{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Fluid Dynamics\n", "==============\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This numerical tour explores fluid dynamics for image generation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ndgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:3 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:3.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:6 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:6.\n", "WARNING: Method definition ndgrid_fill(Any, Any, Any, Any) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:13 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:13.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}...) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:19 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:19.\n", "WARNING: Method definition meshgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:33 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:33.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:36 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:36.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:44 overwritten at /Users/gpeyre/.julia/v0.5/NtToolBox/src/ndgrid.jl:44.\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Interpolations" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Velocity Flow Field\n", "-------------------\n", "A velocity flow is simply a 2-D vector field $V = (V_i)_{i=1}^N \\in \\RR^{n \\times n \\times 2}$\n", "where $V_i \\in \\RR^2$ is one of the $N=n \\times n$ vectors at a position indexed by $i$.\n", "\n", "\n", "It can be generated as a realization of Gaussian process.\n", "The blurring creates correlations in the flow." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 128\n", "V = perform_blurring(randn(n,n,2),[40], \"per\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Subsampling display operator." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(::#1) (generic function with 1 method)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myplot = V-> plot_vf(V[1:6:n,1:6:n, :])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can display the vector field using arrow." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Ui3gZxv9x8iQvcGvXutH3Gq/ffmObEhecPct+enFxbvQNsmsXm/7myMGVf7t3cypQ00zPmMFCo199xdWYmgVMz59nCzKAEbWYmEsLQ6cEEbZqmTCBZtFMl2FcGTNehvF/nDrF53fecTNdFxbme92rl68PpyZnz7L/3KhR+tqGjwEDOE23dy+jpC56MCb/Dn/7jZW4tfj8czZSBlgx/vXXgbp1/dPMkcOS5w3jarBVjUa6Y/FitgTRJCaGOSleFi5klEGTWrU4lXPhAld93XgjcMMNumO88AKX7OfPzwbN2voGmwpv3AjccYe7MTZsYDsgQL8Mw9mzvvY8771H0+XCOBqGcWUs4mWkKzwe1kiKj9fV9Ua7AKBiRU6XeDx6+iLM63r0UUZJypd3Y4rOnuXz+fP+Fb80/p2cOd2aLoClR4KDgc8+A1av1q199cUXwFNPAfv3M/JqpsswUhczXka6YtcuXjAWL9bVjYoCfvoJuO02PmbN0s3XCQhgde06dWjCNm/W007OuXN8zpYNWLSI+8pIX4SGAiEhzLl6+23d6TsRoEMHlo9wUb3fMIz/jRkvI12xciWfp07V1a1ShdGoWrVoigIC3Kw6rF2bz65KSlSvzqmjxERg0yagTBn9MZYu1dc0fAQEAMuXA5UqudG2Ar6GcX0x42WkK1at4vO8eb7kYE1q1WK0Qbsek5d8+ThttGGDG/0RI7iizOOhufOnPMC/0a8fp78MNxQubEnqhn+IMIpvpE2sjpeRbhDxGa/YWC5d79BBdwxv5frNm/UT+L3UreuL3GkTEED9gABg3Trgzjv1xyhRAnjsMZbdqFBBX98wMhpRUcDHH7PsyOXkzs0VrJo5nwEBbNb+1lvUL1yYj0KF+NyhA1Ctmt54xrVhES/DKatXc8WgBvv38wQWEACUKsU6R9rUqMHWJq5ysAAao5AQ4PRpN/p58zJPzVU9sjJlmMT/4IO+ZH7DMP6dXLkYKa5enbmX8+f7HoGB7H6gTYcOLKgcFARs2cK82O++42sX09jG1WPGy3BCQgLrGw0cqFdIMTCQ5qtAAdZQmjRJv95Wrlw8KW3apKubnDp1+OyydVCDBjReLorFeEsR7N/PyJcVazUyKpq/n+Bg1n9bv94XbQoIAKZN42+qalXg3Xf5u9Wq8Xf77byJTF4aZ9Uqdlro1QvYt09nnMtZu5ZRvJkzgV9/ZSu206eZe2qY8TIccPgwl9sPGAC0b6+ne/PNQLFi7Il34QJQvLibBHhvgr0rqldn7pWrPC+AxuvMGRZT1SZ5wv769ezzZ9UAjfSOCBvZz57NIsp33UVzok2tWrzp+ugjoGRJ/kaHD+f5bMgQoGFDvu7Qgd0R/I2GFSzIyNqHH3K8xYuBpk1ZVuSWW3iu/vZb1qfTom5drs598knux6pVee4ODmapnsyOFVBNARcvct48vbJvHzB6NPD885xa02T6dKBzZxqj/PnZhke7TlC1aoxKzZypq+tl2DCge3dWmtfsvZecOnWo7ap10J49QOXKPKG2baurvW8ftz9LFvYOnDWL77swwSdP8oRtDZYNVxw+zOj8ihU83pLTpg3r+hUpwtyo5M833MDfgD/s2MFzWbZs/PvCBa4a/vlnmqUzZ/hvzZoBDz3Ex003pXy8pUvZlxPg+e3bb9mSas8epig8+yzQqRMjZRr88gsbvJ8/z7/z52dUr337TF7ORDIQHo9b/YMHRc6fF3n4YZE9e9yMsXq1SHQ0Xx85IrJ1q67+oUMiI0eKFCwoAohUqyYydKjIqVP+aycmiixeLJIzJ7VfecV/zSvRsKHIffe50RbhdwCILFrkboxXXuF34OqYTUoSyZ9fpEsXfe2YGJH580X69BEJDBT5+2/9MY4dE3ntNR6f4eH6+smJinKrn5QkEh/vdoy4OLf6IiIXL7rVj40VCQtzpx8Tw/NTRMQ//+3CBZHx40Xq1OFv3/soUUIka9ZL30v+KFhQpFIlkSZNRFq1Enn5ZZGPP9bZ3sREkTVrRN55R6RKFd+YVauKjBqlM4YIz0F//CHywgu+c3fNmiK//66jf+AAf8deXUAkSxaRxx93e0x5PPxe0yIZynhNnepWv0ULXszy5hUpVEhk82Zd/bNn+SPPl0/kpZdEZs0SCQ7mCUHrAj179pVPIEFBIi1b8gfoL1OmiLRuLbJ+vf9aV2LtWv19n5yoKJGffuL34Yo//xRZuZIXZVcsXCiyf787/VOnRKZN0zUVXsOVLRuPy4AAmjxXrFsnUriw3kXmSowaJVKrljsDmZgo0rSpyLvvutEX4c1I4cLcXy44dIimp0kT3ZuRgwe5/1u29JmKmTP/+/9s28ZjMH9+kU2buD3h4SL79vE4+eknkXHjRPr3F+nWTeTpp0XuvpvmolgxkVKl9Lb/8s8yfDivQx995GaMiAheb+rVE9m9W083KkqkbVteEw4c4LF6331ugyWLFvEamhbJUFONhw+7KRjpZedOttrYtYt/583LcHDjxjr6Hg/w++/AlCnADz9cOrf/7LPA2LH+T3EmJXH7a9fm66pVgUaNfI/SpXWmdbzTdDZFZFwtIiyzsW8fcOQIHyEhwODBQP36+uMdPcop03z5WHqjQAH9Mf7+m1Pjd98NzJ3r5vfw2WdAz55M0n7qKX39gwfZN7JIEeCPP7i/NPnlF18u6LffcrXs1SDC80yRIr734uK4knrhQmDBArbnAjidd//9wAMPAE2aMNfofxETw4Twa72miNh570qIsAyQ1mKr9EyGMl6uWbAAeOkl4Phx33s5cjAZU7uh8pkzvmKeXipVoiGrUsU/7T/+YJ5a/fo0j4aR2bh4kTdMISE0XRUr6o+RlMQ6art28VGsmP4YO3bQPD7+OI2XNhERXKgRFsbFIN4VrRokJrJJ9+DBTMaeOfPq85f+/pvn4tdfZ56q12gtX86SMzlyMKn7gQdouDS32zD8xYxXCjh7lifSnTv52LcP6N2bd7VaLFsGLFnCpMTwcN9zfDxXCz70kN5YhpFZmDKFlf07dmS0evFiXqBd8PnnLGDpKhIVF0fDcuYM8OefXL2mSWIi99Wvv9LQaEX2AeDECe6T1auBbt0YtfMmmP+vbfriC67Qi4kBbryRkUuAxXy9Ua077rDm30baxYyXYRiZAo+HhWUDA1lBfOxYrsB1wd69jMQ89BAjOS6mnnr1YrRo8WLgnnv09bt1YwuqKVN0y8IsWwY88wynnb7+mjX5roZt22iYt2zxvVeqFKdZ77+f5WYMIz1gLYMMw8gULFvmy/kpVYo5iAkJ+v0sExOB557jNP7o0W5M1+rVjBK9+qob0zVmDE3XO+/oma6kJEbrP/qIuaU//HB1U7wijBoOGkSzVq4ctbxFRqtUMdNlpC8s4mUYRqagZUtOLwKsITR2LPDoo/rjDBzIWkWzZ7OyvzaRkb4ivFu3Ajlz6uovXcoI0sMPs0ZboEKZ7bAw1pNbsoR1ooYPtyRrI/NixsswjAzPgQOMrogwgvPFF/o5UQBzrWrVYuHNqVP19QEal8mTuUimbl1d7b17ueimfHm2lsmVK+Vaq1axQvqaNaxgfu4cI2nPPae3vYaRHrGWQYZhZHhGjQJKlGDpgilT3JiuhASaikKFOE3ngnnzmBf1/vv6puvsWUYFc+bkOP6Yru3bGU387DMmuufJw1WRZroMw3K8DMPI4Fy8CAQFcSWydg0qgKuay5Zl/tLWrZzOdFETLCwMePFF1uB77z1d7fh4oFUrrjZctYo9/VJKVBQjXOHhTHx/+mlg/Pj03WbNMDQx42UYRoYmZ042H3bFmDEsbfD118ALL7CcgTYirFt14QKLjGouCBABXnmFxWt/+IHGzh9efx34669L9WNizHgZhhczXoZhZGg0ksP/DRFgzhx2zcialeUjwsP1I16TJ3Oc4cNZSFmDyEhOAQ4dCkycCPTvDzzxhH+aM2bQgAKMmrVvz+nFwoX9317DyChYcr1hGEYK2b6d9bq8tG4NTJrkX36UFxEgNJTRomrV2LZn8WIdI5mURJPYuTNXXj77LPDNN/6Vvjh0iFXu77oLeP55FpQOCvJ/Ww0jo2ERL8O4zuzfz6rbRvpjzhzf6/79WUZCq27Xxo2McB09SgMzaZJe9G7ePLbZWbqUZmnCBP+3+9w5rorMn19nGw0jo2KrGg3jOhIdDXTvnjpjJSSkzjiZiTlzmLs0dy4T3jWLpf74I/Ddd0x2f+89rsrUYvhwPicmsuXQ3Ln+a9aqZabLMK4GM16G8S9ERbFStkuGD+dKONdER7N2laHH4cPMk1q3jsVGNRGh8fIyYACwYoWO9o4dwG+/8XWuXGwNdLVtewzD8B8zXobxL0ycyMKbrjh7lm1QQkPZR9AlXbv6mgkbOpw7x9pUt92mr71jB/D333xdpQqnHZs319EeNozPzZsDO3ey7ZDLBQjG9Wf5cuD48eu9FYYX+7kZxhVISGAJgn373I3xySdARAQTncPD3Y3zzTc0kTYNpMvtt7spxAr4ol2tWwNr1+r1IjxzhnXGvvqK7XvKlNHRNdI2RYrwBqFKFeDNN4FFixgFN64PllxvGFdgxgwgJMSd8Tp8GBg50vd3aChwww364+zezRpNgBmv9MScOYyG9uypmzd26BCwebN/BVIN/1m2jD09b7gBKFbs0ke5cnolQ7xUrcreoffdx0LCX3wBBAcDLVrQhBctqjuel1OnWMDYmphfihkvI10jonth8mp++ilfuzJeAwcyWfrwYf59+jRw6626Y0RFMWLivbM145U+OH2arXbuvVdfu04dfU3j2mneHMienXXTTp/2vV+0KEuGuOCuu1hjrX17/h0XBzRpwmiYK4oWZamSfPkYaWvUSP98nR6xqUYj3fLrr8yF0WbBAua+ACz14IIRI2iKcuQApk1zE/YfMIB3m15cGi8RVlSPj3c3RmahaFE3pstIWzRuDGzadGnPzdBQrmD95RemIGjTrh3LngBA8eJAr17sqRkSoj8WQJM1ZgzPqU2asAH7jBlcTZuZMeNlpEu8TXhLl9bXHjTI99pVxCtbNp50a9YEnnoKuP9+/TE++YTta3Ll4hSDK+N1/jx78y1axM9lGMbVUaoUWzV16MC/e/Tgue2hh9j/s18/9s/U5N13gU6dWMdt2DCulq1cmdOPLgxRxYrABx/w9YYNPN/dcoubm+b0ghkvI91x+DCNSnCwfmuWyEjg/fd5d1a9OvvWRUTojgFwFePmzb6pHxfh97g4YPp0TmfMns08D202bKB5/OEHtoYxjIyEx0OD4I1Qe1eaapI9O6cAR47k6uNDh1jgtlo14MMPeXPZqhUXQ2isfvZGoW65haVE9uwB7rmHU4H16vG8pE2PHpeef55+mp/PNUeOuB8jRUgGIjxcZPdukaQkt+O8+abI8eNux0gN1qwR8Xj0dWfPFunbV2T9epHERF3tM2dEbrlFBBBp1EhXOzmlSom88AL3T0KCvv6ePfwMU6fqa3uZNYtjrFjhRn/FCpH8+TlG8eL637VhpDYej8i2bSJffiny6KMiBQvy+AZEypYVGTlSZMoUkR9/FFm8mOfQHTtEDh4UCQ0ViY7WPacePizy3nsiRYtyG8qVE/n0U46lzZw5PO8FBop07y5y4YKu/rp1IgEBIs2b87O89Zb7a/Xjj7sfIyVkqIhX6dLMyXFVk2bAAKBtW4Zoq1YFZs7U1Rdh37QxY3y5Od98wyRpLbZsYbRo5kyuZnn0Uf1SBuvWAX368O6pSBEmc3qTyP0lZ06WeahRg3dsLkhK4iqc2rV5d5jFwRKU8+cZUUue36FNWBjHuOMON/p33slefwUK8Hfhoi+fCO/ADx7U1/ayahVw8qQ7/XPnGK1wmdfyxx9ua86JAFOmsG+kK7Zvv7RorAv91q3/O2/T+3sPDQW2beN35+XQIeC11xjZbdWKeXiNGjFyU64cz3U5cwKFCult8003MSfr6FFGlcuVY17Wiy/qjeHlkUe4CrprVxZ2nj5dV79ePeDLL7l44O23gbFj3UQQvcTE8LioumToAAAgAElEQVQ9dszdGCnmejs/Tf76y61+374iRYr47oAAkWeeETl3Tkc/NFSkQQPq5s0r0rUr7w5q1BA5ckRnjAULeOeW/DOULSuyaZOOvojI11+L5Mgh8thjIt99J3L+vJ62F48nY0QdXeMionm5/l9/iezc6UZ/4ULegX/3nRv9pCTfb80VY8bwd7Z7txt9j0fktttE6td3oy/CaAggMnmyG/2jR0VKlmREJyZGV3vLFkavAJECBUTmzr26/+fxMKL16qsihQoxwh4eLhISwu9ywwZGfefO5fE5bpzIkCF8uGTfPne/Ny87driPYGtd09IjGcp4ucbj4Qk6uWkBeMJYulRvnE2bRDp0EMme3TdGkSI8CWiQlCQyaNClnyFbNpGxY3Uu1H//LXLxov86huHxiLRuzWPTBbt28fh3ZexERJo2Fale3Z3+0qX8DN9/70Y/Lk6kQgWRqlXdXIwvXOD+yZeP34cWmzaJPPww903BgiL9+4tERKRMKz6eN612XjM0sDpe10BMDEPVjzzCZfPx8axwHh/Pdgzh4TrJ3rVqARMmMOQ9YQLfCw3l1M748f4nMcfGchqqTRuG0r2Pnj2BNWs41ZkrV8r1y5Xzb/sMw0tAAI/5Zcvc6K9bx+f69d3oHzsGrF7Num2u+PJL1oR74gk3+mPHcnpuyRL96eTERJ6Hdu3iFFTlyinT2byZ502A7ZX69mVJhhtu4L5/9VUgT56Ub2fWrG5WHhuZkwARkeu9EcY/CQvjxebYMZq6Y8d8r599lvlmLnJqEhIYA7OyAEZaQrtQbmwsL6Yvv8wVZKdOuVlZOnQo81kOH2a+jjb793O5/oABLBOgTXg48x3r12erIU1EgC5daOwmT075DeVvv/FmeMkS4OOPmYNbuDD3e5cuQO7cmlttGP5jxisd4k3SdZH0bRiZgaNHuTDgwAG2Zxk6lMZI+4ajdm2WPVmzRlfXS9euXCRz9KhuUreXt95iracdO1Iejfo3hgxhmYE+fWiYUsLPP3MWIi6Ofxcpwsj9yy/7F7U3DJeY8TIMI9MRHe27MAcFsYXLokW6Y+zbx5W3I0dyqkubiAgW4HzqKV9KgiYHDtBsdeoEjB6tqz1rFg1T27ZcuZ2SaON33zFK5q3wXrAgixKXLau7rYahTYYqJ2EYhnE15MzJdk0Ap7yGDNEfY9o0mrrWrfW1AWDiRJad6dbNjX6vXtxHH32kq7tuHVvXNG3KaF1KTNfo0dRISqKBrluX043enD3DSMvYZJVhGJmSG25g3uQLLwBVquhqi9B43X23mybESUmstXT33W46EqxezW4Hn36qu/1//w08/DCndX/6idOw18qePewwMW8ev7fSpd3VbjQMF9hUo2EYmZIaNTidtn8/GwZrsnUrcPvtwKRJwPPP62oDwJw5LLY8bx77+mni8bDYZVgYsHcvW9pocO4c0LAhn9ets9XPRubFIl6GYWRKChUCHn9c33QBjHYFB9McueDLL4Hy5YEHH9TX/v575kpNn65juqZN435+7DH2zvv1VzNdRubGIl6GYWRK3nwT6NdPd/XbiRNAsWJAmTJc0Th7tp62l23b2Jh82DD9/K7oaC4IKFWKbYj8LbERHg7ceCObwf/2G9veuKo3ZhjpBYt4GYaRKfngA/2SA6NHs2bX0aMsUeGCYcNYDNTFFOYXXzDvbeZMnbpm48ez1+xvvwEtWnAK0zAyO5aSaBhGpkSjy8TlXLzIMgcA0Lu3ftPn0FBOBXbsCOTNq6t96hSrvD/5JNCggf968fFcAOBl927mvhlGZseMl2EYhhJRUb7X9eoxt0mTcePYXaJrVz1Nbx2sDz5gceZBg3R0Z87k1GtAAOuY7d7NFY2Gkdkx42UYhqGE13iVLcuep1ptiNatY5uj0aO5ilEzOf3994Hff2ddsO7dmZ/mLyKcar3tNlbtHzlSP0JnGOkVM16GYRhKREWxaOr33+sajYkTgTvu4HRg9+56ugBXLzZvDuTLx3Y7GqxdC7RqBWzZojNtaRgZCVvVaBiGoUTz5ixq2ru3ru6997IJNMDeklOmsFq7v5w6dWk5jZo1gWXL2H7HHxITrZesYfwbFvEyDMNQon59vahRckJCfK9fe03HdAGMTHmpWxdYvtx/0wWY6UrLLF9OE5+QcL23JPNixsswDEOJDz7gVKMmIiw8CtB0aTbc9hqvxo2BpUvdrPQ00hYNGvDmoGhRoEMHYP58IC7O7ZhRUcCMGTyWDZtqNIw0i8djPegMtu4pUgS47z7g5591o0mNG7M6/dy5+jXNjLTLoUMs8HvuHP/Om5eLNvr2dddV4JlngAsXgLFjWaA3M2MBYcNIA5w/zzYtGzfykSMHSwfkzq2j7/EAZ85wef/Jk77nsDBGUSpU0BnH0CckhKsDp0/XNV3x8Yx6TJ3K4824fqxdC7zxBjsHZM/O7yNHDr5+8EHgxRd1xytblsfTfffx3HDhAltQuWzl1K0bo2233cYVrx076q36TW9YxMswrhMJCcA77zCKsX+/7/3GjYGFC/VMlwjw7rv/rM9UqBBbuDRrpjNGZj2JumbNGqBkSZ0yD8mJjua0aHCwrq6RMo4fB557jjlYXnLmBH75hb9RF7+vzz7jtGO+fDRfvXoBH38MZMumP5YIa9tt3Mi/mzcHJkzQP64vZ8sWNqxPS2SoiYyEBGDHDs5Zu7STlph4dXgLM7pgyxZeOFwxahTw1FPAI4+w1Unjxkycnj9fb4ysWal98KDvvUaNgAUL9EwXAOzbxxpQWbP63qtenSdADdMF8DM0aAD06MHtj4zU0TV4TLi4OOXMaaYrLVGyJK8tQ4b4jE90NHDXXYxQ9ejBqLjmte3tt4E2bYDVq4EuXXhzVrcusHOn3hheAgIu7S26dSunHV3ml61dq1cQWBXJQAQHixQpIvLnn270N2wQWbVK5IUXRCpVEpk3T8Tj0R1j7VqRuDjf3/HxumPExors3aundyX+/lskIkJk4EB+Hhf06iVSrJjI8OH8TNosXCjCUxwflSqJbNmip+/xiDz3HLXz5OFzo0YiFy7ojXH8uMjdd1M7OJj6gEjr1iIXL+qMsWOHyIcfirz9tkipUr79FRQkUr++SO/eIitW+HcMh4aKJCaKREeLREbqbLeR9tA+l16JiAgdnaQkkW+/Fdm50/deQoLI9u0ic+f6r79tm0jlyiLjx4tMmyby2GP8DQMiZcuKDBvm/xheLl7ktouILFokUry4SLZsItOn643hJS6O5+0cOUSyZhXZuFF/DC/nzoncfLPIK6+4GyOlZCjjVa+eyJ497vSfeOLSizEgcuedIps36+iHhvKAL1pU5L33RI4coUnq1EnPXIweLRIYKNK+vciBA3zv0095ItHijjtEChYUqVpVJFcukeXL9bRFuC9y5PB9BzfeyBNUfLzeGKtWiZQoQf3OnUWiovS0vXz4oUjfviK7dumbLhHuj8aNRT77TCQsjDcKAwboXuCmTRPJkkUkX75LvxNApGFDkREjRE6dSrl+bKxIlSoiDz7IC9rLL+ttu5fPP6cZdcXJkyLNm+v/DpIzapRIq1buzIvHw3PdpElu9EX4/TZoIHLihBv9EydEypXj+c4fFi8WqVFDJCBAZOJEkTff5O8sZ04e9zly+IyMP0RH88bGS0SEyNSpIg8/LNKvn//6/8aZM7w+7N/vRv/jj0XWrRPp0+fSIIMLNm92a+5SSoYyXq7vhs+dE5kz558XGECkXTuRkBD/9JOSRJYuFXn8cUYMAgN5svNexE6e9P8znD0r8u67NERBQTR1hQox+qJxshDh3do99/j2TXAwL/paREbS1JUqRbPdqpXI66+L/Pij7oXnvff4fbsmOlrfdF0JTWPqxbu/PR6RatV4QRo0SOTwYb0xvvqKd8dZs/J4WrxYT1uE5jcwUOT8eV1dL3v3crtnznSjL0LjeOut7vT37OFnmDjR3RhNm4qUL8/opjZnz9LA582b8hvlLVtooC8/9+fKxZvNHj1EfviBx35qRO/SKzEx13sLrj8ZynilBt9/z7uBN99k9GDsWJFZs0R+/VX3DuHYMZGPPhLJn9/3Ay9ZktOdGoSGirz1lkj27D79Nm10Ls4HD/IEmvzklCULoyMaxMfrmcT/IjXGyChERors3u1Ge+9ekWbNfMdSqVIi4eF6+qtXU/eXX/Q0k7NtG/V//tmNvginpZ54wp3+sGH8DEePutHfuJH6I0boa1+4IFK3Ls91q1Zd+/8/f57TVQEB/zRdr7zixigaGRsrJ3GNPP00H64pWRIoXfrSJOXjx4EmTYDx44H27f3TL1yYrU2mTGHiNQDMnMnXM2ZwGXNKKVsW2L0b+OsvLnb4808+evcGLl4EOnXyb9uTJ4m7xKpvXz25cwO33upG2+MBqlXjgooLF4Bjx9ivcPJkHf26dZlo/uuvXLqvTUwMn/35Tf0XCQlcQPHEE270ASZ9V67srv7S0KFA/vzA88/r6sbGAo8+ymNn7lyeP6+VfPnYnHzoUJZfCQ3lIywMOHuWY1gNNONasHISaRgRFrg7efKfj9atudrJH8LCgO3bL33s3s1VND/9xIuRNhERLNZnpQeMa+XiRWDaNK443b6dF9KHH9bRvuceXkQ3b9bRS85vvwF33gn8/rv/v9krsXs3ayPNmMEVatrExbGN0EsvAV98oa8fEsL6UT16AAMH6ukmJtKMzpvH4+bJJ/W0DcMf7J4+DRMQANxwAx9VqujrFy7MWirNm/vei4sD9uzhybBSJf0x8+XT1zQyB7lzs5Bkp07AunXA7Nm8SdAovdGsGfD++4xkHDzI0iFaeCPKriJeu3bx+bbb3OivXcuyBvfc40Z/+HB2aOjaVUfvq69YCqZLF5rz8ePNdBlpCzNexiUEBwM1alzvrTCMfycggDXDGjTQ0VuyhNOZ3gKPHTroGi/XU427d3Na3FX3gcWLWVeqaVN97QsXWETz6aeBEiX814uOpoEeM4bTi599pl/13TD8xYyXYRiZmjJlgJYt+frwYf18HW/Ey1Vbnl27aLpcVBsHaEybNHGTx/TVVzRfb76pozd+PHD6NB81awKtWunoGoYmGapyvWEYxrVSsSLw1lu+vzW7BgDupxq9OV4uCAtj5MjFNGNiIjBsGFMdqlf3Xy8mBvj0U9/foaGcJrUsZiOtYcbLMIxMz3vv+VbsaUd2vFONLiJe3hWNlSvrawPAsmV8dmG8Zs1iLmly0+sP48cDp04xXeK994C9e4FnnrGFPEbaw4yXYRiZnty5WS4AcDfV6CLitX8/zZeriNeSJUCRIiznoYkI9/dttwH33uu/Xmwso12PPcYIYP/++pFLw9DCcrwMwzDAEi3jxrkzXi4aUu/ezWcXES8RGq8WLbjqUJPVq9nw+euvdSJSa9cC337L2oSGkdYx42UYhgEagJEjWS9Mi3ffZeHjrFlZG690aaBOHT39Xbu4orFiRT1NL7t3AydO6E4z7t/P4tBDhwJFiwLPPquje+edOjqGkRqY8TIMw/g/br1VNxk7LAz45hu+fvppJnxr4nJF45IlfG7RQk9zxQrghx/43LevmyigYaR1LMfLMAwjGZrJ2Mmnvu69l21xNNm9211i/ZIlzO0qXlxP8+BBYPlymtvZs1lR3jAyG2a8DMMwHHHXXb7X2u18vCsaXSTWx8YCK1fqr2Y8eND3umJFqyhvZE5sqtEwDMMRRYqwRtWePXp9JQFGi/Ln961oTEoCgoJ0tEND2dw+Jsad8WrYkE3OtZP2DSM9YMbLMAzDIc2bAzfdpNun9PBhoFcvvh46FDh2TK/6+1NPMWcse3ZWfw8PBwoU0NE+dAi4+Wb2UHRVUNYw0jpmvAzDMBzSvDkNjCZlyrDyOwD89RfQsaOedlQU8OuvjEZVruwrWeEv4eHUXLAAKFRIR9Mw0iNmvAzDMBzSpAmnAjUpW9b3unt33Wiad4WkxwMMHqxnkk6eZKTLVTNvw0gvBIhYJyvDMIz0RHg4ULAgkCcPcOSI3lQgwAjd8uXAHXcw8qW1ylPE2vcYuvmI6RVLbTQMw0hnFCjAKFfXrrqmC2DEK1s2YOxYXaNkpivtER8PfPEFMH06cOBA6jQU/+wzrsbNzJjxSgFRUdd7CwzDyOxUqQK88Ya+brZsQO/eQKVK+tqGf8TGAmvW6Ollywa0bAm8/TangAsWZMTznXfYxDw6Wm8sL7feyu4N8+bpa18JEWD79tQZ62rJUMbrnXeA114Dnn8eWLbM3TgdOwI9ezJnwcgcpIbZjolh77r4eLfjREcDn3wCnD7tdhzDLZr5V8mpWpXnUiNtcO4c+1A+8QS/76VLdfUrVAB++42tnM6f5zTzp5/y+pYjh+5YAAsJiwCPPAL06eMuyibCz9K4MbB5s5sxUkqGMl6ffgp89x3w0EN07dr06gXcfjuwbRvDpWXKAJ07M0SrgQhw//1spfH333wvJASYNEnv4Ny1C2jb1qfvgtGjgalT3f2gEhOBTp18dzHHjrGekSbr17Pu0rx5HO+ZZ4ANG3TH6NYNqF+fRv7zz4FVq3hcVagAjBkDxMX5p+/xsDdg7drA448zCXvoUGD+fE4tlC4NPPecfycl74ntww/Z+NhrGjdvZt9DjaTyL7/kNrviwgW3FdSTkrg/khcP1aBhQ9/rkyeBP/7gd+4vvXtfudTDpk36nyE5ERE0AC6iLF7WrHFz7vOe606fBt5/3//j/sIFYPhwdj4oUgRo3x748UfeAH76qX6k8+abue9LlfK9lyePm+nh7Nl5jS5ThucfV1PQIsDPP/M8+txzbsZIMZKB6NZN5PBhd/oTJog8/LBI3rwi/Fr5CAwUadNGZMsW//TPnRNp0YJ6gEi9eiKffsrXzzwjEhHh/2eYPl0kVy6RLFlEOncWOXaM748YIeLx+K/v8Yjcdx+3uWVL6sfEiMyf77+2l7/+EileXCQoSKRXL5HRo0U6ddLZfi9z54qUKsXPUby4SKFCItmyiYwbpzfOsGEi99wjUrLkpceT91GypMjw4SLR0SnTj44WefVVkYceEqlRQ6RgwSuPA4g0aiQyY4ZIfPy1jbFkCf9vlizUyZVL5P77Rfr04d+1aols2JCy7RcRSUjg7wAQ6dJFJCqK72t+14MHU3/dOj3N5MTHiwQHi7z7rht9EZHPP+dnuHjR3Rjly4u0b+9O/5df+Bn++MONvscjcuutIo0b6+qeOycydizPS+XKieTOLbJzp/+6Bw+KjBol8uCDIjly+H6rLVuKzJnjv/6VOHCA570vvuBvzxW7d4skJbnT9+LxiBw96n6cayVDGS/Nk/G/sWuXSM6cImXK0CR16cKD9JdfRPbt09mGEyeoWbv2pRfH8uVFNm70X//0aZE33uDFIHt2kbfeEsmThyZGY/uTknjCyJWLJvWDD6j/55/+a3sJDxd5+WXul6AgPg8YoKcvIpKYKLJggUjTppd+Dx06pNwM/Rvh4SLTpv3TEGXNyvG3btUZ5+JFkbVrLz2R33ijyAMPiLzzjsjKlSnTvXCBv4E33hCpWvXSzxAQIPLKK7xApYS4OJHevalTqRJvcJYvF1m2LGV6lxMVRZPbpIm7c0itWjSkrhgxgvs6PNzdGHnyiLz9tjv9jz/mTafXXGuzYgX30Xff6ep27ixSoQJvzooVE9m8WVdfhOebhQtFunYVefFFff3kHDgg8vffbsfI7GQo45UanD0rEhubemPdeus/L8RDh+rcLYSE8EfsNS4AL5xaF59Dh0SaN/dplykjEhqqoy3CO7K2bS/dP9on1cOHRW6++Z+G6Pbb+fk0+fprkX79RL79VuT33xktdHFXuGyZyMiRIqtWpdwM/Rfx8SJ33vnPfVakiMg336T8+Fq5UqR0af4GmjThhe7IEZ1tnjiR2+gqktCxIyOnrhg7ltuv+ftKTnQ09T/7zI2+CGcTqlRxp//EEzwGNc/ff/zhO76zZ9e7QfovUiPAYLjF6nilYXbtYh5TZCRw8SKfva+bNmXekb/z4/PmcTFCeLjvvVdfZX6Bv33UwsKYxzR9uu+9xo258CE42D9tgPtn/Hhg8WJW7wa4SmfpUu4fTaKj+XnOnOFzWBjzaZ59FshiZYgv4ehRYONG5nLkyMFH8tfFiwNZs6ZM+/x54OmngUWL+HedOswt8/d4SkoCatRgruDOnfrf6ahRXPhz6hRQtKiuNgBMnMhcwePHgRIl9PWPHGFOzpQpzDdyQalSzM2dPFlf+/hxtm3q1QsYMEBHMyGB+ZM7dvDvgACgXTvmZ+bMqTOGkUG53s7PuL4cPizy00+cDmzZUqRECd69vfSS/9EWj4e5DgMHijRsyKkiQOS55/Tv2g4d4l3/Y48xsrZnj66+kTZYufKfuWqdO+toL1hAvTFj+HdMjI6uCCOYgMiiRXqayfnmG+prRQAvZ8MG6i9c6Eb/1CnqDx/uRv/DDzmNqbl/hgzhNgcH8xjct09P28jYWMTL+AenTwNbtwLlygEVK+rpnjnDPm2//ALcdRfw8st62slJSOAdbpkybvSN60t0NLBwITBzJo+l6GhGfDp08E9XBGjRAvjzT2DYMK4g0+qBGBnJgqcDB/qaW2sybRoj4AcOAOXL6+vPn896T5s3c2W3NgsWAA8+yFWHyVdrapCQwGhX3brAnDk6miEhQKNGjP517QoUK6aja2QObJLE+AdFiwL33aevW6gQT1Tt2/sa/Loga1YzXRmZnDmBVq34iIriRXvePKBBA/+Kfp45Q/PWti2nM198Uc945cnDJftbt+roXY536la7rIqX0FA+u5gmBWjoAgM53auFt0XRnDkst9Gli552eDibh+fJo6dpZB7MeBnXBcuLMjTIlQto3ZoPf2P3589fGo1av94/vcupUYM1AF3g2nh5i+0WLuxGf/NmVjTXzI3asYMRwFGjWBtPs7Zj9ep6WkbmI0MVUDUMI/Pi70KTChWAlSuBG2/k3zt36nYsqFmTPepcdEFIjYhX/vxcvOKCzZuBWrV0NY8d4+KXlSuBZs2AtWt19Q0jpZjxMgzD+D/Kl+eF+qabuGpVs9VIjRqMynlXwWnijSC7msIPDWUFdVfax47pG68TJ3zdHyZM4FSyYaQFzHgZhmEko2xZtk8pU0Z3utGbv7RxI9uAaZIaES+X+V2AG+PlpV8/9gY0jLSAGS/DMIzLKFOGka+zZ3X0Nm4EXnqJkakePS6tbadBahgvVxEvF4n1gM94tW4NvPeerrZh+IMZL8MwjCtQujTQp4+OVp06QEwMpwLj44GSJXV0vaRGcr1L41WpEhdKaHL8OM3cpEnuGjEbRkow42UYhvEvaK6y69/f91rbeLnM8fJ42KlBe6rx5ElfHp32NCPAfTF3rr6hMwx/MeNlGIaRCtSvzyKkgNuIl3ZJ7PBwtlTSjnitW8eCtUePAgUKALNn6+p/8QWjloaR1jDjZRiGkUr068dnzX6KEyfyAQAzZgDvv6+nDfiKp2obr2LFgBUr+Hr4cODcOV39W2/V1TMMLcx4GYZhpBI1agBt2uhGvOrWZYsjAPj+e6ByZT3t339nrhRA4xUZqaedvM1OxYrA88/raRtGWsaMl2EYRiry8ce+Iq0a3HYbi78CTCK/5x497WXLgCee4OvXXgOmTtXTTm68BgywbhZG5sGMl2EYRipSqZLutF1AAPtWAmxgrdnWp04dICKCr/fvZyNuLXLkYOPwWrV8228YmQEzXoZhGOmcxx/ns3Zz+zp1fK+ffJJGSZNixYBBg6zcg5G5MONlGIaRzqldGyhVCrj3Xl3dIkXYPglgAVht2rbVbV5tGOkBm1U3DMNI5wQEAB06sGSFNnXqALlzu9Hu0UNf0zDSOhkq4nXqlH4Nm8vZsoWFEL0rfQzDMNICvXr56nlpUqcOo10upgODg/U1DSOtk6GMV8mSrFJcuTL7c+3erav/66/A1q1cgVO6NPDww8DPP+tWi168mO05ABrJnj2BqCg9/bg4YM8ePb0rcfo026K4xFtbyBVJSays7ZKDB3W/2yuxdq2bauZeIiOBvXvd6QP8Hbj8DIC7VjupiasK7U2bckrQSBusXu0+wPD330B0tNsx1q/nOdAl48ezVEmFCrwxiYlxO97VkqGMV968bLbasiUwYoRuPRuARQo7dQJiY9nq4uefab7KlAE++AA4fNg//YsXgYceYsJpzZrAl1+ysGCVKjRkGkycyOXnTz/tM6aLFukVL/R4uE+aNHH3o9q2DShXjvvGFYMHc7/Pm+dGXwR49lmgfHlg5Eg3RvXoUaBxYx6f/fr900hqjDl+PAtVPvooTZ42CQksj3D33e6izHPn8sTsveHRJjEReOwxYPRoN/oAz0V33+3GyNevDxQsCHTuDAwcqK/vZf9+foZNm9yN8dlnQLt27vRjY3nu/uknN/r79/Ma0bq1G30RYM4cnpsOHHAzhpfRo/nbc0m5csD585ylGjSIK2nTBJKBGDJEJCzMnX5MjMj8+SI8PEVuukmkdWuRzz4TWblSJDLSP32PR2THDuo1by6SLZtvLEDkmWdETp/2b4xz50T69BHJl08kIECkTRuR554TqVJF5MQJ/7S9zJ0rUrCgSN68ItOn872fftLRFhGJjhZ58knuk9deE0lIEElMFLlwQW+MgwdF6tblGF27isTGcoxDh/TG2LBBpEULjlGmjMjkyRxj1iyRv/7yXz8pSWTBApGWLfldZ8nC7/u333istWwpcuSIf2OcPSvSr59I4cL8HI0bi/z8M8eeOlVk61b/P8f06SJ58ogUKsTfn5fERP+1RUT27RPJnl3k8ce5X1xQo4bIPfe40RYRmTiR+//YMXdjVKwo0q6dO33vuXXDBndjNGsm0rChvm5SEo+dGTP4GX79VX8MEZFOnahfsKDImjVuxshIxMX5f810QYYyXqnBvHm8sJw65XacxEReCJIbL0CkQPjleC8AACAASURBVAGRr7/2/wIRHi7y0Uc0YF7t8uX1jMXRoyJNm1K3UyeREiV8JkyDpCSR996j/v33i6xYIdKli56+iEh8vEjPnhyjZk1eGGrVognTZMUKkXr1OM6tt4o8/LBI8eIie/bojXHwoMg779C8ACKVK/O7L1JEZPVq//Wjo0VGjxYpV476t91GY5cnj8iSJf7r798vcvvt1O7Rg99B5856RmnoUGrPmKGjdzlvvy2SIwdv3lwweza3f+dON/oi/A2/8oo7/TFj+BlcXSiTkng8vv66vvbhwyKDBoncey9/A0lJ+mMcPcqb8WefFTl5Ul/fSD3MeKVRwsJEFi0SWb5cZNUqkbVrRTZtEtm+XWT3bl7o/CU+XuSlly41diVLUl+DxESau8BAaufOrRPJSc7kySJZszJiAeiYiMtZtMgX0fFG2bTxeBgprFLFN06RIvoX0thYRqIqV/aNkzWryPjxOvqJiTQvXpMEMNI2ZYr/2rGxIt26+YwdwJsQDRITRRo0oDE9fZp/a0a/Fi3i9i5frqeZnBUrqP/77270RRjB7tHDnf4779Ccuoo67t7NfTR1qr725s2+4/2ee0S++kr/c0yYwO/ZSP9kqByvjEShQqzJc9ddzJeqX58VnqtVY06Nxlx1RARr6PTpwwKMFSsyD6hJE2DzZv/14+OBI0d8iaAXLzI3QTPBsV49oGFD5lYAvhw8TerUYd6al5EjgR9+0B0jIIA995I3Tw4NBZo1A3bs0BsnOJiV05PneyUkcNXaa6/5n2QeFMQclKpVfe8lJgLPPQd88ol/ScHBwexJOHw4sGsX33vtNd9rfwgKAiZN4mKB117j6y1b/Nf10qQJkC0bW/C4oEABPp8/70ZfhL/f3Lnd6AM8V5Qu7a6Y6saNfK5bV1/77Fnf6yVLWP9M+3N07AjceaeupnF9MOOViSlUiEbo44+BH38E/vqLJ9elS5nInJTkn36OHMDQocC4ccAdd/C9HTuAbt3833YvSUlMjPYuS//rLyZSapKYCFSvTpPnpWNH/eTTG24AhgwBJk/mPmrcmCb1rru4oECLWrW4UvDIESbE//gjF6PkzQtMm+b/iqmgIK4gmjuX3//LL9Pgjx9PU+PPCsXjx7m9XmJieAxrJJXfcguPnR9+AF5/nQnrWuTMCTRq5M545c/PZ1fGy7ugyLXx8hZrdcGGDdxPN9+sr53cePXuzZsPbay6fwbieofcjMxDSIjI4MEi1auLfPutrnZoqEjfviJFi3Jqa/t2XX0v+/Zx+rRCBeZ9ucrZ8ZKYKLJ3L6eqXE3BpCaxsTo5cvv3i3z4IfMSAZHnn/dfc9Uqn543r0+TAQO4yOHsWV1dEeZsAiIjR+pri/D3BYiMG+dGX4RpDi++6E6/bl0uWnLByJHcP3feycU+hvFfWMTLSDVuvJGVqrdtYzRHk8KFWdLjyBHgq684Heii9lOFCsCHHzKyNnaszjTXfxEUxEjMvfdmjDve4GCdopk33wx89BGX1//xB6Or8+f7p9mkCUu4eKM6W7cCx475van/n+bNael+/VW/1ErevDw+XEW8Ll7ks6uIV3w8cOKEu4hXfDzPO8l7T2py9izTBKZNA7JYPxjjf2CHiHFdKFPGjW5wMPOJ2rfn1IgrvDlZxvUlIABo0IAPjaKSLVvSyD38MOvy/fwz8Mor/uueOsUCp/nysUacCKe+tAgMpPlyZby8U7muirQeO8Z9Urq0vvaECZxijI+n8RLRv4m5cAGYORMoWlRX18iYWMTLyJAEBDBaZGQetC6mVavSFDVpopfnlTcvTV1EBLVd3BTkz59+I15HjvDZRcTr1CmgTRu+HjiQEXFtunRhDp9hXA1mvAzDMC6jcGEmwpct6zMd/pAzJ6e/vWTP7r/m5ZjxujJFivheh4UxGq5NuXL6mkbGxYyXYRjGFciWjWYpWzYdvQcfZOsgQLc5dGIip8/y5wfCw/mIiNDTB1LHeAUFsd+uNsmN14AB1pjbuP6Y8TIMw/gXAgL0jBfAOmS5culGvOLjOS0aEgJs384eo1mz6ukD7oxXbCynAkNCaLpcJKZ7jVfNmsBTT+nrG8a1YsbLMAwjlbjxRqBvX13jlTMnV74eOgScOcME9Zw59fSjoy81XhqLGLxky8b6eMuWMeLVuTMLB2viNV6ffspFCIZxvbHD0DAMIxXp1o2dKDR57jnfa+0k744dWSYBYCmVX37R0w4MBIoXZ8Tr0CHg9OlLpwY1KFqUpTxatNDVNYyUYsbLMAwjFcmSBejeXVezcWMuBPC+1qRaNWDVKr6eOFG/bU3y9lLa+wUA8uQBPv9cX9cwUooZL8MwjFRGOwcrMBBo146vtSNezZr5Xj/yiH6eV5UqfK5WzddaTJOAgEvNnWFcb8x4GYZhZADat2euV+HCurq1a/sKpz7zjK424DNe3btnjO4MhvG/CBDRTJU0DMMwrheTJgEdOujr3ncfC7+eOqW7yhNgMn2VKszzclHfzDDSGtYyyDAMI4OQPMlek2bNWNxU23QBTKb/8EMzXUbmwSJehmEYxn+ybh0QF+cmBwsAkpKsxZeReTDjZRiGYfwniYlM4Lc6WIbhP/YzugaOHAF27dItIHglYmPd6huGYVwLWbKY6TIMLYI++uijj673RmhRpw6wdi1w9Cjv0AoW1M1JCAoCatQARo8G9u2jAStVSj/vYe9e4MkngZtvZhVqVxw9CuTL507fMAzDMK6ECHDsmNtr0KpVQL9+wPHjgMcD3HCDfimXlJCh7mF27AAmT2Zl6GbNgBdfZDVkLd56Czh3jqtvxo4FHn6YX+R99wELF/qvL8J+Yj178oBp0gS4915g/Xr/tb38+SfQpg17ur3yCjBrlp62l0mTfAUXY2L09ePigMGDgYQEfW0v+/YB33zjTh8AvvpK97u9nIQE4LXXaLBdsWMH8P77br+LCRN4vLoiMtJXmd0FiYnAxo2MmLvi0CFg0ya30fhVq4CTJ93pnz8P/Pabm3OGlz173B5LAL+HgwfdjrF1K7B5s9vve8IEngddERnJYMnddwPff+/mew8JAb7+GujShd0iGjb0XZuuK5KBuOUWkVKlRPr2FTlxQl9/9myRYsVEeLiL1Ksn8sknIrt3i3g8/uvHxoq88ILIbbf5xvA+HnxQZPNm/8eYNUskf35qZs8uEhAgMnq0/7pe4uNFqlcXyZZNZNo0kfffF9m2TU9fRGThQm5/x47c7xr7/nI6deK+mT1bX1uE33XlyiI5coj8/LObMbZuFcmbV6RgQZG5c92MMXAgv4sGDUQOHdLXv3hRpGxZkQIFRDZs0NcXERkyhJ9hzRo3+rGxIoGBIv36udEXEXnnHR5LLn4LIiKJiSK5c4u8+aYbfRH+1gCRjRvdjdGhA68RLoiK4v4vV07k+efdjCEiMniwSJ48/F27IiJC5PbbRe68090xdfGiSKtWIh98IDJ/vkh4uP4Y+/ZxXz3zjMjvv7v7LNdKhjJev/wikpDgTn/fPpEHHhAZO1bk+HE3Y3g8Ik8+KRIUJHLjjbygtWnDE96XX4qEhvo/RkSESLNmlxq7jz/WOyjDw0Xuuou6+fOL1K3LE7cmfftSf/BgkXnzRLZv19WPiRFp3Jjm1HtBDgvTHePMGZH69fldf/UV34uM1B3j4EHuf0CkWzeaABHd43f2bH7P+fKJ/PAD39u8We94CgkRqVCBJ9DVq0WOHdM189HRIqVL80bK4xE5fFhP20uZMiLt2+vremnfXqR8eXf6O3fyGJo2zd0Yb79N8xgf726M22/nOdwFW7aItGhBg9qsmciLL4okJemPExLC85LL71uE2z53rsiff7odxyXnzulcM7XJUMYrIxAfzwuLtlFJzvr1Is2bi5Qsean5evVVnROFxyOyfDlPQF7tESP81718jHbtqF22LO9ktTl7VuTWW3lnuWABDbA2UVEiDz3Ez9G3L6MvCxbojhEfL9KzJ8eoWZOmpVo13nFqceSISKNGHOOll3gnO2yYnv7Jk4wE58wp8uyzInffrXv3+t133PbXXxd55BE9XS/33MObKFc0by7SpIk7/UmTuH8OHHA3RsOGIk2butNPSBAJDmZ00JV+8nNez55uxhHhZ6hXz52+4RYzXpmciAhO4UyZItK7t8j06f5rxsaKjBkjcvPNvpNQnjw0lFqEhfHCHhRE/WzZRE6d0tP3cviwSPHinHYMDBTZv19/jIQETm0CIrlycaoiOlp/nEWLRAoXFsmShWNpT4ckJHBqOSCA+lmz0uRrERbGyJf3mNKaog0NFRk/ntOygEihQnqmzuMRiYvjTc0NNzAqsmmTjnZyKldmpNwVXbrwBsTVVE1srFtTJMKUEEDk++/djdGihe/43LnT3Tjnz7udzjTckqGS641rJ29eJji2bw988glXU/pLcDDw8stcnTl7NhMaIyOBrl391/ZSoABXqQQH8+/4eC540EQE+PZbJo6LcLyhQ3XHANif7tFHgUKFgKgoJuYOHKg/zl13ceFJYiL/njyZDy2CgoBKlViJHOB+a9OGC1L8RQQYMQLYv9/33ttv6yT1FyrEfX7hAv8+cwY4cMB/XYDfbbt2wJIlwNmzQN26bgqFnjgBlCihr+tl40aeJ1z1Uty6lYtmGjZ0o//7776k+urV3YwBAI0b87lWLeC229yNky8f0L+/O33DLWa8DGcEBQGPPQasWcNHQAAwb56edvfuwM6dQIsWfG/0aN0aaAEBvLh36eIrGTJpEnD6tN4Y3nFEgIoVfe99+qn+iqLwcNZj8jYlBvjZdu7U0Q8I4Mqh116jAQO4ku/55/1ffRUQAHz8MVeB3nsv3/vrL2DMGP90vdqffEJ9L2vX+q/rpXNnn2FMTGSZGC3++guIiOCKwBIl3Kxyi4sDtm2j8XLFH3/wuUEDN/qDBwNvvsnXkycDq1e7GadRIz67at2UnJIl3Y9hOOJ6h9yMzMX58/qaHo/I5Mlc+TZxor6+iMiePVzhA4i8+66bMUREVq1i8i+gn8eUnO3bmYNSqpRIpUr6Sf0eDxPs33pLpEQJkc8+09VfvZoJzAUKMBdPi0GDuO9ffllP0+MRqVOHuiVK6OmKiMyYIXLTTdRu1kyke3ddfY+HqQiAm5Wx0dEco1UrkYoV9fW9dOnimwIsX95dAn9kJBcIpMWEbiPtYBEvI1VxUSwvIIB3mHv2cMrFxV1/pUrA8uWs7TVrFqdOXdCkCTB/PiMMRYu6qbMGANWqMap25AinaLXriQUEALffDgwZwlo69epxOliLxo2BX3/l/lm+XE+3Vy/gyy/Zm1CLgADqApdGNTW4/XZffbDffgMeeURX/733eDwCjHhp12vbu5e/3TVrOM0YEsIpfW1uvNH3uk8fd0U0c+fmPitc2I2+kTGwXo1GhkPEXS4KwJyl8HCgfHl3Y3i5cIF5eEbq8vXXwFNPAbly6eglJQGVK7Ow87hxOpoATUr+/LwRuPVWtjTTPPYfeYTpAYGBwC238Majdm09/cOHgbJl+To4mLmO06fr6Xv57jugbVt+hp07OeXuirg4X+6pYVwJi3gZGQ6XpgtgK6rUMF2Ama7rRceOQM6cenpBQUCPHvoRr8BAtjEDmK+nfex7F0p4PIySapougL+l5AwapKvvxRvx+vBDt6YLMNNl/G/MeBmGYVwBbRPTrh3QtKmuJsA2Y7lyUV8br/HKkgUYMEBfP08e3yrPN94AypTRHwOg8apcmatsDeN649j7G4ZhGAAjIS5WBt5+O6e3XORPFi3K55dfdhPlDQhg1CsgAOjdW1/fS8mSQN++bkp5GMa1YsbLMAwjHVOzpm+6UZsiRZgw/sEHbvQB1uR76y230+rZsgGPP+5O3zCuBTNehmEY6ZiqVd3lNRYpAvTs6ZtydMEddwAvvOBO34vr3E/DuFpsVaNhGP+PvTOPs7ls//hnjHXsS7ITCakoRUQehRRKK1oo0qpHRenRpk1Ke5QnpdJGEsoSZSdE2ckujH0Zy8yY5ZzP74/P6/zOjKeFOfd9zIzr/Xqd1zln1HWd73p/vtd93ddlGH9KfLxWTbpa3flnHDjwv0n2hpGbMeFlGIZhGIYRJWxVo2EYhmEYRpQw4WUYhmEYhhElTHgZhmEYhmFECRNehmEYhmEYUcKEl2EYhmEYRpQw4WUYhmEYhhElclUB1euvBypVCr8qV9Z7xYpuGpcOGgTs2iW7GV9nnqlmtS6YOlWNaH3WtUlP998o1jAMw/BHIOC3BdKSJcCxY0Djxn7sp6YCvXqp80KrVsBZZ7n38eWXwPjxand19tl6r1EDqFDB3ZidFXLV8DtjBnDoUPh7bCxw113AU08BVatGbj9PHuCNNzL/rXZtYMAAoEMHN5WRhw8HrrkGaNFCLS46dADKl4/cboi0NKB/f9lu0MCd3YwEg8CiRdo3PvrHRQvSb7XrQEDnlE8fKSluHjr+jmPHgIIF/dmPxn7K6UTjYSopCYiL82c/ENC9I18+P/Z37w73nowGPo9JUhLQrx/w6KNAlSp+fGzZonGieXP10Wzd2u01mJICrF4NDB2q7zVqSIC1bq3xr0SJyH2ULQuMGaNzKyM33QS8+aYCM6eCXDXVGNq5efIAXboAa9cCw4a5EV0AsHdv+EKqWRP4/HNg5UpF2lydkLNnazt++gl44AGgfXtgwgQ3tgHgm28kFK+8Eli40J3dEMnJQKNGwC23AD/84N4+AHzxBdCwoSpez57t3j6pFiaPPebedoj4eAnfceP8+fjhB93MNm/256NXL6Bdu/+9sbli+3b1IfzuOz/2AeDtt4Ebb/Rnf+1a4F//UgTBNcGgztcOHYC+fd3bD5XXXrhQEYn58937WLFC4v2VV4CmTYGjR937APQA3ratRAQZ3jaXJCQAH3zg7/4a4r33dN42b+7v+h40SO+zZgFt2mgmZvRod9d6YiIwb174+8aNus5nzgTWrHHjY8uWsJCPidG4tGSJtuNUiS4AAHMRt99OdupErlnjx35CAnnOOeTHH5NpaX583HUXeeut5IgR5M6dbm0Hg+TTT5OxsbrtFC1Kzpvnzv6xY2TXrmTevLJ/663ubIfYs4ccOVL2q1Ujn3/evQ+SvPNOslgx8sgRMjHRvf30dLJePbJGDe03H2zdSpYsSTZu7O98/ewzHYvnnvNjPz2drF9fxzopyY+PAQPImBhy/37y4EG3tl96iRw0SPvo99/J5GS39h9+mPzmG9l/7z23tknyzTfJ+HiyfHmyZk33+4cke/Qgu3TRfalrV/f2Q7Rvr/1UoIDGimDQvY+0NLJpU/n54Qf39kldEz17kvnyyU/FiuTate799OmjY1KjBnnVVfL59tvk6tXufHTtSlaqpPN43jwyEHBnO0T9+hpXfeyjrJKrhNfWrX7tHz1Kpqb69eHjxDuepCRy4ULy/ffJRx91K/D27CEvv1w3hBIl3O+vadPIPHlCz6u6Gfhg0SLZf+YZsnNnPz6mT5ePQYM0CBw44N7HmDHh7fBF9+46JtOn+7E/b154G4JBcvdud7b37iXnz5f9Ll3IBx5wZ5uUgA+dq7Vq6fx1RXy87MbFkRdfrAHZJX/8oeNaq5Ye0lwOuCGOHdN9AiALFdL+8SWwGzcOH4fDh/34IMMPPKNH+/NBkikp5NKlCgS8/LLb/RYMkuvXy4cvgkHy11/9jnmpqTqPsxu5SngZ2YOUFPLuu3WTcznQhHj11fBg1rGje/vx8YoMFi8uH2ed5d5HiOuvV2Tt9df1NOmDe+7RADp7Njl+vPvoV2Iied55ZLly5K5d5IQJbu2TejIuUIAcOJB89ll3dufOJQsX9ifkn3wybPuKK9zaDkUbQ1Gc++5zO4hl/O3Nm/uJ4Hz7bdgHIKF69Kh7P6QidoULk6tW+bGfkbFjJYgM48/IVTleRvYgf37lObz9NjBxonv7ffooORJQ3p1rKlRQzkloocaOHX7yQbZvVw7f4cNA796Z8x1c8sYbwDnnALfdBjz4oHI2XBIXB3z9tbbjxhuBjh21+tcVe/ZoP6WmAk88oRwQV1x2mX5vCNeLBCpUCH9+6SW3tqdNC3++5RbgnXfcrdRKTQU+/DDz9+rV3djOyBdf6L1QIeDjj/UqXNi9HwDYtw/46CPg3HP92M9Ihw7A1Vf792PkTEx4GV6IiQH+/W+gRw8/tocPB+rU0aDsg5dfDt84U1KUyO+avHkzr5KdN8+PwFuxArjkEmDbNom9r75y7yMhQQnk8+YpafbLL93ZzpdPK5BC+2b+fC3icMUrr4TLt7gWXhUr6r1dO+DSS93ZJcPC6/HHgU8/dbsacPx4rQLMl0/Xwpw5WlDkkoQE4PvvdR0vWgTceadb+xlJT9cK94wi2zfRXEFp5CxMeBleqV3bj92iRYGxYyWKfBAbK/FQq5a+x8e791GunKI3obIe8fHA1q3u/VSvrqhdiDFjFMFwSb58wO+/h7+PGOHOdsmSqm/Xtq2+p6YCCxa4s1+mDPDqq/rsK+L1wgtu7W7YICH95psSjq5Lbbz/PlCvHrB4saKMPupFjRkDdOok0VW3rnv7xzNwoH8fhnEimPAyciy1ailiFAz6sV+ihJY3Fy+eWbi4pHRpRS6aNtV3H9ONZcsCU6ZoOT2gSMOUKW59XHwx8NtvmvICgGXLgOXL3dmPi5PQ7tJF32fMcGcbUDSkSRNNebmkYkXtk/r13dqdO1eRy4cfdmsXkKhr0gT45Rfgggvc2w/RqBHwySf+phYzkjevv/pghnGyxJA+JjcMI/cwZQqwc6ffqZDERNWDq1kTGDLEn59Jk4Dbb9c0aii/xiWkauf16gX07BmuBeSKYFBTa7/84r6G2/LliqTdc487m4GAhEwocuqKI0cU9fWB74rohnG6Y8LLME6AhAQ3lZT/jmPHlE/z3HN+/WzZogjPxIn+KpGvWKFozJQp7qt3k1q4ce+97iNUPgWNYRgGYMLLMLIV0Yo2pKQoyuazJ2hioranWDE/9n23dDIMw/CBCS/DMAzDMIwoYcn1hmEYhmEYUcKEl2EYhmEYRpQw4WUYhmEYhhElTHgZhmEYhmFECRNehmEYhmEYUcKEl2EYhmEYRpQw4WUYhmEYhhElTHgZhmEYhmFECRNehmEYhmEYUeK0EF6k+uBZjX7DMAzDyF4kJQHp6af6V0QPx+1rTy1z5gAPPaSDmJysV1KSGum+9x7QsWPWbScnA5s2AVu3Zn4BwKBBQLlybrbBMAwjuxGtvpgpKUCBAv79RAtfvVfnzgUWLswcTAh9rl0baN/ena9ZszR2Fi4MlCihV/Hiem/VCujUKfJz49dfgZYtgbx5ZbtYMb0XLw706AHcdFPWfRw7Btxwg/ZXMKgXqfd27YB33wXOOCOy33+y5CrhdeyYXuvXh/92+eXAZ58BVapEZjs9HejdG5gyJfy3Ro2AcePcia6DB4FJk4CEBODQIZ3sNWq4sW0YRu7Dt1A5ehTo10/3vqpV/fjYuxcYORIYMQIYMgRo2NCPn23bNMAWLOjHfogtW4Dx44Fp04AOHYBu3dz7qFMH6NwZ2L49/Lc8eYDHHpMYcsHhw8D8+RJ5MTEKPIQoXx54+WWNUVkVRKT21Zw5wOzZEnYHDypYsnMnUK8e8NRTGsOzyrFjwIwZEnIHDoT/XqIEMHgwcMcd0Xmg+B+YiwDIYsX0njcvOWAAmZ7uzn7btrINkJ06kUlJ7myTZFoaWbw4WaIEOX68W9sh4uPJ3bv92CbJRYvIlSv92N67l5w0iZwxg9y5048Pkjx2jJw5kzxwwJ+PffvI2bPlyxc7dmg7fBEMksuX6+WLxETyhx/cX2sZWb3a3zlL6nqbPJkMBNzaDQbJW2/VudSnD7lunVv7kyeTVaqQefKQDz5Itmghny5ITiZHjybbt9e9OnRfffppN/b/jMWLyYoVtV0+2bhR+6x3b38+nnsuvM8A8txzyYUL3fqoV0+28+UjzzpLnwsUIPv1I48cidz+6tXh33/GGWF/pUuTQ4e6GbuffFI2ixcnS5XS57Ztye3bI7cdCblKeE2YQK5dS9asSf7yi3v769aR9euT/fu7uwEdzxdfkJs3+7FNapAcN86f/Ro1dIJPmeLe9p49ZGwsWbAg2aQJ+corEquuCd0Qvv7ave0QX3whH+vX+/Nx330S8S4fPjISCGggu/lmP/ZJ8scftZ9+/NGfj3/9i7ziCvd2DxwgExJ0v4iJITdtcmt/yBDtm8qV9T5kiBu7e/eSt9+eeWAvWpS84QY3Ay5JLlumB+Orrw4/LAPkp5+6sf9XRGvAnTPHvdDOyKZN5Esv6X745JN+HuAmTyZnzdJDz6BB5E03uT2HAwHyo4/I33/XeDpgANmrl9sH3g0byJ9+IlNSyCuvJD/+2N/YfTLkKuFF6unP1c3hz1iwwJ/t3EDduhJFPm46CQmZB4N33nHvY/duRdUAP+I9REhQ/PyzPx+jRsnHr7/68/HQQ2Thwv4iUklJZP785BNP+LFPavBv3Ni93TlzyDZtyLJlyQ4d3NpetEj7JXQtvPJK5DaDQfLLLxV9yHidAeTll/s7xunpEmKDB/uL9OdGZs9WFC8a7Nnj38fRo37t79vn1/7JkKtyvACgdGm/9hs18ms/p1O0qBYy5PGwXjZfvvDnhg2BBx5w7+Oxx4ANG/R50iTln1xzjXs/oWTOvXvd2w7xr3/pfcYM4KKL/Pi48UYlp06ZonwW1xQqBDRponwZXxQqpJwS1/zxB/DDD/ocHw+88Qbw6KOR2z14ELj5ZiA1Vd9jY5Uj07FjZHlYaWlA/fo6XwIBvYLB8PvRo9pXromNBS64QC/jxGnWLHq+opF8XriwX/u+tcHJkOuEl3Fq6dtXSZE+CAmv2Fjggw/8rBaqVUtJvgDwyitKyPVBRuF18CBQsqR7H2XLAnXraiDt3du9fQBo2lTb8u23foQXAFx5JfDsfGg6lwAAIABJREFUs1p0UqKEO7uBgBJrCxXSquVAAEhMVCKuC/74I/w5IQG4887IbZKys2WL9v2tt2rFl4uBMX9+JW0bhuGX06KOlxE9fA2+gJYaAxIRvsRd3brhz126+HlKmjpV0Q8AGDZMy6V90aKFoiG+auTExuqYf/ddOALjmiuvVMRl1iy3dmNigNatgeXLFfGqXz/zyqdI2bJF76VKARMn6j1Spk4FLrtMom7OHOD++6O/FN4wjMgw4WXkGGJiFJF69ll/PjIKr169/Pho2hT48EN9Xrgws0/XtGgBHDkC/Pgj8NFHfnzceKPKn0yfrqiRay65RFPY06YBq1crOuWCPHk0vbVihZbOJyUB1aq5sQ1IHOXLp2hgzZpubF51FfD445GXxzEM49RhwsvIUQwbBsTF+bN/1lmaemrTxt+0S1wccNtt4e++6hZ9/70iUQBw7bXA0qV+/LRooSnAUaPcTKdlJDlZNZHOOw/45htFe1xyyy3hz1de6db2H39oSrx5c7d2DcPI2ZjwMnIUvhNKY2MluB55xK+fjNOLvoRXq1bAvHn6nJ7uJ3n16FF1iyhRAvjkE+Dzz9225ipUSOJx/nxNByYkuC2A2ahROCG9ZUt3dkng9tvdC1HDMHI+JrwM4zg6dnRX/fmvqF8fuPhiRdh85egULAi88074uw/hVaQI0KBBOJ8JcD/d+Oqr4aT6QoXcVpqOiQlHvVq0cGeXVMV3wzCM4zHhZRjH8fDD0Wkjcffd/qJdIa6+Orzgwddy7R49MpfcSEtza//MM4EBA/TZRzmDW27RYg2XAjhPHj8lVQzDyPnYrcEwjiN//uj46dzZbZTlr3jzTUW/fAmvmBgtFgitAPWxuvGeexQh9CG8GjQA7r3XvV3DMIw/w4SXYZwiihXz00D3eKpVA5580m+BwvLlgaFD9dl1xAtQ7t1772lq0zUxMRJ2hmEY0cAKqBrGKSRjNX6f9OkDrF3r18dNNymh3Fc9r0su0TSwD3wU4zUMw/gzYkiXa5AMwzidSUhQBKl4cT/2g0HLnTIMI2djwsswDMMwDCNK2LOjYRiGYRhGlDDhZRiGYRiGESVMeBmGYRiGJ1JS1K8zmuzfD4werY4VRvbDhJdhGIZxWrBggZ9yJ3/Fzp3AFVcABw7493XkiFp2tWun8i4FCgB5PdYtSE1V0/pvvwVefhnYuNGfr9zGaVVOggQSE/3UAjIMwzCyN999B+zaFe7m4JOFC4EbbpC/sWP9+AgE1ET+q6+ACROAY8f098cfB6691q0vEhgyBPjxR2DNGmDTJvnPm1d9WmvUcONn61Zgzx5g377Mr4MHgfvuA84/342fEIEAsHevtq98ebe2/4pcKbxWrgQWLwa2bdNB3LZNr8OHgY8+Alq3duMnKUnNexMT3Z/khmEYuZmDB4Ht290PpH/HwoXA8uX+hdfHH0skpKYCzZsDZcv68RMbq44RP/0UFl3NmwMvveTeV0wMcPnlwBNPaMwDgLg4YMwYoE0bd35mzAC6d8/c87VMGYnLSM+VYcOAWbOA3bv12rVLoq5ZM03NRotcKbzKlAFeew1YtSr8txo1gKlTgTp1sm43MVFCa+ZMvX75RU2O586N9BdnhtTcfLSKaxqGYUSbkiWBXr10n77zTrXQKlPGn79AQPfspCQgPh6oWNG9j7Q04NFHgcGDw3+74Qb3fkLs3Am8+KLq5+XJI4E3cqT7KcYtW9SsfvjwcIHkUqWASZOARo3c+EhPByZP/t/oYMOGwDffAJUrR+7j4otVhDkpKfy3f/9beiGq4y1zEYEAOWEC2bo1KfmiV/Pm5L59kdnetIk855zMditVIv/4w8lP/3/WrSPvuos8dsyt3WgQDJL795/qX2EYhku2bycHDyZffNG97cOHybPP1v00Xz7y+uvJ+fPd+yHJFSvC924f20LqHrh7N1m7dtjX1q1+fH33HVmmDFmkCPnpp+S115KzZrn1sWYN2aULGRtLFixI9uxJLlhAVq5Mrl7txsf69eR//kOWL6/9VbGizgOAvP/+yMfCtDTtq7ZtyTx5wselYEHtt1NBrhJeNWpoh1apQr7yClmiBNm9O5mS4sb+rbeGD1rp0u5OvBDz5pH585OvvebWboi0NHLzZj+2SXLAAPLNN/2LxoMH/doPBsnUVL8+DMMFv/9ObthA7tql89YV69bpHtqoUfie162bO/sZWbxYogsgL7jA3f36eD78kCxZUkLliiv0oO6DwYO1LS+9RF5+uR8fzz4rHxdfLOFCklu2uLMfCJAdO5IxMdpfjz9O7typf0tIcCMm161TUAQg8+Ylb7iBnDiRTE+XUHIhikaMUIAkFCjp35/86itphMWLI7efVXKV8GrenBwzRgKDJN97z+3NaNAgskULsnBhcuFCd3ZDJCeTTz+tp0DXHDxI9upF9u7t3jZJjh4dvkEPGODe/q5dep8wgSxenJwzx72PEF9+SZ5/fvhG44MBA8jOnd2en8fzwAPkc8/5s3/kCHnVVeTYsf58/PCDrjmfYvvBB3VD9sXcuWSTJhJILklLkzC65x5FPlw8sKWnSzhUqZI5ug/ovueL114jzz1X4sgXmzZJnMyZo+1MT/fjZ88e8o03dG1v2+bHx48/kn37+hOppO4f/fv7m8U4dIhs0EDjauj+HsLVfXHUKLJdO/L778PHe906HaNTSa4SXtFgwgSd9EaYX35R2DZ0g775ZnLvXnf2jx4lGzYkx43Tk3Hjxnrq8sHevRrELrvM3xMxqUHmqqv82SfJWrUUpfVFaqqO98CB/nyMHCkfa9f683HBBTpnfXH//YoaJCa6tfvSS+Frrm5dt8IuGFRE/403lLpRoIAeCn0RCNh91Th9yJXJ9T655hqt7jDE1q1a0XnsGNCgAdC2rV6lSrnz8cYbSoq9/nqgSRMlYBYt6s5+Rnr31urXYcP8NWNeu1b1b3r18mM/xP79fpOV8+UDChUCDh3y5yP0+/fv9+cjKUmrs3yQlgZ8/bXOXZc+li0D+vcPf4+P10puV0v6Y2K0EKlOHeCRR7SPfvvNje0/I08eoGVLf/YNIzthwuskMdEVJj0d+PRTLV2++mo/NVB279ZqGkDP9gULAr//DlxyiTsfwaBW5+TPD4wYATz/fGSrX/+JsWN1Hl13nT8fwaCKNpYu7c8HABQv7ld4hX7/vn3+fPgSXuvWARs2SDTeeqs7u6mpQJcuEnUFCgC33ALcfz9w6aXufBxPXBzQtKk/+4ZxOmHCy8gyefMCTz/t18dzzwFHj+rz2WcDd9+tyJpLlixR3Zi4OOC884C+fd3aP55vvwUuuww480x/PhISJL58RrwA/8IrJ0e8rrtOJRPOOAO48kqVM4iNjdxu6JoYNEhlGHwfY8Mw3GItg4xsy9q1wAcfABUqAP/9r6bnOnVyPwU4ebIqJW/Zojo448a5tZ+RrVuBRYv81vYBwhGiaAivhAR/9kMRr5wovHbsUN2/w4eBCy9US5dISUpSC5r164E+fUx0GUZOxCJeRrZl0CBgwACgZ09/OTiAphlDpKYqOuGD558Pt6u6/no/PkKEhIrvqcYSJfxGvAoV0rH3NdWYnq5j7vr8IsOR2vR0PUCUKBG53bg4f+enYRjRwYSXkS0JBFRN2MVg9Xfs3682IgBw221qKVWggB9fn32mqFrp0sol697dT/VsILoRr507/fooXdpfxCs5We+uhdexY5rqBTQ12KSJW/uGYeRcbKrRyJbExvoXXYDaSAWDwLPPShj5El2AkqHT0yUiNm3yJ7qAsFDJ6TlegLbBR8Rr9mz1dQW0QtNl669QtKtFC/W2MwzDCGHCyzitmT5d0af+/f2vWE1P13vlysDbb/vz07s3MGeOPq9apVIcvoiG8PIV8UpP1yIHQP3bMk45R0pion73Z5+5Sag3DCP3YFONxmnNo4/6LR2RkZDw+vhjCRZfpKWpmS2gunPbtvnzVby4kseDQW1f/vzufZQpAyxfHs6bclXDrXFj/d6UFOV5dezoxi6g3/nJJ36jmoZh5Ews4mWc1kRLdAESRD17+k+OzljPyVd9NQB45hmtNCWVrzZ+vFv7gQBw771aHbh9O9CsmVaFuqJQoXDuVe3awAUXuLNdpw7Qrp07e4Zh5B5MeBlGlKheHXjlFf9+Mgqv7t39+TnzTGDkSH3+5BP3CeSxsUCxYsrFOnwYWLHCvVC+4gq9d+rkdqrZphcNw/grYkjyVP8IwzgdWLoUqF/fvx9SoigmRpGifPn8+Nm3T9G09HTgrLO0YMA1a9YA556rzy1bAj/+6Nb+zz8rz2vNGkW9DMMwfGMRL8OIEtEQXYAE16WXqq2ML9EFKPeqbVt99tVOpk4d5WIB4XeXXHKJfruJLsMwooUJL8PIhVx6qd9pxhB33KH3Zs38+ejWTe8+ehHmywe88457u4bxZ2zb5j4X8u8ggRkz1JnDyD7YVKNh5EJ27/bbCzJESgpQrpym7HwtVDhyRFOaf/zhvxK/cXqRluY3KhyCBD7/HHjoIdWLO+88v/727AE+/VQdEy67TDmY0YL0X5onp2MRL8PIhURDdAEqONuzp9+puqJFgSefNNFluCU+Xj1gfbNnD3DjjZr6P/98f6IrGASmTVNZlEqVgMcfl7D0WTMwGFRP3c8/B3r1Alq3Bn791Z+/3IJFvAzDiAhfTaYzkpLit6uAcXqRnAw0bw507Qo8+KA/P2PHqiTK3r36/sUXwK23+vE1YwbwwAPA77/re0yM/ta8uXtfY8cC774rkXX4sP4WFwdMngxcfrl7fyGCQSAhAThwAKhRI+dG1iziZRhGRPgWXYCJLsMdJHDPPcCiRUCFCv78LFsGDBkSFl1lyijy5YvKlTOXMenTx4/oAmQ3Pt6v6Fq0SP1zW7UC6tVTukGBAoqub9/uT3SRevkkV1eu37oVmDJFLU2Of118MdC3r7v5/UBAy+ptgDAMwzh50tJ0b/bdX/S11zQ1BvjtLFCvnkqhTJumcaFbN3/jw8SJEikFCqiw8dixwAsvuPeTkgK8/z7w4ouKOhUoILHnI9JVsyawcSOwcGH4bw0bAmPGaCo1EpYsAZ5+Wh0mjhwJv6elAc8/D9x3X2T2/xHmYtLTyRtuCOlXvWJiyP799W9ZITWVXL2aHDOGfOEFsnNnsl498rbbyORkt7/fMAzjdOH338nnnvPrY9IkjQGh8WDbNn++hg+Xjyee0GvjRvc+AgHy+ee1TQ0bansOHiSXLXPv57PPyKpVtU3XXCMfV15Jzprlzk8wSM6dS3btShYqlHnsvvde8tgxN362bCEbNcpsv1YtculSN/b/iVwpvBISyGHDyGbNMu/YcuXI6dOzbjc5mbz++sw2AfLuu7Mu5P6Mn35ya88wDCO7M24cecYZZFKSH/uHD5NdumgcCD2Ep6X58TV/Ppk/P3n11bqX+3goP3SIvO46bUv37n58BIPk5MkKLgASdzNmhP99+3Y3fvbtI994g6xTR35KlCB79pS4q1CB/PBDNz7ef59s2jR8/ENjeLdu5NGjkfs4UXKV8JowgbzlFrJAAe3M888nBw0iq1UjW7Ykd+2KzP7mzeQ992QWXX376uR0wb595K23Stn7YN8+cvly93bT0sj9+93bNQwj++D7YXDgQN1T33/fn49Dh8jChclrryUvvNCPj/h4snx58pxzFH3ywZo1itDky0cOHepuDMrIL7+QLVromJxzDvnNN279BALktGlkp04SqYCCJSNGhMV3MEguXpx1H4mJ5Fdfke3bk3nzyke9euSrr2o8L1mS/PJLJ5tzUuQq4RWKavXunTlk+O67bm4aV1xBFixINm8uX4MGRW4zI7/+qie+FSvc2Tx6lPzkE7JNG514Dz3kzjYpMdeyJTlvHjl1qqZ2Z8926yMjK1fq6SQ11Z+PRYsUMfXJpEmaWvHJ5Mk6Pr5ISiJnzlSE2RfbtpELFvgd9H/7jVy3zp/9I0e0n44c8edj7lxy/Xp/9r//nrzxRj8DfIi339a9ZPRofz5++4086yyND/HxfnyMGqUBffVqP/ZJBQDKlyd//tmP/bQ0TSuWKydh5+N+++uvGkfLlNGYvWaNex9PPCEf1aqR/fpp/Ahx5Ai5YYN7nydCrhJekyf7Cx2TupB27iQnTtT8vQ9cR46CQf3ud9/VNKnLHIqlS3VCAxKMAHnmmbrxuCYpSRdO3rxk2bKZLyCXzJhBFilC1qzpb8pj+3ayeHHlSfhi/349DT/xhD8foRvn99/78xGKgvgU2vXqSVT4YuZMbcO0ae5tT5mi41CrFtmkiXv7wSA5eLBmD9q00XRdTicQ8O/DV6QrRGIiuWOHXx/LlvmdfgsGNUvlKm/rz9i0SQ8lPh8YskKuEl7RIhoXri9cnYAjR2ZOfixShPz