{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# !!! D . R . A . F . T !!!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Lightness" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Lightness](http://en.wikipedia.org/wiki/Lightness) is defined as the brightness of an area judged relative to the brightness of a similarly illuminated area that appears to be white or highly transmitting. [1]\n", "\n", "[Colour](https://github.com/colour-science/colour/) defines the following *Lightness* computation methods:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['CIE 1976',\n", " 'Fairchild 2010',\n", " 'Fairchild 2011',\n", " 'Glasser 1958',\n", " 'Lstar1976',\n", " 'Wyszecki 1963']" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import colour\n", "\n", "sorted(colour.LIGHTNESS_METHODS.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note: `'Lstar1976'` is a convenient aliases for `'CIE 1976'`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Glasser, Mckinney, Reilly and Schnelle (1958) Method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Glasser, Mckinney, Reilly and Schnelle (1958) described a visually uniform colour coordinate system close to *Adams* chromatic-value system but where the quintic-parabola function has been replaced with a cube-root function: the *Cube-Root Color Coordinate System*.\n", "\n", "*Lightness* $L$ in the *Cube-Root Color Coordinate System* is calculated as follows: [2]\n", "\n", "$$\n", "\\begin{equation}\n", "L=25.29Y^{1/3}-18.38\n", "\\end{equation}\n", "$$\n", "\n", "where $Y$ defines the *luminance* in domain [0, 100].\n", "\n", "The `colour.lightness_Glasser1958` definition is used to compute *Lightness* $L$:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "36.250562645752595" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.colorimetry.lightness_Glasser1958(10.08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note: Input *luminance* $Y$ is in domain [0, 100], output *Lightness* $L$ is in domain [0, 100].\n", "\n", "The `colour.lightness` definition is implemented as a wrapper for various lightness computation methods:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "36.250562645752595" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.lightness(10.08, method='Glasser 1958')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from colour.plotting import *" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "colour_style();" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the \"Glasser (1958)\" \"Lightness\" function.\n", "plot_single_lightness_function('Glasser 1958');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wyszecki (1963) Method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wyszecki (1963) recommended the following cube root function to compute *Lightness* $W$ as a function of the luminance factor $Y$ within the practically important range of $1.0\\%[3]\n", "\n", "$$\n", "\\begin{equation}\n", "W=25Y^{1/3}-17\n", "\\end{equation}\n", "$$\n", "\n", "The `colour.lightness_Wyszecki1963` definition is used to compute *Lightness* $W$:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "37.004114912764535" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.colorimetry.lightness_Wyszecki1963(10.08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note: Input *luminance* $Y$ is in domain [0, 100], output *Lightness* $W$ is in domain [0, 100].\n", "\n", "Using the `colour.lightness` wrapper definition:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "37.004114912764535" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.lightness(10.08, method='Wyszecki 1963')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the \"Wyszecki (1963)\" \"Lightness\" function.\n", "with colour.utilities.suppress_warnings():\n", " plot_single_lightness_function('Wyszecki 1963');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CIE 1976 Method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *CIE $L^*a^*b^*$* approximately uniform colourspace defined in 1976 computes the *Lightness* $L^*$ quantity as follows: [4]\n", "\n", "$$\n", "\\begin{equation}\n", "L^*=\\begin{cases}116\\biggl(\\cfrac{Y}{Y_n}\\biggr)^{1/3}-16 & for\\ \\cfrac{Y}{Y_n}>\\epsilon\\\\\n", "\\kappa*\\biggl(\\cfrac{Y}{Y_n}\\biggr) & for\\ \\cfrac{Y}{Y_n}<=\\epsilon\n", "\\end{cases}\n", "\\end{equation}\n", "$$\n", "where $Y_n$ is the reference white *luminance*.\n", "with\n", "$$\n", "\\begin{equation}\n", "\\begin{aligned}\n", "\\epsilon&\\ =\\begin{cases}0.008856 & Actual\\ CIE\\ Standard\\\\\n", "216\\ /\\ 24389 & Intent\\ of\\ the\\ CIE\\ Standard\n", "\\end{cases}\\\\\n", "\\kappa&\\ =\\begin{cases}903.3 & Actual\\ CIE\\ Standard\\\\\n", "24389\\ /\\ 27 & Intent\\ of\\ the\\ CIE\\ Standard\n", "\\end{cases}\n", "\\end{aligned}\n", "\\end{equation}\n", "$$\n", "\n", "The original $\\epsilon$ and $\\kappa$ constants values have been shown to exhibit discontinuity at the junction point of the two functions grafted together to create the *Lightness* $L^*$ function. [5]\n", "\n", "[Colour](https://github.com/colour-science/colour/) uses the rational values instead of the decimal values for these constants.\n", "\n", "> See Also: The [CIE $L^*a^*b^*$ Colourspace](../models/cie_lab.ipynb) notebook for in-depth informations about the *CIE $L^*a^*b^*$* colourspace.\n", "\n", "The `colour.lightness_CIE1976` definition is used to compute *Lightness* $L^*$:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "37.985629097653039" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.colorimetry.lightness_CIE1976(10.08)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Note: Input *luminance* $Y$ and $Y_n$ are in domain [0, 100], output *Lightness* $L^*$ is in domain [0, 100].\n", "\n", "Using the `colour.lightness` wrapper definition:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "37.985629097653039" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.lightness(10.08)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "38.916598757092821" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.lightness(10.08, method='CIE 1976', Y_n=95)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "38.916598757092821" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.lightness(10.08, method='Lstar1976', Y_n=95)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the \"CIE 1976\" \"Lightness\" function.\n", "plot_single_lightness_function('CIE 1976');" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting multiple \"Lightness\" functions for comparison.\n", "plot_multi_lightness_functions(['CIE 1976', 'Glasser 1958']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fairchild and Wyble (2010) Method" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "24.902290269546651" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.colorimetry.lightness_Fairchild2010(10.08 / 100, 1.836)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.027048835900068357" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.lightness(10.08 / 100, method='Fairchild 2010', epsilon=1.836)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the \"Fairchild and Wyble (2010)\" \"Lightness\" function.\n", "plot_single_lightness_function('Fairchild 2010');" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABPYAAALGCAYAAADGLh/OAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl8ZGWd7/HPqaQq+/Yk3el9X9IrTdMgraggsgkK3cqi7CriCOKIDjIqgujMqMMFR4FBxbmAogh64Y7gyJ0RnBlkG5aG3hd6p/d+sq9VqXP/eE4llXTSnXSSrpzO9/165XVS55w69VSqfumub57F830fERERERERERERCZdIphsgIiIiIiIiIiIi/adgT0REREREREREJIQU7ImIiIiIiIiIiISQgj0REREREREREZEQUrAnIiIiIiIiIiISQgr2REREREREREREQkjBnoiIiIiIiIiISAgp2BMREREREREREQkhBXsiIiIiIiIiIiIhpGBPREREhjVjzC+NMb4xZsIQPsYLxphEP87PDtr0H932fzfYf9pQPbYMjqN5rXq5zoeD63xzsNom4WKM+V7wHjg1020REZGRJzvTDRAREekvY0wVcANwBjARyAMOAG8C/wf4pbW2Ne18H8Ba63W7jt+HhzvDWvvnPrTpE8AHgUXACUAR8Ki19orD3KcIuBX4ODAFaAZeBX5grf1TD+f3pb1XWWt/0cN9FwNfBT4AjAJqgHXAz621j/Thur0yxlwD/O/DndP9Zy9HxxgTAy4Ivt4DTML9ofYd3Hv/LmttQy/3nQTcCZwNlAO7gCeBO621NT2cfx1wMu49vQDIBb5trb3jCG28ELg5uF8WsAq411r7y34+3X4zxnwX+AZwm7X2u0P9eEcrrZ3vt9a+kOn2DDVjzIeBfz/CaROttTuPRXv6yxjzeeCfgU9aax/LdHtERETSKdgTEZFQMcZ8C7gdF2a8BDwMNACVwOnAg8BfAUv6cdlvH+bY1j5e45u4QK8B2AlUHe5kY0wZ8AIwF1gNPAAUAhcC/2GM+ay19ud9bGcRLkhJ0MOHZ2PMjcA/AdXAM8C7gAHmAx8BBhTspXkLeGqQrpXub4DvAnuG4NpHxVqbMMbMARqP8UPPAn6He589DzyNe9+ci6uLS40xp1lrD6bfyRgzE3gRF+j9X1yoeyrwZeBcY8z7rLXV3R7rHqAAsLgQcNqRGmeM+evgfgeAXwJx4GLgF8aY+dbaW4/mSQ+RH+LauC3TDRlBttD775u6Y9mQQfa/gIfo+78XIiIig0bBnoiIhIYx5uu4cGsHcLG19pUezrkA+Ep/rnukHkh99GVcoLcJ13Pv+SOcfwcu1Ps/wKXW2gR0PMfXgB8bY55N78HSWzuNMdcH3/7eWrun27GzgR/hAr9PWGvrux2P9uXJ9dGKQfpZdmGt3Q3sHuzrDpS1dl0GHrYOF1w/Yq1tSu00xuTgQtVzcSHzl7vd7wGgAviCtfaf0+73I+CLwHeAG7vd52JgtbV2uzHms8DPDtcwY8x04PvAQeAka+32YP93cO/pW4wxv7PW/k//nvLQsNYewAWQcuxsHorfEZlmrd0P7M90O0REZGRSsCciIqFgjJmCC8PiwEestat6Os9a+7Qx5khDvgadtbYjyDPG9OUuy4Ltt1KhXnCdfcaYu3G9nj6NGzp5JJ8Ltj/p4dg/4ob4fqp7qBc8XrwvjR1MxpjluOHHpwDjAB/Xg+wh4H5rbbLb+b8ELidtqJ4xZgawEfg57jl+F9djsxz4QGp4ozGmHBf0XghMxb1/tgB/AL5jrW3u9lhR4GvANbhh3nuBR3GvUzztvOzgWn+y1n64j8/78qAtc3EB3b8Fj9VnQVj2QA/7W40x/4AL9k7v9rizgA/hQufu970N+CxwtTHmb9J/Htbaf+tP24DPADHgn1KhXnCdg0HbfgJ8HhgWwd7hhsMaY67ChaNz6Ppa/RY41Vrb4/+hgyHvfwe8F/f/7P8Bvpb+RwhjzE5gfHDzv9N+X7Snrpv2np8EfBT4AjADN4T+KeAWa+0hPdyMMROBv8W9D8bjena+gBtu/Xq3c4uD53gxMDnYvRcXwn7fWvtm2rkXATfh3rtluEB0I/CYtfaQ9+NAGGNycb+znrXWntvD8ceAS4GxqT9kBNMzrMW9x+4Cvod7z+cBb+Pq99keruUBn8LVwAlAPu6PCH/BDWtfYYx5GTfsHeDXxphfp11irLV2jzHme7j3x1Jr7cvdHuNcXN0vCdqzDXgC9zPu/oeWl3FD2Itwr+PVwARcb+VfAren/3sR3OcMXK/mE3DhfTWwGXjaWvv33Z+ziIgcfxTsiYhIWFwLRHEfJHsM9VLS59cbxsYE2809HEvtO5MjBHvGmJOAxbghYP+v27H5wEJcEGCDD4An4YK0FcDz3UO0Y+QHQCvwMm5YcAnuuf44aN+1/bjWLNy8hGtwH3zzgXro6EH2PC6gew24Hzfn22zcB+37cb0s0z0GLAX+GFznfNw8iBXAdf16lmmMMX+De97VuACzFjgPFyA09X7PfkkFj90X4vhQsP1/1tou8zRaa2uNMS8F55wC/OcAHj/1OH/s4di/dTtn2Ap6zf4dbgjyQ7jX6mxcQHa41+oUXFD4Aq5342RcgP2cMWaRtXZjcN7dwEXA+3FzU6ZC0J5q8X8BZ+GGXD+Lq5PrgenB/vR2LwnOKcO9Br/Dzae5DDfc+qPW2v8XnOvhfl+8BzdE+2dAOy5EOgP4M27OUowxXwDuwwVe/4oL9UbjgqSr6SFozqAZwCt0/qFgFHAJ8Iwx5gPW2hdTJxpjIrjQ/jJgH+7ndQD3++JDuLkhV+CmdziA+13wu2B/So/zWaY9xpdwQ77rcGHeAdxr+A3gAmPM+3v4g4uHC5CX4F7HBtycml/HTaHwV2nXvxA3T2Y17rXZjfvjxjxciK5gT0RkBFCwJyIiYZFaufKQRSUGyhhzRy+HWqy13xvsxwscAMbiepGt6XYsNZfZ7D5cJ9Vb72fdQxvcwgfgPrT+GbdwRrqVxpjl1tpNfWrxkS3q5Wf5lLV2Rdrtc6y176SfEHzI/gVwjTHm3u69iw7j/bied9/q4divcB/Sb7HW/mO3xxvFoXN6ZQXnz0vNN2eM+Qaux8+1xpivB0Pu+iUIGP8eN0R1cdoQ1a/jgoILcaHKQH062HYP1lLvow293G8jLsiYxcCCvcM9zk6gBZhsjIlZa9sG8DhDJpiL8Nu4mllsrX032P+3uND3Ynp/rT4KXJm+SIgx5gbgXtxw55sArLV3G9dN7/3Avxxh8YyTgQVpPVWjuNfow8aYxdbaN9L2P44Ltj+Qfs1gtd7/Af7FGDMt+NkvwoV6v7XWXtztZ5AFFKftuh732i0Mhi+nn1txmLb3ZFovvyOes9b+Vz+v1ZMzgb9N/71tjPkt7o8bXwWWp517Iy7U+wtwXnrAFvTIrQCw1j4Y3D4f9/Pq0+IZwXvpLlwvy5NTv2eDUPVBXL3+HcH7Ik0MN2fsvNSiNsFruAr4rDHmm2lzaH4OFwS+11q7vtvj9/e1ERGRkIpkugEiIiJ9NDbYDsWqibf38jWUE/0/E2y/HXyQBjoCp9T8aGWHu4AxphD4JK6H1r/0cMroYPsZ3Kq75+N6x83C9W5bgOvJEju6p3CIE+j557go/aTuoV6wL4lb4APgnH485i7cMNwujDHvwfWgeg334br74+3vpWfnLemLSAQrzP4aF/qd1I92pbsC98fU7kNU23FD6Pqy2vFhGWOW4V7n7Rz6fEuCbW0vd0/tLx1gM1Jh0CFDRIPQuQ4XQpR0Pz6MXE7na/Vuamfw/ryVnnvVpfxnDyv/Phjc55SjbM+3u82zGadzBer0a34M90eCH3YPCoP734Ubmnt6t+s3d7uNtba9h4VU4nT2CE0/t79zFE6l598R3f/ocLQ24HrGdrDW/l/cEOPur8EXca/N9d17zVlrE93nKz0KV+HeS/ek//EkqIVbcT/7a9J//6f5qk1bqTpo32PB9U7s4fyW7juO4rUREZGQUo89EREZ8ay1XgYe9lu4AOsTwApjzJ9wK5BeiBueOonDhwjgQr0i4P/08iE09Qe8LOAya+1Lwe26YA6xKtxwr4/jwquBethae82RTgp6kvwNbkXeqbjnnW78IXfq3Ypeen+dGmyf7aEn4+G81sO+HcH2sEHrYSwOtof0hrPWbjTG7KJzaHa/GWNOwwW1DcBya21vAV4oBL3ZuvdiAri7p3nlBlkqNDmkF521dnPwWo3tfixwyHsnmPtwP0f/3unr+3FpsJ3aS4+4VG/KObghuCuDryuNMVNxwzhfAF7rYd7NR3GLoqwxxvwG9z7+y1EGR32ek/IovdnL9AI7cc8d6Jh7cwawzVq7eojakqr757ofsNbuN8asxIWNM4D