Skip to content

Instantly share code, notes, and snippets.

@thomascamminady
Created May 20, 2019 09:14
Show Gist options
  • Save thomascamminady/72f7d0a1f2576718e5be279b71f6b3ed to your computer and use it in GitHub Desktop.
Save thomascamminady/72f7d0a1f2576718e5be279b71f6b3ed to your computer and use it in GitHub Desktop.
SVM.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "SVM.ipynb",
"version": "0.3.2",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/camminady/72f7d0a1f2576718e5be279b71f6b3ed/svm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "dPRhqOyk_Ak9",
"colab_type": "code",
"cellView": "both",
"colab": {}
},
"source": [
"#@title Helper and visualization functions are defined here.\n",
"\n",
"from numpy import ones, concatenate, linspace, sqrt, \\\n",
" column_stack, array, dot, round, vstack, histogram2d\n",
"from numpy.linalg import norm\n",
"from numpy.random import rand, randn\n",
"import matplotlib.pyplot as plt\n",
"from scipy.optimize import minimize\n",
"from scipy.interpolate import interpn\n",
"import seaborn as sns\n",
"\n",
"def distPointToLine(points, a, b):\n",
" dist = abs(a * points[:, 0] + b * points[:, 1] + 1) / sqrt(a ** 2 + b ** 2)\n",
" return dist\n",
"\n",
"\n",
"def getSignedDistance(points, labels, a, b):\n",
" dist = distPointToLine(points, a, b)\n",
" pointsprojected = projectPointToLine(points, a, b)\n",
" # choose normal vector such that the first point is on the right side\n",
" nx = points[0, 0] - pointsprojected[0, 0]\n",
" ny = points[0, 1] - pointsprojected[0, 1]\n",
" n = array([nx, ny])\n",
" n /= norm(n) * labels[0]\n",
" for i in range(len(points)):\n",
" side = 'green' # on the correct side\n",
" nix = points[i, 0] - pointsprojected[i, 0]\n",
" niy = points[i, 1] - pointsprojected[i, 1]\n",
" ni = array([nix, niy])\n",
" if labels[i] * dot(ni, n) < 0:\n",
" dist[i] *= -1\n",
" return dist\n",
"\n",
"\n",
"def projectPointToLine(points, a, b):\n",
" x = (b * (b * points[:, 0] - a * points[:, 1]) - a) / (a ** 2 + b ** 2)\n",
" y = (a * (-b * points[:, 0] + a * points[:, 1]) - b) / (a ** 2 + b ** 2)\n",
" return column_stack((x, y))\n",
"\n",
"\n",
"def getData(n1, n2):\n",
" p1 = randn(n1, 2) - [3, 0]\n",
" l1 = +ones(n1)\n",
" p2 = randn(n2, 2) + [3, 0]\n",
" l2 = -ones(n2)\n",
" #l2[n2-1] = +1\n",
" \n",
" points = concatenate((p1, p2))\n",
" points[:,1] *= 2\n",
" labels = concatenate((l1, l2))\n",
" sns.set(style=\"white\", color_codes=False)\n",
" #g = sns.jointplot(x=points[:,0], y=points[:,1], kind='kde', color=\"black\");\n",
" \n",
" fig,ax = plt.subplots(1,1,figsize=(10,10))\n",
" ax = sns.kdeplot(points[labels==1,0], points[labels==1,1],\n",
" cmap=\"Reds\", shade=True, shade_lowest=False)\n",
" ax = sns.kdeplot(points[labels==-1,0], points[labels==-1,1],\n",
" cmap=\"Blues\", shade=True, shade_lowest=False)\n",
" \n",
" ax.scatter(points[labels==+1,0],points[labels==+1,1],\n",
" color='k',marker='x');\n",
" ax.scatter(points[labels==-1,0],points[labels==-1,1],\n",
" color='k',marker='^');\n",
" \n",
" return points, labels\n",
"\n",
"\n",
"def drawPoints(points, labels, ax):\n",
" for c, m, l in zip(['k', 'k'], ['^', 'x'], [-1, +1]):\n",
" ax.scatter(points[labels == l, 0], points[labels == l, 1],\n",
" c=c, s=100, marker=m)\n",
"\n",
"\n",
"def drawLine(a, b, ax):\n",
" \"\"\"line defined by ax+by+1=0\"\"\"\n",
" x = linspace(-10, 10, 100)\n",
" y = (-a * x - 1) / b\n",
" ax.plot(x, y, 'black')\n",
"\n",
"\n",
"def fullPlotting(points, labels, a, b, ax,annotate):\n",
" if True:\n",
" sns.kdeplot(points[labels==1,0], points[labels==1,1],\n",
" cmap=\"Reds\", shade=True, shade_lowest=False,ax=ax)\n",
" sns.kdeplot(points[labels==-1,0], points[labels==-1,1],\n",
" cmap=\"Blues\", shade=True, shade_lowest=False,ax=ax)\n",
" drawPoints(points, labels, ax)\n",
" drawLine(a, b, ax)\n",
" pointsprojected = projectPointToLine(points, a, b)\n",
" # drawPoints(pointsprojected,labels,ax)\n",
"\n",
" # choose normal vector such that the first point is on the right side\n",
" nx = points[0, 0] - pointsprojected[0, 0]\n",
" ny = points[0, 1] - pointsprojected[0, 1]\n",
" n = array([nx, ny])\n",
" n /= norm(n) * labels[0]\n",
"\n",
" for i in range(len(points)):\n",
" side = 'red' if labels[i]>0 else 'blue' # on the correct side\n",
" nix = points[i, 0] - pointsprojected[i, 0]\n",
" niy = points[i, 1] - pointsprojected[i, 1]\n",
" ni = array([nix, niy])\n",
" if labels[i] * dot(ni, n) < 0:\n",
" side = 'red' if labels[i]<0 else 'blue'\n",
"\n",
" #ax.plot([pointsprojected[i, 0], points[i, 0]],\n",
" # [pointsprojected[i, 1], points[i, 1]],\n",
" # color=side,linestyle='--',linewidth=2)\n",
" ax.scatter(points[i, 0],points[i, 1],color=side,marker='o',s=500,\n",
" facecolors='none')\n",
"\n",
" ax.axis('equal')\n",
" signeddist = getSignedDistance(points, labels, a, b)\n",
" if annotate:\n",
" for i,val in enumerate(signeddist):\n",
" ax.text(points[i,0]-labels[i]*0.2,points[i,1],\n",
" round(val,1), color='black',\n",
" bbox=dict(facecolor='white',\n",
" edgecolor='black', boxstyle='round'))\n",
"\n",
"\n",
"\n",
"\n",
"def plotResults(points, labels, a, b, title, ax, annotate):\n",
" fullPlotting(points, labels, a, b, ax,annotate)\n",
" ax.set_xlim(min(points[:, 0])-1, max(points[:, 0])+1)\n",
" ax.set_ylim(min(points[:, 1])-1, max(points[:, 1])+1)\n",
" d = getSignedDistance(points, labels, a, b)\n",
" incorrect = 100-sum(d<0) / len(d)*100\n",
" ax.set_title(\n",
" (title + \"\\n max(dist)={:.2f}, min(dist)={:.2f}\"+\n",
" \"\\n {:.2f}% correct classified \").format(\n",
" max(d), min(d),incorrect),fontsize=18)\n"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "KrnZtiTH_Pp_",
"colab_type": "code",
"colab": {}
},
"source": [
"# define two different objective functions \n",
"\n",
"def objective1(points, labels, a, b):\n",
" # for points on the \"wrong\" side this value is negative\n",
" # thus we want to maximize the smalles value\n",
" # but since the optimizer wants to minimize,\n",
" # we minimize the negative of the smalles value\n",
" signeddist = getSignedDistance(points, labels, a, b)\n",
" return -min(signeddist)\n",
"\n",
"\n",
"def objective2(points, labels, a, b):\n",
" # this should in theory ignore every consideration of the \"correct\" sign\n",
" # and only focus on the worst case points\n",
" signeddist = getSignedDistance(points, labels, a, b)\n",
" return max(signeddist)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "X_3JqIKR_VJ8",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 600
},
"outputId": "5fc957e5-c990-49c2-cf0a-e5d08ed565ff"
},
"source": [
"a, b = +1, 1 # initial guess for the hyper plane ax+by+1 = 0\n",
"n1, n2 = 30, 50 # number of points of type +1 and -1\n",
"optimizer = 'Nelder-Mead' # optimizer type\n",
"points, labels = getData(n1, n2)\n",
"annotateWithLabels = False"
],
"execution_count": 273,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAlwAAAJHCAYAAABFDYjoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zrXnWf5d_yK5",
"colab_type": "code",
"outputId": "c942c53e-611a-4fb0-9978-9767712fde9a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 656
}
},
"source": [
"fig, axs = plt.subplots(1, 3,figsize=(30,10))\n",
"\n",
"\"\"\" Plot the initial guess \"\"\"\n",
"plotResults(points, labels, a, b, \"Initial guess\", axs[0],annotateWithLabels)\n",
"\n",
"\"\"\" Minimize -min(dist) \"\"\"\n",
"def f(x): return objective1(points, labels, x[0], x[1])\n",
"res = minimize(f, [a, b], method=optimizer)\n",
"plotResults(points, labels, res.x[0], res.x[1], \"Minimize(-min(dist))\",\n",
" axs[1],annotateWithLabels)\n",
"\n",
"\"\"\" Minimize max(dist) \"\"\"\n",
"def f(x): return objective2(points, labels, x[0], x[1])\n",
"res = minimize(f, [a, b], method=optimizer)\n",
"plotResults(points, labels, res.x[0], res.x[1], \"Minimize(max(dist))\",\n",
" axs[2],annotateWithLabels)"
],
"execution_count": 274,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABrgAAAJ/CAYAAAAj9NOhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XlcTun/P/BXm5qKEmWpiBBNK5VQ\naM/StBolWRIae7J/MLYZu4wsiRIt0qplaEahGYaSkcgwE4osWUr73v37o999vh33Xe4WZOb9fDzm\n8eE651xn6ficd9fyvoQ4HA4HhBBCCCGEEEIIIYQQQgghhHwhhD/3BRBCCCGEEEIIIYQQQgghhBDS\nGtTBRQghhBBCCCGEEEIIIYQQQr4o1MFFCCGEEEIIIYQQQgghhBBCvijUwUUIIYQQQgghhBBCCCGE\nEEK+KNTBRQghhBBCCCGEEEIIIYQQQr4o1MFFCCGEEEIIIYQQQgghhBBCvijUwUXIv8SaNWugpqYm\n8P6+vr5QU1NDfn5+m86XlpYGNTU1xMTEtOl4QgghhPw3uLm5wdTUtM3Hf8yYo7XxU3tUV1fD1NQU\nPj4+n+R8XGpqalizZk276wkLC8Pw4cNRVFT0wX3z8/OhpqYGX1/fFss6wsKFC+Hm5tbqbYQQQkhn\nRbFTo88VO3WEZcuWwdnZWaB9Y2JioKamhrS0tBbL2quqqgpGRkY4ePBgq7YR0tlRBxchnQA3+AgI\nCOjQepOTkzu8EYEQQggh/z3cWEVNTQ1btmzhu8/bt2+hoaEBNTU16lTg48SJEygpKYG7u/vnvpRW\nKy0tha+vL2bNmoXu3bt/8vPHxMQgKCiI77bFixfjxo0bSElJadU2Qggh5GOi2Kn9vtTY6ebNmzh/\n/jyWLVv2Wc7v6+uL5ORknnIJCQnMmzcPAQEBePXqlcDbCOnsqIOLkH+JrVu3Iisri1WWnJzc7OiL\n7777DllZWVBUVPwUl0cIIYSQfwFxcXEkJiaipqaGZ1tcXBw4HA5ERUVZ5QEBAUhKSmrzOfX19ZGV\nlQVbW9s219EcfvHTx1BVVYWAgAA4ODhARkbmo5+vqaysLGzdurVddYSFhaG0tBTTp09vcx2KiorI\nysrCd9991+pjY2NjcerUKb7bhg4dCgMDAxw+fLhV2wghhJBPgWKntvmcsVN7HT58GMOGDYOhoWGb\n67C1tUVWVhb09fVbfezBgwf5dnABgJOTE4DGzsPWbCOkM6MOLkL+JcTExCAuLi7w/qKiohAXF4eQ\nkNBHvCpCCCGE/JtYWFiguLiY7y/NMTExGDt2LLp06cIq79KlC09ZawgLC0NcXBwiIiJtrqM5rY2f\n2iohIQElJSWws7P76Od6n7i4OMTExNp8fENDA86cOQNjY2PIycm1uR4hISGIi4vzNOJ1BFtbW9y9\nexfZ2dmt2kYIIYR8bBQ7tc3njJ3aIy8vD1evXm33dYuIiEBcXBzCwh3bdC8pKQlLS0vExsbydLq2\ntI2Qzow6uAjppJquU3Dp0iU4OjpCU1MTRkZG2LlzJ+rq6lj7v58H2c3NDbGxsQDATItvmoOZ3xpc\nBQUF2LFjB2xtbaGvrw9NTU1MnDgR/v7+qK+vb9f93L9/H+7u7tDR0cHIkSOxevVqFBYW8qwL0VKu\n6OZyPefm5mLlypUwMjKChoYGTE1NsXPnTlRUVLD2e/HiBdauXQsTExNoaGhg1KhRcHZ2Zp4T0NiI\nExQUBBsbG+jq6mL48OGwsrLCunXrUFtb265nQAghhHzp1NXV+X6ns7Ky8M8//8DR0ZHnGH7rSHDL\nCgoKsHz5cujr60NbWxtz5szB48ePWfvyiw2aloWGhsLKygqampqwsbHBpUuXAAAPHjzAnDlzMHz4\ncIwcORLbtm3j+Za/H1s0TSfE77+m18DhcBAWFgYHBwdoa2tDV1cXbm5uuH79Os8zSEpKgry8PNTV\n1T/0iHmuraioCGvWrMHIkSOhq6uLBQsW4PXr1wCAM2fOYMKECdDU1IS1tTXfxjN+a3Bxy27duoXp\n06cz8dn//vc/lJeXs/bNysrCs2fPMG7cOL7XmZGRAWdnZ2hpaWH06NHYsmULTwwGNL8G19mzZ+Hk\n5AQ9PT3o6OjAzMwM3t7eKCwsBACYmpoiPT0dz549Y/0smq5JMXbsWADA+fPnec7b0jZCCCHkY6PY\nqWNjp6bxxLlz52BrawstLS1YWFggOjoaAPD8+XMsWbIEBgYG0NXVxYoVK1BWVsaq5+HDh9i0aRMm\nTZoEXV1daGtrw8HBAZGRkaz9ysrKYGFhASMjI7x9+5a1bd++fVBTU0NUVBRT9ssvv4DD4TDxx/si\nIiJgbW0NDQ0NWFhYICgoCBwOh2c/fmtwVVdXw9fXF1ZWVtDW1oaenh5sbGywc+dO1rMBGme/N/05\nNDV27FgUFRXxfe4tbSOks+r44XOEkA6VmpqKsLAwODs7w9HRESkpKQgMDISMjAw8PT2bPc7T0xMN\nDQ3IyMjArl27mPLhw4c3e8yDBw/w66+/wsLCAv369UNtbS1+//137N27F/n5+c3mjf6Q3NxcuLq6\noqGhAW5ubujVqxdSU1Ph4eHRpvqaunv3LmbOnIlu3bph6tSp6NWrF+7fv4/g4GDcunULwcHBEBMT\nQ11dHWbPno2CggJMmzYNKioqKCsrw4MHD5CRkQF7e3sAwJEjR3DgwAGYmJjA2dkZIiIiyM/Px8WL\nF1FTU9OuEdCEEELIv4GjoyN27NiBgoIC9OrVCwAQFRWFHj16YPz48QLXU1FRgenTp0NbWxteXl7I\nz8/HqVOnsGDBAiQmJgo06jg0NBQlJSWYMmUKunTpguDgYCxatAg//fQT1q9fj8mTJ8Pc3BxXr15F\ncHAw5OTksGDBgmbrU1VVZcVNXIGBgbh//z569OjBlK1cuRI///wzrKys4ODggJqaGiQkJMDd3R2+\nvr4wMzMDANTX1+PPP/9sc5oaDw8P9O7dG0uWLMGTJ0+Ye7SwsEBERAScnJyYe1+6dCmSkpKgrKz8\nwXr/+usveHp6wsHBAZMnT0Z6ejqioqIgLCzMSmmYnp4OANDS0uKp4/bt25g9ezakpKQwd+5cdO3a\nFefOncPq1asFurezZ89i9erV0NPTw5IlSyAhIYEXL14gNTUVb9++hZycHNatW4e9e/eiqKgIa9eu\nZY5VVVVl/iwvLw9FRUXmWptqaRshhBDyKVDs1KgjY6dLly4hPDwcLi4ukJWVRVRUFNatWwcxMTH4\n+PjA0NAQXl5euHPnDqKjoyEuLo4ffviBOT49PR0ZGRkYP348lJSUUFlZiaSkJKxfvx6FhYWYP38+\nAEBaWhr79u2Di4sLVq9ejWPHjkFISAjXrl3DsWPHMGnSJCa1H7febt26YcCAATzXHBQUhO3bt2Po\n0KFYvnw5KisrERgYyHpGLdm8eTOio6NhZ2cHXV1d1NfXIzc3l+kEk5OTw65du7Bq1Sro6enh22+/\n5VuPjo4Oc63vd8S1tI2Qzoo6uAjp5HJycpCYmAglJSUAgIuLC2xsbBASEtJiB9eYMWOQkJCAjIwM\ngfMuGxgYICUlhZW2cNasWVi5ciUiIyOxaNEiKCgotPoefHx8UFZWhrCwMIwYMQIAMH36dCxbtqzd\n6WLWrVsHeXl5REVFQVpamikfNWoUFi1ahISEBDg4OCAnJwePHz/GihUrMHfu3GbrS05OhqqqKvz8\n/FjlK1asaNd1EkIIIf8W33zzDXbv3o3Y2Fh4enqiqqoK586dw5QpU1qVfq6oqAhz5sxhfZfl5OSw\ne/du/PHHHzA2Nv5gHa9evcK5c+fQtWtXAIChoSFsbW2xaNEiHDhwAJaWlgAa4ycHBweEhYW12EjT\ns2dPnrgpLCwM9+/fx4wZM5hZTBcuXEBCQgK2bNmCqVOnMvvOmDED3377LX744QeYmppCSEgIz58/\nR0VFBfr16yfws2lKS0sL33//PassKCgIBQUFSExMZOIf7r1HRETA29v7g/U+ePAAZ86cgba2NgDA\n2dkZZWVliImJwZo1ayAlJQWgcYQzAL7Xv337dnA4HJw+fZppyJk2bRqmTZsm0L0lJydDSkoKJ0+e\nZL07S5cuZf5sbm6OkydPorq6usWYtl+/frh9+3artxFCCCEfG8VOHR87PXr0CD///DOzrvzEiRMx\nbtw4rFq1CqtXr8bs2bOZ+ygpKUFcXBzWrVvHxDe2trZwcXFh1Tlr1izMnDkT/v7+cHd3ZwY4a2pq\nwtvbGzt27EBgYCDs7OywcuVK9O3bl2cg+MOHD6GkpMSzHEhJSQn2798PVVVVhIeH46uvvgLQ2Pk5\nYcKEZu+zqeTkZIwdO5aZsfU+SUlJ2NraYtWqVVBWVm42blJUVISoqChycnJatY2QzopSFBLSyZmZ\nmTGdW0Dj+gUjR47E69eveVLItJeEhATzEa6pqcG7d+9QWFgIIyMjNDQ04O7du62us76+Hr/99hu0\ntLSYzi0ud3f3dl3vgwcP8ODBA0yePBk1NTUoLCxk/hsxYgQkJSVx9epVAGCCt7S0NJ5p5U1JS0uj\noKAAGRkZ7bo2Qggh5N+qe/fuMDU1ZVL8/vrrrygtLeWbYqclwsLCmDFjBquMO1I3Ly9PoDocHByY\nbzwADB06FNLS0lBQUGAaaLiGDx/e6vjpt99+w7Zt22BiYsKaPRQfHw8pKSmYm5uz4o+SkhKYmpri\n2bNnyM3NBdDYGAWgzQukz5w5k/V3PT09AI0NM00H93DvXdBnp6Ojw3RucRkaGqKurg7Pnj1jygoL\nCyEqKso6FwC8ffsWt27dgqmpKWuUcpcuXTBr1iyBrqFr166oqqrC5cuX+abnaQ1ZWVlUVFSgqqqq\nVdsIIYSQj41ip46PnczMzJjOLaCxo2/AgAEQFhaGq6sra189PT3U1tay4htJSUnmz9XV1SgqKsK7\nd+8wZswYlJWV4dGjR6w6Zs2ahXHjxsHHxwfz58/Hu3fv4OPjwxMfFRYW8r3uK1euoLKyEq6urkzn\nFgD07t0bNjY2zd5nU9LS0sjJycHff/8t0P4tkZGRabZtrKVthHRGNIOLkE6OX4oZWVlZAMC7d++Y\n0Scdoa6uDv7+/oiLi0NeXh5PQ0NJSUmr6ywsLERFRQXf6dn8ylqDO6LY19eXZz0Hrjdv3gBoHIXi\n6ekJf39/GBkZYdiwYTA0NIS1tTUr5c7y5cuxcOFCuLq6QkFBAQYGBhg/fjysrKzatcgrIYQQ8m/i\n6OiIefPmISMjA9HR0dDS0sKgQYNaVYeCggLPIuVNYxxBNB0ExCUjI4PevXvzLefWLUj89ODBA3h5\neWHw4MHYu3cva5Hvhw8fory8HKNHj272+Ldv37JiHX4dOIWFhax1TkVERCAnJ8fa5/1YsFu3bgCa\nv3duo9CHfCjG5Hp/BDLX06dPAQADBw7k2SbouzB//nzcuHEDCxcuhKysLAwMDDB27FhMmDCBp8Ho\nQ7jPl9/1trSNEEII+RQoduqY2ImLXxwjIyMDeXl5nrYbbuzU9BmVl5fj4MGDOH/+PF68eMFT1/vt\nX0JCQtixYwesrKxw584deHl58U3fLCQkxPe68/PzAfCPm5qmXW7JunXrsGrVKtjY2EBZWRkjR46E\niYkJTE1NWc9aEBwOp9m4qKVthHRG1MFFSCfXUg7l9o50fd+OHTsQHByMiRMnwtPTE3JychATE0N2\ndjb27NmDhoaGDj0fPy19ROvq6viWu7u7NzsVnxvIAICXlxecnJxw+fJlZGRkICoqCgEBAfDw8MDK\nlSsBALq6urhw4QKuXLmCtLQ0pKWlITExEUeOHEFYWBgTPBJCCCH/ZUZGRujVqxcOHTqEtLQ0bNq0\nqdV1dESM01wd7a379evX8PT0xFdffYWjR4/yNOpwOBzIyclh7969zdYxePBgAGA6rIqLi3n2cXJy\nYo0mVlRUxMWLFwW6F0HW2WiJoM9ITk4OdXV1KC0tZY347ggqKio4d+4crl27hmvXriE9PR3r16/H\ngQMHEBoa2qq0jsXFxZCUlORp+PvQNkIIIeRToNipY2KnD12voPfh7e2Ny5cv49tvv4W+vj5kZWUh\nIiKC1NRUBAUF8W3/ysjIYDq+/vrrL77nkJOTa/G628Pc3BwXL15Eamoqbty4gT/++ANRUVHQ09PD\niRMnWjUou6SkhGdQlSDbCOmMqIOLkH+x1o64iIuLg76+Pnx8fFjlgk5150dOTg6SkpJ4/PgxzzZ+\nZdwRQvwCAu6IF67+/fsDaJym39IooKaUlZXh5uYGNzc3VFdXY86cOTh+/Djc3d2ZhT2lpKRgZWUF\nKysrAI2LsG7ZsgVRUVHw8PAQ6DyEEELIv5mIiAjs7Oxw9OhRSEhIYPLkyZ/7kjpMZWUlPD09UVRU\nhJCQEL4jmvv374/c3Fxoa2t/cERznz59mk0duHv3blRXVzN/74wdMNzGptzcXGhqajLl3BHg76fw\nAdCqdRu6dOmCcePGMWt0pKamYt68eThx4gTP2mMtefLkCYYMGdLqbYQQQsinQLFTx8ROHaGkpASX\nL1+Gra0tzxpaf/zxB99jnj9/jvXr12PIkCEYM2YMTpw4gYiICHz77bes/QYPHowbN26goaGBNauq\nadw0atQo1jHc7ESCkJWVha2tLWxtbcHhcLBnzx4cP34cKSkpAq/llZ+fj7q6OibGE3QbIZ0VrcFF\nyL8YN6ewoFPVhYWFeUbmVFRUICgoqM3XICIiAmNjY2RlZeHmzZusbYGBgTz7KykpQVRUlCeo+PPP\nP5GZmckqU1dXx5AhQxAeHs6kyWmqrq6OuffS0lLU1taytouLizPTw7kdaoWFhTz1fP3116x9CCGE\nEAI4Oztj0aJF2Lx5c6vTyXVWHA4HK1euRHZ2Nnbv3g0NDQ2++9nZ2aGhoQH79u3ju52bIhlojIX0\n9PRw+/Ztnv1GjBiB0aNHM/+9v15pZ2BgYAAAPNffs2dP6Ojo4OLFi6xBSzU1NQLHjvziLnV1dQDs\nuEtKSgrFxcXNjiB//fo1nj17Bn19/VZtI4QQQj4lip3aHzt1BG7H0/txxatXrxAZGcmzf319Pby9\nvVFdXQ0fHx+sWLECurq6+PHHH3k6pwwMDFBeXs4z2GfMmDGQkJBAaGgoKisrmfKXL18iISHhg9dc\nX1/PN20iv7hJUlKyxXZA7nPlFxu1tI2QzopmcBHyL6atrY2QkBBs3rwZ48aNg5iYGLS0tPjmKgYA\nKysrnDlzBsuWLcPo0aPx5s0bREdHtzst37Jly3DlyhV4eHhg+vTp6N27Ny5fvsw0ajSdaSYlJQV7\ne3tERkZi+fLlMDAwQF5eHmJiYqCmpob79+8z+woJCWHXrl2YOXMmvvnmGzg6OmLQoEGoqqpCXl4e\nLly4gOXLl8PBwQFpaWnYsGEDLC0tMWDAAEhJSeHu3buIioqCtrY209E1ceJE6OjoQEtLCwoKCnj9\n+jUiIiIgJiaGSZMmtes5EEIIIf8mffv2xeLFiz/3ZXSo06dP48KFCzAwMEBFRQXi4uJY24cPHw5l\nZWVYW1vDwcEBISEhyM7OhomJCbp3746XL18iMzMTeXl5SElJYY6ztrbG5cuXkZWVxXe9hs5MQ0MD\nysrKSE1NxfTp01nb1qxZAzc3N7i4uMDV1RVdu3bFuXPnWOuKtWTOnDno2rUr9PT00KdPH5SUlCA2\nNhZCQkKwtbVl9tPW1salS5ewZcsW6OrqQkREBIaGhszs+9TUVACNz/l9LW0jhBBCPiWKnTpH7CQt\nLY0xY8YgPj4eEhIS0NTUxLNnz3DmzBkoKSnxdA75+vrizz//xNatW5l10/bs2QM7Ozt4eXkhKiqK\nSQ9oaWmJPXv2IDU1lTV7XEZGBkuXLsXOnTvh7OwMOzs7VFZWIjw8HCoqKrh3716L11xeXg4jIyOY\nmppCXV0dcnJyyM/Px+nTpyEjIwMTExNmXx0dHVy7dg3+/v7o27cvhISEWO1Zqamp6N69OwwNDXnO\n09I2Qjor6uAi5F9s8uTJ+Ouvv/Dzzz8jKSkJDQ0N2L59e7MdXGvXroWUlBSSkpKQkpKCPn36YOrU\nqdDU1MSsWbPafB0DBw5EaGgodu7ciVOnTkFcXBzjx4/Hxo0bYW5uzpOOZ+3ateBwOEhOTkZKSgq+\n/vprHDlyBBEREawOLgAYNmwYYmNjcfToUVy8eBHh4eGQkpKCoqIi7O3tmanfampqsLCwQHp6OhIS\nEtDQ0IA+ffpg/vz5cHd3Z+pzd3dHamoqgoODUVpaih49ekBbWxvz58/H0KFD2/wMCCGEENL5vX37\nFgCQnp6O9PR0nu1N46jt27dj5MiRiIiIwNGjR1FbWwt5eXmoq6vD29ubddzEiROxY8cOxMXFfXEd\nXEJCQpg6dSp8fHzw5s0b9OzZk9mmq6uLEydOYO/evfD390fXrl1hZWUFFxcX2NjYfLBuFxcXnD9/\nHmfOnEFxcTFkZWUxbNgwrF+/ntWwMmvWLDx9+hS//PILwsPD0dDQgFOnTjEdXHFxcdDQ0OA7aryl\nbYQQQghpny81dtq9ezf27t2LixcvIjY2FioqKvDy8oKoqCjWrl3L7JeWloajR49iwoQJrHSESkpK\n2LJlC7y8vLBz505s2LABQOOyGEZGRoiPj8fcuXNZ53R3d4ekpCQTO/Xp0wfu7u7o2rUr1q1b1+L1\nSkhIYObMmcy6peXl5VBQUICpqSnmz5+PXr16Mft+//332LJlC/z8/FBeXg4ATAdXRUUFLly4AGdn\nZ541u1raRkhnJsQRdBVCQgjpYHfv3oWjoyO8vb0xb968z305hBBCCCEfjb+/P44ePYqUlJR2z47/\n1MrKymBpaYkpU6bAy8vrc18Oy19//QV7e3scOnQIZmZmAm8jhBBCSOf2pcZOt27dgrOzM06cOCHw\nevGfysmTJ7F//3788ssvUFBQEHgbIZ0ZrcFFCPkkqqqqWH/ncDg4fvw4AHS6Dz4hhBBCSEebOXMm\nZGRk+K5B2tlJS0tj8eLFCA4ORlFR0ee+HBZfX1/o6+vz7cBqaRshhBBCOrcvNXbS1dXFxIkTceDA\ngc99KSxVVVU4duwY5syZw9OB1dI2Qjo7msFFCPkkrKysYGhoiCFDhqCyshKXLl1CRkYGJk6cCB8f\nn899eYQQQgghhBBCCCGEEEK+INTBRQj5JHbt2oVLly7h5cuXqKurg5KSEmxsbDB37lyIiYl97ssj\nhBBCCCGEEEIIIYQQ8gWhDi5CCCGEEEIIIYQQQgghhBDyRaE1uAghhBBCCCGEEEIIIYQQQsgXhTq4\nCCGEEEIIIYQQQgghhBBCyBeFOrjIF+/vv/+Guro6rl69KtD+pqamcHNz+2BZe508eRIjR45EcXFx\nh9ZLePn6+kJNTQ35+fntqqe6uhqmpqbw8fERaP81a9ZATU3tg2Xt9ddff2Ho0KFIT0/v0HoJIYQQ\niqNIWloa1NTUEBMT0+66li1bBmdnZ4H2jYmJgZqaGtLS0losa6+qqioYGRnh4MGDHVYnIYSQ/w6K\nlUh+fj7U1NTg6+vb7rp2794NU1NT1NTUfHBffjFaR8ZtXBwOB/b29li7dm2H1UnIp0QdXOSLt2PH\nDgwfPhxjxoz55OdOS0uDr68vSkpKeLY5OztDTEwMhw8f/ijnfvnyJTZs2IDx48dDQ0MDY8aMgYeH\nB3Jycj547KNHj+Dt7Y0JEyZgxIgR0NbWhrW1NbZv345Xr141e8yCBQugr68PHR0dTJs2DdeuXevo\n2/qsTpw4gZKSEri7u3/yc+fn58PX1xd//fUXz7Zhw4bB3NwcO3bswKdaNjE2NhZz5szB2LFjoamp\nCUNDQ0ydOhUxMTGor68XqA5uEMjvv8mTJ/Psv2fPHjg7O2PUqFHQ0NDAuHHjMH/+/A5t5CKEEML2\nX4ujWvttak5tbS1CQ0Ph4OAAPT096Onpwd7eHidPnuTbYHH+/Hk4OztDR0cHurq6mDZtGlJTUzvy\n1j67mzdv4vz581i2bNlnOb+vry+Sk5N5yiUkJDBv3jwEBAQ0G+e2x+3btzFr1izo6upi+PDhmDNn\nDt94rjkcDgenT5+GnZ0dtLS0oKenhzlz5iAzM5Nn38zMTCxZsgQWFhbQ1dWFrq4uJk+ejIMHD6K0\ntLQjb4sQQsj/91+Lld736tUr6OvrQ01NDQEBAQIfZ2pq2mzMVVhY2OKxqampzL537txp7y10Gk+f\nPsWpU6ewcOFCdOnS5ZOfPygoiG/HmJCQEBYtWoSzZ8+2KobpSJWVlTAzM4Oamhq2bNki0DHczr6W\n/rt58ybrmOfPn2Pjxo2wsLCAlpYWjI2N4enpiRs3bnyM2yKfiOjnvgBC2uPWrVu4evUqDh061K56\nkpKS2nRceno6Dh48CHt7e3Tr1o21TVxcHM7Ozjh69Cg8PT3RvXv3dl1jU/fu3cPs2bMhJSUFR0dH\n9OnTB8XFxbh79+4HAwUAKCgowOvXr2FhYYFevXpBVFQUf//9NyIiIvDzzz8jLi4OPXr0YPZ/8uQJ\nXFxcICIiAg8PD0hLSyMyMhIeHh44duwYRo8e3WH31hbfffcd5s2b164AoaqqCgEBAXBwcICMjEyb\n69m6dSs2b97c6uOePXuGgwcPQlFREcOGDePZPnPmTEyfPh2pqakYP358m69PUNnZ2ejWrRtcXV0h\nJyeHiooKpKamYu3atcjIyMCPP/4ocF0WFhawsLBglb3/7wVobCAaMmQILC0t0a1bN7x58wbx8fGY\nMWMGdu7cCTs7u3bfFyGEkP/zX42jAMG/Tc1Zs2YNEhMTYWVlBScnJzQ0NODSpUv48ccfcevWLezf\nv5/Z19/fH3v37oW6ujqWLl0KAIiPj8f8+fOxa9cufPPNNx1zU22kr6+PrKwsiIq271fDw4cPY9iw\nYTA0NGxzHba2tpg0aRLExMRafSz3XTI3N+fZ5uTkBB8fH5w4cQKrV69u8/W9LzMzE25ubujVqxfz\nsw0JCcG0adMQHh4u0Kz+TZs2ITw8HAYGBli5ciUqKysRERGB6dOnIyAgACNHjmT2zc3NRWVlJWxs\nbKCgoICGhgbcuXMHfn5++OWXXxAZGQkJCYkOuz9CCPmv+y/HSlzbtm1DXV1dm44dOHAgPD09ecql\npaWbPaaiogKbN2+GpKQkKipdyksJAAAgAElEQVQq2nTejqaoqIisrCyIiIi0q55jx45BWlq6XbFf\ne+K2U6dOQVFREQ4ODjzbzMzMoKioiCNHjuDAgQNtvr62OnDggEDtmU2pqqpi165dPOU1NTXYuHEj\nunfvDi0tLaa8oKAADg4OqK+vx9SpU9G/f3+8evUKkZGRmDFjBo4cOfJJ2ttIx6MOLvJFCwsLQ/fu\n3TFu3Lh21fOxRk7Y2trC19cXsbGxHTYrqLq6GsuWLUOfPn0QEhLSYmDQnFGjRmHUqFE85Xp6eli2\nbBliYmIwd+5cpnzv3r0oKSlBTEwM0/liZ2eHyZMnY/PmzUhKSoKQkFDbb6qdREVF290ok5CQgJKS\nknZ3orSlQUYQenp6UFRURHh4+Cf54K5fv56nbObMmZg3bx5iYmLg5eUFeXl5gepSU1ODra3tB/cL\nDg7mKXNzc4OFhQX8/f2pg4sQQjrYfzGO4hL028RPQUEBEhMTYW5uzmoAcHV1haurK5KSklBcXAwZ\nGRm8efMGBw4cwJAhQxAREcHECdOnT4eDgwO2bdsGU1PTNsVzHUVYWBji4uLtqiMvLw9Xr17FmjVr\n2lWPiIhIuxuP+JGUlISlpSViY2Ph5eXVYe/stm3bICYmhtDQUPTq1QsAMGHCBEyYMAE7d+5EYGBg\ni8f/9ddfCA8Ph7GxMY4dO8bE087OzpgwYQI2btyI8+fPQ1i4MfGKnZ0d33hIVVUVu3fvxsWLFzFx\n4sQOuTdCCCH/7VgJAFJSUnDhwgV4e3tj9+7drT6+Z8+erY639u/fj7q6OkydOhUnTpxo9Tk/BiEh\noXbHSmVlZUhISICjo2O72o06Im5rzjfffAN/f3+8fv1a4PaejpCdnY2TJ09i5cqV2LFjh8DHNfd+\nJSYmoqGhAba2tqxnffbsWRQVFeHQoUOsAVGTJ0+GpaUlIiIiqIPrC0UpCkmLuOsJFRUVYc2aNRg5\nciR0dXWxYMECvH79GgBw5swZTJgwAZqamrC2tuabGiQ0NBTu7u4wNjaGhoYGjIyMsGLFCp41k0JD\nQ6GmpsYzOqagoACGhoaYMGECM4Kjrq4OycnJGD16NN+Pw4sXL7B06VKMGDECw4cPh6enJ548ecL3\nPvnlQ/7zzz/h4eGBMWPGQFNTE8bGxpg7dy6TLmTNmjVMLn/uNNr3c/IqKytjwIABbR6tw8/58+eR\nl5eHJUuWQFpaGjU1NQLl7hWEoqIiALCmv1dUVODixYswMDBgzSySkpKCk5MTcnNz2zxlvGke43Pn\nzsHW1hZaWlqwsLBAdHQ0gMbpw0uWLIGBgQF0dXWxYsUKlJWVserhtwYXt+zRo0fYt28fxo4dCw0N\nDXzzzTd8UwIlJSVBXl4e6urqPNuqq6uxc+dOGBkZQUtLC05OTrhy5Qrfe+K3BteLFy+wdu1amJiY\nQENDA6NGjYKzszNiY2MBNK43MWPGDADA2rVrmXep6TspJCQEIyMj/P777ygvLxfk8X4Uffv2BYfD\naXUanOrqalRWVrb6fFJSUpCVleWbkoEQQjo7iqM6XxzVVFu/TdzvsIKCAqtcSEgI8vLyrIaHW7du\noba2FjY2NqznLCYmhsmTJ6O4uJjvz1xQ3Gd///59Jk3eqFGjsGPHDtTV1TExjLGxMTQ1NeHq6oqH\nDx+y6vjQ+g7R0dGYNGkSNDQ0YGJigmPHjvFcxy+//AIOh4OxY8fyvc6IiAhYW1tDQ0MDFhYWCAoK\n4pt2md8aXNXV1fD19YWVlRW0tbWhp6cHGxsb7Ny5E8D/xZNAY4rlpmlpmho7diyKiopw/fp1AZ9u\ny/Ly8nDnzh1YW1sznVsA0KtXL1hbW+OPP/5g/p03h3uf9vb2rMFi3bp1g5mZGXJzc/Hnn39+8Fr6\n9u0LABQvEUK+OBQrdd5YqaysDFu2bIGLiws0NTXbXE9dXR1PG05z7ty5g5CQEKxbtw5SUlJtPmdT\nbm5uMDU1RX5+PhYuXAg9PT3o6+tjzZo1KC8vR0NDA/z8/GBqagpNTU3Y29vzpLXjtwZX07JLly7B\n0dERmpqaMDIyws6dO3lmvaWmpqKioqLZztLk5GTY2dlBU1MT48aNYzr63scvbmtoaEBQUBBsbGyY\nlMlWVlZYt24damtrATQO7nr27BnS09NZsVLTfyNjx45FbW1tu2LT1qqvr8eGDRtgbGzMk12hrSIj\nIwEAU6ZMYZVz38P3Y/iePXtCWFgYX331VYecn3x6NIOLCMTDwwO9e/fGkiVL8OTJEwQHB2PRokWw\nsLBAREQEnJyc0KVLFwQHB2Pp0qVISkqCsrIyc3xgYCB0dHTg5uYGWVlZ/P3334iKisL169eRkJDA\nTKV2dXXF9evXcejQIYwcORJ6enpoaGjAihUrUF5ejqCgIEhKSgJo7OGvqKhgTTflKikpgaurK16+\nfAlnZ2eoqqrixo0bmDFjBqqqqj54v48ePYK7uzt69uyJGTNmoEePHnj79i1u3ryJ+/fvQ0dHB1On\nTkVZWRkuXLiAtWvXMvfw/i/Turq6iI+PR3l5OfOBrq2tbVUHgZycHPNnbucMN33czZs3weFwMGzY\nMHh7e8PY2Fjgequrq1FeXo6amhrk5ORgz549AMD64D548AA1NTXQ0dHhOZ5bdufOHb4/B0FdunQJ\n4eHhcHFxgaysLKKiorBu3TqIiYnBx8cHhoaG8PLywp07dxAdHQ1xcXH88MMPAtW9Zs0aiIqKwt3d\nHbW1tTh58iQWLlyIpKQkKCkpAWj8oP7555/NptRZvnw5kpOTYWJiAmNjYzx58gSLFy9mjm9JXV0d\nZs+ejYKCAkybNg0qKiooKyvDgwcPkJGRAXt7e+jr68PT0xN+fn6YOnUqRowYAaDxI9uUrq4uzpw5\ng5s3b7IakFozjbtr166tGi1UWlqK2tpalJSU4MqVK4iOjoaKigr69+8vcB2BgYE4dOgQOBwOevfu\nDQcHB3z33XfNjmIrLCwEh8PB69evERERgYcPH8LR0VHg8xFCSGdDcVTniaOaPtPWfJua6tevH/r1\n64fo6Gioq6tj1KhRaGhoYEY5z5s3j0kTxx2ExC9tHLfs9u3b7Zql/PLlS8yePRsTJ06ElZUVrl69\nihMnTkBERAQ5OTmoqqrCvHnzUFRUhMDAQCxYsIA1K6gl4eHhePPmDZycnNCtWzfEx8djz5496N27\nN2xsbJj90tPT0a1bNwwYMICnjqCgIGzfvh1Dhw7F8uXLUVlZicDAQFY67JZs3rwZ0dHRsLOzg66u\nLurr65Gbm8t0DsnJyWHXrl1YtWoV9PT08O233/Kthxu3pqens+IobqwjiK+++opp/OAO8NLV1eV7\nrujoaGRnZ7c4EliQ9yMzMxN6enqsbZWVlaisrERVVRWys7OxZ88eiImJffa04YQQ0lYUK3W+WGnf\nvn2or6+Hl5cX7t27J3BdTd2+fRs6Ojqora1F165dYWZmhuXLl7MGhnDV1dVhw4YNGDNmDKytrfHP\nP/+06Zz8VFRUYObMmTAwMIC3tzfTtlRdXQ1ZWVncvn0bbm5uqK2tRWBgIL777jtcvHhRoBn2qamp\nCAsLg7OzMxwdHZGSkoLAwEDIyMiw0jOmp6cDAN/OwgsXLmDx4sVQVFTEwoULISIigpiYGIHXa+Wm\nFTQxMYGzszNERESQn5+PixcvoqamBmJiYti1axe2b9+O7t27s66r6c9eXV0dXbp0QXp6OlxcXJjy\n8vJyVFdXC3Qt4uLireqcDAoKwqNHjzosLeLTp0+RlpaGESNGYODAgaxtY8aMgb+/PzZv3oxVq1ZB\nRUUFBQUFOHz4MCQlJT/KLEjyaVAHFxGIlpYWvv/+e1ZZUFAQk6KF+3/6hoaGsLW1RUREBLy9vZl9\nExISmCCBy8zMDLNmzUJUVBQrHd62bduQnZ2NFStWIC4uDiEhIUhPT8eGDRswdOhQZr+cnBwAYAU1\nXMePH8ezZ8/w448/Mg3jrq6u+OGHH3Dq1KkP3u+VK1dQWVmJffv2Ndtxo6urCzU1NVy4cAHm5ubN\ndnYoKyujrq4Ojx8/hoaGBoDGkTrcGTuCePDgAfPnx48fAwAWL14MbW1t7Nu3D8XFxfDz82MW0Bb0\nl9vIyEhs3bqV+buioiJ2797N+iWauxg3vwCEW1ZQUCDwvfDz6NEj/Pzzz8wMsokTJ2LcuHFYtWoV\nVq9ejdmzZwMAXFxcUFJSgri4OIFH9HTv3h1+fn7MqNiRI0diypQpOHPmDPOOPn/+HBUVFejXrx/P\n8VeuXEFycjLs7e1ZU6X19fWxcOHCD54/JycHjx8/xooVK1jveVPKysoYPXo0/Pz8oKOj0+wUfu67\nnpOTw2qY4ZdusjmnTp1ireXwITNnzkR2djaAxpHpo0ePxubNmwVKHyQsLAxDQ0OYm5ujb9++KCws\nRFJSEg4fPozMzEwcP36cp57y8nLW/UhISGDq1KntTnlECCGfE8VRvD5XHNWWb9P7REVFceTIEaxe\nvZqV0ldMTAzr16/HtGnTmLJBgwYBAK5fv85zzdwOmhcvXgh8L/w8efIE+/fvx4QJEwA0xksODg4I\nCAiAiYkJgoKCmDhIVlYWP/zwA65evSrQoKjnz5/j/Pnz6Nq1KwDA0dERJiYmCAkJYXVwPXz4EEpK\nSjwpq0tKSrB//36oqqoiPDyc6RxydHRkrvdDkpOTMXbsWGbG1vskJSVha2uLVatWQVlZudk4SlFR\nEaKiosy7z7VgwQKm0elDFi1ahMWLFwP4vxj5/VHAgOAxctP3w8zMjCnncDjMYucvX77kOe7AgQOs\n9IeDBw+Gn58f31iWEEK+BBQr8fpcsRLQOLji9OnT2Lt3LxMDtNagQYPg5OQEVVVV1NXVIS0tDVFR\nUbh27RoiIyN52pgCAwPx+PFj1iypjlJUVAQPDw94eHgA+L+2pfPnz0NdXR1nzpxhBgKrqqpiwYIF\nSExMhLOz8wfrzsnJQWJiIvPzcXFxgY2NDUJCQlgdSQ8fPoSMjAxkZWVZx9fX1+OHH36AjIwMIiMj\nmQ4nZ2dngdfqSk5OhqqqKvz8/FjlK1asYP5sa2uLn376qcW0kV26dEHv3r15YqWtW7cyGYg+5P22\ns5Y8ffoUvr6+WLBgAZSUlHhmXLZFdHQ0OBwOz+wtoPH/PzZu3IgDBw6w/n2oqKggIiICqqqq7T4/\n+Tyog4sIZObMmay/6+npISgoCLa2tqwRDUOHDoW0tDTy8vJY+3MDjYaGBpSXl6O2thZqamro2rUr\nsrKyWPvKyMhgz549cHNzw9y5c3H37l2Ymppi+vTprP24s1ZkZGR4rjc5ORk9e/bkGQ07d+5cgYIN\n7gc8JSUFampq7cpvy/14vX37likbOnRom3MJc9PiDBw4EEeOHGEaEkaNGoVJkybBx8dH4A4uc3Nz\nDBw4EBUVFbh37x4uXryIoqIi1j7c1D38RjRzn0tb0vs0xV3MkktOTg4DBgxATk4OXF1dWfvq6enh\nwoULePbsGYYMGfLBumfMmMFqbNHS0oKkpCTrHeXec3PvEgDMmTOHVW5ubo4BAwYwHY7N4b5LaWlp\ncHBwEHi0Mj/cEVtN3yUArXqXmgbsgti0aRPKysrw6tUrpKam4s2bNyguLuYb5L+vb9++OHnyJKts\nypQp2LBhAyIiIvDzzz/zBGwSEhI4ceIE6urq8Pz5cyQkJKC8vBxVVVU8v7AQQsiXguKozhNHteXb\nxI+4uDhUVFSgqakJQ0NDVFVVITY2Flu3boWkpCTz7NTU1DBmzBikpKRg165dTCNYTEwMfvvtNwAQ\naKR3S3r16sXTWTR8+HBkZ2fDzc2NFQdxBzHl5eUJ1MHl6OjIatj66quvoKOjg1u3brH2Kyws5Du7\nm9uA5+rqykr7wp0BdubMmQ9eg7S0NHJycvD3338LFPu1REZGhieOWr16tcCp/ZrGPy3FyNyyD8XI\nY8eOxaBBg3D69GkoKCjA0tISlZWVCAoKYkau86tj6tSpMDY2RklJCTIzM5Gens4TwxNCyJeEYqXO\nEyvV1tZiw4YNGD16dLvWdfT392f9fdKkSdDX18eKFSvg6+uLbdu2MduePHmCQ4cOYcGCBQK1NbSW\niIgIT4pIbtuSi4sLK8tN01hJEGZmZqzORyEhIYwcORIhISGsWXWFhYV836Xs7Gy8ePEC7u7urNlU\nXbt2hbOzM/bt2/fBa5CWlsaTJ0+QkZHBM+u7tWRlZfHs2TNWmYeHh8CdbfwG/jRn06ZNUFZWZga1\nt1d9fT1iY2MhLS0Na2trvvvIyclBQ0MDo0ePhoqKCnJzcxEQEIB58+YhJCQEffr06ZBrIZ8WdXAR\ngbz/genWrRsA8B1BIiMjw/ML1rVr13D48GHcvn2bZ1prcXExTx3Dhw+Hh4cH/Pz8IC8vjx9//JFn\nn/dHiDb19OlTaGpq8ozAVVBQYK69JZMmTUJ8fDz8/PwQFBQEbW1tGBkZYdKkSayOGEFw1xdoer0y\nMjJtTiHCTVdiZ2fHqlNFRQW6urrIyMhARUWFQJ0BvXv3Ru/evQE0dthYWlrCyckJVVVVmD9/PgAw\njRH81vni/izbm6eWXwAjIyMDeXl5nkYD7s/v3bt3ba67e/fufBsB+K0F8fTpUwgLC0NFRYVnm6qq\n6gc7uBQVFeHp6Ql/f38YGRlh2LBhMDQ0hLW1davTOvJ7lwC0+V16f10IMTExntFETa/Rzs4Oe/fu\nxfTp0xEfH9/mUcKenp6IiIhAamoqT5AkIiLCup8pU6bAzc0NM2fORExMTLsWYyWEkM+F4qjOE0c1\np6Vv0/tev34NJycnTJkyhTUy9ptvvoGLiwu2bNkCExMTphHDx8cH69evR2BgIAICAgA0xgfff/89\n1q9fL1D6m5Y09x7x29baOIpf3bKysjzHCwkJ8Y2juCNx308RA0DgUbLr1q3DqlWrYGNjA2VlZYwc\nORImJiYwNTUVKM1iUxwOh+fd5452b62WYmRu2YdiZFFRURw7dgyrV6/Gnj17mHThampq8Pb2xo4d\nO/i+HyoqKkxsam1tjd9//x0eHh4QEhLC5MmT23Q/hBDyOVGs1HlipWPHjiEvL49nnbKOYGNjAx8f\nH1y+fJlV/v3330NJSemjpYiTl5fn6URs7h3jxlDtaXPitqu8e/eO6eBqLlZ6+vQpgPbFSsuXL8fC\nhQvh6uoKBQUFGBgYYPz48bCyshIo/XZT/GKlQYMGMbPOW6O0tJRnIJecnBxEREQQFxeHq1evIiQk\npMPaea5cuYKXL19i6tSpfGOwiIgIbN68GbGxsaxBU0ZGRnBwcMDevXuZWIx8WaiDiwikuVQtgqQp\ny8rKwpw5c9CvXz94e3tDSUkJEhISEBISgpeXF9//g6+pqcGVK1cANH4QXrx4wcxe4eKObBD0o9Ma\nXbp0wYkTJ5CVlYXff/8dGRkZOHDgAA4ePIi9e/e2auFDbjDVdCRGTU0N3yCrOfLy8syfe/Xqhb//\n/ptnfSbufhwOB6WlpW2a7TJ06FCoq6sjLCyM6eDijr7gl2KFW8YvfWFrtOX94vfe8CNIwwf3Z9Oa\nn0lreHl5wcnJCZcvX0ZGRgaioqIQEBAADw8PrFy5UuB6uO/6+/mxP7SAeVMyMjJMgGNkZMTaZmBg\ngODg4BaPt7Ozg7+/P2JiYrBs2TKBz9tUnz59ICIiItBIYxEREdjY2GDTpk3IyMhoVTpGQgjpLCiO\n6jxxVHNa8206c+YM3r17xzMyVFhYGFZWVsjMzMS9e/eYb5aMjAx8fX3x5s0b5ObmQlJSEkOHDsXv\nv/8OgH+DRmu09B41FwcJGkcJ8o4CjT+fjxVHmZub4+LFi0hNTcWNGzfwxx9/ICoqCnp6ejhx4kSr\nGm5KSkp44qh3794JvAaXpKQk01DFjZG5qQqbak2M3LdvXwQHB+P58+d49uwZZGVlMXjwYISGhgIQ\n7P0wNjZGz549ERYWRh1chJAvEsVKnSNWevXqFfz8/GBnZwcOh8PMYuJ+1969e4e8vDzIy8u3OcOK\noqIiayb4hQsX8Mcff+DHH3/E8+fPee6roKAA3bp1g7KycqsHtnB9rlipaR1ycnK4f/++QHW2lq6u\nLi5cuIArV64gLS0NaWlpSExMxJEjRxAWFsYzkLklxcXFPLESv46q5khISDAzFH/44Qee1IYpKSlQ\nUFDAjh07MG7cOMjLy/O8Z6WlpcjLy0P37t0F6jDmioqKAgC+6QkB4OjRoxg4cCBPRgA1NTUMHDiQ\nSQ9NvjzUwUU+usTERNTX1+PYsWOskQ0VFRXNpgPZt28f7t69i5UrV+L48ePw8vJCbGws6wM6ePBg\nAPynDSsrKyMvLw/19fWsj82rV68ETkECNM5e4c5gefHiBezs7LB//34m2GhpRA/XkydPICoqylp0\n+9atW23Oh6ylpYXff/+dbz7+ly9fQlRUtFUfr/dVVVWxAqEhQ4agS5cuyMzM5NmXW9bWka+dRZ8+\nffimOQAa36WGhgbk5uYy7xzXw4cPBT6HsrIy3Nzc4ObmhurqasyZMwfHjx+Hu7s7evToIfC7BIDn\nOt7vqGpJ0zW43k9ZIEjgwB0N155GrKdPn6K+vl7gdI3cc36MXywIIaSzoziqY+Oo5rTm28Tt0Gho\naODZVldXx/rfpnr27MkaoMRdOLzpuppfqsGDB+PGjRtoaGhgNRRxR0U/evSIZ5BKa+IoWVlZ2Nra\nwtbWFhwOB3v27MHx48eRkpIi8Fpe+fn5qKur44mjFi9e3KY1uLiLxN+6dYunISUzMxNCQkL4+uuv\nBaoXaOzo6tu3L/P33377DcLCwgLHedXV1R+tk5EQQjozipU6LlZ6+/YtqqurcebMGb5phP39/eHv\n74+ffvqp2RRwglxv03iLmw5v3bp1fPfnrn1+7do1no6XL8ngwYORnp6OwsJC1n1w39lHjx7xHNOa\nWElKSgpWVlawsrICAISGhmLLli2Iiopi1h77kJqaGrx48QKWlpascn4dVc1pugYXv9SG8vLyqKqq\nQmFhIS5fvswzmw8A4uPjER8fj1WrVvEsF9Kct2/f4tKlSxg6dCgTo72voKCg2UxEdXV1qK+vF+hc\npPOhDi7y0TU3muHo0aN8GwZSU1MRFBQEe3t7eHh4QFVVFZ6enti6dSu2b9/O7Keurg5paWncvn2b\npw4zMzP4+/vj7NmzzFoHQONUa0G8/8EBGtP5vT86lRv8FBcXN7vgZ2ZmJr7++mtmtCfQvnzIkydP\nhp+fHyIjIzFlyhSIijb+M75//z4yMzMxatQo1tTrJ0+eoLa2ljW1+fXr13xHM1+/fh3//PMPDAwM\nmDIpKSmYmJjgwoULuH//PrOGU3l5OaKioqCiotLqVHudjYiICPT09Jp9l06fPo2AgADWQpnJyckf\nTE8INI48kZCQYE25FhcXZ0aHFBcXo0ePHqx3qTmZmZkQFRXF8OHDWeVtXYOruZQFdXV1KC0t5RnB\nBoCZ4aWtrc0qf/jwIcTExFjBQlFREU8dDQ0N2L9/PwDAxMSEKS8uLsZXX33FMwq7oqICUVFREBYW\n/uLfM0IIaQuKozo2jmrNtwkAnj9/jsrKSvTr14+1+DjQuI5W029TbW0tEhMTISoqCnV19Rav486d\nO4iMjISBgUG710roDAwMDHD58mXk5OSwRsWOGTMGEhISCA0NhYODA5Mu5uXLl0hISPhgvfX19Sgv\nL2cNwhESEmKe7/vvU0uDYbjvur6+Pqu8rWtw9e/fHxoaGkhKSsLSpUuZ2VoFBQVISkqCoaEhK94u\nLCxEUVERFBQUWOua8ZOSkoLLly/D3t6elaqquRg+NjYWpaWlPA1ShBDyX0CxUsfFSkpKSvjpp594\nynNycuDr6ws7OzuYmJhAV1eX2cYvVnr37h3fgdehoaF4+fIlXFxcmDITExNm6Yymzp8/j6SkJKxY\nsQLKysrtTun8uRkYGCA0NBS3b99mxZtff/01evfujZiYGMydO5d5L8rKyhAeHi5Q3fzeJ+4gm6bv\nk5SUVIux0r1791BbW8sTK7V1Da7mUhsKCwvzfc8KCwuxefNmGBsbw8nJCWpqasy2V69eobS0FH37\n9uWbfvDs2bOora2Fk5NTs9c2aNAgPHjwAJmZmdDR0WHKb926hdzcXIwbN06geySdD3VwkY/O3Nwc\nQUFBmDt3LqZOnQoxMTFcvXoVDx484GlgePXqFdasWYP+/ftjw4YNABo/djNmzMCpU6eYnMRAYxBj\naWmJ5ORk1NTUsBrGPTw8kJiYiA0bNiA7OxuDBg1Ceno6MjMz+Tbav+/IkSO4evUqxo8fDyUlJXA4\nHFy6dAmPHj1ijXzgNvLv2bMHNjY2EBcXx+DBg5lf7J88eYLHjx9j9erVrPrbkw954MCB8PDwwNGj\nRzF9+nRMmjQJxcXFCA4OhoSEBFatWsXaf9asWXj27Blr9PKmTZvw+vVrGBoaom/fvqiurkZ2djbO\nnTsHKSkprFmzhlWHt7c3rl+/Dnd3d8yaNQtSUlKIjIxEQUEBjh49yhpVlJ+fDzMzM4HS3XUm1tbW\nuHz5MrKysliNVcbGxjAxMUFsbCzevXsHY2NjPH36FGfOnMGQIUPw999/t1hvWloaNmzYAEtLSwwY\nMABSUlK4e/cuoqKioK2tzaSdGTRoEKSkpBAWFgYJCQl069YNcnJyzGhnDoeDK1euwNjYmBW4Am1f\ng6s5FRUVGDduHCwsLDB48GD06NEDb968QXJyMu7evYtRo0bBxsaGdczEiROhqKiIixcvMmUbNmxA\nWVkZdHV10adPHxQVFeGXX35BdnY2zMzMWCO+bty4gY0bN8LS0hL9+/eHlJQU8vPzERcXh5cvX2LR\nokWtzkVOCCH/BhRHdWwc1ZpvE9DY+ZGeno6UlBSmYcnR0RGnTp3C6dOn8fLlSxgbG6OyshLx8fF4\n8OAB5syZwxqZvH//fuTl5UFLSwvS0tK4d+8eYmJi0KtXL+zatYvnGk1NTXlit87O0tISe/bsQWpq\nKquDS0ZGBkuXLsXOnTtnCtgAACAASURBVDvh7OwMOzs7VFZWIjw8HCoqKrh3716L9ZaXl8PIyAim\npqZQV1eHnJwc8vPzcfr0acjIyLAaiHR0dHDt2jX4+/ujb9++EBISYt53oLFBs3v37jA0NGSdoz2Z\nCP73v/9hxowZcHV1xfTp0wEAISEh4HA4PPF0aGgoDh48iO3bt8PBwYEpX7duHTgcDoYNGwYJCQnc\nvHkTCQkJ0NTUxP/+9z9WHfPmzYOsrCx0dHTQt29flJaW4ubNm0hJSUHv3r2Z2WWEEPJfQrFSx8VK\nXbt25TszKy0tDUBjhh9BYqWzZ88iOjoaRkZGUFJSQl1dHdLT05GcnIx+/fphyZIlzPH9+/dH//79\nec75zz//AAAMDQ15ZuS4ubnxnLOz47blpKamsuIXERERrF27FsuWLcOUKVPw7bffQkREBNHR0ZCV\nlWWlbWzOxIkToaOjAy0tLSgoKOD169eIiIiAmJgYKxbS1tZGVFQU9u/fD1VVVQgLC8PExITpSE1N\nTYWYmBjMzc1Z9bd1Da7miImJ8X3PuGu39uvXj2f7vn37EBsby8pK1FRUVBTExcVb7IjjzsSfPXs2\nnJ2doaKigtzcXISHh0NMTAyLFi1q552Rz4U6uMhHN2LECPj6+uLw4cP46aefIC4ujtGjRyMkJIT5\nRRBoHD27atUqlJWVITAwkNWIv3LlSmRkZGDjxo3Q0tJiRk+6uLggJiYGly5dYqbhAo0f89DQUOzY\nsQNnz54F0Dha4tSpU5g1a9YHr9nc3ByvX79GUlIS3rx5AwkJCfTv3x/btm1jjQYYMWIEVqxYgfDw\ncGzYsAF1dXVYtGgRE2zEx8ejS5cusLe3b9czfN/y5cuhqKiI0NBQ7Nq1CxISEhg5ciSWLl3Kk3aF\nn0mTJiEuLg5xcXEoLCyEkJAQ+vbti6lTp2LOnDms9ChAY8Bx+vRp7NmzB/7+/qitrYW6ujqOHz/O\nEzSVl5cDYI/a+BJMnDgRO3bsQFxcHM9Mof3792P//v1ISEjAH3/8gSFDhsDX1xeJiYkf7OBSU1OD\nhYUF0tPTkZCQgIaGBvTp0wfz589nLaAqISEBHx8f7N+/Hz/++CNqampgYGDAdHDduHEDz549w8aN\nGzv+5t8jISEBV1dX3LhxA1euXEFpaSmkpKQwaNAgbNy4kQm4PmTcuHGIj49HREQEiouLISYmhsGD\nB2Pjxo1wcXFhpTAaMmQITExMmOdUVVUFWVlZaGpqYvPmzRg/fvxHvGNCCOm8KI7q2DiqNd+m5khL\nSyMiIgKHDh3C5cuXceXKFYiKimLQoEHYunUrT7q6r7/+GtevX8fVq1dRWVmJvn37Yvr06Zg/fz7f\n9MDl5eVfXBylrKwMIyMjxMfHY+7cuaxt7u7ukJSUxIkTJ7B371706dMH7u7u6Nq1a7PpiLgkJCQw\nc+ZMXLt2DdeuXWOejampKebPn89a4+r777/Hli1b4Ofnx8Sj3EadiooKXLhwAc7Ozq1ebL0lw4cP\nR3BwMPbv38+MRB4+fDh++ukn1qz5lmhpaSEiIgK//voramtr0b9/fyxZsgSzZs2ChIQEa98pU6bg\n119/RWRkJN69ewdRUVEoKytj7ty5cHd3F6hRlRBC/m0oVur4Nqf20tTUxPXr13H+/HkUFhaCw+FA\nSUkJc+fOxbx581q1rhI/5eXl+Oqrr9pdz6ckJSWFb775BufPn8e6detY8Yi1tTUOHDiAQ4cOwdfX\nFz169IC9vT309fVZ7UbNcXd3R2pqKoKDg1FaWooePXpAW1sb8+fPZ8UjXl5eKC4uRlhYGEpKSsDh\ncJCSksJ0cMXHx8PU1FSg9Ws7kz///BOPHj3C5MmTISMj0+x+5ubmCAwMREBAAGJi/h979x1f8/n/\nf/yZgZTgJDVr1DwxEhp7FrFHa1VRsUpRjS46KFqllFo1PpSqXWK2qFGbNlXVGrU6rCY2IWQJzvv3\nh98535zkJBIiOeFxv90+t0/7fl/n/b7OET2vXM/rfV2rdPPmTeXKlUt16tRR//79VbZs2XTsNdKS\ni5HSXfMAJ9WrVy/FxMTo22+/zeiu2Ll165YaNmyoli1bavDgwRndnXSzYMECjRs3TmvXrrVbAzoz\nmDVrlr766itt3br1ofYxexTeeOMNnT9/XitXrkzROtwAAKQEdZRzOX78uFq3bq3Ro0fbLXmUGezf\nv1+dOnXS3Llz0/zp8oc1f/58TZ48WZs2bcp04SEAIGNRKzmXiIgI1axZU/369bN7EiwzCAsLU/Pm\nzTV8+PBEE6Iy2pYtWzRgwACtWrWKoAeZzv2nKAJO7sMPP9SBAwf0008/ZXRX7CxZskRxcXHq379/\nRnclXf3000/q2LFjpgu3JKl79+7KnTu3vvnmm4zuip2jR49q69at+vDDDwm3AABpijrKufz0008q\nU6aM083ETgl/f3+1aNFCU6ZMyeiu2ImNjdXs2bPVq1cvwi0AQKpRKzmXkJAQeXt72y3lmFkULlxY\n3bt314wZMxQXF5fR3bExDEPTpk1TmzZtCLeQKfEEFwAAAAAAAAAAADIVnuACAAAAAAAAAABApkLA\nBQAAAAAAAAAAgEyFgAsAAAAAAAAAAACZCgEXAAAAAAAAAAAAMhUCLgBPrA8//FA+Pj4Z3Q1JSfdl\nz549evnll+Xv7y8fHx+tWrVKv/76q+2f06sfAAAASfHx8dGHH36Y0d2Q5LgvFotFU6dOVcOGDVWu\nXDlbrfMo6x5n+kwAAEDGmDp1qnx8fBQWFpbRXUmyL8eOHVP37t1VtWpV+fj4aOrUqQoLC7P9c3r1\nA3hQ7hndASApR44c0bRp0/THH38oOjpaRYsWVYcOHdS1a1e5ubnZ2kVEROi7777Tzp07deLECV27\ndk0FCxZUtWrV1L9/fxUsWDBF95s6daqmTZvm8Nz777+vXr162R2zWCxasGCBli5dqrNnz8rb21vN\nmzfXm2++qezZs9u1nTdvnhYsWKCIiAhVqlRJw4cPV5EiRezanDt3Ti1bttRnn32mFi1apKjPT4Jj\nx45py5Ytatu2rQoXLpzR3UlXERERGjBggAoUKKAPP/xQHh4eqlSpks6dO5fRXQMAZKBLly5p8eLF\nOnz4sI4cOaJr166pbdu2+vzzz5N8zXfffad58+bp5MmT8vT0VIMGDTRw4EB5e3snanvw4EFNmjRJ\nBw8elIuLi/z9/TVo0CCVLVs2xX1MzTUuXryoCRMmaNeuXYqOjlapUqX02muvqXnz5nbtrl69qpEj\nRyokJEQeHh5q27atBgwYIHd3+19p5s6dqzlz5mjDhg3KmTNnivv8uFu1apVu3LihHj16ZHRX0t3q\n1as1bdo0tW/fXlWrVpWrK/M8AeBJt3fvXm3YsEH79u3T2bNnlTVrVhUrVkyBgYFq2bKlXFxc7Nob\nhqF169Zp8eLFOnXqlOLi4vTMM8+oefPm6tGjhzw9PZO9X1hYmBo2bJhsmy+++EIvvvjifduXLl1a\n69atszu2du1aTZ8+XRcvXlTZsmU1dOhQlStXzq5NZGSkWrZsqcDAQL322mvJ9uVJEhYWptWrV6tR\no0apqncfB3fu3NGAAQN0584dvfXWW8qZMyeTnpHpEHDBKf3222969dVXlTNnTnXt2lVeXl4KCQnR\nmDFjdOLECY0cOdLW9uDBgxo7dqxq1qypLl26yMvLS//884+Cg4O1YcMGLV26VKVKlUrxvQcPHiwv\nLy+7Y76+vonajR49WgsXLlTjxo316quv6sSJE1q4cKGOHj2qefPm2X5x3rBhg8aMGaNXXnlFpUqV\n0vz58xUUFKTVq1fb/XL9ySefqHr16oRbCRw7dkzTpk1TtWrVHuuAa+TIkRoxYoTdsT///FM3btzQ\nZ599piZNmtiOFypUSIcOHUo0oAcAeDKcOnVKM2fOVMGCBeXn56ddu3Yl237evHkaM2aMqlWrpo8+\n+kgXLlzQvHnzdODAAS1fvtxuYs6BAwfUtWtX5c+fX2+99ZYkadGiRXrllVe0dOnSFP3Cm5prXL9+\nXa+88orCw8PVo0cPFShQQOvWrdPbb7+t6OhotW/f3tZ28ODBOnLkiPr376/w8HB9/fXXyp07t159\n9VVbm7CwME2ZMkVjx44l3Epg9erVOnv27GMfcB06dChRgBUSEqKcOXPqs88+sxuwdFR/AQCeDOPH\nj9eFCxfUuHFjmc1mxcTEaP369Ro4cKD27NmjUaNG2bWfPHmyZs6cqRo1aigoKEju7u7au3evpk6d\nql27dik4ODhRKBaft7e3xo0b5/DcyJEjFRsbqzp16iQ617hxYzVu3NjuWK5cuez+/eDBg3rvvffU\nvHlzde/eXStWrFCfPn20ceNGu+BtwoQJ8vb2Vs+ePe/7+TxJzp49q2nTpqlQoUKPdcD1+uuvq0+f\nPsqaNavtWGhoqEJDQ/Xhhx8qMDDQdtwwDB06dMjuAQPAWTE6Cqc0atQoubq6Kjg42PakU5cuXTR8\n+HAFBwerdevWqlKliiSpRIkS2rhxo4oWLWp3jfr166tnz56aMmWKpkyZkuJ7N2rU6L5Byj///KNF\nixapSZMmdo/rFi5cWKNGjdIPP/ygF154QZK0efNmVatWTR9//LEkqWTJkurevbv+++8/FStWTJL0\nww8/aN++fVq/fn2K+5me7t69q7i4OD311FMOz0dGRt53thKSlyVLlkTHrly5IknKnTu33XFXV1dl\ny5YtXfoFAHA+5cuX1y+//CJvb2+Fh4erZs2aSbYNDw/X5MmT5efnp3nz5tl+SfXz89Prr7+uBQsW\nqF+/frb2o0aNUpYsWbR48WLlz59fktS8eXM1b95cY8eO1TfffHPf/qXmGrNmzVJYWJhmzJihgIAA\nSdJLL72kjh07aty4cWrWrJly5Mih2NhY7d69W5999pnatWsn6d6TXz/++KNdwPXJJ5+oVq1adhND\nnElyNZNhGIqOjlaOHDnSuVePF0c10uXLl5UrV65EA4+O6i8AwJNh0KBBqly5st0Afrdu3dStWzct\nX75c3bp1k9lslnTvKZf58+erfPnymjt3rm0iRefOneXm5qa1a9fq+PHjyYYj2bNnV+vWrRMd379/\nv27evKmmTZs6fLLex8fH4evi27JliwoVKqSJEyfKxcVFderUUaNGjXTw4EHVrl1bkvTHH39o+fLl\nWrp0qVNOlr1fHcS408Nzd3dP9Gef1LiTi4sL407INFibAU4nIiJCx48fV5UqVRIt49e2bVtJstt7\nqHDhwonCLUmqVauWTCaT/v7771T3ITIyUnfu3Eny/Lp162QYhrp37253/OWXX9ZTTz2lNWvW2I7F\nxsbafVGYTCZJUkxMjKR7M5c/++wzvfvuuypQoECq+2oYhpYtW6YOHTrI399f/v7+euGFF/Tll1/a\ntQsPD9eIESNUr149+fr6ql69ehoxYoSuXbtm127VqlXy8fFRSEiIpk+frkaNGqlChQrasGGDJCkg\nIEBdu3bV0aNH1atXL1WuXNn2CL0kxcXFaebMmWrZsqX8/PxUpUoV9evXT0ePHk1136dOnarBgwdL\nuldo+vj4pHg/g8uXL2vUqFFq2LChfH19VbNmTfXs2VM///xzsq87ceKEPvnkE7Vs2VL+/v6qWLGi\n2rVrp+XLlydqe/36dY0ePVqNGjWSn5+fqlevrnbt2unrr7+2a/fdd9/ppZdeUpUqVfTcc8+pYcOG\nGjhwoMLDw21tEu4BERAQoA8++CDRe5eU5B5chmHo22+/Vbt27VSxYkX5+/ura9eu2rNnT6K+37p1\nS2PHjlWdOnVUoUIFvfTSS/rpp5/u86kCAJyBp6enwwEQR7Zu3aqYmBgFBgbaDeAEBASoSJEidjXL\nmTNn9Oeff6pZs2a2YEqS8ufPr2bNmikkJESXL19O9n6pvca6detUtGhRW7glSW5ubgoMDNT169e1\nc+dOSffqC4vFYldT5c6d21ZPSdKaNWu0f/9+DR8+PEWfTUIprR1+++039ezZU5UrV1aFChXUtm1b\nh3VC165dFRAQoNDQUL355puqVq2aKleuLMn+u3zx4sVq0aKF/Pz87MK/06dP67333lOdOnXk6+ur\ngIAAjR07VtHR0anue0BAgPbu3auzZ8/aagofHx/9+uuv9/1c9uzZoz59+qh69ery8/NTw4YNNWTI\nELs6xpH169erX79+ql+/vnx9fVW9enX1799fx48fT9T2jz/+UO/evVW7dm35+fmpbt26eu2113Tg\nwAFbm5TWXfFrRevn/Ouvv9q9d+v5pPbgunTpkj7++GNb3+vUqaNhw4bp6tWridr+888/6tWrl557\n7jlVq1ZNAwcOdNgOAOBcqlWrlujpFFdXVzVt2lTSvf++W925c0exsbHKkydPoqeE8+XLJ0lJTgi+\nH2sN0aFDhyTb3Lp1y67mSSg2NtZuIkfCcae4uDgNGzZMXbt2dbhCUUps2rRJXbt2VZUqVVSxYkU1\nbdpUo0aNUlxcnK1NdHS0JkyYoEaNGsnX11e1a9fW+++/r7Nnz9pd6351UHI1lJS6sY/79X3VqlXq\n1q2bpHurBVhrha5du973M4mMjNSkSZPUvHlzW23SuXNn/fDDD8m+7uLFi/r888/VunVrVa1aVX5+\nfmrRooVmzZqlu3fv2rW9deuWpk6dqqZNm6pixYqqUqWKXnjhBY0dO9au3Y4dOxQYGKjq1aurQoUK\nql+/voKCgnTq1Clbm4R7X3Xt2tX21Fb89x4WFpbsHlzr169X586dbWNmHTp00MaNGxO1s1gs+uqr\nrxQQECA/Pz+1atXK7ncPIK04X2SPJ571y9FRcWA9dvDgwfte5+bNm4qKilLp0qVTdf8XX3xRUVFR\ncnNzU4UKFfT666+rXr16dm0OHz4sV1dXVahQwe54tmzZVKZMGf3555+2Y88995ymT5+unTt3qkSJ\nEpo+fbpMJpOKFy8uSRo7dqyKFCmiV155JVX9tHrvvfe0du1aVaxYUf369VPOnDl18uRJbdq0ybYs\n0M2bN9W5c2edOXNG7du3V7ly5XTs2DEtWbJEe/bs0fLlyxPNhBk7dqzu3Lmjl19+WTly5LD1V7q3\nX1j37t3VrFkzNWnSxDbQcvv2bfXq1Uv79+9X69at1aVLF0VGRmrZsmXq3LmzFi1aJD8/vxT3vXHj\nxrp8+bKCg4PVr18/lShRQpIcBprxhYWFqXPnzrp69apat24tX19fxcTE6ODBgwoJCbHNYHJk7969\n2rdvn+rXr6/ChQsrJiZGGzdu1NChQxUeHq6+ffva2r711lvat2+fOnXqJB8fH8XGxurEiRPau3ev\nevfuLeleuPXBBx+oSpUqevPNN+Xh4aHz589r586dunr1apIDlEOGDLEtcxD/vSfnvffe0w8//KCm\nTZuqXbt2iouL09q1a/Xqq6/aNla3evfdd7VlyxY1aNBAdevW1X///acBAwY81stAAsCTyFqT+Pv7\nJzpXsWJF/fDDD4qKilKOHDmSbfvcc89p5cqVOnLkiOrXr/9A90t4jUuXLunixYu2p94TtrVer0WL\nFsqVK5dKlCihb775RsWLF1d4eLjWrVtne1Lr2rVrGjNmjAYOHGgXrKVUSmuHbdu2KSgoSHny5FHP\nnj3l6empH374QUOHDlVYWJjeeecdu+tGRUUpMDBQlSpV0ttvv50oFJo/f76uX7+uDh06KG/evLbJ\nTocPH1b37t2VK1cudezYUfnz59fx48e1cOFC7d+/XwsXLrQ9fZSSvg8ZMkQTJkzQtWvXbJOHpHsr\nCyRn6dKl+uSTT5Q/f3516tRJhQoV0rlz57R9+3ZdvHgx2aB10aJFMplMevnll5U3b179999/tppw\n9erVtpUMTp48qVdffVV58uRRt27d9PTTT+vq1av6/fffdfz4cdvPQkrqroRKliypcePGaebMmXbv\nPbla8ty5c+rYsaNu376tl156SUWLFtWZM2e0ZMkS/frrr1q5cqVt+cvQ0FB16dJFcXFx6tKliwoW\nLKjt27cn2R8AgPO7cOGCJOnpp5+2HfPw8FDVqlW1e/duzZo1S02bNpWbm5v27t2rJUuW6MUXX7R9\nr6VGVFSUNmzYoEKFCiU5TvHNN99o+vTpMgxDBQoUULt27fT666/bLTPn7++vhQsX6rvvvlPVqlX1\nzTffKEuWLCpfvryke0/Mx8bG6s0330x1HyVp0qRJmjlzpkqVKqUePXrYvtd//PFHvfnmm8qaNatt\nPOiPP/5Q06ZN1bNnT9v3588//6yVK1cmmtSdVB1k/WySqqFSM/Zxv75XrVpV/fr108yZM9WxY0db\nkJYnT55kP5MbN27olVde0T///KOmTZuqc+fOslgsOnr0qLZv366WLVsm+dq//vpLP/74oxo3bqyi\nRYvq9u3b2r17tyZMmKCwsDB9+umntrYjRozQypUr1aZNG/n7++vu3bs6ffq03SSlvXv36vXXX1fp\n0qXVt29f5cyZU5cuXdIvv/yi//77z248L75+/fqpUqVKid67dZUIR6yfZ926dfXWW2/J1dVVmzdv\n1ltvvaXhw4erS5cutrZjxozRggULVLVqVfXo0UNXr17Vp59+muhhBuChGYCTsVgsRvXq1Y3atWsb\nMTExdufmzp1rmM1mw9/f/77XGTt2rGE2m43ly5en6L5z5841hg0bZqxatcrYsmWLMXv2bKNOnTqG\nj4+PsXLlSru2rVq1MmrWrOnwOm+++aZhNpuNW7duGYZhGDExMcarr75qmM1mw2w2G5UrVzY2b95s\nGIZhhISEGOXLlzf++uuvFPUxoR9++MEwm83GoEGDjLt379qdi//vEydONMxms7Fo0SK7NosWLTLM\nZrMxadIk27GVK1caZrPZaNKkiREdHZ3ong0aNDDMZrOxbNmyROesfz67du2yO37z5k2jXr16RmBg\nYKr7bu3Pnj17kvso7PTu3dthPxJe+4MPPjDMZrPd+aioKIevCQwMNCpVqmTExcUZhmEYN27cMMxm\ns/Hxxx8n25c33njD8Pf3N27fvp1sO0d9Seq979mzxzCbzXY/lz/++KNhNpuNpUuX2rW9ffu20bZt\nW6NBgwaGxWIxDMMwdu/ebZjNZuODDz6wa7t582bbzykAIHO4evWqw/+mW/Xt29cwm82JairD+L9a\n6eTJk4ZhGMacOXMMs9ls7NixI1HbHTt2OPyeSSg11/jzzz8Ns9lsjBs3LlHb6Ohow2w2G++++67t\n2O+//27Url3b9l3Vvn1748qVK4ZhGMb7779vdOrUyfZdl1opqR3u3Llj1K9f36hcubJx4cIF2/lb\nt24ZHTt2NMqUKWOcOnXKdjwwMNAwm83GxIkTE13T+l1etWpV23uI74UXXjCaNm1q3Lx50+649fs+\nfg2Q0ronMDDQaNCgQTKfgr3z588b5cuXN5o3b25EREQke21HP4OOaqp///3XKF++vF39NH/+fMNs\nNhsHDx5Msi8prbuS6ktS791R/dWvXz+jRo0axvnz5+2OHzp0yChbtqwxZcoU27F3333XMJvNxi+/\n/GI7ZrFYjP79+yf79xIA4JwuXLhgVKlSxWjYsKHtd//453r06GGrQ8xms+Hj42NMmjTpgeuPZcuW\nGWaz2Zg6dWqic2fPnjW6detmLFiwwNiyZYuxbNky29hSjx49jDt37tjaWiwW23ea2Ww2fH19jW+/\n/dYwjHvfvb6+vsbu3bsfqI8HDx40zGaz0bVrVyM2NtbunMVisb334OBgw2w2G2PHjrVrs337dtvY\nj9X96qDkaqjUjH2ktO+Oxlju5+OPP06yNo5fI02ZMsUwm81GaGio7VhMTIzDn5lBgwYZZcqUMS5e\nvGg7VrVqVaN3797J9mX06NGG2Wx2+FnG56gvSb330NBQw2w229U9hw8fNsxmszFhwoRE13799dcN\nf39/W+164sQJw8fHx+jWrZvdz+rhw4cNHx+fRP0AHgZLFMLpuLi4qEePHrp8+bKCgoJ06NAhhYaG\natmyZZo6darc3d0VGxub7DU2btyob775RnXr1rXbnDw5PXr00Keffqq2bduqYcOG6t27t9asWaM8\nefJozJgxioqKsrWNiYmxmy0Tn3WNWmsfPTw8NGfOHG3evFnLly/Xjh071KhRI926dUsff/yxevfu\nLbPZrN9++02dOnVSnTp11K9fP507d+6+fV67dq0k6YMPPkj0mHz8f9+8ebO8vb3VsWNHuzYdO3aU\nt7e3tmzZkujanTt3TvIRe5PJZNv/Ir41a9aoRIkSKl++vMLDw23/i4uLU61atfT777/bPpeU9j21\nrl+/rt27d6tu3bqqW7duovP3u3b27Nlt/3zr1i1du3ZN169fV+3atRUZGamTJ09KuvfnnDVrVh06\ndMj2eLcjOXPmVGxsrHbs2CHDMB7wXd3fmjVrlCNHDjVq1Mjus79x44YCAgJ09uxZnT59WpJsf969\nevWyu0ajRo2SnNkDAMicrEvTOKpbEtYsybW1HktueZzUXsN63+T6Fv9+lSpV0tatW7Vy5UqtX79e\ny5Yt09NPP62QkBCtX79eI0eOlMVi0bRp09S0aVM1adJEU6ZMSbTUS0IprR2OHDmic+fOqX379nZP\niWXNmlW9e/eWxWLR1q1bE70+4fdtfK1bt7abIS7dm9X7119/qVWrVoqLi7P7Xq9cubKyZ89uW3rw\nYeue5GzcuFG3b99WUFBQos3sU3Jta01lGIYiIyMVHh4uLy8vFS9eXIcOHbK1sz4NtXXrVt26dcvh\ntVJadz2smzdvaseOHQoICFDWrFntPvtChQqpaNGits/eYrFo27Zt8vX1VY0aNWzXcHFx4QkuAMiE\nYmJiFBQUpOjoaH3++eeJ9mnMkiWLChcurDZt2mjixImaOHGimjRpohkzZmjmzJkPdM8VK1bI1dXV\n4fjKM888o/nz56tr165q2LChOnTooDlz5ujll19WSEiI3TJ4Li4u+vzzz7Vjxw4FBwdr9+7d6ty5\nswzD0PDhw9WskoIakAAAIABJREFUWTPVqVNHf/31l3r06KE6deqoW7du+uuvv+7bR+uScgMHDky0\nJ5OLi4ttWcTNmzfL1dXVbtUbSapfv77Kli2rrVu3ymKx2J1zVAfF56iGSs3YR0r7nloWi0Xr169X\nyZIlE42zSfevkTw8PGz3jouL0/Xr1xUeHq46derIYrHo8OHDtraenp76999/k91+xVpLbdq0Kdnt\nVh7W2rVr5eLiojZt2th99uHh4QoICFBUVJRteemtW7fKMAz17NnTbinQ8uXLJ7uqEvAgWKIQTqlP\nnz6KiYnR3LlzbesQZ8+eXYMHD9akSZOSHajYuXOnBg0apPLly2vy5MkP/IUlSV5eXurUqZOmTp2q\n/fv3q06dOpLuLZWY1Nr61l/MPTw87I4XLVrUbjmUadOmydXVVf3799fZs2fVq1cv9ezZU0OHDtXU\nqVPVt29fff/998l+MZ45c0Z58+a976PTYWFh8vX1TbSZpLu7u4oVK+Zwf6zkgo4iRYokWqtaurd/\nVWxsbLKb3V+7dk0FCxZMcd9T67///pNhGCpXrtwDvT4qKkrTpk3Thg0bdP78+UTnb9y4IeneYNaQ\nIUP02WefqWHDhipVqpRq1KihRo0a2b3/vn376rffftMbb7whk8mkatWq6fnnn1fz5s3TdIPUEydO\nKCoqSrVq1UqyzdWrV1W8eHGFhobK1dXV4RIKJUuWtFujGQCQuVknq8TFxSWqTRLWLPHbJpTcEtJJ\n3e9+17De11Fba98S3i9btmx2e0fExsZq+PDh6tOnj0qVKqVZs2Zp4cKFGjdunCTp/fff11NPPaXX\nXnstyT6ntHawBiulSpVKdM66JHZoaKjdcW9vb4fhkJWj7+ITJ05IurdPgqN9D6T/2xD8Yeue5FgH\nh8qWLftArz969Ki+/PJL7d27N9G+YfGXRG7ZsqXWrFmjmTNnat68eapYsaLq1Kmjli1bqlChQpJS\nXnc9rFOnTslisWjFihVasWKFwzbWZXWuXr2q6Ohoh8tIO/oZAQA4r1u3bumNN97Q4cOH9fnnn6tK\nlSp252NiYtS5c2eVK1dOkyZNsh1v2bKl3nnnHU2ZMkVNmzZN0dYCVv/++68OHDigOnXq6Jlnnknx\n6/r166dly5Zp586ddvuhS1LBggVVsGBB278HBwfrxIkTmjp1qiIjI9WzZ0/Vr19f7733nr799lv1\n7NlTP/74Y7JjE2fOnJGLi4vKlCmTbL/CwsKUL18+u/1SrUqVKqVjx47p2rVrdoFWcss6JlVDpWbs\nI6V9T61r164pIiLC4eSilLhz545mzZql77//XmfOnEk0Gdo67iTd277i/fff1wsvvKAiRYqoevXq\natCggQICAmzjhV26dNHWrVs1YsQIjR8/XpUrV1bdunXVqlWrFO/bmxInTpyQYRhq3rx5km2sNaq1\nJnb0d6JkyZLsAY80RcAFp+Tq6qp33nlHffv21d9//y3DMFSmTBlZLBYNHz7cthZ/Qrt27VJQUJBK\nly6tb775Jk0CBOsv1teuXbMdy5cvn/7991/FxcUlmnV88eJFeXl5JfmElyQdP35cc+fO1dy5c5U1\na1atXbtW3t7eevvtt+Xi4qIhQ4aoSZMmOnjwoMM9LNJDwkGw+JIa3DIMQ2az2W5vh4TS8sv1URg4\ncKB27Nihl19+WVWrVpXJZJKbm5t27typefPm2c046ty5sxo2bKidO3dq79692rRpkxYtWqQWLVrY\nit5ixYpp/fr1+uWXX/TLL79o7969Gjp0qKZMmaLFixffdz+xlDIMQ97e3powYUKSbVK7Hx0AIPOz\nbnx+8eJFPfvss3bnLl68KBcXF1sb6/9funQp0XUuXrwoSffd3yo114jft6TaWtskZcqUKcqaNatt\ntvDKlSvVqVMn2/6pnTp10ooVK5INuB6llAaCjrz66qtJDpwkF5o5g3PnzqlLly7y9PTU66+/rhIl\nSuipp56Si4uLRo8ebRd4Zc2aVXPnztWhQ4e0e/du7du3T1OmTNG0adM0YcIENW7cWFLK6q6HZR1g\nevHFF9W2bVuHbRLOAAcAZG63bt1S//79FRISos8++0ytW7dO1GbTpk06ffq03n333UTnmjVrpvXr\n1+v3339PVcBlnUhhndSdUgULFpSbm5vdGJUjly5d0vjx4zV06FB5e3tr7dq1unHjhoYNG6annnpK\nQ4cO1ffff68dO3aoVatWyV7rYZ52Sk5ydVBy406pGft4VH1/GJ9//rkWLlyoFi1aqF+/fvL29laW\nLFl05MgRjR8/3m7cqVGjRtq2bZt27typ3377TSEhIVqxYoWqVKliG1P08vLSihUrtG/fPoWEhOi3\n337TmDFjNHXqVM2aNSvNxhUNw5CLi4tmz57tcNK7xCQfZAwCLji17Nmz24VZGzdulGEYev755xO1\n3bVrl9544w2VKFFCc+fOdThr5EFYZ6/Gf9LI19dXP/30kw4dOmQ3s+fWrVs6fvx4otk+8VksFg0d\nOlRt27ZV1apVJd3bxDR//vy2L13rjJvz588n+0VUrFgxbd26VVeuXEn2SagiRYro1KlTunPnjt1T\nXHfu3NHp06fTbIPHZ599VteuXVONGjXu+0h2Svue2kKkaNGicnFx0bFjx1L1OuneLJkdO3aodevW\ndpt6SlJISIjD1+TLl08dOnRQhw4ddPfuXb3//vtat26devbsqQoVKki6N3BTr14922Dbzp071adP\nH82dO1cff/xxqvvpyLPPPqvTp0+rYsWKypEjR7JtixQpIovFotOnTycKvayzxgEAjwc/Pz8FBwdr\n//79iQKugwcPqnjx4rbvDT8/P0nS/v37Ew22HDhwQC4uLrbNypO7X0qvkS9fPuXPn18HDx5MdB3r\n8ibW6zly9OhRLViwQPPmzbNNLLpw4YLdzOWCBQvaNotPSkprB+tTR//++2+ic9ZjaVFTWf+cXF1d\nk52dLD1c3XM/1lnVx44dS/USxps3b1Z0dLRmzJhht3yfdG9ZRUcTwSpUqGCrnc6fP682bdpo8uTJ\ntoBLSlnd9TCsn+ft27fv+9l7e3sre/bstuWr43P0MwIAcD7WcOvnn3/WyJEjk9ziwjrxxtFqQtZj\n91sSOb64uDh9//338vb2VsOGDVPV59DQUN29ezfZpf0kaeTIkapQoYLatGkj6V6NZDKZbMHRU089\nJZPJ5HDlmviKFSumXbt26fjx48l+1xYpUkS7d+/WjRs3Ek3EOXHihDw9PeXl5ZWSt5is1Ix9pLTv\nqR138vLyUu7cuXX8+PFUvc7q+++/V9WqVRNN0Dlz5ozD9iaTSa1bt1br1q1lGIbGjx+vr7/+Wlu3\nbrU9TeXm5qbq1aurevXqku5NrG/fvr1mzJihWbNmPVA/EypWrJh2796tZ555RiVLlky2rbUmPnny\nZKKJ3Yw7Ia2xBxcyjWvXrmnSpEm2ZQPj++mnnxQUFKTixYtr3rx5MplMSV7n5s2bOnHihMLDw23H\n7ty5o5s3byZqe/78eS1dulQmk8kuaGrRooVcXFw0f/58u/bLli1TTEyMXnjhhSTvv2DBAl24cEHv\nvfee7Vi+fPl0+vRp2xI91nWQ7zdr2XqfL774ItFaxvEfcbauTbx8+fJE/Q0PD1ejRo2SvU9KtWnT\nRpcvX9bcuXMdnrc+qpyavlv3b4iIiEhRH0wmk55//nnt2rXLYSiV3D5Y1lAuYZtLly4l+uxiYmIS\n7UPi5uYmHx8fu/7G/zmzsi4jlNL3lBJt2rSRxWLRxIkTHZ6P/9lbC+g5c+bYtdmyZQvLEwLAY6Zh\nw4by8PDQ4sWL7QZetm3bptDQULua5dlnn5Wvr682btxo91TVxYsXtXHjRtWoUUN58+a1HQ8PD9eJ\nEyfsaqjUXqNly5b677//tG3bNtuxu3fvatGiRcqVK5fDSU3WNkOHDlX79u3tJhbly5fPbo+Cv//+\n+771VEprh/Lly+uZZ57RqlWrdPnyZdv527dva86cOXJxcUn1IJUj5cqVk9ls1tKlSxMteSjdq1uv\nX7+eqr5LUo4cORQREZHiPUGbNWumLFmyaPr06YqMjEz22glZZ/UmbLNs2TK7z05yXCsVKFBA3t7e\ntloppXXXw/Ly8lK9evW0efNmW8gan2EYtv66ubmpQYMGOnz4sPbs2WPX5uuvv06T/gAAHp24uDi9\n8cYb+vnnnzVixIhkn6SyDuZ/9913ic6tXr1akv2kHEc1Unzbtm1TeHi4WrdunWivLytHT2hZLBZN\nnjxZktSgQYMk+7tlyxbt3r1bI0aMsB3Lly+fwsPDbWMDV65cUXh4eIrHnSZOnOhwWWnrd32jRo1k\nsVgShSk7d+7U0aNH7ZbUexipGftIad9TO+7k6uqqli1b6t9//000VhT/usm9PmGb6OhozZs3z+7Y\n3bt37ZYrlO6FcQnHlBzVUiVKlFC2bNnSdNzJuiTmxIkTHQa68T/7gIAAubi4aO7cuXZtjxw5kuQE\ncuBB8QQXnNLOnTv19ddfq3bt2sqTJ4/OnTun5cuX68aNG5oxY4bdMnd//vmn+vfvL8Mw1K5dO+3a\ntSvR9eI/Yr5582YNHjxYQUFBGjBggKR7XyQNGzZUo0aNVKJECeXOnVunTp3S8uXLFR0drQkTJtgt\n2efj46MuXbpo0aJFCgoKUr169XTixAktXLhQ1apVSzLgOnv2rL788kuNGTPGbkZLixYt9L///U8D\nBgzQ888/r8WLF6tYsWKqWLFisp9T8+bN9eOPP+q7777TmTNnFBAQoFy5cun06dP66aeftG7dOklS\n7969tXHjRn366ac6evSoypYtq2PHjmnFihUqXrx4mm2E3a1bN4WEhGjcuHHas2ePatSoIU9PT507\nd0579uxR1qxZtXDhwlT13c/PT66urpo5c6YiIiKUPXt2FS5cONnPZtiwYTp69Khee+01tWnTRuXL\nl9etW7d08OBBFSpUyC5cjM/T01O1a9fWmjVr5OHhIT8/P509e1bBwcEqXLiwbTBJuvdkX2BgoBo3\nbqzSpUsrV65cOnnypJYsWaLChQvbBtt69eqlnDlzqkqVKipYsKBu3Lih1atXy8XFxeHSBw+qWbNm\nateunRYtWqQjR46oQYMG8vLy0oULF3TgwAGdOXPGtvF93bp11aBBA61evVrXr19X3bp1FRoaquDg\nYJnN5mQ3LwUAOIf//e9/ku7tQSXdmxxjPVa1alXbU+Le3t566623NHbsWPXo0UOtWrXSxYsXNXfu\nXJUoUULdu3e3u+5HH32kbt26qUuXLgoMDJQkLVq0SIZh6MMPP7Rru3jxYk2bNk1jxoyx2xw9Ndfo\n06ePNm3apIEDB6pnz57Knz+/1q1bpz///FOjRo1Kcrnp+fPn6/Llyxo0aJDd8RdffFFfffWVTCaT\nXFxctGzZMvXr1+++n2dKagc3NzcNGzZMQUFBeumll/Tyyy8rR44c2rBhgw4cOKB+/folu5dESrm4\nuGjcuHHq3r27XnzxRbVv316lSpVSbGyszpw5o82bN+vdd9+1feYprXsqVqyo7du369NPP5W/v7/c\n3NxUo0aNJGeAFyhQQEOGDNGnn36qF154Qa1bt1ahQoV08eJFbd26VaNHj05yf67nn39eTz31lN5/\n/30FBgYqV65c+uOPP7Rr1y4VLVrUbqBjxowZ+vnnn1W/fn0VLlxYhmFo+/btOnnypK1GTWndlRY+\n+eQTvfLKKwoMDFTr1q1Vrlw5WSwWhYaGauvWrWrTpo3td4i3335bu3btUr9+/RQYGKgCBQpo+/bt\nDgeaAADOZdCgQdq9e7dq1aolDw8Pff/993bnfXx8bHs3NWjQQBUqVNDOnTvVpUsX29PFmzdv1r59\n+9SsWTO7p9yTqpGsUrI84bBhwxQZGSl/f38VLFhQ165d06ZNm3TkyBE1bNhQzZo1c/i6yMhIffrp\npxowYIDdk+X169eXp6engoKC9OKLL2rNmjXKmTOn6tevn+znVKFCBb322muaPXu22rVrp+bNmytv\n3rwKCwvTpk2btHz5cuXKlUtt27bV6tWrNXv2bJ09e1ZVqlTRf//9p2+//VZ58uRxuLzjg0jN2EdK\n+16qVCnlyJFD3377rTw8PJQrVy55e3snu8/n22+/rT179mjo0KH6+eefVblyZRmGoWPHjunOnTv6\n4osvknxt06ZNFRwcrLffflu1atXSlStXtHLlykST9aOiolSnTh0FBASoXLly8vb2VlhYmJYsWaLc\nuXPbQs5hw4bpwoULtv3cYmNjtWHDBkVFRaXpuFOFChU0YMAATZ06VW3atFHTpk2VP39+Xbp0SUeO\nHNGuXbt0+PBhSfdCYeu4affu3dWkSRNdvXpVixcvVpkyZXT06NE06xdAwAWnVKhQIWXLlk2LFi3S\n9evXZTKZVLNmTdsa/vH9888/to3Ix4wZ4/B69/sPuoeHh5o0aaJDhw5py5Ytio6OlpeXl2rVqqXe\nvXs7fJR5yJAhKlSokIKDg7Vjxw55eXkpMDBQb775ZpKzUj755BPVqFEjUSFSrFgxTZs2TePHj9f4\n8ePl6+urESNGJDmTJ74JEyaoSpUqWrFihaZPny5XV1cVLlzY7h45c+bUkiVLNGXKFG3btk2rVq3S\n008/rU6dOmnAgAFpsleZJGXJkkVfffWVvv32W33//fe2jdHz5csnPz+/RHsZpKTvzzzzjEaPHq3Z\ns2drxIgRun37ttq2bZtswFWkSBGtXLlS06dP165du/T9998rV65cKlOmjDp27Jjse/jiiy80YcIE\nbdu2TatXr1axYsX0zjvvyN3d3W5vsQIFCqh9+/b69ddftWXLFsXFxSl//vzq0KGDXnvtNdtj/507\nd9aGDRsUHBysiIgImUwmlS1bVkOHDk20ZM/DGjNmjKpXr65ly5bpq6++0u3bt5U3b16VK1dOAwcO\ntGs7efJkTZ48WWvXrlVISIjMZrOmTp2qdevWEXABQCbw5Zdf2v370aNHbb8oBgUF2QIu6d5eTiaT\nSfPmzbOFRs2aNdOgQYMSLe1SqVIlLVy4UJMnT7bdo1KlSvryyy9TvEF3aq7h5eWlJUuWaPz48Vq8\neLGio6NVqlQpTZo0SS1atHB4/dDQUE2ZMkVffPGFcubMaXeub9++ioqKUnBwsKR7m2736dPnvn1O\nae0QEBCgefPmacaMGZozZ45u376tkiVLatSoUaneQyM5ZcuW1erVq/XVV19p27ZtWrp0qXLkyKFC\nhQqpbdu2dgMuKe17jx49FBoaqk2bNmnp0qWyWCxasGBBskscvfLKKypatKjmzJmjhQsXKi4uTvny\n5VPNmjVVoECBJF9XtGhRzZ49WxMnTtTMmTPl5uZm+7kYOXKkzp49a2vbqFEjXb58WRs3btSVK1fk\n4eGhZ599VqNGjdJLL70kKeV1V1ooWLCgVq5cqdmzZ2vbtm1as2aNsmXLpoIFC6pBgwZ2G6sXLVpU\nixcv1tixY7Vo0SJlzZpVdevW1bhx4+67xCEAIGNZB+JDQkIcPlESFBRkq1vc3Nw0d+5czZo1Sz/+\n+KPGjx8vFxcXFStWTIMGDVLPnj1TfN/z58/r559/lr+/f7LLvNWrV09r1qzRsmXLFBERoSxZsqh0\n6dIaPny4OnfunOS40/jx45UnTx716NHD7nju3Lk1e/ZsjRw5Ul988YVKlCihr776KkXbewwaNEhl\nypTRokWL9PXXX8swDBUoUEDPP/+8bTJ4lixZNGfOHM2YMUPr16/X5s2blTNnTjVr1kxvv/223RLS\nDys1Yx8p6buHh4cmTZqkyZMna/To0YqLi1O1atWSDbhy586t4OBgzZw5U5s3b9aWLVuUI0cOlSxZ\n0jbBKymDBw9Wjhw5tHHjRm3dulUFCxZUx44d5efnZ/fn5uHhoe7du9v2dI+KilK+fPkUEBCgvn37\n2va1bd26tVatWqXVq1crPDxcnp6eKlWqlKZMmaKmTZs+4KfsWFBQkHx9fbVw4UItWLBA0dHRevrp\np1W6dGl99NFHdm0/+ugj5cmTR8uWLdO4ceNUrFgxDR8+XGfOnCHgQppyMVK6RgUAAAAAAAAAAADg\nBNiDCwAAAAAAAAAAAJkKARcAAAAAAAAAAAAyFQIuAAAAAAAAAAAAZCoEXAAAAAAAAAAAAMhU3DO6\nA7GxsTp8+LDy5s0rNze3jO4OAABw4O7du7p8+bJ8fX3l4eGR0d15olE7AQDg/KidnAe1EwAAzu9B\na6cMD7gOHz6sLl26ZHQ3AABACixevFhVqlTJ6G480aidAADIPKidMh61EwAAmUdqa6cMD7jy5s0r\n6V7HCxQokMG9AQAAjly4cEFdunSxfW8j41A7AY/W3bt3VapUKb377rsaMGBARncHQCZF7eQ8qJ0A\nAHB+D1o7ZXjAZX08vECBAipcuHAG9wYAACSHZV0yHrUT8Oh5eHjozp07/B0D8NConTIetRMAAJlH\namsn10fUDwAAAADIlEwmk65fv57R3QAAAAAAJIOACwAAAADiIeACAAAAAOdHwAUAAAAA8RBwAQAA\nAIDzI+ACAAAAgHgIuAAAAADA+RFwAQAAAEA8BFwAAAAA4PwIuAAAAAAgHgIuAAAAAHB+BFwAAAAA\nEI814DIMI6O7AgAAAABIAgEXAAAAAMRjMplksVgUGRmZ0V0BAAAAACSBgAsAAAAA4jGZTJLEMoUA\nAAAA4MQIuAAAAAAgHgIuAAAAAHB+BFwAAAAAEA8BFwAAAAA4PwIuAAAAAIiHgAsAAAAAnB8BFwAA\nAADEQ8AFAAAAAM6PgAsAAAAA4iHgAgAAAADnR8AFAAAAAPHkzp1bEgEXAAAAADgzAi4AAAAAiMfd\n3V2enp4EXAAAAADgxAi4AAAAACABk8lEwAUAAAAAToyACwAAAAASIOACAAAAAOdGwAUAAAAACRBw\nAQAAAIBzI+ACAAAAgAQIuAAAAADAuRFwAQAAAEACBFwAAAAA4NwIuAAAAAAgAQIuAAAAAHBuBFwA\nAAAAkIA14DIMI6O7AgAAAABwgIALAAAAABIwmUyyWCyKjIzM6K4AAAAAABwg4AIAAACABEwmkySx\nTCEAAAAAOCkCLgAAAABIgIALAAAAAJwbARcAAAAAJEDABQAAAADOjYALAAAAABIg4AIAAAAA50bA\nBQAAAAAJEHABAAAAgHMj4AIAAACABAi4AAAAAMC5EXABAAAAQAK5c+eWRMAFAAAAAM6KgAsAAAAA\nEnB3d5enpycBFwAAAAA4KQIuAAAAAHDAZDIRcAEAAACAkyLgAgAAAAAHCLgAAAAAwHkRcAEAAACA\nAwRcAAAAAOC8CLgAAAAAwAECLgAAAABwXgRcAAAAAOAAARcAAAAAOC8CLgAAAABwgIALAAAAAJwX\nARcAAAAAOGANuAzDyOiuAAAAAAASIOACAAAAAAdMJpMsFosiIyMzuisAAAAAgAQIuAAAAADAAZPJ\nJEksUwgAAAAAToiACwAAAAAcIOACAAAAAOdFwAUAAAAADhBwAQAAAIDzIuACAAAAAAcIuAAAAADA\neRFwAQAAAIADBFwAAAAA4LwIuAAAAADAAQIuAAAAAHBeBFwAAAAA4EDu3LklEXABAAAAgDMi4AIA\nAAAAB9zd3eXp6UnABQAAAABOiIALAAAAAJJgMpkIuAAAAADACRFwAQAAAEASCLgAAAAAwDkRcAEA\nAABAEgi4AAAAAMA5EXABAAAAQBIIuAAAAADAORFwAQAAAEASCLgAAAAAwDkRcAEAAABAEgi4AAAA\nAMA5EXABAAAAQBKsAZdhGBndFQAAAABAPARcAAAAAJAEk8kki8WiyMjIjO4KAAAAACAeAi4AAAAA\nSILJZJIklikEAAAAACfjntEdAJ40xt97bf/sYq6WgT0BAABwfhldO8UPuIoUKZLu9wcAAEgNa+3E\nmBOAJwEBF/CIxR+Uud85ig8AAPCkS2ntlF51E09wAQAAZ5ZU7cSYE4AnAQEX8IgkNzhzv9dQdAAA\ngCdNamun9KqbCLgAAIAzctbaCQDSE3twAY/Ag4Rbafl6AACAzORhah/j772PtHYi4AIAAM7GmWsn\nAEhPBFxAGkurIoFiAwAAPO7ScoDlUdVOBFwAAMBZZIbaCQDSU5otUXjr1i2NHj1av/zyi7Jly6bn\nnntOI0eOTKvLA5lCWhcHxt97eXQcAB5T1E540j2KQZVHUTvlzp1bEgEXAGQ0aic86TJL7QQA6SnN\nAq4vvvhC2bJl06ZNm+Ti4qIrV66k1aWBTOFRzXyh2ACAxxO1E/BopHXt5O7uLk9PTwIuAMhg1E54\nkj3Kp60YdwKQmaVJwBUVFaXvvvtOO3fulIuLiyQpT548aXFpIFN41I91U2wAwOOF2glPusxWO5lM\nJgIuAMhA1E54krGUIAAkLU324AoNDZXJZNK0adPUrl07de3aVfv27UuLSwNOL70KDQoaAHh8UDvh\nSZYZaxoCLgDIWNROwKOVGeszAJDSKOC6e/euQkNDVa5cOa1atUqDBg3SgAEDFBkZmRaXB5wWBQAA\n4EFQO+FJlZ61U1rei4ALADIWtROeVJm1dgKA9JImAVfBggXl7u6uVq1aSZIqVqwoLy8vnTp1Ki0u\nD+D/o9gAgMcDtROeRBlRx6TVPU0mk65du5Ym1wIApB61E55EjAEBwP2lScDl7e2t6tWr6+eff5Yk\nnTp1SlevXtWzzz6bFpcHnBKFBgDgQVE7AZkLT3ABQMaidgLSB2NdADIb97S60IgRIzRkyBCNHTtW\n7u7uGjdunHLlypVWlwecSkZ+4af1pukAgIxB7YQnSWavnQi4ACDjUTvhSULQBAApk2YBV5EiRbRw\n4cK0uhwAAMBjjdoJyDxMJpMiIiJksVjk6pomi2AAAFKJ2glPiowOt5hYDSAz4bczIJUyutBwlj4A\nAACkhDPULQ/bB5PJJIvFosjIyDTqEQAAAADgYRFwAQAAAEAyTCaTJLFMIQAAeKScYWKQ5Dz9AID7\nIeACUsGN8f8yAAAgAElEQVSZvuCdqS8AAACOPC71CgEXAAAAADgfAi4AAAAAj72HCdsIuAAAwJPm\ncZmoBODxRsAFpBBf7AAAACn3ONVOBFwAAOBRe5xqJwBILwRcAAAAAJAMAi4AAAAAcD4EXEAmxuwe\nAADgjJy1RnnQfhFwAQCAR8lZaycAcHYEXEAKUGgAAAA8uXLnzi2JgAsAADxZGA8D4OwIuAAAAAAg\nGe7u7vL09CTgAgAAaY4QCQAeHAEXcB8UGgAAACn3uNZOJpOJgAsAAAAAnIh7RncAeBLcjHTVqs3e\n2nMghw4ez6HrN9zk5mbo2WfiVKl8lBrXjlCdypFycUn9tY2/98rFXC3tOw0AAPAYetDaiYALAAAA\nAJwLARfwCIVfd9PHUwvr27VP6/kqN1Wv2g11bhWuPF63deeOi06Eemjf4RzqO6y43NwMfdjnvF55\n4eoDBV0AAAB4dAi4AABAWssMT74zsRqAMyPgApLxMIXG+p251WdocbVpfE2H1v6pQvlvJ2pToUyM\n2ja+plFvh2nbnlx6d3RRBa/31uxRp5Q/z52H6ToAAEC6ywyDNA/KZDLp7NmzGd0NAAAAAMD/5zR7\ncF24cCGjuwCkmTnL86jP0OJaPOGEpg0/4zDcis/FRWpY84Z+W3lE5UrFqO4r5RR6Pms69RYAAAD3\nwxNcAAAAAOBcnCbg6ty5s8LCwjK6G8BDW7fdpI+nFNb2hcdUr9rNVL02a1ZDnw8KU5+Ol9T0VR9F\nRTvNX1EAAIAnGgEXAABIS4/zk+8AkF6cZvT8ypUratCgASEXnMaDFBpXr7mr77BiWjrpX5UuduuB\n7z2o1wVV8Y3S4ImFH/gaAAAA6elxH6QxmUyKiIiQxWLJ6K4AAAAAAOREAdf8+fN18eJFQi5kakMn\nF9JLzcJVp0pkonOGYST72oTnJ390Ris3euvAsez3ve/jPqAEAACePKmtnR41k8kki8WiyMjEdR4A\nAEBGcra6CQDSi9MEXJUqVdKmTZsIuZBpXb/hpuD1T2tw3/OJzk2Yt1SfTP8myYLCMAx9Mv0bTZi3\n1HbM23RXbwRe1PTF+R5ZnwEAAJzRg9ROj5rJZJIklikEAAAPLS0nKjtj3QQA6cVpAi5JqlmzJiEX\nnMKDFBrLN3qrca0IFch72/5ahqEbkVGas3Kdw4LDWmjMWblONyKj7M73eumylm/w1q04lwd7IwAA\nAOkgLQdpHqZ2SvE9HqC/BFwAAMDZpEfdBADOzD2jO5CQNeRq2rSpGjRooO3bt6twYfYhgvPbc8BT\nDWrcSHTcxcVFn7zxqiRpzsp1kqRP3nhVLi4udoVGr/atbMet8ue5o2KF4vTnX9lVxS8qfd4IAABA\nBnqY2ulRIuACAADOxlnrJgBIL04XcEmEXMicDhzLrj4dLzk8l1TBkZJCo1L5KP1xlIALAAA8OR6m\ndnpUCLgAAEBaSOt91J2xbgKA9OKUAZdEyIWM86CFRniEu/J5307yfMKCw1p03K/QyON1R9cinPav\nKgAAeMKl9SCN1YPWTo8KARcAAHBWzlY3AUB6cao9uBJiTy5kJm6uhu5aki8Y4hccVvcrNO5aJFdX\n1kgGAABPngepnR4VAi4AAODMnKluAoD04tQBl0TIhcyjaME4nQzNlmwb6/rH8TnaBDS+U6HZ9Owz\ncWnSRwAAgMzkQWqnRyV37tySCLgAAMCDe1RPvkvOVTcBQHpx+oBLIuRC+nmYQqOSb5T2Hc6R9LUT\nbO4Zum2VerVvpTkr1yVbcPx+JIcq+7L/FgAAcD7pMUiT2trpUXF3d5enpycBFwAAcDrOVjcBQHrJ\nNBv71KxZUz/++KOaNGnCnlxwSg1r3NDHUwppSL/zic4lLDSsj4g72gQ0/qPjvx3KITdXqUSRW+nz\nJgAAAJzAg9ZOj5rJZCLgAgAATsVZ6yYASA+ZJuCSpBo1ahBywWk1qROhoE+f1a8Hc6h6xf974iqp\nQkNKvAmoZF9wzFiST307XRL1BwAAeFI8TO30qBFwAQCAB/Uonnx35roJANJDpgq4JEIuPDoPW2i4\nuUnv9T6vd8cU1a7Fx+Tmdu+4i4uLcnnmSFRoWMUvOHJ55rCd/+1QDq3fadK49/58qH4BAAA8Co9q\necIHrZ1SdQ9ztQfqGwEXAABwJulRNwGAM8t0AZdEyAXn1afjZS1b/7S+mFNQH/b5v6UKB/boJMMw\nkiwkrAWH9XxklKt6Di6uyR+dUR7vO+nSdwAAAGeR2topvZhMJp09ezZd7wkAAJAcZ62bACA9uGZ0\nBx6UNeS6ePGiGjRooLCwsIzuEiBXV2ne2JP63+J8+np5Xrtz9ysk4odbrV83q1alSHVsEZ6i+z7o\nLGQAAIAH8aie3oovpbVTeuIJLgAA8CAede3kjHUTAKSHTBtwSYRcSDtpWWgUfSZOW+cf1+gZzyjo\n02cVGZXyv2a/H86uWp3KqUTRWM345DR7bwEAADgRAi4AAAAAcB6ZOuCSCLngnEoXu6XfVx9WZJSb\nKrzgpykL8uv6Dbck2x84ll19hhVTyz4++uC185o18rRtDy8AAAA4By8vL0VERMhisWR0VwAAQCaR\nHk++A8CTKlPuwZUQe3LhYTyqQsMr913NG3tSP+3z1PTF+TVscmGVLx0j/3JRyvv/2Lvv8Ciqtg3g\n96aShCQLhB56BxFsdJWmSBMVFVApoih2xYoVsQMqqIi+CgIqIEURUEEpIqBU6T1ACAmQRnogbef9\nI27YJFtmZ2d22v27Lq/vMzs7e3aC77k5zzNzqhejuBg4kVAFOw9EoKDQgoeGpWLfyv2oVYN7bhER\nEZF2mXmRxmq1wmazITc3F1FRUWoPh4iIiIiIyNQMUeACSotca9asQb9+/VjkIk3pcW0uelybi+zc\nAOw+FIE9h8ORkR2E0BAB/W/MxGuPJaFVk0u8Y4uIiIg0z8zFLaC0wAUAmZmZLHARERGRR2bPTkRE\nSjNMgQsAunbtyiIXecWfQSOqqg03dsrBjZ1y/PaZRERERCQfxwJXw4YNVR4NERERkfIsLTupPQQi\nIpd0vwdXRfYiF/fkIk/YRUNEREQknlGyky+LNI4FLiIiIiJ3jJKdiIi0zHAFLoBFLjIXdtIQERER\n+Ye9wJWRkaHySIiIiEjLWNwiIvIPQxa4ABa5yD0GDSIiIiLxmJ1K2QtcWVlZKo+EiIiItIq5iYjI\nfwxb4AJY5CLnGDSIiIiIxGN2uoyPKCQiIiJ3mJuIiPzL0AUugEUuKo9Bg4iIiEg8ZqfyoqKiALDA\nRURERJUZMTdxWwwi0jrDF7gAFrmoNGQwaBARERGJw+zkXFBQECIjI1ngIiIionKMmJuIiPTAFAUu\ngEUuM2PIICIiIhKP2ck9q9XKAhcRERGVYXYiIlKPaQpcAItcZmPUzmMiIiIiJTA7icMCFxEREQHM\nTkREWhCk9gD8zV7k6tevH3r16oUNGzYgNjZW7WGRjBguiIiIiMQxU26S69HOLHARERGZF7MTEZG2\nmOoOLjveyWU89q4ZBg0iIiIiz8yWm+TEAhcREZH5MDsREWmT6e7gsuOdXPrHYEFEREQkHrOTPKxW\nKw4cOKD2MIiIiEhhzE5ERNpn2gIXwCKXHjFcEBEREYnH7FRKzjvfeQcXERGRcTE7leJTg4hIL0xd\n4AJY5NILBozyGDSIiIjIHWYn5VitVmRlZcFmsyEgwJRPfCciIjIU5iYiIv0yfYELYJFLqxgwiIiI\niMRjdvIPq9UKm82G3NxcREVFqT0cIiIikojZiYhI/9hy+B97kSs5ORm9evVCYmKi2kMyLW7c6R7v\n3iIiIiJHzE7uyZ2drFYrAPAxhURERDrF7OQe152ISE9Y4HLAIpe6GDCIiIiIxGN2UgcLXERERPrE\n7EREZDwscFXAIpf/MWAQERERicfsJJ4SHcgscBEREekLs5N4vHuLiPSGBS4nWOTyHwYM7zBoEBER\nmRuzk/pY4CIiItIPZiciImNjgcsFtYtcRp+A2T1DREREcjJ6rmB20g4WuIiIyAiMniuYnbzHpmoi\n0qMgtQegZfYiV79+/dCrVy9s2LABsbGxsn+OqwnX00Ss14mHAUMavf6+iYiI5OQuR7h7Tc/zKLOT\nNEr9zlngIiIiPTFbdmJuIiIyFxa4PFCqyCXHhOt4Dj0ED4YMIiIiksrXHFHx/cxOJFVUVBQAFriI\niEjb5MxOeshNALOTL/TyOyYiqogFLhHkLHIpNdnaz6vVCYkhwzda/b0SEREpjdmJpFDy9xoUFITI\nyEgWuIiISJOUyBB6KHYxOxERmRMLXCLJUeTyx2SrtcUaBgwiIiKSwl8ZgtmJpLBarSxwERGRpjA7\nkVRa+V0SEUkRoPYA9MRe5EpOTkavXr2QmJgo6n1qbGyphc001f58o2DQICIis1EjQzA7GYc/shML\nXEREpCXMTkREZFYscHnJ2yKX2pOtWoFD7e9NRERE+qR2hjBrY5JR+KsxyGq1IiMjwy+fRURE5I7a\nGYLZSd/YVE1EescClwRii1xammz9NfkzZMiLQYOIiMxESxnCn9mJ9Id3cBERkRZoKUcwOxERkRpY\n4JLIU5FLqxOuPXDIPT4WtoiIiMgXWs0RSmUcZif5+bMxiAUuIiJSm1ZzBLOTfrCpmoiMIEjtAeiZ\nvcjVr18/9OrVCxs2bEBsbKxuJlw5NgbVy3fVIwYNMqtjyfkej2lZO9wPIyEif9FDnnAcI7MTscBF\nWsLsRGQ+esgTzE5EpEVichPA7KQnLHD5qGvXrvj9999x8803o1evXlg/+yPE1qmt9rC8IiV0MGAQ\nkdzEhgzHYxk4iPRPj5mC2Ul7/N0YZLVakZWVBZvNhoAAPhSD1MHsRGROeswU3jZY6/E76g2bqsls\nvMlNjsczO2mf7AWuzz77DJ9++ilWrlyJli1byn16TerSpUtZkav3qEexfv7nuity2TFEaAODBpmJ\ntyHD2XsZOEjPzJid7IyQO4zwHch7VqsVgiAgJycH0dHRag+HTIbZicyO2Um/9D5+ItInX7MTc5O2\nydpuePDgQezZswf169eX87S60KVLF6z5+mMkp11A71GPIvF8stpDIp1icYvMxJeQocR5iPzNzNmJ\nSC5qZCer1QoAfEwh+dWx5HxmJzI9Zici33HdicxCruwkZwYj+clW4CosLMTkyZMxadIkuU6pK8Kx\n7ejSsT3WzPmERS4iIg+UCAcMG6Q3zE7s4CX9YoGL/E2JnMPsRHrD7MTsREQkFrOTechW4JoxYwZu\nvfVWxMbGynVKXWKRi4jIPSUDAcMG6YmZsxMXaEguanUgs8BF/sTsRFSK2YnId7x7i8yA2clcZClw\n7d69GwcOHMA999wjx+l0p2LQYJGLpGLQIKPzRxBg2CA9MHt2ItI7FrjIX5idiEoxOxERkRjMNeYj\nS4Frx44dOHHiBPr06YPevXvj/PnzeOCBB7B582Y5Tq9prrpoWOQiIirPnyGDgYa0jtmJSN9Y4CJ/\nYJ4huozZich3bKomo/NXdmJG0xZZClwPPfQQNm/ejPXr12P9+vWoU6cOZs+ejR49eshxet3q0rE9\nVs9mkYvEYdAgI+PkT1QesxOR79TMTixwkdL8nZ2Y1UjrzJqdWNwiIhKH2cm8ZNuDy4zEBI2uV7HI\nRUTmptakz7BBpD1cpCGjiIqKAsACFymD2YmIiIhInGPJ+cxOJqdIgWv9+vVo2bKlEqfWJRa5iMis\n1J7s1f58IrGYnYj0JSgoCJGRkSxwkeyYXYjEMUN2YmMQyYlPDSIjkis3BVxIR9DpeAQlJQLFxbKc\nk/yHd3BJ5G3QYJGL3GHQICPiAg0ROeIiDclJC9nJarWywEWy0kJ20sIYiIiIiDzxKbMUF6PqrytQ\nd+wINLmqBZp0vgINhvZHw4E90bxlPTQY2AvVp72LwPPnlB0HyYIFLj9ikYuIzEJLE7yWxkJERMbB\nAhfJSUt5RUtjITIrNgYREbnmS1aJWL0KTTq3Q7VZM5B38wAkLv8dJ46dxamdh3FyTxxO7o1D2stv\nIiglGY1vvBa1XngSATnZMo6e5MYClwS+BA0WuYjI6LgoQkQVcZGGjIgFLpKDmvtGEBEREemN1Nxk\nKShA7SfGoeakiTj/6dc4s3IdsoePRFGjJoDFUnacLTIKF7vfgJQpM3Bq+0FYSkrQqGcnVPl3p+xj\nInmwwKWCikWupOQUtYdEROQzLS/QaHVcRESkXyxwka+0nE+0PDYio2NjEMlNC492JpKDL8WtemOG\nISA/H6fXb8PFbteLep8t2orkD2ci5Z1pqDdyKKrs2Cr72Mh3LHB5Sa6g4Vjk6jXyERa5iEjX9DCR\n62GMREbERRqSm1YWaVjgIl8wlxARERGJ50t2qjlpIoTQUJz7ch6E8HCv3593yyCc/+R/qDd2BAJT\nzkseBymDBS4VschFREbABRoiIjIjFrhIKr1kJ72Mk4iIiIzNl0wStnkjItaswvkZXwJBQZLPk9+n\nH7LuGY3aLz4NCILTY5id1MECl8pY5CKtdCETSaG3yVtv4yUiIu2yWq3IysqCzWZTeyikE1p+nDMR\naQPvfCciuszn7CQIqDn5FaS+PQ22aKvP47kwYSJCjhxCle3/+Hwuko/0sqUJKRU07EWuWx54Er1G\nPoIN385C/dq1FPksvbMlHPH6PQENWyswEiJz8/fiTHpqCp58YDg+nfMDqsfU9OtnE5F0XKRRH7OT\ncqxWKwRBQE5ODqKjo9UeDmmcXrPTseR8tKzt/aN8iIj0itmJSBvkyE5Vdu9CQFYmcm8Z5PFYMdlJ\nCA1F5tiHYZ33Fc537ub0GGYn/2OBSyNcFbkqTqxmmDQFAdh/NAw79kdg39Fw5OQFIqTgAprVz8E1\nLWujc+s0hIWWiD6f4zU0w/UjUpJaXcfzv56Jc0mJmP/VTDw9cZJP52LYIDI2M2aniqQszLh6vxmv\nn1hWa2kXaGZmJgtc5JIRshMRGRuzE7MTkZbImZ2qrliG7LvvBQI8P8RObHbKvusexLw7CSgqAoKD\nZRsrSccCl4Z0vao9fn33WQyYOBW9hj+IdR++hPox1csd42zSNcrkWVhowZxlMfh8QW3k5QegW6sk\ndGiWCGvNQhQUBeLomSj8uKkRTpyNxKibT+CpOw6hfsxFrz7Dfv2Mcs2I7MQGACmFHbUfpZOemoLV\nK5ZBEASsXrEMo8Y9xru4iHTAX3dveVqQMHJ2qsjXxRl35zTqNfOFY4GrUaNGKo+GvMXsJB6bg4j8\nQ6vZycgZgNmJSDw9Zqcqe3fjwlPPeTzOm+xks1ZDUWwDhBw7jMJ2Vzo9htnJv1jgEknpoGGfALu2\nbY5f33seAyZORZ9n33da5HL1Xj1PnnuPhGHMi01RO6YY018+jRvr7YDF4vzYE2erYtaKVrhm/GC8\n9+C/GNMvzuWxrhjhmpG5SZ381V5wkWL+1zPL9jcpsZXwLi4iAuDbgoTRcoASizOuPsMo10wOjgUu\n0j5mp0nqDoqIVCc1Lxjx7iRmJyLPjJCdQo4eRkHbKzwe5212KmxzBUKPui5wkX95vj+PFGVLOFJp\nYrUXuZIzs9Dn2feRlHZB8rn0YMU6K24a0xpPjU7GL6//jJ71XRe3AKBZvVxMG78Lv0/5HZ/+1BqP\nzegMqXt76/WakXmZYXPy9JzCsn/i4pPw28/LUFxUBAAoLirC6hXLcCEtVeVREpFa5Jy7jZAD/D1+\nI1wzubDApX323GTk7OSYm5TMTka+hkRGx+xUnhrZiUgvjJadAi7mwxZRtdzP5MhOtogIWC66f6qY\nUa6hHrDApSJ3k1zXts3xm4Qil/28eplA1/0ThYdea4JfvzqGUddu9upOrCubZmLjx6tx8LQVz31x\nrU/jUPN6+esxBKRfRgsYzjiGC0dL5s2CIJSvYNu7aXxl5OtJpDal5jal5ms9ZSc7tcest+ulBBa4\ntMusuQlQNjsRkXKYnZSn5pj1eL3IXIyanYQqVRCQny97drJcugghJET28ZI0LHCJoETQEDOxdfGh\nyGX/DC1PoBlZgRjzYlN8+8IGXB29S9I5IsOLseLt9VjxTwP8uq2+T+PR+vUiczJiwHDkKmAAQEZ6\nKjb8trysi8auuKgIv61Yyru4iEzGX4+S0UMW0MoYtTIOtVSrVg0AC1xaYtTFGUeuchOgfHYy+rUl\nMhpmp8u0MkatjIPIzujZKa9pC1zas9/l61KzU+iRQyhs4fnxo0a+tlrCApcKvJnQfC1y2T9Pi5Po\nC1Mb4LYuJ9Hn6vOVXhMEwe17HV+PjijC/yb8g0dndEH+pUCfx6XFa0XmY/SQ4a6wZeesi8bOZrPh\nfzM/8XgOT4x8jYmMhI/hu8zZuLzJTXLT8rVSWlRUFAAWuLTC6HO6XNmJiMyBj+G7TIvZiUgLzJCd\n8tp1RNW9O10eIyU7WfJyERx/EoVt2sk2VvINC1x+JmUik6PIJfWzlZKSHoRlv0XjjVF7Kr320U9r\n8eaCVS4DhSAIeHPBKnz009qyn/W+6jzaN8nA4j8byzI+LV0rMhejF7YA953Hdq66aOyKi4qwYfVP\nyEhP9bnIRUTaxsfwXeZsPFJyk7/GphStPN45MDAQUVFRLHCpzOjZSUxhCxCfneLik3waj5GvNZFa\n5J7X+Bi+Uq7Go4XspLVrReZipux04eZBqLl8MeDkv3ep2Snqx8XI79kXQmioqPEY+VprBQtcOiFn\nkUvtSdSWcARzvxFwW/czqB5V/i9rgiAgO/8i5vz+t9PAYQ8ac37/G9n5F8u9Pv7Wo/jfLy1lHSeR\nPxl90hO7QAO476Kxs9lsWDrvi7JzS2X0607kb3Iu0mhhLtZKdnLVfSw1Nyk1TrOxWq0scKnI6HO4\nN/nGm+zE5iAi49LCXKyV7OSMWbOTVpqDSH1my07ZnboDAKK3/FnpWEnZqaQE1tmzkDlmnCzjJXmw\nwOWBlhZpKha5ElOlFbnsY1EjcNg/8699tTGwc2Kl1y0WC964ZxDG3tytUuBwDBpjb+6GN+4ZBIvF\nUvbem64+h/2nqiHvYpDs4yVSmtlChic7t2xw2UVjV1xUhB1b1vsyLCIi0dTOTs74kpvUGK8RscCl\nDqN3HgPKZyc2BxGR0tS8k8wVZicyK9NmJ4sFCc++hiaTnkPAxfLfX0p2qjZrBkpqxCD/ht5ejc3o\n115t8lUCyC25Jix7kav/xKno+9z7WDvtJcTWrO7TuAIaet4UTw6O1+Df49Xx6RPpTo+zBw4AmPP7\n3wCAN+4Z5DFohATb0LZhJvaerIZu7XzbQLniuP11jch8zDDJSVlA+d+yDZI+p0ZkiNfvA0p/Dy1r\nh0t6LxEpQ6t/2VcrO7kiNTcpyUzZiQUu/zN6dpJaeGJ2IiItZif7mPyRC8R+f2YnMhuzZ6eMvgNQ\n47flaDLpeZx4/zPgv/+2vc1OVXdvh3XmdJxZ/VfZOUgbWOBSmSAIbidNZ693adscv773PAbIWOQC\nlAscFUOGIADnL4SjQc08l++pGDjsocNT0GhQKw/nL4TJNPLLGDZICWYPGUp9ptSFGiLSDnePlfE2\nNynB39nJE6m5SUlmyU5WqxUJCQlqD8M0mJ2U+UxmJyL1yPXUIGYnZiciZ5idSp2c/BHajrkDTV6f\ngFNvTAWCvCuJRO78By0fH424qbOQWb0eakgYK5uDlMNHFPqBq4nWl40tu/5X5ErOzELf53x7XKHj\nOOXu+HG+X0Tp//WUFxwDh52noGGxON03UBZKdkPxecjmw5Chvc82+u+EyB+UnM+0sCF4Rf7KTmJI\nyU1K02Inudx4B5f/GH2eZnYiIrkxO7mnxexEJBfTPpLQBVtEVRyesxShZ8+g/d03I+zYIVHvsxQU\noMFHb10ubt14k9ThkoJY4HJDjkUaJTe2VKLIZR+zr4HD3TkCAoAaUZc83mllvwaO3IUzADh3IQwx\n0QXeD1gkMyzUkPIYMoiIXHPeHKOtDcErUjo7iSElN/mDUtlJK81BLHApjws0RETuMTtJo8XsxDUn\nkoPRcxMgLTuVREbhyNdLkDxsNNrdNxitHr0P1o1/IDAnu8KBJQg7fgSxM97D1b07IizuGPat3ISs\n6/v49PmAOX43auAjClXi6pm/FovFq40tu8r8uEJHjhOr2NukxU7GVzW/gF3Hq2NQjSSnrzu7BvZ/\nB5x31RSXWLD/ZDV0bC5PoY9IbmaYyLSyQCP1cTu8ZZxIm+TKTUrzNjvJtYghJTeRPKxWK7KysmCz\n2RAQwN5BuTE7+Q+zE5GxMDu5p+XspNSjCoVj22Fp2Un285K2GD07+ZybLBakDBuNtEFDEbNiCep/\nPg0Rhw+gsFYdFEdXQ0BRIUIT4lFcvQYyb+iDQ98sw8WWbV2OhY951gYWuFQk18aWSha57OTuIul+\nRQrW7qqHQV0qF7hchS1X4cxuy4FaaFo3F9ERRbKOtSI+F5mkYMjwP4YNIv1xlze0uCG4O/7qwJWa\nm/zJyNnJarVCEATk5OQgOjpa7eEYCrOT/zE7EekPs5P3mJ3IqJidxLNFVEXKiPuRMuJ+oLgYYfEn\nEJiTDSE4GAWxjVBsrSbbZ1XE5iD5scClIDGTs1wbW/qjyCWn0f1O4Nrxg/DO2N2ICCsu+7m7TiJP\ngeOLla3wwIDjfhk/wwZ5gyFDXxg2iLRLixuCq8mX3ORvRs1OVqsVAJCZmckCl4yYnfSF2YlIGn88\nbpfZqTxmJzIio+cmQOHsFBSEi81bSXor74DXBj5HwwV/Ptdfro0tK+7JlZSm3Uf1NayVh95XncO0\nJe3K/dxisSAqPMxl2LJfq7E3d0NUeFjZ6/8er44/99bGyJtO+O07yN1dpJW9JEg+3DNCfVofH5GR\n+DqPiZ1XuSH4ZVJzk1qMuK+EY4GLfMfspD6tj4+ILmN28p7eshORJ2bITVrPJlofnxnwDi6FePMX\neFcbW/pS5BowcSr6PPs+1n34EurHaPNOrg8f2YFrHxmEW7udwVUO+2ZNuL0vBEFw+d3tgcP+ekFh\nAKcZP5oAACAASURBVB6Y2h1TH9ql+OMJicQyQ8iQS3xOnqjjGkdGSDq/lI4adtMQaZecuckIvM1N\nRqKFvSRY4JIPs5N4SmcnKZidiLSL2ak8PWUnue/i0kJ2IvkwO4nH7GRsvINLZRVvjz49912Mvbkb\n5vz+N95csAqCIHh9Tsc7ufo8q907uerHXMSMx3bgjtd74eS5quVe8xQk7K8XFVtw33vXo02jTNzb\n96RiY3XFiJ3I5Bt2HosXn5MnOmRIOd5XRv89EumRErnJCMTmJi0wWnZigct3Rs9OcnYe+ys7SR2v\nkX+PRFojdj5ldnKO2Yn0jNlJPK1nJ5IHC1wKkBo0HDe2NEuR6+6e8XhpxH70mtAPa/+t69V7k9LC\nMOiVPigqDsA3z2+BWvmDYYPsjBwwAPlChq+FKinvZ9gg0jYxc6mSuYn8y0jZiQUu6Yy+OAOo1xTk\n7P3eYnYi0j9mJ+MwUnYi6ZidxFMjO0lh9N+nv/ARhSrxx8aWenlc4cODj6FxnVyMm9YNN11zFs8N\nO4CWsTkuj8/KC8a8Nc3w3sL2ePTWo3hpxH4EB6kbyOS6bZy3i+uT0SckNW4LF3supW8f5y3jRNqg\npw3ByVxY4JKG2UkcuXMToPyjd5idiMRReg9uZici42BuEk/N7CRlewyA2UkOLHCpROzGlgB82thS\nL0WuftedxZ6vVmDKoivQ85lb0KpBFrq1S0XH5hcQHVGIwuIAHEmwYtexGvhjV13cfO1ZrH5/LTo0\ny1B76GRiRg4ZcnftKtX94k2Ri2GDSDlKL9L4KzeR/xilOSgqKgoAC1xiGDk3AcxOROQ/Yu7mYXYy\nHrn34yLtM3J2UuJOcWYn82KBywlfFmm8uW1Y0saW8ccv//+NW4j6HL0UuaIjivDOA7vx+si9WLu7\nLnYejcEPGxoj52IwggNtaFE/BwM6J+KjR3agbo2Ll9/oeE3cEXm9pGLYMActBgytP0JG6Vu7/XEn\nFxEpR2x2krwhuITsZHjMTrIJDAxEVFQUC1xuMDt5T+/Zic1BRNrA7CQjjWQnOajdHESe6S07BWZn\nISg7C0JgIIpiakEIDvbjyEoxO5kbC1wq87ix5ek41y86m2BdTKZ6KXIBQGiIDQM7J2Fg5yTXB4kN\nF+7eo4PgQdqhtYCh9YUZO389t1hs2OBdXET6JmpDcHcZwYvsZDi+ZiezXCcJrFYrC1xOMDt5z1+5\nyf5ZzE5Exid7djJTHtBgdjJCcxC5ppvsVFIC619rUfOnRYjcuxOBWVkoiY6GpaQEgdlZyG/RBlk9\neiF5+GgU1o1VdIz+zE5iMTv5HwtcWiVlInV8n5OJVE9FLpekXhd355IxdMgRNthNoy26CRgao0bI\n4EINkckpkJ0MQa7spNCCjREWaljgKo/ZSRotLtAQkfZ489QgjzRYwNEEubOTzNfJCNmJLtNabgLc\nZ6foTevQdNLzKI6KRvLwMTgz4VVcatgECAgAAATk5iDi0D7UWP0zOgy+Hhf6DkT8xLdREm2VfZz+\nzk58epB2Bag9AHJCjsk0/rjT83Rt2xy/vfc8kjOz0OfZ95GUdsH3z/IXOYtbFc8r47llDZykmmPJ\n+ZoLGlygISKjkW3OVDA76ZaS30dj10npPeA8YYGrFLOTdGplJ7GfK/U6au3PAxE5YHaqTKnvY7Tr\nRLLR2jyZnlPocs63FBWhyesT0OzVp3Fy0lTs/2kDUoaNxqXGzcqKWwBgqxqJnE7dEf/6FPy7YS9s\nYWHoMLA7Inf8LetYmZ3IEQtcMpJlkUbuSc/JRNpFb0Uuf4UBBg76j9YmFHchQ2vULm4xbBCZkB+y\nk+74KzfJ9Dl6bw4ye4FLq4UtZid5P5/ZiUg+ajdmMDs5YbLspPqfQZPTanZyqbgYLZ5+AKFnz2Dv\nqi3Iur6PqHOWREbh1BtTceK9T9Dq8dGI2rpJlrHqJTtJpbU/G3rAApeWKDmhVphIdVPk8ndI0kjY\nIPVobSLRy+IMoH7IsGPYIDIRP2Yn3dBpdtIzMxe4tDgnMjt5j9mJyESUzk56o0be0+N1ItlocU70\nlJ0aTn8HgXm5ODrzO5RERnl9/qzr++DYJ9+g5VNjEXL2jNRhAtBOdhJDT5lU77gHl1b4a4KLP172\n/F97kau/FvfkUnPC18BeHNyHy//0GDK0xJeQcTTV87VvVVP+va+k7sVFROWp1gGqQnbSNLWzk4/X\nSM/7SZi1wMXs5BtmJyLyls+NtP58Mg6zk+fPNnF2Mis9Zqeqe3ai5rIF2LtqM4TQUMmfk925B86N\nGY9mE5/E4bk/AhaLV+9XOjcB3mUnpffj4h7w3uEdXBVIXaTxKWio0S3y32dq8k4urXSz+DgO3sVF\nvjDDAs3R1HzRQcObY30Zk1haDKZEeqPX7KRJWhibytdIzUftWK1WZGVlwWazqTYGf9PiPGj07GTP\nQsxORCQJs1N5WhibFsZAfqPFeVBMdmo4dRJOv/AmimvU9PnzksY9hZC0ZFg3rfPqff5Yc5JyvJhx\n+ZJPtfhnRqtY4DIzF0WuxFQVi1xam+C1Nh5ShNYmDbkXaDLSU/HYiH7ISE+V9byAbws0UnjzXoYN\nIpKdFnOB1sbkw3j02hxktVohCAKys7PVHopp6SU7xefkSc5OUnGhhohUv1NJS7RWePNxPL5kJ+7D\n5T9anP/EzOdhxw8jLP4E0gcN9XisqOwUFIRzo8ej9oI5osfpS3FLKl/eKzct/tnRIha41Kb2xPrf\nZOpY5Or7nEpFLrWvhSsmXKgxE61NFkp0Hy+ZNwsp55KwdN4Xsp1TygKNL4UtZ+fSAq39+SEyBbXz\nglYWRrQyDme0Oi6FWK1WADDNYwq1NvfpKTt5S67sJGcG85XW/vwQkR9oJbNoYQyuaHlsZDhis1ON\n335G6q13QQgO9nis2OyUNmgoov/eiIB8z7lI7ewkhtLNQSQOC1xUSs0il1bCjjsqjI/dNMrT2l+w\nlZj0MtJTseG35RAEARtW/yRLJ7K/O499OSfDBpHBaCkvsBvaPYlj1GNzkJkKXMxO0jA7EZGvJM+P\nWsoMzE6K0GN2MhPH7BSQnYXA1GQEZGepNp70nEJAEFDl9ElY/1qLaut+RdS2zQjKqLwGXHX/buR2\nvM7jOb3JTrbwCFxs3goRh/e7PacWspNWilxay99axAKXmrQ2wcYfR5dwwb9FLq1dA3f0NFbSHaUW\nCpbMmwVBKN0TxGaz+dyJrIWQ4a9zi8WwQeQ9w/xFXI0mHT3lET+PVa3mIDMVuLSE2UkaZiciUhWz\nk2t6GSeJd+kSIhd/j3qj70bTjs3RtGMLNOrVGU07tkDTjs1Rb9RdiFz8PSyXLik/FkFA4Z9/ofmE\ncbju2iZoe99g1J09E7UXzUODj9/GVb064qreV6HB9HcRci4JABAWdwT5rdt5PLW32Sm/VTuEHXf9\n90E1nxbk7NxawOzkHgtcMjDMIs1/uoQL+O3J4coXufQ4eUsYs9H+fBiFliYHpRZo7F00xUVFAIDi\noiKfOpG1tkAj9jP80YmspT9PRIal5dzgr7Fp+RrISG/ZySwFLi3NdcxOymJ2IjIILecGf4xND08L\nqsjPd8DzyUEKsdmAWbNQHNsAUT8tRs5tdyLh57WIO5GMkwfiEXciGQk/r0XOHXcj6qclaHJNK0R/\n87/S9ykg6EwCag0dhGYvPY689ldhz+pt+HfTQRye9xOOfPUDDi5ajR3/xuPozPkIzM5Eh8E90OCj\ntxGQn4+S8Ai355aSnUrCIxBw8aLT16QUt5TGO+C1jwUutWh8ku3SLFa5IpceQwaRDjl20dhJ7UTW\n6wKNndSNSYmIRFMy3+g5O+l13F4wS4FLK5RcHFAzO/lznywtZTQis2FBwYHS2Umv9Dx2AlJTgb59\ngXnzkLjsNyQt/Bk5t9+N4kaNAYul9BiLBcWNGiPntruQtHA5Epf9hqilCxF710AEpvn+aGRHEWt+\nQYObuyOr6/XY89tWnLv/URTVrF35wIAA5Ldpj/jXp2DPr/8g/OhBBGVnITThtNvzS8lOAQWXIISE\nlPuZ1H3e/UUL2YnNQa6xwEUulRW5LmTIU+TS8+KMIz/excXwa3z+6kC287YTWUrIAPw/+cvxeexE\nJvIe5ykn5Mw7zE66YIYClxnmODWzkxqLJrwDnsjg9JQfmJ0qM8J3MKOUFODGG4HOnXHsxz9Q2Lqt\nqLcVtm6LMyvW4tLV1yH29n4ITE2RZTgRa35BzWcfx5GvFuPs+AlAUJCo9xXVqoOjXyxAQWxDtHpi\nFIJTzjs9Tmp2Cj92CBebtyr7dz2sOYn5TGYn9bDApQYdTVRdmsXit6fvKS1yPT0Zif/u8v4kRgkY\njoz2fUxGKxOCvzuQ7cR2Iku960mtzhaGDSID0+O860v+YXaSTI2ia1RUFABjF7i0wojZSc2OYHYj\nE+mDnpo+fMLs5BPT/DnRqpISYOhQ4PbbgffeAwIDvXt/YCDSXpmM3IFDUPfBe0vP54Og0/Go/cyj\nOPLlQuR2uMb7E1gsSO8/BJcaNUWLCeOcPj5RSnayFBQg/Ogh5LVtD4DZieTBApcDdiE7V1bkys5D\n3w+/RdLuXZ7Dg/11IwcML78bwwY5UnKBxlUXjZ2YTmR/FbfiUvJF/aPU5xOR/5luPnTMRGbPTgYV\nGBiIqKgoFrgUpuXs5M873uXMTZ5wPwkiUoXYTGT07GTg5iBD+uST0kcQvvWWT6dJf+E1wGKB9evP\npZ9EEFBnwiNIevAJ5F15teTTXLhpEELOJSLg0iXUXvhNudekZqfqv69ETsfrcAJBzE4SsTmoMha4\nfGSWRRrHIlefad8iKSO79IWKizZGDhdEfpaRnorHRvTzemNzd100dq66aaQu0ADeBQ1vQ4RcgYNh\ng0iHjJYrzJydDNwcZLVaDVvg0tO8plZ28gdvspM3x2qhOUhPf8aIdMFIucJVbjLSd3THwNnJULKz\nSwtbs2cDAQG+zWsBAUj+eBZqfPwBLLk5kk4R9vcm4Hwyzo59zO1xnnJTXvurUFyjJtIH3o7Yz6fB\n4lDMkpSdbDbUnfcl9t9xr/gv40BqQ7XcxzI7aQ8LXP6m40nYZZFLY4RTJ93+Iys//D7ZTSMvd5NA\nemoK7r21Ny7IvKlnpc8RWUBZMm8WUs4leb2x+c4tG1x20dgVFxVhx5b1Zf/uS2EL8L64JYXYwKGF\nsEFEpCdGy05qMHKByx1mJ+NnJ97FRURUmV+zE2nfd98BvXsDLVp4PFRMdipq0gz53W9E1NJFkoZj\nnfsVzo980ONjEsXkpoQJr6Hu3Fm41LAxqv+xquznUrJT0NwvUVBSgqQbbxb5TS7ztaE69sxxDPth\nBia+9xBmPtoLc8Z2xv8e6oG3XhuBsbMn4+p//4TFViJLczWzk/+J212O6D/2Ilf/6QvQZ9q3WPfc\nSNSvFqX2sLwKEI7HWpo0VWI4LtkSjiCgYWu/fiaJN//rmTiXlIj5X83E0xMnKfIZYicx++3egiBg\nw+qfcOfo8ahWo6ao9/5v2QbR45Gj61hs0JDrLqy4lHw0rxUu+f3xOXloHBnh9pj0nELUiAyR/BnH\nkvPRsrb0MRIRKc3I2Uk4th2Wlp0UGpFzZi1wMTtJY8Ts5CtmJyLSOtWyU/xxoLHnwgmpaNEi4KWX\nRB0qNjtl3TMK1T/9EFljxnk3lpIShK//HWlvfOj2MLG5Kat7T2Re3wfhB/ei2rrfkD7gdgDis5O9\nIch69CB6z5qKP2b/BMHb/cm8UDE7NTl5EPcu+BC1UhKx6frB+GXAKCQ0bIn88EgEFReh3tlTaHry\nIAavnINR8z/A8tvG4c8bbwcsFrfZ6WhqPlrVVDe3MDtdxju4yGtaupPL1+4YWTpsDNqJbDbpqSlY\nvWIZBEHA6hXLFO9E9sTxdm+xG5uLZQ8YelygEXs+LdzFxVvGiWTAOVZ2cmUnnxjw92rGAhezkzRG\nzU7sRCbSCAPOsWrTW3aS8phCPjnIByUlwO7dQNeuADw/NUhsdrp0TSdU2b+39PxeyN97AIUxtVAS\nbXV7nDe5Kf7V9wAA1TasgaXQ83xfMTdVP7QXPZ8Yie2vvI+cJs3FfpUyUrKTxWbD0GWf47kPn8DG\nG4bgmY9+wZK7nsC+Dj2QWa0WCkPDkB8RhbgWHfB7v3vw5hvz8cmTU9F7/VK8OOURRGWl+5SdeBeX\nf7HA5U8GChpqF7mUuO2bRS5zm//1TNhspZN7ia0E87+aKftneNuBbL/d29PG5u44Bgu5Fmbs1Fqg\nEXtehg0iosvkzk58BE95Ri1wuVukMWJ2cpabzJSd1MbmIKLKuKeSepidSJSEBKB6daBaNY+HepOd\nbNZqKLFWQ3BiglfDqRJ/EhebtXR7jLe5yVYlDIfn/ojA3By0v6MXwg/uK3vNXW6yFBWh3VfTcePj\nI7Fj4rtI7DPQq+8CSC9uPfS/19Hm8E688s4P2HTDEJQEBXs8x8mmV+DN1+fhVJO2eO3t+2HNSGF2\n0gkWuHRKC8/7VavIpeT388e1Y0BVj6v/4bd30ThO7nJ3IntTLHG2WaeYTmQlF2QqUnuBxl/nJyLj\n0EJ2Uosms5PCncj+ZtQClytGzU5K0kp2cofNQUTkyMy5Se/ZifwoLw+IjPR4mJTsZKtaFZZ88fkk\nPacQAUWFEEJC3R4nJTeVRFlhEQTsG/EgWo25HQ3H3oXCVcsRnFNhLdhmQ+Tpk2j79ScYPKQ7Yvbu\nxJoFq5HU6xbR38NOana6a+lniEk7hynPz0SmVdzjqu1KgoKx+O4n8df1Q/D8tMcRVOQ+2zA7aQML\nXDojdqL1V/DwZ5HLX0FK8ucoGDZ4u7iyHLto7JTqRPakYieNnbuOGn8sykihheKT2mGD3TRE5alR\nqNBadvInf2YnrfF3drJarcjOzq6UJ4yK2ck7WipuaSGfucPsREam+Nwkw5qE2DxkxNwE+C/TKP05\nemgOMozQUODiRY+HSclOloICj8UqO/vaRUlYOAJzc1weJyU3AUBicgqKq1RB/K13Y8UvW5HYqx/a\nzP8CQ265FoNu7Y6bRw5Ev3tuwdCe7dDrkRGIOJeITR/NwcbPvkN+nXqivoMjqdmpWdx+3PDXz/j0\niakoDA0TdY6Qgou4Yv8/GLxyDsZ99QYemfUyaqadhcVmw/3fvIMT53O9Hr8/MTuxwOUTryYMmYKG\n1PcpOXn6o8ilRmhS8jMZNrSjYheNnZydyL52INtV7KhRq7AlJmj4c/FE6ws1RCSRj9nJl/xjhAUb\nf49fa81B/ma1WiEIArKz1dub1l+YnZShleykdnMQEanH19zE7OSHz2NjtfY0agScO1d6J5cLUrKT\nJS8PQcnnUNSgkVfDyW/VFuFHDgCC4PR1b3ITcDk7VTt6EJnNWwMoLaKdvG0E1s1ehmUbD+Gv6XOx\n6/nJ2PHqB1j182as+HUbdrw2BRmtr/Bq7Ha+NAaN/PYDLBgxAdnR1T2+v9qFZNz7/TTMeLo/bvv5\nK0TmZOB4iw7Y174bEhq0QEKjVuixZSU+njAALb+ZhaCCS16Pl9nJP1jg0gG5goKSgaNLs1j8qlCR\nS82Q5PVnG2ihxiycddHY+bsT2VUnjZ1jR41aizO+bkDuSfz5bMTFncY/H4xFQc4F0e/T8kINu2nI\nqLT8l2C5soNeF2vUGrOZm4Os1tKNvM3wmEJmJ+8o2RgUfz4b8eezUZB9QdbsRETmI2d20hs1854e\nrxdVEBICtGsH7Nrl8hAp2anK/j0obNG69PweOK5ZFNaNBQQBoWdOVzrO29zkmJ1i9u3EhTYdKr1H\nCApCdtMWSL/yGlxo2wEF1Wp4HK8cnOWYpicPICr7Av7p6vpxiPHnsxF/Lgtd13yPSRMGoqioAK9N\n/h5vvzoHC+55Fn/2vANbegzC2puG44vx72Btn7txsG0nNI/bh/GPDkGDg65/z6QeFrg0TonJTqnJ\nu6vMRS6tLCppYQykDFddNHZydCLL1YFsV1Jiwzdffyp5PL5Q4vE69oUZ+z8AkLntR1y6kIz9K+aV\n/YyISCylspMeaCE7mbU5yCwFLmYn7yjRGFQxNwHA/pXzZM1ObA4ioxozZgy+/fZb5OS4fnyXGcmd\nHbSQR8TSwjiVyk5abw4ylCFDgO++czp/Sc1OkUsXIrf/YO/HYrEgbfCdqLX020oviclNNpuT3GSz\noenyRTg94Hbvx+Olo6n5iEmIQ+9vPsLIl8bg+bu74NVBV+DlIR0xfvxgDPlwImqs/AmBxZWvZ/ct\nv2DjjbdDCAgs93PH7GSx2TDhp4/Rd/nXGF69Ol4IDsfOEtd7qG3odSfaHdqOT576EN/f8RiGvfUE\nrly73Om4XWF2Uh4LXP/RcheyUrRc5NJCyJBMoYUaM/4ZVZq7Lho7f3Yi79yywWXoKRtPcREObPvL\nL+ORQmxxq+LCjF1xbgZyD/4JQEDuoY0ozst0eazUz5aCt4wTkdYXa7Q0Ni2NxV+MWOBy9hdlpbOT\nt/OtlrOT3I1BestORFoUFxeHUaNGoVatWhg2bBiWL1+OgoICtYclD4nrEErO2cxO4mlpLCTBgw8C\nS5YgID2t0ktSslNAehoiV/6ErHtHe/xoZ9kpecT9qLX4WwRmlc+lYnJTcVHl3FR/4+8oqRKGtCuv\n8TgeX2Rs341RL47G6BdHI8BWgq13jMEXs37G+8t24sMFm7FiwrtIanUl+qxbgunPDMDNaxbA4nBt\nm548iCOtr0Zw4SU0P74XVy+biz7zPsbYNXNw29/L0SbhEB5fNRPNzxzGkOiqOBQc5DE7JcY2Q5VL\n+YjOTMOO6/pi8otf4qbZ09D67z8UvRbknSC1B2AKGgwaFT/D0qSpbOe0F7kGTF+APtO+xbrnRqJ+\ntSivx6QlwqmTsl4joLSbJqBha1nPSa45W6T5e+M6UZP7lo1r8fTESV5/preLNP9btsHla2rvFyHn\n43XcLbhkbvsRAkqfFS0INmRuXYaYPg+Uva9xHfH/W+LoaGo+WtUMdz6enDw0joyQdF6xjiXno2Vt\n559PRE6YLDv5SvfZKf440LiFx8O8zU7Cse2wtOwk+nhfGLHA5YzS2clbWs5OYhg5O6XnFKJGpOfH\nKrnC7ERK2LRpE86cOYMFCxZg8eLFWLx4MaKjozF06FDcc8896NmzJwIDAz2fiLyixHqKr8ySnchP\n6tQBxo5FrVeexfkv5pV7SUp2qvXKs8gaPhIltepIGs6lpi1wof8QNH5nIk5MmVX2c3e5CXCenYKz\nM3HtB6/in7c/ASwWSePxSBBQc+Z03LpsDtaPfgZ7br4DJcHlM0RxKHC2ZXv8ZW0GdBqC2DPHcf/c\nd9F5+x/4/JF3kR5TF41OH0GPTSsx4eOnkVitLo7GtkJqVAwAoHXiEQzfuAj1Ms5hSf3mqFlSjJwA\ni+fsZLHgdKPWaHDmGLKsMThbvxkWvTETI94Yj8TWHZFbvWbZoe6ykxgVs1PAhXRU2bcbwWcSgOJi\n2KKjUdC2PQpbtAI4V5XDApdGqbG5pRaKXFoMGXZaDGXkmyWrNyt2bjnv+FF7gUbOx+u4W6Ap60Au\nKS79QUkxcg9thLXLUARFWMve726hJi4lH81rcTGEyIz0np18GYdWaeUa+YNZClzMTuL4qzGI2YnI\nOxaLBd26dUO3bt0wffp0rFu3rqzYNWfOHNSpUwfDhg3DiBEj0KlTJ1iUWswVSelHzPkzQ2ilQUjL\nuQmQPztpuTnIcN56C1Wu7IioRd8ie/jIsh97m52ifvgOVfbtwem1szwe6y47nX7uDXS49QbU+mEe\nUoZ5vhPMWXayFBWh66tPIbHXLUi5tpvHc0giCLjm/VcRsfdffPnZcmTXquvyUMfslNigBd5+ZTYG\n/TIXr719P/Zc2QPBRYVIj6mLeybMQ3p0TLn3BhcXYsGU+zB5yFOwrv8Gy3NzMDsiAjOrVvWYnfIi\nohCen1v27xurt0CrW+7CLbPextJXZoj6mmIbqy35+YhcvgTWuV8h+NQJFFzRAUVNm0EIDEJgxgXU\nmPoOAtPTkDN0ODJHP4jC1m3L3mvm5iA+opDKyH37eMXHFSZecP2XMzVuXRcEYPOZlnhvyxDctfRp\n9Jg3Cd3nvonbl0zA5L/uwLpT7WATygda0WM0yH4SRHI+XsfTo3IcO5Dt7N00dsW5Gdj07hi3m6i7\nGovaz0QmMjsj7gOg9qbkWl+k8YrOs5NZClx6oIfillj+yk6u+PpdmJ1Iy4KCgtCvXz/MmzcPKSkp\nWLJkCbp27YpZs2ahS5cuaNGiBV577TUcPnxY7aEqwoz5xVC5ibQnPBxnv1mEmHffQOSSBZJOEblk\nAWLeeR1nv1kEIdy3QoUtoioOz16C2E+noM7cL0oXQV1weudWTjauf24chMBA/DvhDZ/G4k6buTMR\nsfdfzH9/ntviljNCQAA29LwDNosFPf7+BQKATzrfXam4BQA9929EUo36WHQpA1Ojo3FLzZq4rrAQ\nC9PTEVFSXJadinMzcGbOk4g7kVD23qDiIpQElr9HaNOI8Wi6+x9EJyd5/6VdiNq6CY16Xoeqv/yM\ntBdfw4kjiUj8aTWSP5yJlCkzcO6rbxH/zz6c/nMHSqpVR+xdA1Hz9Rdgyecjp1ng0iC1J105A4dj\nkavvh86LXP7+vjbBgjl7bkSH/03Bo78+iMxL4bizzVZM6fM9pvb9DvddsRkFJcF4af0ItJn1IT7Z\n3g/FNmX+UzHiYh/JS+1FGjHkKG5V6kC2+68TuTivdMEwc9uPKM5Kxf4V8yqfhIhMSwvZycif5ws9\njdUXUVGlXZ4scEljlEKIPxuD5MxOUvbi0kNGJRIrLCwMd955J3788UckJydj9uzZaNKkCd599120\nbdsWHTt2xJQpU5CQkOD5ZCQKs5NrbKzWr8KWrZG4eBVqTH0HtZ8Yh4DMDFHvC8jMQO0nxqHG1HeQ\nuHgVClu18fgeMdnpUuNmOLjgF9T8+Qe0GXsnQhPiKx1TaT4XBNT7ay36D+uL/Dr1sHnKlxCCPpM3\n9gAAIABJREFUg0V9D29FHz+MFvO/xOLXPkVBRFW3xzrLKqGX8vHC1Eex47qbsOPaPsgPDUeD1DNO\n33/r1pVYdlXfsux0NjAQI6tXx8mgIMxLTUHRwQ0ozsssy02OzUJ1z8UjuXaDcuc7nA3s63Mrrl69\ntNzPJTVWCwLqfzYVzZ8bjxOvvo+z3/+I/D79XD6GsLhefaS/8CriN+5EYHoaGvbrgaBE59/bLGRZ\ntc/IyMC4cePQr18/DB48GI8//jguXPC+Q0xPzFCY8EeRy98hIz4zBjd//zLm7O2FT2/5BnsfegEf\n9FmIYe22olvscXSLPY6hbbbjnV4/YPvYVzF/yEz8Enc1rp83CYfT6qkyZkfCse2qfTaJJ9cijdoL\nB3J1IIvZ5NxZB7KdvRO54ibqeutEdrYPHJmXGbOT0fmjI1mvd23JOWatZvDAwEBERUWxwKUytbOT\nXLSUndTE7ESO/JWdrFYrxo4diz/++ANJSUmYMWMGqlSpghdffBGNGjXCDTfcgFmzZiEtLU32z5bM\ny0KHVrIEs5N/aDU7GVVh67Y4vWEbhKqRaNKtA2q+8SJCDu0HSkrKH1hSgpBD+xHzxkto0q0DhKqR\nOL1hW7lHzsmhoGFjHFj8O7I7dUP7ob3R6uERqLFyKaqcPll2V1dAwSVUP7gHrb77CgPu6oOOM97B\ntjc+ws6J7ypW3AKAqz+ajA2jnkZWrXpuj3PViDN80XScq9sYC0c8g3dvfgTBJcW4/sCmSscFFReh\nzZnDWJ1xplx2EiwWvBQdjayAADydmYkLmxaUy01xJxIQlp+DaheScbZek0rnPX7djWh4YKdX39mZ\n2M+mosbq5di/fAMye/UT/T5b9Ro4P3MOsu4dg9ih/RGYfM7nseiVLAUui8WCBx98EGvWrMHKlSvR\noEEDTJs2TY5Tm47WJl65wkDFIteZvQf8/l0PpMTixvlv4Oam+7Bx5Ju4sdFht/sjWixA5/onsHrE\nexjTYSP6fPcqtiY1F/+B7KYhH6i9QCO2EHQwLhH/fDDW5YKJmAUalx3Idv91Il/YvLDcJursRCY9\nY3ZyQ6eLNHZKLaRo7XsqQoHs5M/mIKvVygKXBGZrDNJbduIjnkkr1MhOderUwZNPPomtW7ciLi4O\nb7/9NtLT0/Hoo4+ibt26GDBgAL777jvk5OQoOg6jUyI76b2wxbu49E2IqIqU9z7C6d/+ghASinpj\n70HzlvXQ8JYbEHtHfzS85QY0b1kP9cbeA4SE4PRvfyHlvY8geLiLyc7buVUIDkbSI8/i3437kdGn\nP2J+W462I29Fp7a1cVe3FrjzhrboNPl5RJ88ip0vvoVfl65HcuceUr66aJGn4lD12GHsvnmox2ML\nsi9Uyk6tjv6Lq3dvxLxRLyE+OQc54ZHY3vI6DNm6otL7mySfwllrLaQe3VIpOwkWC16IjsbwvFw0\n2bcegmAr/fl/zULN/1iBg1d0ga3CIwoBYEu1pqgbdxAWm63cz71prI76eyNqLZ6Hw3N/QlFMLQDe\n/34zxz+JnDvuRp2nx+PYeXOua1X+7UhgtVrRuXPnsn/v2LEjFi5cKMep9c8gk40cG4J2bRaLX+6+\nEQMXbcBN36/FH/f2RWyUMpvfFZ1MLPfvZy/WwMDfn8XbHWZieJ21CAyIFX0uiwV4+Op1aBiVhqFL\nJmDDyMloCfNsmk7eMcJf4r2ZjOPXLcCljGTEr12IVrc/5tXnFOdm4NziNxBar7XLDmQ7wVaCvCOb\ngf/Chn3hJu7EUDRv1tCrzyXSAmYn45NrM3V/Lc5UzE4VBTcVn52ckXvTdC1igcu8vHk0IbMTkTRq\nZ6dmzZrhlVdewcsvv4z9+/djwYIFWLhwIUaOHImwsDAMHjwYI0aMQP/+/REaGuq3cXlLy0UfZqfy\n1MpOwrHtsLTs5PfPNaLiRo2R9spkpL0yGQGZGQiJOwbLpYsQqoShsHlL2KzV/DoeW3gEUu4ehZS7\nRyE+Jw8BhQUIKC5GSUgohCBZSgSiRS5bjL19hqAkJMTtca6y06BV3+DH28fjkEN/wcyBj2Dh1PsQ\nm5qAxJqlWac4NwO2Ze8i0VYMAc7vRksLDMTMqlXxcG4Ongj+7zqUFCPv4J+4rSgAy0c+7/R9uZHV\nEFhSjKDCAhRVCRP1veNz8tA4MgIAEJCfh2YvP4GTb08vK25JlT5hIhoO7ImohfOBZx7x6Vx6JPvG\nQjabDQsXLkTv3r3lPrXhaTlo2Nm7YLwZq+N7usbWxC/DeyE57xJu+n4tErPlfexE0cnESiFDEIAn