6a3cD5OHD4cTXqVPJ6tXlp0cP8sABNz6OZ/x4TVNfcIEEtg+CQbJtW013bNrkxwepnAjAfZJtRkaOlA8fT6ohnnpKx8Qn1aopiuqLIUO0nyJNdfgzXn+dLFpU9t96i9y61b0PwzDcYnW8skCeHLzXIq19EgioInKnTipCCGhJcZkyqq3iojxHWhpw001aonz77aqGXLAgMGeOWmCULBm5j+MZMQK44QagQQNg1iy1wfHB559r6ferrwJnneXHBwB89ZVa+Jx/vj8fGzbofPK5HUeOAEWK+LMPqIRB8eL+7K9apeujbFn3tjdv1j4CgMceAzZtcu/DMAy35Oo6XoZ7Vq6UOJk5U+KkXDmgWDF3xexI1VCZOlWvAgVUM+axx4D8+d34OJ633wYefhho0wb45hugcGE/fnbuVFuNf/3Lb52YXbtUsbp/f7+VnTdsAKpU8Vu77uhRtQzyBakikMWK+fOxciVQt66fY5FRaA0f7q9gpmEY7jDhZZwU9erp5YsXX9QAEqJbN0XYXDeyXbpU29G/vwrmdeyoqJcvcRcSlCkpwIcf+o2afv21Wmt07uzPByDhVbOmXx9Hj/qNeCUlKYrrK+JFKuLVsaMf+5s3671/f0WHDcPI/uTgSTMjt/Hpp6q6DAB58wLNmqmy9I4dbv38+qsa1v773+EqxV984U90AZr6++47YOBA9RjzyVdfqTPD2Wf79bN+vX8fvqcaDx3Suy/htWcPsH+/n8bIpIRXly7h68YwjOyPRbyMbMFPPwGvvKImr1ddpek4H9M/wSDw0EPAihV69eunKJvPKbldu+SzWTO/DXkBDcQLFgCvv+7Xz5EjwO7d/oWX76nGUK85H+fa4cOaZgQ01eiaXbuASy8Fhg3Luc2CDeN0xISXkS2oVw9Yvdq/ny++AObPD3+fMwfYtk25Sq5ZuxY45xyJyeRkTaH6XpgxapQG4Vtu8etn40a9R0N4lS7tz77PiNcDD4TtHzoE/PYbcNFF7uwHg8C33/qN1BqG4R4TXka24Iwz/Ps4ckT5YoByxrp3V6N0H6IL0FRmnTpqWPvWW/5FCqBpxmbNIm8i+09s2KB33zleOXmqsVQpCX1AQtj1ikOfDZ4Nw/CHCS/jtOHFF4GDB4GePSXAKlf25+vwYa0snDpVZQTq11cid1ycP5+rVwPLlwPvv+/PR4j16xVZq17dr5+cPNVYtWr48z33AOXLu/dhGEbOw4SXcVqwfbveN20CKlTw72/KFNUjA5RgPXky0LSpH19JSZpuGjkSiI1VDTTfbNigqFrBgn79+F7V6DPiVa2a3gsUUGTVMAwDMOFlnCZUrKjk/Wjx/fd6z59fyc9duvjztXEjMGAAsHgx0KqVinX6ZsMG/1OnpF/hFQxGR3jdfXd0xL5hGDkDKydhnBZEc9VXerqq05ctq+lGn6ILUMRr5EiJoS1btIKS9OszGjW8kpK0Hb6mGrt2BaZP17nx0UfAvHlu7VerJuH9xBNu7RqGkbOxiJdhOObnn5U/Nn585jwfXyQmhj/HxwOPPOJPaC5dGq6tFo0VjYC/iFfJkmrhBAD/+Y/KY7ikVCl1KvC90MEwjJyFRbwMwzEkMHdudEQXkFl4DR3qN+F95Urgggv0efp0VUz3wdixqu0GAKmpiiC6plmz8OcbbnDfKiomBnj2Wbc2DcPI+ZjwMgzHNG/uv7FzRkLCq0sX4NZb/fqqVUuFOwHghx+Adu38+ClcONwC58EHtYrSNRmFl6/pYF99P42cz9Gjqu03c6Z/X4EA8MsvWvRjnHpsqtEwcjhJSWpDNHiwf1+1aoU/X3GFWhP5oEkTrdAMBFR01kevw3LlNF2alAS0aOHevmEcD6lUhOHDVey4YcNwZNc1GzcCP/4o+9Ona2r955/9+DJODhNehpHDSUtT4VSf9a5CFCsmwbJrV7gYrQ+KFAEuuUTtj664wl8NrGbNtAo0NtaPfSNnkZIioXLVVeoX64p9+yS2hg9XRwtAQmjECPfdLDZtAq6/XjX9QpQurZI2Z57p1lcIUiuEd+xQnunOncA110RnhXVOxKYaDSOH07mzREq0qFVLeV6tW/v107y53m+7zZ+PZs2AO+7wZ9/IGSxdqk4TFSroocKl6AL0UJSSEhZdAPDhh34WXlSsqIhxiEKFgAkT1L7MJSkpQLduWt1cpIiEZN26QIcOmmI30fXXWMTLMHI4Pqqu/x21agGXX+6/RMe//qVWS9df78/HjTdGf/8Z2YMDB4Avv1QUaskS/e2mmyQmXPPrr8B//6tWZWlpqu12ww3u/UyfDtx/P7BuHXDeeepmMXKkmqm7JhgEatcGPv44/LeqVbWau149d34WLNC9pmhRCbwiRfQ5Xz53PqKNCS/DME6KVq2A667z7+eyyyS6fBQ3DWGi6/SEBEaPBp5/Hti7V3+rVAn44AO3DxQk8O67QO/eWm28eDFw1116oHDJnj3y8fnnejCaPl0Cb9Mm4Npr3frauFGrp4cPl3gtVkytt5o31z513Xd3717db46vTXjxxYoaRiLydu+WgCtVKrLfeLKcFsJryxY9yVSsqLDoOefoVbOmQssne6HFx6t571lnqR2IYZxO3HhjdArSFi2q/pqG4ZqYGA24oV6dMTESLSVLuvNx9KgiW6NGafz56COJlMmT3a12DQYlPvr2BZKTJSQff1zjUlqau3SAQEC/e8gQrWbOlw+4+WatOJ43D9i8GXj7bTdRKFJj9qxZWvE5c2Zm0VW8OPDCC4rsRTolfOSI+ujmy6cFStWrh9/r1NHDn497Xa4VXsnJqq69bp1eiYnAd99l/m/OOAN46inggQdO7gAWKqTQbXy8CmWefbYOVo0amuO+5hr3CZOuCAaz728zcgbR7AJQo0b0fBmnFlKRoJUrgf37lZC+f7+ms4YOdZcYnpwM9OypiM3VVyvxvEqVcE6hC9as0QPKunXA669nLmpctqwbH8uXA/fdB8yfryj0e+9lLmrsQgTt3av9NHSoxFDlysBLL0lQhrajalUFNbIKKeE2c2ZYbG3dqn8rV07HpWxZYNEioHt3tUfLyj4klfT/++86PqH3mBggIUHTwb/+qv6z99wDtGnj8V7HXMT995NXXklWrkxqN4dfJUqEP591Fvnee2RS0snZ/+wzsnNn8qKLyIIFM9svXJjs04fcsSPrvz89nXzhBfLNN8kZM7Ju5884coS8915ywQK3doPBzN+XLSMPHHDr43h/S5f6s0+Sqank9u1+fRw8+L/7zjVpaX7tG6cfx46Rq1b5s//RR5nvqw8/rOvRFUlJ5IUXkjEx5PPPk4EAuXixWx9z5pBFipDlypGzZ7uzm5HXXiNjY+Vj5Ej395JgkOzWjcyfX8ehdWty3Di395Rt28jbbycrVQof7/LlNcYOHUr+/nt4ux5+mFy48OR9/PQT2bUr2agRWbx45nOrVCnyssvICy7Q9yJFyL59yV273G3jX5GrhFfZsmTTpjphXn6ZHDOGXLFCF9vzz5P16pFffZX1k+ehh8iaNcn27cnmzXWwSpYkn32W3Lcv8t8fDJKNG+u3Hj4cub0Q8+aRNWro93bo4MZmIKDt3ryZTEwkhw8nL71UPl5/3Y2PjASD5JQpuoDy5CHXrXPvg9T5cuGFZP36EsI+2L6dPOccsl8/P/ZJ3TyqVSMnTPDn45dfdDx+/92fj6FDdc4GAv589OhBvviiP/u7dpGtWmkQ8MXkyWSLFm7vG8ezaBFZpQrZvbs/H5MmkRUrahAcNcqPj2eeIadO9WObJA8dIu+8k9y505+PyZPJBx7QA5wvevQgH3mEXLvWj/2EBJ1Pt91GfvCB7ul/JSCzKiz/+1+yalXyqqsk3oYOJWfNIvfsCdu8806yf39y//6s+cgKuUp4/R1r1kT+VJDx/3/0UXLQIPc3upQUt/YmTtRN/6qryHbtyN69IxcUCQmyBUjkhp4kzj+fHDxY/+6S6dMlqAGyenXyk0/cR3PS08mBA/WEV66cP8GydatEcPHiWXuCO1E6dVJUdsMGfz4eeUQ+fA72nTuTZ5/tzz6pCPidd/qzv2GDzt0vv/TnY+RI+fD1QJKURF53XTgycOSIHz+kBsHVq/3ZN04fTmTMP3bM/+84ntNGeLnGVzQku7NqlaJ+oXBtoUIatH7+2Y2wzbhf587VUzyg6eMPPnA7JRBi7VpFGgEN9C6il3/G5s0a5EuW1PSGLyZO1LYMHOjPR3o6WaECefPN/nyQEvOuorR/RbFieiDxxZo1Oh6jR/vzMXOmfPia2iJ1zF96SVNcw4f78+N7Ct4wTjWWZp1FTsdK199+CzRqlLlvXoECqnvTuHFkiYjBoFapHDyonmJt2gBNm6rg4JAh8tmjh9vaLcGglnrXr68k2K+/Vl2f0qXd+QixaZOSRA8f1lLvBg3c+wC0kuqBB1Tg9NFH/fgAgDlzVKW6c2d/PtLSdPzr1vXr4/Bhv8Ue09L07rPuUCjxfNcuNRX3QWws0K+f2s7Mnu3HBxDdxRuGcSrItasaDbf8+KNqtHTrppt8uXJ6P/O7uP1gAAAgAElEQVTMyFa0AEB6uux+9pkE0IwZsvvWW8C992qViWu2bJHPGTNUadnlqqnjWb9ebW9SUuTv/PP9+AGAZ5/ViqAFC/wO9F99paXxV1/tz8eGDRIR553nz8f+/Xr3IbZDpKfr3XU19BDTp4cfhr78Usv9P/rIjy9A/QXPPddWSBtGVjHhZZwQrVrp5ZrUVLWE+eYbfZ8/Hxg0SFGbuDh3fo4dk4AjNSg98oie4EeMAG6/3d9T9tq1asAcDGqZ9Lnn+vEDaCn0W29pqXzDhv78pKbqeN1wgx9RHGLVKr37jHiFhFdOjnjVrasIMQCMGwc8+aQfPxkpUsS/D8PIrdjzinHKOHZMg3dIdIX+tmuX2wF9717Vu9mxA2jbVlOWl12mekF33OFPdK1eHa4N5Ft0paer9kyFCqqz45Mff1TFap/TjICOT968qsTti3379O4z4uVbeJ15Zua2Shdf7MePYRhusIiXcUpITFSBwW3bNIBfcIFaP9SrB5Qv704MpaWpwvJvv6mAbmqqeqb16OE3l2TFCuDKK4H8+TW9WLOmP18A8M472sbx41Xx3SdffaUChldc4dfPqlXqMJE/vz8f0ZhqjEaO1333KUcR8Jc/aBiGG0x4GaeE9HRNi/icqgKAhx9WNWRA0yMLFvjLGUpMVCuQZcskugoXVv6N7+rrW7YATz8tIeu6L9vxJCXpuN15p7+cpRArV/rNhwPCEa+cPNUIqKH4OeeoAnelSv78GIYROTbVaJwSihf3L7o++EBtNELky6fk40DAva/0dEXufvtNkaCiRSX4fIsuMtyz7J13/PoCgAkTJDB9TzOmpChh3GdiPRCOePlskhsN4RUTo4UoDRrYqkDDyO5YxMvIlcydqyTzSpW0arFDB+Dyy/0Nfh9+CHz/vSJc5crpvUoVP74yMmqUVrG9957yu3zz5ZfarsaN/fpZu1YC2WdiPSDhVby4v/NizhxFCQFtz4oV/qJ4XbsqR9IwjOyNCS8j15GaqhV+8+Yp0dh3BODIEZVxABQNathQf/NJaqpqdvXqBTRpomiHbxISgMmTNX3ru4zAypV69x3x2rfPb37XzJnAyy/rc8uWisL6El6lSwMPPeTHtmEY7jDhZeQ68ueXIIkWgwYBe/boc9GiQO3afqNd8fEqG5GQoIKzH3wQnXpK334rwdepk39fq1bpOPqeqt2/36/watMGeOYZfT52DLjmGn++AP8LKwzDiBwTXoYRATt2AK+/rny1nj2Bvn39JmoDwNSpwJtvauqqXz//03EhvvpKpR3q1/fva+VKoE4d/wn8+/b5PV4XXSRht38/0Lq1CSPDMCy53jAi4oUXVIB1wwZFvnyLLkA5XaEFAq++Cnz+uV9/+/apttr06Uqqj0by9qpVfqcZDx9WUVvfEa/YWAkuQDXrDMMwTHgZRhYJBIDHHlNdsEjbJp2Mzx9/1OcCBZTsfvvtfn3ed58iecGg/9WMgJLRN23yG8nbsgVo1gzYuVMtlu65R9vng6uukgBr396PfcMwchYmvAwji8TGAtWrR9fn4sXK6ypdWhGom2/273P3brVWyptXlf5DrXx88P77EpOkhFeozpZr6tZVvbWjR9XwuUwZf3lyrVurzlY0oqGGYWR/THgZRg7ihx+As89WT8smTaLjMzFR7+npitr4jESlpKirAKAo1NixfvzExmbuZ9mtmx8/gDox9O/vz75hGDkLS643jBzE0aMSXdGMnoSEV/PmwH/+49dXtWrhzwUKqDaVLy69VO2cLr9cYtYnTZv6tW/kLPbsUbu0HTu0Sjn0vns38OijftpxkXqwOXJErypV/C9eMf4c2+2GkYMYMMBvBfQ/IzERKFkS+OwzRYp8klF49evnt0/jpZfqvXt3fz4M489YtUqNzQ8dCv+tZEkVRHYlujZtAm69VQtjQmIrLU2t0z74IPppEkYYE16GkYOItugCJLyGDwcqV/bvq2pVvVeurH6QPrn0UqBYMfW4NAwAWLQIGDJEK3fz5Mn83rChpqQjXdW7bBkwcmS4lRSg0inffecu8koCBw5IZP3xR/jvF10kcefKT1qaxGPp0taq6mQw4WUYxt/SpYuezqNBiRISQ088oalGn5QtCzz5pJqZGwYAnHGGul6EOicAqtH3/POa9s6quEhNBcaMkaibN0/nXMeOwMcfA23bakFJsWKR//5Nm2Tr88/VdqtgQV1HKSnqODFwoNvrKjZWD0gzZmjqMvSqWlXvbdv6LdeSU4khyVP9IwzDyJ6QQHIyEBcXPZ9t26pKvm/hBWhA9Dmdabhh1y71QHVNejrw889q/j5xIrB6deZ/b9ZMfVjPOSdr9rdu1bTesGHK66pdG3jgAT3MHDumDhQvvhjZFP7+/cDXX0ts/fyzInRXXgncdpsemBo3luByVc5k3z71HA29FizILFQBTZc++6zyJ11w+LAbYZpdMOEVIaTbECupizU05eKShARFFAwjO7N+PVCz5qn+FUZ24okngClTgFtuUQmVSKbK9u1Tz9GJE2UzIUEiv0ULif6zzlJbrFdeUQ27ky0zEgwC06apcf1332l8uO464MEH5SM0XkQydiQny/YXX2hb0tM1jXjbbfrtFSqEfezYkbU6g8nJwJo1ElfLl4eF1q5d4f+mXDmtcp42Td9btJDgat48a9v1V3TurCnNG2/UvszxpVmYizj/fPKuu8ghQ8iFC8ljxzL/+8SJ5IYNWbf/4ovkrbeSo0eTR47ob/ffT65bl3WbGUlLI59/nmzcmExPd2MzxKFDZKtW+u2+2LCBvPNO8uef/dhPSyNHjiSvu06ffZCcTL7xBjlwoB/7IR+PPUYuX+7PR2Ii2b///14DLtmxg/z2WzIY9Odj6VJy5Uq/PhYtIjdt8mc/LU33o23b/PlITyfHjAnfl3yQnEz26EFu2eLPx6efksWLk+XKkdWqkbVrk/Xrk3XqkJIRel14Ifnyy1m7n9evLxsVK5L33EOOH08ePRr+999/j2wbly2T/TPPJJ9+2s9xf/pp+ahalezXj1y1yr2Piy4K7+/ChclGjci77ybffpucPp3cu1f/3YIFZPPm5IwZJ2d/1y6ySBGyVCkd7ypVyLPPJuvW1fFt1Ihs1oy88kqN7aHfEhurv73/vmz8HZ98ov+3UyfyhRd0v1q7NvP4GgiQjz7qbhw/EXKV8Lr2WrJChfABypdPJ88995AffKAdnzcv+eCD/3zA/owXXtAJApAFC5Lt2+vGEBdHDh6sAxgJP/1ExsTI/muvRWbreAYODF9ACxZEbi8hgZw3T583bJDgjY2V/Y8/jtx+RhITtX/POkvbULcuuXmzWx9paeSwYWSlSvJx881+BvtffyXPPVc+3nzTvX2STEoiW7Yk8+Q5+ZvhyXDbbboOduzw56N9e7J6db/C65xztC2+OHpUx3vQIH8+liyRj7ff9ufjl1/IYsXIokXJ4cN1TLZt073AFQsWkH36kD17apC//XbyppvIiy/OLLyKFNG58dZb5MGDJ+djxgztL5/n1OTJZEqKP/tbt5Jz5kQ+5vwd48bptXHj3/tJTMya/YQE8oknJHoefFCivmtXsnNn8sYbdXyvuops0YKsUSPz8S9cmGzXTkGWpKS/9jFxoh7Uzz47PLYCZIECZL16CqQMGCChlycPeccdEt6+yVXCK0R8PPndd+Qzz5BXX02ecUbmgxY6cE8/rUjQyRAISHD06fO/J0PLlrogskIwSE6apN8bEnauToCkJLJs2fCT4vz5kdnbs0d2HnmE7NZNgisujnz8cf2bK/btI597jixTRr+9eXNdSC5vmIEAOWqUBl9AT1hz5rizHyItLSz8K1fWE6MPkpPJNm10E/niCz8+SHLWLO2v55/35+PIEd0ge/f254PUIP744359FC9OPvywXx8tWihK5CsaTOr+1rKljn379hr42rXzKwBIDZBNmyqKO3cumZrq15+Rvbj6aonvfv3ImTOzJmqTksjffiM/+0yCL/RQl1GQAfreubOfKGKIXCm8jicYVOj4vPP+V4CVKaObx8lO7QWD5AMP/K+9YsUU3oxEHKxfL1Fz9dVuphwHD9aNf/DgyO1t364oX2h74+I0bRap4AqFrUlFsx56SLZjYsgbbnATpctISOheeGFYkE6e7OcpeO1ahc0BPdG5jBBk5Ngxsm1b7bMRI/z4IDWwn3++HjySk/35GTNG+8yHEA5x6JB8vPWWPx+kopw33+zXx8SJ2pZRo/z6CQR0z4yLC98HnnzSn79g0O8UqpG9SU93+0B/PMuWaXYs4xherx55/fUS+T44LcpJxMSoFlG7diqWWK4ccOaZ4VfJkiefQBlqbXLXXUpsTEvTe+i1f3/WEwDPPht44w395sTEyFZzpKdrNc3atdrWSNi0CWjZEti8Ofy3hx4CXn4560miJPDaa6rI3qEDMGiQVujkzavl2717Z31F0V8xd64qsM+dK9ujRgE33eS+V18wqN6Djz2m5ePffuuvLENqqhKPJ01Sza077vDjB9CS+BUrtBKsYEF/fsaN0/L+xo39+dixQ+++m5xXrKjK5D5p0wY491xdTzff7K+uUp48OtemTdM5DQAvvQTUr6/ryDUxMapHZZyexMbqPuCLvXs1BlSrpleJElGoSeZHzxnZBVcRnFWryPLl9URQqpSm/Xr2JP/738zRqpMhPV2RrVDkESBLlFA4eedON7874/b/9lt4KrdSJfLDD/1Ny2zbpsUMgHIPs5JTeKKkpurpDNA2+WTnTj0Rtm/v109qqs6Fu+/26+enn7TfQvmKvrjzTiVC+2b4cG3PzJl+/WzeTL76qhYCZYx+L1vm169h5AZMeBn/SFqapk9/+EH5cy7EXFJSWCyEXv/+N3n4cOS2Q7z4onJS1q4lO3YMC7w33/Q3RRYMkp9/rqndjEnIvkhNVSIqIBHsmy5dlHe1caNfPyFBNGGCXz8jRsiP68Uax/Pkk5rO8J0LdeyYFgC1a6e0gBUr/PojdU947z09aNSsmfUHMcM4XTDhZUSdffsyPymHIl1t2ujfIiUYVBIuQHbooOT/okWVqO9S2B3P3r1agRVaCOB7ME9LCwvKIUP8+iKV7wBo0YpvevbUAhifOWSkShIAfstukBImALl7t18/pFZpASrBMHy4f38ZOXAgusvyDSMnclrkeBnZh5QUFRZs3VoVnGvWVE6bq7YSJPD008o5AYDvvwceeQTo29d90b1AQJWuzz9fxRjvvhs4eFD5eb16uc8ZO953167KTXjnHe1LnwQCKgBZrZqKWfqEVH7X1Vf7zSEDlONVpoz/KvmhHLL4eLUq8sWHH6oaOqDil5s2+fP1Z5QsqZdhGH+NCS8jqhQoIGHkA1Ki4NVXw38LBIAjR/xU7H/6aVW9Tk9XS5ALLwR++kmVnH0SCGhRx5dfSuQ99JBffwAwdKia+44bBxQq5NfXr78C27dHpz9kfLz/xHogs/C68EJ/frp31/4bOlTfN27058swjKxhwsvIFZBaATl0qFbBXXRR+HXuuVol6ZLRo7WaE9Cqm6efBp56yl/fv1B7kWBQq2k/+0wrQB95xI+/jOzdq227+mrg2mv9+xs3Tsfrmmv8+9qxI9xexScZhZdPYmKAd98Ftm1TFDbaES/DMP4ZE15GriAhQVN9gwZF1nD2RFi+HLjzzvD32rVVCsNns+WhQ9VY9+GHgY8/lujr08efv4w88QSQlAS8/XYUlllDwqtFi+j0FY2PB847z7+fsmUlJuPjNR3tc8l63rzAyJHql2cRL8PIfnjMQjGM6FGypCJbvkXXgQMSWUlJ+n7RRWrgGhfnz+ehQ4o4NW+uHJ4XXvCfZxViwQLVBevTJzqNq9evB1atis40YzAI7NzpP+K1Zg3w3HOqx/f992rE7FvAFimiOmtxccDhw359GYZxcljEyzBOkPR04NZbNVD37ClxcNZZ/v2+9poE34EDwGWX+U+kBxSZKVdOCfWVKwP9+vn3CSjaBURnSnPvXh1T38Krdm0VBQ4dwxtv9OsvRPnywOTJKuYcSRFmwzDcYsLLME6QAwc0zVe+fPR87t4NvPlm+PvWrcAPP0gA+uT224FLLwV++w345htV3o8G48YBDRv6T3gPBKJXtT4mRmL53//W9/r1/frLyLnnRs+XYRgnhk01GsYJUrZsdEUXoLIYobZRAweq9ZNv0XX4MDB7tvxVqQIULx6eWvXFd99pmnH+fE3l+qZ/f7VzArSCcvJkv/66dg23vYmm8DIMI/thwsswsilbtijC9vDDSpLu29d/KQcAmDNH+U+AImxz5/r3O3s20KiRVm/mzw/8/LNffxUrqgQIANx/v7s6cn9FsWLh/pk+y0kYhpH9salGw8imrFgBLF0K1KgRXb8zZ+o9JkbFWXv29O8zENBqPwB48UUl2PskY9SpQQPgkkv8+gOULzd6dHTKVxiGkX0x4WUY2ZT27U+N3xkzgHz5gBEjgE6douMzPT38efBg/+LkggvUWSAYlCCKRpmMunVVdy0avgzDyL6Y8DIM4/9JSFCu1YQJausULQIBvV9/vf8cNkBlFmrVAnbtAjp29O8vRO/e0fNlGEb2xISXYRj/z5o1wI8/amVhNAkE1DNx6NDoRYQuvFAlM3zWYDse3z0hjZxFMKhor8/iy0b2w4SXYRj/z6WXnpqpsEBAostnA+njadAgOvXCjJxLerpWFRcv7sd+TIxKt8yapen1ihX1Hvp8zTWRlTsJBjWlbmQvYkjyVP8IwzBOb6ZOje7UJqBk/pIlo+vTyFmQ6jSwdq0WZFx4od7r15cgyspDCqkSJkuW6DV3LvDTT5n/mwYNVEqmdevIHoTi49VjtVo1/eZ69fSqXt0E2anEhJdhGIZxWpOaqoK68fGZXzt2aHXxypWZ//u8eYH77lP7rr/rKRoIAOvWhUXWkiVaqbx/v/49NhaoUwfYsAE4dkwFb194QbmOJyu40tOVs7h9e+bX+PGyn5FSpVTL7v77tS1GdMlVu3zrVhV89MXBgyqCmC+fPx9paX7sk9GZQtqxQ7k6vnIWAgFg0SJNifli3z5VjK9b15+PtWuBSpX8VoT/4w+galV/9oNBFVYNFQb1QbTO29xAcjJQsKDf/bVsmVaE+vKxbh2wcKHaVFWpomvkr+4lGzcCq1drOu5kerQOGwYsXpxZYO3d+7//XdGiimoVLRr+W4UKwL33Aj16/HUx5b17gWeekcBavjxcfDguTvvullsUObvwQt1jkpN1P3v6aS0sOZFtmTdPbagyCqxdu8L19zJuQ8GC4e/lyun333PPP68cnjRJgrRaNbVG+6vp1o8/Blq10rE6WebMAZo08ddj9/BhCdpopjCcEMxFxMWRgweTgYB72+np5KWXkm3akIcPu7dPkj/9RFapQm7Z4t72sGHk+PHahl9+cW8/GCQ/+4wsUYLs39+9/X37yFdeIatWJfPkITdvdms/GCRnziQ7dybz5ycvu8yt/RDLl5MdO5IxMeQbb/jxcfgw2aOHtmPVKj8+gkGyVy+yfn0yMdGPD5K86y7ygQf82SfJ227zdyxIMjWVvPZa8sMP/fnYvZusXZv873/9+Vi5kgTIxo3JqVN1Drhm8GD5CL1iYsjy5clGjcibbyZ79ybffpscO5acP58