03nY+0FOP5Z5e90dxv0ffCF6b53Gvza4Btl1EREJEwZ6IiITFbtwHs/6EPsOWtXa3MeZk3OIFF+Amxz8A/AbXc20jbjjg4aSG4f60l+OpHh970kK91OP7xpj/iwv2TmFwgr0jCkKb13Dzj70CPIKbyyyBmz/qi0BOPy7ZW6+aVO+zd3s53pP2oIded6k563rqWdMXqR5qe3s5voejDPaCUO/fcG08p5chzKmgr7eecqn9Nb0c76s63M+9mJ57BxbjQosjBY8G14uruwfpoTfgIDvSa7WX3oO93n5+CY7+vdPTNXt6P5YH20uPcL1CcD3Sgjk3v4UL9lO93OqMMQ8BX7fWNgbn/sAYsw83t9tf43oU+8aY54G/SQ0HHib6+hocze+H/kq9l3pb0Tu1v3tP2bbui/oEDnndrbW/MsY04V6X6wjm3zPGvArcatMWdRIRkeOXgj0REQmLF3DzgJ2JWwk19Ky1e3HzPN2Yvt8Yk1pgoNfVQ40xi3Ch3Ba6LZqRJtULpLcPu6nhdnl9ae8g+Rwu1LvNWttlCK0x5v24YK8/euuNl3rOwyEITgVZlXTtmZNytKHeB3GLKiSAs621vb1fUo85q5fjM4Ntb3Pw9dV63Lxts+j23g1Wa80Fth5pfr1g2GImetFCZ3DY22tVeQzb0h+p99j51to/9OUOwTxtXwK+FMwHdzpuPr2bcCHstWnnPgQ8ZIwpBd6Hm6vuWuBZY0xV2pxvgyHV4663zykDHTIOx+b3Q+o1GQMcMv0AnQHxgHrYWmufAp4KpmY4FTfX4+dx0ywsHMQ5VEVEZJjSHHsiIhIW/xs3x9PHjTFzD3eiMaY/Pb6Go6uC7a8Oc871wfbBwww1fRloBKYYY7oPdwWYH2y39L+JR21GsP1dD8c+OIiP83KwPSeYrD6TUj2aDnl+QaAyrr8XNMacheup1waceZhQDzqHAp7d/WdhjCnBDeNswK0uPBCpxzm3h2PndTtnuHoz2J7W/YAxZhpH8Vr1IrUAx9H25Osu9X5//9Hc2Vq70Vr7M9x7tBm3am9P59VYa5+x1n4Gt9hNBT38rAYiCH6bcAvZdBEsErJwEB7jILAJmGiMmdeHuxzN65V6L53e/UAwHcF83MrbG7sfPxrW2gZr7X9Ya7+Em1Mxj/7NVyoiIiGlYE9ERELBWrsVuAO3YuAzxpglPZ1njDkXF3gMa8aYSNDDovv+K3HB3ou4lRx7um8B8Cl6XzQDAGttE653Yy7w3fRQxxizALgmuMZvu13/z8YY3xhzev+eVZ9sDbZdrh28nl8brAex1r6CC6qW4FbD7MIYU3EMA+Bf4n7OXzLGTEprQxbwj/Szd5ox5jzcnGiNwIeONBTSWrsBF6jNwPXkSfcdXADwcC/D//rj57jw/aagh16qveXA3+J6V/5kgI8x1B7FhThfMsZ09OYKVm3+HoP3f+dUD7dJhz2r757E1dZNxpgewxxjzHuNMbnB99OMMVN6OK0MiOKCtdT9zughEPboXJynicH3KjDLGNOxqEbwmHfS+1Do/voR7vX8iTGmKP2AMSbLGJPek/ZoXq9HcO+lLxtjJnc79g+4FYwfDhbROSrGmA/2svhGqmfpULw2IiIyzGgoroiIhIa19u+NMdm4+bf+xxjzIm6+tgbcB5kP4IYV9jThfK96mWw+5Slr7Yo+XOMiOnu5pD4QLg3mqwI4YK1ND5jygb3GmH/HDdNK4oa4LQXWAhf3Mgk8wGW4oXK9LZqR7jbcz+Wvg/b8BfezWo4L/P66h1VqU+FFgsH3EPAV4MfGmA/jes3Mws0z+DuOPEdYf3wK+DPwA2PMxbhJ/yO498g5wHSGZpXlLqy17xhjvoFbgGCFMeZx3PC783ALh6wibWL/wwl6qz6Jm4fw98CyYEXcdElr7Z3d9n0eFxbfZ4w5G1iHG7Z3evD9bT081ueA9wY3U8N1L0oLhFZba/+x2/P8GnA3nZP5J3ALxIwHvm+tHWivwL5aboyZ0cuxf7PW/qanA9baDcaYb+MCpLeMMU/gXqtzcDW3is6FKAbiOVzQ+X1jzAm4oaFJa+3fH83FgkU6lgN/BP4Y1PkKXO+7ScDJuIVqRuFWUF0MPB7MxbYWN9/baNziPdm492rK74FqY8zLuPAwC9czcAkugBuKedzuwr03/2iMeQz3GrwP9z56gcHpJXhfcJ1LgI3GmH/FzXM6Hjflw724MJfgMVuBW4wxY+mc//Se1FyE3QXvpVuA/4V7Lz2Om0/0Q7jXYxXwjQE+h58AZcG/hVtx9XYyruflJnruGS0iIscZBXsiIhIq1to7gw/bXwDOwM3zlIvrUbEC94H0l/28bE8T9adsDa57JIuAq7vtmxZ8AWyja8+xVuAx3AfLs4J9G3Ef9H4Y9LbrzZEWzehgra0L5q77W+Bi3Hx+zbgPqndZa7vMzxf0ipmHe94vM8istTuD9nwPFzieiwsWrgf+i0EM9oKgaTFwCy6w+CLuuW/F9ZQbzHnBjtSWHxhj3sW9B67BzeX2R1wvxSf6calxdC4ucnEv57Tjgqn0x99ojDkp2H8OcD4uzPkh8G1rbU/zMH4AuLzbvhOCL4A/4X6O6Y9zjzFmM+55Xo0LUlcBf2ut/cURn93gOZHOFW67Sy1S0yNr7XeMMTtwYfi1dL5Wt+CC4gEv4GGtXWWMuRa4GbgB9zusHTiqYC+45pvGmIXBNS8APo37g8Fu3Cqrt9E5r+YruN+VH8QFzGW4sOpV4EfW2mfTLn0LcDZwEu5904KroVuAf7bWDvofAKy1zxhjPgF8E/cerMe9Bstxod9gPEbSGHMZrof3Z3F/MInifl7PAX9IO3df8MeBbwKfwf1hBtyCLj0Ge8H97jbGrMctOHIJrnfsNlyPve8NwirP3wE+hnttzsK9h7bj6vxHx2AVaRERGQY83+9tWh4REREZaYJg4C3gBmvt/Zluj8hwESwcsRd41Vp7VHPZiYiIiAw2zbEnIiIi6T6ICy96nbtP5HhmjBkVDPlP3xcF7sHN8flkRhomIiIi0gP12BMRERERCRhjbsQNW/0PYAdu5dfU/J2vA6dZa1sy10IRERGRTppjT0RERESk08u4hUY+CJQH+zbj5jP7gUI9ERERGU7UY09ERERERERERCSENMeeiIiIiIiIiIhICA2rYM/zvA94nvd7z/N2eZ7ne553UR/uc7rneW94ntfqed4mz/OuOQZNFRERERERERERyahhFewBBcBbwA19OdnzvKnAM8DzwCLgh8CDnuedM2QtFBERERERERERGQaG7Rx7nuf5wDLf9586zDnfB873fX9+2r7HgFLf9889Bs0UERERERERERHJiLCvirsU+I9u+57F9dzrked5Y4GxvR0vLi4umThx4pzc3NwVgFY9ExERERERERGRgcoFpgDPvvbaawcH66JhD/bGAHu77dsLFHuel+f7fnMP97keuL23C2ZlZZGbmzuITRQREREREREREQHgcuBXg3WxsAd7R+MnwL/2drCoqGgh8L+/+c1vMnny5GPXKhE5KtZajDGZboaI9IHqVSQ8VK8i4aF6FcmgZBL27YUdW2HHNti5DXbugHgcIhEYPQYmToaJk9mWHeO7//IQwNbBbELYg709QGW3fZVAXS+99fB9fzewu7cLLlmyBIDJkycze/bsQWqmiAyVvXv3UlnZ/deAiAxHqleR8FC9ioSH6lXk2PB9H3a/CxvXw6bga/NGaA7ip/ETYcZsOPsjMHM2TJ2Bl5fXeYH168EFe4M67VvYg72XgI9023dWsF9ERoCCgoJMN0FE+kj1KhIeqleR8FC9igw+3/dh/96uId6mDdDY4E6oHOvCu0uvcmHe9Jl4BYUZaeuwCvY8zysEZqTtmup53iLA+r6/3fO8fwDG+75/VXD8AeBGz/N+APwL8CHgEuD8Y9luEcmcrKysTDdBRPpI9SoSHqpXkfBQvYoMnH/wAGxc58K7VJBXV+sOVoxy4d2yS12YN30WXnFJZhucZlgFe8AS4Pm023cH24eBa3Cr2U5KHfR9f4vneecD9wBfAnYCn/V9/9mhaFwikSCZTA7FpWWYi0QiZGcPt3IRgLq6OvLSuzeLyLClehUJD9WrSHioXkX6x6+phnc2dA3ybLBIbUmZC+8+cpHbzpiNVza857AcVkmF7/t/BrzDHL+ml/ucOGSNCiQSCXbt2qVgb4SKRCKMGzdO4Z6IiIiIiIhISPgN9S6827iuczjt/r3uYFExzJgFZ54LM6tcr7zyCjyv11hqWFJK0UfJZJJkMokxRuHOCJNIJLDWKtQdprQCmEh4qF5FwkP1KhIeqlcRx29qgs0bYOMG2LTOzY+3Z5c7mF8A02fBaad3hniVY0IX4vVECVU/ZWdnE4vFMt0MEQk0NjZSWlqa6WaISB+oXkXCQ/UqEh6qVxmJ/NYW2LzJ9cJLLXDx7g7wfcjJhekz4ZT3uh55M6tg7Hi8SCTTzR4SCvZEJNRaW1sz3QQR6SPVq0h4qF5FwkP1Ksc7P5GAbZthwzo3pHbjetixFZJJiEZh6gxYuBg+/kk3L974SXgjaFEZBXsiEmpaBUwkPFSvIuGhehUJD9WrHE/8ZBJ27XTh3ca1brt5I8TjEInA5GlQNRcuWOaG006eijfCp0sb2c9eREKvoqIi000QkT5SvYqEh+pVJDxUrxJm/sH9LrzbEIR4m9ZBY6M7OG6CG0b7/jNg1hyYOgMvJyezDR6GFOyJSKjt3buXysrKTDdDRPpA9SoSHqpXkfBQvUpY+A0Nbi68DWs7h9TaA+6gKXch3rLL3HbmbLzCosw2OCQU7B1Hfv3rX/PQQw+xfft2ysrKOPXUU/nyl7/MxIkTufTSS7nssstYtmwZTzzxBLfeeis5aUl3cXExL7/88iHX3L9/P7feeisrVqzg4MGDbN26tcvxDRs28M1vfpM1a9YwZswYvvOd77B06VIA7rvvPu67776OcxOJBNFolNWrV3fse+CBB3j44Yepq6tj8uTJPP744xQWFg7yT0ZEREREREREjhW/tRW2bHIB3oZ1nYtbgFuhduZsOONsmFUFs6rwykdltsEhpmDvOPHjH/+YRx55hB/84AcsXbqUZDLJU089xUsvvcTEiRMPOf/UU0/l0UcfPeJ1I5EIp59+OldeeSXXXHNNl2PxeJzrrruOa665hl//+te89NJLfOELX+C5556jrKyMG264gRtuuKHj/G984xu0tLR03H7kkUf4z//8T377298ybtw41q1bRzQaPfofgoxI+fn5mW6CiPSR6lUkPFSvIuGhepVM89vbYce2oBde8LV1M7S3Q3YUps2AE5fAJVe43njjJhy3K9RmgoK940BtbS333Xcf//RP/8QZZ5zRsf9Tn/rUgK9dXl7OlVdeyb59+w45tnnzZmpra7n22msBOO2005g3bx7PPvssl112WZdz29raeOaZZzp68LW3t3PvvffyxBNPMH78eADmzJkz4PbKyKMwWCQ8VK8i4aF6FQkP1ascS77vw949bi68DcHX5g3Q0gKeBxMnu/DurPNdb7zJ0/D0Hh1SCvaOA2+88QbxeJwzzzzzmD+27/uH3N6wYcMh5z333HPk5eV1DNPdvXs3zc3N/OEPf+DnP/85xcXFXHfddXzyk588Ju2W40dtbS25ubmZboaI9IHqVSQ8VK8i4aF6laHk11R3zoeX6o1XV+sOjq50Id5lV7sQb9osPPUgPeYU7A1Uawvs3DG0jzFhIuT0/ou6pqaGsrIysvuxxPMrr7zCggULOm4vXryYhx9+uF/NmjZtGsXFxTz44INcffXV/OUvf+GVV15h0qRJh5z75JNPcuGFFxIJutvu3buX+vp6tmzZwgsvvMCWLVu4/PLLmT59Oqecckq/2iEiIiIiIiIiA+M3N8M767uuUrtvjztYVOxWpv3IRW5+vJlVeKVlmW2wAAr2Bm7nDrL+5gtD+hDt/3g/TJ/Z6/HS0lKqq6tJJBJ9Dvfe85739GmOvcOJRqP89Kc/5fbbb+fee+9lwYIFXHDBBYwZM6bLeTU1NTz//PN89atf7diXWrjjpptuIjc3lzlz5vDRj36U559/XsGe9EtZmf4xEQkL1atIeKheRcJD9SpHw29vh21bXICXWqV2xzZIJl3Houmz4L0fCEK8OVA5Bs/zMt1s6YGCvYGaMNEFb0P8GIezePFisrOzee655zj77LOHti3dzJkzh8cff7zj9vLly7nooou6nPP0008za9YsZs7sDCenTZtGLBbr8otBvyTkaDQ3NxOLxTLdDBHpA9WrSHioXkXCQ/UqR+L7PhzY3xnirV8L72xwIxAjEZg8DarmwUc/7nrlTZyMl5WV6WZLHynYG6ic3MP2pjsWSkpKuPHGG7ntttuIxWIdq+L+/ve/B+CSSy4Z0PVbWlpoa2vr+N7zvI4ed2vXrmXq1Kn4vs8jjzxCMpnk9NNP73L/J598kuXLl3fZl5+fz3nnnce9997LHXfcwY4dO3j66ae5//4hDknluNPS0kJJSUmmmyEifaB6FQkP1atIeKhepTu/qQk2re8M8jasBXvQHawY7cK7T13jttNn4uXmZbS9MjAK9o4TX/ziFykvL+cf/uEf2LZtG2VlZSxdupSbb765x/Nffvll5s6d22Xfa6+91uNS6VVVVV2+Hz9+PH/5y18AeOKJJ3jiiSfwfZ/TTjtoNGaYAAAgAElEQVSNn/70p13uu337dt5++21+8pOfHHLdO++8k6997WssXryYsrIybr75Zg3DlX6LaJl0kdBQvYqEh+pVJDxUryOb394O27d2DfFSQ2rz8mBGFZxxDsyeA7Pm4JnyTDdZBpnXfVXTkW7JkiWLgdd/9rOfMXv27I79bW1t7Nq1i9GjR6ub8wjT1tbGvn37GDdunF57ERERERERyRj/4H43lDYV4m1aDy3BkNpJU1wvvFlzYPZcmDBJQ2qHkfXr13PdddcBnPTaa6+9MVjXVY89EQm1ffv2MXr06Ew3Q0T6QPUqEh6qV5HwUL0evzpWqU0P8g4ecAcrRrkA77Kr3XbGLA2pHaEU7IlIqKnXsUh4qF5FwkP1KhIeqtfjg9/e7obQpi9wsWOrG1Kbmwszq+D0szp65HnlFZlusgwTCvZEJNTy8vRXKZGwUL2KhIfqVSQ8VK/h5B880HVevE3robnZDamdOMXNiffR5VqlNuSS8SSJlnYSLe007WkZksdQsCcioZZaoVlEhj/Vq0h4qF5FwkP1Ovz5Lc2waUPXIO/AfnewvMKFd5dc6cK86bPxFNYeM+3xJO3NLnhLNLfT3pIk0Zz63m07jjW3kwiOt7ek36c97T7Jjvu0N7eTTHT2qN0f2Q2Hrlc6YAr2RCTUampqqKyszHQzRKQPVK8i4aF6FQkP1evw4vs+7NoJ61a74bTr18C2zZ1DamfMhg+cGSxwMQevfFSmmzysJROdQVuiqb2H0C0tmDtM0NZ1XxDQtbTjJ/owlN2D7NwssnIjZOdlkZ2XRVau22bnZhEtipI3Kpfs3AhZwb7u52XlRth+oJTf3jP4PyMFeyIiIiIiIiIiR8FvbIAN61yAt36N641XX+cOTpzsVqf9yIUuyJs05bgdUusn/Y5grSOAa2on0ZToEszFm9pJNCe6hHTuvGB/6rxgm2xLHvnBPTqCtI4wLS2IyymNkpWb2xHEZed1DeDSQ7qsvIjbnzqWl0VWTgTP8wb8M2pYbwd8jZ4o2BORUCstLc10E0Skj1SvIuGhehUJD9XrseMnk7BzG6xb0xnk7dgGvg8FhS7E++hyt505B6+wMNNN7lF7W5JEY4J4MLw0nh7AdQncEkEQ10MA131/c/sRH9fL9ojmZ5Gdn90ZxOW7bY6JUpifR1ZuVnBO6nh25/e5wf5cF7i5fREiscEJ3sJqxAd7nueNBcambk+YMKFK3ZhFwqO1tVXzioiEhOpVJDxUryLhoXodOn59neuBlxpWu2EtNDW6BS4mTYG5C2DZpS7IGzcBLxIZmnYk/aC3W4JEo9vGG4PgrWN7uGNp28ZEl3nfeuRBdn4W0fRgLQjVooVZ5I3KcfvyO3vJ9RbYZednE80Per5Fh+bnM9KN+GAPuB64PXXj4MGDI2Z+gu3bt3PhhRfy5ptv9vu+n/jEJ7jqqqv42Mc+dsixl156ib/7u7/j6aefBuDUU0/l/vvvZ/HixYec+9hjj/GHP/yBRx55pP9PQARobm6muLg4080QkT5QvYqEh+pVJDxUr4PDb2+H7Vu69sZ7d4c7WFwCVfNg+WVuO2M2Xv7hV0Fob0sGYVvQ663bNt7oer3FGxKdPeN6OTfRdPjecF6W50K3gmyiBUGYFmzzKmLB7UOPRQvSesGl9YwbrKGncmwo2IOfAP+aulFeXl4FPJq55hyd973vfRw8eJBI8BeC/Px8XnvttcPeZ9KkSUcV6h3J0qVLO0K9gfj3f/937r//fjZt2kR+fj4XXnght9xyC9nZ7m27ZcsWvvKVr7BmzRpmzJjBXXfdRVVVFQAvvvgiP/zhD1m5ciWLFy/m0Ue7vqRvvvkmt956K9u2bWPRokXcfffdjBs3bsBtlmNP/+CIhIfqVSQ8VK8i4aF6PTp+TXVngLd+LWxcCy0tJL0s4pOqiE87lfhpVxIfPZl4rLQjhIu/kSD+n++67xvbiTfEiTe209bgQry2hgSJhiP3isvKjRAtyO4I5LLzs4jmZ5NXkUP2pPxDj3UJ5roeUxA3so34YM/3/d3A7tTtJUuWZLA1A/OLX/yCk08+eVCulUgkOgK0TGlsbOQrX/kKS5Ysob6+nuuvv54HH3yQz3/+8wDceOONnH322fzqV7/iN7/5DZ///Of505/+RFZWFvn5+Vx++eXs3LmTF198sct1W1pauP766/nqV7/Kxz72Me655x5uvvlmHnvssUw8TRmg0aNHZ7oJItJHqleR8FC9ioSH6tXxfZ9Es+sJF69PhW4J4g0J2upaiW/fS3zHPuJ7LPEDdcQbk8STMeKRAuLZHyTun0O8LUJ7G7AD+EvqytuCL9czLlqQRbQw6AEXbPNG51A8taBzf3DOIb3jUtu8LCLZGpYqg2PEB3vHu+rqam666SZWrlxJJBLh3HPP5Y477iAWi7F161bOPvtsNmzYALghs9deey2/+c1vSCQS/Nd//RcrV67kzjvvZN26dRQXF3Pbbbdx7rnnArB582YuuOACtm3bxhlnnMFdd91FLBbjhRde4Fvf+hbPPffcIe1pbGzk1ltv5c9//jNTpkzhtNNO67XtF110Ucf3ubm5LFu2jP/+7/8GYMOGDWzbto2/+qu/IhaLcfXVV/PAAw/w+uuvc8opp7Bo0SIWLVrEk08+ech1X3zxRQoLC7nkkksAuOmmmzjxxBPZtWuXeu2F0P79+xk1SkvEi4SB6lUkPFSvIuFxvNRrMpF0IVy9C+ba6uMdt9vq48G+tGP1ia695BoT+IdZQDXbayUaaSOak0+0sITo5DxiFcUUlBe6QC49rEu7HUu7nZWrnnEy/CjYO84lk0muueYaTjvtNGpqarj66qv59a9/zdVXX93j+c8++yyPP/44hYWF1NbWctVVV/H1r3+diy66iNraWqztXJ75mWee4aGHHqKgoIDly5fz9NNPs3z58sO25+6776ampoaXXnqJ3bt3c8UVVzB79uw+PZdXXnmFWbNmAbBx40amT59OLBbrOD5r1iw2bNjAKaecctjrbNy4kTlz5nTcLigoYOLEiWzYsEHBXgglk31Y/lxEhgXVq0h4qF5FwmO41GsykXS95OrjQRiX6Pje9ZqL9xjMpc453DxyqWAtVpRNtCibWFGUgvF5lBZmE83ziLbWEK3bQ9TuJLp3C9H6vUQjrUTLi4jOnkL2/Coic+bCtJl4aZ8hRY4HCvYGKNHSTv3WpiF9jKIp+WTnZh3xvGuuuaZjjr1LLrmE2267jfLycs4880wAKisr+dSnPsWrr77aa7D3mc98hoqKCgCefvppZs6cycUXXwxARUVFxzGAT37yk4wfPx6AM844g7Vr1x6xjX/4wx/40Y9+RGFhITNnzmTZsmWsWbPmiPf7/e9/z6uvvsqdd94JuJ5/hd2WDi8sLKSp6civxUDuK8NPbm5uppsgIn2kehUJD9WrSHgMZr22t7bTWhcnXpegtTbuwri6VCiX3msuLbxrcEFdorH3YC67IItYUbQjnIsVZVMwPo+ytKCuM7iLdpwTK46SXZBNJKuzl5xfbWHtKrdS7brVsGkDJOIQi8H0WbBkHsz+KMyei1ce/p6MIkeiYG+A6rc28R9XHX6RioH68CNLKKsqOuJ5Dz300CFz7NXX13Pbbbfx0ksv0djYSHt7OyeddFKv1xgzZkzH93v27GHixIm9npse8uXl5XXpzdeb/fv3M3bs2I7b48aNO2Kw98ILL3DHHXfw8MMPY4wBXC+7hoaGLuc1NDSQf4SViQZ6Xxl+8vLyMt0EEekj1atIeKheRcKje736SZ94QxDM1cdpqw2Cubo4bbVxWtPDutT3wbntLT33/svOyyJW0i2YG3fkYC5aFCVacPTzyfnt7bDtHfx1q2BtEOTtDabIH1XpVqh9/xluO2U6XjR6VI8jEmYK9gaoaEo+H35kaBfcKJpy9IHTT3/6U+rq6vjjH/9IWVkZjzzyCM8++2yv56fPFzB27NiOOe0Gy6hRo9i9ezcTJkwAYNeuXYc9//XXX+emm27igQceYP78+R37Z86cyebNm4nH40SDX94bN27khhtuOGIbZs6cyeOPP95xu6mpiZ07d3YM85Vwqa6uprKyMtPNEJE+UL2KhIfqVSTzUr3n2mo7gze3TaQFdHEa9jdCS6QzqKtPQA8LsnpZHrHibGIlUWJFUXJKouRX5lI2K0qsOPUVHC+OklMcdWFeUTZZ0WOz0IPfUO9WqU31xtuwFpqbITsbps2A97zPhXhV8/Aq1BtPBBTsDVh2blafetNlSkNDA3l5eRQVFbFjxw4effTRLj3tDufDH/4w3/3ud/nd737HhRdeSE1NDdbaAQVg5513Hvfeey/33Xcfe/bs4amnnur1eqtXr+Zzn/scd9111yHz5s2aNYtJkybxwAMP8LnPfY7HH3+cWCzW0RsxmUzS1tZGPB4nmUzS0tJCdnY22dnZvPe976W+vp7f/e53XHDBBfz4xz/mxBNP1Px6IiIiIiIy6FKrtbbVxGmtjdNaE6e1ts3dDva11cZprWmjtSb1fZxEc89DW7Pzs1wIV+J6xmXlZVE8uTDY53rPpcK5WHF2R0CXnZ81rBZ+8H0f3t3RGeKtXQU73OqzlJS6AO+SK2HOfJg+Cy8nJ7MNFhmmFOwd5z7zmc9w4403snDhQmbMmME555zD66+/3qf7lpSU8PDDD3PHHXdw++23U1JSwre+9a0BBXs333wzX/va11i6dClTpkxh2bJlrF69usdzH3zwQaqrq7nxxhs79i1dupSf//znAPz4xz/mK1/5Cvfeey8zZ87kn//5n8nKcnMRvvjii1xxxRUd96uqquLSSy/l+9//Prm5uTzwwAPceuutfP3rX2fRokXcc889R/2cJLNKSkoy3QQR6SPVq0