOBNnDXrU7o38kXOt1JDNrrUsuQtp6anKc5GHx6nqifECQWrzoZhaol2D0ZZ/ULMTsKyBuXb2Z/2JlqvNvVR85gc4H7xTLWXUikZYr2isQrjk+hlv8ZXUZM0Po8Wqcm54Rjun+vhOfvGOI6hDlQ+H/1sulpp4WkybV/aLE0hY+G2cZ4j1NTqz4S6U/xOu1JRkFdTgscOZjg+Q328V6zcBRLjPEfzbh4b76NGMb/AsjW1Wsa+CitSxnzzY2aVLE7Eq8anbBczLWuDVX1HY/X6TDyJCLNKWkbI5p28mVK3WJAcwxfKcYKKnTo0PIB8HQoLIY4GIWvf9bf+oGr9imtZt2funXzeLDQLz8gy+21UPPKDJSVkZCvassFqK5VaLTusHdq8nfsPrOQzfdlCWk129EXW/SCX0ik+30KsaiDRwqdns8XjBHk20WJ1HdvNa2Eg6qg3C9i4lRdctojnHbMsft8cPh0A8MgYs/eN5tjWgyOstbRtNOpfyWo8JS3rbGEZPScunPMIgCjDXUM21Izicc7iZjsStLBsnYxiz5qsflR6kDtPzDGZYrJxwjwcwrWfsJBBtQlzDfngTlrB9maizHYhVrrDsvkuTfGalyf5XrLWMhduz1FWhveE8MJ8ac9dUf8szuoXoydxXB5ezv6aSM7NZb//z9xf2hHsxxUjtGpu+yn3b6jwZClYaHT4nrfZPdDazPFMJ9jmvCbK2xAzfXInrXBNFmP1i4Zjy232eY5p0zaOX5Ddod7ZnrMpK+c/xnu/NF4T7C32S73KR02mhBCirnDlBCZCCCGECNSnfNRk6iiz8XWXAwBO+BKz93Wsp3WkaSe1HrkeaibKGdiChSBfoTqxddl2zsbHlga/Zq73I7a0zDrJIWpOkrupucovNitPc2SOKjTR0hAS/uQt/ioRYo0yPGbhCvr0NlpM0LoYNTxDOar+xhdGmXaCsmByldWvWEif6MYYj90xQY1PyFK3tJX+39vGqJHKT0Z1sFKFUJXc6nJYtqWMWYWyliEoFe5gu8wlnuIAACAASURBVA5XCjUg+H/IngQAWYs1KzZSazQ+jx0eXc7tHSdSUxbqWwyM8NoykxyrTqs7sqA18jEPNTOyJfan16q4z7HYqGCZCtatkCGqWOSyZWFk2VvQyC9yxOpLxayifbAWhmW6l6aqkmWAnJzL73l8frg/EGFfcGIdv6/ujWbd2sNlzqxZ/SeZ5bHd4qDm8/5MJi32q6XC2mXLxBiPSdqyZRfv2XCvP/quL0IcOt5X1x8T4plM75tOsU+sJ3XMrW8BAHQ8aM9ry+iaa6+uB1TpXRHerYqN/N2MLzH5GYxCoS6hZVlr3WaxwpaxrWGRPRcrsr51pWlJCVnxds0z+WVlmfImg45fyhpRixoZa3Nt/mQAwFiR8mN0RcXFmmWqeTFlyPPnsc5Vj8VKbbUMhUF+zOniMsiXDYPdUVvWr7zFCZ2wmDFegwXKmr5JyiILx0Lt++dkkXKtKxlZRSbnc5ySI9w532Ixs91cf9k5twIAFicpu7fn2N8Giyt6VivHoq8xsky9o/MeAMAeO9+2PI85zlLv/tbkXYgr3jLG7SHj7bL5I+W2ViTY7qe2LgcAJCwmqdDMMXjRyYwTWxyPzg8An3rgIgBAzFbnW6JY71BzM7eO32+61zIUDnMcQ4LHB4/hu0+xnTJx0WKOwdlzNvN6uvaU2/xdjteSHWmvOod9jWXL6fgFjBtv/NFvIKZHvcpHTaaEEKKO8HAolOpP8yaEEELMJvUqHzWZEkKIOqN04ALtQgghxO8l9SgfNZk6yqy68jIAQIe5VSXHQmFVDv3oUpq+g9UyPUzzcyzKEg5vySFCAGx2Hs3MiXG2UUhXp/gOLoONZq4eHKW7gWuoSNHaaO5w5TvATNvmJpcYZpvbemlyXzGfLnAnLaLr3u4OJosoVqSotEMxL01XiTlpuii0xc1lrCZd+FCO/do5QFN4w1Dk5ldKhVTx1t8MOzoWo0uAH692gQv9DmNknoVI90fukkUbp8bdVuTQmXuBBdmG/q9up//k8LglyqjJ/t6ciFxB1o/R9J+2E85P0yVhKG/JKkyDMjFh7iQxNjannWMTXCCBKKiy1xJxhCQcIXA4YUlJwv1Q6OE5SpZut6mXbc+7M0q3uvfsThsX/h9cPbIdHL90H8+/7FO/AwBkLjiVx53KtoOLSFNlneJQ79namui2NMOj5kKzmcvP9K+GOHQ8UJeaNyGOBvd95EsAgAeyfK7GNjVWbR9bwqU3t7aGQpBV+7YVXM3jPXzGF/byGZ+w9OWFeZboaQ7XB1f5HSaDKtkwQJe64+fQfWvbcj5L/Q4e6yb5G71/x2IAQONSPksvPuZRAMDuxUwycHrbtnKbGfPzGrRCtOc2PwkA6GigS+GZjRsBRIVr7x5bBQB4cIBJGQYHIvc1n7YBMLnVN0G3tC2N7PfuAZ4/bgkqwjuFG6Aw6Mtx/65klHq8Icd9U8PmBmk+3flmc4m3RBnPSvGavr3zbABAyQT1ud2beM1NW8ptPpHn2IZU50sSdI9bb4modufpXrfdwgBCgoc3LqR7YHDtA4B1eboGPriFCTlSeZ4308ljntUWnRcAvjLMcYs9yjbaTDa17Ijkbt9JlM0jx7KNtlP4rhNCCoq/4Hex/Ce8P8cXcPz6V88HAPy4je8AmML1LBbCKNqq1xfs/esv/uV7AID/+dEKiOlRr/JRkykhhKgnvCu/nAghhBDCqFP5qMnUUWbZz6jtCNaD5BA1IoVm03pQKYLJeWZ9arSg/qHIFBAfpUYkPZiqajvbQe1G2yazZmW5bMjZ0or5hoKELY2Z8rF7e6hhypsVKz1oiQdC4d8B9mdkLvsZrEyrW1gQMFNcDgAYykRaxKwFXYZiwXsmqY5pbOE1L0zRYrJhgpqevaZJKyeeSESWs7xp3Vyp+kcTrsVZqu9YzqxzlnI0KCxKdqmNuyqCaxfwfENrqBVMD9NqNf8emreGe6nRu/t4WuPic6nK62yj5m5+C4OGNwxEBf86LVU77KvptHSze3O0LoUU6MvnUQU6muWOiRjP3Z9tLrc1J8UxLoQCxVbfN25pVRssfX6xieOVM+tS0tLsh6KXfc+ZW24zFDPu2GDpy/s5MA1jXObnUmM3/nKm5I3ZvbPkF7zWjGlwi6kKC6TdyxNzLZmGBX1nbZegzbzychZUnItfQ0wfj6hApBC/L3xuz0sAAE27LJV3MRSjtwQBi/icdmN87rU9Gf1Gylb78Py34rt5K/HhNvCZn6h5Bws/s0VdlE1zGqOi6o/tnQcAGMvzmd3SwgdbtoMyLxRmLXSyP8e10Gvj5PR2AMBdcRbeDckaAGBdhtaM9jjlxr0TtEic0sjEDc9Js2DtIyYnxgtcDlhZjngy8rRo6aRsK5h3SEicNC9F74jjLG35xgdWckxMzJZMtr5x7t0AgD9sjixTN7/+twCAd7T8GQCg8yEOWPsGHvOjK58HALj6dMqLExfwmuMN1WbCy7c9v/y5zYrdn9mxGQDw/q4NAIDbLclVKMT7XFsfknCUwO1bC9F3MlSy4vJZHuPMwBSKDT9madUvB/tzxeZzAQCtW4JFivfQnmdH71LzLuD39d5FTALx9vbdVdeCM7g478FXAwCG75hf1Wa2k/2c6pEdLFLhvgyJL046kxa87tjYvgeJA1Kv8lGTKSGEqCPoxlB/wkIIIYSYTepVPmoydZQovvBZAIDGR5g6u7iQVo98G/1tU3cyhef8TdR+7bqQ2o6Rc6ixmliQLreVHKIWJaSEdUXTtpnibmIu1R7NlpmzwdRv2U7T8Jk1Z3gssiK5JrYxvpC3QGKC+4bit51PUOXjHdVZ97ab47otulLUZoWiggAQsw4Fa0yn7RMK+oXigCmrmLeohdrAEJs0manwg01QgxOKHMI0UdmdtOQ0b+ePqX1TdQrcEDMVYtOKzVGx2WB1aRzgtvgEl7EMl019PEfDg2x7YiHPNXCsxVolOCbH9vSW2+ydoAVqssBxGrYvqc8sTiENfLDsjafYn4zFjYWCxkAUVOmtsG7j3hAjhSpCTFzJUuHnus2ffTEtUqFAIACkzPoWrJVl63jRUuBupn94YqdZFRvZv6IVngxjFI4HgORwzvrHY0aWpqw/3N7YZ9//4xabBnEosMJ7/bkxCHEkCUW9A6/toVXkjqUsyLr4Fj5HWi3kaHCQz6bVr1kHALivKYozGbMyEkUrzru8lc/bTMaeazEuQxxxzEqATJoR//h2Cs/1I3PKbeYsZmbXiBVYtZIYm05lW+nf0Kqf2UpZ/d3WZwMAhpfSinR+y+MAgKFSVD6kyYJ8QyrxeXHKwFUJei5cP76M12FWmXPaaK3Zk6Gc2TQQFdiNmWzsbua1hqLy31/HIumlDVb0fcTio+29oMFcCIYsdfvWQiTPbh5hxfX2pexXfrN5aZi3QYhRjj/Atn83wO9g2Sq2saKZ13HJwt+W2/xZP7/PLZP06NhVWAsA2FtYaGNCGXlyml/0yhTHe8Tis0Yr4mMeyvAFxOXMGhfKhljh3I1jfM+6azfHcWA347WSa7jf0EUWW7V0U7nNuH0XfQWO8YO5zQCAU5LROxgA3HnKNfxgmfx3mcXsfdteAQD47R3HlfftZNgcmixWfsLKlmQW8/xndfIcMUnHQ6Ze5aMmU0IIUU/4+nRjEEIIIWaVOpWPmkwdQXa+/znlz0u/v4MfnGmDhujfbMYE5M88FgCQ2kCNzvyvUUuX7aBWKX1Wf7mtdot12rKDmp34LmroGiyTzdBJliXv+bRqpazQaiFLDVqnZdfLxiq+7jQ1OUMLqfXJ9Ft2t8FgEeLN2rSH/4/10+KytYMZjYKVJleI2gyF1ILvdo8VHkxZOrq9VtB2YJIasdO6OUb97ZaFaCKyIjVYGpyiWaviw1YYdhvP0bbZChMP8TomFlKLFPzC4+PB8hZZzpKjFodVsCKQVsQ3t9CsMbZryBIVfKJ9A699e4FjMt4dZR1c0kYNXvhxh4xESbO+BWvT3gyvPZinkxYz1RyLLFP37KQ2LTHIaw2WyORIyKwUKhNzUYqF2AL+37KzYP2NtDYh1qlkFrt8KxuNd1js1pBl0NpIC2rDpMVImWUqtBUfj2L4Cs0Ws9Vu98yQXatpPht38nt3k7y2nFlpd5/Nthd9WjFUB8IDdal5E+JwqbVGVXJCglby889/CABwR5bFb+f+rmRLyrdHm2lmmPOcveVjLzn3vqq2brdMotvsd5RYwziixlP5vFvTSbnbkWCbL+9gv65zp5XbyJlFZOseWmcmMpQTzY18ro0uYr9S/WZ1sJjhrZOUkdcXmRl1aSqKmQrZ/E5qZJzOa1rYrz7zFFg7zorrOzKUIx9YeAMAoGjxqV8eeW65rZYUryU8K0Ysa29sI5+zrTwFEmOUGyMruN+G119eNVbnPfjm8ufhW+khE95VJ07gtR53LC05D2xj5kJs5rlan6QM2OJo4utK8z1ny0RkQeuxosBZc124Zux4AMA5jbS67S3SInSbrR8zQdxksnF+PMpO+9+bzwMANEyYLF7McVuzgN9n8ATJNvJcp51MubbG3HbuGmD82KMWDwcAo72UzXeP0LJ0eff5AIAzV28GAFy18mZMxXdHaKK6+16+y7VvqXhmm5dO1gpNh9jll1hR4bd28H5tb+A9Vfu7uHDhaRBTU6/yUZMpIYSoI1iUsP40b0IIIcRsUq/yUZOpI8Ap93OWPPbpKK4ku5y+u8EKEiwEIc7Jm1Uheww1Osk0NRRLb6Rf9lbXXW6r/XxacGKWySdojZwZC5IW65NtMOtMGzU6Iateb6/VcUpE/evqoPVg2UpqdLbmqKkpbbRsgmYNKVimNm9xUMEidWIHs/hsjkf93DpMbVrQDoVaSwkznYRsdSG+aE6S1zqnkZqh3Y1RMYaMWcLSuyymi7uica9pAwd4jrEl3K+YMovVFstS18LjKmuRpPZO2LVwAHNdVrPKXLJNgYax+WYNM0uQJVhCKc7vaCQZ+cCnu6hN3TxMTZyzL7gladpLy8pUq0lZaBrJUHMLiDL8ZZLBx93umVKwTFn8kt1T4d4K91JYJsYiK1JqPTVypR7eAyOrqQUsmOauwYpo+TXUOIaYvmCJKjayD8MromsOlrDUSHUGp9SgZa5MWduWjSs2aTFUT/DA9V84u3zM6vfcA7Evvg41b0LMlKksUjdbnaZPb34pAGAyz2dheA5iDR/IfQXKh67H+CztepzbB1wU3zS8mHJgwgrqBU+BIOcGh+n9YCWXynVqlluhqZtHTwQAjBaiOJmVrdzWmqSsefhBeg6Mj7KtuD1mi2k+55pTfOafaFn9Lm6lhS0dzBIAvj9MK/2qBIVKX5GNrM1R9p3dSmvNHZ7Wt9NSZqVpWA8AWHR8ZOXakafM+de1zIJYsvpRTYMWN2yeGH2n8P8vvParmIqdOyMr0twdJlt8eFFhm50nU3aue/43AADHxf4EAJDx/G6atvKZ/ztfHUMFAGe1bwYA/HQ3Y6e2jtFyt76D7xx95rGSKbKN3eMci+M7KbuCNQ8AshbHFt6jGiybX8gqfH4P63Y9az7PeVETv7tvj/I95cFNtDp13Rl5wSzfFjI/stGB4znmOxdQZoZ6iVsybOOGh3gdXXezXx32Pja+KIp/Cu8UwfGk6xxmCOyyl4xg1VqYGAQAXNI6iEoqfy+yUu3L4chH59wSAN8EMB9ACcBXvPefq9nHAfgcgJcC+P/svXe4JVd1Jb7q5vDuy/n16xzUCq3QyhJCSAQJMDAYY2z/bIMDw3g8wR6H8YzD2ONvfvZ4xhkMsg2YAYMxYBmwEEEghCSUQ6tbrW51eK/Ty/nmVPPHWvvWvd2tbqGWRk/SWd/XX/W9t+rUqVPnnV21195r5wG83/f9x87UrnuZcnBwcFhF8FdpTLiDg4ODg8PLiRfBPlYB/Cff9x/zPC8D4FHP877p+/7TTfvcCmCL/l0F4K+0fU64l6lzgHkPdvyvXwAAJBOBZ8LycdqeXQQARCvyfgzT21GNtg59rYvermqGHhOr6wAAY+vogUt3M74718NjfeVARUyJb0k1l6R0E1IdBy/CfkVWgrf52W6ep20NGZLLLqVHrH5J6xv/3inGUK/rIDW0pZ0etTGp5kRCgddtYxc9eQslshjG1mQU292jeOqw6CLb9sb5fXE5yG9KnND4HZVCoFiQcFnKhJt4DvubCleMSZPnSqyNsTgAUEvSk5Rbk2hpyxyHkQLP0THObSXFxtuOc4f+R3gdB348qA1VXkMX1PZuetEsT+zBmfUAgLzi6NuVt1Y7yaNiyocAcNkAg9zv1zE4RBbJvFzGPMWOMoa8nuJ4FdZI4fABxrX7uaC2VrXI8+avJPNUVE2MxKLGK6HGpRAYnyGzlx/h+M5cIpauEPQ5NWlMWWt9M2PQ6roHpV7LY1O/l3mtfQ8EXsErnuDYPnzJ6qto/vLBQ20VhjE4OPygOPhH1+h/pzJTP3f3BwAAA9+WHVMkwEq3lNoGlRMq736pnZ+t9qCtQwDw6aeuBADctIVKfwMJ2qvX9/LzbEVqeDnarfEVsiOPHGGOUjjCNcwiIgAg0cNFb2232IPrvw8gqBE1JFbhE0eZx3Nd3yGeM00VvyeKXHPPi0802nxjZjd/K1GV7q9mNgEAkmFSLEMxru2LFfbjoRK/vzLONf4zi5sabX3xoBiLw/wttWgRCvx6+lau/f29tPEfuo9sUvwg12Wze7Gm5xYReyj2hlra+tY+5hM91HcPAOCD598HAPjYvrew/1Ke7XyWfTiSDCJW2kZpU948wHyhrgjt050zZANnC2SmBtPspzGTuaoiQcIBW7hTNvJbJ/gcldnPuTOd4Pk2byYDZIyU4X/svgUAsO6zskVLgY30lde+uJHjWNrG+1tSPvjf7uEc9sf4++Au2U49rsy9nhM0lgryn6vHuK+N8czjZOG+usLnKQ0BcmvY1h3X7wEAfGrdPTgZ9pzpGCrDudlH3/cnAEzo/yue5+0FMAKg+WXqnQA+5fu+D+ABz/M6Pc8b0rGnhXuZcnBwcFhlcGF+Dg4ODg4Op+Is9rHX87xHmj7f5vv+bafb0fO89QAuBXByvsEIgKNNn4/pO/cy9VJgb5lxxFWlk9SbRtNYhPw6elAsxrfSxjfq+LzU6KbpoqhlxDL0RrUN3rw9q7mkNsIpHutpW1qmByeclUdPSjcdDLOGyBLEVgIWpNhJl9PSJnroHh2m527zFs6V+Tw9Yz0Z9i8RoYds3xJzvK7pJQty18TWRpsz84x1TqXpibIY8lxZtZXk6Skq7vloG8/dE5WbphJcszFSsSyvPSIWJN8n5snYpBL3S86wf9FlnrPYJ1W6WPBHZ/cgrGMK8oAm58VEpUMtvxtzVY+15rt1Pxm0ObGN19yjmlo5KRGZomFdHpRh1dQqKy7c8sYK1Y5GW10JttGtMZ8epcfOVBvDZd6z8BDPWU3qc0F1x9K8Z/5wb6PN4qjqYKkWldWgMhbO5mk5w9+rCU1mXaLlnFUDh22jfllsRYqP48vaif2oDPKcpiBoqoNWFys1E8zDL97+OgDAWjiFP4PvA7W6e5lyeOXjwE/8VcvnXzweRMp4yplaWatICuW/1MWOGPMUW1HesdaTYo+USYMAAbRnFLUhNsNUVI8Wu/U912WLmjgxQdvT+ajWa9Wdag/IBZQ6uY7tv0iRDFrT79h2R8s1/dQF/wwgyAH72PSNAIA/XfMNAMB/nbixse+eRTITQymumRaZsCQmalr1pI6IOXusYz0A4Mo486a/Mn5hoy3/YdoOyyhq5Adfy2iYG4eOAAC++z2qInaMWYQArzW7RkxWkJIElbdqRCIUZQ7i+9i/Hy0yCmfnebT/vVcwImMmSualYx8bSO8OokwePI8KehtSs2iGKdrauF7STtbpcJT2a0X3bN9SoLxn+4YznCyVDO2pPfM8mmPO1ltSZBF/a5I5UtG77TlMCrMdQXREuV2Kxqo5Vpdq79w87a+vSB8vxXMXerm/qSQiq2eSdFPNyLRqWc4qMuUwj7U84mInxz4+z+39h8g4/rEkGH+5+xAcTo/nYR9nfd+//GzteJ7XBuCLAP6j7/vLJ/98ulOfqT33MuXg4OCwylA/7Vru4ODg4ODw2sa52kfP86Lgi9RnfN//0ml2OQZgtOnzGgAnztSme5l6AVj/EL00b7vnFwEAbfLiJBaDPKdIXp6IMrfVtGoHJaTit04etM30nFnuT063r9wVeO+jsSAvCQBisWrL57YhMkG5PD05tQkxFCGLMed+lrsCACr9hOS0yeJwKhxuZ+zxaB/jwRfFUFn88Gg7v7eaEVs6g1ofYVE3cckcGSPVmeAAJeSFa2tvjWc+lKcnylQJgYAVsn5Wk6GW702pKL2f6kaF9VQSXNmgWOX6aZwIovYsd2fmEo5XVflCvbs5jqGSVBOl+hcqiQksc9usYjer2h4HIrwG8zRG5EEbaGfs/olswEABwJRYvIHuwCEyIG/l1X1jAICJ13GsH0iyjoW3S+xSlv1NTJLJqkiVMLedHrxaImD4bL6ZT6UxrpXW8bHvbR7GlzgGXfvEsPYFbSr9ALMX87t8P+dwcs4UoGycpT5oda88m4/BuTuebVUEdKD0q8uZcngl45S6OXvfDgA48OSaxnfxJc7xCJddSPwV1TauDxWJu4aLrX8LxXWqFbV2qvHdG5WPU5LyW0XJPqYEty3FXJpeKcoeOsH1uhFVIttYOc21JI+wjb019