sUoSsXp18800yIeHEfLRvT1asSDZsSF5/PdmzJ/nyy+Snn+oevGZN5nv80KFk8+bk6NE6lv/EkSNk2bJky5bkY4+RX35Jrl6tMeTPOHz4xOxmZNgwskwZsl49sm1b8t57yRdeIIcP17FZvZo8dEj/7T33kE2a6HekpJy4j4YNMx+LEiXICy/UPnv0UfKdd8jvv9c1mjevrqPFi0/c/pIlslu1Kvnii+SOHSe1C06If/+bLFlS14UPXZBVcpXwat9eB/KKK9wPzKQuzLx5dbJv3+7e/rZtZLFiZOvWuqm5FHgDB4YvoFatdOFGyqpV5LRpuulff71s/+tfbvf9kiVkt25kwYKy37o1+d13f30TO1n279egW7u27JcqpZv72rVu7IdYvJjs0EE+ihcnn3lGYtI1s2eTZ51FxsaSTz11cjfak+H557Utffv6sU+S69ZJZD/xhD8fwSBZuLAGSJ+cfTZ5yy3+7AcCuv/lz08uWuTHR2oq+dFHOr8APZz8+KNbAZaaqvvHrFl6kHvpJfK++8hrriHPO48sWjSzGMj4KlJEIuqfrt2T/b0HD578dvgQpVm1v3591nwcOkQuW0aOG0e+9ZYetK67jrzggr8/Dpdfrv/nn+7Rqankt9+SV10lgZ03L3njjRKOrkTS+vUaMwAFHZYudWM3UnKV8AoGJY6KF9dF+MEH7i+AadNkv1IlnZSu+eADnSTvv6+bjSvefjt8YVSurKeySDhwQINJ+/Z68ipYUD6yesHs3k3u2qXPqankqFFk06aZb6hr1kT2m0MEg+ScOeTtt5MFCoRvFl98QSYnu/ERYt488uqr5aN0aQ0kJ/pkfjIkJ0swxsSQtWqRCxe69xFiyBBtT48efgeYLl0kivbu9ecjPl7b4uJB5O+44w7dM3xy4ICiP1Wr+hH1IVJTFb2rVk37rmlTRYpC58Lvv/vzTer6Wb48fB6GXnFxitL06OEv0muIYFAPrYsXhx9aQxHK6tU1Lnz44YmPB5s2kf/5D3nmmbJTvbqCBbt3698//TTrwY5gkBw5kixXTg+kjz4a+fgXKblKeIXYtk0qGtD7tm1u7a9cqSnBokXJKVP0N1cRmNCUZuhEzurTyvGEBB2gp4xISEsLP0UA5CWXRHazXb5cg8Xs2YqkVKggu+eco3B2KGR+shx/0R84IHF47rmyX7Ik+fDDCsu7JBgkp09X5BXQBf/66+TRo279hFi8OLxNvXr5nfr78kvdXG+6yd05/2dEI9pFkjNmaL/NnOnXz/vvy8/WrX79LFmih6A2bfxPraSkSLBWrapta9ZMD6ZXXqlolW/ef5987jndzzZsyF5TSacLa9fqGh0xgvz118jvPSkpmtJt2VLnVL58ihRfd51E2Zw5WbedkEA+9JDuX5Uq6bzxHZn8K3Kl8CK1Q4cNkzgqXpz8+GP9bft2NxGHHTvIiy5SePSjj5Q/NXlyZDYDAYXVMz7FvfVW5L+V1I0QUBQt0pOtT5/Mv7Fs2awPXOPHK6IFaKCNiSHbtZOgjeRGumwZ2a+ftvXnn8muXcPTlZddphtFUlLW7f8ZwaDOgcsuC0cWBw927ydEaqry6fLm1YPAtGl+/ISYNEm+WrUijx3z6ysa0S4y/EDiI78kI0uXys+oUX79kMrzASRKokFKinJoqlQJX8cA+d570fFv5E7Wrycff5w844zwWJM3ryKdkYxhixaRDRrIXrt2mtoO5ShHi1wrvEJs2RKOPLRvr4N2zTVuntaPHFFiYyg0Wq1a5FGNYFBJ5DExstuyZeS/kyS/+UbCY+PGyOyEBFxMjJ5w33gjazaDQYWSQ9sJKL9t+fLIfh+pwS0uTrl4558fzqt66CFyxYrI7ZOZc6cCAeU0XHxx+FwYNsxffhWpKF3I3113+Zm+zMjcuWShQprK8R2mj1a0i9RDRJEi/p9809Pl5+GH/foJcffdurZCD4Npaf59JiUp+p3xoWzgQP9+jdxLMKjE++PzyLp1iywtJD2dfPddBWYKFVI+bGysHi6jQa4XXqQGxiFDNBiHDtzjj7uxvWcPWbNm2G6fPm7sjh2r35svn5sk+4kTNY0XCStWaIrpww/Dc+9ZITlZEY3QPitdWqvj2rWLLNcmPV3HNeMF2rChop0up9/27lXoOz1dIu+CC+SrVi1F0nwOcoGAxG6BAoo0jh/vz1eIZcu0ouncc/3mDoWIVrSL1HG88EL/fkhNwTVsGB1fycmKyJcqpTSARx/173PmTLJTJ7JuXUUmQtdgKPJsGCdLUhI5YYJmlV56SasUO3bUKtOuXZU+Egnx8bIXOlcLF/a3OCUjp4XwIpUIeNNNmQflSEOLwaDC6ZUrh23GxpK//ebmN//2m5Y9jxkTua2NGyNPHHd181y1SjlQ69e7m4bbv19TYMc/GV11ldvVoVu3Kpk0Li6cVHr++RJgPnKeMu7zTZt0wwF0LkdDmGzYoNyKqlX9rOQ9nmhGu0iyTh2/qw0z8tRTepDyNfV8PJs2STAXKyahHukgdTIcOybB/vnnWvk6cWL0fBvGiZKUpLzYjDMvZctGPjP0T5w2wmvLFvK117QCJ7STCxRws/orNVUr4i66SHYbNHA3CMfHW67EP5GYqKfqXr3IAQOU4zJxopI9t293F4FasyazyK5SRVOMvpJ6g0HlcIXyFYsU0UD6xRfRiSDEx6t0QNmyEkTRIJrRrvR0lV946in/vkhNYwCRJQifKIGA6jplPF8HD/bv1zByGps36/7asaNmXwDNYu3Z48/nadkyaM8eYMIEYNw4YNUqVc/9pyq+JwIJzJwJvP66Kvn26hW5zZBdq959alm0SD3PQq0+AFXU/uwzVaL2weDBwEMPye/kycBVVwEffRRZ09wT5eBB4PLL1Q1i5kxV2fbN+vVA7drA448DL7/s39/mzepZ9+mnQJcu/v0dPKhWLa++CjRuDDRt6tff3r1At2661wHARRcBv/7q16dh5GSCQXVn+Okn4MgRdSDw0VLptBReGUlMVKuFGjXc2t22TW0vjJzPzz9LDFSurF5qdero/eyz/bVGmjkTaNlSLZJiYoB33wUeeMC/AH/nHaB7dz04LFkCTJkiARYNunYFxowBtmxR2ynfTJ0qMTt/vt8WVIAE7JgxwMCBaglWqJCEpm9I4L33gD591DplyRI1SzYM49Rx2gsvw/gnoh1x/OMP4OKL1TMyRNu2wMiRfvsibtkC1KypfnLLlgFjxwLt2/vzF2LxYvWBi2a0a8UKYNYsRRT37QNKl/brj5SYnTZN3y++WFHUaLFqFdC5M9C8uS7RfkoAACAASURBVES8YRinjjyn+gcYRnYnmqIrKQm4/nqJgbPPlhBZsAD47ju/ogsAXnkFSE8HfvsNaNcOaNDAr78QN92kKFuhQkDv3tHx+eCDSgnInx946SX/IigmRv5C51KpUn79HU/dusAvvwBnnAGkpETXt2EYmTHhZRjZBFJ5XR06KCKzbp3EUKNGQB7PV+r27cDw4eHvGzfKv2/27VOEb84coGhR4D//kfj0TY0aivClpmo6NRois1494K679Nl3hO3PKFhQOSu+pscNwzgxPKSNGYaRFWJiFOE6Fbz6qkRI8eLA888rn8xHUunxrFgR/nzkCHD33UBcnH+/55wT/vz44/6FbYgXXgBGjYp+xCsjtlDHME4tJrwM4zRn1y6tluzeHRgwAChbNnq+V67Ue4ECwPffK7oXDULCq3Jl5T5FiwoVgL59gbS06Pk0DCN7YcLLME5z5szRKspLLom+7xUrFFkbPRpo0SJ6fkPCq3fv6E+99e4NTJoUXZ+GYWQfbFWjYRinjKZNlegezagToDyyqlWV51W4cHR9A1abzzBOZyziZRjGKYEEevYEOnWKvu+4OC1cOBWiCzDRZRinMxbxMgzjtCQYjF5SvWEYRggTXoZhGIZhGFHCnvcMwzAMwzCihAkvwzAMw/gbvv8e2LTJvV1S/TtHjwYOHHBv38ieWHK9YRiGcVpDKufvr14bNwLXXgvUqqW+qW3bakXu35UiCQbVnun4V2pq5u/btqljQ0yMeni2agW0bg00bhxZqZP0dOUwWh5j9iNXHZIvvvBrf/x4YMMGf/aTkoDPP/dnPxhUT7o//nBve/t2vb/3Xrgopms2blRfvRYtdFPxYX/oUODGG4HHHnNv///YO+/oqKonjs8mIUCooXekiYAKKEXpIoh0pVgQKVIFqaI/FKkKCiIgxQqCSJUuvffee+9IT0hIJ9n9/v74nnc2QJBk994lbO7nnD3ZDWTmvbfv3Tt3Zu6MCIuV/vwzB9fNm/XoiI0VmTGDPR/tdj06REQWLuS56GT2bL3PnAhrmN24oU8+wKbjup4Li/Hj2WdTFzExIq+/zibbQUF6dMyezUbtdeqIfPyxyPffi8ybJ7J/v0hoaMJ/c/IkG8gndkyoV48Fe1OlEvH1pcHj48N6cv7+bK0UEMDeqBkzimTOLNKrl1PXqFG8DtmyiXTufH8zexGRW7ecsgMCRAIDRXLlYvmSZ58Vef55tqiqVIlj2U8/8e8Ajs/Dhom8845Iv34iISEJn8P06SIlSrCJfa9elLFqFb1y1nUARKpWFZk40bX+nF98ITJhgr7enmFhPEedvUN37RJZvlyffFfxquR6X1+R1atFatZUL/vuXfZ3K1JEZMsWPe1UJk4U6dCBD1Dt2urlOxwcEAYMEBk4UJ3cvXtFvvlG5MUX2W6mWzeRsWNdkwXwOrRqxcHx6lWRv/8WmTmTD5HNJlKjBgee3LndO+7gYJF163jPrF4tcv48f1+kiEjLliKDBrkn3+LiRZH58zmBbNvGc3z+ebbpqVtXjQ4RkfBwVqAfNUrk0iV+H0uWsDq7SiIiONj//rtItWoi69frWVVv2cKJ6YMPRKZMUS9fhEZqYKBIx468bjqw2/kdVKtGA0EHERHsBXn9usjcuSJvvqlex4ULrLe2YwcNlLfeYu/J2rU59qpgwwY+/+fO8fWgQZwli0jhwve/8uUTadJEJGdOkR492HYqQ4ZH65gyhc+65Q1KzOvoUecio2hRkcaN+apU6eFzj4piqZLUqfny93e+j/+yfr9iBReUuXJx0desGQ2m/7qmq1fzWT9zRuT0ac5PFqlSiRQqxOM8dIiL4ly5RHr2FOnUiYbk47Db6dVbuZL3br9+/K5VFhtetIiLw9de4yLuv74zVwB4b+7cKbJ1K8fDZAO8iBdfBLJlAy5c0CN//nxABBg0SI/8e/eAokWBsmUBu12PjuzZgU8+AYKCgLg49+U5HEClSrwuIkDnzq7LDQ4GmjUDMmQAfvsNeO01wGaj3AoVgNGjgX//TdqxTZsGLF7MzzExwPr1wJdfAuXLAz4+lB0YSL2//gqcO+fasT/IyZPAsGHAyy87r025csC33/LfVHL9OtCvH89DBHj9dWDFCp6/anbvBp59ltduwADeszr4918gVy6gRAng7l09OgBg+3Zes4UL9ekAgG7dgIAAIDxcn44bN3hf+/oCEyfq03P0KNCnD5AjB69dvny8/06fdv4fh4P3pbuEhwOHDwOLFvH579YNqF+f90WaNM5nK/4rY0Ye36VL7uu3GDaMr6NH1T9XkyYBmza5Pm46HMCtW8C2bcDUqXwuW7Rw3gvxr02GDLw2V64kTvaGDUC1avzbggV5X8V/5t2dp2bNAlKl4jh544Z7shLi+nWgQAG+VNyPqvAqw+vsWU4+L70EREbq0dGuHW/m7dv1yP/7b97kM2aolXv6NB/G7Nk5cZYpo0butGnOh9pmAzp2BG7eTLqczZuB/PnvHyRKlQK++QY4cybp8k6eBGrWpJwuXYB69YB06fg5VSqgRg1g6FBg1y7XBryYGBqvFg4HcPAgB71SpZzXo2pVThgXLyZdx+M4eZLXO3VqGkLvvQfs3ateD8BrNGwY4OcHPPMMsGWLHj0Ar+2rr3ICPXFCnx6AhrDNdv93qYMtW3hPzJ6tV094ONCwIXX176/H+La4d48GUePGzgm+WjVgyhQeR8mSNCh0YbfTQB879mHjokIFoH1718YOb2HFCl6PPHk43nXqBIwaBSxdmjTnhMMBrFnjXGAXLszvODaWRtzly+4d56pVHJuLFQPOn3dPVkIcPEj5r74KREWpl+8KXmV4AbzZbDagdWs9g05YGFCkCF9hYerlOxxcqRQqxAlIJRUqOAenZs3clxcWxofaktmgAbBzZ9JkxMYCAwc6vU/Wq1Yt1wyiqCjK8/e/X97zzwO9egHLlrnvdTh0CChdmkbBzp3A55/TUynCCahWLeDnn4Fr19zT8yi2bweaNOF9njYtPZiqPHUJcfGic9X74YdASIg+XQC9piKc1HXz5pv8LnVjt9Mz1KSJfl1xccDHH/Matm7NceTKFSA6Wp/O69eBkSNpbIkA6dPzGfT15e91GoATJgA//sgJ/MoVvbqeJs6fV+stdjiAlSuBihX5HRcrRiPsmWfo9HCHnTuBrFk5nxw+rOZ447NoEcfLli2Tx/3hdYYXwJW5CDB+vB7527bRUGjfXo/8det4/GPHqpX7669OQ2TkSPflffEFZTVuDOzZk/S/j4sDfvgB+OADem569QK++opeiLFj7w9dJIbVqzkYPBh6KFpUjUcjLg4YMcJp1OXOzZ/+/jQ6J09W6zmJjHQaOXY78M8/9KCJMKQ+eDBDDDqZORPIlIkv1V7YhJg4kec3YIB+XbGxNBB69NCvCwB692Z4TGfo1MLhAL77zrmIGTKE94sn9O7YAbzyyv3PYJMm+g12g2dwOOg1szz7llft2DH35B4/zqhHYCCwdauaY43PiBE81mHD1MtOKl5peDkcQNOmDIvocnUPGMAvccECPfLffJOTa2gosH+/GpmhofSQiLgfKjp7Fnj/fXXH5i4OBz0zJ0/StbxrF8OXa9YAS5a4H7I6d85p9Fiv4sVpmISGqjmH+Ny+Tdf+gQPMASlRwunm/+knICJCvc74hIbSu2WFj3TlTcZn504asfXr68txfFCfCHM3PYGl748/GEL3BNOnM7QuwpC06vzChDhwgPm2OXLcn2NUtCifTcPTz5YtzpxS65U9u/vzwaVLHOvSpqVxB6jzUDkcQJs2PNZ589TIdBWvNLwAripLlgRy5kx8ImFSuHePobts2fSElA4coGu0YUMmHqqiVSsapO7mwKkOgyZXHA56YQIDORhkzEiXeO7cDDfryPU7e5Z5eCJA5sz8Wb48MGeOmg0Rj2LOHP7cupWhbj8/rg516oyJoefpxg2G4ooWBe7c0afPYvNmYPhwXtvbt/XrO3uW+TXp0tEQKltWv06Hg17/XLmck2PNmp4NtTgc9HSdPcvF0MaNySPUY3Cf4GB+n+PGAR06MASZL5/7Y+Lt25Tl5wf89Ref1XXr1BxzdDQX0AEBwL59amS6gtcaXgBXdxkz8kvUkd9w6hS/wLp11Q4mISFMWsye3Zk3pGqzwMaN3F1nSBwOh2e8Lxa7dzt3i4nQ2Fu5Uv9ktWkTDYIvvmAYvVgxHotuZs0C/vwTqF6dRomO/I6EKFCAk0S+fDSsr17Vq8/hYDja+l6fe06vPourV4G+fRkqtnRPneoZ3YaUh92u5lkKCwPq1OH9WqYMnSiqdlDfvMmFZb58+p/7R+HVhhfAUgIizCHSwW+/Uf6ECRxcVXnX5s6lxW8Nltu2qZHrcDAR1ZD8WLKEhrz1nadKxXDm11/rNbyuXr3fK9Khg56NIwlRs6YzFPb3357RCfC6Wudbu7ZnvDA3btADb23N9yR379Ljlj8/vfSe8PIZDO4QFOTctCTCfGBVHDnC3a/lyzudGp5cYHtV5fqEaNCAhTB/+40FH8PD1VaQbt+erSQ+/VRk5EhWWlZB06as4mwVat2zR41cm02kSxc1sgzqOHNGZNMmkR9+cBZzjYoSOXFC5Kuv+L3pIDaWVbKvX3f+7tYttjXRzenTLGAbG8tikVOmiFy7pl+vCKuSi/D5GjtW3/WNT44czkKwUVH69cUnQwYWvT17VmTMGHY2MBiSK4DIH3/c3xVg0CB140OpUpxf9+5lYdgDB9gv02N4zsZ7ctjtzJXy92eOk+rdiCdOOD0VefOqtZznzaPn68MP1ck0GCx69XKuKKtUYb6Gp9zvn33m1F22LItTeooaNai3Tx/P6bTo0YOr7SeJybMyPA2EhnJ3rpV207KlWvmjRzt3ZVaurFb2f+FVLYMeBcDWCVWq0OOVLh1b0WTM6L7s27fpndq0yfm7rVvZSkIVCxawxc+hQ+pkGgxz5rBNzrvvsk1Jvnye0x0TQ33BwSJ9+/L+VtmO5HE0bMjV7okTasaBpBAdzfFBZ19Fg8GbiIxkxGrkSHprq1Z1X2ZYmMivv7LNXVgYf7dnD/to6sbrQ40i7GP13Xc0ukTY12zmTDWys2UTWbOGfbAs/v5bjWyLt99mL0RPhycM3k3NmiLbt/Pe9aTRJcI+bRkzcsEydKhnjS4Rht5GjPC80SXCJsxTp+ptYG4weBMBAezDeeaMur6gGTKw0Xj8MWDcODWyH0eK8HhZzJzJ/KaQEJGyZbniVZnbMXMmc74CA9mkWEfjYIPBG5gxg14n1Y1xE8tff7ERuidyuwwGQ/IlNJQ52pMmcQF4+TLzMXWSogwvEXZqb9NGZO1akd27RcqVUyv/8GF6qKZOVRtuNBgM6gCM0WUwGJysXk3HSceOIv366dWV4nwy+fKJrFol8uOPNI5U88ILjBNHRKiXbTAY1GCMLoPBEJ/atVnxwGYTiYvTqyvFebzic+mSSIECT/ooDAaDwWAwpBRStOFlMBgMBoPB4ElSXKjRYDAYDAaD4UlhDC+DwWAwGAwGD2EML4PBYDAYDAYPYQwvg8FgMBgMBg9hDC9DsickhE1MVeBwqJFjMBgMBoMreJXhpXt/ptXSVyeeaCOi6xwcDpGTJ9XJu3CB7Wzy5xf591+Rs2dZ5G7y5KTJAUR27WJxvF9+efjf792j/P37RVasYH23lSuVnEKCuo4eZVupy5f16BBhD9Hly/XJFxG5c0ft950QV6/qfya8xRi/dEkkNlavjhUrnK3XdHD2rMjcuSLHjz/+XBwO18ayZctEZs9mT90LF/hMJsSVKyIDBnBsSAoAOyPs38+epAmxZ4974/CdO3rHDxG937PF0zzfuYXn+nHrp0ULfbJv3AAqVABmzdKnY+lSoGhR4NYtfTo6dgR69NAje8sWIEcOYNgw9+Ts3Am88w7g42OZuoDN5nwvAoSFPV5OSAgwYQJQurTz7955B2jWDKhaFSheHAgMvF+u9WrY8PHy790DNm9+9L8dOwbMmQMMGgQ0bw6ULAn4+Tl1TJmStOvyX9jtvG6DBgEVK/J6+fgAt2+r02Fx6hTQtSsQEABUr65evsWcOUDmzMCIEfp0BAcDxYoB//yjT4fdDrz7LjBwID87HOp1xMby/ipdGti1S718ADh/nvdt6tRAgwbAxInAzZsP/z93zm/MGOfzkSoV8PzzvHZDhgDz5gEnTvBcAV7Xhg2BxYuTprNq1Yef9+zZgTJleF6dOlHfpEkcz3x9OWZs2JA4PRcvOuX6+fEcPvgAGD4cWLECuHaN40G1asDGja5dp759AX9/oGdPzk2quXoVKFSI46cuJk3i/RoTo0d+bCzQuLHzuUtOeJXhJQIcOqRHtt0OvPQSDaN79/ToOHmSD2q3bnrkAzS80qcHQkMTHjTdoUsXfgcFC/JckkpoKI3CtGkfHhgbNACmTQO2bQOuX//vAfD2beDjjxOWkzUr8MILwOuv01Dv2ZOG4qRJHMB37gQuXAAiIx8tPyYG+P13Dkz/+x8ng3nzOFi/+y4H2lSpnDp9fYHnngOaNgUGDABmzwaOHHF/wLl1C5g+nYN6tmxOXVWr8pz271c3yTscwPr1QKNGNOrSpOEEdeyYGvnxCQ8HOnTg+VSpwolMNdZ16dOHBqqO84hPkyZArlzAsmXAggV6dCxZAuTPz/Pp1YvX0eHgM6OCuDhg61ZesyJF+P34+PB+GzUKOHeO/2/pUuDXX12796KjOYbPnAl89RXw9tvAs8/evwjz9wdefBF4/32OxyJA2bK8rnb743WEhfGZXbsWmDqVz0rXrsBbbwHlywO5cz+80LNepUoBP//83ws/ux04exaYP5+T/ltvcayILyf+Auz115P+HV25AnTuTDnp0wP9+3OhCQALFyZN1qPOoUkTXvelS92XlxBr1/L8f/hBj3wAeO89IGNGLrCSE15leAUGcnLTxapVvFF++kmfjm7d+DC5Yrgkhv37eQ4dO3JAUMW9e5z869Z132Nnt3N1vXQpMHIk0K4dPVVRUYmXERsLHDgA/PYbJ/EyZWiU9Ozp+nFFR3PQLVAg4UHZ15detCZNOBDOnMlJJDraNX3XrzsnMyBhr5YIJ4q2bYG//wbu3HH9/BIiJoaTU9my1JUrF/DNN/q8sgcO0Ej18eGkZXk3VDNmDCdff38+CzpZs4b3nWWojB2rT9fdu0D37rw3ChYEZswAsmRRP544HFw8fP018PLLzmegdGmgVSu+r1OHBoIKoqJ4b8yYAfTrx7GrWLGHn8EXX6SnNDEG2H8RG0sPl/WMZcjARcAnn9DTd/x40mWGhjIqMH48vcUPHnvdukn3Vp45A7RsyeMMDAS++47XZeBA9xddERGM8qRPz3lDB40aAZky6RtPjh3jtfnqKz3yXcWrDK9vvuENrOsmAbg6yZkzcaEuV7h1izeiSqPI4vx5enksT1CpUupkr1zJ6+/ugKeTyEgObEk9RoeDYcG8eR8eLAsU4GRw8KDrBlZC+iZP5kC6ZQu9Wi1b6vdqhYc73wcFUX7u3M4JdcoUdedocesWj9/hAH78kYZQ/vzApk1q9TzICy/QIEmXjmEVnRw/zonbumf69dOrDwB27KDn1dKpO4Xh4kUalK+9xvvT0ps5Mw13HeHVdeucIfUCBRi6a92aRseOHe7LX74cmDuXxo3KcW32bKBWLaBNGy7Qfv2Vi8xDh1z3zBw+zDkj/tj05ZfuX/fr14FnngHy5AEuX3ZPVkKcOsXoQJcu6mVbtGjB5y8oSJ+OpOJVhldoKAdTHUaLxe7dvKm//lqfju+/pw5X4///xbBhzgczMFCd3PiTtjficPDB3buXYcWRI7n6bdCA94Qqzpyhcf+ggafTq+VwcAKYMYOekfhh2gYNGBLQMXHGxXEC2rcPqF+f+po00T9AhoU5Q1e+vkC5curD7g+yaJHzu2zfXq8ugB7o4cPvv4cqV06a19gVjh9nXtSD9+9bb3ESV8nhwwzp6Ur9eNo4dcoZArZen37q/rN79CidAWXK0KOqml69+BwePapeNkDPto8PDdHkglcZXoDTsNi7V5+O5s1pQetaQUZFcZVRrpx6D5LDwbCd9WDqHogNiSM2lgb3g3lpL7+s1qv1IFFRXBGKMEwqwmPo3JkDlk4GDKC+NGn4+uUXfecZnw0bnNe3YMH7w7k6GTjQaczqJjKSOYtdutyfX/Tee3q90qdO0Uu7cSMN9lWr6DlavJj5YQZ97N1Lr3GbNvRQW3lk3bq5/1ytXUt59epxrFKRR2YRHMzc2zffVCfzQVq2ZMhUp9c3KXid4XX3LkMyidmV5ionT9JC79VLn45Zs/jQTJumXnZ4uHOnn6cmHcOjsdu5e6hVKxpB777LXVRvvcX7+OBBPXpv3aIXJL6hN2iQnp2QD7Jixf0JzJ9/ri+f60FGjKDOQoUYfvcUdjuNrvLlPacT4KR78iTz2urU0eutNyQfoqKAPXu4EUjFTtcpU5wLh8yZ1abbjBtH2cuWqZMZn5Mn6fXq21eP/KTidYYX4HSxqwwBPUjnzsxHuXBBj3yHA3jlFeYuREaqd9OfP08D1axCUyYnTz4clvDxAT78UH/o5tIlrnAtvXnycBHjqUVAs2Y8dx27JR9HSAhQu7bn9cYnMjJ552Iakie3bzM1wHpuVW4SuXePm2pKlNA3/rRuzZxO3WkFicEGAE+6lphqIiJEChUSqVBBZMkSPTquXRMpWlSkeXORKVP06Ni2TaRyZZFevVgAdMsWtfI3bmRV+MaN1co1JG9u3hT55huRjBn5nDzzDH/mzy+SKpVe3ffuidSoIXLihEizZiItWohUrSri66tXb3xq1eIzmy+f53TG5/x5Xm+D4Wli2jSRHj1EgoP5uXBhkVOn1D27y5aJ1