h4qF5Feub7wTDX6lQg58K4zkCurTO8S+2rjZNsO3SIayTqkVMSJVYaI6fU9aArHJ9HrCS4XRr0nEuFdEGQF+nWe66lpSUU82L6rS2wcV3nkNp1q6G+DjwPJk2FeQvh45+EqvkwdtywCiFFhjPP93voozuCLVmyZDHw+s9+9rMuq7W2tbWxa9cuRo8e3WUlVjn+tbW1sW/fPsaNG6fXfhiqr6+nqGj49poVkU6qV5HwUL3KSNHelqS1uo2W6jYX1nX7vrWmrSPEa61po60ugd9+6Gfo1Bx0HYFcSZSc0hg5JYfejgXnZOcNTg+64Vivvu/DgX1BiBcsdLF5EySTkF8As+e4AK9qHsyqwisoPPJFRUJu/fr1XHfddQAnvfbaa28M1nXVY09EQq2pqWnY/UdGRHqmehUJD9WrhFWipd0FctXxIKDrFtRVt9HSEdrFiTckDrlGVm6E3LIYOWUxcsqiFIzPw8wtdgFdaZScoEddR5BXEiUrJysDz9YZDvXqx+OwZVPXIO/gAXdw7HgX4J19vgvzJk7Gy8rcz0vkeKNgT0RERERERIalREs7LTYI5GzvvepSx3qaly47P4ucslgQ1kUpnlpA7uIycsqiwf5o2vEY2XkKnY7Er6l24d36NS7M27QO2togFoMZVXD6WS7Mmz0Xr7Qs080VOa4p2BORUBs9enSmmyAifaR6FQkP1asMpURzOy0HW2k56AI5t+1+u43mg60kGg8N6qKF2eSURTuCuJIZhYxOC+ZSQV3q+0z2pjsWhrpe/WQStm91PfFS8+PtftcdLK9wAd6V18GceTB1Bl40OqTtEZGuFOyJSKgdPHiwzys9i0hmqV5FwkP1Kv3h+z6Jpva0YK61M6BL/z7Ydu9V50Ugx8TINTFyTQ4F4/MoX1BCbnmwrzyHXON62+WUxsiKRXppycg02PXascjFmlVupdp1q6CxESIRmDYTlrzHhXlV8/FG6Y8AIpmmYE9EQq29/dC/4orI8KR6FQkP1asAJONJ13PuQKv72t9Ky37Xk86FdkFPO9tGe0vXVV+9bI/cslhHOFc0OZ9RJ5alhXWdoV2sJEokSyugHq2B1qtfbV2At3YVrF0J72yE9nYoKIDZ82DZZTBnPsycjZebN0itFpHBomBPREItJycn000QkT5SvYqEh+r1+Nbe2k7zgbbOsC7Ypva1BEFea00c0haA9SK43nPlMfIqciieVsDok8vSgroc8srd97HiKF5EYd2x0J969X0fdm53Id6alW6bGlY7uhLmLIAPneuCvElTtMiFSAgo2BORUCsoKMh0E0Skj1SvIuGheg2neGOiI5hr2t9Ky4G2ILALvg8Cu3h915VgI1GPvIoccityyKvIYdSiUnJHue/zKmId+3PKYupZNwwdrl79eBtsXJ/WI28V1Ne5YbVTpsNJp7gQb84CvIpRx7DVIjJYFOz1UyJx6HLocnzTaz68WWuprKzMdDNEpA9UryLhoXodXpLtPi22lea9rTTta6V5XwtN+1O3W1x4t6/1kLnrsvOyyK2IBQFdDiUzCskbFdwOgrvcihxixdl4ngK7sEqvV7+u1i1ukeqNt3E9JOKQm+uG1Z6/DOYugFlz8PLzM9xyERkMCvb6KBKJEIlEsNZmuimSAanXX0RERERkMCWa22ne30JTKrTb30LzvrQAb5+bz85v7xwTG4l65I3OJX9UDnmjczBzil1QN6prD7togT7uHc9834fdu8h9+QX8XTtcmLdzuztoKmDufDjtdBfkTZmuYbUixyn9pu+j7Oxsxo0bRzKZPPLJctyJRCJkZ6tchqPi4uJMN0FE+kj1KhIeqteB832fttp4ENi1uN51PYR23YfFRouyya/MJW9UDiXTCxmztJz80bnkjc7p2OaURtXDbgTy43HYvLFzSO2aVVBbTZHnwaSpMH8RXHKFmydvdKXeIyIjhJKKflCwIzL8aNU+kfBQvYqEh+r1yBIt7TTtbaFpj/tqDLZNezu/T18p1otAbkUO+aNzyBuVS+XJhrzg+/zROeRXuu+z89SrShy/oQHWr+5c6GLDOmhrhVgOzKqCsz8CcxfQNGEyhZVjMt1cEckQJVUiEmqNjY0UFhZmuhki0geqV5HwGOn1mmz3aTnQ2hnWpYK7tCCvtSbe5T65FTEKxuSSX5nLuPdVkF+ZS8FYdztvdA65JkYkW1O7SO/8/Xth9duuJ97aVbB9C/g+lJS5BS6u+LTbTpuJF4123K9x715GbrWKiII9EREREREZUeINCRp3N9O4q+eeds37W7vMaZddkEXB2DzyK3Mon1fMxA+NJn9MLvljcikYk0ve6FyyYgrtpO9834cd22DN27B6peuRt3+vOzhhkpsX76KL3bDaseM0rFZEeqVgT0RCbdSoUZlugoj0kepVJDzCXq/xhgQNu5o7w7tdwXZ3M427W2ir7extF8n2yKt0AV3h+DxGLy5zPe/G5JA/xoV5saLoYR5N5Mj89nY3P96qt12Yt2Yl1NdBJALTZsJ73w9zF8LcBXglpf26dtjrVUQGRsGeiIRadXU15eXlmW6GiPSB6lUkPIZ7vR42uNvVTFtd54IUkViEgrG5FIzNw8wtZuKHKykYl0vh2Dzyx+WSV56DF1FvKBlcfmsLrF/b2SNv/WpoaYFYDGbPhY9c6IK8qnl4eXkDeqzhXq8iMrQU7IlIqCUSiSOfJCLDgupVJDwyXa+J5nYadzVTv7NpQMFdwbg8cstjCu5kyPn1dW5evNVBb7x3NkAiAQWFbljtpVfBvIUwfVaX+fEGQ6brVUQyS8GeiIRaLBbLdBNEpI9UryLhMdT16vs+LbaNhp3NwVcTDe+67xt3NtF8oK3j3EgsQsE4F9yVzytm0lmVFIzLc2HeuDxyjYI7Ofb8A/uDEC8I8rZtcQfKK1xPvDPOcttJU/AiQzv/ov59FRnZFOyJSKgVFRVlugki0keqV5HwGIx6bY8nadrdTP2OZhrfDXrfvdt5O9Hc3nFujolROD6Pwgl5VJ5cRuGEfHd7Yp6GykrG+b4P7+5wAd7qt9zQ2n173MHxE11PvGWXuiCvcswxX+hC/76KjGwK9kQk1A4ePEhlZWWmmyEifaB6FQmPvtZrvClB/fYmGrY3Ub8zCPB2uACvaW8LftKd52V7FIzNpXB8PqNOLGXqBWNdeDchj8LxeUQL9LFEhg+/vR22bApWq30b1qyC2mq30MXU6fCe98G8BTBnAV6ZyXRz9e+ryAg34v8F9TxvLDA2dXvChAlV+qUoIiIiIuIkWtpp2NFE/fYm6lPb4KslbchstDDbBXUT8ymfX9IR2hVOzCd/dA6R7KEdjihytPzWVti4tjPIW7campshGoVZc+Cc8908eVXz8PILMt1cEZEuRnywB1wP3J66ob92iISLhh6IhIfqVWT4ao8nadzZ3BHeVb9Ty+pdO6nf0UTTnpaO87ILsiiamE/RpHxGn1TW8X3RpHxiJdFjPgRR5Gj4TU3BQhdvuXnyNq6HRBwKCmDOfLj4ChfkzZyNFx3+89fp31eRkU3BHvwE+NfUjfLy8irg0cw1R0T6w/f9TDdBRPpI9SqSWX7Sp3F3C3VbG2nY0UTdNtfrrmFHE427mjuGzWblRigYn0vJlEImnzeGoon5FE/Op3BSvluoQuGdhIzf0OB64q0Kgrx3NkAyCaVlbn68T/+VG1o7aSpeVlamm9tv+vdVZGQb8cGe7/u7gd2p20uWLMlga0SkvxoaGigo0JAIkTBQvYocG4nmduq2NVK3tZH6LU3UbQ2+395Ee6tL7yJRj8IJrqfdhDNGd/S6K5qUT96oHPbt36dRLBJafl1tEOK9Bavehq3vgO9DxSiYdwKcfb4L9MZPPC6Cav37KjKyjfhgT0REREQkbHzfp+VgW0doVxcEePVbG2nc3Tl0Nrc8RvGUAioWljD1Y+MonlJA8ZQC8sfkEskKf6AhAuDbg0GIF3zt2OYOVI6F+SfAxz7uAr0MrFgrIjLUFOyJSKhVVFRkugki0keqV5H+S8aTNOxs7gzw0kK8eEMCAC/Lo3BiHsVTCph0zpggvMuneEoBseLoUT2u6lWGM3//XtcTLxXm7drpDoyf6HriXXw5zDsBb9TozDb0GFG9ioxsCvZEJNRqa2sxxmS6GSLSB6pXkd6lArzazQ3UvtNA7TuN1G5uoH5bE8mEmz8rWpjtQrup+Uw4Y1RH77uCCXlkRQd3xVnVqwwXvu/Dnl2d8+Otegv27XEHJ0+FRSfBFZ92QV7ZyHzPql5FRjYFeyISavF4PNNNEJE+Ur2KQDIRBHjvNFC7ubFjW7+1sSPAyymNUjK9kFGLy5jxiYmUTCugeGoBueXHbuEK1atkiu/78O4OWLWiM8g7eAA8D6bOgFNPc73y5i3EKy7JdHOHBdWryMimYE9EQi0aPbohRiJy7KleZSRJtvs07Gyi9p1G6jZ3hnh1WxtJxl2AFyuJUjKtgFGLSpmxfDwl0wspmV5IrolluPWqVzl2/GQStm/tnB9v9dtQWw2RCMyYBR84082TN2cBXmFhpps7LKleRUY2BXsiEmolJfpLrUhYqF7leNVS3UbNhnpqNjYEX/XUbm4k2eZWoI0WZVMyvZDyBSVMu2g8JdMKXIB3DHvg9ZfqVYaK397uVqlNBXlrVkJ9HWRnw8wqOPsjrkde1Xy8/PxMNzcUVK8iI5uCPREJtQMHDlBZWZnpZohIH6heJeza25LUbW3sGuJtqqflQBsAWTkRSqYXUja7iCnnj6V0RiHF0wrIq8gZtgFeb1SvMlg6gryVK9zX6rehqRFiMZg9F85fFgR5c/FycjPd3FBSvYqMbAr2RERERETS+L5P8/7Wjt53qRCvbmsjfjAPXsH4PEpnFjJ92XhKZxZROrOQwgn5RLLCFeCJDDY/mYStm2Hlm51BXmODC/LmzIdll7qhtbOq8KKZH3YuIhJ2CvZEJNQKNdeKSGioXmU4ao8nqdvcSPW6OqrTeuK11brJ6LMLsiidWcSoE0uZeckEF+JNLyRaeHz/N1r1Kn3lJ5OwbXPXHnkN9RCNQtV8uPATsOBEBXlDSPUqMrId3/8jEZHjXtiGNomMZKpXybREczvVG+qpXldP9fo6qtfVU/tOg1vMwoOiSfmUzipi9uWTKJ1ZSOnMIgrG5o7I9+5IfM7SNx2LXax8E1a+BavfCubIi0LVXPjox2HBCTBrLl5MQd6xoHoVGdkU7IlIqNXX15OviZVFQkH1KsdSa00b1etTIZ7b1m1rBB8i2R4lM9xceNM+No6yqmJKZxUSzdd/jVNUr5Li+34Q5K2AVSvcghd1tS7Imz0Hzr8o6JE3By8nJ9PNHZFUryIjm/73IiIiIiKhlZoPr3ptPXZdXUeI17SnBYDsvCxKZxVS+R5D1VWTKasqomR6IVnRSIZbLjI8+b4PO7a5EO/tFa5HXm2NW7V21hw472Mwf5EWuxARGSYU7IlIqJWXl2e6CSLSR6pXGQwt1W3Y1bXYNXUcXF2HXVvXsSptrDRK2ewiJp1dSVlVEaaqmMKJWtDiaKheRw7f9+HdHfD2my7MW/kW1FZDVhbMrIJzLnBB3px5CvKGKdWryMimYE9EQq2+vp6ysrJMN0NE+kD1Kv3VVh/HrnHhnV3tgrxUT7xYSRQzp5jpF47HzC2mrKqI/DEjcz68oaB6PX51BHmrVnQueFGTFuSddZ4bWjtnHl5uXqabK32gehUZ2RTsiUiotbW1ZboJItJHqlc5nERzO9Xr6ji4ps6FeavrqN/eBEB2fhZmTjGTzqqkfF4xZm4xBePzFOINIdXr8cP3fdizy/XIW/mmmyPPHoRIBGbMhjPPc4tdzFmAl6cgL4xUryIjm4I9EQm17Gz9GhMJC9WrpCTbfeq2NHJwZQ0HVtZycFUddZsb8JOQlROhbHYRY99bzrzPTsXMLaZ4SgFeRCHesaR6DTf/4H4X5KW+9u91Qd70WXD6WbBgkQvytODCcUH1KjKy6TeAiISahh2IhIfqdeRqqW7j4MpaDq6sdUHe6loSje14ESiZWUTFwhJmf3IiZl4JJVMLiOc2Lw4AACAASURBVGhhi4xTvYaLX1frhtS+/YYL8t7d4Q5MmQZL3w8LT4R5C/EKCjPbUBkSqleRkU3BnoiE2v79+6msrMx0M0SkD1SvI0N7PEnNxnoOvh2EeCtradjZDEBueYyKhSXM+8xUKhaUUDanmGi+/js6HKlehze/qRFWv93ZI2/LJndg3AQX4l3+aViwCK+kNLMNlWNC9Soysul/UiIiIiJy1Jr2tnQEeAdW1lK9to721iSRbI+yqmLGvX8UFQtLKF9QQsFYLW4hcjT81lZYt9rNkff2m7BhLSSTUDEKFi6GCz8BC07EGzU6000VEZFjTMGeiIRaQUFBppsgIn2keg2/ZLtP7TsNHFhRw/63atj/Zk3HKrUFY3MpX1DCxDNnuN54s4vIysnKcIvlaKleM8tPJGDTehfivfUGrFsF8TgUl7geeR862wV6Y8crLBfVq8gIp2BPREItK0sfGkXCQvUaPonmduyaWva/WcP+FTUceLuWeEMCL9vDVBUz8cOjGXVCKRULS8kblZPp5sogUr0eW34yCVs3uxBv5RtumG1zM+QXwPwT4KrPuUBv8lS8iOaglK5UryIjm4I9EQm1uro68vLyMt0MEekD1evw11Ld5nrjrXC98arX1ZFM+EQLs6lYWMKcqyZTsaiU8nklZOfpg+TxTPU6tHzfdwtcpBa7WLkC6usgFoM5C+ATl8MJi2H6LDyFNnIEqleRkU3BnoiIiMgI1bCrmX2vV7P/jWr2r6ihflsTAPljchm1qJSpF4ylYlEpJdMLiWRpuJ/IQPj79nQudvH2m2APQFYWzJoD51/keuTNnosXjWW6qSIiEiIK9kQk1IwxmW6CiPSR6jWzfN+n8d1m9r5Wzb43qtn3WnXH/HglMwoZc4ph/vXTGHVCKQVj1fNjpFO9DpxfV+t64r31Oqx4HfbsAs+D6TPhg2e6OfLmLsBTTysZINWryMimYE9EQq2xsZHS0tJMN0NE+kD1emz5vk/Djmb2vW7Z93oN+163NO1tBQ/KZhcx8UOjGb2kjFEnlpFTEs10c2WYUb32n9/aCmtXuSDvrdfhnY3g+zB+Iiw+GU44CeafgFdUnOmmynFG9SoysinYE5FQa21tzXQTRKSPVK9Dy/d96rc3sS+tR17z/la8SBDknVVJ5UmGUSeWEitWkCeHp3o9Mr+9HTZv6gzy1qx0K9eWlrkQ7/xlsHAx3qjRmW6qHOdUryIj24gP9jzPGwuMTd2eMGFCVWVlZQZbJCL9oVXARMJD9Tr4GnY1s/dV675es7QcaHNB3pxiJp87xvXIW1RKrEhBnvSP6vVQvu/D7l2dQd7bb0JDPeTmwvxFbuXaRSfBpCl4nuaklGNH9Soyso34YA+4Hrg9dePgwYMo2BMJj/Ly8kw3QUT6SPU6cK3Vbez9H8ueIMxr2NkMHpi5xUw9f5wL8k4oJVqo/+LJwKheHb+m2gV4qTBv316IRGD2XLhguQvyZlbhRRWeS+aoXkVGNv2vD34C/GvqRnl5eRXwaOaaIyL9sW/fPoXxIiGheu2/RHM7+96oZu+rLsyrWV8PQNGUfMa+t4LKUwyVS8o0tFYG3UitV7+lGVav7AzytrzjDkyaAu85zQV58xbi5RdktJ0i6UZqvYqIM+KDPd/3dwO7U7eXLFmSwdaIiIjISJaMJzm4po69rxxkz6uWg2/Xkkz45I3KofIUw+xPTWLMKYb8ytxMN1XkuOC3t8PG9Z1B3rrVkEhAeYWbJ++iS+GExfx/9u47PK6zTP/491XvvVi23OQa9yL3bqdTAqEFCAQCaRBICGUh1IWlLQssHRJ+hARCNvQUIN29995tucnqvY9m3t8fR05MYieyLOnMmXN/rkuXmRnNzJPD3GdmHr3FZGlElIiIhCffN/ZExNuSkpLcLkFEukl5vbCm0lbOrquibL3TzOtsDhKbEkP+jEym3jea/JlZpA1P1ppd0q8iNa/WWjhzCnZ0NfJ274CWZkhKholT4NaPOaPyBg1W5sQzIjWvItI9auyJiKfFak0bEc9QXh3npteeXVfF2fXVNJa0YKINORPTueKWYRTMziZzbCpRMVFulyo+Fkl5tbU1rzTydm6F6iqIiYGx4+Ht73FG5o0ag9EGBOJRkZRXEbl0auyJiKfV19eTkKApaSJe4Ne8WmtpONZMadeovIptdYQ6QiQNSKBgbjaTPz6S/JlZ2rlWwoqX82rb22Hfbtixxfk5t07e8BGwYKnTyBs/EZOQ6G6hIr3Ey3kVkcunxp6IiIhIL+toCFC2sYaz66s4u66a1op2ouOjyJueyeRPjGTg3BxShyVpqp9IL7DWwonjsH0L7NgMe3dBRwdkZsGU4pdH5ZnMLLdLFRER6XVq7ImIp2VmZrpdgoh0UyTn9dyovDOrqyhdXUnVzjpsCNKKkhlyVT4Fc3PInZpBTIKm+ok3hHtebW2NM612+xbn35pqiIuD8ZPh5o84Db2hw9U8F18I97yKSN9SY09EPK21tZW4uDi3yxCRboi0vAbbg5RvqaV0jdPMay5tIzohigGzsin+whUUzM0muUBT/cSbwi2vtqMD9u92Gnnbt8DxI84Nw0fAoith6gwYNxETRjWL9Jdwy6uI9C819kTE09ra2khPT3e7DBHphkjIa0tlG6WrqyhdXUXZxmqCbSGSCxIYuCCXgQtyyC/OJDpeo/LE+9zOq7UWTpW80sjbsxM62iEjE6YWw9veDVM0vVYE3M+riLhLjT0R8bSoKO0aKeIVXsyrDVlq9jVwZnUlpaurqD3QiImCnEkZTLi9iEELckkrStZ0P4k4buTV1tW+Mr12x1aoqeqaXjsJ3n+r09DT9FqR1/Di+6uI9B419kTE03Jzc90uQUS6ySt5DQZCVGyp5fSKCs6sqKS1sp24tBgK5uYw9gNDKZiTTXyGpjxJZOuPvNpAB+zb4+xcu30LHDvs3DCsCBYtc9bJGzcREx/f57WIeJlX3l9FpG+osScinlZeXk5+fr7bZYhIN4RzXgNNnZxdV8XpFZWUrqki0NRJ8sAEhlydT+HiXHImZxAVoxER4h99kVdneu2JrhF5XdNr29uc6bVTiuGGdzq712Zl9+rzikS6cH5/FZG+p8aeiIiI+FJrVTtnVlZyekUF5ZtqCAUsmWNTGXvzEAYtziNjVIqm/IlcJtvU5Eyv3bbJ+amugthYZ/fa933IaegNK1LWREREekiNPRHxtMRE7Tgp4hXhkNeGE82cXl7JmRUVVO2ux0QZcqdmMOXe0RQuyiV5oPs1ioSDnubVhkJw9PArjbyD+yAUgsFDYf4SZ5288ZM1vVakF4XD+6uIuEeNPRHxtHh9MRDxDLfyWn+siVMvVnDy+XLqjzQRnRBFwZwcZv/neAbOz9F6eSIXcCl5tbU1ztTabZucabYN9ZCUDJOnwV2fgmkzMLmaJijSV/R5WMTf1NgTEU+rq6vTmiIiHtGfea0/2sTJF8o59UI59UebiUmOZtDCXCbeOYKCOdnEJEb3Sx0iXvV6ebWdnc5IvHOj8o52bXoxcjRc+xaYNhNGX4GJ0VcNkf6gz8Mi/qZ3WxEREfE8ay31R5s59Xw5J18op+F4M7EpMQxamMuku0dSMDub6Hg180R6ylaUwbbNzs+ubdDSDGnpMHUGvPVdMLUYk5HpdpkiIiK+o8aeiHhaRkaG2yWISDf1dl6ttdQdbuLUC04zr7GkxWnmLc5lyj2jGDA7m+g47WQr0hMZiYnY7Zu7RuVtdnazjYqCsePhxpucht6IUZgoZUzEbfo8LOJvauyJiKe1tbVpXRERj+itvDYcb+bEM2WceK6MxhMtxKbGULg4j2n3jSZ/ppp5Ij1hrYUzp15u5MXu3gGBDsjJdabWvv/DMGk6JiXF7VJF5FX0eVjE39TYExFPa2trIz093e0yRKQbLievzWVtnHyujBPPlFF7oJHYlBgKl+Qx7TNjyJ+ZRXSsmnkil8q2tDjTard1jcyrKIOYWBg/iaa3vZvURUth8DCMMW6XKiKvQ5+HRfxNjT0R8TR92RDxjkvNa3ttBydfLOfEv8qo3F5HdHwUAxfkMP6jRQycpzXzRC6VtRZOlsCWDbB1I+zfA8EgDCyEmXOckXkTJmMSEmmrqCAtL8/tkkWkG/R5WMTf1NgTEU/L05cOEc/oTl4DzZ2cXlHJiWfOUraxBiwMmJXF7K+Pp3BxHrEp+ugicilsayvs3Oo08rZuhKpKiE+ASVPhtrth6gxMwaDX3E/vryLeobyK+Js+HYuIp1VUVOjDjIhHXCyvoc4QZ9dXU/L0Wc6sriTYFiJ3SgbTPzOGwVflk5AZ50K1It708lp5WzfClo2wdxd0BpxReXMWQvEsGD8ZE/f6udL7q4h3KK8i/qbGnoh4mrXW7RJEpJvOz6u1lrpDTRx/upSSf5XRXtNB+sgUJtw+gqHX5JNckOhipSLeYtvbYPcO2LrJaeiVlUJsLEycCrfeCdNmYQa+dlTe6z6m3l9FPEN5FfE3NfZExNMSEhLcLkFEuikhIYHWynZK/nWW40+fpf5IE/FZcQy7bgDD3zyQjNEpWidIpJtsWakzIm/rRti9HTo6IG+AMyJv+iyYNBUT3/P3SL2/iniH8irib2rsiYin6YOMSPjrbAtyekUFx548Q8WmWkxMFIWLcpn8iZEUzM4mSjvairwhG+iAvbth6wanoXfmFMTEwPhJcPNHnGZe4ZBea47r/VXEO5RXEX8Lu8aeMebjwGeBAcBO4BPW2k2v8/v3AncBQ4Aq4M/AF6y1bf1Qroi4rK6ujvz8fLfLEJFXsdZSub2O40+XcuqFCgJNnaSPS6L4/isYclU+camxbpcoEvZsZfkra+Xt2gZtbZCd4zTxbrkdJk3DJCX1yXPr/VXEO5RXEX8Lq8aeMeY9wA+AO4GNwL3As8aYMdbaigv8/vuA7wC3AuuA0cBvAQvc109li4iISJfWqnaOP32WY0+cofFEC8mDEhnzviEMe1MBLXGN+uIh8jpsZycc2PPKFNsTxyEqCsZOgHd/wGnoDSvSlHURERF5WVg19nCacQ9aax8CMMbcCbwJp3H3nQv8/lxgrbX2D12XS4wxjwGz+qNYEXFfRkaG2yWI+F6oM8TZddUce+IMZ1ZVYaINg5flMeP+K8ibnomJcpoQce3RLlcqEn5sbQ1s2wSbN8COLdDSDBmZThPvPR+EKcWYlJR+r0vvryLeobyK+FvYNPaMMXHAdODb566z1oaMMS8Acy5yt3XAzcaYmdbaTcaYIuB64Hev8zwFQMHFbi8sLByr0QQi3tHe3k58fLzbZYj4UuOpFo49Ucrxp0pprWwnc2wq0z4zhmHXDSAu7bVTbZVXka7dK48dgc3rYcsGOHzAuWHUWHjbu53NL4pGYaLcXXtSeRXxDuVVxN/CprEH5ADRQPmrri8Hxl7oDtbaPxhjcoA1xpmTEAP80lr7rdd5njuAr17sxurqavLz86mpqaG8vJzc3Fxqa2vp7OwkLi6O1NRUqqurAUhNTcVaS1NTk/MfkJNDfX09gUCA2NhY0tPTqaqqAiAlxdnpr7GxEYDs7GwaGxvp6OggJiaGzMxMKisrAUhOTiY6OpqGhgYAsrKyaG5upr29nejoaLKzs6mocGYmJyUlERsbS319PQCZmZm0trbS1tZGVFQUubm5VFRUYK0lMTGR+Ph46urqAOcvO+3t7bS2tmKMIS8vj8rKSkKhEAkJCSQmJlJbWwtAeno6gUCAlpYWAPLz86mqqiIYDBIfH09ycjI1NTUApKWlEQwGaW5uBrikY3j+717oGAIXPN6vPoa9ebxzcnIoLy939Xjn5eVRXV3d68c7XF+z5473hY5hW1sbbW1tLx/D+vp6WltbSUhIICEh4YLH+9xrVsdb5widIy7/NVt+poLKtfWUv1BP9fYGYpKjyF+SyRXvnkjMIOjo6KAx0EBm6LXHsK6ujtbW1n49R5w73jpH6Bzh6jni5EniDuwhed8uYnZswdRUE0pMhCnFtC/5JE1jxmPSM1453pWVrp8jmpubCQaDnnzN6hyhc4TnzhGX+TniXGPPC58jwuE1q3OEzhFunSPO1djbjLW2Tx74UhljBgJngLnW2vXnXf/fwCJr7Wum1xpjFgP/B3wJZ02+kcCPcKbzfuMiz9OdEXuPPvjgg4wZM+Yy/otEpD+Ul5drzS6RflB/rIkjfz7N8X+cJdDYSV5xJkU3DGLwsjxiEro3xVZ5FT+xleXO9Not62HXdujogIJBMHMOFM+BcRMxseG7iYzyKuIdyquINxw8eJDbbrsNYPqWLVu29dbjhtOIvSogCLz6jJQPlF3kPt8Afmet/XXX5d3GmGTgAWPMN621oVffwVp7Fjh7sSKKi4svuXARcY8+xIj0nWAgxOmXKjjy59NUbK0lPiuOke8sZMQNg0gdcuk7cSqvEslsMOhMq9283vkpOQbR0TBuEtz8EZgxBzNosNtldpvyKuIdyquIv4VNY89a22GM2QosA/4OYIyJ6rr804vcLQl4dfMu2PWvtgsT8YHKykpyc3PdLkMkojSXtnLkr2c4+vcztNd0kDstg7nfnkjh0jyiY3u+7pfyKpHGNjfB9s1OI2/rJmioh7R0Z+OLd38AphZjkvt/44veoLyKeIfyKuJvYdPY6/ID4GFjzBZgE3AvkAyc2yX3EeCMtfYLXb//FHCfMWY7r0zF/QbwlLU2+OoHF5HIEwq9ZmCuiPRAKGgpW1/F4T+dpnRNFbHJMQx7UwGj3llI+ojeaUworxIJ7JlTXaPyNsC+XRAMwrAiuObNMGMOjBqLifb+DtDKq4h3KK8i/hZWjT1r7ePGmFzg68AAYAdwrbX23IYaQ/j3EXr/BdiufwcBlTjNvi/2W9Ei4qqEhAS3SxDxtLaaDo49cYYjfzlNc2kbmWNTmfHFKxh67QBik3r3Y4LyKl5kAwHYt9tZK2/zBig9DbGxMHka3PYJmDEbkxt50+CUVxHvUF5F/C2sGnsA1tqfcpGpt9baxa+63An8Z9ePiPhQYmKi2yWIeFL1vnoO/eEUJ58rw0Qbhlydz8hvDyZ7QhrORvO9T3kVr7AN9bB1I2xaB9u3QEszZOXAjNlw610waSomIbJfz8qriHcoryL+FnaNPRGRS1FbW6sFg0W6KRQIceqlCg49dpKqXfUkD0xg0t0jKbphEPHpfb87p/Iq4cyWnoaN62DTWti/B0IhGD0W3v4eZ4rt8BF91vQOR8qriHcoryL+psaeiIhIhGur7eDoX89w+E+naK1oJ684kwU/mMzABblERfunUSFyPhsMwsF9zqi8Tevg9EmIi4MpxfCx+5xdbDOz3C5TRERE5HWpsScinpaenu52CSJhq/ZQI4ceO0nJv8owBoZdX8DomwaTMSrVlXqUV3GbbW2FHVucRt7m9c4utumZMHMO3HI7TJmOiddaVaC8iniJ8irib2rsiYinBQIBLRgscp5Q0HJmZSWHHjtJxdZakvLjmXhHESPePoj4jDhXa1NexQ22uspp4m1aCzu3QSAAg4fC1W+CmfNg9FhMVJTbZYYd5VXEO5RXEX9TY09EPK2lpYXUVHdGH4mEk87WIMefKuXA70/QdLqVnCkZzPvuJAqX5BIVEx5NC+VV+oO1FkqOvTLF9vABiIqC8ZPgg7fBjLmYgYPcLjPsKa8i3qG8ivibGnsiIiIe1lbTwaHHT3L4T6cJNAQYfGU+c789kezxmpYj/mEDAdi7yxmVt2kdVJRDYhJMnwlvuRGmz8KkprldpoiIiEivU2NPRDwtLy/P7RJEXNFQ0syB35/g+NNniYo2FL1tEGPeN4SUQYlul3ZRyqv0JtvUBFs3Oo28bRuhuRly82HmXOdnwmRMbN/v9hyplFcR71BeRfxNjT0R8bTq6mpycnLcLkOkX1hrqdxex4HfneDMykoScuKYcHsRI99RSHx6+DcwlFe5XLbs7Cuj8vbugmAQRo6GG94Fs+bBsBEYo52ee4PyKuIdyquIv6mxJyKeFgwG3S5BpM/ZkOX08gr2P1xC9Z4G0oqSmfXVcQy9roDouPBYP687lFe5VNZaOH4UNqyBDaudtfNiYmHyNLj9kzBjDiYn1+0yI5LyKuIdyquIv6mxJyKeFh8f73YJIn0mFAhx4tky9v2mhIaSZvKKM1n04ykUzM3BRHlvVJLyKt1hg0HYvxs2rHUaehVlkJwMxXPgpg/ClBmYpCS3y4x4yquIdyivIv6mxp6IeFpycrLbJYj0us62IMefLGX/wyU0n21j0KJcZn1tHDmTMtwu7bIor3Ixtr0ddmxxGnmb10NDPWTlwOx5MHuBs15ejD629iflVcQ7lFcRf9MnJBHxtJqaGvLz890uQ6RXBJo7Ofyn0xx89ATttR0MuWYAC/93GBmjUt0urVcor3I+29gAWzY4zbxtm6G9DQYPhavfBLPnw8gxmCjvTDWPNMqriHcoryL+psaeiIiIy9rrOjj02CkO/t9Jgq1Bhr9lIFfcMozUIZpuKJHFVlU6jbyNa2D3DgiFYMw4Z4rtrHmYwiFulygiIiLiKWrsiYinpaWluV2CSI+1VrWz/5ESjv7lDNZaRr6jkLE3DyUpP8Ht0vqE8uo/1lo4daJr84s1cOQgREfDpKlwxz0wcy4mWzs5hiPlVcQ7lFcRf1NjT0Q8TbuAiRe1VrWz/+ESjvz5NFGxUYx5/xDGvHcI8ZlxbpfWp5RXf7ChEBzaD+tXw8a1UHoaEhNh2ky44V0wfRYmJcXtMuUNKK8i3qG8ivibGnsi4mnNzc2k6AuieERr9XkNvZgorvjQMMa8bwhxqbFul9YvlNfIZQMdsGsHbOhq5tXVQnoGzJoHH/04TJqGiYvsxnWkUV5FvEN5FfE3NfZERET6WGt1OwceOcHhP51yGnofHMaY9/unoSeRyba1OpterF8FmzdASzMMGAiLr3I2vxgzDhMd7XaZIiIiIhFNjT0R8bTc3Fy3SxC5qLaaDvY/XMLhP53CRBvGfmAoY98/lLg0fzb0lFfvs81Nzk6261bB1k3Q0Q7DipwptrPnw7AijDFulym9QHkV8Q7lVcTf1NgTEU+rra0lOzvb7TJE/k1bbVdD749dDb2bhzLm/UOJT/dnQ+8c5dWbbEO9M712/SrYsQ06AzBqLLz3FpizADOw0O0SpQ8oryLeobyK+JsaeyLiaZ2dnW6XIPKyjsYAB353goOPngQDY98/lDE3q6F3jvLqHbam2lkvb90q2LMTrIUrJsKHbneaebn5bpcofUx5FfEO5VXE39TYExFPi9Ni7BIGOtuCHH78FPt+W0KwLcjom4ZwxS1Dic/Q6/N8ymt4s+Vlzqi8davg4D6IioKJU+HOe2DWfExmltslSj9SXkW8Q3kV8Tc19kTE01JTU90uQXwsFAhx7IlS9jx4jLbaDka8bRDjbxtOUm6C26WFJeU1/NjTJ51G3vpVcPQwxMbC1Bnwyc/BzLmY1DS3SxSXKK8i3qG8ivibGnsi4mnV1dXk52tKmPQvG7KceK6M3b84StPpVoZeO4CJd44gdXCS26WFNeXVfdZaKDna1cxbDSdLICEBps+CG2+C6bMxSXodi/Iq4iXKq4i/+b6xZ4wpAArOXS4sLByrk6KIiFyItZbSNVXs+tkR6g41MWhhDvO/N5nM0fpLuYQvay0c2v9KM6+sFJKTYeZcuPkjMHUGJj7e7TJFREREpAd839gD7gC+eu6C/toh4i2aeiD9pXpvPdt/eIjKbXXkTc/kyodmkDs5w+2yPEV57T82FHKaeWtXwNpVUFUB6Rkwax7ccQ9MmoqJ1aYucnHKq4h3KK8i/qbGHvwKePLchezs7LHAo+6VIyKXwlrrdgkS4ZpKW9n10yOceKaM9JEpLPrJVArmZmOMcbs0z1Fe+5YNhZxNL9auhHUroaoSMrNgzkKYtwjGTcRER7tdpniE8iriHcqriL/5vrFnrT0LnD13ubi42MVqRORSNTU1kZyc7HYZEoE6GgLs/X/HOfR/J4nPiGPmV8Yx/C0DiYpWQ6+nlNfe93Izb80KZwOM85t58xfDFRPUzJMeUV5FvEN5FfE33zf2REREzhfsCHH4j6fY++tjhDot4z9axNibhxKTqOaIhAcbCsGBva+MzKuugqzsV0bmqZknIiIi4htq7ImIp+Xk5LhdgkQIay0nnytn50+P0FLWxoi3D2LCHUUkZmtTgd6ivPbcK828Fc4mGOeaeXMXwrzFTjMvKsrtMiWCKK8i3qG8ivibGnsi4mn19fVkZWW5XYZ4XPWeerZ+7yDVu+sZtDCHRT+aQnpRittlRRzl9dK83MxbsxzWrYaaKsjKgbkLYP4SGDtezTzpM8qriHcoryL+psaeiHhaIBBwuwTxsJbKNnb+5AglT58lY0wqSx+YTn6xPhj3FeX1jdlQCPbv6RqZd14zb17XyDw186SfKK8i3qG8ivibGnsi4mmxsbFulyAeFGwPcuDRk+z7f8eJjo9ixpeuoOiGQdoYo48prxf2cjPv3AYYNdWQneOslzdvkZp54grlVcQ7lFcRf1NjT0Q8LT093e0SxEOstZxeXsn2Hx6ipbyN0TcNZsJtRcSl6gNxf1BeX2GthUP7YfVyp6FXU9XVzFvs7GY7ZpyaeeIq5VXEO5RXEX9TY09EPK2qqor8/Hy3yxAPqDvcyLb/OUT55hoGzs9h8U+mkjYs2e2yfMXvebXWwrEjzpp5q5dDRRlkZjmNPE2zlTDj97yKeInyKuJvauyJiEhEa6/rYNcvjnL0L6dJGZLEoh9PYeD8XLfLEh+xJ0tg9UvOyLwzpyA1zZliu2ApjJuIiY52u0QRERER8Sg19kTE01JStHOpXJgNWY49WcqOHx/Gdlqm3DuaUe8ZTHSsRkS5xU95taVnukbmvQQnjkNyMsxeALfdDZOmYWL0EUzCm5/yKuJ1yquIv+lTpYh4mjHa7EBeq/ZgI1u+/RR21gAAIABJREFUvZ+qXfUMu76AKfeOIjEn3u2yfC/S82ory51ReatfgiOHICEBZs6Fmz8C02ZgYuPcLlGk2yI9ryKRRHkV8Tc19kTE0xobG0lKSnK7DAkTHY0Bdv/iKIf/eIq04ckse3A6edOz3C5LukRiXm1NNaxd4ayZd2AvxMVB8Wy48b0wYzYmPsHtEkV6JBLzKhKplFcRf1NjT0REPM9aS8k/y9jxv4fobAky+ZOjGPPeIURp2q30AdtQD+tWOs28PTshOhqmzoD77oeZ8zD6ciUiIiIi/USNPRHxtOzsbLdLEJfVH21iy3cOULG1liFX5TP1vtEk5WuUVDjycl5tUxNsXAOrXoKdW50rJ02Duz8DcxZgUlLdLVCkl3k5ryJ+o7yK+JsaeyLiaY2NjWRmZrpdhrigszXIngeOceDRE6QMSmTxz6dRMFsfbMOZ1/Jq29thywZY+aLzb7ATxk+C2z8JcxdiMrzz3yJyqbyWVxE/U15F/E2NPRHxtI6ODrdLEBec3VDN5m/up7WynYm3FzH2g8OIjtO023DnhbzaYBB2bYeVL8D61dDaAiPHwC23wfzFmOxct0sU6RdeyKuIOJRXEX9TY09EPC0mRqcxP2mv7WDbDw5R8o+z5M/IYsnPppI6JNntsqSbwjWv1lo4tB9Wveism1dXCwML4W3vhoVLMYMGu12iSL8L17yKyGspryL+pjOAiHiaph34g7WWkn+cZdsPDkHIMutr4xn+lgKMMW6XJpcg3PJqT590RuatfBHKSiErGxYtg4VXwsjRen2Jr4VbXkXk4pRXEX9TY09EPK2yspL8/Hy3y5A+1HS6hc3f2k/ZhhqGXjeAaZ8eQ0JWnNtlSQ+EQ15tVSWsfslp5h07DMnJMGchfPzTMGEyJjra1fpEwkU45FVEukd5FfE3NfZERCQshQIhDjx6kj0PHCUhM45FP5nKwHk5bpclHmQbG2DdKmeq7Z6dEBMDM+bCez4A02dh4tQoFhERERFvUmNPRDwtOVnrq0Wi2oONbPjaXuoPNzL6fUOYdNdIYhI1ksrr+jOvtr0NNq+HFS/Atk0QCsGkafDJz8Hs+ZjklH6rRcSL9P4q4h3Kq4i/qbEnIp4WrWlzESUYCLHv18fZ+9Bx0ocnc/Ujs8gal+Z2WdJL+jqvNhiEHVth1QuwYQ20tsLosfDhO2H+EkxmVp8+v0gk0furiHcoryL+psaeiHhaQ0MDiYmJbpchvaDmQAMbv7qX+uPNjP/IcMbdOpzo2Ci3y5Je1Bd5tdY6a+Utf96ZaltXC4MGw9tvgoXLMAMH9erzifiF3l9FvEN5FfE3NfZERMRVwUCIvb8+xr7flJA+IplrfjeLzDGpbpclYc5WljvTbFc8D6dOQEYmLFwGi6+EEdrRVkRERET8QY09EfG0rCxNrfOymn0NbPjaXhpKmhn/UY3Si3SXm1fb0gxrVzrNvD07ITYOZs+DW++CKcXa0VakF+n9VcQ7lFcRf1NjT0Q8rbm5mYyMDLfLkEsU7OgapfdQCekjU7jm97PIHK1RepGuJ3m1nZ2wfbPTzNu4FgIBmDTV2QRjzkJMUlIfVSvib3p/FfEO5VXE39TYExFPa29vd7sEuUQ1+xvY8FVnlN6E24Yz7sPDidIoPV/obl6ttXDkICx/DlYvh/o6GDoc3vshWHQlJie3bwsVEb2/iniI8irib75v7BljCoCCc5cLCwvH5ufnu1iRiFwK7QLmHaHOEPt/W8LuB46RPkKj9PzojfJqK8peWTfv9EnIzILFV8GSq2H4CK2bJ9KP9P4q4h3Kq4i/+b6xB9wBfPXcherqatTYE/GO7Oxst0uQbmg81cKGL++hek894z48nPG3F2ktPR+6UF5tUxOsW+mMztu7C+ITYPZ8+OjHYfJ0rZsn4hK9v4p4h/Iq4m9q7MGvgCfPXcjOzh4LPOpeOSJyKSoqKtSMD2PWWo7+7Qzbv3+IhOw4lv16BrlTtAaMX53L68vr5r30LGxaB52dMGka3Pt5Z928xES3SxXxPb2/iniH8irib75v7FlrzwJnz10uLi52sRoRkcjRWt3Opq/vo3R1FSPePoip940mNtn3bzu+Fn36JPbpv8DKF6CuFoYWwftvhUXLMNlaN09ERERE5FLpG5aIeFqSdsQMS6dXVLDpG/sAWPDDyRQuynO5InGLbah3GnkvPUv20cOQlg6LroRl12KKRrpdnohchN5fRbxDeRXxNzX2RMTTYmNj3S5BztPZGmTr9w5w7O+lDFqUy8wvjyMhK87tsqSf2c5O2LoRXnwWtqwHa2HGHAI3vpfY2fMxyq1I2NP7q4h3KK8i/qbGnoh4Wn19PQkJCW6XIUDNgQbW3b+blrI2Zn75CoreNki7mPqMPX7EaeatfAHq66BoFHzoDlh0JSY9g9rycvL15UPEE/T+KuIdyquIv6mxJyIil8Vay8E/nGTnjw+TPiKFa/8wm7RhyW6XJf3E1tXCyhfhpWfg+FFIz4TFV8LSazDDNdVWRERERKQvqbEnIp6WmZnpdgm+1lbTwcav7aV0TRVj3j+EyZ8YRXRclNtlSR+zgQBs2QAvPuNMuTUGZsxxNsKYNhMTc+GPF8qriHcoryLeobyK+JsaeyLiaa2trcTFaQ03N5zdUM2Gr+zBBi2LfjKVgfNy3C5J+pC1Fo4ddpp5K1+ExgYYORo+8nFYuBSTlv6Gj6G8iniH8iriHcqriL+psScintbW1kZ6+hs3FKT3BAMhdv/8KPsfLmHA7Cxmf30CiTnxbpclfcTW1cKK5521804cg4xMuPI6Z6rt0OGX9FjKq4h3KK8i3qG8ivibGnsi4mlRUZr22Z+azrSy9vO7qD3YyJR7RzH25qGYKG2QEWlsMAjbN8Pz/4RN65yptjPnwQc/6ky1jY7u0eMqryLeobyKeIfyKuJvauyJiKfl5ua6XYJvnF5RwYav7CUuPZarHppB9nj9ZTjS2LNn4IV/OaPzaqpgaBF8+E5YfFW3ptq+EeVVxDuUVxHvUF5F/E2NPRHxtIqKCvLy8twuI6KFAiF2/OQwB39/ksIlecz62jjiUmPdLkt6iW1vg3WrnNF5e3ZCUjIsXAZXXQ8jR2NM743IVF5FvEN5FfEO5VXE39TYExFPs9a6XUJEaz7bytrP76ZmfwNTPz2aMe8b0quNHnGHtRaOHHSaeategpZmmDgFPnU/zF2AiU/ou+cVEU9QXkW8Q3kV8Tc19kTE0xITE90uIWKVrqlk/Zf3EpMYzZW/LiZnUobbJcllsg31zkYYz//L2QgjOwfe/HZYdi2mYFCfP7/yKuIdyquIdyivIv6mxp6IeFp8vHZj7W2hzhC7fnGU/Q+VMHBBDrO/PoH4dE299SobDMLOrc7ovI3rAAsz58KHbocpxT3eCKMnlFcR71BeRbxDeRXxNzX2RMTT6urqyM/Pd7uMiNFa2c7aL+yiamc9kz85iis+qF1vvcqWnYUXuzbCqKqAIcPgltucjTDS3Rl9qbyKeIfyKuIdyquIv6mxJyIiAFRur2XNf+zCGMOyB6aTOzXT7ZLkEtlAB2xYA8/9A3Zug8QkWLjU2Qhj1FitjygiIiIiEmHU2BMRT8vI0Lpvl8tay+HHT7HtB4fImZTOvO9OIjFbUzq8xJ455TTzXnwGGuph3ES49/MwdyEmIXzW3VFeRbxDeRXxDuVVxN/U2BMRT2tvb9e6IpehszXI5m/tp+QfZxnzviFMuWcUUbFRbpcl3WA7OmD9Knj2adizE1LTYOnVcPWbMYOHul3eBSmvIt6hvIp4h/Iq4m9q7ImIp7W2tpKWluZ2GZ7UdLqF1Z/ZSePJFuZ8awLDri1wuyTpBnuyxBmdt/w5aGyAiVPg01+COQswcXFul/e6lFcR71BeRbxDeRXxNzX2RMTTtGZYz5SurWL9F3cTlxbLVb+dSeboVLdLktdh29th7QqnobdvN6Slw5XXwdVvwgwa7HZ53aa8iniH8iriHcqriL+psScinpaXl+d2CZ5iQ5Z9vznOrl8cZeC8HOb81wTi0mLdLksuwpYcg+eehuXPQ3MTTJ4Gn/sKzJqHiQ3v0XkXoryKeIfyKuIdyquIv6mxJyKeVllZSW5urttleEKgpZMNX97L6eUVTLi9iAm3F2Gi9BfecGPbWmHNCmftvIP7ID0Trn0rXH09pmCQ2+VdFuVVxDuUVxHvUF5F/E2NPRHxtFAo5HYJntBU2sqqe3fQXNrKgh9OpnCR/rIbbuyxI/DsU7DyRWhtgSnF8PmvwYy5mNjIGFWpvIp4h/Iq4h3Kq4i/qbEnIp6WkJDgdglhr2JrLWs+u5PYlBiufngm6SNS3C5Jutj2Nlj1EjzzFBw+AFnZ8Oa3w5XXYwZE3mYmyquIdyivIt6hvIr4mxp7IuJpiYmJbpcQ1o789TRbvnOA3CkZzP/vScRneG9dtkhkT5+Efz0JLz0LLc0wdQbc/w2YMQcTHe12eX1GeRXxDuVVxDuUVxF/U2NPRDyttraW/Px8t8sIO6HOENu+f4jDj59i1LsKmfaZMUTFRrldlq/Zzk7YsMZp6O3e7uxse82b4dq3YAYMdLu8fqG8iniH8iriHcqriL+psSciEmHa6wOs/Y9dVGyrpfj+sYx652C3S/I1W1nhbITx/D+gtgaumAD33Q/zFnlyZ1sREREREQkfauyJiKelp6e7XUJYqT/WxKpP7aCjsZMlP59GfnGW2yX5kg2FYPsW+NcTsGUDxCfAkqvg2rdihhW5XZ5rlFcR71BeRbxDeRXxN9839owxBcDLK5QXFhaO1TBmEe8IBAJaMLjL2Q3VrP3cLpIGJHDNz6aRUpjkdkm+Yxvq4fl/OiP0ykph+Ai48x5YeCUmSf9/KK8i3qG8iniH8irib75v7AF3AF89d6G6ulrrE4h4SEtLC6mpqW6X4bojfz3Nlm8fYMDsLOZ9ZxKxyTq99xdrLezf46ydt3YlGGD+Yme67ZhxGGPcLjFsKK8i3qG8iniH8irib/rmB78Cnjx3ITs7eyzwqHvliIh0nw1Zdv7kCPsfLnE2yfjsGKJitElGf7AtLbDieaehd+IYDBgIH/gILLsWk6YpMSIiIiIi0vd839iz1p4Fzp67XFxc7GI1InKp/DzCtrMtyIYv7+HUSxVM/fRoxrxviEaH9QN7+iT84+/w0rPQ3gYz58Ktd8Lk6ZgoNVVfj5/zKuI1yquIdyivIv7m+8aeiHhbVVUVOTk5bpfR71qr21n9qR3UHWliwfcnU7g4z+2SIpoNBmHzeqeht3MrpGfCW94B17wZk6tj311+zauIFymvIt6hvIr4W48ae8aYVCDDWnvqvOsGAncC8cBfrLWbeqdEEZGLCwaDbpfQ7+qPNbHyE9sJBkJc+esZZI1Lc7ukiPXyZhj/egIqymHMOGftvHmLMLFxbpfnOX7Mq4hXKa8i3qG8ivhbT0fsPQAMB2YDGGPSgA1AIRAC7jHGXGutXdEbRYqIXEx8fLzbJfSrso3VrPmss/Ptsh9NIbkg0e2SIpI9ehie/iusfgmshQVL4U1vx4wa43Zpnua3vIp4mfIq4h3Kq4i/9bSxNx9n04lzbgYGAnOBvcCLwJeAFZdTnIjIG0lOTna7hH5z7KlSNn1jH/kzspj/3UnEpmg1hd5kAwFYtwr+8Tc4sBdy8uCmW+Cq6zHpGW6XFxH8lFcRr1NeRbxDeRXxt55+K8wBzpx3+a3AGmvtBgBjzCPAVy+zNhGRN1RTUxPxCwZba9n3UAm7fnqEorcNZMb9V2jn215kq6vg2afh2aegtgYmTYUvfB1mzsVER7tdXkTxQ15FIoXyKuIdyquIv/W0sVcHDAAwxiQCC4Bvnnd7J5B0eaWJiEgoaNn2vYMc/uMpJtxWxIQ7i7TzbS+w1sL+Pc5mGOtWQmwsLL0Grn8bZsgwt8sTERERERHplp429tYBHzPGHACuBRKAJ867fTT/PqJPRKRPpKVF7sYRwfYg67+0h9PLK5hx/xWMfGeh2yV5nu3ogJUvwNN/g+NHYGAh3HoXLL0Gk5zidnkRL5LzKhJplFcR71BeRfytp429/wCeA/7Sdfn71tq9AMaYaOBdwDOXX56IyOuL1F3AOhoCrLpvBzV7G5j/P5MpXJzndkmeZmuq4Z9PONNtG+qheDZ86HaYPB0TpWnN/SVS8yoSiZRXEe9QXkX8rUeNPWvtEWPMGGAcUG+tLTnv5iTgbmDn5ZcnIvL6mpubSUmJrJFWLeVtrLh7G61VHSz55XRyJ2vjhp6yRw7Ck3+BNcud6bZXXgdvuhEzcJDbpflSJOZVJFIpryLeobyK+FuPt1S01ga4QPPOWtvIv0/LFRGRbqo/2sSKu7eBMVz1mxmkDdcuZ5fKBoOwYQ08+WdnHb28AXDL7XDldZpuKyIiIiIiEaVHjT1jzBTgCmvtY+dddw3wRSAe+IO19ke9U6KIyMXl5ua6XUKvqdxRx8p7tpM8IIFFP51KUm6C2yV5im1qhOf+4WyIUVkOEybD/d+AGXO0u22YiKS8ikQ65VXEO5RXEX/r6Yi9/wZagMcAjDHDgb8B1UAp8ANjTKu19oFeqVJE5CJqa2vJzs52u4zLVrq2ijWf3Un2hHQWfH8ycamxbpfkGfb0SXj6r/DisxAMwqJl8JZ3YIpGul2avEqk5FXED5RXEe9QXkX8raeNvcnA9867/EEgCEy11lYZYx4H7gTU2BORPtXZ2el2CZftxLNlrP/yHgbOy2HedyYSHa/RZW/EWgs7tjjr523dCBmZcONNcO1bMJlZbpcnFxEJeRXxC+VVxDuUVxF/62ljLx1ndN451wPPW2urui4/D1x3OYWJiHRHXFyc2yVcliN/Pc3mb+5n2HUFzPrqOKJitUPr67HtbbD8OXjqr3DqBBSNgns/DwuWYGK9/VrwA6/nVcRPlFcR71BeRfytp429s8AVAMaYAmA68NB5t6cAocsrTUTkjaWmprpdQo/t+20JO398mFHvGcz0z47BRBm3SwpbtqbamW77zFPQ0gyz5sFdn4LxkzBGx80rvJxXEb9RXkW8Q3kV8beeNvaeAD5hjEkAZgHtOGvsnTMZOHaZtYmIvKHq6mry8/PdLuOSWGvZ+dMj7H+ohPG3DWfinSPUnLoIW3IMnvgTrHwBYuPg6uvhTTdiBhS4XZr0gBfzKuJXyquIdyivIv7W08bel4Bc4ANAHfAha205gDEmDXgn8LNeqVBEJIKEgpat3z3AkT+fZup9oxl781C3Swo7zvp5W+Hvj8P2LZCTCx/4KFz9JkxyitvliYiIiIiIhI0eNfastU3A+y9ycxNQiLNrrohIn/LS1INQIMT6r+zh1PPlzPzKOEa8bZDbJYUVGwjAqhedEXolx5z18z79RZi3GBPT079DSTjxUl5F/E55FfEO5VXE33rlm5IxJh1ostYGrbUhoL43HldE5I1Ya90uoVuC7UHWfG4XZRuqmffdSQxepukS59imRmftvKf/BjVVUDwLPno3TJyiKcoRxit5FRHlVcRLlFcRf+txY88YUwz8F7AQiAOuBl4yxuQA/w/4obV2RW8UKSJyMU1NTSQnJ7tdxuvqbA2y+tM7qdxey8IfTqFgbo7bJYUFW3YWnvozPP9PCAZhydXw1ndihgxzuzTpI17Iq4g4lFcR71BeRfytR409Y8xc4CXgDPB74KPnbrPWVnWN4LsDWNELNYqIeFZna5CV92ynek89i348lfwZWW6X5Dp7cB/87Y+wYTUkp8AN74Lr34bJ1LERERERERG5FD0dsfctYD8wG0jlvMZel+XALZdRl4hIt+Tm5rpdwkUFmjpZ+cnt1B5uZMnPppE7NdPtklxjQyHYtA7+9jjs3wMDC+GOe2Dp1Zj4BLfLk34SznkVkX+nvIp4h/Iq4m89bezNAL5grW03xlxoi8IzwICelyUi0j21tbVkZ2e7XcZrdDQGWPHx7TSUNLPk59PJmZjudkmusIEOWP6809A7cwrGTYT7vwEz52KiotwuT/pZuOZVRF5LeRXxDuVVxN962tgLAK/3jWwQzu64l8wY83HgsziNwZ3AJ6y1m17n9zOAbwI3AlnACeBea+0/e/L8IuItnZ2dbpfwGu31AVZ8bCtNpW0s/eV0ssaluV1Sv7Mtzc6GGE/+xdkQY/Z8uOfzmLHj3C5NXBSOeRWRC1NeRbxDeRXxt5429jYA7wT+99U3GGOSgQ8DKy/1QY0x7wF+ANwJbATuBZ41xoyx1lZc4PfjgOeBiq56zgBDgbpLfW4R8abY2Fi3S/g3bbUdLL9rK60V7Sz91XQyR6e6XVK/srU1TjPvmSegvR0WXwU33oQpHOJ2aRIGwi2vInJxyquIdyivIv7W08beV4GVxph/AI91XTfZGFMEfAbIBb7Rg8e9D3jQWvsQgDHmTuBNwK3Ady7w+7fijNKba60NdF1X0oPnFRGPSk8PnymurVXtLL9rK+11AZY9WEz6iAutVBCZbOkZ+Pvj8OIzEBMD174V3voOTLbWfJFXhFNeReT1Ka8i3qG8ivhbjxp71tqNxpjrgV8Aj3Rd/f2uf48C11trd13KY3aNvpsOfPu85wkZY14A5lzkbm8F1gM/M8bcAFQCfwC+a60NXsrzi4g3VVVVkZ+f73YZtFa28+IdW+hsDrLswWLShiW7XVK/sIcPwl8eg/WrIC0DbroFrrsBk+KfpqZ0X7jkVUTemPIq4h3Kq4i/9XTEHtbal4AxxpgpwCicNfeOAluttbYHD5kDRAPlr7q+HBh7kfsUAUuBR4HrgZHAz4FY4D8vdAdjTAFQcLEiCgsLx+qkKCKXorW6nZfu3Epni9PUSx2S5HZJfcpaCzu2wl8fg53bYMBAuPNeWHoNJj7e7fJERERERER8o8eNvXOstTuAHb1QS09E4ayvd3vXCL2txphBOJtvXLCxB9yBM5X4gqqrq8nPz6empoby8nJyc3Opra2ls7OTuLg4UlNTqa6uBiA1NRVrLU1Nzj4hOTk51NfXEwgEiI2NJT09naqqKgBSUlIwxtDY2AhAdnY2jY2NdHR0EBMTQ2ZmJpWVlQAkJycTHR1NQ0MDAFlZWTQ3N9Pe3k50dDTZ2dlUVDhLDiYlJREbG0t9fT0AmZmZtLa20tbWRlRUFLm5uVRUVGCtJTExkfj4eOrqnCUIMzIyaG9vp7W1FWMMeXl5VFZWEgqFSEhIIDExkdraWsAZ3h0IBGhpaQEgPz+fqqoqgsEg8fHxJCcnU1NTA0BaWhrBYJDm5maASzqG5//uhY4hcMHj/epj2JvHOycnh/LyclePd15eHtXV1b1+vMP1NXvueF/oGLa1tdHW1vbyMQyFQpSXl5OQkEBCQsIFj/e512xfHO/U6HReuH0zgYZOZv1wLIkD416u3yvHu7uv2dzsbBqeeZrEf/2d2JMl2KKRNNx+D+3TZ5GemUmgo4OWrvvqHKFzxIWOYTAYpLy8vF/PEeeOt1vniEg4J+tzhD/PEcFgkNraWk++ZnWO0DnCb+eIYDBIe3t7xH+O0DnCm8db54hXjve5Gnub6dnguq47GzMOZ9RcJmBefbu19pHX3OnijxUHtADvtNb+/bzrHwYyrLU3XOA+K4GAtfbK8667DvgnEG+t7bjAfbozYu/RBx98kDFjxnS3fBFxSXNzM8nJ7kx7ba/t4MU7ttJe2xHR029toMNZO++vj0NZKUyeDu94L0yehjGvOfWLXJSbeRWRS6O8iniH8iriDQcPHuS2224DmL5ly5ZtvfW4PRqxZ4wZAfwemMkFGnpdLK+sv/eGrLUdxpitwDLg713PE9V1+acXudta4H3GmChrbajrutHA2Qs19bqe5yxw9mJ1FBcXd7dkEQkDTU1NrnyQaa8P8NJdW2mr6WDZA9Mjsqln21rh2afhb3+E2mqYuxA+9xXMSP3RQ3rGrbyKyKVTXkW8Q3kV8beeTsX9FTARuBdYDdT2Uj0/AB42xmwBNnU9fjJwbpfcR4Az1tovdP3+L4C7gR8ZY36Cs9bf/cCPe6keEZHX6GgIsPyurbRWtLP0gWLSiyJrowjb1AT//Ds8+WdoboLFV8E73ospHOJ2aSIiIiIiInKenjb25gHfstb+pDeLsdY+bozJBb4ODMBZu+9aa+25DTWGAKHzfv+UMeYa4IfALuAM8CPgu71Zl4iEr5ycnH59vo7GAMs/to3msjaW/nI6GSMjp6ln6+vgiT/BP5+AQAdcdT28/SZM/gC3S5MI0d95FZGeU15FvEN5FfG3njb2qoD63izkHGvtT7nI1Ftr7eILXLcemN0XtYhI+KuvrycrK6tfnqujMcCKj2+j6XQLS39VTObo1H553r5mqyud6bbPPAVRBq67AW54FyYr2+3SJML0Z15F5PIoryLeobyK+FtPG3u/BG42xvysazdaERFXBAKB/nme5k5WfmI7DSdaWPrL6WSO8X5Tz5aVwl8egxefhfh4uPE98OYbMWnpbpcmEaq/8ioil095FfEO5VXE33ra2DsERAM7jTG/AU4Br2nwWWv/ehm1iYi8oZiYnp7Guq+zLciqT+2g/lgzS34xjawr0vr8OfuSPVkCf/4DrHoRUtPh/R+G696KSdKiy9K3+iOvItI7lFcR71BeRfytp2eAx8/73/9zkd+xOM0/EZE+k5mZ2aePHwqEWPu5XVTvqWfJz6aRPd67o9ns0UPwx9/D+tWQkwsf/ThcdT0mPsHt0sQn+jqvItJ7lFcR71BeRfytp429pTiNOxERV1VWVpKfn98njx0KWtZ/eQ9lG6tZ+L9TyZ3qzQ9N9vBB+L+HYfN6KBgEd38GllyNiY11uzTxmb7Mq4j0LuVVxDuUVxF/61Fjz1q7opfrEBEJK9ZaNn9zH6derGDedydRMMd7G0nYQ/udht6WjTBoMHzqfli4FBOtwdQiIiIiIiKRoEeNPWPMMeBea+2TF7n9zcCPrbVFl1OciMgbSUlJ6fXgI0SOAAAgAElEQVTHtNay/fuHOPb3UmZ/fTyDl+b1+nP0JXtgn9PQ27YJCofAp78I85eooSeu64u8ikjfUF5FvEN5FfG3nk7FHQa83tkjBRjaw8cWEek2Y0yvP+aeXx3j4B9OUvz5sQx/88Bef/y+YvfvcRp627fA4KHwmS/DvEVq6EnY6Iu8ikjfUF5FvEN5FfG3y9k+5/XW2JsB1F3GY4uIdEtjYyNJSUm99nj7f1fCngeOMfkTIxn17sG99rh9ye7bDf/3COzYAkOGwee+AnMXYaKi3C5N5N/0dl5FpO8oryLeobyK+Fu3G3vGmHuAe7ouWuB/jTHfvMCvpgMZwB8uvzwRkf5z5C+n2fHDw4z78DDGfXi42+W8Ibt3lzNCb+c2GFoE//E1mLNADT0RERERERGfuJQRexXA3q7/PQw40/VzPgs0A1uBn19ucSIibyQ7u3c2tTjxbBmbv7WfUe8ezKS7R/bKY/YVu2cHPPYI7N4Ow0fA5/8TZs9XQ0/CXm/lVUT6nvIq4h3Kq4i/dbuxZ619DHgMwBizHPgva+2LfVWYiEh3NDY2kpmZeVmPcXZDNRu+vIdh1xUw/XNjwnadErtnJzz2W9i9A4aPhPu/ATPnqqEnntEbeRWR/qG8iniH8iribz1aY89au6S3CxER6YmOjo7Lun/1vnrWfGYn+bOymPXVcZio8Gvq2YP74NGHnDX0zjX0Zs0L2wakyMVcbl5FpP8oryLeobyK+NvlbJ6BMWYcUARkAq/5hmmtfeRyHl9E5I3ExPT8NNZ4spmVn9hOelEK8/97MlGx4TXyzR49DH94CDavdzbF0JRb8bjLyauI9C/lVcQ7lFcRf+vRGcAYMwL4PTCTCzT0ulhAjT0R6VM9nXbQWtnO8o9tIz49jkU/nkJMYnQvV9Zz9sRxp6G3fjUMLIRPfxHmL8FEh0+NIj2haUIi3qG8iniH8iribz1t7f8KmAjcC6wGanutIhGRS1BZWUl+fv4l3aejMcCKu7cR6rQse3Aq8RlxfVTdpbFnTjlr6K1eDrn5cM9/wOKr1NCTiNGTvIqIO5RXEe9QXkX8raeNvXnAt6y1P+nNYkRE+lqwPcjq+3bSXNbGVb+ZQXJBotslYcvOwuOPwPLnICsb7roXll2HiY11uzQREREREfn/7N15mJZl3f/x98kwDMM2wAADioqCgDsqbqWVWT1WP0tTWyxzyyVNU0uzfNz3fS13TY3MsjJ7Wp52M1PLXVBWN0SEYYadYRhmzt8fAz2oLDf33DPXnHO9X8cxh9zr9fF2PiN8Oa/rlDqxYgd784CFpQwiScXo3bt3wc9taY788+yJ1E1cyL637ErVyD7tmGzDYu1c+NmP4I+/hb794JgT4b8OIPToHCsIpVLbmL5KypZ9ldJhX6V8K3awdyvwlRDC92OMzaUMJEkbo6zA01RjjDxz+SvMerSWfa7eicHj+rdzsvVkmV8PD02A3/0aKivhq8fCpz5LqOiZWSapIxTaV0nZs69SOuyrlG8FDfZCCJ97z11TgDLghRDC3cBM4H0DvhjjL9qcUJLWY9GiRVRWbvh02om3v8r0n89ij/O2ZdMPD+6AZO8Xly6BXz4Iv3oIupfBFw6HAw4m9OqVSR6poxXaV0nZs69SOuyrlG+Frth7iNZdblfvgLvmr69ex2sircM/ScrUq7+axcTbXmXHb4xiq89u2uHHj42N8NuH4aEfQ2MjHHAwHPxFQp++HZ5FkiRJktR1FDrY27ddU0hSkQYOHLjex995qo5/XfIKIz+3KdseNaJDMq0Wm5vhz79v3el2wXz4+KfhC4cTqgd1aA6ps9hQXyV1HvZVSod9lfKtoMFejPHR9g4iScVYunQp/fuv/Xp5C6Yt5h9nvMjQPQYy/qyxhBDW+rxSizHCP/8OP7oLZs2ED30UDjuasEnHrxaUOpP19VVS52JfpXTYVynfit08Q5I6hcbGxrXev2zuch495Tn6DK/kg5fvSLfu3TokT3z+GbjvDpg+BXbdA759DmHk1h1ybKmzW1dfJXU+9lVKh32V8q2owV4I4S8beEoElgNvAX8FHooxrizmWO0thDAMGLb69vDhw8fW1NRkmEjSxljbLmBNS1fy6CnPQQh86IZxlPdu/7/DiFNfaR3ovfgcjN0OLr2OsP24dj+ulBJ37ZPSYV+ldNhXKd+K/dNuN2BTYCQwH3h91f0jgAHAdGAhsAdwLHBWCOFjMcZ5bQnbTo4Hzlt9o66uDgd7UjoGDXr39epamlp4/DsvsvTt5Xzs7t3oNbhnux4/znyj9ZTbJx6DLbaEsy+G3T/QYaf9Sil5b18ldV72VUqHfZXyrdhz0/6b1gHeEcCQGOOuMcZdgSHAUaseOxkYDBwNbAdc1va47eI2YNfVX9XV1V/OOI+kjTBnzpz//DrGyNOXT+adf9Wz91U70n9Un3Y7bqybR7z5ajj5aJgxDU77Llx/B2GPDzrUk9Zhzb5K6tzsq5QO+yrlW7Er9q4G7okx3r/mnTHGZuDeEML2wHUxxr2AH4YQ9gIOaFvU9hFjnA3MXn17/PjxGaaR1BYv3/M6M345iz3O346he1S3yzHismXwi5/Awz+Figo45kTY/wBCeY92OZ4kSZIkSetS7GBvR+D+9Tz+OnDSGrefoXV1nySVVK9evQB4/fezefHm6Wx/7FZs9ZlNSn6cuHIl/OF/4IF7oWEZfOYQOPhLhN7ttypQ6mpW91VS52dfpXTYVynfih3szQYOCSHcEmNsWfOBEEI34PPAO2vcXQ3UF3ksSVqn8vJyal9YwFPnTWLE/xvG9idsVdL3jzHCk/9o3Rjj7bfgo/8FXz6aMGhwSY8j5UF5eXnWESQVyL5K6bCvUr4VO9i7FrgJeDyEcAcwY9X9o2jdLGM34JQ1nn8o8K9iQ0rSurwztZZnT59B9Q5V7H7OtiW9vl2cPAnuuRVemQg77wZnnkvYclTJ3l/Km4ULF9KzZ/tuaCOpNOyrlA77KuVbUYO9GOP3QwgtwIXAnUBc9VAA6oBTYozfBwghVACn8X8750pSSTQtXcmL579O917d2eeqnSgrL3Y/oHeLb7/VukLvn3+HLUfCBVcRdvb6m5IkSZKkzqXYFXvEGG8JIdwJjAe2WHX3G8DTMcamNZ7XCDzappSS9B4tzZF/fu8lGmub+MS9u1MxoO2bV8SFC+DB++B3j8CAgXDqWfDhjxHKykqQWNKAAQOyjiCpQPZVSod9lfKt6MEewKoB3hOrviSpw7xw4zRmPz6P8ZeNpmqrtm1gEVesgEcegp9NgBDgy0fDAQcTKipKlFYSQENDAz16uIO0lAL7KqXDvkr5VtBgL4TwIYAY49/XvL0hq58vSaU04+FZTL7/DXY5Ywx9dyx++BZjhMcfhR/eBnW18MnPwBePIPSrKmFaSastX76cqir7JaXAvkrpsK9SvhW6Yu9vQAwhVMYYV6y+vZ7nh1WPe/6apJKa+0w9T1/6CqMO3pTRX9yMefPmFfU+cdoUuOv78PJLMH5POP8KwvDNS5xW0pq6dSvNdTAltT/7KqXDvkr5Vuhgb1+AVUO9/9yWpI60eOYyHjvjRQbvPIBdzxxLCIHBgwdv1HvEulq470746x9giy3dGEPqQBvbV0nZsa9SOuyrlG8FDfZijI+u77YktbcVi5v4+6nP06Nvdz545Y50W7UD7ty5cxkyZMgGXx8bl8MvH4Sf/wQqKuDrp8EnPu3GGFIHKrSvkrJnX6V02Fcp39q0eca6hBC+C5wfY/TK85LarGVlC4+f9RIN8xpbd8CtKv/PYzGu76oAEFta4NE/w/13wIL5cMDB8PmvEHq3bcMNSRtvQ32V1HnYVykd9lXKt3YZ7AHd2vG9JeXM8zdOY86/6vnIzTvTb0Tvdz1WWVm5ztfFVya2Xkdv6mTYax848njCsE3bO66kdVhfXyV1LvZVSod9lfLN4ZukTu31385myo/eZJczxjB0j+r3PV5R8f6FwbF2DvzwdnjsL7DV1nDpdYTtx3VEXEnrsba+Suqc7KuUDvsq5ZuDPUmdVv0ri/jXRS+z5QHDGP3Fzdb6nAULFlBTUwNAbGyEX/4EHnoAeveGU86EfT/hdfSkTmLNvkrq3OyrlA77KuWbgz1JndLy+hU89q0XqBrZh92+tw0hhHU+N8YITz0Od34f6ufBZw6Bzx9O6NWrAxNLkiRJktSxCh7shRAGbsT7+qdpSUVraWrh8e+8SPOKFva+eifKKta94q7/0sVw/tXw3NOwy+5w/hWE4Zt3YFpJherfv3/WESQVyL5K6bCvUr5tzIq9eUCh2+2EjXiuJL3Lc9dNpfaFBXz01l3pPbTnWp8Tly2Fn9xH+a9/DoNr4OyLYfcPrHdln6RsNTY2eh0gKRH2VUqHfZXybWMGexfisE5SO3v1kbeZ+pOZjP/uWIbsMuB9j8eWFvjrH+De26GhgaUHHEKfrxxN6NEjg7SSNkZDQwP9+vXLOoakAthXKR32Vcq3ggd7Mcbz2zGHJFE3cSH/vvQVRh60KaMOGf6+x+P0KXD7TTB5EuyzLxx5Ag0R+jrUk5LgilopHfZVSod9lfLNzTMkdQoN8xp57NsvMGBMX3b9zth3/QYlLlwA998Jf/wtbL4lXHIdYYdxAAzJKrCkjTZkiI2VUmFfpXTYVynfHOxJylxzUwv/OPNFaInsffWOlPXoBkBsbobfPwI/urv1iceeDJ/8DKHs/zbTqK2tZfDgwVnElrSR7KuUDvsqpcO+SvnmYE9S5p67egr1kxay3x3j6TW4dbOMOG0y3HIdTJ8Kn/g0HP41QtX7d/xqaWnp6LiSimRfpXTYVykd9lXKNwd7kjL12m9mM+1nb7Hb97Zh0I79iUsWt552+/tfw4iRcOX3CWO3Xefre/Zc+665kjof+yqlw75K6bCvUr452JOUmQXTFvPvS15mywOGsdXnNiH+5X/hnlthxQr42knwqQPfddrt2lRWVnZQWkltZV+ldNhXKR32Vcq3blkHkJRPKxY38Y8zXqTvZr3Y9SuVhLNPg+svhx13gVvuIxxw8AaHegDz58/vgLSSSsG+Sumwr1I67KuUbwWt2AshbF7Mm8cY3yzmdZK6thgjT53/MsvrGvnE516l+5nnwNBN4MKrCeN2zTqeJEmSJElJKPRU3NeBWMT7b3i5jaTcmXzfG7z117nsveUf6Pv4i/ClI+GgzxPKe2z0e1VVVZU+oKR2YV+ldNhXKR32Vcq3Qgd7R/PuwV434JvAFsAEYMqq+8cCh9E6CLyxNBHbVwhhGDBs9e3hw4ePrampyTCR1LXN+eN0XrhxBtv0fZLhO3WH435IGDpswy9ch6amJi8YLCXCvkrpsK9SOuyrlG8FDfZijD9c83YI4WygJzAqxlj3nsfOB/4BDC1NxHZ3PHDe6ht1dXU42JNKLzY30zDh5/zzph4M7r2QHS79KHxgb0IIbXrfZcuW0bdv3xKllNSe7KuUDvsqpcO+SvlW7OYZJwC3v3eoBxBjrAXuAL7elmAd6DZg19Vf1dXVX844j9TlxOlTaDntRB6/ZQmhZwUfeOBAyj64T5uHepIkSZIk5Vmhp+K+VzXQaz2P91r1nE4vxjgbmL369vjx4zNMI3UtsaEBfnw3/PoXvNB8IHUrN2O/W3ajctPSXQdkyJAhJXsvSe3LvkrpsK9SOuyrlG/Frth7Ejg1hPC+7StDCONpvf7eU20JJilt8ekn4eSj4He/ZuZuJzFl1lh2Pm0Mg8f1L+lx6uret3BYUidlX6V02FcpHfZVyrdiV+x9A/gb8K8QwpPAtFX3bw3sCdQDJ7c5naTkxPn1cOf34bG/wM7jWXziZTz1zdfY/OODGP2lzUp+vObm5pK/p6T2YV+ldNhXKR32Vcq3ogZ7McaXQwg7AGcBnwR2WfXQG8ANwJUxxndKE1FSCmKM8Mffwj23QlkZnP49mvf6KP886t/0HNiD3c/Ztl2uqVdRUVHy95TUPuyrlA77KqXDvkr5VuyKPWKMc4DTVn1JyrH41pvwg2th4guw3/5w1AmEflU8f8VkFs5Ywsfv3Z3yPkX/uFmv3r17t8v7Sio9+yqlw75K6bCvUr4Ve429/wghDAsh7BRC8KeJlDNx5UrizybAKV+Dunlw0TWEb36H0K+KmX+ew7QHZ7Lz6WMYOLZfu2Wor69vt/eWVFr2VUqHfZXSYV+lfCt6sBdC+GwIYTLwFvAssMeq+weFEJ4LIRxYooySOqH42nQ440SYcDd85mC48S7CTq1n5S+Z1cBTF7zMZh8bwtafH55xUkmSJEmSuqaiBnshhAOAXwDzgAuA/1w4K8Y4D5gFHFWKgJI6l9jURPzxPXD6CbByJVz1fcKRxxNWXdujuamFx896kR5V5e12Xb019evXfqsBJZWWfZXSYV+ldNhXKd+KvejVucDfY4z7hhCqgfPf8/gTwPFtCSap84nTJsONV8Jbb8KhX4FDv0woL3/Xc164cRoLpizmY/fsRo++5et4p9JxFzApHfZVSod9ldJhX6V8K/ZU3O2Bn67n8TnAkCLfW1InExsbiffcCmecBN27w7W3EQ478n1DvbcencuUCW+y0ze3pnq7qg7JtnTp0g45jqS2s69SOuyrlA77KuVbsSv2lgHr2yxjK6CuyPeW1InEl19qXaVXOwe+cgwc9AVCWdn7nrd0dgNPnTeJTT8ymDGHbZ5BUkmSJEmS8qXYwd5fgSNCCNe/94EQwlDgWOB/2hJMUrZiQwPcfwf85mEYsy389yWE4Wsf2LU0tfDP775E917d2eO87dr9unprGjx4cIcdS1Lb2FcpHfZVSod9lfKt2FNxzwaGA/+m9Vp6EfivEMLFwEu0bqZxQUkSSupwceILcMox8IffwjEnwmU3rHOoB/DiD2ZQ9/IiPnj5DlRUtf919dY0f/78Dj2epOLZVykd9lVKh32V8q2oFXsxxikhhL2BG4CLaB3knbHq4b8BJ8UYXy9FQEkdJzY2wo/ugkcegm22hwuuImyy6XpfM/uJOl6593XGfXNrBu3Yv4OS/p+VK1d2+DElFce+Sumwr1I67KuUb8WeikuMcRLwsRDCAGAUrav/Xo0x1pYqnKSOE6dNhusugzmz4cgT4DMHr/VaemtaXr+CJ8+dyNA9qxl7+BYdlPTdevTokclxJW08+yqlw75K6bCvUr4VPdhbLcY4n9ZTciUlKDY1wYP3w0MTYKtRcN3thM1HbPh1MfLU+ZOILZE9L9yO0K3jrqu3pr59+2ZyXEkbz75K6bCvUjrsq5RvRV1jL4SwXwjhjPfcd3QI4c0QwpwQwnUhhPUv9ZGUufj6q/DtE+HnP4YvfhWu/H5BQz2AaQ/O5O1/zGOP87ejclBF+wZdj7o6N+CWUmFfpXTYVykd9lXKt2JX7J0PvLH6RghhB+A24EVgOnAK8A5wRRvzSWoHsbkZfvkg/Pge2GQ4XP0DwsjRBb9+wbTFPHf9NEZ/cTM23cdduCRJkiRJykKxg71tgJ+vcftwYBGwT4xxWQjhVuCrONiTOp04ayZcfzlMmwwHfQEOO5JQXvh1OVYub+af33uJvpv3Ytw3t27HpIXx1AMpHfZVSod9ldJhX6V8K3aw15vWQd5q+wO/jzEuW3X738BX2hJMUmnFGOG3D8M9t0H1ILjsBsI222/0+zx//TSWvNXAJ+7fg7KK7M+4jzFmHUFSgeyrlA77KqXDvkr5VtQ19oCZwG4AIYRRwPbAH9Z4fCDQ2LZokkolzq+Hi74Lt90IH9sfbrijqKHerEdrmfbTmex82mj6j+rTDkk33pIlS7KOIKlA9lVKh32V0mFfpXwrdsXeBODcEMKmwHbAfOBXazy+KzC1jdkklUD89xNw45VAgHMuJey2V1Hvs6x2OU9eMIlNPzSIUYcOL21ISZIkSZK00Yod7F0C9AA+BbwJHBljXAAQQhgIfAS4oRQBJRUnNi6Hu26B3z8C4/eEU84k9B9Q3Hu1RJ48dxJl3QN7nLcdIYQSpy3eoEGDso4gqUD2VUqHfZXSYV+lfCtqsBdjXAmcverrvY/VA0PbmEtSG8TpU+CaS6B2Lnz9NNj/gDYN4yb/6A3mPFXPvrfsQsWAwjfa6AgLFy5k4MCBWceQVAD7KqXDvkrpsK9SvhW7Yk9SJxSbm+GXD8KEu2HEVnD97YThm7fpPetfWcSLN09n7Fe3YOge1SVKWjpNTU1ZR5BUIPsqpcO+Sumwr1K+FTTYCyHcDUTguBhj86rbGxJjjMe0KZ2kgsXaOXDdZTDpRfjcl+CwIwnl5W16z5XLm3ni7IlUjerDjieNKlHS0ipv47+jpI5jX6V02FcpHfZVyrdCV+x9FGihdRfd5lW3N7SntntuSx0k/v0vcMu1UNkbLrmWsP24krzvCzdNZ8nbDez/4z0oKy92E+32VVVVlXUESQWyr1I67KuUDvsq5VtBg70Y44j13ZaUjbi8AW67Ef78e9jno/D10wh9+pTkvd95qo6pD7zJzt8aTdVWpXnP9jBv3jxqamqyjiGpAPZVSod9ldJhX6V8y/019kIIw4Bhq28PHz58rD8UlYL42gy46sLWDTK++R346H+VbLfaFYuaePK8SdTsNpAxX2rbNfokSZIkSVL7yP1gDzgeOG/1jbq6Ov+2Q51ajBF+9yu46wcwfHO47rY2b5DxXk9fMZmVy5rZ44LtCN1KMyxsL31KtEJRUvuzr1I67KuUDvsq5Vuhm2e0sPHXzIsxxhQGh7cBj6y+UV1dPRaYkF0cad3iksVw01XwxGPwqQPh6K8TevQo6THe+N93eON377DXxdvTe2jPkr53eyjVKkVJ7c++Sumwr1I67KuUb4UO3i6ki26GEWOcDcxefXv8+PEZppHWLb4yEa6+GJYthe9eSNhrn5IfY9nc5Tx92Sts/vEatvjk0JK/f3tYvHgxvXr1yjqGpALYVykd9lVKh32V8q3QzTPOb+ccktYhtrTAzx+ACXfD6G3gsusJQ0o/dIstkafOn0RZj26M/942/s2fJEmSJEmdXAqnykq5FefXw7WXwovPwqFfhi8dSSgra5djTfvpTN55sp6P3LwzFVXl7XKM9lBdXZ11BEkFsq9SOuyrlA77KuVbmwZ7IYThwM5AFdDtvY/HGO9ry/tLeRYnPg9XXQQxwgVXEcbt2m7HWvTaUp6/cRpbHzqcYR8Y1G7HaQ+LFy9mwIABWceQVAD7KqXDvkrpsK9SvhU12Ash9ATuBQ6mdaAXgdXn7a15LT4He9JGii0t8IufwI/ugu12hG+fQxgwsN2O19LUwhPnTKRXTU/GnTq63Y7TXlasWJF1BEkFsq9SOuyrlA77KuVbsSv2LgU+B5wNPAH8DTiC1k0oTgU2Ab5agnxSrsTFi+D6y+HfT7SeenvYUe126u1qk+56jflTFvPxe3aje2X7Hqs9dO/uFQWkVNhXKR32VUqHfZXy7X2nzxboEOCeGOMVwKRV982KMf4pxvj/gAXASaUIKOVFnDYFTjsOXpkI51xKOPxr7T7Uq39lEZPufo1tjx5B9fZV7Xqs9uJpB1I67KuUDvsqpcO+SvlW7GBvCPCvVb9uWPXP3ms8/nNaV/RJ2oAYI/G3D8N3ToaqAXD97YTd9mr34zY3tfDkeZOo2qo3231tq3Y/Xnupra3NOoKkAtlXKR32VUqHfZXyrdg1u3OAaoAY47IQwnxgDPDrVY/3A3q2PZ7UtcWGBrj5anjsL/Dpg+DoEwjlPTrk2JPueJVFry/lv+7fg7LyYmf8kiRJkiQpK8UO9p4C9gauWHX718AZIYTZtK4CPA14su3xpK4rvvkaXH4+1NXCGecQ9vlohx277uWFvHzP62x/7JYMGNO3w47bHnr37r3hJ0nqFOyrlA77KqXDvkr5VuwynRuBV0MIFatun0PrdfXup3W33IXAKW2PJ3VN8R9/hW+dCN26wTW3duhQr3lFC0+dN4n+W/dh26O27LDjtpeydr4OoaTSsa9SOuyrlA77KuVbUSv2Yoz/AP6xxu2ZIYRtgB2AZmByjHFlaSJKXUdsbob774Rf/AT22RdOPoPQs7JDM0y8bQaL31jGf03Yg25d4BTcRYsWUVnZsZ+hpOLYVykd9lVKh32V8q1k+2LHGFuAF0r1flJXExcthKsvhhefhaO+DgceSgihQzPUTVzIK/e+zg4njKT/1mmfgitJkiRJUt61abAXQtgc2AoYALxvQhFj/EVb3l/qKuKr0+HSc6BhGVxwJWGnXTs8Q3NjM0+eO4kBY/qyzZEjOvz47WXgwIFZR5BUIPsqpcO+Sumwr1K+FTXYWzXQuxvYd/Vda3laBDzZX7kX//ZHuPkaGL45XHodYcjQTHK8eMsMlsxaxv4/3pNu3dM/BXe1pUuX0r9//6xjSCqAfZXSYV+ldNhXKd+KXbF3L7AXcDmtO+QuLFkiqYuIK1fCD2+DRx6CfT8BJ55OqKjY8AvbwbwXFjDlR2+w40mjqBrZJ5MM7aWxsTHrCJIKZF+ldNhXKR32Vcq3Ygd7ewJXxBjPK2UYqauIC+bDVRfCyy/BcSfDpw/q8OvprbZyeTNPnj+Jgdv2Y+zhW2SSoT25C5iUDvsqpcO+Sumwr1K+FTvYewuYX8ogUlcRZ0yFS86Bpia46BrC9jtlmufFH0xn6ezl7HPNHl3qFNzVqqurs44gqUD2VUqHfZXSYV+lfCv2T/lXA8eEEHqVMoyUuviPv8F3ToEBA+G62zIf6s17cQFTJrzJjl8fSdVWXesU3NXmzp2bdQRJBbKvUjrsq5QO+yrlW1Er9mKMt4UQyoBpIYSHaF3B1/z+p8Xr2hpQSkFsaYGf3Ac/uRc+vB9844zMrqe3WvOKFp668GUGbtOPMV/ePNMskiRJkiSp9IrdFXd74ExgGHDyOp4WAQd76vJi43K4/nJ4/FE4/GtwyGGZXU9vTZPuepXFby5j/wld8xTc1Xr1cozl7a4AACAASURBVOGwlAr7KqXDvkrpsK9SvhV7jb3bgSrgeNwVVzkW59XCJWfDrJnwvYsIe+6ddSQA5k9dzMv3vM52R21J/637Zh2nXZWXl2cdQVKB7KuUDvsqpcO+SvlW7GBvHHBejPGOUoaRUhKnvAyXngPdy+GKmwhbjso6EgAtK1v41wWT6LdFL7Y9Zsus47S7hQsX0rNnz6xjSCqAfZXSYV+ldNhXKd+KPT/vtZKmkBIT//pH+N6pMHQTuOaWTjPUA5gy4U3qJy9m93O3o6xH1z0FV5IkSZKkvCv2T/3nASeFEDYrZZjVQggnhRBeDyEsDyE8FULYvcDXfTGEEEMID7dHLim2tBDvvxOuuxQ+tB9cfA2h/4CsY/3H4jeX8tKtMxhz2OYM2qEq6zgdYsCAzvP5S1o/+yqlw75K6bCvUr4Veyruh4AFwJQQwp+Amax9V9xvbuwbhxC+AFwLnEDr9ftOBf43hDAmxrjOfbxDCCOAq4HHNvaYUiHiihVww+Xwj7/BUSfAgZ/vFJtkrBZbIk9d+DKVgyvY8cTOs4KwvTU0NNCjR4+sY0gqgH2V0mFfpXTYVynfih3sfWONX/+/dTwnAhs92ANOB+6IMd4DEEI4Afg0cDRw+dpeEEIoAybQupJwH6B/EceV1ikuWggXnw2vTofvnE/4wIeyjvQ+03/xFrXPLmDfW3ele2VZ1nE6zPLly6mqysfqRCl19lVKh32V0mFfpXwr6lTcGGO3Ar42erIQQugB7Ar8aY1jtay6vdd6XnouMDfGeNfGHlPakDhrJnz7RJj9Nlx6Xacc6i19ZznP3zCNkQdtytDdB2Ydp0N16+Z1BKVU2FcpHfZVSod9lfJto1fshRB6AscBz8cY/17iPIOAMmDOe+6fA4xdR569gWNo3al3g0IIw4Bh63p8+PDhY2tqagoKq64vTnwBLjsX+g+AC68mDF3nt05mYoz8+5KXKe/VnXGnbp11nA43ePDgrCNIKpB9ldJhX6V02Fcp3zZ6sBdjXB5CuAI4BSj1YG+jhBD6AvcDx8YY5xX4suNpPWV3rerq6qipqaG+vp45c+YwePBg5s+fz8qVK+nRowd9+/alrq4OgL59+xJjZMmSJQAMGjSIhQsX0tTURHl5OVVVVcyb1xqrT58+hBBYvHgxANXV1SxevJgVK1bQvXt3BgwYQG1tLQC9e/emrKyMRYsWATBw4ECWLl1KY2MjZWVlVFdXM3du6+UGe/XqRXl5OQsXLgRaL5za0NDA8uXL6datG4MHD2bu3LnEGKmsrKSiooIFCxYA0L9/fxobG2loaCCEwJAhQ6itraWlpYWePXtSWVnJ/PnzAaiqqqKpqYlly5YBUFNTw7x582hubqaiooLevXtTX18PQL9+/Whubmbp0qUAG/UZrvnctX2GwFo/7/d+hqX4vHn0z/S791bCNjtQe8xJxNCNXosXZ/J5DxkyhLq6urV+3gufWM7sx+vY4bwtmL+snsG90/+enTOndba/ts9w+fLlLF++/D+f4cyZM+nRowc9e/akZ8+ea/28V3/PluLzbsv3d2f9vP0Z0bbPe9CgQf/5ns3q807le7a2tpaKiooO/Rmx+vP2Z4Q/I/wZsXHfs0uXLqVv375Jfs/6M8KfEXn7GdHY2EhNTU2X/32EPyPS/Lz9GfF/n/fqjKUWYowb/6IQ/g38IcZ4dknDtJ6Kuww4JMb48Br33wv0jzF+9j3PHwc8x7s37li9DrkFGBNjnPGe1xSyYm/CHXfcwZgxY9r076M0xRjhwfvgxz+E/faHE08nlJdnHWutltev4DcH/5Ohew7kg5ftmHWcTMyZMwdX2UppsK9SOuyrlA77KqVhypQpHHvssQC7Pv3008+W6n2L3TzjbODHIYS/xhj/tMFnFyjGuCKE8AywH/AwQAih26rbN6/lJZOBHd5z38VAX1o37pi5lmPMBmavK8P48eOLyq6uIa5cCd+/Bv78e/jy0fD5r3SqnW/f69lrpgCw6xlrPVM9FyorK7OOIKlA9lVKh32V0mFfpXxry6649cD/hhBeA14DGt7znPjeFXYFuha4N4TwNPAv4FSgN7B6l9z7gFkxxu/GGJcDE9d8cQhhwaqDv+t+aUNiQwNccT68+Cyc/j3CRz6edaT1mv1EHW/87h32OH87eg7M7/b2FRUVWUeQVCD7KqXDvkrpsK9SvhU72NsRiMCbtG52MWotz9n4c3yBGOODIYTBwIXAUOB5YP8Y4+oNNTan9TRbqWTiwgVw4XfhrTfg3MsJ43bNOtJ6rWxo5t+XvsKQ8QPY8oDOt6FHR1qwYIGnHkiJsK9SOuyrlA77KuVbUYO9GOOIEud47/vfzNpPvSXG+JENvPbIdoikLiy+8zac/x1YthQuvZ4wcnTWkTZo4h2v0lDbyEdu3rlTnyosSZIkSZLaT7cNP0XquuKMaXDmNyBGuPLmJIZ686cuZvL9b7Dd17ak3xa9s46Tuf79+2cdQVKB7KuUDvsqpcO+SvlW7Km4AIQQPgx8Gthi1V1vAL+JMT7a1mBSe4svPAuXngObbgbnXkboPyDrSBvU0hz598Uv03eLXmxzxIis43QKy5cv97oiUiLsq5QO+yqlw75K+VbUYC+E0AN4ADgQCMCCVQ/1B74VQvgl8KUYY1NJUkolFh/7C1x3GeywM5x1ASGRnaSm/2wmdRMX8bG7d6Os3AW30PobmaqqqqxjSCqAfZXSYV+ldNhXKd+KnQycBxwEXAMMizEOjDEOpHWzi6uBzwHnliaiVFrxkYfgqotg733hvy9JZqi3bM5yXrh5OqMOGc7gcS63X81rDErpsK9SOuyrlA77KuVbsafiHgbcG2M8c807Y4xzge+EEGqAw4Fz2phPKpkYI0y4B356Pxz0BTjiOEK3dFa9PXPlZMp7lbHTyWvbhDq/hgwZknUESQWyr1I67KuUDvsq5VuxU41hwFPrefwpWlfvSZ1CbGmBO25qHeodcRzhqBOSGurN/Mtc3vprLbucOZYefcuzjtOpzJ07N+sIkgpkX6V02FcpHfZVyrdiJxtvAR9Zz+MfXvUcKXOxuRluuAJ+8zCceBrh4C9lHWmjNC1ZyTNXTGbTDw1is/3827j3ijFmHUFSgeyrlA77KqXDvkr5Vuxg717g8yGEW0MIY0IIZSGEbqt+fQtwKPDDkqWUihSbVsAVF8Cjf4LTzybs/5msI220F26eTtOSlez6nbFeP2MtevbsmXUESQWyr1I67KuUDvsq5Vux19i7FBgJHAccC7Ssur8brbvk3rvqOVJm4vIGuPRcmPQCfO8iwu4fyDrSRpv30kKm/Wwmu3xrDL2HpbHJR0fzNzJSOuyrlA77KqXDvkr5VtRgL8bYDBwZQrgW+BSwxaqH3gB+G2N8sUT5pKLEJYvhwu/CG6/C+VcSdhiXdaSN1rKyhX9f8jIDx/Zl6y9slnWcTmvBggXU1NRkHUNSAeyrlA77KqXDvkr5VuyKPQBWDfAc4qlTiQvmw3lnwLxauOgawuhtso5UlKkPzmTBtCV84v7d6VbmKbiSJEmSJOnd2jTYkzqbOL8e/vt0WLIYLr2esMWWWUcqyrK5y3nplhlsfchwqretyjpOp9a/f/+sI0gqkH2V0mFfpXTYVynfCh7shRA2dmVejDHutJGvkYoW62rhv78FDQ1wyXWE4ZtnHaloz14zle6VZez4jVFZR+n0GhsbqaioyDqGpALYVykd9lVKh32V8m1jVuzVA4Xsoz0UGFPgc6WSiLVz4ezTYOXK1pV6m2yadaSizf7nPGb+cQ57Xbw9PfqWZx2n02toaKBfv35Zx5BUAPsqpcO+Sumwr1K+FTzYizF+ZH2PhxCGAt8BjgeagfvblEwqUJzzTuvptzG2DvWGDss6UtFWLm/m6csnU7PbQLb45NCs40iSJEmSpE6sW1vfIIRQE0K4DpgBnAT8BBgbYzy6re8tbUicPQu+dyqEAJelPdQDeOWe11n2znLGnzWWENwwoxDuACalw75K6bCvUjrsq5RvRQ/2QghDVw30XqV1oPcgqwZ6McYZpQoorUt8+63WoV55eetQb3Da/0Nb9MZSXv7ha2xzxAj6bdk76zjJqK2tzTqCpALZVykd9lVKh32V8m2jd8VddcrtWcCxQDmtp9xeHGN8rcTZpHWKb73Zevptr95w8bWEgdVZR2qTGCNPXz6ZyiE92faYNHfyzUpLS0vWESQVyL5K6bCvUjrsq5RvG7Mr7jD+b6DXHbgPuMSBnjpafHtW6+63vfu0DvUGDMw6Upu9+Yc5zHmqng/fOI7uPcuyjpOUnj17Zh1BUoHsq5QO+yqlw75K+bYxK/ZmABXA88ClwGvAgBDCgHW9IMb4bNviSe8W35ndulKvsrLLDPVWLG7i2WumMPyjQ9hk78FZx0lOZWVl1hEkFci+Sumwr1I67KuUbxsz2Fv91wA7Az/dwHMDEAGXHqlkYu2c1qFeeXmXGeoBvHTLDFYubWaXb4/JOkqS5s+f7wWDpUTYVykd9lVKh32V8m1jBntHtVsKaQNiXS2cfXrr7rcXX0uoHpR1pJKof2UR0346k52+uTW9h7qEXpIkSZIkFa7gwV6M8d72DCKtS5xf33pNvZUr4bIbCIOHZB2pJFqaI/++9BX6bdWHMV/cPOs4yaqqqso6gqQC2VcpHfZVSod9lfKtW9YBshZCGBZC2GX115w5c8ZmnUn/Jy6Y33r6bUMDXHItoWZo1pFKZsYv3qJ+0iJ2+942dCvPfRWL1tTUlHUESQWyr1I67KuUDvsq5ZvTBDgeeGb1V11d3YSM82iVuGghnPNtWLIYLr6GMGzTrCOVzPL5K3jh5ulsdeAmDB7XP+s4SVu2bFnWESQVyL5K6bCvUjrsq5RvG3ONva7qNuCR1Teqq6vHAg73MhaXLYMLzoIF9XDJdYThXetU1RdumkYIMO7krbOOIkmSJEmSEpX7wV6McTYwe/Xt8ePHZ5hGAHHFCrjkv2HWzNah3uYjso5UUvNeWsirD7/N+LPGUjGgR9ZxkjdkSNe45qKUB/ZVSod9ldJhX6V881RcdSqxuRmuuhCmTIJzLiWM7For2lqaI89c/gr9x/Rl5MHDs47TJdTV1WUdQVKB7KuUDvsqpcO+SvnmYE+dRmxpgRuvhKefhLMuIGy3Y9aRSu7Vh2dR/8pixp81lm5lIes4XUJzc3PWESQVyL5K6bCvUjrsq5RvDvbUKcQY4a7vw9/+CKd+lzB+z6wjlVzjgtYNM7Y8YBiDd3LDjFKpqKjIOoKkAtlXKR32VUqHfZXyzcGeOoef3Ae//gWccCrhw/tlnaZdvPiDGcTmyE6ndK3Ti7PWu3fvrCNIKpB9ldJhX6V02Fcp3xzsKXPxkYfggR/C4V8jfPIzWcdpF/WvLGL6z99ihxNGUlnt36iVUn19fdYRJBXIvkrpsK9SOuyrlG8O9pSp+Nc/wp3fh4O+AIcclnWcdhFbIk9fPpmqkX3Y+vNumCFJkiRJkkrDwZ4yE597Gm68AvbbH448nhC65mYSr/3PbOpeWsj474yhW3crV2r9+vXLOoKkAtlXKR32VUqHfZXyzSmDMhFnTIPLz4Vx4+Gkb3XZod6KxU08f8NUtth/KEN2HZh1nC7JXcCkdNhXKR32VUqHfZXyzcGeOlyc8w5ceBZsujmceR6he/esI7Wbl26dQXNjC+NOc8OM9rJ06dKsI0gqkH2V0mFfpXTYVynfHOypQ8VFC+H8M6GiJ5x7GaGyMutI7Wb+1MVMe3Am2x+7Fb0G98w6jiRJkiRJ6mK67lIpdTqxsREuPhsWL4Irbyb0H5B1pHYTY+SZKybTd/PejD5s86zjdGmDBw/OOoKkAtlXKR32VUqHfZXyzRV76hCxuRmuuQRem9G6Um+Trr077Bu/e4fa5xawy5ljKCu3Zu1p/vz5WUeQVCD7KqXDvkrpsK9SvjlxUMe4+xb41+Nw5rmE0dtknaZdNS1ZyXPXT2Wz/YYwbM/qrON0eStXrsw6gqQC2VcpHfZVSod9lfLNwZ7aXfztw/Drn8NxpxB22yvrOO1u4h2v0rRkJTufPjrrKLnQo0ePrCNIKpB9ldJhX6V02Fcp3xzsqV3FZ/8Ft98EBxxM+NRns47T7ha+uoQpD7zJdkdvSe9hXXdjkM6kb9++WUeQVCD7KqXDvkrpsK9SvjnYU7uJb7wGV14Iu+wOR3896zjtLsbIs1dPoffQnoz96ois4+RGXV1d1hEkFci+Sumwr1I67KuUbw721C7i/Hq46LswpAa+fQ6hrCzrSO1u1qO1vPNkPbt8awxlPayWJEmSJElqX04fVHKxsREuPQeamuCcywi9emUdqd01r2jhuWunMnSvajb50KCs4+SKpx5I6bCvUjrsq5QO+yrlm4M9lVRsaYEbr4DXZsB/X0IYPCTrSB1iyoQ3WPrOcnb51mhCCFnHyZUYY9YRJBXIvkrpsK9SOuyrlG8O9lRaP70fHvsrnP5dwtZjs07TIZbVLmfSna8x+vObUbVVn6zj5M6SJUuyjiCpQPZVSod9ldJhX6V8c7CnkolP/gN+/EM47EjCBz6cdZwO88JN0ymr6Mb2x2+VdRRJkiRJkpQjDvZUEvHN1+G6S2HPfeDzh2cdp8PMe2khr//PbHY8aRQ9+pZnHSeXBg3ymoZSKuyrlA77KqXDvkr55mBPbRaXLGndLGNwDZx6FqFbPr6tYkvk2asm039MX7Y6cNOs4+TWwoULs44gqUD2VUqHfZXSYV+lfOuedQClLTY3w9UXwaKFcM0tudgBd7XXfjObuomL2O/O8XQrc8OMrDQ1NWUdQVKB7KuUDvsqpcO+SvmWj6VVaj8/uguefxrOOJcwLD+r1pqWruSFm6ax+SdqGLLLgKzj5Fp5uadAS6mwr1I67KuUDvsq5ZuDPRUt/v0v8PMH4IjjCTuPzzpOh5p012s0LVnJuG9unXWU3Kuqqso6gqQC2VcpHfZVSod9lfLNwZ6KEl+bATdeCR/5OBx4aNZxOtTiN5cxZcIbbHPECHoPq8w6Tu7Nmzcv6wiSCmRfpXTYVykd9lXKt9xfYy+EMAwYtvr28OHDx9bU1GSYqPOLS5fA5efBppvBSd8ihHxdX+6566bSs7qCbb46IusokiRJkiQpx3I/2AOOB85bfaOurg4He+sWY2xdqbdoAZx/BaGiIutIHWr2E3XMerSWD16+A90ry7KOI6BPnz5ZR5BUIPsqpcO+Sumwr1K+OdiD24BHVt+orq4eC0zILk4n98hD8MRj8L2LcrVZBkBLUwvPXj2Fwbv0Z7OPO/ztLPK2YlRKmX2V0mFfpXTYVynfcn+NvRjj7Bjjs6u/ampqJmedqbOKL78EP7wNDvoCYc+9s47T4aY99BaL31jKrmeM9X+encjixYuzjiCpQPZVSod9ldJhX6V8y/1gT4WJC+bDlRfCmO3g8K9lHafDLZ+/gpduncHIgzZlwJi+WceRJEmSJElysKcNi83NcM3F0NIMZ5xD6J6/M7hfumUGRNjhxFFZR9F7VFdXZx1BUoHsq5QO+yqlw75K+eZgTxv2wL3w0vPw7XMI1YOyTtPh5k9dzIxfvMUOJ4yk54AeWcfRe3jqgZQO+yqlw75K6bCvUr452NN6xeeehp/eD4cdRdhx56zjdLgYI89cOZm+W/Rm60OHZx1Ha7FixYqsI0gqkH2V0mFfpXTYVynfHOxpneKC+XDdpbDzeDjksKzjZGLmn+dS++wCdvnWaLqVW5fOqHsOTw2XUmVfpXTYVykd9lXKNycVWqvY0gLXXw4ROPW7hG75+1Zpbmzm+eunssnegxj2gfydgpyKAQMGZB1BUoHsq5QO+yqlw75K+Za/aY0K88hD8Oy/4LSzCAMGZp0mE1MeeJNlcxvZ+bTRWUfRetTW1mYdQVKB7KuUDvsqpcO+SvnmYE/vE6dPgfvugIO+QNhl96zjZKKhrpFJd73G1ocOp9+WvbOOI0mSJEmS9D4O9vQucdkyuOoiGDESvnJM1nEy89ItM+hWFtj+uJFZR9EG9O7t4FVKhX2V0mFfpXTYVynfHOzp3W67ARbUw7fPIZSXZ50mEwumLebVh2ex/XEjqajK52eQkrKysqwjSCqQfZXSYV+ldNhXKd8c7Ok/4uOPwl//AMd/k7DJplnHyUSMkWevnUqfzXqx9aHDs46jAixatCjrCJIKZF+ldNhXKR32Vco3B3sCINbXwQ+uhQ98GPb9RNZxMvP2Y/OY81Q9O586mm7l1kOSJEmSJHVeTi5EjBFuugq6d4cTTyOEkHWkTLQ0tfDc9VOp2X0gm3xoUNZxVKCBA/O5a7OUIvsqpcO+Sumwr1K+OdgT/P7X8MxTcMqZhH5VWafJzLSH3mLJm8vY+fTRuR1upmjp0qVZR5BUIPsqpcO+Sumwr1K+OdjLuThrJtx9C+z/GcKue2QdJzONC5uYeNsMtvrspgwY3TfrONoIjY2NWUeQVCD7KqXDvkrpsK9SvjnYy7HY3AzXXQoDq+HoE7KOk6mJt79KS3NkhxNHZh1FG8ldwKR02FcpHfZVSod9lfLNwV6e/fwBmD4VTvseoWdl1mkys+j1pUz72Uy2O3pLKqsrso6jjVRdXZ11BEkFsq9SOuyrlA77KuWbg72cim++Bj+5Fz73RcLYbbOOk6nnr59KryEVjDls86yjqAhz587NOoKkAtlXKR32VUqHfZXyzcFeDsXmZrjhShi2KXzxiKzjZOqdp+qY9fd5jDtla8oqXMIuSZIkSZLS4WAvj371M5g+BU4+k9CjR9ZpMtPSHHn2mqkMGtefzT5ek3UcFalXr15ZR5BUIPsqpcO+Sumwr1K+OdjLmfjWmzDhbvjMIbk/BffVh2excPoSdvnWaEIIWcdRkcrLy7OOIKlA9lVKh32V0mFfpXxzsJcjsaUFbroKBg2BrxyddZxMNS1ZyYu3zGDEp4dRvV1V1nHUBgsXLsw6gqQC2VcpHfZVSod9lfLNwV6e/OaX8MpEOPkMQkXPrNNkatLdr7Fy2Up2+saorKNIkiRJkiQVxcFeTsR3ZsN9d8KnDiRsv1PWcTK1ZFYDUya8wTZfHUGvmnwPOLuCAQMGZB1BUoHsq5QO+yqlw75K+eZgLwdijHDbDdC3H3z12KzjZO75G6dR0b8H2xwxIusoKoGGhoasI0gqkH2V0mFfpXTYVynfHOzlweOPwjNPwfGnEHK+Y1Ltc/OZ+cc57HTyKLpXlmUdRyWwfPnyrCNIKpB9ldJhX6V02Fcp3xzsdXFx2VK482bY44OEPT6YdZxMxZbIs9dMZeC2/RjxqWFZx1GJdOvmjzEpFfZVSod9ldJhX6V86551gKyFEIYB/5nyDB8+fGxNTU2GiUrsR3fBsqVw3ClZJ8nc67+dTf3Li9jvzvGEbiHrOCqRwYMHZx1BUoHsq5QO+yqlw75K+eZoH44Hnln9VVdXNyHjPCUTp02B3zwMhx1FGDwk6ziZWtnQzAs3T2ezjw1hyC5eXLYrmTt3btYRJBXIvkrpsK9SOuyrlG+5X7EH3AY8svpGdXX1WCD54V5sboYfXAMjRsIBB2cdJ3Ov3Pc6jfNXMO6UrbOOohKLMWYdQVKB7KuUDvsqpcO+SvmW+8FejHE2MHv17fHjx2eYpoR++zC8Oh2uvJlQlu9NIpbNXc4r977OmMO2oM/wfG8e0hVVVlZmHUFSgeyrlA77KqXDvkr55qm4XVCcXw8/uhv2P4AwZtus42TuhZun072yjO2O2TLrKGoHFRUVWUeQVCD7KqXDvkrpsK9SvjnY64ruuwO6d4fDv5Z1kszVvbyQ1/9nNjt+fRTlfXK/QLVLWrBgQdYRJBXIvkrpsK9SOuyrlG8O9rqYOPUV+PPv4fBjCH36Zh0nUzFGnr16KlWj+rDVgZtkHUeSJEmSJKmkHOx1IbGlBW6/CbYcCR//dNZxMjfzT3OZ9/wCdj59NN26+63eVfXv3z/rCJIKZF+ldNhXKR32Vco3px1dyd/+CFNfgWNPzv2GGc2NzTx/w1Q22WcQw/aszjqO2lFjY2PWESQVyL5K6bCvUjrsq5RvDva6iLhsGdx7O+z9EcL2O2UdJ3NTHniTZXMb2fm00VlHUTtraGjIOoKkAtlXKR32VUqHfZXyzcFeV/GzH8HSpXDUCVknyVxDXSOT7nqNrQ8dTr8RvbOOo3YWQsg6gqQC2VcpHfZVSod9lfLNwV4XEN+eBb96CA7+EmFwTdZxMvfSLTPoVhbY/riRWUdRBxgyZEjWESQVyL5K6bCvUjrsq5RvDva6gntugQED4XNfyDpJ5hZMW8yrD89i++NGUlFVnnUcdYDa2tqsI0gqkH2V0mFfpXTYVynfHOwlLk58AZ56HL56LKGiZ9ZxMhVj5Nlrp9Jns15sfejwrOOog7S0tGQdQVKB7KuUDvsqpcO+SvnmYC9hMUb44a0wagzss2/WcTL39mPzmPNUPTufOppu5X5r50XPnvkeaEspsa9SOuyrlA77KuWb04+UPf4oTJ0MRx5P6Jbv/5QtTS08d/1UanYfyCYfGpR1HHWgysrKrCNIKpB9ldJhX6V02Fcp3/I9DUpYbGqC++6A8XsSdtw56ziZm/bQWyx5cxk7nz7aXaFyZv78+VlHkFQg+yqlw75K6bCvUr452EvV7x+Bue/AEcdlnSRzjQubmHjbDLb67KYMGN036ziSJEmSJEkdwsFeguLSJfCT+2C//QlbbJl1nMxNvP1VWpojO5w4MusoykBVVVXWESQVyL5K6bCvUjrsq5RvDvZS9KufQeNyOOzIrJNkbtHrS5n2s5lsd/SWVFZXZB1HGWhqaso6gqQC2VcpHfZVSod9lfLNwV5i4qKFrYO9Tx9EqB6cdZzMPXfdVHoNqWDMYZtnHUUZWbZsWdYRJBXIvkrpsK9SOuyrlG8O9lLz8wda/3nwl7LN0Qm881Qdbz82j3GnbE1ZRVnWSjL0FAAAIABJREFUcSRJkiRJkjqUg72ExPo6+M3D8JlDCP3yfR2FlubIs9dMZdC4/mz28Zqs4yhDNTX+95dSYV+ldNhXKR32Vco3B3sp+dkEKC+Hz34+6ySZe/XhWSycvoRdvjWaEELWcZShefPmZR1BUoHsq5QO+yqlw75K+eZgLxFx7jvwv7+Gz32R0KdP1nEy1bRkJS/eMoMRnx5G9Xb5XrkoaG5uzjqCpALZVykd9lVKh32V8s3BXip++iPo3Qf+3+eyTpK5SXe/xsplK9npG6OyjqJOoKLC3ZClVNhXKR32VUqHfZXyzcFeAuKcd+DPv4fPfYlQWZl1nEwtmdXAlAlvsM1XR9CrpmfWcdQJ9O7dO+sIkgpkX6V02FcpHfZVyrdOOdgLIZwUQng9hLA8hPBUCGH39Tz32BDCYyGE+au+/rS+5yfpFw+0rtb75AFZJ8nc8zdMpaJ/D7Y5YkTWUdRJ1NfXZx1BUoHsq5QO+yqlw75K+dbpBnshhC8A1wIXALsALwD/G0IYso6XfAR4ANgX2AuYCfwhhLBp+6dtf7FuHvzxd/DZQwk9871ab+6z85n5p7nsdPIouleWZR1HkiRJkiQpU51usAecDtwRY7wnxvgycAKwDDh6bU+OMX45xviDGOPzMcbJwNdo/ffar8MSt6dfPggVFfDpA7NOkqn/396dx9lV1/cff30y2ReyMwFCCIRsJOwRioriQqXSWtq61bYurYBW61r3KrjhLqK2iLtWqlTb8lNEUVxAZQ8ESEgyJCRhC5PJZN8nM9/fH+cOXoaZ5M5kZs6cOa/n43Efwz333HM+5855T4bPfM/5prbEPZ9byaQTDmPmi4/IuxwNIIcddljeJUiqkXmVisO8SsVhXqVyG5p3AdUiYjhwOvCJ9mUppbaIuJFsNF4tRgPDgE7HI0fEEUCXnaHp06fPq6+vr7nmvpS2bIafV2bCHV3u+yasvX49m5Zv5wVfX0QMibzL0QDiLGBScZhXqTjMq1Qc5lUqtwHV2AOmAHVAY4fljcC8GrfxKeBx4MYuXr8YuKSrNzc3N1NfX8+mTZtobGxk6tSpbN68mf379zN8+HDGjRtHc3MzAOPGjSOlxI4dO7Lip0xh69attLS0MGzYMMaPH8/GjRsBGDt2LBHB9u3bAZg8eTLbt29n3759DB06lIkTJ9LU1ARkNz+tq6uj9fvfYVQEbef9BTu3bGHv3r3U1dUxefJkNmzYAMDo0aMZNmwYW7duBWDixIns3r2bPXv2MGTIEKZOncqGDRtIKTFq1ChGjBjBli1bAJgwYQJ79+5l9+7dRASHH344TU1NtLW1MXLkSEaNGsXmzZsBGD9+PC0tLezatQuA+vp6Nm7cSGtrKyNGjGDMmDFP3tvhsMMOo7W1lZ07dwJ06zOsXrf9M2x8dAN3X7GSI86ZzJi5w2lsbHza593xM+zJ571t2zYAJk2axM6dO5/8vKdMmfLkPvP6vA8//HCam5t7/fPu7XO2q8+wu+ds++fd2We4Z88e9uzZ8+RnuHnzZnbu3MnIkSMZOXJkp593+znr5z04f0ZUf4ZAp5+3PyMGxjm7adMmdu7c2a8/I9o/b39G+DPCnxHdO2d37txJS0tLIc9Zf0b4M6JsPyP27t3LsGHDBv3vEf6MKObn7c+IP37efXU/zEgp9cmGeyIijgQeA56ZUrq1avmngeemlM48yPvfC7wbOCeldF8X69QyYu/qr33ta8ydO7cnh9Er0vZt8PpXwosvIF5zUW51DAT3f2U1D3xrDef/77MYe1S57zOop2tsbGSgjLKVdGDmVSoO8yoVh3mVimHlypVceOGFAKffddddd/fWdgfaiL2NQCvQ8adSPfDEgd4YEf8KvBd4YVdNPYCU0npgfVevL1q0qOZi+9T1/w9aW+EvX5Z3Jbna1biH5d9dy9y/O8amnjo1derUvEuQVCPzKhWHeZWKw7xK5TagJs9IKe0DFlM18UVEtE+EcWtX74uIdwMfBM5LKd3V13X2tbRvH1z3f/CC84gJE/MuJ1f3fmkVQ0cPZcE/Hpt3KRqg2odnSxr4zKtUHOZVKg7zKpXbgGrsVXweuDAiXhMR84ErgTHAtwAi4rsR8eTkGhHxHuCjZLPmro2IaZXH2Bxq7x2//SVs21L60XrNS7ey9vr1nPTGWQwbO9AGl2qg2L9/f94lSKqReZWKw7xKxWFepXIbcN2SlNI1ETEV+AgwDVhCNhKvfUKNGUBb1VveCAwHftRhUx8GLu3bantfamuDa/8bznw2ceT0vMvJTUqJuz/fwPjjx3LcBUflXY4GsOHDh+ddgqQamVepOMyrVBzmVSq3AdfYA0gpfRn4chevndPh+cx+KKn/LL4dHn0Y/uVdeVeSq0d+2cjGJVt43pWnMaQu8i5HA9i4cePyLkFSjcyrVBzmVSoO8yqV20C8FLfc/vcHMG8BMX9h3pXkpnVvK0u++CBHnj2FaWdOzrscDXDtU5VLGvjMq1Qc5lUqDvMqlZuNvQEkNSyHZffBBS/Pu5Rcrfyvh9m1YS+nvn1O3qVIkiRJkiQNWDb2BpJr/xumHQlnPivvSnKze+Neln1zDbNfNp3DZo7JuxwVgJceSMVhXqXiMK9ScZhXqdxs7A0QaWMT3HIzvOSlRF1d3uXk5v4rVzOkLlh40ay8S1FBpJTyLkFSjcyrVBzmVSoO8yqVm429geLnP4ERI+D5f5p3JbnZ3LCd1dc+xsKLZzFi/LC8y1FB7NixI+8SJNXIvErFYV6l4jCvUrnZ2BsAUss+uOE6eN6LiNHlvPw0pcQ9n2tg3DGjmf3S6XmXI0mSJEmSNODZ2BsIbrkZtm6GF/9l3pXk5rGbmmi8cxOnvm0OQ4Z5Wqp2U6dOzbsESTUyr1JxmFepOMyrVG52UAaCn14LJ51KzJiZdyW5aN3Xxj2fb2DaWZM58uwpeZejgtm8eXPeJUiqkXmVisO8SsVhXqVys7GXs7T6QVixDF58Qd6l5Gblf61j5/o9nPbOOURE3uWoYPbv3593CZJqZF6l4jCvUnGYV6ncbOzl7fprYcpUOPNZeVeSi91Ne1n29TXMfvnRjD9ubN7lqICGDXOiFakozKtUHOZVKg7zKpWbjb0cpe3b4KZfwXkvIerq8i4nF/d++UGGDB/CiRcfl3cpKqjx48fnXYKkGplXqTjMq1Qc5lUqNxt7efr1DdDWCue+OO9KctG8dCtrfrKek/55FsMP869M6pmNGzfmXYKkGplXqTjMq1Qc5lUqNxt7OUkpwS+vhzOfRUyclHc5/S61JRZ/eiUTZo9l1l9Nz7scSZIkSZKkwrGxl5cHV8DDa0s7Wm/tz56geelWTnvXXIbUOWGGem7sWO/NKBWFeZWKw7xKxWFepXKzsZeXX16fTZpx8ul5V9LvWnbt594vPsjRLzyc+kXlG60oSZIkSZLUG2zs5SDt3QM3/xqef14pJ8144Jtr2bu1hVPeNifvUjQI7NixI+8SJNXIvErFYV6l4jCvUrnZ2MvDH26C3bvgheflXUm/2/HoLlZ8bx3zX30MY48clXc5kiRJkiRJhWVjLw83/gxOPJWYdmTelfS7e77wICMmDOOE1x2bdykaJKZMmZJ3CZJqZF6l4jCvUnGYV6ncbOz1s/T4Y7D0Xjj3z/Iupd89cccmHv31Bk5562yGjirfJcjqG1u3bs27BEk1Mq9ScZhXqTjMq1RuNvb6269+BmPGwFnPybuSftW2v427P7uSKSeP55jzpuVdjgaRlpaWvEuQVCPzKhWHeZWKw7xK5WZjrx+l1lb49Q3wnBcQI0bkXU6/Wv1/j7F11Q5Oe9dcIiLvcjSIDB06NO8SJNXIvErFYV6l4jCvUrnZ2OtPS5dA80Z43ovyrqRf7d3awn1XrubYlxzJ5BPG512OBpmJEyfmXYKkGplXqTjMq1Qc5lUqNxt7/emmX8G0I2Hu/Lwr6Vf3f2U1bfvaOPnNx+ddigahpqamvEuQVCPzKhWHeZWKw7xK5Vb6MbsRcQRwRPvz6dOnz6uvr+/1/aR9++CWm+Ev/rpUl6JubtjOqh8+wslvmc2oKeW6/FiSJEmSJKkvlb6xB1wMXNL+pLm5mb5o7HHXrbBrJzz3hb2/7QEqpcTiT65g3DFjmPu3M/IuR4PU2LFj8y5BUo3Mq1Qc5lUqDvMqlZuNPbgK+HH7k8mTJ88Dru71vdz0K5g1m5hengbX2uufoGnJFp535WkMGeZV3+obZRoBKxWdeZWKw7xKxWFepXIrfbclpbQ+pXR3+6O+vn5Fr+9jxw6487ZSjdZr2bGfJVc0cPS59Uw7c3Le5WgQ2759e94lSKqReZWKw7xKxWFepXIrfWOvX9z2O2jdD2c/L+9K+s39X11Ny479nPr2OXmXIkmSJEmSNCjZ2OsPt9wE808kJk/Nu5J+sXX1Dhq+/wgLXn8cY6aNzLscDXKTJzsiVCoK8yoVh3mVisO8SuVmY6+PpR07YMlieNZz8i6lX6SUuOtTKxh71Cjm/f0xeZejEvDSA6k4zKtUHOZVKg7zKpWbjb2+dscfYP9+eGY5GnuP/LKRDXdt5rR3zaVuuKeX+t6+ffvyLkFSjcyrVBzmVSoO8yqVm52XvnbLzTBvQSkuw23ZtZ+7P9/AUedM5chnTcm7HJXE0KFO7i0VhXmVisO8SsVhXqVys7HXh9KunXD3nfCs5+ZdSr9Y9o017NvawmnvnJt3KSqRiRMn5l2CpBqZV6k4zKtUHOZVKjcbe33pzlthf0spLsPdtnYnK/9zHfNfO5OxR43KuxyVSFNTU94lSKqReZWKw7xKxWFepXKzsdeX/nAzzJlHTK3Pu5I+lVJi8adXMqp+JPNfMzPvciRJkiRJkkrBxl4fSfv2wT13wp+cnXcpfe7R3zTxxG3NnPavcxg6si7vclQyY8aMybsESTUyr1JxmFepOMyrVG429vrK/ffA3j1wxll5V9Kn9u9u5e7PruSIZ03mqOcM/glCNPDU1dlMlorCvErFYV6l4jCvUrnZ2Osrt98C9UfA0TPzrqRPLf3qQ+zdvI/T3z2PiMi7HJXQtm3b8i5BUo3Mq1Qc5lUqDvMqlZuNvT6QUoK7boUznjmom11bVu1gxdXrWPBPxzLu6NF5lyNJkiRJklQqNvb6wkOrYGPToL4MN7Ul7rpsOeOmj2beq2fmXY5KbNKkSXmXIKlG5lUqDvMqFYd5lcrNxl5fuOMWGDMGFpycdyV95qEfP07Tki0sev886oZ7Gik/O3fuzLsESTUyr1JxmFepOMyrVG52ZPrCnbfAaWcQQ4fmXUmf2Lt5H0uueJCZf34E9Yv865DytXfv3rxLkFQj8yoVh3mVisO8SuVmY6+XpU3NsKoBnjF4L8O954oHISVOfducvEuRnAVMKhDzKhWHeZWKw7xK5WZjr7fdcydEwKnPyLuSPrFh8WbW/PhxTn7LbEZOGp53ORJTpkzJuwRJNTKvUnGYV6k4zKtUbjb2etuSu2DWbGL8hLwr6XWtLW3c+YnlTDlpPLMuOCrvciQAGhsb8y5BUo3Mq1Qc5lUqDvMqlZuNvV6U2tpgyWI4ZVHepfSJld9bx/Z1u1j0/vnEkMi7HEmSJEmSpFKzsdeb1qyCrVsG5WW4Ox7bzdKvPcTcV81g4pxxeZcjPWn06NF5lyCpRuZVKg7zKhWHeZXKzcZeb7rnLhg5EuYtyLuSXpVSYvGnVjBiwnAWXnxc3uVITzFs2LC8S5BUI/MqFYd5lYrDvErlZmOvN91zF5x4KjHIfrA+/ItGHv/9Rk5/z1yGjR6adznSU2zdujXvEiTVyLxKxWFepeIwr1K52djrJWn3blh+/6C7DHfvln0s/vQKjj63nunPPTzvciRJkiRJklRhY6+3LF0C+/fDqYNr4ox7Lm8gtSZOf9fcvEuROjVx4sS8S5BUI/MqFYd5lYrDvErlZmOvt9x3D0w5HI6cnnclvWb9rc2s+cl6Tn37HEZNGZF3OVKndu/enXcJkmpkXqXiMK9ScZhXqdxs7PWWZffCwpOJiLwr6RX7d7dy58cfoP4Zkzj2JUfmXY7UpT179uRdgqQamVepOMyrVBzmVSo3G3u9IO3cAQ+tgoUn511Kr7nvP1axZ9M+nvFv8wdNs1KD05Ah/hiTisK8SsVhXqXiMK9SuZV+itOIOAI4ov359OnT59XX13dvI8uXQlvboGnsNS/dSsP3H+bkt8xm3NGj8y5HOqCpU6fmXYKkGplXqTjMq1Qc5lUqN1v7cDGwuP3R3Nx8dbe3sPRemDQZjjiqt2vrd20tbdz+kQeYMGccc181I+9ypIPasGFD3iVIqpF5lYrDvErFYV6lciv9iD3gKuDH7U8mT548D+hec2/pvbBgcNxfb/l31rJtzU5e9L0zGTLUvq8GvpRS3iVIqpF5lYrDvErFYV6lcit9Yy+ltB5Y3/580aJF3Xv/7t2waiW84LzeLq3fbVm1g6Vfe4h5rz6GiXPH5V2OVJNRo0blXYKkGplXqTjMq1Qc5lUqN4dkHaoVg+P+em0tbdx+yVLGHj2aEy86Lu9ypJqNGDEi7xIk1ci8SsVhXqXiMK9SudnYO1RL74XxE2B6se9H98B31rK5YQd/8uEF1I2oy7scqWZbtmzJuwRJNTKvUnGYV6k4zKtUbjb2DtWy+2DBSYW+v97mhu0s++pDnPDamUxeMD7vciRJkiRJklQDG3uHIO3fn91fb96CvEvpsdaWNm67ZBnjZo5hwYVegqvimTBhQt4lSKqReZWKw7xKxWFepXKzsXco1q2Bfftgzvy8K+mxB76xhq2rK5fgDvd0UPHs3bs37xIk1ci8SsVhXqXiMK9SudnJORQNy2HIEJg1O+9KemTT8m0s++YaFvzjsUyaf1je5Ug9snv37rxLkFQj8yoVh3mVisO8SuVmY+9QNCyHmbOIESPzrqTbWvdll+COnzWWE/7p2LzLkXqsyPe3lMrGvErFYV6l4jCvUrnZ2DsUDcsLexnu0q8+xPa1O7NLcId5Gqi4Dj/88LxLkFQj8yoVh3mVisO8SuVmR6eH0s4d8OjDMLd4jb2mezaz/NtrWHjRcUycMy7vcqRD0tTUlHcJkmpkXqXiMK9ScZhXqdxs7PXUqpWQEsyel3cl3bJvewu3fnApk0+awPzXeQmuiq+trS3vEiTVyLxKxWFepeIwr1K5Dc27gMJauRxGj4HpM/KupFsWf2Yle7e28PyrFjGkznsxqPhGjizePS6lsjKvUnGYV6k4zKtUbo7Y66mG5TB7LjGkOB/hw794grXXrWfRe+Yx9qhReZcj9YpRozyXpaIwr1JxmFepOMyrVG7F6UoNICmlwk2csatxD3d8fDkzzq1n5vlH5F2O1Gs2b96cdwmSamRepeIwr1JxmFep3Gzs9cTGDbBlc2Eae6ktcduHljF0VB2L3j/f6dAlSZIkSZIGAe+x1xMrl2dfC9LYW/7ddTTetYnnXXk6I8YPy7scqVeNHz8+7xIk1ci8SsVhXqXiMK9SuTlirycalsPUemLipLwrOaiN927hvn9fxfzXzGTaGQO/Xqm7Wlpa8i5BUo3Mq1Qc5lUqDvMqlZuNvZ5oWA5z5uVdxUHt3drCH953P5MXHsZJb5yVdzlSn9i1a1feJUiqkXmVisO8SsVhXqVys7HXTam1FVY1wJwT8i7lgFJK3P7hZezftZ9nXnYiQ4b5rZYkSZIkSRpMvMded61bA/v2DvgRew0/eITHftvE2ZefzJgjnP5cg9fhhx+edwmSamRepeIwr1JxmFep3BzG1V0ND8CQIXD8nLwr6VLzA1tZcnkDc181g+nP9Ye8Brfm5ua8S5BUI/MqFYd5lYrDvErlZmOvu1Yuh2OOI0aMzLuSTu3b3sIt772fCXPGcfJbZ+ddjtTnWltb8y5BUo3Mq1Qc5lUqDvMqlZuNve56cAXMnZ93FZ1KbYnbPriUvVtaeOYnTqTO++qpBEaMGJF3CZJqZF6l4jCvUnGYV6nc7Px0Q9q1Ex5ZB3MGZmNv2TfW8NjNGznr4wsZd/TovMuR+sWYMWPyLkFSjcyrVBzmVSoO8yqVm4297nhwJaQ0ICfOePz3Tdz/ldUsvPg4jjp7at7lSP1m06ZNeZcgqUbmVSoO8yoVh3mVys3GXnc0LIdRo+GoGXlX8hTbH9nFLR9YypHPnsLCC4/LuxxJkiRJkiT1Axt73fHgCpg9l6iry7uSJ+3f3crv3nkvI8YP46yPLSSGRN4lSf3qsMMOy7sESTUyr1JxmFepOMyrVG6lb+xFxBERcVr7o7GxsdPrbFNK2Yi9AXR/vZQSd3zsAXY8uouzP3cyw8cNy7skqd85C5hUHOZVKg7zKhWHeZXKrfSNPeBiYHH7o7m5+epO19rYBJuaB1Rjb9k31rDuZ09w5iULmDB7XN7lSLnYuXNn3iVIqpF5lYrDvErFYV6lchuadwEDwFXAj9ufTJ48eR7w9OZew/Ls6wBp7D38iye4/z+yyTKOedG0vMuRJEmSJElSPyt9Yy+ltB5Y3/580aJFna/YsBymHE5MmtxPlXVt4/1bue2SZRzzZ9NYeJGTZajcpk51FmipKMyrVBzmVSoO8yqVm5fi1mqA3F9v5/rd/O4dS5g4bxxnfugEIpwsQ+W2efPmvEuQVCPzKhWHeZWKw7xK5WZjrwaptRVWNcDcfBt7LTv3c9Nbl1A3Yghnf+4U6kYMnNl5pbzs378/7xIk1ci8SsVhXqXiMK9SuZX+UtyaPLwG9u6B2Z1OmNsv2lra+MN77mPXE3s499vPYOSk4bnVIg0kw4ebBakozKtUHOZVKg7zKpWbjb1aNKyAIUPg+Dm57D61JW67dBmNd27iuV88lfHHjc2lDmkgGjfOGaGlojCvUnGYV6k4zKtUbl6KW4uG5XDMscTIUf2+65QS91zewLqfP8FZH13ItDPzn7xDGkiam5vzLkFSjcyrVBzmVSoO8yqVm429WuQ4ccby76xl5dUPc/q75zHjT6flUoMkSZIkSZIGHht7B5F27YKH1+Zyf70Hf/QI935xFQsuPJY5rzi63/cvFYGXHkjFYV6l4jCvUnGYV6ncbOwdzOoGSAnmntC/u732Me66bAVz/nYGJ75hVr/uWyqSlFLeJUiqkXmVisO8SsVhXqVys7F3MA3LYdQomD6j33a55rrHueOjD3D8y6Zz2r/OISL6bd9S0ezYsSPvEiTVyLxKxWFepeIwr1K52dg7mJXL4fh5RF1dv+xu7c/Xc/uly5h1wVEses88m3qSJEmSJEnqlI29g+nHiTNW/9+j3PqBpcw8/wie8YH5xBCbetLBTJkyJe8SJNXIvErFYV6l4jCvUrnZ2DuAtLEJNm2EOX0/ccaK763jjo8uZ/ZLp3PmJQts6kk12rp1a94lSKqReZWKw7xKxWFepXIbmncBA1rD8uxrH47YSymx9KsPsfSqh5j/upmc/ObjvfxW6oaWlpa8S5BUI/MqFYd5lYrDvErlZmPvQBqWw5SpxOS+Gdrctr+NxZ9awar/eYyT/+V4TnjdsX2yH2kwGzZsWN4lSKqReZWKw7xKxWFepXKzsXcgfXh/vZYd+/n9e+6j8c5NnPGhE5h1wVF9sh9psBs/fnzeJUiqkXmVisO8SsVhXqVy8x57XWlrg1UrYXbv319v5/rd/PIf76T5/q2c86VTbepJh2Djxo15lyCpRuZVKg7zKhWHeZXKzRF7XWlcD3v2wNzeHbHXeOcm/vC++xk6cgjnfvsZjD9ubK9uX5IkSZIkSeVgY68r69bAkCEwa26vbC61JR741lruv3IVhy+axDMvO5GRk4b3yralMhs71ua4VBTmVSoO8yoVh3mVys3GXlceXgMzZhKjRh3ypvZu2cdtlyzj8d9tZMHrj2XhxbMYUufMt1JvcBZpqTjMq1Qc5lUqDvMqlZuNva6sXQOnnnrIm3n0pg3c+bHltLW08ZwrTuGos6f2QnGS2m3fvp3Ro0fnXYakGphXqTjMq1Qc5lUqNxt7XWlcD3Ne1eO379vewuLPrGTtdes58tlTeMYH5zN66sheLFCSJEmSJEllZmOvK21tMKf7E2ektsSan67nvi89yP49bZx5yQkc+5IjHR4t9ZHJkyfnXYKkGplXqTjMq1Qc5lUqNxt7XRk5Ao4+pltvabp3C3d/diWblm1jxrn1nPL2OYyZ5ig9qS9t376diRMn5l2GpBqYV6k4zKtUHOZVKrcheRfQmYh4U0SsjYg9EXF7RJxxkPVfFhErKuvfHxEvPuQijp5J1NXVtOqmB7bxu3cu4cbX3UlqTbzg64t41qdOsqkn9YN9+/blXYKkGplXqTjMq1Qc5lUqtwE3Yi8iXgF8HngDcDvwNuCGiJibUtrQyfrPBL4PvA+4DngVcG1EnJZSWtrjQo6eecCX21oTj/++iQeveZQnbmtm7NGjOPPSBcw8/whnvJX60dChA+7HmKQumFepOMyrVBzmVSq3gfgT4B3A11JK3wKIiDcA5wP/CHyyk/XfCvw8pfSZyvMPRsS5wJvJmoM9c8yxT1uUUmLTA9t4+BeNPPyLJ9jVuJfJCw/jrI8vZMafTrOhJ+XAyw6k4jCvUnGYV6k4zKtUbgOqsRcRw4HTgU+0L0sptUXEjcBZXbztLLIRftVuAC44lFrajp7J7o172bZmJ1tX76BpyRY2LN7MnuZ9jJg4jKNfUM+sC45i0gmHHcpuJB2ipqYm6uvr8y5DUg3Mq1Qc5lUqDvMqlduAauwBU4A6oLHD8kZgXhfvmdbF+tM6WzkijgCO6KqAGTNmnDR16lT++19uYWJqAGBIXTBu5hgmnX0YxyycwKR544i6oIn1NK1cf/CjktRnNm3axJYtW/IuQ1INzKtUHOZVKg7zKhXDunXr2v+zVydkGGiNvf5wMXBJVy9u376dqVOn8qtR1z71hfWVx419WpskSZIkSZIGqT179pwC3NJb2xsJEzL3AAATsklEQVRojb2NQCvQcRxxPfBEF+95opvrXwX8uKsC9uzZs+ihhx66aty4ca+bOnXqfQcvubgaGxvnNTc3Xz158uS/q6+vX5F3PX3JYx2cPNbByWMdnDzWwcljHZw81sHJYx2cPNbByWMdnJqamk7avn37t1pbW5f35nYjpdSb2ztkEXE7cEdK6V8qz4cADwNfTik9bfKMiLgGGJ1S+ouqZbcA96WUuj15RkScBiwGTk8p3d3DwygEj3Vw8lgHJ491cPJYByePdXDyWAcnj3Vw8lgHJ491cPJYD91AG7EH2UQY34mIu4A7gLcBY4D2WXK/CzyWUnpfZf0rgJsi4p3AT4FXAouAi/q7cEmSJEmSJKm/DLjGXkrpmoiYCnyEbAKMJcB5KaX2CTJmAG1V698SEa8CPgZcBjwIXJBSWtq/lUuSJEmSJEn9Z8A19gBSSl8GvtzFa+d0suyHwA/7uKzBaD3w4crXwc5jVdGV6fvqsaroyvR99VhVdGX6vnqsKroyfV89VtVswN1jL29lur5bKjrzKhWHeZWKw7xKxWFepeLoq7wO6a0NSZIkSZIkSeo/NvYkSZIkSZKkArKx93Re3y0Vh3mVisO8SsVhXqXiMK9ScfRJXr3HniRJkiRJklRAjtiTJEmSJEmSCsjGniRJkiRJklRANvYkSZIkSZKkAiplYy8i3hQRayNiT0TcHhFnHGT9l0XEisr690fEi/urVqnsupPXiLgwIn4XEZsrjxsPlm9Jvae7/75Wve+VEZEi4tq+rlFSpge/D0+IiH+PiPURsTciGvydWOofPcjr2yJiZUTsjohHIuLyiBjZX/VKZRURz4mIn0TE45XfbS+o4T3nRMTdlX9bV0XEa7u739I19iLiFcDnyWYiOQ24F7ghIg7vYv1nAt8HvgGcClwLXBsRC/unYqm8uptX4ByyvD4POAt4BPhFRBzV99VK5daDvLa/bybwWeB3fVyipIoe/D48HPglMBN4KTAXuBB4rD/qlcqsB3l9FfDJyvrzgX8CXgFc1i8FS+U2hiyjb6pl5Yg4Fvgp8BvgFOALwNcj4kXd2WnpZsWNiNuBO1NKb648H0L2P/9fSil9spP1rwHGpJT+vGrZbcCSlNIb+qlsqZS6m9dO3l8HbAbenFL6bp8WK5VcT/JayejNwDeBs4EJKaWD/mVT0qHpwe/DbwDeBcxLKbX0a7FSyfUgr18G5qeUXlC17HPAmSmlZ/dT2VLpRUQC/iql1OUVKRHxKeD8lNLCqmU/IPud+Lxa91WqEXuVvzaeDtzYviyl1FZ5flYXbzurev2KGw6wvqRe0MO8djQaGAZs6vUCJT3pEPL6IWBDSukbfVuhpHY9zOtLgFuBf4+IxohYGhHvrzTnJfWRHub1FuD09st1I+I44MXA9X1braQe6JV+09BeK6cYpgB1QGOH5Y3AvC7eM62L9af1bmmSOuhJXjv6FPA4T/9hKal3dTuvEfFsssuDTunb0iR10JN/X48Dng9cTdYgOB74D7I/nn24b8qURA/ymlL6r4iYAvw+IoLs//m/klLyUlxp4Omq33RYRIxKKe2uZSOlGrEnqTwi4r3AK8mGP+/Jux5JfxQR44D/BC5MKW3Mux5JBzUE2ABclFJanFK6Bvg44G1ppAEmIs4B3g/8M9k9+f4aOD8iPphnXZL6TtlG7G0EWoH6DsvrgSe6eM8T3VxfUu/oSV4BiIh/Bd4LvDCldF/flCepSnfzOovsJvw/yQYTAJU/NkbEfmBuSml1n1QqqSf/vq4HWlJKrVXLlgPTImJ4Smlf75cpiZ7l9aPAf6aUvl55fn9EjAG+GhEfr1zKK2lg6KrftK3W0XpQshF7lV86FgPVNxIdUnl+axdvu7V6/YpzD7C+pF7Qw7wSEe8GPgicl1K6q6/rlNSjvK4ATiS7DLf98WP+OCPYI31cslRaPfz39Q/A8ZX12s0B1tvUk/pOD/M6GujYvGtvygeSBpJe6TeVbcQeZFOFfyci7gLuAN5GNiXxtwAi4rvAYyml91XWvwK4KSLeSTYN8SuBRcBF/V24VELdymtEvAf4CPAqYG1EtN8Lc0dKaUd/Fy+VTM15rVwev7T6zRGxBSCl9JTlkvpEd38fvhJ4M3BFRHwJmE12qd8X+7twqYS6m9efAO+IiHuA28nuiflR4CcdRt1K6mURMZYsc+2OjYhTgE0ppYcj4hPAUSmlV1de/wrw5oj4NPBNsvvZvhw4vzv7LV1jL6V0TURMJfuf/2nAErKRPe03LJxB1V84Ukq3RMSrgI8BlwEPAhf4Px5S3+tuXoE3AsOBH3XY1IeBS/u2WqncepBXSTnpwe/Dj0TEi4DLgfuAx8j++P2pfi1cKqEe/Pv6MSBVvh4FNJE1+z7Qb0VL5bWI7AqUdp+vfP0O8FrgCLLMApBSWhMR55P9+/pW4FHg9SmlG7qz00gpHULNkiRJkiRJkvJQqnvsSZIkSZIkSYOFjT1JkiRJkiSpgGzsSZIkSZIkSQVkY0+SJEmSJEkqIBt7kiRJkiRJUgHZ2JMkSZIkSZIKyMaeJEmSJEmSVEA29iRJkiRJkqQCsrEnSZJKJyIujYjUYdnaiPh2P9fx2ohIETGzP/dbtf9vR8TaXt5mrsc0UPg5SJKk/mBjT5IkPU1VU2JPRBzVyeu/jYiledRWRu2NyKpHS6UR+cWImJBTTe+PiAvy2Hdnqs7ZRXnXUjYR8crKZ39xF69fWTlnT+7v2iRJGuxs7EmSpAMZAbw37yL6yVzgwryLOIg3Av8AvBm4A/gX4Lqcank/0Flj7z+BUcC6/i1nwCnN55BS+gHwc+CTEVFf/VpEnAFcBFyeUro3j/okSRrMbOxJkqQDWQJcGBFH9tUOIjOqr7Zfq5TS3pRSS951HMSPUkrfSyldlVJ6OXAN8KxK82RASCm1ppT2pJTSwdcevEr4ObwRGA5c3r4gIuqAq4CHgUvzKUuSpMHNxp4kSTqQy4A6ahi1FxFDI+KDEbE6IvZWLhW9LCJGdFhvbURcFxEvioi7gN3AxZXXUkR8OSJeFhEPRMTuiLg1Ik6svH5xRKyqXCL82473L4uIsyPihxHxcKWGRyLi8loahx3vsRcRwyLikoh4sLK/5oj4fUSc2+F98yLiRxGxqbLeXRHxkk62vyAifl05pkcj4t849N/Fflf5OquT/f19RCyu7G9TRPwgIo4+2AYj4l8j4pbK8e6ubOOlHdZJwBjgNVWXB3+78tpT7i1X+V4/1MW+bq2cA4dcdy26uu9dRJxTWX5O1bLfRsTSiDgpIm6KiF2Vc++lldefGxG3V+pcGREvPNi+qs79Z0fEHZXz5aGIeHWH906KiM9GxP0RsSMitkXEzzpeylpV98sj4gOV82pPRPwqIo7v5PjPjIjrI2JzROyMiPsi4q0d1qnpfO4opbSWrHn3t1UZeQtwCvDGlNKug21DkiR1n409SZJ0IGuA71LbqL2vAx8B7gbeDtwEvA/4QSfrzgW+D/wSeCvZyMB2ZwOfA75D1iiYD1wXEW8iaxT8B/AZ4Czgmx22+zJgNHAl2WWqN1S+fvegR/p0lwKXAL8hu/T142Qjj05rXyEiFgC3VWr8JPBOYCdwbUT8VdV60yrbOaWy3heAV1eO/VDMrHzdXL0wIj5AdswPAu+o7O8FwM1x8HvyvRW4B/gQ2eW2+4EfRsT5Vev8A7CXrLH4D5XHVV1s7xrg2Ih4RocajwH+hKrz4xDr7gsTyS51vh14N9kx/yAiXkFW9/VkTe8xwI8iYlwN2zwe+BHZuf9Osu/dtyvnUrvjyC5zvo7sc/gMcCJwUxc5fC/wV8BngU+Qfa5XV69QabbdDJwAXFHZ92+AP69ap6bz+QAuB+4Frqw0Fj8C/CCl9PMa3itJknoipeTDhw8fPnz48PGUB/BaIAGLyJoMLcAVVa//Flha9fzkyvpf67Cdz1SWP69q2drKshd1st8E7AFmVi27qLJ8PTCuavllleXV647qZJvvBdqAGVXLLs1+DXrKemuBb1c9XwJcd5DP6UbgPmBE1bIA/gA0VC27vFLrGVXLpgJbOh5DF/u5tLLeHGAKcAzwOmAXsAEYXbXuMWTNuPd32MbCyvfx/VXLvg2s7bDeqA7PhwH3A7/qsHxH9efVybkzs/L8sMr39LMd1ntX9felO3Uf7JytYZ2ZHZafU1l+TodzPAF/W7VsbmVZK3Bm1fI/rSx/7YH2xR/P/bM7nAdP+XzI7m05pEONMyvrfbCTuh8Ahlctf0tl+cLK8zrgocr+J3TYbnT3fD7I9+GMyufTTNa0rK/lfT58+PDhw4ePnj0csSdJkg4opfQQ2UQAF0XEEV2s9uLK1893WP65ytfzOyxfk1K6oYtt/Spll/W1u73y9X9SSts7WX5cVa272/87IsZExBTgFrLmxKld7K8rW4AFETG7sxcjYhLwfOC/gXERMaWyv8lkIwVnxx9nFH4xcFtK6Y6qWpvoMKqqBiuBJrIGzTeBVcCfpade5vjXZFdl/Hd7TZW6niAbCfe8A+2gw2c4ERhPNjLvtC7fdODtbQN+Brw8IqLqpVeQfSYP90bdfWQHVSMKU0oryc6L5Sml26vWe9q5eAAPpJTaL6FuPw9W8tTzeG9KqQ2y+9RFxORKLSvp/PvwrZTSvqrn7dtv3+apwLHAF1JKW6rfmFJKlf1053zuUuUc/wowCXhfSqnxYO+RJEk9NzTvAiRJUiF8jOxyy/fS+eWjx5CNvlpVvTCl9EREbKm8Xm3NAfb1cIfnWytfH+li+cT2BRExg+zyv5dUL68Yf4B9duZDwP8DGiJiKdmsn/+ZUrqv8vrxZA3Dj1YenTkceIzs+G/v5PWV3azpb4BtZKO83kLWrNndYZ3Zlboe7GIbB5wgJCL+HPg3ssuGq++PeCiTQFxDdmnpWcAtETELOB14W9U6h1R3H3m0vfFVZSsdzsWU0tZKz7LjOdeZjuc3ZCPbqs/jIWQ5+2ey73Fd1brNNWyz/dLs9m2234Nx6QHq6s75fDB3Vr7edcC1JEnSIbOxJ0mSDiql9FBEfI9s1N4nD7RqjZvs2Iyq1trN5QFPzsD5S7KRQp8CVpDdH+wosktOu3WlQkrp5koD6i/JLrV8PfD2iHhDSunrVdv7LNmIps6s6mJ5T92cUtoIEBE/IbtE9uqIOL19hFelrgT8GZ1/Zju62nhEnA38mOxebP9MdvlzC9llv686hLp/QnbZ8MvJRlC+nKwR/MOqdXpcdzd0dX7WdbG8R+fiQdTy3veTNde+CXwQ2ET2eX2Bzs/jQ6mnXR7nsyRJOkQ29iRJUq0+Bvw98J5OXltH1hiYDSxvXxgR9cCEyut97USye9C9JqX05GQZ0WEW2+5IKW0CvgV8KyLGkjW8LiWbKKR9pteWlNKNB9nUOrLPpqO5h1Dbjoj4cKW+l/PHS0ZXkzV01qSUGrq52b8hu4/bi1JKe9sXRsTrOiuhG7XujIjrgJdFxDvILsP9XUrp8arVDqXuWrWPZOs4EUfHEaV5eynwm5TSP1UvrEwgsrEH21td+bqQ7D56nenO+SxJkgYI77EnSZJqklJaDXwPuBiY1uHl6ytf39Zh+TsqX3/ah6W1ax+19OQopco93Xo082zlvmZPSintIBuxNKLyfAPZBAsXd3bvwYiYWvX0euBPIuKMDq//XU9qq3I18ChPbbb+L9lncUmHe9oRmaccVwetZA27J0ewRcRMsstoO9rJ0xtkB3INcCTZyMeTK8+rHUrdtWpvcD2natt1ZBO0DCStdBhtFxEvIxt92hN3k13+/raOswu3f9bdPJ8lSdIA4Yg9SZLUHR8nu9feXGBZ+8KU0r0R8R2yS3UnADeRzY75GuDalNJv+qG2FWSNm89WbvK/jWwEWi33PevMAxHxW2Ax2aWQi8hGUn25ap03Ab8H7o+Ir5GNeqonu5fcdLIGFsCnyT63n0fEFWRNsYvIRvKd1MP6SCm1VLb3mYg4L6X085TS6oj4N+ATwMyIuBbYTnavtr8Cvkp2uWVnfkrWjP15RPwX2T3V3kTW0OxY52LghZUReI+TjbTr7D6C7a6v1PFZssbV/3Q4lkOpu9o/RsR5nSy/IqW0LCJuAz5RmSxiE/BKBt7vxNcBH4qIb5FdunwiWRP4oQO+qwsppbaIeCPZJdFLKttdD8wDFgAvqqxa6/ksSZIGiIH2S4wkSRrAUkqrKvfae00nL7+erBHwWrJGzBNkTZoP91NtLRHxF8AXgfeRXVL6f2SNuHt7sMkvkk3C8adko/TWkU0q8ZmqfT4QEYuAS8iOezKwAbiHbBKP9vXWR8TzgC+RTUDSTDZz6OPAN3pQW7WvVup6L9kEH6SUPhkRDcDbK7VBNuHDL8juodeplNKvI+KfKtv6Atkor/cAM3l6Y+8dlX1/DBgFfIfOJwhp3/aeiPgxWYPqxsoIsY7r9KjuDt7YxfJvkzUK/w64iuwYt5B9/r8huz/jQHEZMIbsvoavIBtxdz5woPtbHlBK6YbKOXgJ8E6yK3dWA1+rWqem81mSJA0c8fSJviRJkiRJkiQNdN5jT5IkSZIkSSogG3uSJEmSJElSAdnYkyRJkiRJkgrIxp4kSZIkSZJUQDb2JEmSJEmSpAKysSdJkiRJkiQVkI09SZIkSZIkqYBs7EmSJEmSJEkFZGNPkiRJkiRJKiAbe5IkSZIkSVIB2diTJEmSJEmSCsjGniRJkiRJklRANvYkSZIkSZKkAvr/IZgKS30C6jAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting multiple \"Lightness\" functions for comparison.\n", "plot_multi_lightness_functions(['CIE 1976', 'Fairchild 2010']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fairchild and Chen (2011) Method" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "26.459509817572265" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.colorimetry.lightness_Fairchild2011(10.08 / 100, 0.710)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.1405928270854113" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colour.lightness(10.08 / 100, method='Fairchild 2011', epsilon=0.710)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the \"Fairchild and Chen (2011)\" \"Lightness\" function.\n", "plot_single_lightness_function('Fairchild 2011');" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting multiple \"Lightness\" functions for comparison.\n", "plot_multi_lightness_functions(['CIE 1976', 'Fairchild 2011']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bibliography" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. ^ CIE. (n.d.). 117-680 lightness (of a related colour). Retrieved July 09, 2014, from http://eilv.cie.co.at/term/680\n", "2. ^ Glasser, L. G., McKinney, A. H., Reilly, C. D., & Schnelle, P. D. (1958). Cube-Root Color Coordinate System. J. Opt. Soc. Am., 48(10), 736–740. doi:10.1364/JOSA.48.000736\n", "3. ^ Wyszecki, G. (1963). Proposal for a New Color-Difference Formula. J. Opt. Soc. Am., 53(11), 1318–1319. doi:10.1364/JOSA.53.001318\n", "4. ^ Wyszecki, G., & Stiles, W. S. (2000). CIE 1976 (L\\*u\\*v\\*)-Space and Color-Difference Formula. In *Color Science: Concepts and Methods, Quantitative Data and Formulae* (p. 167). Wiley. ISBN:978-0471399186\n", "5. ^ Lindbloom, B. (2003). A Continuity Study of the CIE L* Function. Retrieved February 24, 2014, from http://brucelindbloom.com/LContinuity.html" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 1 }