v0DSbLpn1j7vZb9ronTzl00cicAoCNEW/RjPd9v7HNvgmv5RJn24MAK86F3dJB56o2yfzd383rOi/P57T6N0dJSoKoaSZtSMD/X2mUsZ3ne+5+gYlz/M2JUxOgZI1XuUu5P07NGfUz5a4pgKF0ke7bA77se4/bQY1S4q6bYVluu1V7HF4M1/pFJPtQcy9BG2/NBKkImZ7SNdu4rx8m6JfT7+ASfRXq6s422upO0eeeN8H5WpLy7/9lhAMDtdzC/6atZ1vxMT7AfUT2b5AZ5L5ttkCkWl3porzaO8pnG1uAjE1I79JWTnrRr5LZzN/crTGcabXp9eoa4jDZ9ciNtdFRMlVdpbcM7xt//sftSAMCFiSDC7M2p083K1y7O1T5Kqe9vAez1ff+Pn2O3LwP4Rc/zPgcKTyydKV8KcC9TDg4ODqsO/hkDChwcHBwcHF6bOEf7eB2AnwTwlOd55vX5LwDWsm3/owDuAGXRD4DS6B84W6PuZeoF4GNr6GnacjfVVdIn6PlJzAUxs7W4aj91y5sRb6UlG2yR4sBLdNqg3EsvhJcM2ChTGrL8m3KJbSZUib1c5bnSUrDJDSsnaKGt5VzxpaAPxkBk1+uLdczTWSdG6rJuekba+tnmlOpgHFymR+/uE/RMNRNAyahqUSm/Kh1l/6zAmnmi1qeo+jdRpHfukTHW78icCPpnOVKxpdZ6R6kJth3Oit2K8NorbdyGGqp+rfk6ALCyji4lU/gzlajaTXQPHR1gfwYf5NinD3AsvBV6w2p9vEm5oSYGLcx+lmv8bmqJ3qle5T01xkIeNauHsW2YXtVEOPA6LZebEpMQUNn9WxhrPhWjh6zURe9WZJPYLl2iXXuzV9DqbxlrGl2Rx0z5SzXlgzVql2muWG6aiTV2jAXey+wwr7XQJ29um8ZCtySxoLysfCujarW//KZ7YjlvDgF8P/hbd3B4JeK6Xe8GANy3gxE0EytcF5NTwbw2FsMYqVKPojkqrREVVv+n1skDrttG5dm39zzZaGs0SpsyViHT8/3lzQCAjUmpzxZpt1Iq/LN9lMzGgcPrAQSKuF5T0IflyBbWco0eXstzxNTxTy0HuakAsFNsQlFJSH8+x1ylqVJQP3Frmuc9P0XG6aIUc2RmqxyfkC76phTrJa2IDfn9Y28DAPjzQS6SjZPILFTzPG/6hNgY5RvbddSSdlxLt7F98/HG/41969ytZ4yjbDOxkxEgiwO8WZnHyKRkjprKriJwVE8zPxTcZ8uNWirxmEUpJo72LLb0o0c20p4Xbt62Dyfj2SXe3/kC+2E5VKk+KQIXOI7hAsdmZZ1FRXAT0VjFm069xKmC9BpGkdzQx7F/cmkEAHB0wRT4ZDMlLjh3sSIwFpV7PR3YMk/MaFnKy8NrNH5dvPbKfs6JSJ7HpCbZ9lSSc+rj7a9rtPXmDd8+ZRxeyzhX++j7/r04fU5U8z4+gH/7g7TrXqYcHBwcVhmcAIWDg4ODg8OpWI320bk/HRwcHFYZfN97zn9ng+d5t3iet8/zvAOe5/3n59jnvZ7nPe153h7P8/7+Rb8ABwcHBweHlwDnYh9fKjhm6hzQdsQkoklj16LBu6mFT1moQmJRyfgWhqaCsPWoFUVlW8ljpNVLPUEoWSnE7/yEwiAkiZ6ISR5UIWbRCM/R0cZs1dm1DAmw8KpIPmiz0q7QxA1MkDShBEvsi0p7PKvs1rFsd8u1J6M89+xKoE8b0/mPLjIcrjtN2t7EGGaKjAfrjDFR18LYapIWbSZeLcwvXFQCrOjw3IgEMdpFl2dUsFgJsO1H2a/sEMUv/OCSGyGViVnu27OX/Z1Vwdj3/RAL5n39su0AgOmHqJUaY7Qf8kOi5M9baLTZk+RYrxQ5TnZPlgqMBTiR41h4irVY20+6P6KJUawFurTHlxi2F48yVMHCI0xW/aarWYBy+XJe+1iO9+Tp8SEAQGiW15w6HszD9iNsw8L76pqjFv5nISAWzmfhfhaCE1FBXpNfB4LE8fyAQlS7TG5dN1DD41UVnqrCwI1wk0RTmJ8k2o//ZyYMj/yBk0j34aH+Ao2C53lhAB8G8CZQkehhz/O+3Fzd3fO8LQB+A8B1vu8veJ7X/yJ028GhgeVCouXzyiTXtExTGJ1NcVsXLATQwtBMWMHC/2zHB8bWAwDK9WBxn8wxbGpBgkkJhZxDqtqzZdqp/jjt3Po01+HDF0g6fVExcE3lOUJpfP2epAAAIABJREFUdmTbyDQAoC3KOObHZxgKtzMzDgC4IM5QvY/NUoa7XYoamTC3Y7WggO2SFC8eXWJo+41dDGXLSw9+VjHTU0n2pyNUarm+Zph8eUxh3apI0pCOz6vosdn6KC8dbeOSRt/MNX1yJRBOeOcVjwEA7py+gudXeZXli2infu5SFut9ZisH9v57WXg3MaeyJ3081+ZLxxttrmvjWB9YZoheQuGaYdnAQ1MMbbPQrY52huyVVEakWWzg2BQl4y31IRbnPepp47PGjusZoleQXV2b5Lnvn6U8++Fp3ovK/qbnFppXVJ+grf4/B14PIBjfVFbPKTYfuxQ+OcB7U6lwrscXmsqwyFyGNGfNlts12hy3rT2npE7wP0+vDeTgv9zPOeOK9xLnYh9fSjhmysHBwWE1wT8nz9uVAA74vn/I9/0ygM+B1dyb8fMAPuz7/gIA+L4//aJfg4ODg4ODw4uNc7OPLxkcM/UCcHehtbirCRrU48G7qfJGGwIK8RNkgEzMoLyeXppajF4N81CUuq3AadBWuVtuDhXv7eteaelPX5qenNE0syr3LtCrcfFWFu2LiHbIVoLkVWOLNmcCaXMAeFPHbgBARRdwvEJPkCXuPpulEzstMYlidbhxbFUMWYfYGhNlmFxUYVuJMqSlVGAFgLuH6RpamQ88eFGxVaUOtmGMiRV4LAwa08fxyhyUOEdGwh9qygo/AkBOYxtT8qkVsi1N0vPzQDcL/m3sYKJx99uYUGxerqEE+/nI/NpGm8+e4DXEE7yBJjxhHtJ6TcyZ7p2xiCeUlGweKwAY6WD7loBrHr2oPHjm5UpHOH4mp7s4wHMd10UXBpoXFJ4vNSUJ2+O8b5a0nF2jgs8S47C1qFGAWt7O6LcDqeP8j9NraR5j8yyb2EdD4KOioowr7G9Ihan9cFAw0ataEq8TomiGf+aY8DNVeD9d5far0IqtAOB53n3gBPlvvu/feW49dnAI8NRVjBy9PScRpBLXtOZCuxaJEBeTnZoWCy67mu+XOI5sYa0g2XPZhMf8YB3ePER/QHc37eu2dgn8yLBe305W/yqJRHx0/noAwC+ffxfPqTW2LxKUqjhUoh09P0HmyYQl3rapeNLV6tq6HgUATNfI9Fyb4Pr8hSbFh7BqVFzez6K3uwtkue6ZpgrCNb38/mqx+b87w9qj717zOADgw3M3NtqqLNJu1STrbgJAxV4Vsj+Phi4lG7O8h/bBbCni/L7wSGB3L9n6HQDAPw9Sons+RkPwgW0PAQD+S69EIbT9TzEakt2LfA4wifq+SPCM8tdjHGuzdVs6+MxxPM9IjFicz0h1rXnG3kwvc+5YxAsArB2kTTQbeZXKiBwvklVaVqFfK9PSEeF82NnNZyETrpjrDpjT1DEJeElAIrHQWtB+YRu3hWFFBPUWWvobn+G294l8o83ZHTxPWQbVHvLLRY5nvCxbqUilaN7mPr+fPx4wkd8YoZDJO9IPwoE4i318WeBephwcHBxWGc4i/XqmCu/Pp3J7BMAWADeCxQi/53nehb7vL558oIODg4ODw2rCaiwd4l6mXgA+8J2fAQD06IZabojJoQOBRKghmqA33huntyo8QE9KbEmeink2lpFPOVQLipnWVTx2/nx6XaYvp0dnYIDPPpszlM5erJChsHymmArIxsRMbW0LonmGFCgclRbsLlUL/vI8PVLm2clW2e+jWTJUxqxY4b217UH+0EKJ3hgr1muypRF5loxZuXOcOUmWR1Qq0eNXXxt4/GbblPMUV3HeXnp9ulL0Cl3dyWt5WAUBKzPsX05MTFQOxthK8FdXXhFLVNS1jXJch7fQU7apneN4aIWeOivA2xHlOXcv0fs2Phfkj4VCbKs4SZfr0UV6vCLKa4tEee1JydjbGJgaTb4pZ8rGdKXE+5wtc9sWo8vRpOVTklvflGa/rZBhfCOPn15pa7Tpb+U2LLbwuHLcage4T/uhxp7cT17hmHLQ2g4ooLwnuOYZe4zvZH885WrZuMbnda3j9A7Xl3kzIpuYJ1DuDpipunILrfijAw2F/8KlX59P5fZjAB7wfb8C4LDnefvAl6uHX+hJHRxOh6/MMb/DPO71eFPZBi0Dnnn4F7VdsDxZK1LO/WJV/p4+ociQYsAuzLFEDFbWc5/jO2kjf2oDvfnvy9BO3VXg98ZY1cQqjUYYjXBtImBUBsNctywy4GsrZAjGylxLdybGAACLddq9u5bPBwBMlchMPRxnns7rMoHEt7FbuTrX9guTZL2eSVN+O65k1Z8/eh3HS4xGHbRJF60JZMwPpphrZCN6fh/XW4sI+W9rvwIA+FaW/fqLiZsBAMub+cwRnmdfasngnvzegyyunNmn3xTMYrnTJ+N/DzHH6p4ubr+fY8mUz524orFPRvZr32Hm9h6J05ZYhE1czytRlRlZk+FzzeFF7lcoBfYi2iaWTTnKe5bY5snhXWtVCDgTUv64x3vy9lFG3oz1Bmzc3A7axDZFfDwzx2iT5WeVn6V8bU9RMBbJkpjiOHftb0oEFBYvow3cNkgbbXlhoQnOWZNRT84pekPS8r6nR/KmWvbTpcCeO5yzfXzJsPp65ODg4PAah19/7n9nwcMAtniet8HzvBiA94HV3JtxO4A3AIDneb1g2N8hODg4ODg4rHKcg318yeCYqReA6KyKpsoTbzkjpkwGAOU2xVGHtFWMbnw9Y6Q9FZ2NxnULrI0DciJ3dwQnFDM1fJBsTN/j9KpMXcmY7juvoNdlVAV3+5J05ZWlhmOKccvRoCjszvQYAOC7y9sAABkpEKVUydaU9ko1emcu7qZHbL5Mr8yE4p3L9WAKdUilL1/h+YzdSsfZZkXehHxOuTMnxb1aPDQAXLh1oqUfhs1JjkFcnsVjUsvbv55j0L5XTJ9ycJoEn5CcEfuiEHbzeE4v0vPzrs2MeZ9pZ7zyH++nJy+b5727eIRjsK4n6OfBSea+efKaQoqJVbkpuvvo3TTPmXnU7LOp/wHBuHUlOI6mZmT75pTzNp1XYeA4L6AzRmZqfZre1aFUkJhwcIlzJSqWsK+dx5xYx37mxCam6SBF5ijnpbGshVGOxdS7Ak8eFDPu5zTWsyqoPC1VS8X7l65iDppnnHyDyW3i6DV9orlVyNu/bHjhibS+71c9z/tFAF8H86E+7vv+Hs/zfg/AI77vf1m/vdnzvKcB1AD8qu/7cy9S5x0cGpgoqDipCp7GgpQkFPpM2VbsfpflXEp9Vix5tDVFGKkZrjOVdOALtnzN3qf020GuV3+1lsVub9tJtuPqYSnwtXEtnyjTfjy8zLXq+4kg0uL1bc8AAP7PDJVGL8pwkXxnG/OC1kRoN+4ucA3/ye7vAwCeKdMu37vMsIC9xZFGm6aSO1Gm/bwuQ7m8N3ZTbDPhsS0rGLukQu4W7XFxb8BM/eyF3wMAdIa4/u8p8dlirQoYDytHaUVVZkfXMfLixDL7Zwpyo1cEbY4/wegLU88NKbfnH77LMdj0Ftrfn+1g8eF8nbb983MsMvvmzqf4fU/AJn3jxHn8j6I46gXe33KVHbhhhEWY9yySZTq2ovynFdomi+4AgsiY4XZFO4g17IpzDEIyMk/NsS1j9mweXtDB54otqSBKZ6lMVtPywDd2cfx2j/Iaaod5n9PKrWo7arnCKlScVI7XpalGm1s3MEdrbJbsWm1KKpNS/CsrJer4FuWERyw/kP0f2DzbaOunB++DQzNeXqGJ54J7mXJwcHBYTfDPLcHW9/07ANxx0ne/3fR/H8Av65+Dg4ODg8MrA+doH18quJepHwCm83/+h+mlCasGT0g5U14x8K6HO1uHtqGSliT7EJI3yw/xh2pa6nXy5ocqAcsVW6LHJJInexSZplemdxe9GvUwPSLHLuP+NanUrVWceFJUTGc0UJt5PM/8lasyrdE9Jyr0CmXlzbI6DXOSYbL48R2d9GZVmgo5Hcvz2B7l8BycYZxwUXlEoZz6284YY0+1Iob76TXsjBcabVn+17Es21zTxn2ul4rQjBSTMjGOiZeg9yontb9IUSo65eCPrv0Ix7GalOrgYR5T7KHn6bfbqSBt3r+rBuldmiyI+UtyPPdVgxoQptZnHrxqB9tMd/JaFubZdiTG7xPKnYrKaziUDly188V0y28dGg/LRSvJY2vbySLdWzsy7O9DC+sBACtNqo2lSus8LJY5/1IpMlD+xezPfC+vsaz6XRYin9/IuRNOBfemLqVFu58STGrEfVdT/N5qU5m6n1cTM1gI2Li6mNnKtiB3zAGnSkY4OLwCcOw3rtX/aCuthpHV7DHGA2jKo5I33kxJJSkWK9fKaBf6pXR2A+2Hnw/WNotICE8qL1ZRIqlJ2oOV3WSCHgkpnZApSri5k4yQ5S41q/mt1Gm3Pjr6XQBA3uda2RFqzWG5MWm2mvtvjDB36XVS8xuKBPs/VOLa90yEzMnXFpSHpTxdU5sbyrAfFu3x7mGq+c1WgppQNcnyPVbY0NL3W7S2A7QnJUWPpKLsf2w9oxMK0zzXobGgzFzv06Yyx8+Wu11u57k+coC1tBJbqYI4ElloOYcxa12RXKPNZUV2hJZUL7OL/djcTfblgan17E+51QaElENlKsBAwNAllDds9vOoIlSWSjzXrKJNHizyOWfHACN+vjtB1cRmu5jL09hZbndpWcZPth19yq9b5rmrida6UwuX8LidFxxotNkRLbb0Z9rjvbB6jrl1/E//JrJglj8el+1/10ignvu21MnqkQ6r0T66lykHBweH1YZVGMbg4ODg4ODwsmMV2kf3MvUC0HlAFcWzpsBilcaD4TRvfDRLT0NsUbV2jqmuU11e+ji9MdU25RkVVSk72hQPrnjaeqdqdhSklla2yvDcVHNso9xJF9+yKnPPFHjcumSQFrEhzn5YPPVslR6vpSqZiS7RDcdKzJmaLrKNLnnKTAXJ1IcAoEMs0eFl5emoCn3bEBXhFpaUy2MexRV6eqZjbHt711SjrZxUBHf2kB1aVr/+57FbAQCPPkNvXHKM1zyoe2K1SbQ7EoXAhbG4WQqBGtqoHF49e1QJPkMm7Zq33wMA2BhjXHUM/P2nH/4Ar/1oEBsdMiWqOTFTbar5oRylfuVMzclTVpAXbO0wr9XiwwEgE+ccmZN3ctbnePWm2NGCcqrWdZAtPLjA/nYrZ2pLRgqHs+sabZr64WyWbVkMeX8mi2b0XcoY+M3XS30ox7ZN2chi1QEgK2YqUmBbIisRljfYvJmmQmmwOe1HTq0z1fdkCQ5NWIWeNweHsyF0Zau6flw2oKTlo5oMHoKsLlKQT8VJn5LCmYRmUVX+ZrmTv1tu7dHpruC8YuvrIjes/qDZxnIf27x1DdmDWzqY2zMtu3fXIhXvfqL3+402A0ZAndff5C6p+VlO0j5FUayTzbRcqrbTyHtdKXtf9MnKPBNljtK6Pq3peebgrqhe0t4ZRkGsyJZ/astnG219T7lYJ9fB+oxYrj99ljm/S0/xcxdJOETE8GEbGZc/e/3fN9q89VYmqG374i8AANJHVINpghc/N84x79xOm2Ss3LahrwMArvunX+E58k0Puxu4bz3N8Uq18cYfmKeNycom1qSSV0+wzc4h2s7jxwMl2WiKfS6KWbI6j+k23pPscrLlHLlp2r1jadrZ/jTt3th80Kb1tHKM+3pRPZv1sI1YXNEZV/A6Nkk1sVhV7nyWESKJcPAstKT7ValpEihfzAi7xCTHddrjvQlLubKuc3+uGlS+GIzw+ckUKR2wKu2je5lycHBwWE1YpTHhDg4ODg4OLytWqX10L1MvANGcGKlIq/fLckaav4us0KvRyJEaojcGddWmStO7YbWqzMsfzQZeDk8sVrlHyj6D9ISUOqSON8KDMn30unTE6aWZVvX5eTFCXYkgZ2p7gjHEOY9eoY5wkBMDAFExTotSEzJFwPYIPWilemu9DCDI1elO0P1irNLBLL1tedWT8p9hm+alKShXaKwv8BZd28tcrhukqDRZpWfp+8uMebY6DDEpPeUHOBZWUTws4iV9otxos5LhdJ+7gF6hhYt5jSPr6SX8zfX3AgDe3x4o/QDAbUuMs0/ex/EcvG+p8ZtXordtcQf7V4/yHMtRMVEzYnG2sENJKRvavckVA5bG6mvUT1L+W1bctdUPsxyqHb28h6ZgdEma492cxzZdpOfVamaZQuAFnVJLFE1nqokzZfYrW21VHWxWz/GSUszKKD9NuVM1qRrFxzT4ZfbXW5FncoD3t9IVqEpaflUkzzYX3n8NAKDrk4GH+DWJVWgsHBzOhg9seaDl86XKP707RIYlVD7lEEQUPRDWb/mecMvvxV4xV5u57h6Z5DqSeTyoM2Vt1GJSPh1uzWsJt7PxXkm4rlOuz1NFKuA9OLH2lH6NDpJtOV6TmpvHfu2MS+VNam5WZ2qmRLu8JtLK+p8ON6jrI+H7AQB35lh78Z09rNd02/HX85yyF1Z78F8ffk+jjQvbuf7/ai/HPKQImfEq7YjlIElAELM7lZvWTcblL68lI9Wak8Nr/Ndv+DYA4GOPMkeqnORa/seXfQkA0Bem4f3AkZsAALd27wIAHPqRjz7nNc/WaAeuvZesV/lZjlcXxRExd6lJGnNcl8UyhReDx9SocpHLZSndap1cWVC0SIU2KKdIjMww+2lKwjcp53pPYrjR5r5FsltLymfe1M0Inp8cog2yWpwPZPnsMaX7PCVV3YpUCSfy7Y02t3XwGaKrn/39bo43vDYm1vI4r7V9THM726pQWTgU5LH99nU/BAAoXnIngCB3/y3Dl+A1i1VoH93LlIODg8Mqg7cKwxgcHBwcHBxebqxG++hepl4AzItelmKfKfI1I5qTYp1q7NTS9GYV+5OtvytnxHKqjKlqzpkqDvLYfB89ICsbxWoppjcUlYqaeUikoFRTvG5a6j7L5cCTl6uzzZi8Ls+W6DmcL9Oj8+AJ5t3U5QEY6aJX0CqOX9R54nRDw2PEdnRJPbAoNqRwjP0a2a3Y6eP83RTdpk+MNtpY+Enm8PzugXcAAH5mHWst/Pt+esz+1RsfAQB8+mKqR+2dZ/9nF3gO75hywa4JxnH7lqMAgFt7WNdic4LneG9bwDQBwI6HfgxA4BWMfZhxzSNPsEaJnwsYPujeJ0bENA1xXMPLqh+xnp6pDb1zGht5ohRv/9TUmkZTT5UYA79G9cKGMvSqWS2N4RT7mQ635hdZftvhEhnA9YmgRoXVBSsovttqkO1fpufLGKeq7tlykeNmNUC2Kz58/1xfo82c2ErPjk1zDucGeB9jC2wjqvvrtykWXvc5XAxY12qSHtd6TPlUrow4k2tXoefNweFs+FDnM/of18EBKyxl07lpWkdXVMtIzElNJP3Km8hgDHXx2GtV4/D8FG3O/3riTaect9DHhot9XCuvvW4PAOCt3cyNsvpOB2TnPrlAu2H27Hytc+2RIEJjk6ILNjVE5oIoAgD4nZmLAQC7l8hy/PwIVf8+n6Vy4Ml25XSwc5gSn0Vg/NLoNwAANydrpz+wuY1/YIWDK67cDwD43AbayN1XfwYAcOcOrrE3JGhPUqHYyU2cgl/vYf2rX3/zsy3f/+yR6wEAj3x2BwDgyV//yFnbMvSG+WxRWWJ/EsqrWt7EeTCynfdgUjY8LaaotD+IZCgdIvsT38jxSiifyeyqPa/0SQHQFAwjymHem9Pzi2qGAUBIT+ZLbbRbl7Tzt/Eyo4iuSjHP7ie6HgQAPCD1RFNJfs/GhwEAn527qtHmAxN8frJ8sLpyjq2+VFzpT1artK4oJ2NWo9ngbcE7wHH74wRz4K645ON4TWOV2kf3MuXg4OCw2rAKPW8ODg4ODg4vO1ahfXQvUz8Azv8IY33XzTJvqC6vkq/q6+FS4EXylD/lVfidH1UcuCnvpVoVgmqqfWRMVXOdKfNWFAYV8zxIZmKgm56mrHJrymW20SuvzFyWjMCWHiq0HVkO1I8+P3kFACAh70pK1b/D8tJcOMCcmsEEPUA55dAcybKNvcss1DGSCtSbBuX5ColJGS+Q0TGvkB/nNrbMMQkfoqcxXCVTsebZgDnb+8SFAICJW/ldbpTnv19eIctrunktq8DfrlpRc1Vui5fSnbgvP9hos18JVucn6elcHyFbdMsz72Zb/fSqxr5K72DnA3QfeVOH2X/fErWa6mF00ws5cwm9fZ0HVHVe3rYbN5IF+6XBbwIAvpWlatQ3phkjf+nm8UZTG9Lsz9ECx9iYxAUxQVbl/X09jJH/xjJrlFh9qcUS95tZSTfaVBg9KhXOjY3reI6Y3MHntZGdMxWpJ3Jkx8xbt2uCXtdSIbjmWEb1ulTbq6a5kR01JUWePzXC/ofLNqelaJQP/k6ied57U/4LBSWoXtuon30XB4fVhpNZj5lypuWzrQFAkCPViN6QnSsvcj05Uefaarmjd9eZsxI+rFyaprqOlTSPzWyhPXp3L3OP3pCk7fvCCu3GUytc367p5Lq8mGJbv6X1+X/N3Nho8w/ntgAAeiO0Gz3KhXqXFOE+1M2cmjX9rXWnbltiTtdHpeD6IdVkPB1MeW8wwn6v1Nif58NIGQ7+6Edb+rvxmz8DAHjfDkZv/I+BXdqz9d7Y/t+Y2t747pZBMnphPZh85Enlbj3Mfj35a2Kifv3e590/w0+NM/+q/z6pDW/k9+lLaZM+cd7/AQD82cwbAADfPrIVAFC9IMhBW9PN55G2GJ+BxhdoK/NZMUCyc1vWjAEAZoqt9+bZJdq5+4+tb3wXVj2rYoHjM7y1lVF8Tzvt7pieLf5p6lIAwAUdfEbao4iS7emJxjEbNzA6ZH+OTOh3D6m+1SANXCXDfsYXFMFij4eyf/Em4b6ERJhXjpHW+vPhm/RLa577awrnYB89z/s4gLcDmPZ9/8LT/H4jgH8GcFhffcn3/d87W7vuZcrBwcFhNcHHqqyj4eDg4ODg8LLi3O3jJwH8JYBPnWGf7/m+//YfpFH3MvUDoGu/KfDFW743FqkWD1SI/IQ8DvLUmTpfs0ofAIRUV8qz2jxJ3pJSd8AEmNfNlInqRbZt+UGZNnoohlTTyNTdIvK4PHKQ8bttHYEno7tLNRNS9KCYB7FTeU6m6va9E3QfJVQvZFSKc1d2jAEApiqBgk3iJFphNEEGz/JxvCqvY2kDx6T/hNT7ZrifXwqknqK72P5Wqd984e5bAADHb+D4ZN7DePBHc+sBAL+s+iCHqnTpPC1vkfUBCHK5ni7wt4dqvLbJf+L4fOtB9mfgBFXx/ILGK6I/EykCedHg3ixv5zGxJY552zjHtWsNx+ItXbsBAHmpHw5E6fXqjLPtdDi45ovSjNW2WGyLxZ+vkWFcm+S1fGWRnrEHZ3jtc3czDjxzlPe7O9/ksVVdl0iJ3+0N0xFjVdwfHyZTVrmY3r+eDvZ/QzvP9dQ0225W8/NNdCnKuZvewjEvq9ZLXt7B3CEyVO10AiOuOjLhYuBWiizRw1jvIItl9dle64pFnmOmHF4F+N5xrrGWilSPButIJSxGKiFVUK1b3Y+qZlSEa2ZIeZ8xW3dEsJhdBIBqG3/sUp7rV+a4bnxeKrQjSdqtizKtLNFgnDbzp/f/OABgbVtACVybYb7QjUlGUNyZs/p9XCutnpQxPENRHtse4sX+SJvVdXzuRNCwXOx3LjEH6a5jZGMOr2VRqN/vf+o5jz0ZjTynN7XmOW3+7IcAALfc8DgA4C9HHmzZ/2c7n2js++F5Rqx86TDzwQ684RP84Q3PuxvPie89fh4AYP0MnyXmbuH2HWtpIx8ocnwni3ymiEX4e3c6yFH+1Y1UtNtXpG38UpH3Oad87LY1ZBEth+q6HuY7feQe5hu1HebcijflJFlkUVpr7ncevBIAUJVA4L90cEw6L+D9HMnQhl+ZpuLwnQuMEDme72i0aZE+edXLHBSj5uuR5/oBHlvQ/Hxslvnix/VMFH46YBGt/po9P7VHqL7Ycx9ZubnrXnv1p87FPvq+f4/neetfrL4YXLq3g4ODwyqD5z/3PwcHBwcHh9cq/h/Yx2s8z3vS87yveZ53wfM5wDFTDg4ODqsNLszPwcHBwcHhVJzZPvZ6nvdI0+fbfN+/7Qdo/TEA63zfz3qe91YAtwPYcraD3MvUD4DkNKnbkEQlIkUSe9EZhkZV+poS/y30T2F7tTj3LfaQ1m1IYOYV3idpTEWDNYrQAkCxT8ITCovwSgyjqufY9pIVqpMMZ3WOIVPxGe6niC1EikF44h6PIgsP3MS+Xz5K2fB1SYb9LVfZRneKIQtH5zpbxuLCzKnyqiY/a9u84hKNyo7NsT+xLK959ipKj/Z9ndS8X2uS/JYggcmQJx8hLb7lKbb5119kIbuF8xkS8I+3XgYAGBCd3plgv48sBv0uFtmP6jSTaQcekOz79xn64S+oaG6tlUP2KgrNTHJM8hcMNX47rlzQvod0jgG2HY/y/HsVjrC7QAn0+QrnyFt7mBQ8XwsSZPcXKJZhRQGtCHKXrqVLVY6/eJChDf7DDCsY/ZaEP8YoJlE5L5BbD3UoVEbz0cJMq0m7F5xDoad5bdUEYxt2jzBxNqrQm4GlwOWTmOe9sSK9ha60rlnnbOO4WgRoSaENjcKayWBuh1XI2YRZit2tZPlrMtzPhxOgcHhVYHmea0P/DP/2q4HGEBoVHvxWeeiC6pXWEiobsqTC4fb8pCWisCYIK1+3gUITJoU9U+K6OpPn+a34/Po2GsPd81zDjyqsKjpBezaRD9bOR4oM3/qdq7i+/sL59+iXoPQEEKzLf3eMcutDKdqgt6cZkra7FISFd4cZorU1yn5dkaDd/cL0TgBA7kn2546vUYL893/r+Yf5PRcO/FhrId3/MbsNALAmxrC17yy+rvHbSII28MkrP3vO5z0Z6XHamnI7F7fz1xxt+f1Tx1iw/cAERSJu2MwQveZQ+KNlCnakQpw8UZUYCalMzHcu/2sAwEcXOJ6QjgK7AAAgAElEQVR/9d03AgAG7lcJk3nOmXx/8OhbkQk2EQizUzbhPMlwV+/k88rhMLe/MaQQ1qxC6Zv0IGKLmtMWkiqbaHbu9gztq7+Zzzdbhyiole/lXFvp7W60FSmqnMoit4dzHIOtbTxm9jo++3j3BeGar2qc3T7O+r5/+Qtu3veXm/5/h+d5H/E8r9f3/dkzHedephwcHBxWGVw4n4ODg4ODw6l4Ke2j53mDAKZ83/c9z7sSdN/MneUw9zL1gyA2Ra+B6U3XkvI4lentiM4GiZJ+RFLPBUk/i6Eyx1wlw8+RAl+xCz10ixS75PVv0rhQXV14cmuEV+Spi8rTL0GKSoHbUIW/J6clijAhxmglkFsNq1+dB3gNT15FedSZN9JNk4zwmgaSSujsZpvbOugN6QjTDbM1EciBVnxe00yVyaAmKTvUTW/XUxfSG1jfz9+za9hm50YyMtHxmUZbDfGHumUdq0Cyxjp0hP3oOcZj2o9QVOLYjWxrXpcaD/QnEBdxuPYRegdjR5m46atwbK1vLQCg1Mu7VOoQA6ik6dyQklp/+PFGmz0lNvpkNz2a7RnOgVuHWEBxZ4rqmkcrPRojtvmtBQo/XNEeSKObHPmmFK9pqcJ+XNHJfb5wlB6o2i4yUoOPiSld4jlrmzi+5Y7AE2pMlM23cqeY0bjNM3ns5jiu8TnJ12e5n8mYh3OBFzg/kkIz2sfLLZ8jee7ri120/liieXMSuom21GImje7eIgA4ZsrhVYFYmmuDV1dB72zTj7a0i6GqqDZralKf5c1XTXIUVTe8OMz1Jd0b2NuFvMpC1LgeW0mIDkVWdMZaZaTDKtcRnSR1kJi1c51Guv2rtIl/fuitAICNP0xRhrelaEc+2EGBis4wi/aujdDoLNa59l6dCOi4J0och2/kuSaO6jnh3wx/BwDwm5dzbS/fTnru5qdZtP6u87+MFwtXpcn4fHqGTNrDJ9Y2fuvfsPKinGNvObg3n1lkMdvypbz5mbfwufQXRnjNZdnEZ5O85oUu3sv7xylnf+maoMDu3WWyah9b9y8AgIvE7F24nZPo08sUufj43ZR073mc4xvL0Y6V23mualAHuFG6o6hnnFKPJPrFoIXLZiO5f8Q0xDTJQvocLgVzJz+sSCM9YcdVQcY0uhLiOPwx2tIjHbzWsjQsIk3K+BatVI+ouLBY1pvbKWP/xNQmAMDzF9N/FeDcpNE/C+BGMBzwGIDfARAFAN/3PwrgPQD+jed5VVB//n2+75/1wcS9TDk4ODisIjihCQcHBwcHh1NxrvbR9/0fO8vvfwlKp/9AcC9TzwPet8l6+L+k/JJZFXXrEdUR1TBWm4r22rZMj0koL1nteqtXv1HwVx4L84w1hQnDF7tiXg2bSJW2UMs2v+Yk2fWKbcVgxYN8lFqCHrmIPDbD99Jzt3KU1zr2VnrdrlhHVuTyHsqFm+To12fIrFzdbXXNgFSInT5UoAuxR27ISp3eoLdvpCfl9ndQBraiQrBjF0jW9muBh6xzP+PQrehxNRPXtdAlESrxWkM5jm8lxXtQHOL36TExWYFaPXLr2FblGXlJ4xyD7Ba6g3L9yjEbt4HmxnK8ptezn3vmg5ypmsbjv+/8ZwDA+XEydU8UyVQVfUmfLlP21eTNrTjySi3wWg7F6L4qyRVlTNWdkxzraRWBDNv9V+G/2nayXiY5nhprhPwGep0e511d8828whYPXuriOaOaD+b5seLSlmPVvI9XUw5fo+gmT1bq4b0Ki3VNTOVb2+wMaFcrUm1jHV9ybxEAgLoToHB45cByG0/Gu7YyN/SuBPNhormmv29NcbNPMclVV+q2aClXONS6ZqHGz/mJIN80vGLy6spz0b7TbUzcPNHJNfKmi/dyPzFTwTqopuNNrLnYi7ByaLp4KP7rn7Eo7t/96D4AwOc33gUAeG8bnwv2V2g7/+P4uwAA7+gLxiZf59p3pMT+7Ei15g39zpavAgD+3ev5vLdwTHTc+XjRYAWBreD9QwNB1MGV8ehpjzG8aS9zlVc+zucEK7lhETYnXqdnofW5xjHxOG3ye89jRIfJvX94kXLgZu8en1Dx2/4pAMDeIu3ziWwgOd6fInP22WUWwR1V3tfXlEf0kb0sDGzROeV22bdu9kspa0hPBc9qjfklNPKbZDyrKV5jdlTXs6A5ZqZSQ1bsOXXNtnnVYMK0LfYqD0qPkol5niOlaKJypqkUSdgYMOVMTfFar9nGZ7ZqP+e4d+CU0796sQrto3uZcnBwcFhlcHWmHBwcHBwcTsVqtI/uZeoMMG/blk/Rq7alyFwWf4WMS+w4PSeltSrc+mTA0vhVemO8QXmWlD9iOUCRAt0aNRX3NW9/pKB8rFjw5h0SA5BSQdjQCfajskVFXc+nu8OYioCR0imVo1JNnFpWrNzGYyJiNTLjUsn5Aj1oD76OMcqhq54BAFzWToaqo5tekWkV+wWAeKiVGbNCwMbeWDHa4W66Y2ryQGZLHMflHwr+QrLyHOanpBQ3w6mamuRYRBV7X+qiVyZ7FfvTq6Kz6a/Qm2XMGwAsn0cX0tRPqmDuXbxv1RT7V+xR7HSP7muPFBk7pRi0zD5M7RoILnIN2/rkccaff2iUcfNWwPjRHGOhr+qgGmFnmP27OMVxLNYDT+DJLFbaCv9JoSoWYz+KKlCZG+C9697LexYucvz9puLRCCkXqSxGT1/bnfLD3NfYpQZzpY3NHWOdACAiBcr4nAru6nyWX2VsluVIVTKByiXQek/CYqaM5bJ5+PNHrwMA/PXofXjNwYX5ObxCELrwPP3v9MzUHw7w+803UY1z6AsBK21MekU2yPJLbGuef9Vab6z5oaOnRh3Yb+kJ5Xwu8eBSF3da3My19d5OKrD58mxHsyezEsH/rf2qlntjvcwGHfokC+xuvJgsyV/c+ncAgLcp+OSP1t4OALgjt73RZl7ybr3qsOULzVZpxyartFtdsmOFMvu99bs/zf4tByq6vSO0o4vLPOGmQT4X/M3mfwAQFBU+G87GRjVjscBnjfw65dxKcbFs4nO+bPhMkJQUGmBkwn0zHPv72p8EACQ82sh/PEHlva40bWl/QkWR1zNSI1cN5syw1AbvmKHS4tVdfObqjvCYS4eozHt/lucqSsE4LQKwwUDGTmU2FFjTUOLzPWO1eFC1S88DcUUoGaGnpozBYluWt272s/VcJbWV2slIleWCrnEvn5liTcElNv/rypGvz3HfVIiNHvhRjvWW+0+5pFcnVql9dC9TDg4ODqsNq9Dz5uDg4ODg8LJjFdpH9zL1PNCzWzUyuulhrw/TExUqtuqnFK7a3Ph/uCQFvQUG6XpZel0iR5dbjol00xNl6n++mIRmdiGUpcuk/vSz3O5kALUnlqv/oSV9ZlsW81uL8/fEDI8v9AceHvPMNN7w5V3JjXCfzCF6xvof5jWPbafraSDO/g/Gec7zUyeCfqqxrPKA1sUoWWPqfhYv/t08x2npmNijbo5RZSVw38SmOTW9Nbr2GMcju047WMh7SIzGQZ6zmKWXpmeasdVeIYgH73yqCwCweD49eWGp95Q72YZ5pkoXqbZVslWlLltVzlJHUA+rLnZtJsdx+sIMyxu8oYtM3g0ZbjMhXuOTBV5ASC4y884BQFq1M7pjHPud6TEAwN9PUg2ppDpZDZWpemvdporyyrwmKci23ZTG8o/QYxfeRo9dZa3mXcja0vVoXlgeQySrOd5ELtUSqiPVwftl9WHCYr98+1y0nKmi2uY9LQwGeWIN9SLta97ob99HzyPe9xpkprA6PW8ODifjmV9+fuzHgRs/CQC4uf8dje/GH2eOTGbc8kdkrxbFooutrsbNNvK4gC0P2rdcrOQ019NqWnX0VthW3y5uZzz213JrIZa//TC3+cGAgS+rTp4/yvVrsJ8swvhx1hnq/Q470LmHx3zt6osBAG9LPQgA2BDluX5OUQkA8J1C63jdkuKav6tMxbr5Gm3TR3Os/VQ9woW3eztzg1YiwVPk4h7lym4gK7NvjLm8Xx1kNMmHOo/jxcITJfZzbow2NH4p7WtZec/xJMe9NMX+x/oDNb90kscuFbju/8M87dmIJO7WZjiua8Q6zakWo9WrvKAtuA7Ly37KY1TOj3Y8CgD4s5k3AACmCnzW8OZ5b8JiE41lzK6zJLmAmRp4SCzRpK6hi3YqP8iDOsWQbe0h87dY4jPGMdWwzC3xulLtxUab+UVFC+VkI/Us1nhuifI/O/qYY/1HI6xJ1ns9r/13Z4IkuX88eCkAoD3G/r1z7S4049CPsI7YW/7Da6cW42q0j+5lysHBwWG1YRUaCwcHBwcHh5cdq9A+upep54HsGnqeojl6IBKzymUZ5udKmr8nZ4KcIctRqScU352km8sfpCu+mtb3UpKJLQcMBQ8MZku5n96K2ijrDFm+VfwIPTr1GXqt+sV+Vft0LuW5FHvpHSl2NuW9FK3KNze1qFX75udivzwryidKqNJ4e4TeF1PgqftBm/NV9nNTgjWgLpKy3WNyC1kdqoEMvVp59atWOzWXq9LVyuNGtvCYonKowjkekz4mz5MpQ4nZWN6kMWuKjc7REYrM4dZaE1ZZPK5Y6WKJ3rXKDqn/laUE1C6WzA/arFfYj8Ulnm9C93m+nZ/Xx+jNsjpTURUNe6ZAL+KQyfkASMjzdHP702xTXsq1KdbDWlb9K6u6UZ/k72XlylmdC69p7ixfxvP4O7mNimky9qhxHbr/0WX2L5KTWmJVtTYqwVJhyn+FXuXoadpXa611N4yxqsXZz9SznKeZuaDYTLWPnsRwrpUFTMx24jWLVRoT7uBwMg7f8jctny984CcAAKF7FSUhducd72RCx99s+fvGvultXB++maeK68NZ5pcey/Nvf1YszsQh1h/K7D99rgoA5Af4Yf5C2pT4PD9njnC9S87yIBPWqzyrnB+xW2bjS5cFKnQ71pARSSl39YkpGRDlzlYyrQzZxiTX+mNVrm9T+mF7U0qS5USNRltrgJr6q9nIjX38/WiU/c8qp6bepGKW2ErbYREhl5/HxKA/3X0TAOBPZKdu3siahx8ZeQAvFP/q7l8AENjOyrQYoC165qjw+8Qgxy/aVChpJWssDQfigfB6AMClfbRk7So0llVERVlJc/Nl2tDzkkEty74II2Nu6aMy8JoIj3lP98MAgCeTjPx4OMWxefjrF/LcSu22uVPZELBIlZ/js8XE02Qck1MW6SGmVOP7X0buAADsiAWRFc+Fz62Qwfv8FkaqjC/x88KCmMkyz7F3ngl5vWtb84p/p+/pU/5f8lUL0mvNcburEMZrCqvUPp76FOvg4ODg8PKifoZ/Z4Hnebd4nrfP87wDnuf95zPs9x7P83zP8y5/cTrt4ODg4ODwEuMc7ONLBcdMnQEbv/GzAIDuGdV+KvFOlboVJ7xIF3xizlTgAo9BLUGPSXyB3oTIivJsdLONPai0SzmuS7G10dbK2UBTHQRtLEcmPzCo37kNK88lLNbJmANrq/NAkOtj7IKdLzWtSvVi1GpJHhRf4u/j+3mOfSl6hi5up1dptkn+aCROBqVf3qOHi/Q4Wi2lZwv0MCbCHLeuDOOqpybpifTiTXW6clKZy3Nc/DT758fUP4s99sItY7O4k9cY/xavLzEftBnNKWdnQOqIx8UKrkgdT1XLTaHIFJ82DjH3Kyraa/9Ef6PNSIL3t6J+Hp+n53HLOtbKuFiyPMZMbYyRtcuo4MWu/GijrQklEG1J8lhj/x6ZCfYBAjYsUjBlQ+UYVK1GReAjsd+ieY55djjIpwKA1BT7nx/guSraxrLyNM5I3fFEwKDFjhi7pfnVRs9jcZgMVLPyHxD83fiq6xXKFRq/RebpyTRVwXqbeZZbXU+mrPmW4Vd/XLiHFy796nleGMCHAbwJJDEf9jzvy77vP33SfhkA/x7Ag+fUWQcHAH+xQEageJBUVFzLTHKKf8ff+BuqnX5+xxWNY95/NfMh39vxCADgojiZoLxs064S172/Ll8PAFhcFLufUzRC0zJTSyq/KsM/nLKUWbe+i/lK/330ywCA7bHWOo/PB5vu+gAAIPMQ17nuoqm9KRJATPxffP9mAMDYpeznnw8/fEpb72/n+n+4QvZql6IeNsku3JtjvtNIaqnluEMzbLMtFTAqi4vK4V6RLe9jfuxgJ5mWE3O0J1+/j2vmhhTzUA+87WMAgLB3dl/6hq/8PM97kOewPDLLx27LsD9vGGU+d6HG/e4ZD/LH47KR1Vk+B8xMs5E3byG7ZBEY9y5tAQC8pWs3ACCnHGvLJQaAB7Js98aM6oWBduPvpjlHLsmQnbuqgyp/D3lkpkztUaUcsZQJ7OADN3+C/5Fp+dkjbOs7j17Afn+bjNW7xv8DAGDLds7Tf7P2bn6fDiItDO/LLGj7zZbvs3WO169N3AggGK8HlH9/deK5WaZ8XcxUuJWZ+vX//4O8xh9T/t9nXzgD+UrAudjHlxKOmXJwcHBYTfCDKu+n+3cWXAnggO/7h3zfLwP4HIB3nma//w7gfwIonuY3BwcHBweH1Ydzs48vGRwzdQaEp+glr6ZVpylpcdZSM1OulKXQWDVwIPCaVZPmaaAnpHaS5yE2L7W/iuoqraO3qdgd7GeeL2NfjKlqm6A3I3WUnpFakh4Ly5UqdXC7sp7bckcQ65uYVdX5nGp9pDgVYhUxVL7l3+japLh3Qxfjr01pJ9TkIrD8KauddLjEGluTJXrIOqNkosp1XttyXv3RsIVmmuSZbEzX8dpKUg0KL7eybVU5Go0dTO3nOEeVV5acCGLgE0PKJdP4KTy9USW9Ku9mpVPqPqrrNKaK49WCFUJpypkSm7Zzy5jGwGsZg4SYs0vi9Jg9IW+rjV9vdKXR1qNL9O4eWOG4dcbI4Fg9rvkF5YtN8BqNmTIVPcvTC8eD/s1dwH5071O/utlWaprnt9pUKTpGG0pGMeVOVdvkkezqabSZmOZcCO0bBwB4RzlnUiUykdUOenDDuVY21hQq8yN9jbZMdcvUA011ySrEv2ZxZs9br+d5jzR9vs33/dv0/xEAR5t+OwbgquaDPc+7FMCo7/tf9TzvV16E3jo4AADqSU7c4oApfioXV3/fiROBV/3vv/p6bn1uwyUdI4U9y73MqHxjX1YRIEqnLPYEa0Rsgf+PiFH3LiWz84VN39Iez4+R+tRyb+P/v/fY29nmEdqpaiOtpVXx1Exgqpv27ce7yQxYfcWxaqBsV9OxRRmf74qJemKFduGCNqrjWj2lZ5e4VtaVVzx/LMgl9dIcoAvOl22ZYE5XUQpyCUVzVMOy9VLIvfRh5rXtuvKzzzkOtzzzNgBAdIHHWH5xRcxfvYPn7m2jfb1vgiqxC8odruWDR0tP+UFrttLI5FQ7q6LF/gIxktcOkkU8VKVycHf4VMbnSIG/3ZblnMEQ6zr2xrnvYyu0QXvmBnXyVrlim1OWFwUA+yu8hq1R9v3ajgMAgIfGdwAIapclZ9jG7C7eqz/I/38AgN8eYFve6xYabT75HGPbFuJcOjV/jWNhDNUXF4PI628fJ2O3tMz+DfZwbt+740sAgN/4tc8AAL67zLm077lv66sHq5CZci9TDg4ODqsMZ/Gwzfq+/1x5Tqd7C2205nleCMCfAHj/C+2bg4ODg4PDy4XVKEDhXqbOgNogPeveUXoTrO5FZJmvxdlh5eD0nfr8YrG5yTnV3FHeSHSFca91sUfZdfSY5fvktR+Sh74pLDa6LK+K1RfSRCqUeEyxi8yPqQrV4sa08HP7QbE2TWqDxgBUxAxU2tifuoLdoyv0kOQGxATJy/bpI3Ry9ybpzbmh59lGm+cn6GEKyW1woWpPXJoaAwB8fZEx21sVN96rSue7Y1SaW0kGVdPrUoYrZdmf0JLqTul7P11Tf0Mt15xUftvKiDF7QU5XVqlHRgYVe6zmBDflnpPqho1RAsi8rY3H1FATAykP3GCCjUaUV5UJk1VaqXPML4mzH+al3F2getPWRKBUNB6jV/TgArdTyLT0JyKmzCu1qkgZY9r4Y26ajm0nVF/lYmOc9P04+1Hq49xeWs8JVxRpFJZCUNezGucmQtUf4H2KxemNjCyqjpSYp/AuevZ81SYJdZARLFy5ifs1KSxm9lKREhWOU3E9PY+JWbb1m9OcMx/s/j5eM/BxLp63YwCak+zWADjR9DkD4EIAd3ustTII4Mue573D9/1mtsvB4Xnj33WRpf6TDNf8xD6uK6Vu5UuOcC3wm5RQw5PKK543JVF+n5psbbssditL0gGlAZMLDdqKKGLBFwszkOb6+zszzHt5fJF/Ek8d5LrrrWi19Cx/VjmiTbma7Sex5CXVI7RoCCuxaPa/W+f8pX3vBQCMZvgQ8OsjX2u0uTPeFH0BoDPEvKG3tDGl8Zu58wAAP6zPvyvVOlsH757c0ji2VOU1HJyhvSjOyH7GOeZtqu9USPFe1IqKHNkrtcSdtOG94VYlOQDYt0/Khd0c64psXu8gb1JR6q6HDlGNzksoj7Z8auaIV+b4bOmYafnebGTO55hsVh7xfJ226UHVo3x75qnGMXFRSwcWec1/WLoVANCX5LNETL/PiyEzm1i35ynNmVJXcJ9/bezdAIC/2Uim5/fvZi20oSPKkdf8W1nP/Ss9ypUXy5o6ofqaTwWs4fv6qKj4uQ3fPmU8ng9u/+bVjf/3P2I1KaVYuZWs28ZJ5vS/72Lm5v3r3nsAAL+Ma17QOV8xODf7+JLBvUw5ODg4rDKcg+ftYQBbPM/bAOA4gPcB+HH70ff9JQCNWCbP8+4G8CvuRcrBwcHB4ZUAx0y9wtBzNz1n7ePK/ZAjLCpPfN7qOckZU1gTMD/F7fTQLc2zjeSk5bnwd1PFKW1k28mM8p6Kqr1UbM6ZogckuWI1qVTtfU55S1JxsxyunCp3S0SvUYOjnAnors5DlZZjw4VW1TdT+8utERunuhE2h/vEKlncMwCkpLpjuVOTVXbgoRUyEiUlOlnuVDLMPrx7/ZMAgGeyg422xpbJUCzk6G0rLWR0TexnTMyFnFmo3Cj1o7vJ0mXXS9WpPehfPcreW75VdMXqIOnzoli6Dl1rj6hAsU/xbt68ZDyoCRaPcrxMlef1mYNsU2MQ9VpZyzcmqQxY1rh97MjrG78d3keGLikvabldeQbbeG1DXfQKTopts1phVvfMUIsF3s+ocuIy46ZUyO+LYpdK7fJWKiWq1Mtrj81rLikePL4UrF5eXmMrBcrFLWzLpkJbP6u3p8bZb6/AeVHV/EzMBuPnx6VEpTyr6DKvpWOM+37jOD21d36YCks9eG0wVC9Urcj3/arneb8I4OtgIP7Hfd/f43ne7wF4xPf9L794vXRwaEU0oRzMSVsv+HdcSHKt6FkX5JUMrSO1s1jk3/7UItf48jIXZFN3vXYzc2nao1zsH5hgbunSUpAH1UgrVuTCiXEuaP/w0A3sj1ikXplyy7cyZddyh2xDE2uePq7cLS1XkYLsr6JOzG4U1snWF5RbVeVC+COjjwMImJfT4YkSlWE/PUU2YTTJ8bkiyWu2HJrf7xc70x+wNL86eSkA4MGZ9QCAY6o7iIiiEY6ytlF4hf35D29lnaQPf4H5UF/KkuX6YEdAXN8jexpq4zX5i1LTFeM3e5z2NaEc6pG1rId1YoqsTFo2si8T5DsNSQH4snayl/+2szmlM8CC7l2fGKs1Mbb9U3t+urHPzDP0A8Vln6b7lM90Mdu+oIORDrVlqcLaPZP9smiOejywZ21RTooPz0tpUtea71O0jh6baopQibZz/7IUh+thRcs0RW88uJvPPJfNMdSjUuOP2/uo1Puefvqu3tvWqtr4T0s7AQR5gkCQ492IvplWrp4m4K71ZBHv+22qDSbwEF7tWI1qfu5lysHBwWG14Rw8b77v3wHgjpO+++3n2PfGF34mBwcHBweH/8dwzJSDg4ODw5nwcku8Ojg4ODg4rEasVvvoXqbOAAuJqknkILbEEKR6nMNmIXKhihJoFwKet1oV9atk0GKgBk30kSru7GDImyXmFnSclw1uTSTXWlzWwrsCqXRuV9bw/CsbeU6vWwIa06SDEzNBcmixi/vGrOCrpNlrUe6zvFaSqO0mesDPJyYYOpAtShhiOOBbt0uAojOcb9n+nBIjv5lj+Nf35hhesLPzCNuQm2Ei395oqzvJY01edjIpWfCC5OgbAhqSfX2A4Qeqe4tamv2qlptkzDWkFYV0RBTmZ3+Ylhvt6X5GJEFei3GHdT0MwVguBwX/RkTTW5jfHglLXNN2AM04VmXYw7w6sb/IkL5regM+/+gsQyXqUwzji2bVjxCvpT9FkYvxPga11A4p6TpihZ4VltAUqtKQHNetDyvMJbbMMI5ilxLF+xUyqjkTPs6QEa9m8utNq5dJnWs8u/dkta/mej+PXbyIoZrp462ljCptwdyuRxjiU1MJgdiiChPOMtRj7i7+4Qz97WurtuxqDGNwcHguvGnvDwEAwru4dvmNRVUbhU7Vm5YRW/ffNswirUv9XAueWaGoga17Vix9usi2cwWuv/Um+e1wXvLUFSt7IeEnhXmZeFR+SAIEF3B9uXoD19+nprkeZ8c6Gm1GcrI1WjsjUji3tXCF0YboHqINyMsmFmd5Hf8yyYKxvWuWG23ekJhFM+oKg/z8xrsAAPcVec3/ME+hp/899BgAYEL246MLQZWDPxpkGOF9nY8CAN4/9zMAgKpC3LySOq578Ze3v5XnVIjbE1L0eDQx1mjzX5auBABE47QxZY9tmd01u1pTSN7xowyn9CRu8TM77wbQGv7/xjaKaJwsvnEyusK0GynFVd6v+/xbW7/a2Oc/ZX8EAOAvMyTUxLkMQ4rBbB+krSxN8XnFQjJrCdn8/qBw/KY0hTHmKnzGiM5zXiUWZM9UTsTrpx0b7eU5joyraLLCAMNN0fbJY/yyNMbx6TzItk7U2O8/6N8KAHUIt9cAACAASURBVPjN11ME5DcvYSDBkwuSt2+S/Td7bqkhcWk2mdjW3sc5EbftZQhhq4zWqxOr0T66lykHBweH1YZV6HlzcHBwcHB42bEK7aN7mToDFrfz9bdT0uLhnIrgtUtqNNaaeBjJNsm+Srbcl6RoVQxKrZMen2iU/oNCid4aK0rrl40xCtoyJ59JdNpEqqoAcNiKB5oXUGyYtWDeusRMMAPNu9bwuqnIrRUZNkGCzrX0wmztoffmsSOUmI1JkCLcxLfm63T/XBGn9HlRRfceKw0DAJ7J0vu3LUMPyrM5Jt8ez9Eb+ENDQXLtvjy9kwck+xpVwmv9aLplDExC3or2VuV5qsc0jkvBOFaNaUy2Fls0yXlfYhFhE//wWgUrwvKU9qWCQsAH59m/kQ56J01CPhOi58scKGsi9KrmVSBwR5Ks3HwtkG4Ph01619ggfm+J1tNJerVCkh8u9rJjqVkxpZLftzEAgITEIux+WxJroY/zrmLDqXlaX5ALT00Yk2UsbDPqUe60sJ3XkB2V10+usUai7FC85TivyT1d6o62fFfukNzsMu/3wMMcx5nbKZPb9459p/TjVQd/dXreHByeCwcOc73ulL6E2cS6yIhIOxczs3cAsFTmgryiEJALUoxsWC/25u55FiF9bJJsfzbL/eoqnm5FaIEgiiS6mYxETUVu82mVNZGUt/Wru5O2qVhTeZMi153YQhC9YUV6rZh7m3QTrPBrbZiL42d3fIKftfZ/4OmfAgD80NAuAEB/JCjMvqvMdW1HjP3aFqWt/IyK9t69SMGdt3VTlOlzK2RWPnmcohGf2vJ5BGAHj1ZorD+443sAgI8+QdENv6R1V/1KTqpkinQqrL+fmH1do8V/2U02zaTjo8tiZcRE1VJcmCqL7L+xX7ZexcUqbY4G+vafE5u2U0yaYaFGqm+8aoXtFe0itu6i+DEe18Ro/X6Gx0x3WKQK+3VkkVEd3YO8r1cO0b7eNc5ni7juq6d7N9oXCKH8x25Ki/9zbj0A4I4IRSDKmVaBKl9jcPiExFBTJ5VMyQZzJyr9DRPIKohpMma03KVjxWL+6f6bOSYS+GgrNZpqlLixZ7WKGKoIH6PQ/ix/OPIePl+N/EGTesWrEedoHz3P+ziAtwOY9n3/wtP87gH4MwBvBZAH8H7f9x87W7unFgVwcHBwcHh54Z/hn4ODg4ODw2sV52YfPwngljP8fiuALfr3QQB/9XwadczUmRA+6bMvxiBLL1tCsqHGEJW6g13Nm2U3t6bco0wPmYmEJLVzxZPiiGvGjjTnvXB78tt4pCRvftoK0fH7vlF6XQplyU4v0bWRWDpNNO1J9YaXNkqafUu+5fuHDq7n5VSUUxU6ddb2RRgbPq8Krwmv9XwXZehpsnjqXYoPvnmAbEOo6QLHsxxMyyUzT1hUY2F5ag3mxNi5WCubVA3Uc4O8IY2teRjt+0bx3k7lkfXRrdTdwXs2uUJmKBIO+jmQodfRpE8L0l6tKKGo/6SCiFFNiB6xdrsKa4PfNCc85XKVVSQSC2xzIk6XVFjStxarXVd+gI1J8zyxa4uKoaqkxJga82TpTJKcj2c4oLVZXmssZzl1TYWKJQU7d6Hm/XoryMnfkwfj2k8HiPGLqA+WhwUAhW7lG+a1T6Hackw4z7+1NWL+mhx2r2o4ZsrhFYWqPP9aBKwESEzKz9VjKsUwFORPLouJuOMIc2kn+umVNzvRGWMjFhFQl+2B8orDTfmwJlttJTyqFS4+EcmCG8tU7uB+P732CQCBLXrsSUpZR5vyXspdrdLoFsFg7MJbtzMX6FMLLLD6hf2X6Nxc+7+R5HWNjsw32jRGyrA9RgN1qEobM5xgJMjRMtmmr02z6PDPryHr1BMKCtv/oXKPo7KzFvmRSLKjeZWd8FSA3cyxBZO0R3gvfqHne402d4+wjaN7WKbE1qGGlHhELF0v+/vODYwmGVDF5UeW1wMAvlPZ1mjzzb0sQGz5YIPKpd4UZURD3Gst7RH12N+d8ZMfwICBFO3m0jyZUCsfsjLHG3znHIsbZ6Km8d4agWNjML4/KMPy6eHtAIDLkmJ0hlTK4wTH2u57TLL/m/rInD59hGMVPcJ5HGvK34qqfI0V+q2pzYF+/kFMnuDDmmcy7HoOtJIvoaDKDlZGzQbzc2SqNZevkcN3UWtu8qsZ52Iffd+/x/O89WfY5Z0APuX7vg/gAc/zOj3PG/J9f+JM7bqXKQcHB4dVhtWoVuTg4ODg4PBy4yz2sdfzvOYi9Lf5vn/bD9D8CIDmYmjH9J17mXqhiCxJwUZshxUYDc/Qu9C+SC9JcphehplLAhqkJgeSFYnz8mIu8vRiZKSallIBWCv+uqg46Aa1goA9CEvFL1pozQ9a2ajft9E7tLWL+U33P0rv0PCzym8qBTOwmuS1hcQW1BrsWitVFTYGakkx5TYmG9nf4fhiY19jY1YUKH+e8nM+Mst8lz1L9OSMzzVReAAm2+mRTEcCr926NnrzprP0XhXDylNTPlFFBR0jyxrXkvLX1H3z4kQDISXkh1TseLo1t6fcaVuOhZ9Q2/JyGsMXDfPzxb1BkcNGjpQ8YSsV9vNgmflgeyNk3frMAyVP6IN5jsl0OdNoy9jKeTFSErFCRHlfVRUR7FW8/9Q6FYKWqlXnQV50ciYoilvJWO6emJ+GEiQ/x1fESEl9qL6Nbji77cZ6VVJBRPDkNfyuYzOLKlo+QnUvmbPUlBQWV6y4YGtBzHo08Dia6pb9jTVoenm4PalMvr2f+QdfRD9e9fARJNs5OLwCsPMCFpndO06VsuQcJ3D7OLcJFVmdiQf5k+2DXON7EmQ5judpBxbKNJ5WGH5zN5mAehfXm90TtCM4FqydVsS1vIuLedxyjrWeZDdwbd28jc9D78gwJ+m9j/8cACB9RAxWUySDFXlPTNva15rT+sgM85wu6yOTVlKx4cgc19LZTtry0ehc0CiiaEbN5/h8+OhNAICD08zHKedoQ6MprseTAxybPZXpxrHXp2lbnlFOcm+c43XtmjEAQGGI53ponGpvhRL7458UVbIhGuTtfvq8TwMAXr/7VwAE0Q4WaRNOcRzT8VY2aUxJ1isVjsF7+h9t/GaqvtuiZBr3VTjImzQUqdCZVf6a0RVnW5WMrkHXEl6kDZor8hp/uI/nX7iU53qsTBYvfYz3smNvYIP+tHQrAOCqqzievV2MNllOcx7GlV5VPcRxOio7HTnGa01OnWRbAczv4H3tWMtnxSuHWFT4nnHafYhljWU4Jj3t/BuY1r2oNw+JKWFqGjYiabS1Z52BntYCwK9anN0+zvq+f/k5nME7zXdndW+6lykHBweHVQQPLszPwcHBwcHhZPw/sI/HAIw2fV4D4MRz7NuAe5k6A7qe4TYxLWU21WAKyWPhFVTHSfV1/CY5j4rl3XRxn0yqNdujJjfDSKbVm2D5ODNrA89JWTWhwmJfVvTiHNpKT9StG/cCAKaL9NR9/9AGAEDHMzquqFycplyVxBzdGZb/srCFrpDceu470k1KZ3KuQ2Ng8kzcbBgk+1WsB562mvo1EOZ43Vmgl+2mDsZMb0zymKVeeoueyTHuuSQWrieUbbQ1o8JcJbEeUeXy1NMa5GWj/LipyLkWkdBeTIxUz55g3KPy9hUlxpOYbWVMKm1irMo8R0W1tUpZeqC2radX85auQHWwKDnB8RIbTSnAekJ018Mh5kStj9G72heiZ+3yFD2562JB3RHLt/r2kGq1HCPLVVFceDxWbRkTxHgzciMW22/1MU5VbTTlSWO7jDGNarzaD3I7l+G9iV1A71zyes7PdFMyQaLCgw9JwSt9gGPQIy90TLl5NreqSeVFiQUr9DTVYxMZqSkTzFG/ldX6YAfXstcEM4Ug98TB4ZWAL2z6FgBg0wV8BinN8g87bubNCPGmh6Ab+lmL7+YMc4/qMqBfWWTu0UyZ6+Drurjf8P9l773j7LrKq+F1bq9zpzeNNOqyiiW5yDbuxh2MTTWmhBpIAV7yIy/Jm4QP0sgbvoSEfEBiagiBYGwwYLCxMe7Ysi3b6laXRqPp7c7M7fV8f6znuefe0ajYsvEg7fX76Xd17z1nn332ObP3uc961nq8pAh+7KLb2sappZW2XCnRBYnWRCP79Wdzfr1nDR33snKMzw+w5lJut6xvsp+7SnYSkjpTIi1Cap4wEMu5uHx9FVmcp9LUW92fW8fvxWHuunl8gLjAX8tGAcChAte6nyTWAgBubiNTFujgulzSsRhhmz8f4nYjTU4txoJok0clu2FDHTU/b4kxQ+mu+AaOjTxT5BuklqCwTW+MbT2qX+o6WxYNrVNri/tkJQtiQmpCPe7mNRhLkBF6xzI69r0l4jBoJZnLQi5u03y0FGpWKGvntpwHq3c1Pw0A2LeWzwf9PeL2G+M6v7aBjpCTJfZvUZisYOxSXsSHnqN5W2DI6URoiO1v3E72aukyrvPDnbwp3OIe6Y+LNj3P9x+5+VcAgDYPb/JqZ969aWqynh4kK/jgbuqyrHHemEoOWuKaPDQq2TmjsmZWSeuseq699oTsq3oqJedEzzz9ax4zgoM43fEqr4/3APi4ZVl3ALgQwNSJ9FKA+TFlYGBgMLdgrNENDAwMDAyOxqlbo/8AwJWgtqoPwOcg+be2bd8O4D7QFn0/aI3+wZNp1/yYOg60to7tVisYrWHEYSs1MvoRX84wwtRKx4KleykjMwVhoEbjjB5ZmuMrDkVjGUZrGoNkLJqlhlG6xUmare9m2L4+wNexdLhm26JEqPZPMkoT2EnmTPPWbSUyJh0tjUb88w08Tl5qWDXOm6zpT76ebU8FeI7KvjVK7vJg1qkYnw0J8yMbLZNc8ZCoBfflGDkZyJG12VDHPOJnpsikPT7iRBqVCXFLVE1d/XLiTOSSiuy+uDrFcT/NH1YnOd+4E2qM+LlPppWRwkqOs8i+lEHJid6tnK1lxbQPTyeXVNrsELuqtIRC9XVViExKu0StLpdI071p6sX2ZJnnXs1Mqf5qfisjsL1TbXIu7GeuT/VjWidLaDl5yTXU6gQAx/HKl6x1NarUKpNzVte+6EEO3LS4TMUlNz7nc6YKZSuVkYodZMQzMMH735UX58CIMGXjoj1r4fbxVVX12OTyeAZFD5jgBbSGqaewO5pxRsIQUwa/Q9iV5wRcTkk9J52T6rSunWhaG4/249yaYfT+oTHWWNI1Uf8E9sbJRi+o47yYFF2OO+ysZw0dnGebZE2czHISv6SNUfqCTJIPp6kjfnIbtV3hqdo51OskR8Aq1tbmy87n8f5j/V0AHGe+ngL7ZclcW4hy/nt7TDXwtXX2AGBAmJPFUpNxnY91mR7LUADdl+c68YZWZkH8Z8/rAAA/PrC+0saCBh43J7WyVkfIyuzOU1O2L8lxyyWkfpO4IELWjSuDx34ibZzPRTF/iPNvZZ6O81hlGXtlpOpC3GAgy7X9kYzD0uhzwJJjaKNGSrxm6nz7qzTXiX15Pi+8v25fZdvrRNO2atV3AQDvsN8PAAiJze/D/WSXdkY4BpU1NczzaVjAMYsXHd221qryjXLti63mc9aN51On+0CWYx4UBqvQz37uXsBjfHqBpHXAWcv/RNJf4sNkEn1DUhstoc673K4wwefCmNbJlGeP4tnOjeiSZ0hXQpjSlGi/J2qvX9OLBZwxOIX10bbtd53gexvAx15qu+bHlIGBgcEcg2GmDAwMDAwMjsZcXB/Nj6njINnJSIBf6kl5p/nLP93NyERatB/TDIZUnOUAYPQRMg+Rfv6EbhXXvOlubhNfIu50ndSmeISpqvczKtIYduo8NQb4/yY/IzgaiWqU92P52lpG6nRTCDEKEhgjM2CVnZ/z2VZGqxJdbEu1UovrmA9eJ+50O+OMvthdjCiuWUjGZSLHEFHA7bBxqh/S2hkzcXaAudwBi+P463HmEasDz9I6J7IzJa54fnHUS+8XBmxGmWm1yFSnwsp7ZaqyjtbHm+R1zLSzEW+i1sGpJI5FttTScAV5brHIses3JErs56Q4FGVKHIM6F69ju4fXd0rG/iwJfboltPLQ9KpKW/ummAeu0T6X1MPya+2JGaybytWUedRcam9ViTD/tDgTyv2nLo7+CTaWUEfAjLgP9SiDxUans3SqnGypdW8CnBpfqsvyTgubOCT2R92Mzk2sYrit8AZGB+2ME6H0beS5qkOlS9z7rDDHs/+K+qOOe9rDNtboBr9beP9OMgThQ5yUtOZhSUiZ3BLOoXbeWSP/+9HLAACBMZ2PUbNvrp1zVPci0efK3OoT4Wc07MzLbRHufFkT9VVaP+ryCHVLCZksNVMg2CyucKNkBkJD6vDq/OEVosKqtXFOOmdFDwDghhn65+8MXgIAmL+a7NLnl94NAFjvP5qRUqzxsY3DRa55jW729wN1ZKr2Fqh/+tv+NwIAvPJ8cH33rkob00Wn5hQAfPmFqwAAAXEAjAZF0+2VJ09ZO8v+Ez+Jfu/s7wAA3rT7TwE4a2K5ntekXRzvlBHyyjU5kuJ8/UJwYaWtVIDjsKTaWhdAzhYnY9FE6ftVPq6R14WUaamtzQUAL+Z5k0yn+d1oD9fOUiP3Wd3MazEoDpHPD3fxPGytZ+hkR2h2iz6gr4/RnfEzzbx3/uRyLqwP/eACAEDdfvb3iRxrWl2yngzg7y14ptKmZgt5xkVvNSlr+YQ4RE6Jjk004Ok2fr/ilr0AgJtbtlTa+txTb+a+wizqeq9uztPdbGPR9b0AgMJ9OL0xR9dH82PKwMDAYA7BuPkZGBgYGBgcjbm6PpofU8dBrllypgNKh0gtHk+tM1odg2EIjZYq+wYHyUy40uLOU8foTNEvUfqoMEIxYWCkdoEyU36Pw/hMZIX1KPL4YQ8jT/VSt0FxwCYTUGgTBk2YGE9WNEIZ53LnIxIN0sC/RK92HCaj5h5gf73iIKhRwlyRbSyrY7Sw3e+4ESrjpDnPTmSJUObqeSkL3iAV7lfX0SglXnAYrS2j82rGYe0FzEtWx6cd/WTMChkZT0nRVnYptkeiOFVOSqrhCc8Xtigq9UxapT5XlMyJ1opSrK5n/zZEGC3cn22rfKdOSiM5dmBldKhm3wnJjV8rznsxuZV+IDqxbfF5lW0zBfa1WFBnqtqImVvIoUK49lzdwmCpI566+wCAX1wb8zG2rYyUJyE6MBfP1TfBxkshjpEl4S9LnJ88Xufe1jz0xBJ+lpovudxJjkXJz7EodQqb2c1xG8/IfbzHYZtcwmqVNWBdFI2c6BQzHXMwBPVbQDWLbGAw16E1+ISoh0vIG2XRvUe4ngTGHUbAL66jbtFYFv2qSRbtkdRmbA6SqbiphRqWRjff/8x/bqUtrVF1UBxkO2VdCluc11pk8vzx5EIAwJp2zumb4lwDPLJmqcYUcBxPy372U9eFD/deCgB4QdiO6QTbaG/mMXsKZEkuCVTXlyKezRVkG+qB1vuZ6dFXlPpHcszlXk7y31v4KAAgWSYLd3eyq9LWF3ZeDwBoreN4/Mm5DwMAzg1yvv32yOUAgFHR5YS6uc5d1Hn4qH7NRKc849StoHZ1VfMwAOC9rRtrttuaoVutug82etgXVxV18LZILSOl2CXX/UCB6+mFAY6FOgoeD/pssayZzN62Qe7jHeYAbq7nOOm5+iWDpmeCWinLWc7gm2JfJ1ezP8pIKZRl0rqJqtcpBfifJtGXz/c51/upKeqqS+287xINHJ+U3NO2JmeIHvvqFaxx9Z5mju/3x15XacsS3XjZpw63cnyv/J2srdUJ1uYpnZ6Yi+uj+TFlYGBgMJdgwxhQGBgYGBgYzMQcXR/Nj6njQCP+ykR5hCHwiPOZ6nQ8qZK8rwp3uJQZqS2qoCyDmMCh2M9o14REcqaStXnQAGCL+87aLrr1nBVllGjHFFmk4TSjMsUSox/BGKNYaWEM8nVap8oRHJUk2lasEwZMq2mPMGSigaVcK79/3RrSb2uijB5pjaiwx2FxtmVYY0Tz1Ge69Gj0KieRnpEMI2Zbx6SCuzgxAcAtCxiFbJU864VeMmEv5sjkhISdm+yoHa+hBNuciPE13e6wINkOnsty0YVdvJh5yerAp4xLqxSp8koIaKwgjIt836zJ/QB6MiwU0R7gPkv8w9JfRswuCsxeVMMls4FVFcGrD5Ja8gkbFxc2qJSmI5A6TWnOdKFOXPPkFF3CaNkTznGKIX5WlihWukMY0kW8btEjklcvdRsSXRyL5AKpk9bFqJvf7zClQR+jguuW0GXpkhhfn5ikQ1ZZrLFUP7bpIN26Ii/wWjUPOxy9RtnCA9KPvT0857MZ2SvPP7Ze7XRGdeTUwGCuY0Dq/QRUniPThUfmIq1t5K5izdXxT9dXhWpDfVNcL57fz/lDtVKTec4jOtcDQDLNee38RupG3hJ7AQDwQpbMiWYT9InbnM710RZOqrk6zlWZbNUjkXQrWsd5Oehhx54b4jqXzXGf+hjXrf+7nFopdW69MxmTY7dXmtR18w2NdOlTp9sWz/Efxf5jcjUAIF5weIdNF7J2Vkhc8pS9eibHbRYEOfjvPftZAMDftOw87jGq8cME598Xzv/hcbdb5WNdqd2iYZrn4TrY5q7Ow5qdK1FN2WofNbb7C65Zt5sNqq/63pKfAQBen/w9AMDYQTJPqstt87M/ayPUQd0+TlaxXDXcqo2zvbwWXxinCP6XgzLmv+TziVf0dOkOeU5YQX3bW9t4r90bd5wWJ+QavGPd82yzzdFAzQa9Vz62hUZz6VFnzNyi7Y4IoRjt59/BdDdPYu8V/wUA+HKcfye/QMNxj3U6YC6uj+bHlIGBgcEcw1wU2BoYGBgYGLzWmIvro/kxZWBgYDCXYM/NnHADAwMDA4PXFHN0fTQ/po4Dj2Sd5cNS1E10lCqYhYhsXXmxHi9VpS8V+FnZL0XufKRqQyOkpwNxtajm9/kjFOerYDdf5/Qj282UNi1W2C+pCprqli9yp1Smtiiev4npCXajmEhMVVm1yr3ob2BqQD7tqzm+3cl9P7nuUR7LxWM9PMHCin0J9mE676TZfXr+LwEAl4hhR1rsaB+XTC235DheGKNAdizENI0DaaaI7J5wjB1+ladt+oUtPQCAeneqph9/1/VzAMAXR64BAAxJyqBH0gsWLyQFP1jvDGS3CHWvaGFaWki8vdX+fVQKDcZ87PCyKNtQMe32NNM7FvidPLpzo0wrUfGpiqNbxA1ii6SCzLTJfUsd0yMOZ53igbviTAfJ5LnP8hamNu5axfFMHiL1r7aualfrjklhXUkR9SacdAlPVu67IZ6rO1VrcV5oEGvZ9Wx7eqmYrjQwTyfg430cCTh2wFMpHufxHqaCPDS2BgAQ7OOx/JNsQwW7XVNqKiFFfatSfVw5fleSdFj7fKYKlrw8h/qHeV9e3XYzzwe9OCMw99YKA4NjwifriD3MObSS5lcpeYCazwHngUhTkLWguBpT+KSYuneac+fmwytrjqmp6gCAhUxHDsiBRkucz64IsmivFsFVe/UxmesXN3AuXxjh/P3EwOJKk4kU58bL5rGNr8xzrK8BZ127fIZz92dGaJmtafgtAacA6z93cY3U1HfgxGYLALBM0sc3FpzC9tvEZn6pl2vjYxmuY/fHefxvzH/ypNp+6/5rK/9vDzKF/X1Nuu/saeqKBWIWsUBSIAeLXC+a3Sc+r3iJ1+zuJMf8LDHj2Jnn2rnUK7bilveofX+RYnr9NSGOy/sXPQ0A+Er6SgBALsV1Y3eCzxSNDRwjLS48HHH6V5I0uvptPN6PN/KZQu9HS7JJ42t4v81bSZOpNY00MRmQFMcWn5P+r2n8i/xcwz89dA4A4NEBphCODfG5xDPOcwuMSU6pPJEHq4Zd0/rja/nHs/DdfH56bOmDNWPyiQbmAZ4JaX5zcX00P6YMDAwM5hAs256TkTcDAwMDA4PXEnN1fTQ/po6D0LBEyJKMnvvHxO48xSh9KcqQlLJOqLrAWvzPE9fqsQxz2B6+Wpm8tMkof7aNr6k2XpJcgyPKdU/ys54nKDAcGWLbwXEpliqBG/cStl1YwX7WRxkRm5wm62XlHcbCqufx33cWxalbpmklGpdivJc204r8DRGKVn+RYLRrXoDhQo28PNe7oNLmv7quAwDsbt4BAHhntAeAE7l7PMuokFqoLw0wqvS5lhcBAB9xXVJp6ze9jFYN1zEsVFfHfZd7yRZFxeDjYy2PAABiIk6+L0Vm4+5BRoIaI04F2/OayGqsCtLIw2sx0tPZSgHs8ynalT8zuhAA8EKBTJRrRoJuqs5hmdZH2OakWKC7wHtlnjBUS0XUOljk+59L/zZN81hPD3Q77U7xHqhv5LaXSAHKd7Q/BwD4ZiPFs707GIF0ZXk9m7ulEHAjqdOBWHOlzWwT752SXyz4p3izZBt4zya7XLKdMFIxjmOgjvd4Tmz1c3sdhi/GWwPhISkInNJwM191olPGthRgH2aaYQCOMN03Ipa6SYlwBznGLokwd4Z53w3jzMBcrKNhYHAsLGml4U7fs4z4h4Zrb2A1m6ieSvUe9wg7PdOQQkuPqGlFTua7nJD5hQ6H5vJLRsK3nqId+PcHXw8ACEgdeF2PkzLdxs4mE3VFG7MU9iTJYEwlnPIcYSnO+3ftj8gntcXodV0r2OzoL9Ncq9aGuCZ0+ch6fa/3wso+TzRw7p5pF16yxdTKmt2E4YoA173P73lD5bO7ttMa/m1rmOXwT+2bpe2TY6QUd89gOACgt6hlV06OOVN0nIStucJvcV24Psx1zrFErzWVUrMJAPAIU3ZFkKxQWtaaa8M0vepZwrXvlz2rAAC902RpPtPFYsfXr+TzzN/VvbHS5pYWmlql9/D4vmnef/k6YU6X8Bni+mU8xs0NHOeQ+P//aGIDAODXPSsqbeZ72NYj4+exTTEc07VRH+9si/8pyq2Va+J94FngmHG9aSmfp/685TcAgGb3SHByEAAAIABJREFUmWB+fnzMxfXR/JgyMDAwmGOYiwJbAwMDAwOD1xpzcX00P6aOA/+UROnHyOKUvVJMVV8lylAMS25v1omUlcLM2fUOMzpVGmWIzBLtjCWMi8ujBVoZ5lLLx+CI0w/fAUYvgqOitxpipMQ1wHxcS6IboVEyKf3CQozN5+desbVuXewUlVsYY79WBBjhuTjMCN29U+sAAL0Zhv++kLm+Zkya/WQQDicY8bHtWltbAHhMLLITZfbjTxp6ADiRvCMFnkeTsDeae16d4/3ojOJ1XzxM1ivq5cYf7XwcAHBDyNHyAMDVob0AgE1hMj/jHiea+MQQNT5aaDgmuqZ2z2TNey1AWSjx2uTKjBYqQ1UoOwnNg3lqx9RGfVmE+dRLvIxMjYk9/IPphQCAHSlGwZ4ZJKNXbY3uEn1SXgojb57iNt56fn51Gwv77QgxN3syxwje4iiva1g0YP3ReKXNne3UYY1GpZ8pMk15sVUvRyXqV5ICwdKHqOSWjw7SslUuIQAg0sf7yZPhtrZbSgh4a6OqWiRZbdddBQknVdVyLvmkOG+XaN7SwvBJmYF8jG2ozu4eNOG0hw2g9PJXC8uybgDwb6Dg4Zu2bf/jjO8/BeD3QSpxFMCHbNs+cSVPA4Nj4L4V9wEANqRuBQAkHyND4J+Q+1iWCV/Sua/Vntorn82cT0p+nU/46pYC3y4pZu4bcx5f3D2cPxpUrzkt2STyqmu1f5pz96iH88gvLTIY7RHOqTet2FFps0PohImyhsG57v4wQd3LoNSk2DzJdVft1m9qZVkP1RcHvc6Ep4VpZzI+ykily3zWULtzxcd6yaSsbHKKwn9oJZmKrM05/TvTrQCAJ6fYv64A1wHVkWVFw6yZIApdowDg9jiZlJmFa18N6DkWMLvP9R/0ce2/Kub0RUuOLJZsHGXCsgU+S9zWQF3bDTFeg4IIjmZqlu9Y9HDl/33zue/fdPNZpzfJZ5u2ENnDBcG49JfXprfAe2d9gFPmWI59yPU51zQ4WrsWZkQOXpZu6CNEuY3rbGszj1Xn4r0W9TnPNYNZrsFv2vE+AMBQr1Czbt7T9WLvv3nDHTgjcIrr46uFkzf2NzAwMDD4rcCyj/3vuPtZlhvAVwHcCGAVgHdZljwxOtgM4HzbttcC+BGA//eVPwMDAwMDA4NXHi93fXw1YZip40C1Hd5eRkPsEKmVUkxyep9jhKcSQ3JVaUHOEeehIPdxd5AhKDcygpZrZBuaM6vRuGgfox/utMNyuYrCIojeqiwalMTlZF+CY4w8+SYY5QgOScSHMiic3cloWINP86CB0SyjKL+SYoBHUozG7NrDnfyN3NYtueg5ifxVnOI0WBdx7t59oRYAwEWdPQCAdIlhmPuloKLmGCsTtNDDyJ+yONX41TQd4jRKpAUTz69nPrpGh4CBmv12FxgR1Shh2XbiBYvryeAs9pHRm5m3/qS64Umyvl/c58YzZEuag4zg5aqYKXUiPCtMNc9oidqiO5PcZm+W0cndSV7/TUdEY7aXec+RI87xI37J1WYgCk93cFx2z2fEsSksjKTo1TRy1pNkpOrWDmqr1ocdxzstoLtZXAWzSd4bqsNzS6S21MjxbW5mhFYjtWPiNhiIO9fZPy66Jrfej7VMrWoHLdEJaoTZLRHeYH+V69E4z6E0In9jpdooZbSb9+O3v3QTACB1J6Nw3bdux+mMUxDYXgBgv23bBwHAsqw7ANwCoBKOtm37kartnwbw3pd7MAODamw6904AwOKxDwMAmn7Iv31lnaqRbpOVU5bNkrjAFkJSbD4iOmNdctTpbIR/GyGHpAHsWgZMH6rGV8k8JyamoSGZg0a54bQ49r2xi1qaNcG+SpPPpqjb/e4kNU+/GWVmw+Et4tK3muvIxnU/PurcAOAP66nNrWZ+1OWuVzS0E6Vat9eZjJTitlYyLmGXw1hcGdRFmJ8dKNB1sF3W1R+OXQAAuKKeGQ3nBnRdqLUfrNbgvK/+OfnfyWmf1JHvmRzX6UsDPHbEFTjmPjOhBYI/Gqtdy7/WtXGWrXXtrdUNLZJniNEc17EXs1w3LgxRj/W5URbUvS22CQCw0udkrKhWa6b74Z8Pc59tU8wmeXsbx+atUgBYz1GLSPvizrOGb1o0yD5lWeULuS/V1dIa5Bdjo3yO8E3I30CfM/8nU8Kyyuuigrrjsu1MMxnSRQMfBQAcGvg6AOD6TqeI8OmGuWhAYZgpAwMDg7kE+wT/gGbLsp6r+vfRqr3nAaj6iY4++exY+DCAX75ynTcwMDAwMHiVcOL18TWBYaaOg3xYImPiLIZx5s66pP6BfS7ZJ1eaYS9ryqknUX6RUSLbLVH7Zkb4raywSEdEKDTJyLydkzY6mVybnR87qj8udQhMso3wACNStrgfTS9hhGV6qeSJu7i9OtqMVTFA01me0/5xRkTUtc03zv7WPc1tIwM8ljstbISnlm3I1Tu30KQc58E2sjPeVrJbI0vJamkO+jnBHn4vUcRnJZrUU3Bc6JISyumdYJvZSUaBRuaxX7+3sLbmh0JzpBWZolOjwiOMU6o8e/TvcJrXaE8fr0FZ6nhYaXW+Y5+qay6tbWI0Lerm+BzJN0k/uM9AjlGjJ3cyj73pGfavYTfHpjrCko+xX2WJZpV38TVbz371zZO2z2I08AA4Xrbonb5TuBgAsKHZkb8cnq6tOVHXxCjptET2rAz76RKXv7ifn6tuzNealnOPVtrwSp0p3yTvWe+4OCZqoFTuEWVdS2FvzbmWIk7+eilMNtNTz/bLIY6BlWfozpa/l+gRvv/0ul8AAP4Tjgvi6QYLjvvYMTBm2/b5x9l9JmZtzLKs9wI4H8AVL6mDBgYnwH9f/g0AwO9N/TEAoH4X573QmGPD5ZvmHKPrmq4p6uIXnBC30IzsI/NHXtacxDwnQ0DkQPBI8oXWslNHXpEkI90mNfuWybomNRo3jjPLo1qSuS/BuSld5Jz0kflPAABuW+VoUk8Gs7mvOfWZTq6NI5KJsXFySeWzqxc+CgB4Msvx+fbIDQCA9VHGUt7ZTKfeqEu0we7ZtUmz9UtxZ5LPIbdGpmo+17pJ2+KM0+RKPJFH1/z0ZE6nBjMZqVPBBX6vvHIN/NNBsooPHqHT3qE2juN3ux8/YVs5oUJbRCc+Jc6yykipQ+/FTXzW2908v7KvTzI+PClxXh6TbI2ZLnQyWxeCtZRquaq0Vq6O92zRryyXp2absjBUkUNnBjdyEuvjawLzY8rAwMBgLuHUKrz3AZhf9b4LM3NhAViWdQ2AvwJwhW3buZnfGxgYGBgYzDmc2vr4qsH8mDoeJFiQXcjofkAi7Zocqe5+xTZGc0oLHDbJdjNio+58bnEn8yQkeVt+WRcWkHXINUi0QVgmra0BAP64sFlD1JpYCdHO1DFSMrmWbQxeybBH92JaAcbTZBAyeYYwkhmHEciMMWfYPyxOhBLR80h6d0ECVCPnMirnE+airocMQWCEfQgecZyKYrs5HraMS76REZxHVjJ3O3EOn9k+dK6wNkU6Ct4S7gEALPY4z3xbUmQeymVxmZMaI8MDZHp+6GZg/mCG0cP3Nz0FABgvUpukLFSy4LBQY+IUtzVE3dKd4nJ0OE+GZ6U48WUXiL5Iom3DCbIm0wmO56LGiUqb6jSUEpue55MLAQD376QWLbyDny/czuvum+IApzvYVrrFiSYlRU5VDEs0a5jf+cShKjwoEVy5dqqtypxFVmw8xc9/NnF2pU0t3tLZxMjiqgae4yYPD1Z9TwCO9EA1Z2s66Pa47XynnwOtPE6kl6/BcV5nj0RIPWnJ6VYNoTTqyfKauJP5SlvlAMc63U02U/PA/RPCeokbpjfJa/DdgddpL3D6wnYuxEvHJgDLLMtaBKAfwG0A3l29gWVZ5wD4GoAbbNseOboJA4NTwyWif7rpkucBAPe1cD6MJ5yQu9Y9VK2JV+r