K8vMn68SNeuamTG5+xZkeLFRXr3FhkxQr38pOCVhpeIyA8/iPTpI7Jjh0jFinp09Osn8u23IgcPirzwglrZ0dGsPN63L29uEVYjz5pVrZ6YGJHUqdXKNBgexebNIqGhIm+8IeLv73n99+7xOcqTx/O6DYannVu36AiYPp2f588XefttNbIBkbp1WdX/9GmRwEA1cuPz0UfsWnD+vEiOHOrlJxavNbwiI2mRly2rr3VKaCh1VKoksnixevljxvAmt1i6VKRePfV6DAaDwWBILMuXi3z8Mb3GKiMxR4+KlC5Nz1qHDlycFS6sTv65c/R69eghMnKkOrlJxat6NcYnIIDeohUrRLZv16MjUyaRL79kOFN1GFCEfQp/+sn5eccO9ToMBoPBYEgKdeuKHDkiUr48PVSqKFVKpGNHkbFjmcazcaM62SI04lq35rx6/bpa2UnBaw0vEZFOnURy5xYZOFCfjq5dmRvzv/+xSe369Wrlf/yxyKRJIjabPgPSYDAYDIakkD69yOjRatNsFi9mg/S4OBp227apk23x1VdswP4k87y82vBKm5Zer9Wr6ZEKCWEcWSVp0ogMGcIbpFo1kbVr1coXYVx66lSRvXs9083dYDAYDIbEoDJHuF49kSJFnJ+3blUn2+KZZ0TathX5+Wduktu9W72Ox+G1OV4W0dH8IosXZ2hw7Fh6qFSxeTNdoydO8HOdOgxv6mDOHJEXX+S5GAwGg8HgbTgcTLMZN46fg4JEsmRRq+PiRZFixUSqVBG5cYO5ZZ7Eqz1eIiKrVomUK8cQ4MKFIocOqZVftSp3T1rs3q3eq2bRvLnIs8/qkW0wGAwGw5PGx0fkxx8ZrRJRn2ITGsr0o4wZaRecOCESFaVWx+PwesMra1aRNWucnw8fVq+jXTuR33/n++BgkQsX1OuwsNn0yTYYDAaD4Uljs4kMGyby9dfq87wyZRL58EOR8HB+djiYV+ZJvN7wqlxZZNEiZ80g1R4vi/btRX77je9V7vIwGAwGgyGlYbMxEb5hQ/WyX3+dqTt+fvysyy54FF5veImwUvXff7PCrs4L3KGDyK+/MgneYDAYDAaDe7zyih65DRuK/PUXDTwdkbD/wuuT6+Mzc6ZImzYid+/qrdZ+6BCT4A0Gg8FgMCRfJk6k92vlSs/p9POcqifP++8zrnvypF7DyBhdBoPBYDAkf9q3Z00yT5KiPF4W9+49mT5xhqRx8yYTK194gU2FfVwIjN+9K3LmDKsU37jBl/U+TRqGhs29YDAYDAZPkaI8XhZmon06yJGDzUzfflskXTq2k3jhBb5eeomlPB5H6tSstfbNN2yOHJ+2bVn+o0wZyncFh0PkwAHWmqld2zUZBoPBYEg5pEiPl+HpYuJEFqm17tQMGViktlKlxMu4e5dNUUeNEomIuP/ffHxESpZkvTfr9eKL7HyQEKGh7IawbBmbxV6/LjJvHjsX+PhwE0dCP318TDmQ5ITD4ZoXNbkTGcnFpV+KXFYbDMkfrxp2dO4mBDjZX7umT0d0NNsYOBz6dJw5I/LDDzyff/5RL3/vXpEKFdS2NmrfnhsjrIkkPFwke/akyciYka2dzp5lf82AAHrTVqzg74sWZb23Tz7hLprGjR+WceGCSLNmItmysZjt5MnORqtNm/KYsmYVyZyZ+tKlo/FmTYKW8ZUqFT1xc+f+9zHHxtKb9l/Y7ewRumGDyB9/iPTvL/LBByKvvsqGsKqXVbGxbNY+fLhI/frsUaqDyEiRGTPYjFdHS4+jR0UmTBA5dUqkSxf9rbgOHeLOKZ3L3KFD2df1+HG2GVM9jsTEiNSowfHj6tX7/+3WLTU6li3jd/7770wHiE90NHv4ucunn7Lo9YPVym/edF+2CO/djz92zhUOh/rv/cABPoe6CA8XWbpU73Nx4YLec3A4OHacPatPh8vAi3jtNX2yr1wB/PyAPn306Zg7FxABxozRp6N/f+r46CMgbVrg7Fm18sPCgL/+UivTYskSIHVqYO1a92WdOcPv9EGuXaOe1asT/rvYWGD9eqBHD+CZZ3gtRYDBNGZsrwAAIABJREFUg4FffgEmTADGjQN+/BEYNQoYORIYPhz49lvgm2+AIUOAQYP4PRw+nLCOkBDg+++B/PkpKzgY2LMHmDOHsjp1At54AyhaFEiVynkMIvxcrBhQpw7QuTMQFZW46xEbm/DvIyN5voMHA6+/DgQEUI/NBrz4IvDdd4mTnxAOB3DnjvOz3U5dbdsCGTJQT+HCwLJlrutIiOBgXrvnnuMzkC0bcPy4Wh3xmTAByJQJyJ1bnw67Hahdm9csd27+7NyZ11gVFy4AVapQto8P9f35J5/5GjWAefPc1zF3Lr8X6x6rWhUYPZq6g4KAV18FTp1yT0fbtoC/P3VUqAD8/DPvw5o1gQUL3D+HLVuAdOmArFkp7/Bhjg2qsNuBkiWBEiUe/dy6y5w5vD67dumRDwCNGvE8dBEZyee7d299OlzFqwwvHx/g+nV98tu0AdKn5wCgA4cDaNIESJMGOHZMn47u3Z0TdaNGevToYt26xBsTunE4gAMHaJRMnuy+vAsXgF69nEaHCAeO+IaVNbFWqgS0bEkDbvJkYONG4NIlIC4uaTrtduCPP4Bu3fj57l1gxQrgyy85yVoTlK8vUL488OmnwD//uP8MhIYC77wDLF1Ko+fLL4ECBagrc2Yal1u3qjUcAF6funWd1/KFF/SOGQCvVcaMQJkyevU4HDTy4t8rvXurv4bnzgFffw08+yx1BATw/ESATz5R83weOwYMHQq8/LLzXF56iWN8QAAwfjzvXVcJCqKMl16i7DRpnM/dZ5+5b9CcPg1UrEh55ctzQbRjh3sy47N0KWWPH69OZnyCgnithw7VIx8ARozgOeiaTwGgYUPep8kNrzK8RICfftIn//hxrsIGD9an4+ZNIGdODjj37qmXv3MnkCPH/YOzao+CIWlER3MiS8jIqlABGDuWXrijR4GICHV6d+ygfBGgbFlOEL6+/OzvT8OrXz9g5UoaZKrYtw8oUsTp0RKhN7lRI3o8dBrW/frdf33TpwemTtWnz2LQIKBBA7067t6lMZsu3f3nOGCAHn0OBz0ijRrdr69sWfe9UvG5eJEe5JIl79dTqxYXG+5y4ABQv/79sqtVA65edU/uvXtAu3ZOmfnycXxXxZtvAlmy0HBR4W18kAoVgOrV1cu12LqV12XxYn06fv2VOk6e1KfDFbzK8HrhBb3hRoAeqSxZ6F7XxeLFegfMoCDKzpSJeooV4+RveLLcu0fjfv58hiVbtGD44/ZttXquXaP3Nv5E4+fHiWzIEGDDBrrpVWN5ZCwvmgi9DGPHqp2QHsW8eU6PWuvW9Nx5ynsaEkKvnieIjaVxO24c8N579CQOH65H1/XrDP9ly3Z/2Dt9emD6dHV6Tp7kgvTBhUmmTAx3uuPVu3yZ3qls2ejlsWTnzMlnwVUOHnQuLKxXzZrqwoNHj3KhVKqUHm/qV1/xO9U110VHM3Wkb1898gGmk4gAP/ygT4creJXhNWSI/nDj7t38IkeN0qcDANq350O1c6c+HSEhnOCzZmUOksH72bwZeOUVrr4zZaIH18qn+ecffXpDQoBmze6fhGw2GkETJujTa3H9OsNuK1YAMTH69SVESMiT0QvQuNDhQX+QqCjgxg2G2vbuVW/YxsVxwg4PZ17WrVv0TKkyZux2yj1zhmPvqlXuXTe7nTlf3bs7c+/+9z/3jzM4mAszK8Tr46PWKw0wfUGE3nZdVKnCPD6dlC2r3yGTVLyqnMSJEyIlSoj89BN3lejijTdEjh3jbgldrYfCwkRKl+YOuP379W4PDw8XmTZNpFUr7vYzpBwAltcIC+OOxQIF9Og5elTkzh2RTJm46zNTJlaL9sZyDgZDQjgcIlu3sm9wixbceewO27dzB2hoKD+vWqW2luC9e9yl/dFHIj/+qE5ufPr2FRkzhuegay4dOFBk2DDuvM2cWY+OpOJVhpcI6y9lyyaybp0+HevXi9SsyS3P7dvr07N5s0j16ix/kDs3ywQULKhPn8FgMBieHvbvpyPg9m0aGIMGqZXfqBFLEB07plauxZIlbFa9bZv7huij2L2bJY5mzxZ55x09OpKK1603mzcX2bhRXU2WhKhRg7Wehg/XW+ekalXWmxk/XuTrr0Xmz9eny2AwGAxPF2XLimzaJJInj8iWLerl167NunB79tBwUY1VBFvHsVu8/LJIzpwiixfr05FUvNLwcjj0Gik2m8gXX3Al8LgimO6werXIggV8Hx3N6ugGg8FgMFiUKMHoyM2bagrMWsybJ3LkCN9XqaLH65UlC7uGbN2qXraFjw+LPS9bpr9QcmLxOsPruefYy+/vv/XqadBA5PnnRb79Vl816tq16emyWtds26a3cr7BYDAYnj4KF6ZhceeOOpk1ajgdGDEx+nKwKlem4aUz6alhQ5HgYL2V8pOC1xleIp4JN/r4MDHw4EG2ndHFe+/R4HrmGd6YCxfq02UwGAyGp5N8+ZLeSu2/yJqV7aEsdBpet2+zfZcuatXiBrUlS/TpSApea3jpDjeKiLz7rkihQtwxISJy+bIePWXKMEHw9ddNnpfBYDAYPMOHH4q89hrf6zK8qlThz61b9fUpTp+e55Fc8ry80vCywo1z5ujV4+cn8vnnTAzs2lVk9Gh9urJlo2ft5ZfpMjUYDAaDQSc2m8jPP9Nb5O+vXn5sLMOkOXNyfvvwQ/U6LBo0YFmb8+f16UgsXml4idDrtWGD3nDj3r3sEi/C2mEnT+rTJUJD77vvRDJm1KvHYDAYDAYRkeLFuZlMh8crPJwloKKi6CjZsEG9DosGDfhz6VJ9OhKLVxteVrjxzz/16HjpJd4wFroNLwtdhVQNBoPBYHiQvn25mUw1gYEinTuL3L3r/KyLZ57hOSxZwrDmhQv6dD0OryugKsIKtZs2iXTvLhIZKZIunciVK3p0xcaKNG4ssnw5E+4jI/XFwlMysbE0OG22J30kBoPBYFBFXBy7tBw7xkR7HTW9HA6RSZO4OW31as4le/awlMWTwCs9Xtmy0ct19apISAhrYOkiVSq6SCtW5Jd75ow+XSmZW7dEJk50T8aWLSKHD+vdtmwwGAyGxOPn58yP1tXSx8eH8/OyZVzEx49UPQm80vCy2ThJ58jBzzExevWlS0f3ZfHings3pjQCA0W6dXPm1LlCyZIib70l8uyzIv/7n8jOnfp20RgMBoMhcbzxBnOwdPZS7NiRrf4snmT0xCsNLxEaXX/8wfc6PV4W2bKJrFzJZEGDetKkoaeqeXNnPkBSyZJFZNEiFqEdMYJtnwoUEPnkE5Fz59Qer8FgMBgSz8iRTmeJDmw29lcOCNCnI9HH4o05XvHp0oXbYePiRHx99euz2z2j52nhyBFWU65a1X1ZuXKJ3LhB42v2bNdXLPPnizRt6vzcty9rsSVGHsB8vitXaGQ/+Orc2dl/zGAwGAyJ59IlLoZ1MnasSI8ezCkrUUKvrkfh9YZXZCR3H+7blzws3ZRCXJzI999zFXPunEimTO7LLFFC5MQJvh83jp4qVxkwgO2Y0qThsQ4cSAMsMTtGb97k9mrLo2pRuDBbVZUpY4xvg8FgSI44HCLVqjEd6bnnnswxeG2o0SIgQGTaNCbUGTzD8eP0+nz5Jb1TKowuEWf839eXRs/x467LGjSIOQVr1oi0aCHSvz8rKCcmRy9HDu6Q2bGDBW0tzp0TKVeOrTYaNRIZNYoGv6uNWaOjRdavf7Lbng0Gg8Gb8PHh+J0mzZM7Bq/3eBkS5t9/6bkpW1adTLudxkb//s4NDYcOsYuACho1otG1cCENpGefdU9eaChLf6RJI7JggUinTgwXDh/OTgQ+iViW2O18iL/4gsVtM2dmEcANG+jKFqHhWa0am87WqMGt0wl5xOLiuMV53Tq+tm6lkXf8uPHWqgYwpUkMBsOTwRheScC6UjoH7JAQvTs7rl/nhF6yJL0zDRqIDBnCHZnu4nDQ0KpalQZM1aqsp6aKCxdogOTNy12J33yjTrYIDdFOnWjYvfEGtx4nNmQYFCRy9qxIhQrO3924wfN/lCH22We8RoDIvHkivXo9ut5cqlQ894AAkbRpne8f/Pzg+y+//G8DMjhYZPp0nu/j7oGICF6jW7ecr7x5RWrXTtw1ik94OA3NR93r0dFsmnvsGK9VnjxJ15EQgMiUKXzfti3PYd8+kTp11MhPiKAgekF1ExfH77JVK31j1L//8jsPDuZOY9V64uJEwsL0FtKMjeXzZDA8KbzK8Bo9mpOXDq5eFXn7bZF+/eh50cG+fWyE/dtvDNHpYOZMhtbi4+Mj0qYN85xUJDZOnkyjpVkzNhJXzZw5Iq++KpIvn3rZgMhff9EA+vJLtbIfNMRGjbp/wo+OZr+yWbPYzDUykjkIrVqx7kxkpPNn/PcJ/S4ykhPMvXsPT46AyMaN3OEzbx69flOn0kB40LCK/0qo9k3TpiJz5yb+GoSGikyYwBZbx47x2E6c4Pvjx50/z51zlvqYMUPk/feTerUf5tw5bilfu5bP8r//svm8r6/I7dvqQuIP0rYtjYk//tDX7is2lkb/yZPcueuKMfw4duwQqV6d3t3cuXmPqR5ve/ViaZ5ly6jj3Dm2lFHFpUu8Nt9/L1KkiEjBgmygrJK+ffl9/PCDWrkWBw6I9O4tMn68vgKg333H51BX1xcRkQ8+4D3bo4ce+TduiLRuzXtK58LKJeBFvPmmPtlxcUDRosArrwAOhx4dERHAa68Bvr7A7Nl6dMTEAAcOAN27A5yCnS9/f/7++nX39Vy+TF0G1wgPB2bNAt5/HwgOdk3Gg/fptWvAd9/xPn7wu4//ypgRKFKE93qjRkC7dkDfvsAPPwBTpwLLlwN79gAXLwKRkYk7lqAgYMAAIHNm6kiTBsif/369adIAZcoALVoA33wDzJsHHD8O3Lvn2vlbxMYCI0cCadM6dfn6AlWrAt9+Cxw8qO+ZjooCMmQAXn0VuHJFjw4AmDABSJ2a56ZrjIqIANq3p460aYFUqYCdO9Xq2LULyJkTyJIF6N8fKF+eY68qYmOBcuWAXLn4/c+bp062RZMmQOnS/A7Cw9XLnziR38HFi+plW9SoAVSurE8+AGTNCvTooU9+eDiv04gR+nS4ilcZXjly6BtAAeC33/hFrl+vT0dEBFCzJieGWbP06IiLo4HVqRMweDDw++/A0qXAvn00uux2PXoNT5YrVzjRfP45B9Z06Xg/22zAkiX89+hotTpv3KC+9OkfNvCaN+eguGQJcPas2gnW4sABTrQJGZcHDqjX9yALFgDduulfhDgcwPz5NJhF+Dzr4PZtGnbWdSxY0PWFwaO4cAEoVcqpY/RodbIPHwY+/dQpu1UrdbLtdi5sGjemsV23LhcoqunRA8iUSd9c53BwgfTJJ3rkWzp8fYGBA/XpAIBs2YCuXfXqcAWvCjXabAwfqMoHeZCYGJYMeP55FkvVRWQkw5kbNjBn49136fZ9UjVHDN6J3c77atcukezZRRo2VK8jLIzhovPnH/5ZsybDJTq5fJnPrd3+8CtjRpFixfTqv3aNITNPERPDUisrVrAnneocrHXrRH75ReSff5wbaN56i7XxVOmaN49dKq5d4+eAAJGjR9nk2F1u3hRp0oR5riLMvbt+PXFlZBJDnz7OEKOPD3MZ06ZVI9uiZk3mwqnMn43P+fOc5/74g2FyHYSF8fkbM0ZfqFFEpHx51n9cvFifDpd40pafSkSAxYv16hg5knp0rGTiExEB1KoF+PgwjFCoUOLDOgbD04DxrOrjxg0gJESf/JAQYNIkpkbYbMCYMepkOxzA6tX0GFmeqTp11Hl4oqOBjz5yyt64UY1cADh/nmO2CFC8uDq5AL2mDgdDdF26qJUdn3nzePz79+vTcfEidfz5pz4dANC0KfDCC3p1uIJX1fHy9WWCuk46duSOm+HD9eoJCGCSbM2aLG1w/rx+74DB4EkSU67D4Bo5cujbLCBC2R99RA/YxYs0YW7fViPbZhOpVYsJ9kePinToQO//jBlq5KdOzeKZo0fzHly0SI1cEXrlrM1XqsroWEybxt3cQUEiRYtyY4gO9u3jrk9difsi7GYioncHvwg3T1y8qFeHK3jV0FeypH7DK0MGusHnzuV2d53EL0EgwrY2wcF6dRoMBkNSyJ9fpGdP9qtVTcmS3OV96RJ7tKoqhG2z8ZiXLeMOX5UJN1boTOVuTBGGrL//nu979xbZvl2tfIv9+5lO4++vR74IyyaJ6C0bIkLD6+5dp77kglcZXlZrIN107864/YgRevXUq8dVXsWK/BwSwm2+BoPBkJLIkUPk44/V19+qU4d5tKGh6mRWr06jS7XHK36pnzx5GH3Rwf79agtrJ4Tl8fKE4SWS/Lp/eJ3hdfkyaw7pJGtW3vRTpz664KUqqlfnymb+fNZ0GjuWqz+DwWAwuE/x4mpDXjYbF+eqPV758zvff/GF+pY3DgdrX127xrlUJ54MNYokv3CjVxlelpW+f79+XZ9+yp+jRnHnirUDRwc2Gws+Hj7M4pO//65Pl8FgMBjco0ULNbsw45MxI3Pr8uYVad9erWwRdgL57Te+L1OGRpguPBlqFDGGl1bKlOFPT4Qb8+UTadlS5Ndf+ZDpirfHx89PpF079kI0GAwGQ/IkbVo9m0cKFGD3FB0NnmNjRQYM4PsGDfQl74vQ42W1QdNJ5sw0WI3hpZEMGdg42RMer+nT+WVGRrJGyMmT+nVa6Ex6TO6EhLAfpDscOqQ2mdZgMBg8QZUq3E2qg/j1L0uUEKlfX48eERpemTPrb1RvsyXPnY1eZXiJeC7B/u237+9d50nDKyWzcycL+7nDgQP0VkZEqDkmg8Fg8ARff81yGDqIb3gNHarHKIqJYd/jkBBnmDEuTr2e+BjDSzMADa8zZ0S2bWOzVV0EBNDT9dxz/Ky7tISBbN9Ob+O9e67LaNTI2Wj7zBl1x2YwGAw6yZpVn2zL8KpVS+S11/To8PcXqVqV9d9CQ0UqV1ZX/+1RWIZXXJzeXOyk4FWGV//+In//zfdVq7ItgU6yZmVrjjx5jMfLU2zbxgfVHaM6c2ZuIz98WKRcOZGlS5MuIzxcJDra9WMwGAyG5IRleA0dqk+HzcYyG1evMnk/MJAtfXTRrx+rANy6xYV2/LqYTxKvMrw+/ljkyBG+dzj09WyMT8GCNL7sdv2W+9PM+fO8Tu7gcDDUKOJ+uLF5c/4MDWUi6eDBlJ9Y/P1F3nuPnQW+/lpk82Zn7zqDwWB42siZk30sK1TQq6dyZef71q316ipUyNmncc8eFoZNDniV4ZU3r8gnnzg/e6o57QsvsO2Eqa+VMDt2sAistbXXVY4dYxViEZHly91zGzdq5CzGGBhIz1dkZOL/3t+fLTwiIrgTqFo1yqlVi02Kk2LEGQwGw5PGz49Nq3VjGV6BgSING+rV9cEHzvBstmwsxJsc8CrDS4S9rDJk4HtPGV4iLHSqu9rv08jcucwXSJvWmQ/nKtu3OxNLc+YU+esv12Vlzizyxhsi77zDHTZHjoikT580GenTM0xpnVdUlMiuXSKvv276EBoMhqeP+EVadfHyyxzH33tPT1mM+KRNK9K5M98//7z+XZSJxeumh2zZRPr04aRoGWCeIrl8qckBgH3FmjdnLlTduu5fn6JFRVav5vuff+aD6w79+4vMnMlVUf/+ru2GzZZNZOVK1nWz2egBq1mTRqEpWWEwGAz3kzo1Iwxt2nhGX5cu9OYllzCjiBcaXiIivXqJlC79pI8i5RIXx3y7zz93/q5uXfflvvaaSOHCfB8cfH/vMleoWJGeqfHj6R394IOkhRstChQQWbWKLUL27RMpVkykVSuGHw8eTJwMQGT2bBptr7zC+7dYMYbPs2d3GpwGg8HwtNOhg0j58p7RlSePyLvvGsNLOxkyeCZWbUgYh4O9yiy3dapUNChUkCULfwYHq5EnwrDj1Kncmfq//7kmo0QJkX/+ocG0aRPlnT7N8ibduztbZDwKm42Dw8CB3I176BBLXVy9KuLry92cmze7V0bDYDAYkgMffujZCFHPnsbw8gjlyj3pI0j+hIXpmcj9/UXWrGHD8u++Y8K5qrBv2rR8qTS8RJij99ln9H4tX+6aDMsDZ7NxYDl5kkbXTz+xEe+UKY9Puq9enQVeR4wQSZeOv0uXjjsnq1Wj4Vm3LsO4+/ZxN607OBwiJ06IrF/vnhyDwWBILJ7OgS1XjhGO5IINMJkoKZVNm2gUpUrFHSaZMzt/fvQRq/O7wqVLIiVLUvaCBSLXr6vd6JAvH0tA/PKLOpkiLAfxyis83sOHmb+lgiNHRLp25fV+9VUady+99Pi/u3yZYfPatUXef59/v24dX1YIMzCQIdiaNZnUX7z4f68k795lSY7t27nbdMcObi5YuFCkcWM152swGAyGR2MMrxSGwyFy/LjI1q18LVzoLNEgwlDZ6NGuVy4GaBRt3kw9efOqOe74lC5NA8MqlquSY8e46+bNN0Xmz1fnDgdEZs0S+fRTFg7s3JleLCt0+l/cvv2wEXjrlsiGDSJr19IQO32av8+Tx2mE1ax5fx7c2bMsKDh/Phvixsdmo8GdNSuPKWvWh98n9Dl9+qRdo5s3eR0CA+kV9DSXLrmfG5gUYmL4/ajIcTQYDN6BVxleFy+6XyvqUQAsAPrii3qMCREaRR06iLRrJ1Kpkh4d06Y5J7y8eTl5HjrE+iZDh4q0bcucIle5fZuNXHv0YIK9Djp0YMf5H37QI3/cOJGxY2mYqq77EhYmMmQIcxAHDaIhpIJLlxguXLuWr6tXaRAFBTl7olncvi0yYwaL0B48yP/31Vc8tuBg/k1QkPP9nTuPDpE2b/54AzgyknXupk3jDlC7nblsWbPS6H/UKzSUP6dOFalXz73rc+ECr3XatPx+9+2j52/HDpFz50R279aTc9K7Nxch3bpxw4UOQkJ4TS9eZE1BHx/3nuFHcfUqDfzq1Wm4W3XwVBEXx+8lTx56tXVw6BB3uJUsqUe+3S7y+++MGPj769Gxf7/IlSt6a2DNm8dCqjrLSyxcyKhIUsv4JBYrV/b550UyZdKjw2XgRfTvr0/2tWtA6tRA5876dJw/DxQsCIgArVpRJwCsWKFOx7VrwPTpwIULgMMBfPUV8L//AaGh6nRERQF2uzp5nsbhAMLD9eo4dgyIjNQj2+EATpwAZs58/P/dtw/45JP/vsfsdiAoCDh9GtixA1i6FJg6FRgzBli48NF/d+0a0KEDkD497+lHvTJkAPLmBUqUACpWBGrXBpo2Bdq2BXr0AA4eTPo1sAgOBvr0Afz9qStbNsDPz6m7WDGgZUsgIsJ1HY9i5UqnnlKl+L3oYMECoEABICAAqFFDn542bYDs2YHBg4H169XLDwvjtfr+e95zOs7jrbeA4sXVy7UYPpznsGSJHvnXrwP58wOFCwPR0Xp0HD3K5+Wjj/TIB4DDh3mdJkzQp2PrVupYu1afDlfxKsOre3e98nv25KB99qw+HRERwMCBQJo0nJBGjgTy5QP+/FOfPoNBFxERwLp1wKBBwOuvA2nTcjAcNYrGvi4DPSYGGD0ayJLlfiMvXTpgwABg2TLg9m09ugHg5k0gVy6n3rx5gblz9egKCQF8fanns8/Uy3c4gI4dgaJFneezZYtaHZcucRGQMyfQsCHw7rtq5e/YQaMlc2Z9i+cjR2iwvPeeHvkxMUDlyryHDx3SoyM2Fihfnt+DzuejZ086MoKD9elYtoz36p49+nS4ilftanzcln136duX7uPBg/XpCAhgCOrYMebp9OlDt/JHHzl7TqnWZzDoIiCA+YIDB3Kna0gIE/tz52a4WNfupu3buWO3XTuGzxs04MaJ3LmZH1i3rrOViGoAPq9BQSLNmoksW8YwYNOmevRlyuTcsdWsmXr5NpvIl18y1GihOsyYPTvzKm/c4DjnTjuwhDh9mmkiVlh2+nR1sm/cYOi1dWvmQI4fr062BcBCoFu3sjjzCy+o1yEiMnIkw+6//KLv+YiJ4Tk0bfpwGoRKQkP5M9mFGUW8K9TYuLF+HV98Afj4MFSkm+XLgcBA5yozTRpg40b9eg0Gg+ts2ECP3s2bntM5cCDTFHSFGQGekzUW7dunXv6QIU75HTuqlT1//v2ez61b1ciNi6OHqF8/yv3nHzVyH2TsWMofMkSPfMDpsWvRQp8OAJg9m+eybp1ePT//TD23bunV4wrG45VEPvuMNakGDtSrB+BqoG9fJhZnyMDWOw0bMrnSYDAkT6pXZxmQ7Nk9p7N2bXq7dBal7NbNWQZFtcdLhB4dywPvbl/XB4nv2W/bVt3mpW3b6CEaOlSkTh1GKVRhbXtbu5b3U7Nm3ASjg7g4tvAJDOTGIp1MmsQOJNWr69WTnD1eXmV4WRdaJ4GBLAkwZw4NoPPn9eix2Rg++PxzNmIODuYDPmAAC3LevKlHb0rBldZABkNypUIFhrp04ufHHXs+Pnp27GXNyhCtCMPBKrGKEWfOLDJ8uDq5Cxc6369cKTJqlLoerSNGsARM8+bcmTdlij7DesQIkT17RH79VV+IUYQh99Wr+T3rLqIaGspdzDoWCe7iVeUkChXSZwjFJyyMFnvp0tzGv3+/88E26Cc01P1VzJw5HIRr11ZzTAZDSuHTT0U++YTjrWrOnxcpWpQ5WVZfVhXs28f6fD/9pK7MDcBjPXeOJRH++kvkrbfUyD50iPNL4cKcb3bv1lcq6cgRejLfeYclX3QyeDDL6Vy6pK8sk0WXLjSM4+cmJheMxyuJOBysf1SwIF3Ap0+zyrnBc/z8M6vLu0PevFxJHj+u5pgMhpTC4MH6vCKFCom0bKneyEiXjsZFx47qZB45QqOrUCFu5lBldInQQBSh/JdeoudLNVFR3BTQpg2/T90hRodDZPJkbqLQbXSJqFmg68LrDK/H9cJzFx8f5gecOuX8ncm58ixLl7IhtTsULMj7pX59VoEIQnHIAAAgAElEQVR3lYsXuUvHYEgppE/PHam6GDFCfQHY9OlpzKiUu3Ahu0Ps3q22AXNo6MOep2efVSdfhPnCbdvyWu/dK/Lbb4nrouEOa9dyvGzfXq8eC2N4eQiHQyQ83H1vyOMoX56NlK3w4oEDevUZnNy5w9Vl/NwKV8idm7H/8+fZk9JV48nfn/k1//yjLrfDYEjJ5MypXmbevOqbJOfPz24mqr1/f/4pEhHBDVW//865RnUl//XrRWbP5iaxli31VsGPi+PPiRPZCaRBA3264hMSwnSS5IhXGV4irBm0caN+PZUriyxZIpImjfF4eZLVq1mHZ+3a+3tMJhUfH2c7jK1buQpzxXDKnZs7mRo3FnnjDYYfDAaD99OmjfrEbYCeuZo1mcLSvr2ehPpFi/jTbheZOVPkxx/V67CYNIlG3sKFbJulO9n9wgXWzrM8Xnv2JL+ohNcZXvv20SjyBDVq8AY+fdpp1RsezZ07fNDdYfly/rx3z/neVaw8EpuN/eGOHXNNzuefc/fMmjUiZcow8TgoyL1jMxgMKY+dO0W6d+cCU1cyvcPhTNVIlYo7GXv00KNLhMnt773HMTsiwv1x+3Hkzi3SpAkXwYsWiXTtKpI6tV6dScXrDK9nntHXYDUh3niDu1k8sZvyaSYkhKs3d3IsHA669i3cDTcWL85EYYAJrKVKuSYnVy7nTim7nau78ePdNzINBkPKokIF7sbTWWph7152BsieXWTdOnZ30Mnt2873y5erD/k+SOrUvI4i9HTpak7vDl5neFWp4nmdDRpwW7EhYUJDWVzQ3Y0PJ05wy3Pu3AwpBwa652n87juR/v1FSpQQGTPGvWOzvF42G3cLvfGG60bmnj2s22YwGFIWumtbidAL9OKL3BTgifnSMrxSpxaZN09/Er+I87xSpRJ59139+pKKMbwUobNi9NNMWBj74u3a5ax67SolSzIXIX16ejV/+olFHV0lUyZ+bz16iOzYQTe/q+TMyZXqrFnMHatXz/VNF6lSiRQrRoPwo4+YYHv0qP4duwaDwfvx9WVeq65Q5oNYhteECe7PAYmlalX+rFdPJFs2z+hMCl5VQLVkSRbGdDVkZFBLeDiNri1b+HnJEpZvcJcSJfgAq2p0GxlJQ+7NN0VmzHBdTlAQvXDXrvHBDw8X2bzZtSrcu3eL1Kp1/waCIkXoqi9WzPVjNBgMKRerW6UnPGsWpUuzEsDEiZ7TGRJCz9rcucz3Sm54lcerZ09OyoYnT0QEQ7CW0SWibrXj56d2M0NAgEinTjTar1xxXU7WrBzQ8uZlor2fH42nCxeSLqt8ee7Mid9jrnRpbjE3GAwGV7DZPGt0iTDvevx4z+rMnJmb31Qs9HXgVYZXu3aev6kMCePnJzJ1KhM4U6ViXlbu3Gpk+/qqT1zv2tW5lVsFhQvT+IqKovF17VrSZVSuLLJ4MUuWvPgiPYZFi7Ihb1SUmuM0GAwGnfz8M8cwTzN6dPLbzWjhVWaK6mrHBtdJnVpkwQJWhV+0SOT999XJ1mF45csn0qwZt1araqBdsiQb5968yWR7V0pM1KzJ6/jJJ9xc0KCByFdfMXw5fbq6vC+7nfl4YWFq5BkMBoMIS/U8CUqXfjJ6E4NX5XgZ3CMigmUxzp4V+fdfkQ8+cL3lQlgYc5Jefpl5SXa7OsO4YkUms7vbNuhBduwQefVVGl8qe7pt3sxdnc8/Ty+YK+1W4uKcGwm2bRPp3ZubAcqXFxk1KvGbSgBWxh4xgt9RRAQNzZgYhjG3bKF3zWAwGAx68CqPlyFpREeLdOvGkFauXNwt+MILrMhcqpR7fa7GjKG3a9gwflbpjfT11VOw9pVXaNT9+KPa9j9Vq9JrdeAAW3O44lGLv3uzUiW2TZo5U+TGDcp/5x021H0cNhu/3xkzRAoUYFFbq6pz6tQi48ZRru62WwaDwZBSMYZXCiZ1ahpY27ZxAhdhIuS2bSLVq7suNyhIZORIGgNlyyo51PvQEWq06NmTFezXrFErt04dGjRbtjCkee+ee/JsNlaDPnFC5NtvWVi2RAnWEwsJefzflylDT9zkyczDE2Ej3gULRFq0YD5eyZIMcc6fr6cSv/G1GwyGlIgJNaZAYmO5g++HH9hiydolWK4cE7jdbVL72WdMbDx2jJO5amrU4DGrNo5EeG0KFWJ+wNKl6uX/+Sc9Ts2b0xBT5Qm8cUNkwABu2c6ShRX5O3ZMXJ2zO3dYSLZ8eZEPP2SPuPXrWdV640aWtLDZeE1q1mTx2mrVkh4ytdtZJmPZMpFNm1hMUXWDYYPBYEjuGMMrCdjt+rfjrl9PA8gqG7BuHSc5dwqFxmfZMpHOnUUuX2ZY8dNPWW9q1SqGn9Klc0/+1avM7WrZkoU/dVCrFr+L9ev1yP/2W5Evv6Q3yZUaXI9j/HiGeLt3V9+c9vBhfqerV9MDtmQJd1gmhujoh3cfxcWxCfy6dXxt2cJQqa8v79P33//vPm/Bwby3li6lV84qpvjsswy7+vjc//L1ffhzkyZqDPh790T8/e//3c2bPL86ddyX/yhiY2m86jQygae/iLM1E+k8j5AQlhrQBcCQf5Ei+nSEhfF+yptXn46rV+n11vldREWx20eKBF7EokX6ZAcFAeXKAb//rk/HnTtAqlRA6tTAW28B06cDH30EvPIKcOaMGh27dwO1agErVwIOB3935gwQF6dGvt0OTJsGXLqkRl5C7NrFly5u3+Y5xMTo0zFmDLB/vx7ZDgewbBnQqJH6c4iJATZvBgYPBmrUALp3f/T/tdv5TLZqBWTJYpVu5Ct1aiBzZiBjRiB9eiAgAEiTBvD3B/z8AJvN+X8XLHDvmO/cATp0AFatAmJjgS1bgK++Al5+mfL9/IDQUPd0PEhQEH/evg3UrAlUrKjuGUuIli2Bnj31ybfbgUqVOCbpYtYsjnU3b+qRf+YMUKAA8P33euRfuADUrw+kSwdcuaJevt0OTJkC5MoF1KunXr7FrFl8JnXOdRs3AjlzAnv36tXx2mvAuXP6dLiKVxlekybpk+1w0GAJDARu3NCnY+dOoE8foGDB+yeq9Ol5fpaxZDA8TcTGAuvX0zgoVAgoU+bx97LDwcnGbndNp8MB/P03JyoRoHZtGnsiXOC89howYgRw6JDa5yoiAqhSBTh8GChcmAbljBnq5McnOho4coSG6sCBenQAwKZNvG5z5+qRHxsLFC/O+8LV7/u/OH0ayJcPyJ6d34tKYmOBkSO5eMiQARg/Xr2RvXMnjXcRoHJlPQZLVBTQuTN1VK8O/Puveh0AcPkykCMHULIkcPeuHh0A0L8/n/PwcH06XMWrDK958/TKP32aK/WWLflZxwBh4XBwdRPf+BIBmjQBbt3SpzclYYzYJ4PDQWNHtZcpPpcuAQ0b3v/s5MjBiWXhQr0Dfs+e1JcmDSf7PXv06Ll1C2jXDnjnHSBTJnr2VGONcd260bCIiFAr3zJQ/vyT1+yff9TJDgvjz5MngTx56GE5elSdfIAGUZkyPPamTdUbK9euAW3aUH7evDTgdYxbp04BpUvTgO/fn8akDqKjgQoVeL+eOqVHh0XVqjRSkyNeZXitW6dfx9df8yFYvRr4/HN9euLiqKtdO+CDD/hQ169Pr9s779CtbXAPnR5Sw5PBbgd++YWehwcXLdmyASdO6NW/ceP9YdKBA9UbKxbr1jn1NGsGbNumflJevRr44w8aLs2bq5UN0IP2zz/0DFaooO74HQ6gQQN6t3LlAnLnBo4fd1/uli0MhYaG0hi12Ri+VGkwAgzpjxjB+zh1aobGdXlurNBi9uwMx+ukfXver4sX69UTEUFvV79+evW4ilcZXrpyZuITHQ2UKMHcFJuNORyGp5M331QXArp503jQkhMOBxcvUVH0fNy5Qw+RTi9bWBjDqJYxlD8/MHSovpylH3906vLxAebMUa9j0SKnjtq1gVGj1Mr/6ivm2IkAP/1ED48K5syhzIAAGo0nT7ov8+RJ5ioOHkyZPj7Ap586PWvucP680wu7ZAlQrJgzwqErR8lToUWLX3+lrsGD9eoBgDVrqGvNGv26XMGrDC/dXqC4ON6o8VfTs2fr1Wl4GFWDc5MmNKDPn3df1rFj9ExGR7svy/B00qULx4Q33mA4U1e4xqJdO+c4NHmyHh1//+3UkTateo9h/HBwxozc/OMuMTFA0aJOufXqub8Z58YNeuUsmeXKAfv2uX+sAMezIkWApUuBunUpv1QpvUbDqVMMkdpsNH5136vbttED1aiR3hQdi379qE+Xt9ldvKqAasaMzkKgOvD1ZXuWWrWcv1u1Sp8+w8PExbHUgwrSpuW27JYt3a+E/9xzrE315pusi2VIWezdy4LEJ0+yP2fjxupKwDyKw4f5c9w41obTgdXVQIRjn+ryKgcP8me6dGwtVq6c+zJ/+03kzBm+Dwhg/bmiRV2XFxHBHqnxO0OUKcNi0+5y5w77uJ49K1K/PjtSjBvHLhevv+6+/PiMG8cyPLNni7z0EtvCrVwp8vXXeu/V69dZNLpQIZGpU/WWYwoP588NG9iFJCBAny63eNKWn0oKFgS2btWvJy6O2+itcIIJMXmObduYtKwiOdrKN1Dl/u7QgbJKlFDjRTM8PXh6DLDbGUYbNkyvnokTeU/Xr6/+HIODnaVF1q5VIzM0lLl8fn70QF696p68uDh6aaxwbqVKwKBBwPbt7nuJwsKAV1+9Pw9x2jT3ZD6KbdsAX1+WKfJUaHHSJJ5jlSrMIVO9sSEh5s8Hunalt6t//+S7Ec2rDK9ixTw3ADocwA8/8CZWkbRpSBzffKNugLKMZxEOStu2uSdv7lynvJw51YRNDIaEOH0a+OIL/XrGj2fS9fXr6mVv2MAJculSdTL792fIX0XdQ4eDZSI6deKOeZW7RqOjmTNnjRdZs9IoGjVKfRJ9cDA3AFi6evfWH1qMi6PO55+nTt0VByxWrbq/BNNnn3lGb1LR7Az3LK1be656s80m0rs3qwdv2sRQk0E/a9fy5+zZIh984J6stGlFXnxR5NAh9iMsUMA9ea+/7uwjGRrKBuG//urshegK16+zgbnBEJ+cOUWGDtWvJyaGbajcbSOWEEeOiMyaJVKvnhp5gEirVu6FFR+kd2/1c0pcnEjfvhwXfvmFTe6fe05PCA4QaddO5NIl5++WLhXp2jXxHS1cYdUqp87ChXkfxcXpD7/H77ySMSNboSVHvKpl0KVL7k+ernD3btL71hmSTlSUSGAgH+JUqdjuxZ32H7t3sxF0njxsDP3zz+4fY+XKIhcuiFy7xnyNihXdkzd7Nns6Dh7MXBWDwZNcuKAmlykhbt8WyZZNj+zkjMNBY84TToIJE9jo3teXBm6rVsxXe7A1mGrefltk4UK+z5NHZMoUkdq19eoU4SLaGidnzGBLs+SIVyXXPwmjS8QYXYnBbmeSqjts3epM9o2NdT7YrlK+PFdIjRuLzJ3rfoK9iEjbtiJ79vBe7NCBx+kO77xDA7NMGTbWPnrU/WM0GBKLLqNLJGUaXSL0bHnC6DpwgMbHjz+y9+I//zDJXbfRdfWqyOLFfP/OO9wE4gmjS8Tp8apeXeS99zyj0xW8yvAyJF/69KHHyh2uXhUZPpzvv/lGnWv+3Xe5+l63zn1Z7duzuexPP3HAGTXKPXk2m8jo0Xw/dy4bm3/wgcipU+4fq8Fg8F4KFeJitXt3kRw5PKd38mSR9OlFpk9nKDlLFs/pTp+e3r3x45N303hjeBm0M2GCyO+/i2TN6p6cVq24YhNh3kCrVu4fmwhXY4GBDOupol49GnSDBnGruDtUrOjMZwMYIj10iO8NBoMhITJl8rxOh4NlNw4fZvqGp42fdOloaD7/vGf1JhVjeBm0smwZH4RnnlHzEKZNy5/ues/i4+8v0qQJE+zv3VMnd8wYuvU//th9I+nbb3nuqVNzYIuNTd4rOoPBkPJwOLjIzp//yegPCBAZOPDJ6E4KxvAyaOPgQXp9HA66vVVgGV6RkWrkWbz7rkhIiNqCuLlyiYwYIbJ6Nd3u7pA/P8O18+eLvPYaPWB//KHmOA0Gg0EFfn56C6Q+Dh+fJ+PpSyrG8DJo4epV7p6xKgmrStLV4fESoTGTPbvacKMIt3JXrSrSq5dIUJB7sv73P1a5XryYVa7btWMugzscPMj8NoPBYDB4BmN4GbSwfz+NBAtVhpe/P1c1qg0vPz+Rpk1FFi1SK9vHh7W8QkNFPvvMPVnp0vE406QRmTePuxy7dXNuOHAFu50lNbJn506gjz9ma5E1a0Ru3XLveA0Gg8HwMMbwMmihfn3WN8uWjflJqkKNNhu9XqpDjSLcfhwWxp5xKilRgv0lJ08WWb9ejUx/f24Vb9WKxRgHDHAtj+yll0S2bKFRt2kTCzp2787Cgyrz3QwGg8FAjOFleIigIPd34p0/z3ykjz9miKxOHTXHJkLDS7XHS0SkShWWglAdbhQR+eILNhju1EkkOlqNTD8/GnOdO7PRbZ8+rhlfzz7LbeclSzp/d+IEk2SDg9Ucq8FgMBiIMbxSMNHRDAlOncow2JtvsgVS5crcPecO48bRMOjShV6q+K0c3EWX4eXry/DdkiXuF3t9kNSpGXI8fVptqxcfH9YM+/RT1gzr0oWbGZJK3rwimzeLvPKKSIUKDBMPGcIQ8RdfsIirwWAwGNzHGF4pmE2bOMG2bi0ycqTIypUstLdpk0i+fK7LvXuX/d1atNDTZzAgQE+oUYS7GyMjnZWXVVK9OhPihw9XW4HeZhP5/ntuo/7lF5E2bVyrwp8lC3O72ral1+/oUZG33qLsZ55h37pr19Qdt8FgMKREjOGVQgkPZ0uJ+KGpV19lDpK7VY4nTWKuVK9e7sl5FLo8XiL0+BQooCfcKMLyEoGBIh07uuaZehQ2G4u1Dh8u8tdf7FHmSo5WunQMXYowN23qVJGTJ1m+Yvx45up17Xp/092kEhsrsmMHj7VdO5NLZjAYUhZe1STb27hxQ+TyZZFy5dTJjIhgaGrECJYRaNhQZO9eTrILF7LlgjvExYkULcrXmjVqjvlBKlVic+xly/TI/+wzhkpv3tTTh3PmTHoDf/mFOV+qsRrj1q/PNkOqerNdusT7ZuJE7oZs3ZphyCJF/vvvYmJEdu0S2biRr23bnB7LunXpZcyYUSRDhvtfGTM6W4AYDAaDt+BVHq87d/TKnzdPb5NigF6nli2ZD3TtmjM8df26Gh1//CHy+ef07OzZw8apH33EvCZ3jS4RkStXGArs3dt9WY+iTBkadrp49122JLpwQY/8995jPt2uXXrkd+3K73ntWpF9+9TJLVCAXq/z57nzceZMkQ8/fPzf+fkxn/DMGXq64oeJly9naLRJE7ZueuUVkVKlqCtzZv7tggXqziE+d+6wgXDDhmq9jw+yZQs9hzqZM4cdDXRht/O7t5rU62DzZt5TujhyhM/26dPqZYeEcDNRp056GkJHRXHR8vXXTA8ZNky9DhEuxn/5RaRGDb39YPfvF+nRQ2/bs4sXGcFJlq4leBF//aVPdkQEkC8fUKQIEBQEbNigR0eLFkD+/ABvF+crQwbg+++BmBj3dezadf/vHA73ZD6I3a5epidxOPQff2SkXvkAcPWqXvk3bwJHjiTtbyIigFmzgIYNAT8/4MsvgUuXgKNHge3bgVWrgHnzgClTgHHjgKFDgZMn3TvO6Ghg506+dziALVuADz8E0qThs1WlCnDjhns6HsWiRdRTujRw754eHXv3Av7+QKtWeuQDwJAhvFZLluiRv3w5kDYtUKYMEBurVvbhw0Dz5jz+zJn5nSSFhMaCuDjer4MHA5UqAb6+lB8YSF1RUa7LBoCQkP+3d+exUVVfHMDPVCqhrEpLhbD82MSWJUQoqwIKYSlSgpASNKggiAFBFBEMoICGoCJRdmUTAtFAKEhZZdHIooBssoiQDqCFGoqUtdS2zPn98c3LtAWk7bv3lZbvJ5nMtH/c+6adefe8c+87V3X9etWxY9F+aCjaDwlRbdZMdfbsgr2H/3L1KsbO2Fh8J0VUGzdW3bHDXB+OzEzViRPRT40aqsnJ5vtwDBumWrq0amqqvT4Kq0QFXs7J1Za9e/GP7NhR9bHHVH//3V5fZ86ovvrq7QFY/fqqiYnFO7AhUsUJsaCDYEElJ6u2bKk6YYLqjBmqjRoFB+ARIwoeOBbE/PkYKNu2Vb10yU4fV6+q1qunWquWvT527kRgMWCAnfZXrkRgEROjevGiuXbzBlwffoiAJr+uXVN9+23Vkyfx859/qi5YgDYfeQTtPvQQAqNJk1R/+QUBWX6cOaPat69qWhp+TklRXbFCdfhwBOk+H9ovXVq1XTvVceNUN2/G/7sw8h7XzZuqCQl4L2XKoK86ddCPre/E4cMIrEVUBw4s2P+iIAIBJEfCwlRfe81OH26VqMBr3z5cOduSno6TtRMEvfmmvb6uX1cdMgQfnNGjVT/6CBmApUsxWDlfWHLHxt/x+nXzbVLB7dihGhmZ+8KlTRvVJUvsZhwDAQzyIqpxcfb6CgSQIS9VCtkXG9LSVGvWVH38cQQipi1ejOC0ffvCBxWqyKTOm4fXeQOuyZMLPsivW4f3LYJzflRU8DNUqxbOy6tWFfz8ceOG6vvvIwtasSICkPr1g21XqKDarZvqlCn4/GZkFKz9vG7dUp02DcealYXg7ZVX0I+IatWqqiNHImlh+mLeybhnZWH8Cg1VrVYNmTybxoxBplzEbnLEjRIVeIWG4qrElq1bMd3ofEkqVuQgW9wNGGD+hLNwoZ00PeVPIKA6a1Zw2sR5LFtmt9+lS5FZGDYM/Q0aZH7aLKeFC9HPxx/baT8QUI2Px3l1/35z7TrBxBdf4Pi7d3cXnF6+jOnimBgcr89X+IDr/Plg0OY8wsJwjDNmYNq7MOeLQABT7HmXkVSpotqnD/4WBw7kP2OWH3//rdqlC/rp2hV9OdOhgwerbt9utr+8fTdpgkRI8+bot39/e1lZx5UrwUxhTAwCSrfBqw0lKvCylQrP6fJl9ON8cb76yn6fZE9kJNYTmbRpk+qjj6qeOGG2Xbq3mzfx/fT5MNA0bqzaqZPqiy9iOsjWOqu9exGg9OyJ88L48XaWAzhtHjuGKaIuXZDVsMEJ7D77zFybGzYg4+hkBOPj3a1bTU1VffLJ4Pm4sAHXrVuqc+fiYjrv8o4OHdwN3qmpCDoqVUJ2L2fbQ4cWvt3/snFjMNASQYatXz/VtWvdrxO+l4wMTK+LYO1hZKTqmjV2+3QcOpT77ztihDf9FlSJCry8TCsmJmKdV9OmXG9VnEVG4mRrcpHnqVP40teujSs/8k5aGtbL2Mw05ZWdHbyqF8HiYVtmzsT7a9gQ00Q2bgpYtQoXDWFhZgO7zEzVBg1Uw8ODGUE3GZfk5NxTgCIIwvz+wh3buXOqp09jTdfRo6oHDyJjsnMnbiQxIRDAlO25c6rHj2NdmMmMTEaG6ltv3R48hoZiTZdtgUDutckhIRgrvZKQEOw7Ls5eRs8t1vFy4Z9/cFv9G2+gDATZd+WKSMWK5tqrWhWlOrp3R7V6n899m1lZKPJ665ZITAxuaTa5ZRLdX778Mlh0VkSkVi2UaWnSxGw/qtjvMz1d5Px5lAt55hmzfZw8iY3T69RBHcHffhOJjDTT9uefB4sqR0SgdMQzz2Dbq4Ly+0U6dcIxNmwo0rixSKNGeG7aVCQ83MwxFzd796JcRtmyuR/lyqEuXkSE3f5nzsSY6IiJwe4XI0eizJBt06dj+7TmzUV+/PH+Pe+WKuoDKM4qVxZZvhy1T8gbkyej4nkpQ59cJ9Bav15k2bL81aW6l9BQDL5+v8i+fagin5Bg5pgPHECl91at3LdF7qWmooisCIKVMWNEXnrJXNHanPbtC9agCg8X2bJFpGVLswPaN9+gyPKRIyKxsXg2EXilpmJnBUdEBM6bhb3sv3gR77927cIFbiVVixZ4FIWtW/H579JFpGdPkbg47AHrJb8f597ExPs36BJh4GXEg3p1VRTWrBFp1w5fbBOcwKt8eRSI7NzZzEBTty5OAj4fgqQ//sCVuVtRUdhHc+ZMVL+nojV2LAaXWbNE4uPNXRDcyfLlwdcVKoj07m026FLNXcA0JQWBjQkTJiBbHRWFPUX79HG3I0FRBRd0Z84EX0qK2RmJgkpLw44mNvYINonXClRspKYimFmwwFybUVEYwERQOdvUtEp0NNLeqth82kTQJYIpzKefxt6J48bZrbhO/+3SJUyjHD6MINhm0JWVFQyK+vRB5rNZM7N9HDqECwQR7CW6e/e9t4PKj8OHRXbtEvn2W2TQ+vblNlAljc+Hiv1FGXSJoLJ/dHTRHkN+cI0XFRsbNmAtVkgItoOoXt19m9evY1Do2lXk++/Nbfdx7RqyaG3bYs/HEyfMDTaLFmEbKRGRXr2wHY2J7Z7o/rVxI4K86dNFhg41sxYxr3ffReZu3jxMl5qSlCTyv/8x2CJyMONFxYazt2EgIPL112baLFcO+5KVK4d1AaaUL4/n0aOxR+Hateba7t49OPCuXi3y1FPYwJpKrp9/RgZq2DA7QVcggIzXnj1mgy4RZM0YdBEFMeNFxUZsLK78RXAFnZRkbmFtnz7YNPz0abMDWyCA6czKlTFwmtK6NTacDgnB5rmtW3NwK8n+/VekdGl77d+4gc+qc8FARPYw40XW+f3u21BFYNG+vUi1aljUbKJdR1wcpi+PHDHXpggCo1GjkLHYtctcuz16iHzyCQbKiRN5Z1dJZzPoEsEdYAy6iLzB0zVZdfQoFjy6pSry3Xe4m+nqVZEhQ0Tq1XPfriM2FsGLySlBR//+uH3+00/NtTl4sMg776A20rZtIvPnm2k3LQ3r3oiIyA4GXmRNWhoWBJtY+B0SgkeVKggMMjLct5lTeLhImzZm13k5ypQRGT4cQZ1z15hbERGYEn35ZZFu3ZBVO3vWfd9AOw8AAATMSURBVLvlyqFUx9ChuBuNiIjMYuBFVty6hVvsk5LM1lRxKi+npppr0xEXhwX8KSnm2x46FAHY9Olm2/X5UDk9JARZMLcrNkNDcWfb4sWoAN6qFV7fuGHmeImIHnQMvMiK8eNFNm3CaxuB14UL5tp0xMXhed06821XriwycKDIkiXY5sSkGjUQ0G3ZIrJwofv2oqJEpk7F6z17cNw1a4ps3+6+bSKiBx0DLzJuxYrgwC1SfDJeDRqI1K9vZ7pRBPvUZWUho2TawIGouj9qlMhff7lvb/hwkY4dgz936ICyFURE5A4DLzLKufvwueeCZRlMBl5VquDZRuAlgqzXli3YiNi0OnVQJX/OHPNTdz4fFtirouq42ynHkBBMMVasiM2IExJEnn0WG4oTEVHhMfCiXFRRM6iwfD4EL/v343nq1OKT8RLBMWdkYMNXG0aPxlYzixaZb7tmTZFp0zDFa6LAbI0aIrNno62EBCy2b9YM9cOIiKhwWED1AaSKMgS7d4tcvoy7D53nunWxJ5ybPdpWrxZ5/nkUO+3SBb8zWZS0bFlMheWczjQlOxtZtd69zZVoyKtDB9yBeOqU+f39VLHt0a+/ihw7hg2c3bbn/O+OH8ddqmfPIiAbNMj98eZ0/bpIZib2tiQqybKykD2uUaOoj4SKAjNe9zFbGyD7fCJNmqAu1tatyE4lJYnEx4v89JP7jXHnzUNl+c6d0ZfpLU4iIuxlvEqVwpY8iYn2/v6jR4ucOYMskmk+HzYRz85GrTO3l1U5/3fR0bjrs3Nn3EH5+usIlAorJUVk5UqRkSNFmjfHVCwvA+l+Yfqz6Pfj3NirF8rXHD1qtv27SU4WmTnTzg1JVDjMeBVAWhrqHF24gC+OjWrSGzYgKKpeHZmjgwdF3nsPpQhM2LYNC7Bz1mgqWxbZnX793LeflITCplOm4LhtaNEC05c2ip2KIBiIj8eUWsuW5tsPBEQaNxYJC0MgY2PvvblzUcJi+XKU9TApEBCZNElk8mQsuP/hh/xn7lSRUf3gA+xhmVOlSiKNGmFdWaVKwccLLyDos0EVtdWeeMJO+yIorZKebrcyfHo6Pk82Xb0qUqGCvfYzMkSuXBGJjLTTfmYmLixbtrz7/yI9XWTNGtx9PG0avqd3kp2NY71yBbMFly8HX2dn48JEBFnnOXNENm/GuTGnJk0whjz8cO5HaOjtv8v7iIkR6dr17u/V7xdZtQqPPXvw/Vm8GJm2zMzbn+/0u759MQ654RS+7tEjuKWZqsiJE9ieLTbWXft34/djHW109P25lRoDLyIiIiKPcKqRiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCMMvIiIiIg8wsCLiIiIyCP/B4PY69cT1njDAAAAAElFTkSuQmCC", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (7,7))\n", "myplot(V)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can renormalize the flow, which enhances the singularities. It defines\n", "$\\tilde V$ as $\\tilde V_i = V_i/\\norm{V_i}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "Normalize = V -> V ./ repeat( max(1e-9,sqrt.(sum(V.^2, 3))) , outer=(1,1,2));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (7,7))\n", "myplot(Normalize(V))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Incompressible Flows\n", "--------------------\n", "An incompressible flow has a vanishing divergence. The set of vector\n", "incompressible flow defines a sub-space of $\\RR^{n \\times n \\times 2}$\n", "$$ \\Ii = \\enscond{V}{ \\text{div}(V)=0 }\n", " \\qwhereq \\text{div}(V) = \\pd{V}{x_1} + \\pd{V}{x_2} \\in \\RR^{n \\times n}. $$\n", "Here $\\pd{}{x_s}$ for $s=1,2$ are finite differences approximation of\n", "the horizontal and vertical derivative operators (we suppose here periodic boundary conditions).\n", "\n", "\n", "\n", "The orthogonal projection $U = \\text{Proj}_{\\Ii}(V)$ on $\\Ii$ is\n", "computed by solving a Poisson equation\n", "$$ U = V-\\nabla A \\qwhereq \\Delta A = \\text{div}(V). $$\n", "\n", "\n", "This is especially simple for periodic boundary conditions since $A$ can\n", "be computed over the Fourier domain as\n", "$$ \\forall \\om \\neq 0, \\quad \\hat A(\\om) = \\frac{\\hat Y(\\om)}{\\mu(\\om)}\n", " \\qwhereq Y = \\text{div}(V) \\qandq\n", " \\mu(\\om_1,\\om_2) = -4 \\sin(\\om_1 \\pi / n)^2 -4 \\sin(\\om_2 \\pi / n)^2 $$\n", "and $\\hat A(0)=0$.\n", "\n", "\n", "\n", "Compute the kernel $\\mu(\\om)$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "Y, X = meshgrid(0:n-1,0:n-1)\n", "mu = sin.(X*pi/n).^2\n", "mu = -4*(mu + mu')\n", "mu[1,1] = 1;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Computation of $A$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#5) (generic function with 1 method)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = V -> real.(ifft(fft(Div(V[:,:,1], V[:,:,2], \"per\"))./mu))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Projection on incompressible flows." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#7) (generic function with 1 method)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProjI = V -> V - Grad(A(V), \"per\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display $U=\\text{Proj}_{\\Ii}(V)$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U = ProjI(V)\n", "\n", "figure(figsize=(7,7))\n", "myplot(U)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display $W=U-V$ the irrotational component of $V$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(7,7))\n", "myplot(V-U)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Note that the decomposition $V=U+W$ is called the Hoge decomposition of\n", "the vector field.\n", "\n", "\n", "Image Advection Along the Flow\n", "------------------------------\n", "A flow defines a warping operator that transport the content of an image\n", "along the streaming of the flow.\n", "\n", "\n", "We load an image $f$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "f = load_image(\"NtToolBox/src/data/lena.png\", 2*n)\n", "f = f[n-Base.div(n,2):n+Base.div(n,2)-1, n-Base.div(n,2):n+Base.div(n,2)-1];" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Given some vector field $U$, the warping operator $f_1 = \\Ww_U(f)$\n", "along the flow is defined\n", "$$ f_1(x) = f(x+U(x)) $$\n", "i.e. it advects the values of $f$ by the vector field $U$ to obtain the values of $f_1$.\n", "\n", "\n", "We define $U$ as a scaled normalized incompressible flow." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "U = Normalize(ProjI(V));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Helper function: enforce periodicity." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true, "deletable": true, "editable": true, "scrolled": true }, "outputs": [], "source": [ "periodic = P -> cat(3, mod(P[:,:,1]-1,n)+1, mod(P[:,:,2]-1,n)+1 );" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Helper function: extend an image by 1 pixel to avoid boundary problems." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "extend1 = f -> [f f[:,1]]\n", "extend = f -> extend1(extend1(f)')';" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Helper function: bilinear interpolation on a grid." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(129,129)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f1 = extend(f)\n", "itp = interpolate((1:size(f1,1), 1:size(f1,2)), f1, Gridded(Linear()))\n", "size(itp)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true, "deletable": true, "editable": true, "scrolled": true }, "outputs": [], "source": [ "function myinterp(P1,f1,Pi)\n", " itp = interpolate((1:size(f1,1), 1:size(f1,2)), f1, Gridded(Linear()))\n", " itpd = zeros(size(Pi)[1:2])\n", " for i in 1:size(Pi,1)\n", " for j in 1:size(Pi,2)\n", " itpd[i,j] = itp[Pi[i,j,1], Pi[i,j,2]]\n", " end\n", " end\n", " return itpd\n", "end;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "First we compute the initial and wraped grids." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "(Y,X) = meshgrid(1:n,1:n)\n", "P = cat(3, X,Y)\n", "(Y1,X1) = meshgrid(1:n+1,1:n+1)\n", "P1 = cat(3, X1,Y1);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Defines the warping operator $\\Ww_U$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "W = (f, U) -> myinterp(P1, extend(f), periodic(P - U));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display a warped image $\\Ww_{\\rho U}(f)$ for some scaling $\\rho$." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rho = 2\n", "figure(figsize = (5,5))\n", "imageplot(W(f, rho*U))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 1__\n", "\n", "Display $\\Ww_{\\rho U}(f)$ for various values of $\\rho$." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/graphics_5_fluids/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 2__\n", "\n", "Define an iterative scheme via:\n", "$$ f^{(\\ell+1)} = \\Ww_{\\rho U}(f^{(\\ell)}). $$\n", "Display the result $f^{(\\ell)}$, which corresponds approximately to solving\n", "an advection equation at time $t=\\ell \\rho$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/graphics_5_fluids/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Fluid Dynamics\n", "--------------\n", "Fluid dynamics solves the incompressible Navier-Stokes equations to\n", "evolve in time the vector field.\n", "\n", "\n", "We discribe here a simple algorithm introduced in:\n", "\n", "\n", "J. Stam, _Stable Fluids,_\n", "SIGGRAPH'99, 1999, p. 121-128.\n", "\n", "\n", "It proposes a semi-implicit scheme for the resolution of the Navier\n", "Stockes equations for the movement of incompressible fluids\n", "$$\n", " \\pd{V}{t} =\n", " \\text{Proj}_{\\Ii}\\pa{\n", " -(V \\cdot \\nabla) V + \\nu \\Delta V + W\n", " }.\n", "$$\n", "Here $\\nu \\geq 0$ is the viscosity of the fluid,\n", "$W$ is a source term, $\\Delta$ is the Laplacian, and\n", "$-(V \\cdot \\nabla) V$ is the\n", "non-linear self-advection, where we have used the short-hand\n", "notation $V \\cdot \\nabla$ for the derivative operator along a flow $V$:\n", "$$ (V \\cdot \\nabla)U = ( V_1 \\pd{U_1}{x_1} + V_2 \\pd{U_1}{x_2},\n", " V_1 \\pd{U_2}{x_1} + V_2 \\pd{U_2}{x_2} ).$$\n", "\n", "\n", "In order to visualize the flow, we also advect and diffuse along the flow\n", "a density $g$ of particules, which is a scalar field. Once $V$ has\n", "been computed, it follows a linear PDE\n", "$$\n", " \\pd{g}{t} =\n", " -(V \\cdot \\nabla) g + \\mu \\Delta g + h\n", "$$\n", "with some initial condition at time $t=0$, where $h$ is a source for the density.\n", "\n", "\n", "In practice, we solve this PDE in parallel to the PDE for $V$.\n", "\n", "\n", "In the following, we use $W=0$ and $h=0$ (no sources).\n", "\n", "\n", "Set the viscosity $\\nu$ for the velocity field." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "0.1" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nu = 1/10" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We use a larger viscosity $\\mu$ for the evolution of the density of\n", "particules." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "0.2" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mu = 2*nu" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Extend the warping operator $\\Ww_U$ to work with vector fields as input.\n", "This will apply $\\Ww_U$ on each channel of the vector field (X and Y coordinates)." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "Wt = (V,U) -> cat(3, W(V[:,:,1],U), W(V[:,:,2],U) );" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We discretize the PDE's using some time step $\\tau$." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = .5;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The algorithm computes $V^{(\\ell)}$ at iteration $\\ell$\n", "which is an approximation of the PDE solution at time $\\ell \\tau$.\n", "It is computed itertatively as\n", "$$\n", " \\tilde V^{(\\ell)} = \\Ww_{\\tau V^{(\\ell)}}( V^{(\\ell)} )\n", " \\qandq\n", " V^{(\\ell+1)} = \\text{Proj}_{\\Ii}\\pa{ \\tilde V^{(\\ell)} + \\tau\\nu\\Delta \\tilde V^{(\\ell)} + \\tau W }\n", "$$\n", "\n", "\n", "It computes in parallel the evolution of the density as\n", "$$\n", " \\tilde g^{(\\ell)} = \\Ww_{\\tau V^{(\\ell)}}( g^{(\\ell)} )\n", " \\qandq\n", " g^{(\\ell+1)} = \\tilde g^{(\\ell)} + \\tau\\nu\\Delta \\tilde g^{(\\ell)} + \\tau h\n", "$$\n", "\n", "\n", "\n", "Set the initial field $V=V^{(0)}$ at time $t=0$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "V = Normalize(ProjI(V));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Set the initial density $g=g^{(0)}$ at time $t=0$." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "g = copy(f);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The first step is to advect the vector field $V$ and $g$ along the flow $V$ itself.\n", "This corresponds to an implict discretization of the term\n", "$-(V \\cdot \\nabla) V$." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "g = W(g, tau*U)\n", "V = Wt(V, tau*U);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We implement the Laplacian using finite difference." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "s1 = [2:n; 1]; s2 = [n; 1:n-1];\n", "\n", "function Delta(g)\n", " delta = 1/4.*(g[s1,:,:] + g[s2,:,:] + g[:,s1,:] + g[:,s2,:]) - g\n", " if size(delta,3)==1\n", " delta = delta[:,:,1] \n", " end\n", " return delta\n", "end;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The second step is to diffuse the vector field and the density." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "V = V + tau*nu*Delta(V)\n", "g = g + tau*mu*Delta(g);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The last step is to ensure incompressibility of $V$ by projecting on $\\Ii$." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "V = ProjI(V);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 3__\n", "\n", "Compute the fluid dynamic by iterating these steps." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/graphics_5_fluids/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 1 }