7+BK1Ufx8HefhdAc/KEX46so4Yf7wEbYRiMsclJUIvzgAFoP8PnEu58rLllFLs3WY6/RUjnPY85NO3cRlEf5pLA5SGzVd5pz9wV7qeafy3Oc97cySmKnBfSXw0xQX4o/VH6l5rUZPoaXm/aAsDBNFPh90+KhRviQw+5y5LZ+t/H9C6iW2uLlOrRad9b1pPgO9UVxetaYV9PUksDOfkTaDJ9jyxNA+f+bwmwEAhyb4DHR+B8fnsx3MXP5ixwvcQV6nyqobd/pwrBpffhE2hfy8rmnJaPnL4bUAHG31Ij/vj9YljlvyiFCcwQE+6xQi8hwjt6zLWQJroI6Vev8Cju4q0ypaQkkS8chlC8lzgWa0nP44pfURwEk53n4AwD+BaygAfMW27W8er03zY8rAwMBgjuHlRt5s2y5alvVxAA+AC8W3bdveaVnW3wJ4zrbte8BFIgLgLimr0Gvb9s2vTM8NDAwMDAxePZwKM1XleHstmMmxybKse2zbfnHGpj+0bfvjJ9uu+TF1HGh0wD+UrPlcNR+eSUY5ihLlKAacHG5VKVhFre4uTm313Fe1RwVxLKq4vAhj5co7N4uyWeUw9y22MTQxuo6RsdabGY05R2ow9SXI3rRG2W+tzdQz2eh0b5CXPnZAInkZzdWVCIrmsU9KVKSJ/Rw9h5HFaC/7ED3sZAi5RTuWa2K/0m3cNiwOStjC/v+smZGd9y1iRO9ISaKGVVqmZi/7fpNU/97SRHeemETKukKMtu2aJhP1f6bfCgBYHSOTsnmU209uc3RYImPCo/L+Ge9C9lfqOi1poKNcZ4gsTlRCP7vcPEY+Smbwne2bKm1qDQ+XhJx6xRXRLY6KHpETKfOoLlNJyfdPLKzSEEiENjgiOdADjHyVvLURJ4/Ul2jcw2MXt7PtkXN53QsLnbCXLywMj+TLay2qFY2MuvZM856oD3BceyTCpzW1suI2ddmiA5U2rz+PTnrDUmflrr5zAQD9L1JrVr+L5xackIifRomFbbUCTnS65Bc2062RO27jTrHfqiXUGla7j/BaLDudmSn71Cq827Z9H4D7Znz22ar/X/PyWzcwcLDovt8HANRvEZdQWUfyMWGYhVWPiiZEJKQAAJW3uh1iBACQaZZtm/lHsHgt3dP+auG9AIBfJ8hy3fHQJZV99Djq/JetF22U1FrccAPXkaI4se6e4FzVHCED8855dGp7Z9SZ5w4V2MYf7SaxO/kM9/HI44DO5Z/1Uw/76U7OsX99Dd393lc3hhPhw72XAgAeP7gUAHDjcroK/n+dXGNWeJU4Dh21r+KyYG2JuNfLe63B9K0pzpl/P0Zn2VtjZAtHS3xu2ZJdVtlX3QKHimS3NiWpJXtqhK/fCpOleWML14APx6otFWfHd6e5BjfJwK328YI/LZkKj6XYr/fFNtf0W3FPyjn3v9pBJirdw0yG0IA4ysq9tDHAG+xDF3Mde2T1z2rairmCNccGgKcz1KFFXdmac7qxjrWqHklSG9/hpVbul4O8/5qDPJ+01BS9ft6uSpsXLOd9NCRr5L2jzBbZvJcZN4Ej8nygRFllvq9lsACgGKx1BNR9fFNad42vuYYzhJk6xfURJ+F4+3JwZijWDAwMDH6XULaP/c/AwMDAwOBMxfHXx+O53QIn73j7NsuytlmW9SPLsubP8n0NDDN1HGj+qu0TVqGk0S9GABIryEJ4U+JKVKj6uew6OsJQ/d6lGqpMsaZN21UboQeA1ALmPseXM6qW7pLjNTh1owCgJVDLoEW8jDJNSx2E6T0OMxVlmm+FfYv0kkLJNfpr+uEVZiUwzmOWxVEm0ckxmbjRqScRHOZxguNSxfuIuA0KK+cSBmhkuzgTNbCOR7fUfbos4ETyUgHe6zE3OzA/QO3MVJFRKq3vNDjNCNXUJD/fneQ9HxjiWNUfccaxEBbXQ5vHn4jVuhtlC+zfsib2Z9LN8wl5yI5c0sg+zfc6udHq2vfFXlZP3/sCc+5jB2VMxJFKx1PdD9Xlp36XE00KxuWekPtJ7zdlK3MNwujIKQ1dwGuVW8P7wLZFv5Z1GNKGKMevwS/XV0J4yqSNxMkwxiWPvSjuVvEkx1O1UwvDjk4sYPE46yQCesUK1jG5s20DAODXK+icNLyNufx1h2S/Cbm3qx0X5VzUscg/LTXVfOKGFJMEcZVfZarY39MY1inmhBsY/DYQlnqE6XbJQpAyTcoUpebxD1cZep9TYq6yFlrF2nvdnZN9MpwTRno4p3/S9YcAHPYpWrX8qY4ksVjWs25mLth5zjV746zVt7qRrMO6ZjLbG2RychzlHC1NSrQ0Q4e5XrTt5/u86F9UB6NzWKiPc9M/fv9WAMDnOrm2P/HGf6m0qTWNVjzxPo7HJr4PSFM/T7I2kDJTWg/p+wn24aKAw0KNi053qMhz2yB1pCbLHKBNwujsznQAALZPsj7W3T3rAADXzue8/YW2LZU2VT90w+5bAAD7DwsbN8LrOzKP6+1HO0/shqeYydCpdup9z/B6uvaxn7d30lT0c5feAwC4JsRF9Gfjl1b2ze4jYxbpF8dbLVWmz1lCF448wmfjC/LvAAA8e85dAIAtOT6TPJA4p9LmLXVkxJrdqv/mNdE6XrcPcQz8Fq9nZ5iZK1qrc9jDm++K+r2VNtf5eM6qMXtvHZ8dvt5EBvKZVcL47eMzkPcIr6VmBuXrnecCWYKRr+e5+abk3EVfXxDiruQ/c9aME6yPx3O7BU7O8fbnAH5g23bOsqw/BPBfAF5/vIMaZsrAwMBgLsEGDWqO9c/AwMDAwOBMxKmvjyd0vLVte7zK5fYbAM47UaOGmToO1Ne/whqJrkP1TkUJJ6VEG1Sds5qPiYtQvbAfEjkJ9Um9jSF+702pe4uG6SBtOhH4KQYzEFzKaFtXiJGdTEGiRQlGSLrC/P6s6DAA4PkJsiSjKTJb7ioHmUptD4mEZFvIMLkrjmy1djNl1Xi5pB5VUnQww845a1VvkRFV9DBaF8ud4/vYPn6/yc1c6be9mTncDW4nN/q6EPcZLNJ16asTdHG7p4dOSqkk+2vHGZoKdDD3vTjACE9MoogNLzhRsXKI31klRtdKQWFp5FQTdWwrnmM/mgJss8nP14gk9ysbBQCLPbX1N1x5jkdAIrO+SQ5KIcpjZRtc0gfZvoocUzbSkxY2y1Mb+VSXvFy9jKtEe4OPcCx0/CeXO216uriPz1XLwk3meY6lojhqST52RCJpPg+3v7CVkVDVGgDAj8YY9PFKOLBZ6nCoa9TrOxih2+TnXDSwjOOd2Kt57s49o+Og971PyFX9G4NLtA+dUn8qe/r/mLBgwyqfWlK4gcFvAx9avhEA8O+HrgMAuIq6ZtZul2mR9bChWPnME+UcHwlzzgn7OREPjpJ9cA2IS2hasiRkbtD5OuckWiDTxXZXLKf51lkxroFPDjLyn8px/qj31mY6vJgmW7MlQIZqqdeZX36doBbUkjk91VF7Uqr1Ulc11bRkWvm3u3Q59bsdVevaH/dfxP/sq609pWsmSrPrXt4TZTZEukpX7Lc4v14gWQdAbZsPpMhY3bOPep0PreK1esyiRqqakaqckzja/T+Lfg4A+OB2skehIfYrup7r3Q2h41dTyNmOy+9UmResVeptqZtfcYzXN5wUpmWMzxbbU9Q7bxAWzu927hnbpU6Pmu0iX2jGT6FWX6Sa6ZWbWO9MJGHIzHPWw+TF3PjaOurqJsqkT8PCRI1n2e/D3qobDkDQw3O8qWkrACdjAwBeyHHst+bL8h3Xzz+u5332lii1cT+rpx5r5yoyab8+wMW7EHcyfiDn7K3jOJaycj+pu7TeMgtqM5VOV7wC6+PJON522LY9KG9vBrALJ4D5MWVgYGAw12DS/AwMDAwMDI7GKayPJ+l4+78sy7oZQBHABIAPnKhd82PqONCc6GKU0SCvaKLcaUYgQsLKeHIcxqAjpXEiJhI9mFok7m1L+EVmueiefHyd30KnmJg43TRXia2mRPN0ZJQarVHRtWgNJsWOMeZGP1cgg7m6lfnhKyRK94sJxyUnP8VojOa2ax0OZT28aXmtVKmXGh8+YeU0tbyqC/qZOuu48urmJoNhcRyVOQlJ3vNfbqZDz8CaxyptXR+hsUq9sIKDWUYrE6NyDhLB8zTVRsj02JEjHEdr2tGRuUo8l7ojjOyMrmMkzJYmvV5+r9dgfYwCgA4vGZeFou2aLDkRwEVBuX5hXr/9Ft16NK8e4DFKKneS4KZGzjTvGQBsS5k80af5aq+JMlT5aO1119oqvoSc32Hn3hkZo5OTBI4BkkMVN8S+GMc1neW1aasTR8hxuhDdt5U6qLp9zvGCca0jxfcvtLJ/UyskCjePY76widHfOmG7RubzGIWEo0tQdk3dJINj/NvyDnA8bb8wUrbqF88AxsaemxXeDQxmYkwKEpZ9kukg9aVU5+GV0ksB0ei69juPHJbU8fNIjadUo+y7Upj5+Yy0uwOcE25cxGi+OqgOZB1rwD2TZAL2HqG+5Uic35VFP+Tzcg06lKL26PFBpnusbyGTtd7PCdmpQ+TUnHJLjcNCVJwKG6XOVVbqYokLq5L/mriwOMqsiIdm1PIDgEId2/BPyDormR6RA8d/JAu5fEf9v7fI+XbBDBe8y0LMEHhqHt3qjmTJrNy3osboc1ZcLsTIp66jg+I/P34jAODd87afcF8A+EmytfL/Fg9vgquDtdkR4S4yQCmbmiPbwzF48Ag1t8oetlQJ7Up1bKMYqnXxK4XEBTZr1XxeFqbRH6/V7gU3Oyzjff3MennmyoUAgPcuoMuw6ug6xN13V5xr6fomPhfUi7Pw32y/iX3aVVdpU3VNlTVbMpU8qzgWn1j5KICqumHy+mjjswCAvzt0U6WtVJ7XeWyS1zc8Ltkvsg5n5e+mS54hT3u8AuvjSTje/gWAv3gpbZofUwYGBgZzDYaZMjAwMDAwOBpzcH00P6YMDAwM5hJsGzCaKQMDAwMDg1rM0fXR/Jg6DhJk+eFNMUcrInbm7hTTDPxDpJ/9w7UGFQAq6X1WhqLByH62Yf1STATaSW33XcWUp0w9qXoVNXpcTluFElMBXG7u215PqnhUjCdSU+TkxzXdMMzUt12jTHnYspVGD16X82s+1yD0t9hVh4drb85CqFZsW/Ky7UK41kCh2vpd6sE66Q6SwlYKcN9MoxRorYh85fs+pt3tW+KkBig6pVDem5oolg2fw4OM5Dh+YXHVKEtbm1y8aL03kHL3JhdX2iqGtKCknHtnlU8vgIvm9wAAFkq+5gKxNy2L6eUjiVVs03LSFT79wGUAgNZnpNCuZFqk28QKvUGLIPPz4JikS0qKZtHJeKv8P9nlpHIAgDfFfbRIZFqE0OF+fqDXSgsrR/sdwW7DPv5/qJH3wuB8pr/4Q45YFgDqI0xZiKelE/uZytj4ohTdPOxU1pxZfTzETBk07uZ1TnVwEPpbeQ2yjZKCIekvVcNXEZMH4pLGVxHVSrpGHfvjzvH7s1fR/vf48ufTAHNvrTAwOAr/0MbCpj/vojFQfpDzi098edRgScuM1BgQ65+6zAcBKakRfpjvSz6ua5MruD4cbmOa2ooI09bDHmcWqPNzftJ57bxOpk0NppnGPCHz2t4xrjFaxLwnyTaXffePAADFJmfu7O5mbmIpWJuS5xIjJU330xSzipeOnOOvnqPxw0OxsyptulySIqhGCZJOl5P1Prmsdl4+Hr4+RfOM8wI9AIAF8jS3K89cti1Zrn1LwzyP9eHa4r4ng0uCNIB6cCX37ZY1US3GNT1SLdX/foz3wedaTlz/9Itn06783xvpOP3iANPosrt5D31l/w1su965Ji6RH6Q7a9fEwDDXPn0GSazhwuLr53OXVFRBuoP7hfqd5xsv/aXQv5Nr5BdGWObkf9r47GHJQbSwfW+K98z2Ixx/337eW+Eh5+Z2Vcro8L1f/h5Kg7wf/20rree/MJ/Xe/4CjmtriM8klXUYQDLFm8Tq5Wf691IpUE2PDQxNOmmGpz3m4PpofkwZGBgYzDEYNz8DAwMDA4OjMRfXR/Nj6jgoNPCCja8RgWlRrDz7pJhqWsIgHkZLSmFHaKq22+4MWQaXmDBYBTF0yEuBVrF9HRllVGG4KKLawiwlwLzsT1+RRhRRYROKYUZhchNiOXqY/WjYyu079zHCkmtzjBMGLmG/0gwGISQO4qFBRvjy9fw+08Tz0Aiaf0qtSfmarSpVVlKr+HYxqfAzKuSWYrjJBfy+jsEuNG8TNegmtvWrlFNnreEWFgWMuRk2ahcL8k+2PALAKZB25zSL722dpp1qc4TbL7lGCsrW76602ZcX8fEYxcfjaY6HipDf0UTxpzJRLgl/pG2O55oghae3H76i0mbjNmGDhLkZOZ/XINcsUUuJakYOcQyKQY6BjmN4yIm65WJK3fDFm66dMCZWsA0Ve1cK2cpuRSlKnJjn/FmrSFWLaU4HeF1zPjHfiPL4sbAwU0O8D4MZDRuLBb7PsUZXxlGLVLul8LQnyfsw2ivHHOLYqCi9ci9V2Q9r0Wi3mJXofWVL/6yciM2v5fefm/cQAOCLWI3TFrYNlObeYmFgcCxsv/B/AACXBt8KABjaSQaobp8y81JgNFyVcSGFdmea0Oi8pmU7NKNgZYSGSt1+Llb/PXpRpa2eQc7ttjD+uyfIMpzVSBbLLSkUB4ZYSDw1xbm/vJcsQ8uAzNd+Z+7szbANXzs7WB5mh4MjUvZimvNaPib9DfDz0IBLzkuMK8JOm5oVUWrk+p+RudCO8P1T13xJtqw1k5gNN4RpMDFa4py+Lc81qEXYr7P8NFDQor3fG6TRwo+kOO0nOx8EAJzjc9agr07SqnvrNE2sehN81nhrFwvb3hZVk4NaU40DRa4fK4P9J+y34n/veDsAIJfjXO/ZIc8nsrh7E2KJv8db2acQkowFObza0ytLk1wozJ9Pa49w33yYn2+4gGP2zPallTbV9EPNKwqSiXS4h/dKpIXPFA0WCrMdAAAgAElEQVRNvA+299HG3B6XUisyfFpwFwBKSizJNK4GI960PDvytoQ/zmONH+Q1GmhqqzkfAPDIWuybrs1yUZMrHYNYNIUzAnN0fTQ/pgwMDAzmGuagwNbAwMDAwOA1xxxcH82PqePg/Zc9AQD4yTevBADU7SU7olH6QgujR5q368oVMROW/ILON5HaKdRxn0SX5F3Xy85JicTrjsUqy2yxg3b5GZLQQquTkxLJkWicf5iXs2E3t/cm+VpoZJjEk3DysesO8nhj5/L4iU4pYCvalMAowx3eac1RZv/V4jstRYWT3dWiKSn4m5Cwiuhe1MrbmnH/5+skIpUVti7nnPOuRHvNtsoqtUaZo79IWLobo7RqVWZKEfWy/09Mrah8lioygnd4nNHIqFh2KyOlDNRkiQnWIanwV+fidu1eXv9r2h226wfNzJsONvvknPh5+IiwMa3C1knx3ORisTEf5/hFDzt/glq40T+ljI9Ynwqjk2+ozcPWotEemVjyEulVO+JqVAoq52sL/dkyjmq7qved2gCXfJrb74TKfFPsqNofqyZO7UqVuSpXGCxh4QbIXLkLzj2Tj/IeCIyIDXKSY66W9un1jJB+8hJGUb+49DRmpBQ25mTkzcDgRPjN2rsBAN/q5vz9+QepDYke0lIbVboSrZghkXbNbNCSJNkmKdvRyPnm3j7+7Z/dxFqa01mnsKlbylo01pE9KIkl+q5x9mNKiryXJjjHh/pF/yRzbi4mLEjK6V9sD7fxL+XcNNLKdcE/yc+DovHyT0p/m2sLFueEscq2OyJRZeisnGa78PMl3WTdOjwnZqQUaoV+f4pr0MMT1Gbd1sr17Fw/2/xEM59jPhx/FwAgIMzUJZU53dHofrrxAADgD9JkFtvDXEw+Gtt71LbVSIsXeaJCyUzNul01MqKN0lVfszmsNq63mWkeyz/iZEUoC6SaPHdWddDC0giLGA5yrZmqk/7KqV7ZsAcAsCnrVLbXzI7K84lqy+W5KpflGrV5P8ueIC+6cbFyr2iYqp6mPenatbrklzVRMy9EX6/7eMSR39sr90XeuQ9Lms0S16wg1LSdkrX6Sfnbu75zPU5rzNH10fyYMjAwMJhTsAF77i0WBgYGBgYGry3m5vpofkwdB0+tk0KmeAoAMPZB5hyHR0QjkmZIIh/hMNruo6M26WaGPbJNEjkRmZVGMzQf1naJviSsRXIdlsYjkbCSFA+0A3IjuSVSIVEuP2vcwSeMlDIHZYmCuO3qqKDk7rYwCjTVIAViGxjB800zGhMaZVtFiaxML5E2lzE/94IFR446502HGMEppBil0uifR3J7I4PCsEmh4PE14pZ48WilDZ9YAsbcDNmcHzoIAIhKYzEXo3JrZcgXh8UNJ0A3nA4JXW3NOoxVX5KRMHXtWxLi8eaLHqtJxrPV7WjLAOD7CbJiu3PMaw6pBR2A9EL2xy1536WgjLHkN7uFCSq08J5ZvIjJ0qs3MLr6mwHHbTCxlYxZ7IDk4kf5muoQ7YDcG1okUl18AmPKAPF9NQOoETG937R4YV6keaVBXu+y3FPehOqc2Mjkctm/7EwV7lzt/eXJyPUMSDFpr/RP3BtVC+GfFKfKuFMY0ztYS6NZKflO/h7G1nJc48Xaa3JaY45G3gwMZmJmFPyBAbqu3jV4HgCHCa/oinzOuqZrYVmyHfRP3KWusJqdIWthOle7vjaFHI3IuBSkjyfIHvlEB5QRzXIpw/nLPyFFfGuNXCtR/mp3WnUe7IxwfTj/dVzr7vWtY1vCmKgjrhZiTy3hPLdhJdesDfU9lSYfGyMjsrufjJnVx/m3fyqGl4q/HyMTdSjNhaDVz5PSzIqns9T2aGZFS4Bs/5rowAnb/lrXRgCOa1/IVauRUve+nM1x3pbjsQpC8xwoJCvbLvHWsm36XbGF42QlpXhzG1ml96x8DgBwa4yvL+adLJW/2kKms7CVaRiqU8q08mKt6eD6unuYzJoWBk5O8lnkX7ZdDQDwjzuZFnrt3aJfd0+Jtld0bKVBcdETJsqTFE14mO9zTcKojVU5BMrpV7Iz5HlL12N17s22yro7XfsM569icKE6dc2AKtam+OSb5l7K26uKObo+mh9TBgYGBnMNczAn3MDAwMDA4DXHHFwfzY+pl4BUF6MKgSlGEYJHGPXw9TPCUmp0oucudTbbKpH2vOhMYozSFGMMTWTbGPEZXynRkLToT6p+eKt7mzISGo3JtzByEhxgNEhrRSljppG1QlR0T22OK87EarZxQXdt7Yn9TYxyJdKMmE1NsX+uhLBv4j4UlZzk+cF4Zd+yUBXbAszhzsfYhjImBdET1fXU5pYnlzC6dXX7oUpby4KMMH2sfibzNXtO+dslinWgQAeex6aplRpIHR3xm8qzX09lyAr5pYMXhpgv3uo+ahcAwF6xPqxX+ykAnij39U2LW5+4DYnBklNvJcGxPyTs1vrX0V6vIeSwNJN1HNvRyzge0SZGXr0SkgoWRauXkhpaQupoVE5rl2htKwBw52qjpnpfqclhw24ngggA8ZUS4b2R/VrbRXem3XEnx7wojoC+pGqh+HklCifOfAGJsunEpzWkShEnymk3SJ21FrY5vIE3RcMaMo3nNu4AAOxJtskeEzj9MTeLEhoYnCwOjZLNj4gGJCgZDjpHAE7tKX3ViHtRMhZyorX1ZDh3pgKcN3ZOcB5OZJx5xOvnnJlPinY1JxkWTZIOManMlGijkrPrTzPNTv/UGe497c8AAN4W4YR7Y8NWAMDWNDMwXkxyTj8wxXOOyXwdlTpYml0BAJc10cq2Z4JZCKl69qved/L1pRTNHj5/nN/MddMrgqKNqWUAgIRY8Hb4JgEAt7XyPG4Op2vaeTJ79FzTKGzWA0mycM1uuvl1iU6rp1jbxs4MM0DGcvw+6nbqEi7xjtdsq0xVMMZtctN879rL56fvTF8CAPjoDdR+6bgDwJfrec6tN3LR+ecFPwPg6McUN5TeCADY10+G6tb1zwMAfnGQurtMi6NjU/ZUn7PckgGkDryRI6JhlkuU7BTX3A3s/5+d/wD78rNbqnpQmy3illPQDBGtbWWJ463eh6qhSrc5LJeYSFecIK+8ijrxb8x/Emcm5ub6aH5MGRgYGMwl2ABKpRNuZmBgYGBgcEZhjq6P5sfUS4Dms2p0Tdklb1EYoREnglIOiXtQo0RdpiSSU9IK6FJnKslXb7KWkaquM2AVrZrvNMc8JE5wkX7RpMQlT7yFG2SaVP+i/a4+G+7zXO8CAIBPInuZHuYiK6OBevavHFHLJQvVcFUJdA6lGJnLTPKAwSnRCwnjEjnM98FhRnSyLYwsuuvIcr2+zqmaHrAY0tH86kbR0DS4mQ+eLLONu5O1Ln4vpBYCACYLvDaNASevPlXg8YqS190sOeSNUsuqXqJx2xxJFM8rR7YrV+IA/sO8bZXvHuxn3rpPGLzIIC/SqGh9ChIwqzsk0a0sj/3z6QvZlzonwvLxq38FAPhpP6OBQ3FeC5e4C5WEmSqLnskr46v6Oo2C2VWXqKKbk2sfmOC+jXcx0ljO10ZE6/xnAwBWLWK+/7ZRRl3TXc7klVqsN6nUvxhjNLiOxB5Co3pP855y5eQe8ov2L3j0tKP3qt3Fa/ChRdQp/mRVy1HbnhGYg2kMBgYniz2XfRcAsCj1+wAA6znOEeqABzj6Ka2X40vVskW63nl0Chcd77gwG+WyM9EFQ5y0i+J4W5Y6jfk41yK/6FyUkco2igNfi/6dKbvvnIM67/3zgWsBAEcWkN341t6LAQCpKa4xbW1kfrxS32lkiv076OZ6+O6WjZU2e8D5zJJ105L1wO852gn4RGj0cP1aIcxPi5vz6m/kXN1S5OjZyUUAgFAjx+g7wgRdGOhhO1XPGvsKzEzZJzqlFQFqe+tdtXN2SZiXkJzHvgTPK57j+vytBbVs1Gx48eLvAQA2vHArACD7OI9t9fE6X3zfpwAArqzTwQO33j6jlVpGaqTEm2V+mNekL0xx8NY4NV2ZpLCZVeesbn62ZgAN8dyatvNmcBVqWZCQaNA3LKfD4W8mWbOq0ORcw2In70O9zsm43P+DPJhq9vyyHotEHLn6WvdfAAgvZXrLzgt+gNlw2rv3zYY5uD6aH1MGBgYGcwm2DXsORt4MDAwMDAxeU8zR9dH8mHoJSHfw13DzDuZCl/zC/HQKm5OtriehNQgkV7yBEZRClBGKXCOHPr6MkYrMWYzIu0ZFjxJ3QifqgqcaKHU9qtQwEKZKXdayDVqng5+rs0x11E1rY2QGRLMiQb5oT1XIBkBBtEAZYSZsifwlD1GL9ON9r6tsW7eC1F1sW63rkroytT/JaJGVZA651cho1rniCFiuChdNlDhe6kS0xMtx+mlKI1F8bZLo3GSJg7JA6MODSUa5MkVHJxb2MDI3lOL1WhGlLqskx30qTavCP6ynTkgrykck/3swQ61SqcqWc0NbLwBgR4ERsNAhRpHmxTmug5eyX8OvZ9Sq/gWOTYyp8yh7nHP+SpkRUHcz769ImMeNBfnaO8AL6smqQ5bUBBsXbYGQn9Wspt6z6jLYsJevMxkpV5gRxZL056lfrwEAhNdyPG963QuVbbeMkw1UlyvVzT03TpZz4FmpvTUkOgVxI/IlOG7KTLKv7PuUFKRf8h4yZj/BGcpIKcpzL/JmYPBS8bXL/wsA8Af5DwIAyrurXEGztVF51S2p3rQgmqnEMs6dH7n4MQDA7hT1k4NpRw87MMm5uSzaVJdoWUWmiWKC64dqVjTyX7+M81t6E9eL6jVS/z/UR33TV+NX8hjDogWWZWB0jHOV3cZ5u7GB7Ej/GNeEj/R/oNLmX19EjU/pBX4nZH2lPteJ8PH+Cyv/V63vrTIP52y+jxc5lw9kOD4NPqm9JDaJ14a4ZvVI3cV02dGeuYUO3Ci2vX/Wxvp+EXHPfT7HNfQ8f627aszHOV1rMSVXOnN8xBXA8bDp3DsBAH85by0A4O57LgXgZN5Uu9O+Yc8bAAAfm/8wAOCNUityqsxnir8auA4AsGeSWqmOGLOF9uwlM+WdVBrKabPYyXHxBzl+gc08V3e+lpFSl1pdXx96jmvk2jU9AIBPXvygs61sdEWY4uQ2N8ftU73UVW1+ihpka0atNZWaaZ1KAChMNfAcz+c53trlPHOdsZiD66P5MWVgYGAwl2DbczIn3MDAwMDA4DXFHF0fzY+pl4CCVJoeOUfqJ0lUQSMVkX7nAgdHGIlwZbmRLVGNqcWMBmVaGDJbcgO1KW1SH+lhFyMWwb1ONEcj+y5hu/JSKyOxkN9n2thWZEiquovmR93UfFKzQPNxASDVLgyFXxzZerUiPN9rFXo9x7rdmutby1xVuw7W3yWsWzMjPBNnMUo4/5dkLqyMdMzHz9WVUGtKPZt0ai755cABib7dn+ar1tDo9LDN60L8/J4U+/WT+DkAgBeljofH41yThigjdDG/MD5SdvyZKR53fZQMmdaV0pxzdfG7tImioC15Jze6UBYdkJyL5vJ6xsiYdT4u9ZoGGcnLMchUib6qAyMA+DZKZPa9jGxeLO6Ge6cZZbMlv96TkHoYEjnV612qLQXCbYTFKkZUq1cb0fEskFzy5TzG1EJeG29S2K8ipwiNcgJA3zBPYnALx2WLMmX1Un+qgWPuFmfK2CG+Dx8kM5lrj1baOnQLj2eHX7qb1WmNOZgTbmBwsvhSfCEA4NuSuRBt5/o27XMYDd8g//bDNDaFVzRTmVaprzeP88n3rqNO5pKArD3NewAAa55+T6Wt/D4yUyHRkZYCnHty82VyjIqWyqtrJLebGOK8FhHDPbvKyTXbKDpXnZt6ue77ZL7LiSOcHZQ1JsnzSe4ny+WXNqun5a/d+zYAQL2bbT/1LzM1QMfH82OORviq9n013+0QV0TNzrgsSk3PjSE6o4ZcXHRGpLt3xS8AADRUudOuC9Hdd22EF0Wd936V5rldF5q9Xy6heq5bsxMA8PXJVZXvPtV48KTO7R/aqEX+h4/w9eoXbwYA9G2cV9nm0CMLAQBb304G7FsDzIYIuMXNUdZj1a3lpsWNWHRXxaA69jnPQpbomVQqrfJwZa/y4riYkvsy2S1fyzU8RxyHPxjbVWnzb4fpSPi/B98BABhPceCiAbJgi8/jPnsPcw2N7mAf/HEeNN3h9O/2D/47ACDmCsJAMAfXR/NjysDAwGBOYW7mhBsYGBgYGLy2mJvro/kx9RIQXsD823SO0Sx1SiuFeWELYWc4fZKjrTULyj6pESR54OmljIOsjVGfsz/FvOtyTvarcpTzTzLq4h8no6I6k8TCaE0/lHUITjBikm6pZZG01gcAlHz8zpPm8aIDEtmJaASn1rUvMiBsQ05ZLtku4Gx35Hr2J9rDbeb/VAoQFdi26sZsiQ76pvj500+uBABkL3IibRvqGSFzCTvUWyBbdEGAbE2XuB99P8HIVF+eee1Jcey7WNzovFXUmV+iV5N5Rni0DscVUnRJWbCJIvt5/yhzoj3CnC0KjnK/ssMabhll1CyUEaYvxAiTVVTrRWH+htm2Jyf1xETKla13rtHr/xddn77QtgUAcP2umwAA+wd4b3jjHLeKBk7mk4IEe9PzhAGan6i0WcryQE0PMjIW3j3Eba8/l8cXZ8pUmzBs/lrdgiWOWZt75lfa9B/g+YcHxEVysnZiU42fb5KhWbewszo2ys4CQPcq3iOPrKaW4Hqcgc5EM3GK1q+WZd0A4N8AuAF807btf5zxvR/AdwGcB2AcwDtt2+552Qc0MJiBf3uS+k+4OUd0zyc70lnnON7uKVBb6coJOy3rmtbVCXZxHlvm1TpNtTqdbNbRw3rTUgNyXDIDZA4aFVZB+6H6m9CwrMPiUqesvtcxf4UnJdkZezh3hgYla0OI9axkd6jDbZ3owTyyFuTEMbDaXXX4zVzY91/1n3g52Ljux8f8bl+eWrJ1Qa6dVytjBs63qvX94TRZow81sk7RSt/RdNOXc1yX7k9zYG4I5WY95nt7rgQABCVN4i2N1Nau8VW7+c1eG/JY0GMeHuGablVRe/9023cAODqvv1y6Z9b+5KZ4E1lyHuUI16CGVt5Tt3Rvr+yzdYpr+L6fsz5XaJTbpjp4f+Vikgm0SPTH8rwH0Y93+3lvf6rv2kqbD79Il193XO4JcVgUw2VMy3DWy1rulme3siyN6YVOpsbl8vew7NEPAAAWYwvOaLwC1uivxhrpOt6XBgYGBga/XdgA7LJ9zH/Hg2VZbgBfBXAjgFUA3mVZ1qoZm30YQNy27aUA/hXAF175szAwMDAwMHhlcSrrI/DqrZGGmXoJWNTIXORdXQwfXNDNCFBaXHFGJZ8XANxpicYLI5Wv5zYVPVMv3/9k/2XcToNs3dxA3c0AwD/FNgKDbNMdVz0O25ju5mshUqt7cs/Q0tiWEyLTSttQVkvyrYNjM37xa/BNaoJMrOIxNPc4MOa0GT3Mz+r3MbyntbaK9eJ+9BtGVOzXsY6Sb4IRx5bNPPkXWrorbXWuoUPRmiBzi5f7yKj0l8gKdnoY+UpJhGokz3Bhs9SVUkZqOOvoc7QmVkQq03f5qLtyy+eHctQNaW2NNTGyJkkZwClxSfrKwOsrbU5vJmPWOKYlzYXpWcTj5urk+kfUgY+bXXALI2P/ueAJHAthL/vZ3sKxyD7BcdQ6ToWQ5O43iMuQ1MnIZBzmp/le7tP4APPnB961AgCw5S+Yh/0HfdQ0PLx/hXSfbSxq5fjGs2TxsmmnTXUe0nu5ElXzaL0ruf/S3MB2C4tZx3H0Tzls4divGBW8/lrDSFVwatavFwDYb9v2QQCwLOsOALcAeLFqm1sA/LX8/0cAvmJZlmXbczAR3eB3Em88h7qXtzQ+B8BhSZY8/MHKNp4pLkKqU0oL06N1EUtSx+nCX31SPrBq2tbsAwB4dv9qAI7G15viHNO8mXPP9CK+5miiV3HqE4M7lKR2nzrPAkAhJpqpNPfVJAfVtRT7pf8SktY1NX42Nzz4tq/hpUJrBj0wMDv7sDOfqfx/tY/jEy9R83SbLHV3JESYi3jNvm6LHb0mTG1PQWLpW3IO65SyRecszNKlgSn5hhdFXfNUv/PR9kcBAGcJpdfqVvbwpbFRADAmNaLum9wAAPjsub8AAHwx5DA+n9lJN7z3LHlOPqk9x41PkxEKjcmaKPdWlks7MjmuY/f0rqns47mTa3jnHrJWuRae65f+7qsAgIsCbOTLcT6fbEkwS6PRJ/0dY23GkbTzrGGJnkprlel9qc9TbrmMPql7ps9oqU5uv3DRCGZi8bvPcEZKcerW6K/KGml+TBkYGBjMISQQf+DX5Tubj7NJwLKs56ref9227a/L/+cBOFL1XR+AC1GLyja2bRcty5oC0ARg7NR6bmBgYGBg8OrhFNdH4FVaI82PKQMDA4M5BNu2bziF3a1ZPpsZTTuZbQwMDAwMDOYUTnF9BF6lNdL8mHoJOBwnfe4SCveZTUyNihwmpdyQckSDhRjp8owU5x1nPTqUfdzXL/bmKojVtIM6KXgbGnFSobR4XFaKA/t9Ugx1mOl+UY+klMXEvEJMIgJxTQfjsaqNAspetqEW6Ikuj+zDY6mIVo0JVBiptHmhkW1Feh0vWXElRWoeUwCsMl9DP3kG1XCJOYOVZnpB9DDVwpOHHCHszq4OAECrj9R7l48pliXJqfjCFFNc+7PM25gXoO22CmGPpPi5WpcDQFuQbdX7yLHvSFEAnS/z3BcEeYwnpmlPX5CT3Z+gAUSdFCbccsSxp23bJuM1QmG1iqg9jUwVGDubbf/RbfcCAD7RcBgni3ViTvJfmy8HAHRM8ppUUheapGi02NsHJe0k9JxzzrEfPAsAOPIpBl7u/Pg/AwDOfY7pNpZVOz8UC9x3Xx/zIjw+XmfPgKMCVgMMnW4KwVrpZa5T7q0wUz2Cw7zOngTT/jxBp3+p7rnnyvM7jj4A86vedwEYOMY2fZZleQDEAEz8drpncCbgK/Nq5/w/H2b6WjntPHLYMm/ZLr6GljKl7NJ5NBl6YZTz7Og41zdfgLlS9++jYRH6Hatov1Sdz9MhHVZZDJakMHBQDCcy9GiAVMWAJ137zBQcceZD2+I8lWvkZwnJQg/366t8vpDvE8s4lwWbHavxk4Wm950ImtpXjQZ3rYFE3q4tcL8xSc3ARxt/AwBY6ePnhwqcyBf5ZkvJ00m+tuCupvdpauHlAT12rTlIbzFZ+f8Cz8ml/DVLimBG3I/+7/YbAQDrOvsr2wxLKt01kZ3yCbc9+5l3s7ejtc9V2VZ5jorxuSA7xv579zspec372NeJNeznJ/7sLgDAux76QwDAOSt6AACH4kwHTKY4JrY4iyxqJ1nRJ0WaAcAuSmp7jPdsUZ6zrKKWERFzEinOq2UB/JK12HOw1RmY1TB4ZfGqrJHGgMLAwMDg9MEmAMssy1pkWZYPwG0A7pmxzT0A3i//fzuAh41eysDAwMDgDMCrskYaZuoloP3NFG4euoM0k1qn+qSorrI7AJBtkkjYWdmaNtzDUkRO69dOakFevlciJd3m/M4dYW29itA13Mfwm1/2VUOC4GhB2pbGxAzBL8YAxaDTP7cKb1X4KGRLYjEP4p5RmPCON3wFAHCB37GjBQDc7Px31b//MQBASKKK9flMuIdqRaNesWVvf9rpX7+LHTp0PYMBWhSw0cMoUrufUcw68cBVkwivDKQW8ZsXUgGtY0AxlGFUqiwDOpZhRCyeY5StwZ+uOWauxH41i+A0+pQTCazbJcGKHC+o5dHCurwWlpiTfHn7FQCAT1z+3VnHpBqfHmLhYY3QXXQ+7V+L57G/WfFV799JW/iGbTxm+xMUDdu9TpDFaqDjhe+K2lTfdFYKFUoxYXdOIrStcmNO8Rh+iZwFJpx5JCAMZ0Ht8+VFRd8+tW4XRlWt0V0p3nTFhU4U8+BbWbTy+o8bA4pXApLf/XEAD4C2r9+2bXunZVl/C+A527bvAfAtAP9tWdZ+MNp222vXY4PTCTMNFLTY68P9ZPt9McfsIC9FZG85h3bav9fI0hB/fpCFbZWRsie5XdYja4/YnLs6nLX1vEtZUN0v8/8jB2hzjUGyCD5Zk7Q+7UxDADXVqS714WwrpkILuFF+NSe41DDnMZfYb3cvpmlA7z7SX8u+90cAgG+9/T8qbV5eS/S8otiW53gs8bEfWuR4usQCvP0lMi9LZBjTwmAly844Hi5yQJ7MLAEANLl5rl8/wuyIBRGu3R9rfRgA0FBV5LgaJ8tGzYZvzKdl+2f8zPb4+9bts2zlq3n35bV3AAAeWUzWcq0YV903wWe1R56h4UQbEzUQHHNqzxQiHJDSm7mWnxcQOY0wprse4r2kz2zFbilVM8KTH9tIkiNYfW3lNsrX1VqeKxOqbWmWib56xZDCP+Q8Z31m5OxZzt/g5eLVWiPNjykDAwOD0wi2bd8H4L4Zn3226v9ZAO/4bffLwMDAwMDgtcarsUaaH1MvA4tu2/aS9+n5ISMkJYnGeYT5sd18LUhUI9ssbNPZTnrmgQ13zNrmlTveDAA4MkwtV3AH84Ebd0vkZJLsSFmsqdW6uhpZyoHQeiGtxy9s6QEA/GQXI4xXLNkPYBZGSlCd6z0fT826zUwUjzBS5lm4QDrBaGWwZ7KyTZuPBfueOZuJ6suXDQMAtqXmy/eMWvVkmMe8bZQaq1yB/VzbRnbmYKKp0qYyU/PCPM6GOuqX9qTb+TrNPOUrm8kE7U8zwtgR4rEefICFbrt2OdFVSwoSwyeFJwNStHfjVm67sfbcT6Yo7QMDm4/7/W2HaM2utqsBseq1DzGiZq9eUtl29+/zxvreatr0aoHG3Zf+NwDgrftpO3t5EwsmXyu2uR/d/R4AwGQX76nJ/XWVNt0SiQ2O8PjhIUZsvQm++gelMKdL8tenhKqSMco0OffhSKmqSqaBgcFpgZkaoEbsldejsUNe1zaW/RgAAAvlSURBVIsuc2U916KDwzTsKjcwjB8K8XV9OzU031v4aKWNq19kikT6W9TBfvZzPwIADBa4NmrpjEf6yTJM7efnvilZG31qUV2lmdLkkBbO98vnkfG5/6x7Zz3npf9Djc3Sn5DpSXRz7v38nzlj8flZ9zwaJ7JInw1rfbPTXt/vvwgAsO8I17Ml83kety/9AQDgm1OOTfiIiM4uifJ6bfAz2+E+WTNVi7zeX1VJ92XiZHVis62ZOi5v3nc9AGDbtoUAgO6zeO/8zWpqqu6Tx6jQoKxZwkiVfU7mz9CFpIW8RT4Ov/07f8p9ZJmfqRGua6f2Oj3FschfxeyX9JiTsWLl5XgDbFsqu1T07BVLdK9ap8t7KUFjVUmJ/7SJ+sPbcPFR42Awd2A0UwYGBgYGBgYGBgYGBi8Dhpn6LSEWoX3QaBOj84kWRiIsycu1JA/8rE4yML9Y/ssTtvmlZT8EADzQwcjS9iUsgLopyrzhls3CXEyIVWAVMSX1Z1GIUNfSt5eszMI6RqL2X/WfAICnswyRbMuzDY1+nWxU6Xgo9vQCADwdZIasrMP4hA8wElb4IWOZt191FQAgKlGhs5oZXVOdk6KrnvutiHAcL2nYX/mu3s0k+PdEeY6PS6p4SQamLK/xInPh+9KMPGnUq3Mzx8o75fQTZXELEm1iade+E5/4KeKORcxXv7PleQDAnwduBQAMXsX74NDNX59lr9njJltfIIt1960Pyidkom7sZP26J0bpBLWvvcrNby/vAU+6Nrrmzmk1X4n2BsTVr43Xd3w129jw3q2VtpwijwYGBgbAlzqeq3k9Fqod47yfJvPU0Eft1D/deh0AYPuF/1O7Uwf1WZf43goAGNlGtsaTlAyROsdFd9FKFm9/aNVMbTpRskUTKsVw97+b+s91/dQOt//ryWVqHA8vh6GaibE010hb2JILm3oAAEu81DX9SUNPZVvV6xakAnFe1rXPdNwPANiU4zPGrjzXUs10eCl4JZ4d/mmC69abWrmWFM/muY1n2B9d22+f/xgAYPkCuv/6J/j8pa7FALDox8ykcH+TzxZ2SPTOE2ScygneZ0PvXwcAuFjcJv/9gqdr+qQsGQDseHZxzXdFMWFUF0llPcuS8KPOvNPLmemybrXj+vs/iRWzjIDBXINhpgwMDAwMDAwMDAwMDF4GDDP1W8Kz59z1irf52d5bAAC7BxhdK0ltA19e8m4l+FL28vNMk2O9M3Ehoy8tbYy+jB5hDvmTzzCCc84Ic8/rQwylLIwy+XjgosQrfh7FQSYUe7rmVT6zEox81YuRj6vI/g1cyZzufaJ/8vyUn8fP58leeAHZrhvrGLE6ltYLANrd1Ov8fJB6tkN9FJBdcRbzxZdFyX4dPMQomD9ORsrKVrkUimOismy/Tdwa4bW79Y3feNltHLj19lk//0zzbv5HXj8cvrTy3eNDdBdKl/U+E+fKZkYFcw18LazgvePxMk/9/6z9OQDgA3UjlbZeiSilgYHB7z5ueBN1muNrOcdPiSFfoUXcQKXOlD1Bhts/7sSCO1o4x4xcz52e3vAv8s3sOqJ0jtpW36Q68vJzT8ZZI/1rZnejVSgjNROvBCM1Ey+HoVKWKXo7HV0LZ3Et3LuKWSjPxzhmbW7H2U51xW8SnbDbInt1/a6buO9BapO19tLdSx/EyeKVnOt/+jfXAACSXVJbM1vrWv0X49SvZRp5fbt7eS2Djx1b765clauFOuvxaxYBABpf4LNP5/3UYW8bJkO19HU8n/ve8UUAwCe6fl1p62PDrHtlL5LMIw+zNsaGpGZaA6mzuy+klnlm/bAP9l5W+f89q5pgMPdhmCkDAwMDAwMDAwMDA4OXAWsu1Gq81vWO174TrzJmRpSu7zqPn/c9/7Lb/MI4o3BjBUaPNkQOAgDW+xlBqZefyiejS7l8+1sAAMtiowCANzQygvP15YuPuc8rDc+ibueNapHKUqchxnMcP49MlOud7Gc6z2hbcpqRnXMXkSGKeRn5ieediM+BCbpDJWRbr5/RqkiI2079/+3dzW9UVRgH4NNOW4EilIavSAjGj2iiEGOCGjVxYUx0ZaKu3Rlc+J+4ZeHarUbcIwsTgjEuTDRRISGRbxMQCi2tLZ0ZF++djlP65dvSTqfPs5mW3k4vQ7l3fuc957zjUVFp3IqRz5Hf4wUcrXbvG7wd1bK+6faIZf18e03WWlvNPPn55o8Krua5nzp1opRSyo7LMSo4Oxz/RjNH4nX68GjsRvj5wc5dCXu5CnW68dXDW2XCGtkK98j+4apv066qD+BEzBxovBAVgtnhuNbXpuL6O/lEu+p098m4Fs3sjpfpnXdjbdTJQz+u6Ge31tgcHZyc+7PTU1GFac0AWMx6Xtcy1+1Xfo4dnscn4/U6+XKsI3t7e33R75nvQbPasbVvkcZSS3iUr8/0e8dLKaVM7YtJVhOHWuvE4/eg1bdpz6+xlrr/dsysadwZK/M17nfuLNv/UszSaVazT1prgKcOxus4ua/ase+DWJ999tg3//v8P7nyRimllDM/xXrnZz9b2e/rZtTr90iVKQAAgASVqQ2y3AjTl/f2zn388a5bCx7Tmlf76q6oSH06Ev03ProY84m/fvq7Bb9vKd1WPWj1omoOxqhQY3dUj6YOVutzqvJb67F/ptUvJAZBZnb/57mqnXSGxqq+TNUgW6unQ6v3w+BkVMW23Yzhyv7JqjfFL3+s0d+qe2VGPrvtd2Yj9PqoGxtrK94jG2/GdWV2OK7903viceflai3mxRtzxzYnlu5X178/7qfTR2L9SWuWQbl4peO4vlq78tKsL1y5mV/B2GhrOYNhtbbCvaD/xefjseqf2Lh956Fjrp2IdVW1t2K91f73e/+9w3J6/R6pMgUAAJCgMtUlVlMRWO57lzpus4wkNV+PkZ6Bu1Et6rs70XnAUMynb+yI+cxTh2Pe/V+vtXfzG6gGI0fPx5z7obF4rE1WfSUeVOu0atUc6aEYpaxvjxHRgTP59W30tl4fdWNjuUeWMnDkcHwwGxWjxtjSa5lKaVeRanurHdFalaeR2DGwefXGwseVUkq1W1/95s1Vnfd66YYK1WZ5P8H66/V7pMoUAABAgj5TXWI1IzrL7dTWDSNWq9V3LvpGLbf/UO25Z0oppfxT9dQaOd7uaXTvXPTXGByPZxm6HiObfdVIZ7PqSTU7sqPjZ/pPArCxZi9dWf6gRdRv/d3xeW3mQcfnA4eir+L9Y+1eh41q3e32bzdHZWql7yEe5S6xsFWpTAEAACQIUwAAAAlmMPWgrVx6b26LqXozO2OKxp1Lo3NfO/BnbDBRm6ya7g5UTWcvXOx4jp5eJQmwxdXvdG5n3dqA4rFr1zfidLreVn5PASuhMgUAAJCgMkVPmT4wXEopZcetqEKNnGrMfW1gYrqUUkqz2vq8/tuFdT47ANgcVKRgZVSmAAAAElSm6CljT8WaqcevxnbnA+PtLXCbQ/3VMdHYd/TsOp8cAAA9RWUKAAAgQWWKnrLvix8W/Vprl77R79fnXACgm1gHBWtPZQoAACBBmAIAAEgQpgAAABKEKQAAgARhCgAAIEGYAgAASBCmAAAAEoQpAACABGEKAAAgQZgCAABIEKYAAAAShCkAAIAEYQoAACBBmAIAAEgQpgAAABKEKQAAgARhCgAAIEGYAgAASBCmAAAAEoQpAACABGEKAAAgQZgCAABIEKYAAAAShCkAAIAEYQoAACBBmAIAAEgQpgAAABKEKQAAgARhCgAAIEGYAgAASBCmAAAAEoQpAACABGEKAAAgQZgCAABIEKYAAAAShCkAAIAEYQoAACBBmAIAAEgQpgAAABKEKQAAgARhCgAAIEGYAgAASBCmAAAAEvqazeZGnwMAAMCmozIFAACQIEwBAAAkCFMAAAAJwhQAAECCMAUAAJAgTAEAACQIUwAAAAnCFAAAQIIwBQAAkCBMAQAAJAhTAAAACcIUAABAgjAFAACQIEwBAAAkCFMAAAAJwhQAAECCMAUAAJAgTAEAACQIUwAAAAnCFAAAQIIwBQAAkCBMAQAAJAhTAAAACf8CrQE8rwuSRNsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fitted_parameters = mcdmi_fit_hcp.fitted_parameters\n", "\n", "fig, axs = plt.subplots(1, len(fitted_parameters), figsize=[15, 15])\n", "axs = axs.ravel()\n", "\n", "for i, (name, values) in enumerate(fitted_parameters.items()):\n", " cf = axs[i].imshow(values.squeeze().T, origin=True)\n", " axs[i].set_title(name)\n", " axs[i].set_axis_off()\n", " fig.colorbar(cf, ax=axs[i], shrink=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating CSD FODs using Voxel-Varying Spherical Mean Kernel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aside from parametric FODs (see spherical mean example), Dmipy allows for the estimation of Spherical Harmonics Fiber Orientation Distributions (FODs) using the fitted spherical mean model parameters as a convolution kernel.\n", "\n", "During the estimation of the FODs the parameters of the kernel are fixed to those estimated during the spherical mean step." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{align}\n", " E^{\\textrm{MCMDI-CSD\n", "}}= \\overbrace{\\operatorname{FOD}(\\textbf{c})}^{\\textrm{Fiber Distribution}}\\,*_{\\mathbb{S}^2}\\, \\left[\\underbrace{f_h\\overbrace{E_{\\textrm{h}}(\\cdot|\\lambda_\\perp^{\\textrm{tort}},\\lambda_\\parallel)}^{\\textrm{Zeppelin}}}_{\\textrm{Hindered Extra-Axonal}}+\\underbrace{f_r\\overbrace{E_r(\\cdot|\\lambda_\\parallel)}^{\\textrm{Stick}}}_{\\textrm{Intra-Axonal}}\\right].\n", "\\end{align}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CSD FOD Estimation from spherical mean model\n", "As model definitions are generalized in Dmipy, we can instantiate the MC-SH model using the same `BundleModel` with which we instantiated the MC-SM model." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We highly recommend installing pathos to take advantage of multicore processing.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mcmdi_csd_mod = modeling_framework.MultiCompartmentSphericalHarmonicsModel(\n", " models=[bundle])\n", "\n", "from IPython.display import Image\n", "mcmdi_csd_mod.visualize_model_setup(view=False, cleanup=False)\n", "Image('Model Setup.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the model composition is the same (and thus the parameter naming) we can **directly** set the kernel parameters of the MC-SH model using the fitted output of the MCMDI model we just fitted." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "for name, value in mcdmi_fit_hcp.fitted_parameters.items():\n", " mcmdi_csd_mod.set_fixed_parameter(name, value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then fit the same data again, but now using our new MC-SH model with fixed, voxel-varying kernel parameters" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setup Tournier07 FOD optimizer in 0.00954580307007 seconds\n", "Fitting of 8181 voxels complete in 262.711626053 seconds.\n", "Average of 0.0321124099808 seconds per voxel.\n" ] } ], "source": [ "mcmdi_csd_fit = mcmdi_csd_mod.fit(scheme_hcp, data_hcp, mask=data_hcp[..., 0]>0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spherical Harmonics FOD visualization" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from dipy.data import get_sphere\n", "from dipy.viz import window, actor\n", "sphere = get_sphere(name='symmetric724').subdivide()\n", "fods = mcmdi_csd_fit.fod(sphere.vertices)[70:90,: , 70:90]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "affine = np.eye(4)\n", "volume_res = mcmdi_csd_fit.fitted_parameters['BundleModel_1_partial_volume_0'][70:90,: , 70:90]\n", "volume_im = actor.slicer(volume_res[:, 0, :, None], interpolation='nearest', affine=affine, opacity=0.7)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "ren = window.Renderer()\n", "fod_spheres = actor.odf_slicer(\n", " fods, sphere=sphere, scale=0.9, norm=False)\n", "fod_spheres.display_extent(0, fods.shape[0]-1, 0, fods.shape[1]-1, 0, fods.shape[2]-1)\n", "fod_spheres.RotateX(90)\n", "fod_spheres.RotateZ(180)\n", "fod_spheres.RotateY(180)\n", "ren.add(fod_spheres)\n", "ren.add(volume_im)\n", "window.record(ren, size=[700, 700])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.image as mpimg\n", "img = mpimg.imread('fury.png')\n", "\n", "plt.figure(figsize=[10, 10])\n", "plt.imshow(img[100:-97, 100:-85])\n", "plt.title('MC-MDI Watson FODs intra-axonal fraction background', fontsize=20)\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating Error Metrics: MSE and $R^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to calculate the Mean Squared Error (MSE) and the $R^2$ coefficient of determination. \n", "In MSE, the lower the better, while $R^2$ ranges between 0 and 1, with 1 being a perfect model fit." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/rutger/anaconda2/lib/python2.7/site-packages/dmipy-0.1.dev0-py2.7.egg/dmipy/core/fitted_modeling_framework.py:324: RuntimeWarning: invalid value encountered in divide\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mse = mcdmi_fit_hcp.mean_squared_error(data_hcp)\n", "R2 = mcdmi_fit_hcp.R2_coefficient_of_determination(data_hcp)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=[15, 15])\n", "cf = axs[0].imshow(mse.squeeze().T, origin=True, vmax=1e-3, cmap='Greys_r')\n", "fig.colorbar(cf, ax=axs[0], shrink=0.33)\n", "axs[0].set_title('Mean Squared Error', fontsize=20)\n", "axs[0].set_axis_off()\n", "cf = axs[1].imshow(R2.squeeze().T, origin=True, vmin=.98, cmap='Greys_r')\n", "fig.colorbar(cf, ax=axs[1], shrink=0.33)\n", "axs[1].set_title('R2 - Coefficient of Determination', fontsize=20)\n", "axs[1].set_axis_off();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MSE shows that the fitting error is very low overall, with only slightly higher errors in the CSF and much larger errors in the skull. The $R^2$ agree with the MSE results, having values very close to 1 overall, with lower values in the CSF and skull." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "- Kaden, Enrico, et al. \"Multi-compartment microscopic diffusion imaging.\" NeuroImage 139 (2016): 346-359.\n", "- Kaden, Enrico, Frithjof Kruggel, and Daniel C. Alexander. \"Quantitative mapping of the per‐axon diffusion coefficients in brain white matter.\" Magnetic resonance in medicine 75.4 (2016): 1752-1763." ] } ], "metadata": { "cite2c": { "citations": { "1647435/9GIP6DWS": { "author": [ { "family": "Kaden", "given": "Enrico" }, { "family": "Kelm", "given": "Nathaniel D" }, { "family": "Carson", "given": "Robert P" }, { "family": "Does", "given": "Mark D" }, { "family": "Alexander", "given": "Daniel C" } ], "container-title": "NeuroImage", "id": "1647435/9GIP6DWS", "issued": { "year": 2016 }, "title": "Multi-compartment microscopic diffusion imaging", "type": "article-journal" }, "1647435/SJIIZKJJ": { "author": [ { "family": "Kaden", "given": "Enrico" }, { "family": "Kruggel", "given": "Frithjof" }, { "family": "Alexander", "given": "Daniel C" } ], "container-title": "Magnetic resonance in medicine", "id": "1647435/SJIIZKJJ", "issued": { "year": 2015 }, "title": "Quantitative mapping of the per-axon diffusion coefficients in brain white matter", "type": "article-journal" } } }, "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15" } }, "nbformat": 4, "nbformat_minor": 1 }