\ndjyHkU1+w/DGa8sd5ymQOOrffC9e6v4zHvzlYZTY3Nz65UhEgZO3i1NFancgi3UwLhHnd64FBAHn\nd/1RqRNZzMboxVmpyD++zXUHsp2t5PICzX8qbqJekb86kdNTU3Dvrb1xIS3V43uJnGF2ks4M2UlJ\n3uQhKdnJbKpVq8YCl5eMcveWWAXZFwyXncRw/D0zN5Ec1MxOFosFV155Jd5//32cOnUKmzdvxv33\n34/169fj9ttvR506dfDggw9i/fr1KHF4JBm3GxDPaNmJzMHTY3Vt1mq4dG1nXOzRE5eu7Sy5uCVn\nU7UtJBTF4RF+L24dTc1H/aP7cLr9dR6PdZadaqSdRfO4/fin6y3ljk2s1RA5YZGYuPj9sscv5v2z\nBA2z0lA9Ox2Dc3Nw/aVLqF7xcZEAFoeHo3eF1+7LzcbFizlYFeP+sZGWCnlLrJgVS5Dfpj0yb7zJ\n7XGislNwMFLe/QjVP5kG2KSNR89k/xP81ltvITw8HPfdd5/cpyaNkRoc7EUuOe/kchcaViRdjzN5\ntbGw+2uVXhMEoey9zrprBEGAxeE5ho9d+zt+PNIJ3+ztiQcDNhi+E5m8I0fQUHuBxtsO5LLbt202\nrzqRHfeEAAQ0eOgLBEVYXR6bOOdJCCVF5V/QSCfy/K9n4lxSIuZ/NRNPT5zk9thjyfloWVuZO1dJ\nv5idzEMrBTlfFlvs2clVV3LF7FTuNTGdyPHHgcYt3B5iSziCgIatRY3Xn6xWK+Lj49UehukYJTt5\nKm5pNTs5diKL4U1uInJFK9kpICAA3bt3R/fu3TF9+nSsXbsWCxcuxA8//IDZs2ejbt26GDZsGO65\n5x5cE+V6fiTXjJCdCk+cgcViUTU7ETlSOzsBQO1TR3G+aRu3x7jKTn1jGuDAFV1wLKOo0nv2NO2A\nZmdP4MUlU1A7PRHtT+3DuYAA1LTZcFfdNqhWcBEtko4jOzwKv17bH6s6D0RyQCAS5zyJXSEh6FRY\niNVhYWheVITnsrIwtHYdFF3MBlA5c4XnZaPYEoCi0Mp3bx1NzUerms7XfuzZqc73s3H6pbecHpOe\nU4gakaV3t4nNTpeu6QRbVBTwxx9AP/F7eRmBrHdwffDBBzh9+jSmT5+OgADZbw4jA5HrTi4xHTGz\njg3Fi+2+RUhg+S7HGfHpeOdkGoT/qvqV7/wSMHl7HD7efarsZwEWAa9fvwyf7ehnbwYgMgxvunPt\nXTTCf93DQklxuU5kMR3IjntCJK1biKSk7Er/VDy2IrU6ke3SU1OwesUyCIKA1SuWsRuZvKbX7MQu\nZP3yZYHGMTs5v2u+cnYyEyM9otBTFzKVkjM7eeKv7KQkKbmJfxapIq1mp+DgYPTv3x/z589HcnIy\nFi9ejM6dO+Pzzz9Hp06d0KrfnXh9xpc4ciJe1PlEP+nFi20xtFIs0hs5s1NF/spOfHKQMRipqTo0\nLxeXIqPcHusqOzU4thsnmzi/q8oiCAgrvIhb/l2Dk4X5uKJeffSpVQtBAMZb62Po4LfQ4eEFePiW\nFxB+LgnzPxyDoQsnwyLYsC84GB2KitC8qAgL09PxZlQUjgcFIXPrMqdrXE3iD+N0o9YQJMxFwWkp\nCD2XiKyuN7g9zqvsZLEgZ/AdwJo1Xo9H72RLAx999BEOHDiAmTNnIsTD8zOpMjMGjYpFrqQc8X95\nEXur98mcejiS3RCD628q93NBEJBTYsPcpCynRS57yJhzOAnZhcVlrwNAz0aHUGQLxPazzVT5vXFR\nUZuMEDTEqthFY2fvphHdgWx/tE5JMWzxf0O4mFXp2MS4BFGbqMedSJDwTZzz5jGF87+eCdt/t3+X\n2Eow/6uZso2DjI/ZyQku0ijG18fk+JKdyp3HwL83IxW4/EHv2cmb4paespOSjylkbiJf6SU7hYeH\n46677sJPP/2E5ORkzJ49G43q1cW7X8xF2wHDcM3tozBt9nc4cy5Z7aGSG0pkJ8dzis1ORGqxlJSg\n7pYN6DDjHfQaPxwD77gRA2+/AX3HDME1772CRr/+iMCLF0WfzzFL2IKCEFDs+nHL7rJT+NF/cTC4\neqX33P3XYnQ6tgN/Xnkj7n14OrqdO4nJGRcQIgg4EBSEbsf+hHAxC4IlAAdrNcerfR7HwCGT0O30\nASxNSUaaxYLuBQX4MT0dH0RFYVl4eFluKs6rnPHb7/sbx1p0lJSdIg7sQW67joCH4pi32amgw1XI\n/8d868ayFLiOHz+OL7/8EikpKRg+fDiGDBmCxx7zbsNcNbFgoJ6usTXx64jeSM67hL7fiStyeRMw\ntqW3Q4+a+yrdvWWxWPBK0xiMqR9daaGm8MSZspAxtk19vN6pebnbxS0WoFfjg9iaJPIWcO7DpTp2\nfnrmSweynb2bxtnE78hpV7FgQ8mhVZWOLTn0S6VAU5Fancj2TpriotLb4ouLingXF4mm9+zkLc5z\n6pJj/wdfspPXvCh0iuGvrG+1WpGdnV32l1AiO1myU8U8pKHsJKbQmJGeytxEPtFrdrJarRg7diz+\nmPsZzmxciY9ffgbBQUF4YcqnaNTzVvS8bzy+XPQj0jMqF6xJPVrKTkZuDiL/Et0YZLOh+eJ5GHTb\n9Wj/+VQUh0fgyH3jsGnaV/jroznY+8RLyG3QGI1W/4whAzuh4/S3EZSX6/aUFdecMuo2QEyi8zsX\n41Ly3WanwswUFBWWP9+IPxfitq0/I6FmA6y96ibsO7kDN9WuAwHAxpQUpAYGYlxOdqXsdDpxB0bX\nqIE8iwWv5+SgaVER7qpRA0vDLz9e0J6bHBuSggsLcP2mFfiz5+1uv7creceP4VJj948fjYtP8jo7\nFTZtgeDT5nuahix7cLVo0QJHjx6V41TGIvNfzsVw9+xeMa+roUv9GPw6ojcGLFyPvt+txdr7+qJ+\npPPnlHobMvZmtEDHasecvmYPGwAwN6k0TL7SNAbvnEzD3KQstyHj6jqn8FdC6bNiRT0TmcgDvXcg\n29lspRN/TJ8HnL5eqQO57I0lpZ3IbQfBEhZ9+cdn95Zuku5OSTHyT+5C/PlsNK5T+Rb3uJR8NK8l\n/75Xjp00ZUP5r6OGe0qQJ8xO2qHH7CSW3Bub+5Kd5KbFfbisVisEQUB2djasVud7I1Ep3r11mejs\nVDEPyZCd/GnJvFnMTeQTI2SnurVi8NTo4Xhq9HDEnT6DRb/8gQUr1+CRNz7AE29NQ78eXTBiUD/c\n2vt6yP23FzmLJMxO4vktO8m8D5dwbDssLTvJdj7ynRzZSYyIpAR0ef0ZWAQbtrw3ExeuuKrSMTlN\nmiP1mq44et84RJw9gyu+/Bj9h92ErW9+hNRruor6nLMtrkC9Y/uQ2Kaj09fdZadMSwBC928ArrkF\nANDxxB7cvWkJHn30U3z74Rgcjo5BzoE/AQh40WpFm6Ii3J+bi1suXcLOLT9gz5njyA63IqSkCM1O\nbUOzogJsCw5GYmAgBABHg4MBAEGCgPZFRbiyKA9Ntq5CtZwchFS3IqFBSzQ5dRBxLTogpXYDUd+3\nooCSEghBwW6PkZKdhOAgWNzcGWdUshS4zEarXcgf7z6F7MJil5Oj/fbnqJAgPHNVExVG6JqnIpfU\nkHGhIApto11XriuGDXvgGFM/GhNjqrgMGXWqZiH9YqSkMZHx+CtoKMHbx8246qIp89/t29YuQ51u\nfO60A9nuv07koGvuLftRyOAp5Q6pX9/9M5q94W7TT08qdiHb2TtqRo17DNVjasoxTCJyQq5FGj1n\nJ0/kXqCxc5edxC7QGLU5yF7UyszMZIFLYXopbgHazk7eNgdJzU4Z6anY8Nty5iYiB80bNcCrj47F\nK4/cj71HjmPByjX44dc/8MufWxAeVgWDO3fA8F5d0O+6KxESrJ2lO2Yn72klO2mxOYj8R0x2ijp5\nDL0eGYGj947D0XvHQQgM9PievHoNsO3Nj1B38zr0ePER7Jj4DhL7DCx3jLPsdPy6G9Bt2RxsHzKq\n0muestPBoEC0OH0Aa/MyERFcBRMXv49pQ59Fm8SjONygDc7t/g3A5ex0ODgYL1SrhrVVquCt7Gz8\nGhKE0PptURQQjLkdb8Xhmo1REBSKT355H10T9+PhG+5Hg7REDN62EplVq+Fw09ZIqNkQiUHBiLiY\nhxv//AntDm9HQoOW6L55Ff7u1t/rxurCqpEIijvk8nWp2SnwwgXYoqIr/dzotLMjp4nJsUgjCAKy\nC4sx53ASJm+Pq/TsXj0829de5Kr4uEKfQoYFEOA+LDiGDbtXmsa4DRk2wYIAixfXUIW7+Ug/9L73\nVkWuHntTnJtR2kXjqqvYVgLbqS1O95Ows2+erjRPvxNnnTR23FOCSB+MkJ1cUWqBxs5Vdio+laTo\n52qdY4GLjMnb4pZfspOLvbjstJCdlsyb5fIaMDeR2VksFnRs0xJTXngCp9Yvx8bvv8Co2wZi7b8H\ncfsbM1B/2JN4+KM52LDnMEpK1H0ELrOTdMxOpHWhF9LQ87F7sfeJiTgyaryo4pajcz36YMPM73Hd\ne68gZvflx4O7yk7HuvRGdPJZ1KlQ5BGTnXaFhKD7pYvI/Gcpbtm1BqfqNMaWNt1wx5YfsfTqm1xm\np9/DwvBnaCiGnt6DnxteheVtemFP3VYoCApFgK0E15w9jHVNrsPLi9+HNScDzzz0McZM+AYf3PUi\nFvYcgaU97sTv19yEuskJ+HLcZPw49BH0Wb8Er711P+qei3c6VlffP7NlW0Qc2ufyO0rNTqEH9qKg\n3ZUuz2tULHAZhMViweudmmNsm/qVwoZjyPDno2OkqFjkij9wwqfz1QtLxem8Om6PEQQB75xMK/cz\nxw1AnTmVWQv1Iy9cPgefiUw6JGWz8LRD21x3INu5eOxN0vpFcOyiccpW7HQ/CbFcbdLuatNPKVx1\n0thxTwkifTBKdqpI6QUaQFp2qnQOT9lJh81BLHCJ4+ud72o1BknJTYAfspOLvbjEcpWd5MLcRCRe\nQEAArr/2Knw+6QUk/jADK96egP6drsSiDVtx0/Pvo8m9z+C5LxZi59FTqhSPmJ2kkyM7kXn5Iztd\n+/4rSOg3BPGD7pT8OZmt2mH7qx+gyxvPIPBivtvsZAsMwqbh4zHws0mwlJQvRnnKTruDg2ED0P7A\nX7jtn5+xtPtQ3LT7D0RezMGCcwlwl51ejo5GamAAFix+Do0yz5b9vNepHQgSbLjm7GGkhlmx+rr+\nOFWn/F2o1x7biZmfP4FVA0djy/WD8e/VPfHWq9/g724D8Npb96Ppri3uL5CDrOatEHw2EUHpaZVe\n8yU7hW37G5euukb0OIxCO/c5k8/sYcOWnYs5h5Ngy87FK01j8F7aJV2FjLLHFX6/Dres34vVvTug\nfniopHNdVf0Y5p4Y6PJ1e8iYm5SFMfWjyz0LGSjtqCk6mYjgprHl3vfv+cboHut8by+peLu4Ppll\nkcZeIOr+yrdOXxezOCJqTwgAtqTdgMOjdipKSsqW7VGFUh61466Txs7dc5GPJeejZW359wQjIu85\ny06T+nbU5QKNvxZHxGQns2KBixz5LTvZSkqPkzk7ybWHqa+5icisgoOCMKBzBwzo3AH5lwqwause\nLNqwFTN//gPTl61Gi/q1Mfzqlhje6Qq0qlPD7bnkbMhldvKeXNnJ42MKZd6Hi8yjzj8bYT1+GP+8\nNcPncyX17IeGf6xE7ZkzcGj0U26P3TVwONr99RuuX/QF/rr3Ma+y08///IzXdq1GTFoizlari9cX\nvo3nH5iCwlUfu81OJRYLnoqOxoOFNvy46Dl8c9Wt+KHdzXh33UzkB1fBHcM/xMO7fkS7HRtxsFE7\nAECj5HiM2LgI1x3fiQ/ufAHbWndG4//OJwQEYO1Nw5HQsBWeem8Clr75Oc6081xgsgWHIKHvQNRa\n+h3OPvx0udekZqeAnGxErlqO+D93wGwPfmaBS2OkbtbpODG721Oq+FRSpWKN1hSdTMQ1AFb2bI/B\nf+73qcjVNWY/Htn2IrIKIxAdUr6Q4CxkuNoA1FFBcRD+OHklJnb7WdoXlAE3/KSKsi+k4bMXxuHx\nqV8hqpr7gCy1A9kXSUnZlfaEsCve9T1spzaXhpCAQATUr7yJqRric/LQODKi0s93btngspPGrrio\nCFs2ruVCDZE3RN6xU3GRRvbsNG8jAP1lJ38QnZ0AhDSTtuGyN7TWHMQCl/LkbAzSa3aqlJua9Ci3\nB5fSvG0OYm4i8l14lVDc3bMz7u7ZGRk5efhx0w4s2rANb6/ahLdWbsLVDetgeOcrcPe1bRFb3XMx\nm9nJvNmJlHEsWbmc4I+m6paLvsHh0Y/AFlrF7XFis9OBB//P3nmGN1m2DfhM0j3SdBdayiql7A2C\nDBFkoyCKIA4E9RP3VlBx4uR1LxQVFWUoishQQJaC7F1m6aC0dO/dJM/3o6Z0ZDdJ0/Y+j+M9Xskz\ncidKn7PXuK9Huebum9h16zw0rm4Gz5Pkcn555h3mPH4rFZ7exA2dbnKtOtYPnMgtu1ZR6OHL+0uf\n4Ovr7mKbrJVZ7iRrP5Rv+81iZ24K9x38mX++noNCq2FN/xsZdvEoEhKjL+wlcL2MHkknaZ2dwvqB\nk7jj8WUUe/roXc+5zn348p6XmfvWU3z2+ToqvK6cZ8idzk+fzcjH55J+6xw0vld+dlvrTqqvl1Ay\n/Fo0Ya1MfX3NDpHgamRqBmmsGdap76Gse1jqHpRQe6aU7hpnFI6an2dgkLLBSa4QjzxGt9rPD4nj\nuD/6yr72hiQjs8yPny9eS0J2DOrcdryV7s1nxyX6qNLp3+EyYzsc41JhAN2CLxEdmFbrvUQ1jcBS\nbBmk2bLiK3LTU9m64ituvP8Zg+dZE6Cx5fZ+dZFK89Am7LlSYaObJdF1EjJPw4MxjVUiGxqYbiu+\nWLO91p8DfQ0Lm0AgsC/CnRo/QAP1h6cDvNQhwmT1ti0GppuLI4qDmkuCy5mDNLakMd3J2m0BrfUm\ncIw76SsOEt4kEFQ9g2yFv683cydcw9wJ15B69DA/HTzFir0nefqnrTzz81aGdYpk5qDuTOvXhQBv\nz3rXC3dq2u7UUJytOEjQ+HhkZxJ89AC73/zM5LnmutNBn9Z0a9ORqAO7ODtktNF7FgaFseyd75n+\n7BweOHaYb+94liJfVb3z6rqTRq7gUlA4g8/s46ehN7F2yBTQM3fUmDsl+oezo10/bordwvc9JwIy\nJp/diaqskMj8NP7x9GbZ6Ds53LEPahdXk9/P0T7DSYjdxahl77Hp/hdMnp/bpQd5I0bT9q2FxL/2\nfvXr1riT25lTqJZ8zMU//zZ5bnNEzOCyFxbODbBmWKehh7KxvX1rUhl/yan2+tW3loFBStZd04OM\nskrGbTtGSkm5xfd9uPNq3jk1i6zyK7/0yWQyfBXyaslILQ3m7r0L6LXhBw7nxDAs5Bi/DF3M/3Wb\nw10x83ig8894uFTywB9zuHv9/9EvLJ4mNC+1RdMSgjQFOVkc+Gs9kiRxYOt6CnLr7+EL9qs+NhWk\nMTbcXHNqA/X2R7ZiloS6KJfkrx9GXWw4qGjPRJ1AIHA8wp0cF6CB+u5UNwCjC9TMDvfDVyG3zdD0\nJjaHS6lUIpPJmnyCy1mxdfdWY7qTKQy5k628CRrPnazxZ3v6vEDgjGgvnjHrvNYqXx4ZPYi9z8/l\n9Gv3s3DycNILipn3/UbCn3iPKR+vYuW+kxRXVM2yaenu5Oi12MOdxPx3gSWY404BscfI7tYLjWf9\nhHhNLHWnxF4DiThz1Kx15oeG88IrP5KnCuKtZ29k+uoPCcrU//fBVV3BqKN/8emnD9I55Tx7Ow/k\nuiNbGbTlV/QFag26U+zv3Hp8I29v+ZCjrWJ4+dp5vD10NvMmP8dTYx4lz0PJGzFT2N95IGoX13re\nZCgO9tecJ+j51294FObrPV6XXQ/Ox2/PTkJWLjPrfH0oMjNoffcssp5/BXWbSKvv05QRHVxOgm4f\nY4CvT1f9JdZV1Ogb1mnowWfO3r51H6qNXVljSjAG/Zfkut7KTq7+gWe4pe1WHjn4OMuHvIju4z/S\nLhBJkliROJb5R+/n7qjfiJ08A3+3oupr+wRIyGQVwF7Gs5e0IiURyiw2XejNmexwlkz4kmDvQms+\ntqCFY+vuLUlb9cDWarV6q2msDdA4tHtLhxVdXHn7fkGdn0ne3jUEjZpr0TqsmcMlELRkbFmF3BCE\nOzkenTsZqi7WBWqawtwNeyCXy1EqlSLB1QRoiu7UUG+qi3AngaB50Sk0gBcmD+f5ScM4mpzOin0n\nWX0glvXHzuPlquD66AhmdG3Hs/2qurKEOzkGh7uTDXcOEqMxGh9HFFX7n4slN6a7yfMsdafLUd0Y\nuO4Hs9YQl1EC7p78MOtJtl17E9f+9ROvLpxFhZs7SZGdSVd44qpR0yYzmbYZSZxs241Vw24mOD+D\nthnJLBn/fzy7/FXGx+3mnSF3cC6oHWDYnbqXlbLgwFpUytYkK0P5dEDtrRGV5cUUudVO+JnrTccq\nPDk/8Bp6/fUb+6bcYfKzq318Of3NGrrefj0u+Xmk3vMwyGv3I2UXVhjs4nI7d4ZWc2+lYMrNFNx6\np8n3a66IDi4nQheomdMlvFZFjbnDOo3t7Ts73I9lKfl6K2p06KpZHPngN/e9BjWwk+vFHku5VBLM\n00cerJXQf+fU7bweeye/X/MEL/T4plZyC6j+riUJ3oy9nX+Su/DjlI/Ze9cLRAWkcc0XtJxUAAAg\nAElEQVT3C0ktvNI6K6ppBI5GV0WjUVftz6tRV9arprFn9bHNu7d0WFCNrC7KpSh2ByBRdGon6uI8\nq7f+EQgEtsfcKmRzqPucdRZ3ciSNXQVtKgBT83hjr7UxUKlUIsFlAGfrfG9q7mQLb9LdW587CQSC\n5oFMJqNPZBhv3zya+Dcf5q9Zo5jVvT2b4y8z5aedRH60lrTsHEaF+fLVqUsG3cmS5JYzu5MzdJAJ\ndxI0BuYWVbvl51HuH2j0HGvcqcQvAI8i87qYanK5VTt+uO0p5n26ndee+4pdw2/gcMe+7IkZzLtT\nH2PiS7/z6P+9z86e1xDXOppOqXHsJJTrZ77H4bAYvvt1IatXP80D+1cx7J8viaksI6aykmvLyni0\nsJDfMzP5OjeXHR4ezIjqQ/u8VP5uW3sOfNfMeM78lyRLSSmw2JvODhpJu2N7a79mxC3L2nbg5IqN\n+O/4k26zJuJ16oTJ70lWXIT/R4tpM2UMef/3EDlPLjB5TXOmxXdwNWYVsr5kSN1qZF1VTc0Ajb4H\nnqV7+5qqELF3dY01D+2GdHJ5ulSwdsTTTN35Nrf88xofDfgff6ZexfcJ49ky6iFaeeYYvDa3woen\nDz/Ekdxo/rjzDfw9q34ovT3qR/w9ipm48hn+vWshHi7GBwAKmhcNCdLYq3tLR81qmsbaWscUBquQ\ndVhQjZy37xckqn6BkiStVZXIhtA3S0IgEDgXzuBONe/vTO7UFHDkHC5HoFKpyM3NbexlNDuaijs5\nvHtLh4VdXPrcKdF7rl1nmAoEAscjl8sY3jaU4W1DeX9MP7YmpLEiNpEfYxMpqdTg6+7Ke3sL+PxY\nAq6ursztGmFVYRBY70727Ohqru4kENgSSS5HpjHgF/9hjTvJtBokuem+GoPuJJORGRJBZkiEweKg\nc+Gd6JAej1dFKSVunnw2cDpf9ruRkYkH6Zd0mPvi9hKo0SABWXI5x9zceN/Xl+3u7mhlMvpf+Idz\n/uFUKmrP1+qfeorjodHVf7Y05nS5U3fGLH3b5GevSUV4JLE/bCBs+VJi7p1BeXgE2eOmUNyjN2Xt\nOiKv9ESRl4v78aN47fkb33VrKLl6OEmbdqFu286i92qOtPgEl6XYsgrZELpAjS5AAxgN0OiuMWdv\nXwBfhdzs9mdbS0dDBcOcJFdBXKbeaxVk8lPbW/lf6gP037iMUo0Hv454ymByK7fCh+UJ4/ngzHQm\nR/zDjtH345NRCj5Xvotnh/zGsfS2vLxrGm9cu9L0BzDRLi4GfgosoW4VjQ5dNU37Mbfi5We8EscY\n9tye0GgVso7/qpFd+s0yeEp1JY1G/d+N1RSd2onqqmlA/SBNXEYJUSFiSx2BoLkh3KlhGHKnmiij\ngq26d2X8JaccMG8vVCoV+fmWV6sKHIO93ckU1naY28qbwHJ3shRRHCQQOCduCgUTosKZEBVOcYWa\n9ecv8WNsIhvjUikuLkahUCDrGMj5nELa5+v/WWUPd7JHkVBTdydTNLfioKaOM86JtKQwqLhVOKq4\nswaPW+tOAakXyQ9pbf6iDWDMnUo8vNkV0ZsbzuxgRc/xAKgVLmzpeBWb8i6gDQ4xXBwEtFKrSZbX\n/lw+5SWMi9vDu4NvA6qKjAx5U2IaeouD8sLC8c1Or9oOzJLtR+Vy0u64l7Rb5xCw7Q/8/tlG8Pqf\ncb90EblWg9ZXSXn3npT27U/SX3tRh7ec37FMIRJcToiuPbwmr+yPq65ONoQ99/ZtiHTYWi4MJbnM\nEQx3eSULIt7naHE38jR+3PL363TxS6BPwDnaeKUDkFoSxNHcaI7nRTGu9V5+HLqQgYGnq+9R8zuW\nyeDDscvo/eWbzO61k86Bl236WQUNo6mLhin0VdHo0Gg0HF73HUNvf8xm71eXhmxPqE09ZlQ0qk7S\nVJ1nJFCTsm1ldSWNDl1FDR3t99kFAoFzIdzJOsxxp7rn6gvWGPsOzTlulCZWHKRSqUhMTGzsZViN\nvdzJmTvfdTTUnWxRGGTInWzlTWC5O4niIIHASUk8b/Wl3m4uTO/aljNFlRwu0lJaWkppaSmv/nOS\nV/85Sd8AH6ZHhjAtMrheQbEj3MmaRJezJLXqnm+NN1VcSMatYxuL1ydoXjhqa+ecLr3osO4ng8et\ndadWcbGkdjI+28sW7rS810Re3v45a7qOpsLlSieWOe4kk7RIpbUL0247voHdkb3J8KlK2mlObTDo\nTYa6uCRkyAxs06qPesVBLi7kjJlEzphJ1S8ZmsFliHPpJUSHthx/EwkuJ0Pf3se6P2sLikyKgiV7\n+1qLPnHQCYijAjI1k1xj/jzMms5tae3mavpCILUilOMl3TnYcxQSMs6rruZITmculwZxKL8MV5cU\nnuy6n/6BZ+rN5NL9+1G6ufBYn6rhrCHeBczpvYMlh0fx7nXLHVZNIwZ+Nh7OMEPCUBWNDq1Gzbm/\n/6Dv9XdYVYlsz+4tALfJlrVr6+PKdj3q2gf+q6gpL7wTd98As+7VkGHpxgZ+CgQCM2lAkEa4k+VY\nGqCpe23NYM0HidkUarQGv2d97tScETO4nBd7u5M9sYU3gfO4k0AgaFxqutPd3dpUu9OXJy/S3U0i\np6iEZ4/GM/9oPMND/Li5bQhTIoIIcK+KudjbnQy5UVN0p7oFQuZ406L4LFQFauu9qYkVBwkal9yY\nbninXcL7UhLFEW1rHbPWnWQaDTF7trLyxU8btDZzOt93t+nFBf8IHtq/kv8Nub36dXPcqeDiUUL3\nraj+c4ecS9xz6FemzHwXMO1NhrrfM+OSKVGqLOveEjQI05thChyGoaHouuHppoZ1NiaNMbizS145\nK6IiyKzUMO1sEqkV5s3AWpM9iesDNuGjKMFXUUzfws081mUlb/T+hBFt3uKc9n/sK9mEyrWw1nU6\n0fj6dAoFFepa/x7u7r2N5SeGoZXEDy+BYzBWRaND0lZV09gDa7fYsSXGtuuRJC0n1n3r2AUJBAKH\nI9zJMgriMhuU3Kp5H6j6/gs1WoPfszF3qnWenrm0TRWR4LItjure0mGtO5lTGNQU3Clx6wq9xwQC\nQdNE3/PVmDvd0z2S0xoXxke14eiEfszvFklqaQUPHjhP+9/2ctOuk/yUlEGx2kRHqZ1o6u5krjct\nS8k36k0CgTEsdSetuwcJk26m08/f1ztmrTtF799BkX8QaVFdDV5ns853mYznRj3A9JObGX1hn0XX\nnwruQJfMeGSSFmVZEZ9sfJP3Bs8i2S8MMO1NeXvX6D3WPuE0l6O61Xu9IXNeBcYRCS57YEUVsiHJ\ngCtzJWaH+zl1oMaR6ASjv48XK6PbWJTkOlzciyG+++vdT9dKr+97rjtMte7g1XaqLPzcSzifE2bD\nTylobtgySBO7f5fBKhodWo2apCO7Lb63PbfYsRUmh61XVyLrn7EnEAiaHnWDNKbcaX6Qh3CnGtgi\nOFP3fg1xp8ZAOrff9EkNRKVSUVBQgNZEMMAZccbtCW2JPd3JFjiDO10+uMUh7uQs/00IBC0NS9xp\ndWYJz3Vvy9EJ/dk9pg/3dwrnaG4Rd/57hnZr/+Wuf0+zKTWbyib4vDMXW7tT4YUss71pfpCH8e2f\nm1FxUFOmubjT2Rlz6LBuFb5Jtf+7ssadXMrLuG7p2/xzy712Was+srz9uef6F3jjr4+Yenpb1ewr\nM8jzVJLhHcjoC3tZ8fN8drXty/KeE4CGxZy6x+4luWsfqz+PwHLEFoWNRN2HkUwmQ+nmUk8ydKgT\nUqwadN4cqSsZuiTXjHPJTDubZHK7wpMlMbwQ8T+991VGBVd/z8tSqvZhfa5DUC3RMNRK3icskWPp\nbcUcLiehuYiGIRZ+u6H6n1tiFYg5w9Z1lcidpz5Q63VLZ0mIYekCgXNiyp2sGXTeXLF1gKYmNb9n\nS92pOaJSqZAkiYKCAlQqVWMvR1ADe7mTvbd1thUNcSeBQGA9jiiuMBdr3alPgC99AnxZ1Ls9uzPz\nWZWUwa/JWaxKyiTQzYUpbYK5pW0wQ4L9kDeD573wJkFTxdqi6pLWEZy49zEGvfgY275Yjdatavae\nNe40+uvFpHWI4czVYwyeY4/O9+Nh0dwx9RU+3Pg2113Yyysj7iXNN8joNa6aSs4HtOGjTe+weMjt\nLO07tXpbQXO96cS6b+k/68oMMveyUobs2cTST3+1aP22piXN3wKR4HIqHuvT3m7DOpsDxiTDkiRX\nvkaJv4vhrWPqCodOOmqKRmX8pXqDT4O8CsktE0FwgX5s2b1VE1snt5rKFjtmDVvXqMk6tVcEaQQC\nG+JMQRoQ7mQKewZodPdXRgVb7U7NEV1SKy8vTyS4GkhTcSdzaGnuJIqDBALr0V48Y9f7G3In3dZ/\nxtxJLpMxLETFsBAV7/aNYktaLj8lZbAiMZ2vLlwm3NONm9uGML1tCL1U3k3SvxzlTqa8yVkQs99b\nDuenzybk0F6ufvZ+dr/5aXWSC8x0J0li2IrP6XjoH75+13FbHiu0GkbF7+OaxEN0z4gjpCibtnmX\nGRv3L9meSg636sKPPcfzT2RvtDI5qrJCumdc4KpLJ7g5dgsJqtaUKtzY0a5/rZlZ5npTSfyhWi+N\n/XM5p2P6kR8abtPPKWa/G0ckuJwMfQ+ymnsMO9ODzpGYIxnmJrkUaNFI+nfnrBuo0YkGYFI01Fo5\nCpkZ7fkmBn4KBObSGMktZ6HuwNDw8PqDPQHahel/XSAQNB+EO+nH3gGamu9jrTs1R2omuATOh7O6\nk723J4SGuZOl3e8CgcC5MfVsNufZ7aaQMzE8kInhgRSrNWxIyWZVUgYfn03h/TOX6Kz0ZHpkVbKr\no6+nrZZuVxztTqa8qaUUBzVVmt2uQXI5/77+MYOff5jRc29k78vvUdAh2ix38izIZcInrxKSeI7v\n3vqWUqW/wXNt5U6pl/K47fgm5h34iRRlCOujh7G623XE+0eglisIK8xi9rHfGXLxGF//9hJySUJC\nRpGbJ6eDO3A0LJpZ0xYRFxjJzOObWLz5PW6a/g5qRVWqxFxvqklE8nnG/fkjz7+6ggALP48oDmoY\nLXoGl7NVIQv0Y4lkmDOTq417CknlbYzeR7f/cU1Mze+4kBtKW7+qaxqyH7K9K7ZaAs1ONPTgzNsS\nOiJIYw+c+TsVCJoq4pnWODgqQFMTa9zJbKyYb9tYNNUEl7O5kz26txrrOe8M3VsCgUBgT7xdFExv\nG8Ka4d1JmHIVH/XvRKiHG6+dTKLHhgMM23yEj89e4nJpeWMv1SCOdie7epOgRWILd9K6urH7zc+I\nv2EG18ydRoeXniXoYpzB873zshm68nPu/7/JFPkHsfSDnygMDDV4vrnJLUPu5F1axJQ9a3njm/nE\nfnITL+34nIDSAsKKsrnq0gn6XT6Ni1ZDiZsn8YFtWHjt/YyevYQuD/7CcyPvJ9fDh88G3MyMm97g\nzWFziAuMBGBFj3Fkeal4e8sHyE11bRkgMOsyj7/7CD/MepKcwLAmVUDeHBAdXBYggjSOxxrJMNXJ\n1dMrliPFPejnc1zv9fnnM/hILqu1/7FuP2TQX42slWQcSWtP37AEi9craP7YOkhjjwBNQ0VDIBAI\nBI1PYyS2wDp3qouUEI+sfQdHLNeuNNUEV3OnMd1JIBAIWhKB7q7MjWrF3KhWXCopZ83FTFYlZfD0\nkXieORLPiBAV09sGc0ObIPyNzE53FI1VFLTwcDIriius9iaBwG7IZGwYMY1d3a6m/4aV3PnMnVR4\nepPaqRt5oRFIcjneuVm0jovF/3IyscPG8cNrX5DWsavdluRZVsLdm79iwsFNHG/Xg65Jp1jVdQzv\nDpmFRu5CaHEO3TLiGJ50hG3f3ssfUUN4a+hscj39AKhUuLKi1wR2tu/PpxveoHVhJgtHzruyJaFM\nxoMTnmHpulf4fP3rPDv6YXK8/GqtISWlgP6eRfRIOEl0yjn8i3KRZDKyfQNxD/Dj2u2/sGHSney+\neqLdvgeBYVp0B5fAeSmIy2yQaBjr5Bqu/JeNeaP1XidJEosLyuoN93yuQxCzw/1YlpJfXVVTc/uj\nrQnd6eifRqBXkdVrFgjMQXQZWYZIyAkELY+az+eWRGMltyxxJ3vhTEVoTTHBZa/uLWdBJLfsh/BS\ngaCRMKOz2ZJdZezlThFe7jwSE8GesX05OqE/87tFcqm0nPsPnKf92r1M/zuWNRczKVFb1zHRUBor\nubW4oKxWcstabzL677gJdb83RZyt892W6J7thUFhbL/zUd5bvpNVCz8mrv8wKjy8ULu6kRbVlQ0P\nvsTiFbv5/bFFZiW3rC2q7pFwgm/fnY13WTF3PbKU8OwUPuo/nZevvY9CD19K3DxJ8A9nfecRPD3m\nUUbctZRCd282LX+IkQkHat0rVRnCrGmL6JEex7wDP9U6VubqwZwbXiLBP5xNyx/klpN/4lFZBsDI\nhAN8v+Y5vvjwPoae2k2urz8HogdwLrwTvRKOcf36r/EsK6Jb7H5iTh8063MKbIvo4HJyWmKQxlaS\n0d/Hi1XRkdxy7mKtTq5xqm08n7yA06VRdPG80mpbUzRmervVqpqpOzwdqP4zwGeHruO+flttsm5B\nw2gJomFrRPeWQCBoVGwcpGmJNHZyy2x3Atw6Gt8muqnTFBNc9sIZtids7ASMOe7UVLd2diTRoWL+\nl0DQ1Onk68XI0Osp1wzk70wtZwt2syn1d9annMZF5klPVTfu7+zCzZEuuMrtX4vf2MktS2NOAoEx\n7LG1sw6twoWMdtFktIu223sYYtCZfTy/chFvTH+WPV2H8NC6jzjfOppv+t5g8Jp8D18WDb+bPzsO\n5pMNb/LGsDms7TKy+nixmxf3T5rP7z8+wvb2AzgT3L76WIWLG28Mm8OmqCE8uH8Vz/z9DUVuXnho\nKljVbQyrJ8zGo6KcTqnnue7IVmIuneGPfmP5+NlPqXR1Z/C/G7lvyQuc6HEVP976BFDfX85mltA5\nWHiNrREJLoFTYWvJ6OfjqSfJBfNCv+H5iwv4KXoucllVZYxMJsNXJmOmtxtPKj3qtYTXFA5fhbz6\n+Ob4HpzIiGT5DZ/YdO2C5oGtRKOxk1vmIoI0AoFA4FgaK7kF1rtTc0apVCKTyUSCywloKu7kbCSm\nFdAuzPQgdYFAYBox9x0kCX5NvoY3Yu+kUqtgWuR2nu56hmhlEXKGsiO9mBVJWRzIPsXde4u5f7+S\naW2CmdPRh8HBSuQ2dgdn8qbCC1koo4JrHa/rTZXxl3DtEGHztWgvnkEeGWPz+7YEnL3zXabREHJw\nD8FHD+B/5iTuudkgk1EaHEpOlx5k9B1Mds++V7bnq4EzuVP7tHieX/ka82e/zsl2PWiTcZExh7dw\n21PfgRmafTC8G7OmLeLHNQtI9Q1mf0T36mOXfYP535A7eH7Xl9w27fV61x5tFcOrI+5hxc/zSVS1\nJs0nkAGppxiREUuJuxcXWnVkw8AJPHfnq5S5edLOt8qbdoycxr6rxjLrh/+x8OU7WfXOtxQFhlj8\n2QWWIxJctkZUIVuFPSVDX5Lr3tDv+D13LEszbuPe0O+rz71P6YEkSQYDMDrh0B3PLPZl3sa7+WLi\nF3i7Oe/A1JaCs4uGtTR29THYrntLKs2jctvbuF77DDJPP9MXCAQCp0EEaZyLxgzQ1MRSd2ruyOVy\nlEplk0lwNdfOd2cI0NjCnYQ3CQSCpkxOuS8PHniS0wXtWdz3Q64NPVgvpt7BF+ZEeVKu6cNvySW8\nc1rBiqSTrEgqJcLLnemRwdzcNoSeKu8Gu4QzuJPwJoEhGupOMrWa6FXLiF75NRW+fqQNHk7ixBsp\nDQoFScI7LYWA0ye46qXH0Lq6cfqO+0icOK060eVM7qTQqHlu1Rt8Oe4eTrbrAcDUf9fy+6BJ5Hur\nIM+wY9V0p7jASOaPfoi3t7zP+Ns+ptTVo/q8n7uO4tF/f6BjTjIXAmrvMBFUnMvyNc/z0aCZrOgx\nrvr18HDTBUClnj4svftFpvy6hNsXzOGr91ZS4eVj9ncgsA4xg0vQ6DhCMnRJLt1MrvTKcj5t/zSf\nps1hddb1tc7ViYShdVUnt8r8mLDyGW7r8Tej2sfa9wMYQAQbHUNjBmnsmdxqjApkzakNUJyN5tR6\nh7+3QCAQNBecIUBTE1NBmJYWpFGpVE0mweVs2KLz3RkKg2yF8CaBQGBv7DUWI6NMxZhtH9LKM5t/\nx97NqLD6ya2auCvkTG/nw4Hxnuy6bgqtPN/HXd6ZD8+mMPjPw/TbdIg3Y5OILyy1aj3O5E7CmwS2\nJLGwGOWFs1x35/W02r2N3W98wp8/buLYQ/NJHj2JrN4DyOozkKTxUzny+EI2/LKTw0+8SOcfv+Ka\nB27DMz3VKZJbNZlwcBPF7l6sGzS56gVJYszhLawbNNnkrkF13emvDoM4GtaZuw/9Wuu8SoUra7qO\nYurpbbVvIEm8/tfH/BYzolZyy1LWTrmX1OgejPnybavvITCfFpvgEomBxqcgLtOhklE3yeUmj2d1\n9FzeSn2Y5y4uoFjjafa9tqf1ZdjmJYzreIyXhv+s9xzRqSew5z7IDcXeFchSaR4VGxYglebXek2b\nsAeQ0CbuqXWsJSHmSAgE9qO5zy51tDtZijOvzZE0lQRXc+18txf2cKeaQZq67iS8SSBoeWgvnmns\nJdiECo0LU3e+xfURf/O/fh/iobCsYLR/YAp7x/6Fm3wtL/Z8mQ/6RxHk7sorJ5LovuEAwzcf4ZOz\nKVwuNb2LjnAngS1xRncKOnqAUfdO58K0Wez45AdyuvcxfoFMRvqgYWz+dh2Zvfsz8o4bCExu/Phl\ntTtJEtN2/8L3195W3V3WOjuVclc30gJa1brGXHf6vP9N3HpiEy4ada3rD4R3o1d67Z3Yxsftpk1+\nGh8OurVhH0gm44/7FhB1cBeRJw407F4Ck7TYBFdToDkHaez5EJckyeCxfj6erOzUpjrJ5aM4y9au\n08jX+HJN7G98kX47eWr9LaeSBP9k9OS23S/xf/uf5cMB77Iw8j2jVUgCx+GMotFQnK2KxhQ1gzT6\nKo41pzYA2qo/SFq7VSOri3JJ/vph1MWGg4uWfgfOnKwUCAQtg8ZyJ3OONyUcUeSmUqnIzc21+/s4\nK82x890RXe913clR3gTmuZNAIBCYy1unbifMM4cXun9t9T2CPfJZNew53j/9ENeGDmDzqF6cmzyQ\n13u3p1KSeOrIBTqt28fE7cf5Nj6NvIragWt7JrZakjcJHIO17uQZd5ZhT9zNv699yIUbZ9WaqyVT\nq3HPzcY9Jwt5Rf1ksOTqSuy9j7Hj9oe4fcEcvPJyrF6/Pqx1pw5p8XiVFXMoql/1a1GX4zgf3qne\nuea605ng9lz2DWbwpeO1ro8N7kBMZkKt1+4+9CvvDrmdChdXo+s0x53KvX35e8Z9DP51mdF7CRqO\nmMElqMbYPsDmHDcHe1enfF5QRqEk6R10DlWfYbtWxi3hoaxKSf9vJhd83H4+B4p6803GrbyV8jAd\nPRLo4XUa1aV85H5KzhdGcCSnMyq3Iu6NWsunA99G6dqAX3QTz0O7+j+cBc5HYwVpnCVAY233Vq2q\nma6Tqv45YQ9oNVUnaTXVx2w9UyJv3y+o8zPJ27uGoFFzbXpvgUBgPs2lCtkQjvAmcA53WlxQhq9M\nxn1KDz13sAxjw9KlhHhk7Ts0+D0aG5VKRUJCgukTGxFnLAxqaDFJc3InbYfhDvMmEO4kEAhsR1JR\nGF+cn8K+8XPqFQNb6k5Rvik82fUHnj7yIGuGzyfC24NHY9rwaEwbzuSXsPpiBquTMpi3/xyPHDzP\nuNYBTI8M4eoyLZ5y+9TzO9qbBM6D07mTWk2bJ/+PE/OeJG3wCAB8khPpuHYFIQf2oIo7g8bDAwkZ\nLqXFFEZ2IKv3AC7cMIPcrj2B/9xp7E0EJccz8eOX+en5D2yytIa4U5fk0xxv3wupxt9h77ISijx8\na11jqTvtD+9Gr7Rz/N22b/U98jx88a244p+dsxIJLc7hr/YDTK65pjvR8TGD5524djKjv/4fPtkZ\nFAWGmLyvwDpEgstMmnuQ5oPEbAo1WoPDLCVJYlF8Fr4KOY+0C7T4/o5ou5YkiUJJYkVxVUKirnDo\nRGNFcQUzvd1Z0akNM88n/5fkassAn6MM8DlKicaDU6WdOVkSQ6HGF2/PCoYEH+eDfu8R4ZUhOrac\nEKcTDZyz48dRM7cMVxxra5/43zGXfrNs9t7qolyKYncAEkWndqK6ahpgehCoQCAQWEJz8Caw1J3c\nzEraFcRloowKtuu6nZ2mskWhwDSN5U7qfV/hCG8C4U4CQXOkMcclfHVhMre230xrz+xar1vrTvdG\nreV/p2eRUNSK9j6Xq1+P8fNiYY92vNC9LYdyilh+LIm16Xmsu5SNj1zOeH9fpgYoGa70xsVGQRx7\neJM5GCsOEjR9rC2qDl35DZVePsRNuw2PzHT6vbOQkIP/kjD5Zo4+8hy5nbuh9qlKCsnLy1DFnSFs\n798MfepeSkNb8dO8F6FdNADb73iE++ZdT9SBncQNGNGgz2OOO8m0WkIykmmXeAZVfhbZheXk+Phz\nNqIzUalxnG8dVet8tUKBi1Zdf9cgC9wpNrgjYy/8W+uwm0aNWn4lNTIw5SS72vZFK1fUW3N4+BU3\nqutO5YV34u4boPezVnh6c7FbX9qcPsLpoWNNfjcC6xBbFAqqHtIaLctS8lkUn1WvnVonGstS8inU\naM1ut9a1hDsqSCOTyXhS6cFMbzdWFFewuKCseq11ReNJpQcDfL1YGX1lu8LUikoAvBRl9Pc5xuyQ\nVTzUaimPxqzihoi/aeMtklstDXt3bxXkZPH63VMpyM2q9bo9KpCtCdBYUoGsE43qKpqaVTMJe9DG\n777ymg5dRY0NZ0rk7fsFCd3fe21VNY1AIBDYEHt5Ezh+ToSl7tSoQ88Tz5s+x0loyQku4U62cScK\nUu3qTTWDNMKdBAL7YLctcW34PLT1WAxJgu8TxjO347o6r1vvTp4uFcxou5kfEpXK0bQAACAASURB\nVOoHhgviMim8kEV0bhmvRIZypGcnfo6O5PoAX/7MK+TW88n0OnaeZ5PS2F9YgraBWwfay5sa4n6O\nSGY6YntnZ8fpiqq1Wlp9u4QT9z1B+M7NjJ8xhoJ2UazbuI+jj71AZr+rqpNbBTlZvPbATBJbR3Bq\n7kOsX7ebhInTuPPp27nql29AklC7ufP3jPsYtPa7Bi3LlDsF5KRz08+f8NHDY5j/5n1cte9PPBLi\nCc9KYdSxbXyw5DEm799A7wtHCcq/8vciNaA1bTKTq/9sjTvle/jgW167EL1D7iUu+oVV/7l7ehwn\nQzqa/JzF//5Ez/Iybi8u5sm8HMZ98Dhj/1hO5zOHcC+r/x1c7tSNVudjTd5XYD2ig6uFYejB+ZAk\nUe7txrKUfMrzSqsfxpIk8ZFcxrKUfGaH+xmstjF2b0eiEw6gVlWNIdHo71OV5Jpx7konV2s34/us\nCpwLpxMNC9iy4ity01PZuuIrbrz/mcZejk2oVUWjQ6sGDPwyYYNqZF2QprqKRjc4VKM2WU0jEAjM\nozF/sTX3F3d7zS7V5zfGvEnnHE3Bm8BydxKYRqVSUVBQgEajQaGoXwHa2Ah3Mo29k1s10etOhrBx\nF5c+dyo+LdxJIBBYR3JJKABhGYcpyKh9rCHuNCzkKEsv3GDSnRQyGUOV3gxVevNGpJbt+cX8kpPP\nyqw8lmXmEuHmypQAJTcGKOni6W6V2whvEtgSawuDfA/tpdzFBe+0FHq/9xo7P1hGTvc+es+t606S\nQsHG4Teyu/MgZr1wL56FBWy/8xFiR0xg7BdvoMy4TEFIK4vXZMydZFotYzb/yJTflrJn8Hhen7+E\n1PCOet3p1e9ewK84n2XvzuGb62bzy5CpxLWOom1GEm7qCipc3KxyJzdVFJWK2mmQHulxnAi50i0W\nXJJLqm8wbupKvCpL0cgVFLp5Vc82a5WTyo3bf2Ts/vWkyeUcd3Ul2cWF3LREuiefZ/DeP2mdmsDB\nfiPZPGYmhPQHID+4FW1OHTFvvQKraJEJrpZYfWBKBMx5SD+klSi8kGXsNk5B3c+i+zyGRMMZk1za\ni2eQR8Y06hpaOg2pQDZne8KCnCwO/LUeSZI4sHU9o2fORekf1CQrkHXUq6K5csTwRTacKVGzArn6\nnSUtiVtX0HnqAw26t0AgsBNO3JVjzJ2akzeB5e4kMI5KpQKgoKAAf3//Rl6N42gu7uSobQnBmDsZ\nwMazuPS6k1a4k0AgsI69p0Lo7n5S77GGuFNUxV6OZT0G4eavxV0uZ5y/L+P8fSnSaNiUV8Sv2fl8\nlpbNx2nZdPZwZ2qAkqmBStq6u1n0OYU3tSycsTDI9/B+8qJi6Lv4JbYtWUV+lP74oSF3AsgPDWfZ\n298z54mZZEe04/ioG0ju2peIs8c4ZWGCy5g7uZeV8vBHT+JRVsJLL35Lelhbo/c6G9EZVXEe70x7\nkgWr32Dguf0svO1lDoV1ZsyFf/k9spdV7tS+NbW6tQAmndvF8l4TQZIYmBJLTGYir277lOCSPEpd\n3FFIGjQyBSeDOyD38aJbUiyrw9oyITSM5Bp/zWUKF1oFhdD5npfxKcxlxK7feOLdRzg3Yhxb5zxR\ndY7WzIScwCrEFoUOpjGqkM2tEK7bbt3vckGTqUC5eKmo1v+SU4qZXqiudY6xz6BLctXdrlDg3Dij\naJjLlhVfIf33gNNqtWxd8ZVd3scRyS3dFjsWVdHUpNacLuuoV4GsQ6Mm7dAWygtzGnR/gUDQsjDH\nnZqyN0HD3UlgGF2Cyxm3KRTuZBxrk1sOdScbeBMYdidJuJNAILAQ3RbLeRol/i6Gn33WulOgSw75\nautnA/ooFNwc6MeP0ZEc69WJNyPDULnIeTM1k0EnLjDxdCJL03PIqFQbvU+T8yYnLiQTNAzvk0cJ\nPryPw0++ZDC5BfrdqWZhUIkqgDXPvsvYJW/gk51BqhVb6RlzJ4W6ksfef5QCpT+LFnxZK7llyJ3O\nhkcTk3yG5JBIHpz3EcUe3rz+7XOs6D6OO4+uRxO7HmvcqceF3Zys0a3VOSuRDrkpZHn6sfGHh3j9\nr4/J8A7g15iR9Lh/NX3mraTn/T8x6db3UVaU0PnSOeQaNfLMJLKl2u9f052KfP3ZMHE2z77xMx5F\n+dzz8M0EJsdT7G/5XGaB+YgEly1xwoeHpdvf1KxE0eF0D+ka6OSiLhISX8lqVyPW3B9ZH4aSXM6y\nhZDAcThifsSBv9ajUVf9N6ZRV3Jg63qOxCWbuNIyHLm9jsUVyDXRatCmHrPqfXXoq0CuXtt/lcgC\ngUBgDpY895uaN4Ft3UmgH2dOcNmL5uBOjkpu6bDanWzgTSDcSSBwNrQXzzT2EqyipjcpZBq0kvGt\nea1xJ43kglxmxe+ZeghydWF2iD+/xbTjYI8ong8PoUyr5fnkdHofO88t5y6yIiuPAvWV99PnTvq8\n6cXUQuFNArNpiDu5njlJWXAoSeOmGDzHkDuV5GfXOu9yp24cGTuNET98QpF/MF4FuWavw5Q7Tf11\nCWoXV76452W0NbYHNOZOJ9t1p0NaAiF56WgULiy6ZQEgIzo7Ce/yIqbGbrHYnXzUlQzLucQ/kb0B\nkElaXv3rE84HtuGDPxbz0aAZjL7jM9Z2GYl/WSGViqpdvRRaDa9t+4x4/3BufP5nrht6PUqtli2Z\nmfSsqP3vr647Ffv48evTizlxzSQGbFhBVkR7i9YssAyR4GrGWJOY0e1/XBNnDG4YCs7AFdFYL5OY\nJMn4VStnkiSrNwRUH3WTXJdFJ5fADlRV0dR+IGu1Wg6va9hAz5o4cnsdMLMCWa5A3nEEbtO/qP+/\nyW9b/d4Gu7f+Q18lclSIl9XvJxAImi+WulNT8Sawnzvpo6UXBzlrgstZu7fM2Z7QEe5kDdYktyzq\n3jLkTg3wpvBwpVXuJBAIzKcljsUAaOOWSkJ5pNFzrHGn+PK2tHFLtckaaxLh7sqDrQL5q1sHdnbr\nwCOtAkksr+CxxMv0OHaeGScS+SYug7K63RoGvGm9TBJJrmaGU7qTJOGVfpmLoydWz4bShyXutG/K\nHXTfuRHXslIkmXmpAlMxp7aJZxi54xeW3v0ikvxK4tuUO5W6e7G573VM+XcdABqFC48Mv59ZJzbx\nYUgbFubnEqk20m2px51mxtzAno6DyfCp6qK698Aa2uelIpckxt32MZs6DQWZjAPhXRl28Qiy//7O\n33twDa7aSt6760XKSwu5dH4vj6r8WKRU8n1ODv1qJLkMudPeG2cjV6uJ+Xeb0c9tS6JDW168SyS4\nmikNSW7pWsQPtVJWt447U7DGUHAG6ovGXEmGjKr/tybJdaMZSS57DbUXGMdeotHQCmRTQZorVTS1\nH8gadSXn/v6jXjWNNdiqAlldlEvy1w+jLjYcoNMFabSpx0xX0dio4rgm4eFKoxXIOkQlskBgPdYE\naZpiFbK1yS1n9yawvzs5A87035yzJrjsheO6t5zLnfQFaMxxJx2N5U5gvHtLh3AngUBgirru1MPr\nNGdKo6jUuug931p3Ol7clZ7elm2bZimdPd15JjyEvd07sjGmHVM9vTleWc78vGzGZ6TyUl42/5aX\nUilpjXrTepnUJLxJ0Lg0xJ0846qct9LH8LadlrpTYWAoF7v3o/3xvRQEhZpcgzneNGnDMn6fdBd5\nquDq18x1p1XDp3P93nW0ybgIQLpPEEv638ToS7Es9vVlVXY2bQ0lueq4U1BxLg/uX8WnA24GYNax\njdx/8CdSlCHMueFF8jyvfI+xwR0pcPdmWNIROuRcYu6RtTxz3aNoFC613GmjpyePqFR8lZNDqOaK\ny+lzp247N5LYcxDBF+OI3uu4JFdLQ/9TpxnTUoI0llJXNHQt4vqGgDbmtjvWBGiA/4Sj6jxzPosu\nyTXjXDI3nk1ic7tAwr3cbfthBC0SfVU0OiSthsPrvmPo7Y9ZfX9bbq+Tt+8X1PmZ5O1dQ9CouUav\nb0glcUMpiT9ksAJZh6RRk3VqrxiYLhAIbEJz8CawrTsJrtDSElz2xlndSR+m3ElXGATCnQQCQdNG\nX2GQt6KEHl6n+St/OOP8awdyG+JO63PHMDVgg50+SW2SU4oJAh5X+vOIr4pDFeX8WVbC9rISNpaV\n4CGXI/fwYLSnF3Nc3KvX2lBvKojLRBkVbPpEgcNw1qJqnxNHKWjXkYDTJ7hg4Bxr3Cm5S2/6r1/B\ngUm3Gn1/c7xJmZ9Nz+O7+Wb2gurXDHVu6XOnywGt+XrMbF5YuYgbb3gNXNxZ3e06du5fxaJZX6A4\nv5t1//7A68Nv49eYkQY72RRaDW9t+YCV3ceSrAxj8Z/vclXyCTRyBf83+TnKXGtvl4pMxtd9pvDE\nnu85ERrF9z0nkqIMIZz67rTDw4PlXl68lZfH7IAAkMnquZNrWQnDV3zG+odfxr2kiKGrv+DcVdea\n/P4EltPiElwtgYZWINd8CDtLsMZUgAaqhMKb+gGamsd1wuErk5n8DDWTXOO2HeOPa3uJJJeT4Kyi\nYQpDVTQ6tBo15/7+g77X34GXn+UDKG2Z3KreugaJolM7UV01DRdvVa1zagZpGpPIez7V+3rWX19R\neGIrrQdNEMEZgUBgFEvcqSl4EzSOOwmqcMYEl3An/TjanZyFpuROLXGbHYHAEdhrJ5o7glfzdcat\ntRJcDXGnhLJIjpV045uoh2y+1ny1L1vyr+FYcTfOlHYit8wNVypp6xJPjOsJrnb/i4HuaQx09+Bp\npT97yktZWlZMfEkJ60pKOKBQMMbDi7EeXkS5uglvEjiEypPHyOwzkMitG5Cp1UgutUP71rpTbmg4\nvjkZXIrp3eA1djl9kNMx/SjxruqOMpTcMuZOvw6eSvekWJb8voj7Ji0g38OXg627MjAllh97TuBY\nWDSLN7/PzBN/8G2vSWyOGlw9OwvARaPmnc3v4VVZBpKWrd/dx8ZOQ0lStWJ95+Gk+wTpXdPamGu4\nKXYL005tY8RdXxIeXvUZ9LnTb+pKbnhtKkMrKogfcWM9dxr91WKSu/Yhvu/VyDVqxn22iJCEsxDc\nx9KvVGACsUWhAJlMhq9MVk80ah5/UunBTG+3RnlImxOg0TFTkusN0OjQtY7fV2eoqSF0Sa6MskrG\nbTtGSkm52WsRtDxMbU9orIpGh66axlJsPRi9Zvu1JGnJ27um1vHGTG5JpXlUbFhAqMrw3IpqUZIk\nMUNCIGgBOHK7YGf3JmhcdzKH5r69s1KpRCaTOVWCyx7YIrkl3MkxCHcSCBxHY8/fkhLiG/X9J/v/\nQXJFOH/kXulSsNadJAkWXHyOe0O+x0Nuu4KKyxUhPJn4EgNPbGZ97hjC3DK4yeUTHvV9jbt93ifK\n5TTHKvozK2szT+cu4VxlF9xlMkZ6ePGDKpjNIa150S+AtgpXlhcXcmt2OjOz0lhWVECqWsNcScaE\nAuNdsoKWiS3cyaWslKI27Slu3YbwnZvrHbfWndqdPESpjx9lvn4GrzPXndonnCKhfTfA+MwtY+4k\nyeXcP+wh0r0DWLfiMXqlneVkSBQ90uMAiA2JYvLM9/mmz/XMOrGJo5/NYO2Kx3jvj8V89vtrHPxi\nFmPj/qVLZjzKihJunfY63/WaRHTORdZ0GWV48TIZK7uPRS5p6Lf+eaPbTpeVFbHUzYU7iovrudPY\nP3+g04Fd/HHfcwBoFS6cGzSS9kf3mv4CBRYjElwCAO5TehitMNYJhy2DG+ZgSYBGh6EATc3jlty3\nv48X667pIZJczRx7VyADxO7fZbCKRodWoybpyG6L7mvrAE29weMaNUWndpo1T8IRaE5tgOLseoGj\nmtQSJRvMkGjn692g63WIKmRBU6OxgzSOwJq5pc7sTc7gTi0duVyOUql0mgSXUw5IN5Pm4k6N3fVu\nrjthQ3cSCAR2IPF8Y68AMO5O7vJK3mv3PM9cXEh6xZUOCWvc6fus6WSpA3kg7CubrX111vWMPrUG\nf5d8/u4+mVc87mKy+kMGu++ip9shBrjvYbr3t7yseozfggfTz+1fHsr9gS8KH0MtKQDwlSuY6OnN\nhwHBbAhuzVO+KnxkMj4tymdq1mXuzs5gdXEhmZXOneRqCeNYrMWZ3Unj6oaivIzTd86j1ydvoSgr\nrXXcGnfyzs2i+/b15IVGGLzGEncKzkolLSzSaHLLHHfSyBU8c90jfDBoJl+ue5VhSYfpmXYWmVRV\nsKNWuLCp01BuvekN+t+7nB97jKNVYSZDLx5lY6ehTJz1IX3mreTFkfOIC4xk4vm/+a3zCCpcXA2s\nqorWRVmsD4zghYwUZvywEIWBbZ3z9v3CGi8vRpaX465Wk7h1Ba4VZcz6YTFjNq/kuzeXUaq80s1/\nuVM3Wp8/afb3KDCfFpXgaipBmoZUtVoTpNFhqsLYkRXI1gZo7MWgIKVIcjkJ9hANRyS3AB5971tc\n3PRvc6lwdWfW+2u455sdzHr3Z7PvaesADegfPF6zmqaxK5C1CXvQtbDrS7rVFSVJoxaVyAKBM2JG\nkKaxq5CN4UzeBNYVBQnsh0qlcpoElz0Q7lQbU+7UmFjiTpJwJ4GgUWhuiYarfA8xJ+RHpp/7iozK\nK0kuS9xpbc44Fqc+wGcdnsRV3vBEkSTBmykP82HavayKvofnIt6jLD3R6DXe8mJu8V7G94HjOVo5\nkAV5n1Ip1Q6MBygU3Ozty5eBoawNasUDPn6UShKLC/Podew8M85dZFVWHoUa4x01guaPrdypoF0U\nfvHnSRkxhtxOXen58Vu1jlvqTjKtlskfvMDlTt1I7dxd73WWupNcqyGtwHjc1Jg71Yo5yWRs6Dyc\nUXcuId4/nN7p5zn62Ux+/Hk+i/98l8V/vst3v7zA7q/ncP+Bn9jRrj/X3LWUBaMfIiEgAkl2JfXR\nIz2Ow626mFx/WF4KRysKuD44mN7JZ1jywT0MObUHeY3OOJ07FUla4lxc6FlWSv9da1k0/yb8czN4\n6cVvyQurnTDMbdUGv8zLJt9fYDktKsElaBo4a4DGWZNcTSVxK9C1iuvfGsba7XWswaIqGh3/VdNc\niku27+JMoDm1Aaj6Dg0FjvSKkqhEFggcRnML0jQFnNWdWjLNPcHlKIQ7NRzhTgKBoDF4OOwLpgRs\nZNypVWzLH2r2daVad15MfpqXk59mZad7iPJItMl6vki/gz/yrmVt59vp7nXGIncKUaTzgf8daHBh\nUf5bBs9r7eLCnT5KfgwKY0VgGHd6K4kvq+CRxMt0P3qeuRcusSG3gDIDzzWBc+DMRdWJhcXkdu1B\nQOxRAA4+u4jW//xFzLefVZ9jiTvJtFomfPIKXgW5lPiquNypfoLLmsKgDJkHfiXWuVNh7A6k0vx6\n1xS6e3MsrDPro4dxzV1f8NmAm9nTphd7I3rwTZ/rGXP7p1xz11I+H3Az2V76Z6BGZydxOri9yfXL\nsxPQyiRSFQpmBQWzNLg1s7cuY9WbM3nmp7eYsmctfde9z3WlxdxVVISvVss3OTncUVjA4o5d+fjB\ntwmNqt8Np5UrkIm//3ZBJLhMYHaQxklaxZs6jgzQWPNezprkaik4s2iY4sqgz0q9x3WDPkvys82+\npzWiYSxAA/oDHDokrQbNqfUWv6etqK5A1lXN6Nk60ZAoiUpkgUDQXBHJLefEWRJczuxOpuZvCXdq\nOLZyp6gQscWyQCCowtxdg2QyeKz1Ej5o/xxPJ73IXXEf8k/BICT9Py4pUPuwNH0W18T+RnplMFu7\n3khXr3M2WfPp0ig+SLuX76PupyQ92Sp3cpVVskh1P7GVvfmrbILJ8zu6ujLP1499PTqyIaYdtwer\n2FdYwtwLKfQ4dp5HElLZkV+E2tAXIhAYIDe6G67FhfifOUmFfwDbP19Fx99WMuDVpyhNTjTbnXyy\nM5jx0jxCE87w87Pv0vHIbs4PGNHg9SWmFRDXqiOdUgzHyY25E5LWoDt1z7jAqeAO5Hr68XfbvvzS\ndRQ/d7uO7e0HkOXtb3JtXpVlFLl5Gj1HKs0jtyiDQN02j1oNK/OSmTP3bebPfp1z4dFEJx5nyum9\nzCgqIkat5pJCwXdeXtwUGMhPqecMxp2887JRBAWaXKc+An3drLqupSASXA7E3tvsNGR7wsZG35aE\nBn/YmXncXgwKUvK7mUkuZ95aSWDb5JZ5Q9KNV2pYUolsjwCNwSoaHVoN2sQ9eqtpHEHNCmQddSuR\njQeZqiqRRZBGIDCPltAhLNzJ8vcUmIezJLhsjaMKg0C4ky2wlTsJBALzaAnuZCnDlHvZ2e0GRih3\n83zyfLof+5uZ55bwwsVneSX5CZ5IfJkxp1bT5/h2DhT14f12z/F5h6cIdLXdM3R+0kKeDf8QKbN+\nwswSd/KQlfOC35MsLniFMsm8OasymYx+Pp68FhnG0V6dWNWpDRNUvmzMK2TG+WR6HzvPcxfTOFRU\nimQk2dWQUSaCxsXW7iS5uBB3421Er6iaTVcS1po/v1sPyJh863juyM/D14g/BVZW0Pn1R5g373rS\nOnbh27e+o9vff3Ch31CKAoJrnWupO+m86VRkV/rEH0FfRttqd5IkBqac5FhYtEVrqkmFwhV3tfF/\nH5pTGzjh5kqPyitJQp07xbWO4tchU3k6NJy7goOZExDAMyoVSS4uXHZxqTrXiDu1ioslt3M3q9cv\nMEyLSXAJ0XBe9AVLVsi0fCWTDP+yhcRXMokVMse0dtYNgA2sm+QqdN4BlALnoGrQp/4qGh3WDEk3\nF1MBGjBRRaPDSDWNPalXgayjRiWyKVHSVSJbUuktEAgEzkhTcKeWTnNNcDkS4U4NwxHu1DnYuqIh\nUYUsELQsvBUlzA5ZxfauU9jS9SbuCF5Na7c0/F3y6e51mtfavMHxXsNZ0vFJBvsesul7Hy/uQnJF\nOEPLvq13zBp36ul2mBjXE2wpnWzW+9d0NheZjBF+PnzQvjUnenViacdwBvl6sTwzj4lnEum2/gAv\nHk/gVL7x4llB08FehUHnp99B2L6/CTm4BwC1jy8HXnibR0JDGVBayr70dFZnZfF8fj73FBXxf0VF\nvJyfz69ZWWy/nIpPYhzfvv0d2+98FJ+cTIauWsLOWx+o9R7WJrcAYiO7IpOgZ8LxeudZ605XXTpB\nhcKFEyFRFq2rJgn+4XTKMbx1tM6djrgo6FtZibsuQWfCnTqp1VzQJbiMuFP7Y/vI6tnP6vULDOPS\n2AsQtGz0BWgkJIqB9bKqHyRzJZAhq3X8K5nEepnEJEmGhFTruKPQJbkm7zjB6OVb2XrbaMJ9RWdI\nU8GRFcgAC7/doPf1s5mWJ0cbIhrGKIk/ZLiKRodWgzb1GPSbZdEaGorm1AaQGfjFo0YlsskKPK2W\nw+u+Y+jtj9U7Zm2QRiAQCByFoQ6qpuJOzoJ0bj+y6IF2fQ9nSHDZentCZ3Ana7wJhDvVxVbuJBAI\nBJYgk0Frt3Rau6U77D2/TJrMJLcfcJHVTvY3xJ1u9FzOd8X3M9nrJ6vX5SGXM8lfySR/JQVqDZvy\nCvm9rIz/nU7mnVPJdPfzZnrbYG6ODKGtj3ndYoKGY4+tne1BpVLFgQVvMuilJ9iy7DfKgkIAmPzz\nDoqBrXm5BMYeZciZk5SmpCHJZRQGhHCqU3e2RnenwssHAJeKcm58+yn+nTaHzHadbLdAmYxfhkzl\nzr++44n2i6v+8v+HVe4kSTywfxXf95xU616WciIkil5p59jefoDe4zp3SlcoOOrqyuTSUn728vpv\nCfrdyUWS6FZZyQlX1+rX9LlTWNwpfHIySR9o/kxCgfmIBJegUTC2xY0MGXP/+1lRVzbqSsZcSdao\nAZrqJNeukyLJZWdsKRqODtAYwtogjSWYG6ABiLznUwBSUsy/xhFcqUA2IEH/VdPI3bxMipL0X6W3\nCNIIBIKmRnNxp5aCSqWioKAAjUaDQqFo7OU0GFu7k6mtnW2JvZJb4NzuJCXuMexFwp0EAqfB7Lnv\nTkBT29r54qUijlf042nl8/WONcSd+rvtYUHep1RKrrjKjHcam4PSRcEtQSruiQomvayCXy5msjop\nk4XHE1l4PJHBQUpubhvCLaFBhHiLZFdTwd7ulDp8NP5nT3LtfTPY/slySkNbVx+rUPlz+eqRXL56\npMG4k2tZCbe88hCFgSHsvunuWsds4U5rB9/AxAMbGX/wDzYNGF/9ujXuNOPknyjLi1nZY6xF66rL\nlg6D+N/md/ngqplIstqb2tV1p6+9vXmxoIDfPT0pl8kMutPYsjJOuLqSL79yv3ruJElcs/wjDky6\nFakZ/F7gjIgEl8DhmDO/wZBsOGOAZmCQko0zr2XCim0iydVCcdYgjSUBGh3OFqAB4xXIOiRJi1fU\nAIJGzaVdmNLoubaewSW22RE0R6zd2lkEaWyPuXOvmpI7tQRUKhUABQUF+PubHnotcA6akzuZ7Mxq\nRHcSCJojdh+LkXjevvdvRujcqVJyJVHdiU6up/SeZ607ecpLae2STIK6E9EG7m0toR5uzIsOZ150\nOIlFpfx0MZOfkjJ5/FAcTx2+wOj2YdzSrS03RLdB6e5q+oaCRsFRRdWx9zyKxs2dcbMmcPjxhSSN\nn2pWh1Pb4/u54d35JPQezIaHXmpQ0sWQO2kULiy6ZQHvf/EoycERnGzXo/pYSkoBbfLTmHp6G30u\nn6Vb5gWU5UVoZQpSfIM5GRrFP216syF6KN0zLvDEnu+ZNW0RGnnDkkNHWsVQ4urJNYmH6nVxeSRt\nobCGO213d2emiwuPFxbyhrLKk+q5kyTx+KK5bBl9CyOvupJ8q+tNPbavJyD1Ij8t+ABDGyy28/Vu\n0GfTER3aMp2tRSS4RJDGObB0MHld2dAJhy0DNBcvFREZ4dPg+1wVHlQrybVl1mgilC3zh4qz4yzd\nW/amuQRoAGTpJ0y3sGvUVa3uo+YaPU0EaAQCJ0EEaczCGd1JYB66BFdeXl6TT3A1ZXeyZ2GQs3oT\nCHcSCAQtl5ruVCx54y4rw0NWbvB8a90pQJ5JnjagQWst0ngRWxJDnsYPIVij8AAAIABJREFUGVo6\n5VbQ1S8BV3nVdortfDx5qmskT3WN5GReMWsKSlkVm8Sc3/fi4XKASVHh3NKtLeMjIvFwtW941xHb\nOzc2TWV7wrqcuXMeGQOGMOilJ4hZ/iXnp99ByvDrKA8IqnWee3ERHY7spv+GlQRfjGPDgy9xdvCo\nevezpTtdaN2R12Y8zxvLnuOtm55ilX8vIvMu8+WuL+lz+QxrY0byQ88JxIZ0INvTD4WkpW3eZXpk\nnGd83G5e2rEEmaTlgYnPci6ondnrMohMxv+G3M6LO5awN6IHpa5XOiLrbZ0ok7HAz49NmZmcdXHh\nFy+veu40/O/f8Cgr5mD/aw2+ZcSpI4z7fBHLFy1F4yaKo+1Fi0hwCRofSwM0OnSysb5G94azBmhq\nJrmu+0EkuQS2x9I2cXNx5gBNeLgS/mthNwdTFcgCgUDQFLDWm6BpuVNzpmaCqzGwVZCmKSe3LKE5\nJbecwZ1EFbJAIHA0+txJNznLFNa5kwwZWovXma/2ZXX2DazIupGE8khiPOMIcslGi5yUjLZcLA7l\nqqBY7o76jYnhu6uTXd1V3vTp25lXR/Rib0oWK2IT+fn0RX4+cxG/jfuZ2jeGGQO7MTKmHQq53MQq\nBPakMdwpp2svNq3cTKt/dxD183L6vPcalV5eFLdqw2CNhG9OJr7ZGaRE9+Dw+Js5NXRcg5Mt5rrT\nvphBPDv7deYvf5VbPJW0y0vhswHTeXDCM5S7uNc7/0xwewrdvLj64jFyPXy57BvEs7u/JUUZSlxg\nZIPWDLC9/QAmnvubV7Z9xlNjHgWZzKg7PZ2eyHtfPE6X3tezcsQtaOUK2oUpaZ0Sz4yVH/DmM5+j\ncdHfTdl11yYmfvwSvz71Npc7dRdz3+2ISHDZAlGFbJCGBGjgymDPmnwlk+oNAHUWrgoPYsOMkUxc\nub06ydWmsRfVDBBBGsuwJEjj9AEaJ0AEaQQtDbtvsSMwirO7k62635s7jZ3gEtgP4U5ViCCNQHCF\npuZOlfGXGnsJNsOYN/nICtGgoEDrh1Keb/A8a9wpVRNBiCLN7HVKEvyYNY1FKY8zXLmH1yJfZ4D3\nUVzlVzpGlFHBFFZ6sil1CB+dvZmXjt/NkkFvMSgotvocmUzG4IhgBkcE8+51/diemM7KpGzWHDrN\nst3HCPPz4eb+XZgxsDsD27d2wqiZwG7I5Vy++louX30tSBI+l5LIOp8E0v+zd57RUZRtAL2z6T0k\nISEEAoRAqFI/ikpXijQp0kUURQEFQRRRQRBRkWqhi1KE0KVJl16kSO8ECCWkkN7L7s73I2xI2Z7d\nZJPMPcdzdGZ25t2YZG+e9oqkupYjpnI1lFba0wD6FlUbWhi0z8afekGtGXLpb2SiSLOwq6RZ23HV\nO5BwF08AfJNiqBcVQtvQczQKv0Vw/U58/spHpFvb0e/aftZu/oJhr0/jund1g56tjintRvLnlq/4\n5tBilg2eoDVVHepTlZGjF/Dl+u9ode0YC7uOwjXLm89mf0jwwHE8rBJU4DVeD+/SbtXP+Ny/ydpv\nlhJWq0Gh1yyhnVKf4CppolFaKGxwBlC7sefyXC3jlprkalmpfJ4k14HK/lTysIxAvUTJxRyiIQVo\nniMFaSQkJIqb0uZOiSFPcQ0sXyTPskRKQ4KrpBcGSe6kG2nvLQmJ4sXU22KI9+8VPCZCdKoLmUpr\nnG3ScbNPM+kzixNd7mQlKKlhfZ2bWfVoZndC7TXGuFO80p1EpTuVre7rtc7bj+TMyFhMeKYPm2sO\no7aj5iJ5F5s0+lX5h35V/uGvR20YcHw6o2puZkLtNQWutZbJeDXAl44dXmJBZhd2XQlh3ZlrLDly\nnl/+OUtAeXf6v9qKge1bUqeKn15rldAfISUZISMD0cER0cEBMJ87GbzvuyCQXLkqD+y9zbIefVF5\nU59rB+h65zgdhy4ixdaB124f539PrjPg6l7Kp8ShFARiHN254hPIrhov8+FrE0nPNT5wQ72OJNg7\n8/u2aXQb9BPRToUb/51q68Bbvb5h+YFZLFzwId/1/5yH3lU0Xh/h4cuY93+ix7/bmbn6S5xSErnQ\nsDWpDs5UCb2JKAi4JcRQLfQ6/7t9jvIPQzjXdQB/fToTuZ29xvtKmI5Sn+CSKHrMFaDRtAGopSe5\nXpmzmgOfvCkluYqZkh6k0YeyHKABKUgjIVHclKS9Sy0JU3gTlHx3Km2UhgSXuTA4SPOMW09NP6pZ\nX3eyZG8Cy+l6l5CQsAzi0x1ZfaUVf99pxPmIagDYWWWRlOmAh0MyjV2v0b/KgTwj8EoShrhTE9tT\nHM3oqDbBZaw7HUt/lca2p5Hl6/pSR4Zoxydxv1PFOZbfan2cp2NLF70qH6GF1xV6HJ5DptKaqdX/\n0Xitg60NfZrUpk+T2sSnprP1wk3WnbnGzHU7+X7tDhoE+DOgfQv6t2uBv7en3muQeI6QmorL1o04\n79mJ/eULyBLiEe3sEdJSkVeoSEaDxoidXie2fWewLr3hdkPdyTfpKZOO/86Q3jNyElOb677C5rqv\nGPTcvYEv0iDiNtMPLmRkty9AKNzfM64Bvox/dza9Tm1l0YLRnKnZjO0tunO1Sl2yrPOOb/RMjKbt\n5SP0OvUX4RWqcqhdbypEPqLdoc2Ui3uKgEiSszuhVWtzpsdgbjdvh8JG2m+rKCm9P3GFRArSGI65\nAzRQcANQsNxATU6Sa8MRKcklYTFYeoBGQkJCQoW6KuTShuROpZeSnuAq6YVBpty31NLdyVyFQRIS\nEvphSVODMhVWfHf8dRb814nOAZf46H97aep7Fx/n7N9jSlHgXpw3xy94sfB2Hyac/4gfGi2kT+VD\nhY0VFxn6uFOMwoub8vo8llcFYHtqf9rZ7aKe7UXshAzAeHcSRdiUOpQRLnP1Wu/CpM9wEFL4qdoX\nWAmG79nl6xDLznbjabNvES3uRtO5+iWdr3F3tGfYSw0Z9lJDIlzLs/HIGdYd+pdJv21g0m8beKle\nTQa0a0Hf1v/Dp/BbGpUKtG6LoVBQbskvePw6l7QmzUjsM4Co6bOQ+1fJTrIoFNjevYPi+Al8f/+V\nqtMn8mDiN8R07V3oJExRYi53+vTEKv58oSs3y1cr9H3ntxjE7jUf8eKjS5z0b2j0fVTuJMpkbHmp\nN/sbvUrn//bw0fZf8X/6kIfl/Ul0dMFKqaBy9GNsszI5E9SM1e99za2gxlr/v+pbWG2dmoL7rWu4\nhoZglZGBe7lypNWoRUqtuoj5ur48XaRkmS5KdYLLkkSjtGOqAA1kS4MTBSUj93mVbDhh+gCNKIoI\nWn5Z6Tqfm5aVyrPr40G8Nn+tlOQqRswZpDG2CtkQ9BENQ2cgG4KYFk/WwR+xaT8RwcHNbM8BKUgj\nIVHcSO5UNJjSm6B0uVNpwdXVFUEQiiXBZaq9S0s7+riTscmtonQnc2GuzncpSCMhYR7uRHrwxu/v\nUc39KRffm4ifS1yBa2SCSKBHJFWq/cfgans5E12HD85M5K9HbVna/HucrNOLYeX6ocud0kU79qT1\nYnPqm4QrKlPL5gpVrO9ihRwPq6d8kbCIDNGe1nb76Ou4ihdszxvlTnvTe5KJHS1sj+hc86XMpuxP\n78Far44FkluGuJOPfRyLm89kxK7JXHxvokFjJit4uPNRr4581Ksj98KjWHfwX9YdOsVHv6zi4wV/\n0vHl5gzo2pHXX2mDi7Np9p4uTVg/CcN3xJuINrY83HmQrIDAghdZWZFZsxYxvgFEvfEmzhfOUH3S\nGDz3bCdk5gKUTqVn71pD3ckzNZ4O987Q+p3fdL5OH3fKtLZleaOeDLm8y+gEl7qYU5KjCxtbvcHG\nVm9gl5lOQMQ9nNJTUMisiPCoQHg5XxCEQk0NCirviKBQUPHYAWpsWEX5i2eIDwwiMSAIRxdnrG5f\nxXflYuwf3CO+zatEDB5OYvOXS1SStDgp1QkuS6K0ViGbOkCjYqAoQ0TUGIBRyYapAzSLE9NJEkUm\nuNqrlQ1RFJlxLxoXKxljq+rX1t2yeiX1Sa7QO1C1hknXXxoprUEac4zZ0YWxQRrF9b8hJQbF9Z1Y\nNxls4lU9x5zjdaTxhBISEpaC5E5lA5lMhqura4nt4CrtmDO5BZbvToUtDNK2d2lVFylAKiFhckI1\n79kEcDPci45z3+aLFpsY0egfveOhzbyuc7LTe4w5O56eh2exre2nFpnk0uVO5zOb8W3CbKpY32WU\ny480tz2aZ3zgMMUCBsXsZYbbaB4oApgc/wsNbc8y3vVrXGXxertTpKIC85OmMLfc23p1Y/2W/DGj\nXGbiLosDnic5jHGntj4XeNn/JssvtmN8i106n62OAF9vvhjcg0mDunPl/iPWHfqX9cfO89bEadjb\n2dG93csM7N6JLq1bYmcrFSNYhz2m8usdiX/zbeI+/ARkMo3X5i6qTm7UjMvbDhMw9VPqDOvN9RVb\nSkWSyxh36nLnBP8ENCPB3kXna/V1p2212jLp2B+4ZKSQZGd658iwteeGf50CxwvrTi73Q2gxdTyC\nUsHtAe9wdN5ylM86tXK7k1VSIl7bNxDw9SekVQng3vR54KJ5fzCJbDT/dEpI6MBcARoVugIw5qg+\nThJFglMymZ2YjiiKBc7PuBfNirAEkhTKAue1oUpyRSam8Mqc1YTFmbbbRqq410xJH7GjD+auQFbe\nPwmIKENPIqYlGHUfXRQmuVWcQRqpCllCIhuDRjvrCNIYSta9xya9n7l4+DhZcicD3Kk04O7uXiIT\nXGXBnXRRmORWSXAnCQkJ01CYv8NNtS1GcrotPX55k29eP8D7jfVPbqmwt8pkcfOZBDiHMerMZxqv\nSwx5WsiVGo4+7rQ65X0mx//Kxy7TmVfubVraHSmwN5aHVQxT3CYwPXEWTW1Psc7rFdxkcQyJ3sO9\nrCCt91e5U7SiPGPi/mSw01Lq2FzWvXZ5Ve7Ia9PRfnue44Vxpw+b7mXJ+VdQioXzOUEQeCHAn++G\n9+PugS0cW7uUd/p259Dp/+g9+jMqvNiF4V98yz+nzqJQlLw92kxCZiZ+b/Yh/p33iRvzqdbkljpE\nO3vufvczqTVqEfjZKLBwBzbFeEJ17tQg4jZn/erqfK0h7pRi68htT3/qRN01eI3F5U61j+3l1eG9\nuN+1D/tW7iC0a5+c5FZ+FC6uRA5+l0s7jpNStwEv9GyD/ZlTej2npk/ZLewutQmuIhMNEwdpSgrm\nDtAUB4IgMMHVnoFOtgVkI7dkDPNz48sAL4NH7eROcnWYrTvJJe0DJwHmEw19UVz/G3hWnSYqUVzf\nWej1mBJpNKGEhOmQiiXMR2n0JjC/O5V0SmqCq6Rjyj0kjKE0uJPU+S4hUXL4YsurvBwYyrCXLhh9\nD5kg8lPTuVyMq8HWR61NuDrj0ced/kwZwfbU/vzh2Z3W9vu1Xvui3WEmun7Fh7FrOJDejXEu0xjt\nMpOP4tbwQK59b6CzGS8yPGYrHe2386bTEr3WfyKjA23s9mIr5C0aKYw7Nat4F0EQuRFdUa816INM\nJuOlJg34dcqnhB37m13L5tOzQ2s27v6HV4d9SOU23Rn33TzOXL5WpgqVPOf9QFblKsR9MMb4mwgC\n97+ehcO9O3ju3Gy6xRUDxm6JUSs6lGvlA3ReZ6g7XfOuTu3o+watxdxF1ZrcqdbJ/by28BsOLlpH\nSL+39E6Wira2PB47iZBZi6n49gDsz581aM1ljVKb4LJ0dH0wWPIHR2kN0oBm2ZidmG6SAE2BJFd0\nrInfgURZQ5doFCa5FfvgPor7J0D5rGpLqTBLJbK5q2ikII2EROmgpLpTafYmML87mYuiSOhKCS7L\nRHKnkkFZrkKWkNCXkCgPNpytz5z+uwucM9SbHKwz+fV/s5l0cRQKZfGGCvVxp8uZjVmTMoJfPQbh\nbRWp133b2e/hV49BrE99mw/j1uImi2OY069Mjv8FuVhwB5frWS/wdfw8piXM5TO3rxju/LPe7+Fm\nVn3q2FxSe06TO+kqDBIEaFLhPucjtCfkjMXGxprOrVuyYubXRJzczfr539GiQT0Wrd1MizfeoWbN\nmkyZMoUbN26Y5fmWglVkOO5/LCXyx5/02v9IW+e7aGfH3e9/oerMKQhZWaZcpkWhyZ2cM1NJ1DFG\n0Bh3SrRzxiWzaAqaClNU7Rb1hO7zv+LkzyuID9LdyaaOhFbtiZyzAN8RQ5ElmXYaWGlCSnAVA/Mu\n3OebMyEahUP1wfZTaEwRr0w3hQ3SiOiQLB3ni4L8stEkPJHglEyTBWjyJLk++UFKcpmJmKdRDOjW\njriYoh+lYCkYE6CJCY/J+cf24cECrfSiUknKuU2mWmKhMEX3lrbxhKZECtJISBSOkupOZcGbwPzu\nVFIpaQkuyZ3M506W0sVVktxJQsLSsYTO98WHmzHspfOUc8q7b5ax3tTK+xKedgnsj/if2dasC33c\nKUu0YXrCbCa4TsHHKiLPOV1uVMPmOis8e/Cq/XYWJn3GyuRRRCl8+ThuBcEpw1mZPIqv4+fzxtOD\nTIpfSID1HYK9OvKS3SHD3oeiGtWsQzSeV+dO+hQG1fYK406Mr0FrMQZHB3ve6NKBLQt+JOLkbn6b\n8SX+Xu58++231KlTh0aNGjFr1iwePXpk9rWYm/z7vrutWUlSj94ofLR/nWOeRjG4R3ud3pTcsCnp\nlatS7p+CieiSQGEKg+QyK6yVecdc5vYmY93JRiknS1YwKV1caCqq7j5/Mv/2GkZsnQYaX6vP3qUp\nnbuR2rodXtMnG73G0k6pTHBZgmhoQhRFEjPl/H4jTK1wWPJeBYUN0gQLSpYLokbhEBFZLogE67FZ\np7lRyUZuTBmgyUlyxSdISS4zseq3BUSFh7Fp5eLiXorZMLZNXB0quVAhZCZiE/kfgphXRgRRgU3k\nf8Q+CDXJcy29eysu5imjB3Yq08E+ibKBJewhoYmS7E6FoSR5E5jfnfTB0sY7l7QEl+RO+pM7MKNC\nmzsp7p8odnfSN7lVGHeq6uIkuZOEhB6Y6vNq49l6DHvpfJ5jhfWmN6vtZtPDDiZZn6HoG3M6lN4Z\nL6soOtjvynNcX3faKMvkdcd1rPLsyiLP/rzptIjLmU15JK9KguhOY9tTzHD/kC1erXnLeSEuMsM/\nO7JEG2wE7XtaGuNOdtZZZCqLNrDv7urCO317cGDlAsLCwpg/fz62trZ89tln+Pv707p1axYvXkx0\ndHSRrstcuPy1kcQBQ3Vet+q3BYSHPdbLm6L6DsHLQscUFma0s67CoAfuvgTEZe+XnN+bwHh3Coh7\nzEM3/RO95nYndVS8fQWvx/c48ca7Wq/T5U2qfd+fTpmBy7ZNWEVFqL2urFMqE1yFwdx/GAuCwJRm\ngbxT26+AcIiiyDdnQixynIspKpBTgJ2CqFY4VKKxU8i+rrgrklWjdXIz4160SYNmLatXYtf3n0pJ\nLjMQ8zSKPds3I4oih/b8VSb/wNa3AlmdZABqq2hyEEVsH/6j9nVFRVHsvVXVxYmNKxeV+mCfhISl\no8udLHWfp8K4U0nzJjCdO4n375lyWcVKcSS48lch60tpcSdzBmlUaPIfS3enokKbO6mCNBISEgag\nYd/3iARnUjNtCKqQN6lQ2JhTC6+rnI8NMs97MRGbU9/kDceVeY4Z406CAP7WoQx2/o2GtmeoZ3uB\nMS7f0dNxPTVtrmNViCIiRyGFFKWz1muMcaeEDEecbdI1njc3vr6+jB07ltOnT3Pnzh2mT59OdHQ0\nI0eOxNfXl65du7JmzRqSk0vmiG4hOQmbxw9Jr6+54wYM96akxs1wumr8Pnk565PL8bh2kcBNq2k0\nZxpNfviSBj9/R5VdW3B5cE+zhxQTV70DeSHyjmndSRSpHxnCZZ9AE6/WODQVBjXdGcy5rgOo4eum\n9fX6xpyU7uVI6t4LtzUrtV5XVpESXMWAJuH45kwIv98IK1UBGhUCAsNFgW6iUEA4cotGNzH7OoHi\ne+8qyQhOyWSgky3/+boy0MmWFWEJpk9y1QmUklxmYNVvC1Aqs2VUqVSW2OSEuTdJ1yQZmqpocs4/\n6+ISMpOKJVBjqgpkXSN24mKecmj3Vo3SKgVpJCSMQEOQRhfa3Km0JbegZHkTFKE7Gfn9U1y4u7uT\nmJiIQqH+89SSKC3upA1t3VuFTW4VlTsVd/dWYd1JQqK0YAlTg6498aZ+pUi1WwQVJuZUx+0+d5P9\nkCutiuBdPEdfd0pTOnBD/gKt7A7kOV5Yd+pg/zenM1qZ5s0AgTY3uSOvo/G8Onca5uem050uR/pT\n3/uhydZZGAIDA/nqq6+4du0aFy9e5JNPPuHq1asMGTIEb29vBgwYwPbt28nIyCjupeqN3e1bZNao\nCTY2Wq8z1JvSqwRgExONLDnJqHXZxsdRd+k8enRrQfNpn+B59SJpXt4kVQlA7uhEpcN7af9+PzoO\n6UrA1nUm2++rsO603TmQ164fRhALJouNdadmYddItnXksauPHu+geLq3AALPHeVa6y5ar0mMjTbI\nm5J79Mbx8AGt15RVLGdgpYkoUtEoxB/ZKuEA+P1GGL/fCAPgndp+TPKyt5gAjSnJFo7sf98pZP/L\ncBGLCtLkl4wJrvY5beN27g6sCMve5NCk4wqfJblemzSLDp/8wD9zPsfPy8Mk9y7pGFOFrKqkkT/7\nQJdnZXFoz1/0fesDynmWN/USi43Cioa24IrWKhoVz6ppMgJfJyY8Bk9fT53PzI+lb5C+ceUiRDGv\ntL43Xpp5LFH6sIQgjT5ocidLS26ZipLgTVA87lRScHd3ByAxMZFy5coV82o0U1bcqTDoSkoZ6k5F\nSVF0vauQ3ElCouhIzbTBxV5z4sDYmJONTIGNICddYYuzLC3nuGtgeRJDzJO0NqQw6I68DtWs7mAj\nFAzgF8adattcYW3qe8a9ATXUsb7E8YwODHRaXuCcJnf6MsALQKM7ZSmsOPukOgu7/G6ydSof3kTm\nX6tQ9xAEgQYNGtCgQQO+++47Tp48ydq1a9m4cSPr16/H3d2dvn37MmjQIFq3bo2VVdEmTw1BSE1B\n6eSi9RqjvEkmQ+nohFVaKkpn7ffPj8ee7TSc9ilhrTpw5OdVxNfUkDhVKvE9dZjaKxcTuHEVp6fN\nBTd/g56VG4fUJJrfPE1Q2C2846OQKZUkOrlyu2INrlWpSxjai15iwmOI8axOgo0jHcMvs7diwzzn\ndbqTKNI0PZ2GZxdT18oFbyETpSAjMPYRl3xqUjkxkkduFYx+f9oobGGQc+xTrDMziatQGW8tr/93\n80qDvCn9hUbYX70MCgVY8M9RcWCyDq779+/Tv39/OnXqRP/+/QkNDTXVrUstuYVDxZRmgRb1x78p\nurdyk7+qppdMWexBGtV71CQZQI5s6FNRYwym6OQqKQFKc5O7kkaFOSuR9dkQUh3FuUG3riCNdcwN\njVU0KgRRgXXMDVMuSy+KYv8IALfMVA7t3lpAWqVKZAlTUhrcqaj3PFLnTpaWODGlO1miN+WmON2p\nJKBKcFn6PlxF7U6Whq7CIH06rgx1J0scVVjY7i3JnSSKAsmdnmNnLSct63mXiboRv8bEnBRKGZlK\nG2xlpukA0UZMljtXUmtzPesFwuSV9Zqu9kRRmcrWoRrPG+tOla3u80Re2ch3UpDW9vs5m/kysYq8\nhaCFcaftt5tQy+sJlVwtd/KPTCbj5ZdfZuHChTx58oRdu3bRrVs3goODad++PZUrV2b8+PGcO3fO\nIr1QtLVFyNTecWaUN4kiQkYGSls7AxYj4j97Gv6zp3H8xyWcnTxLc3ILQCYj/KX2HFyynpC+Q2g/\noh81/z2o//Oe4fc4hHeXTWX+uNcYdHgtzmnJhPgGcqtSEGm2DnS4dJAl897jz81f8Ordf9UmqXI8\nRxCYWbcn319Yi4M879dVkztZiSJvpaRw5OlTZsXHUiXhMYe967Cocmsu+dTEPT0JENmy7hNWbplM\ny0eXDH6P5sY94jGxFf0J8tYcL1R1bxniTUr3cijt7bGKLbjfXU2f4osxWgIm6+D6+uuvGTRoED17\n9mTbtm1MmTKFVatWmer2RUJRB2lULeK5+eZMSKnt4FKhqqpRVdQAFhGkEQQBF0EoIBm5z6sqalys\nZCb/f9SyTiC7v/+ULrk6uSobX2xRJslfSaOiLFUimyJIk9J8ksHPNbaLyxBMWYGsK0iTuwJZhVSJ\nLGFqSoM7FTXq3GnGvWiLS3KZEkv1Jih+d7J0SkKCqzjcqaqLE6FJKSa9Z3FjjDsVBcXVvaUitzsZ\nMtq5rAdpJDRjCe5kKYWlQRWiuf7EG1FE7ZhCMC7mdCepMpUdI7G1kpt6yYgiXEh5gZVP+3M8qTlJ\nCmd8hEfIUBKn9CJNdKSezXm6O26grd1erIWCa1BghRU6CgqMcCcrQYEC03VEuMoSaGu/m/WpbzPS\nZfbztRnpTkpRYO7proxttttkazQ3NjY2dOnShS5dupCamsrOnTtZu3YtCxYsYN68edSoUYOBAwcy\naNAggoIsY9+3rIBAbO/cAqUSZAV7QgzxJll6Go43rmL3+AE2MU9BAKukRBSubpp/aHNR6dcfcTt2\nkKsb9xNtbUBiTBC412sQ8TXr0OOjt9j8+RzuN3pR58us5Fn02L6cVw6sZ0/nIfT/9E/indVPIIh6\nGEPnOycZf3I1/a7t48v2o4lyzo4H5Y85/V2pCX0enWbGxWDGN3kr572rc6eghDAWn1lGkl05Rjd5\nnVNeNXOuL5+ewLyDfzKmy2ccrdoEW3km3W4fY9a++Rz3b8S3rd8l2a7w/mCKomqZQo7SWnvKZX/w\ncp0xJ7XuZGODkGX6388lHZN0cMXExHD9+nW6desGQLdu3bh+/TqxsUVbVWApoqEPuecfv1Pbj9C3\n2uTMR7aUCldTd2+pUM0/zo26TUCLgw9c7dVKhgqVbIytap5AfotnSa6cTq7IKLM8p7SirpJGRVmq\nRNaEJVYLm4PCdm/lr6RRkbuiRgrSSBQWyZ0MR5M7WVJ3kDncyZJ6v/t/AAAgAElEQVS9CYrfnQqD\nub//S0KCq6y4k6bRzqYoDDIWS/KyonAnCYnCYinuZCn4eyQgV8h4FOum9ryxMadzsbVo5HHb5Ou9\nn+5P71srGHn/R4IcQthU8x1uNmzJGq8urPbqyk7v5mz0aktXh01sShlKr6fHOJ7evsB9XIREEpTu\nWp9ljDvFK8vhItNvP0Z9ed95DlvTBnE7K2/XjTHutOh2b2xkcvrWPm3SNRYVjo6O9OvXj61btxIR\nEcFvv/2Gv78/06dPp1atWjRp0oTZs2fz+PHjYl2nwqs8ShdXbO6q35JGlzf99fsCPHZvo87QnjT9\nX3WqTZ2Ax4FdeO7biWhjS/1+HWnyYi38Z07B7mGoxnW4nD2Jz7oV3Ph9E/JyHkZNDoqt25DNk+bS\na9ZnOCRqd1G79FQ+nf0hNUIu89W369jRY7jG5FZYWCJZVjbsqNWGHoPmc718ANuCxxEUrfn9jGvy\nFs1i7jL18kaNYwlfirrJrkPfs6paG3q0/YxT5YPyJLe2Hf6R1f4vcrRqEwAyrW3ZUqcDnYcsQCYq\nWb9xIh6pCXnuaei2GKYqDMpwcsEtVfN+a4mx0Zz7Z6fh3qRQIEtIQOFq2dt9FAcmSXCFh4fj4+OT\nM0fVysoKb29vwsPDTXH7Ukd+0VC1iKs2AbWkQI2pyb+5519KmdpNQIsTXdXF5q4+zp3kavfmSCnJ\npSeaKmlUlKY/sI0J0lhSEMUYirJ7K/cc5PyUpmCfRPEiuZN28o/ZKavuVBK8CYrfnSwVS09wlTR3\nKurxzpbmTuYK0uiT3JLcScISKA3uZPDUIC37vgsC9Gh4gzX/NihwrjDeFBzake5+xw1bpw42xnSn\n681gupT7h5P1XmNUhT+oZv8QWb4klIdVDB0ddrDYsz9fu41ndtI3fJ/wPXLxeWdVTZtr3JLX0/gs\nY93pVlY9alpfM80bfoa3VSRjXGbwRfwCnmbl3WfdEHc6+bQ+M68PZVm3pQW+ZjrR8j1kDKYoDipX\nrhzDhw/nwIEDhIWFMW/ePKytrfn000/x9/enbdu2LFmyhJiY4vkcTu7UFdct6wsc1+VNdVJSmPDH\nQsov/4XI/m9x9tw9rmw7wp2ffiernCePxk7iv5M3uRa8C0EUqd/3FfxnT0PIyDu6T8jKovqkj7g3\nbQ7yQnbR32/Ykhsvd+LV337UeI1MIefj+eOI9fBh1oRfiPPw0fv+WVY2zGs5hBmth7Nm8xdM2jGX\nLUdmc337OO7/NZob2z9m6+EfGXtzF1816E+rqJtsPjqHiql5CxPqxT1k1clfeaflSP4IbJenw61z\n2AWO7ZvC1srN+K5urwJrSLZz5LNXx3KoWlNWbJ2CnVz7iEmDEEVcE2LxiI3EMeV5vE2XO0VXDsAp\n/BFWaalqz6vr3lKhzZts795B7u2DaOA+bmUBk+3BVdIpqvGEmkQDns9HLq17FeQXDVWLeO75yJYU\nrClOcpJc0bFSkktPtFXSqCjKP7ATY6P57t1eJMYVnI1bWjEkEGRokEZfzFWBrEIV7IuNtoxgn4RE\nYSjsH6imDNJoo6S4k6m7tyzZm8zV5V/asPQEl+ROmimq5JalJdGMQXInibKEpXW+f9D2DEuP/o/0\nrOejsArjTVfjA7iWUI3XKx8x2RrXPO3DD2Ef81fQUEb4rMZKeP65o80nmtqdYq1nRyIUFZmS8DMK\nMTt86SN7AsADeUCB1xTGnS5kNqeuzcXCvt0CdHXYTEf7HfS5tYIHGZUMfv3eJ80ZeHw6f7ScTg2P\nSJOvr7jx9fXl448/5vTp09y5c4dp06YRGRnJBx98QIUKFejevTtr164lObno3DPhrXdx+/MPhNS8\nyQlt3jQsJYVVsbEscHNjQsvWxHTtjWhnD4Dd44e4nT7G0579AEivWp0Hn0/n0q6T2N8LoX7fDthE\nPk/UlzvwN1neFYh75TWt69TXmw4NHUvtE/twji34ORwSlUrXXasQgGXvfo0oM3xMZ7PHV3n7wnas\nsjLp+fgcB3zqMfTF0TTt/B2dOnzJ4podUQoyfjn7BzJRSYS9Oyf2Tmbm+T8JSgjDRp7FktNLmdxg\nAEd86gJgrZTTJew8fx2ZxcwLa3inxUh+rNtT82hHQWD2i0N55FaBcafWGPwe4HlhkGNKIp13r2bS\n9yNY8kFrZn7ei2lfD+Gnjzsz/+POjPnpE2of24tMrnmfwsCK7sQH1qb8xbMFziXGRnNWTfeWCm0F\nZg6njpPeqIlR76+0Y5IEl6+vL5GRkSgU2XNwFQoFUVFR+Pr6muL2elHkomFAkCZ3FbIgCLjaWhcQ\njdznVZtKFudeBUUVpIGCm4BKSa5sWtQJZO/vP0tJLj05eeQfjR8QKuRZWZw9Yfgmm7pQ1y6+P3g5\ncZFPOBC83OTPM5SSHjwpyu4tbZU0KpRKJauWLTDZmiTKJpbgTiWFkuJOpkTyptKBpSe4itOd1FHU\n7qRrPGFJpii7tyR3kigqJHcqSOMq4fyvahjTtrfLOWasNymUMkafncDndVdhZ6X9s0Ff/kt+gR/C\nxrKx5jsEOdw1+PWOslR+LDeCOKUnf6R89Gz90NVhE3+lDspzbWHcKUO04+/0vrzmsLkQ71YzI1zm\n8pb3OrrcWM9vkYPJVNrofE1Mhiujz0xgzLnxrH1pCh0qnDPL2iyJwMBAJk+ezPXr17lw4QLjxo3j\n4sWLDB48GB8fHwYNGsSOHTvIzMw06zoyg2qT2qotXj9MzXNckze9nZzMu8nJdPPyYrOtLWdPHnp+\nUhQJmDyOJ2+PRpmv6ybLy5vbC1YR3bU3dYd0xyY6O+bns24FEYOH61ynPt4UVN6RdGdXrrfqTKO9\nmwqc94l8SJfdq/VObuV2J1t5Bot2fMuKv6ZQPe4xCpk1TvIMPry9hw3H5/PvvslMv7ieDJk1M+r1\nokHXWcyt0412kdfYV+EF0qxs2HbkRx5sG02F9HjaRl5l+alFHNw/jUdbRjL+xt+sq/Iizbp8x0nv\nWjnP1RjfEgQmtxtFrxuHqP30nvprtGCdlUm/DT8zb3xXqoXeYFeXN/n0x22MXHSEj37Zz3tLT/Dd\npGWEte1I822r+Pit9tQ9/LfGkYv3u79B9S0Fk237g5eDHt60M3hZ3oOiiNvq5ST2G2zweysLaN/x\nTE88PT2pXbs2O3fupGfPnuzcuZPatWvj4eGh+8VlkHGNqiGKos55u8URoNG2LsiWBmM2NRcQcKKg\naOQ+P/zZ7wSnZ/8tAS0a1mfv7z/T6Z0xtHtzJAdXLaRSBf3bhcsSG/fkHaMQk2Re6dGGqiJDFEXO\nHtjJKwOH41rOy2zPkyfH8WjtZGzaT0RwyDuDvSiSW0JmIo6XlpDa4AOg+PZYKWz3FsCts8f0Cvad\nOHKAjydNLfTzJMoukjsZRllzJ8mbSgeurq4IgmCxCa7idKeqLk6EJqXk/Lc53Sn/aGd5chzhG75G\naP1pAW+CsuVOpkByJ4miQnIn9fw6eAeNpo2mfbl6vFLtKmCcN317dRgOVpmMCNxmknWlKe0YG/od\n3/l/S4D9gzznDHEnOyGDqW4f82b0blrb7aOmzQ16OaxhWMwOhjgtxcsqOylQGHfamjqIWtZX8LcO\nLfwb18Bw77W0cT3JFw++4ueIEQz03EIr11O84HgdV+tkRBEep5bnQmxNdoS1Ysfjl3mjykHOdH4H\nN9sUrfcW799DqFawo62kIggCDRs2pGHDhvzwww+cOHGCtWvXsmHDBoKDgylXrhx9+/Zl0KBBtG7d\nGpnM9MPJor6dTdV2zUhp04HUDp2Agt4EkHH0BEGjhnBl+zHm+/kXOO+7YhHWcTE8GTFW/YMEgScf\njMc6KZHqn4/m1sI1uFw4y62Ffxa4NLc7GepNt1p0oPm2VRwbODLP8Y77gjncthcxXhXzHNflTo3D\nbrBy6xREAea8OIRgt7o8cvSkWcxdlp5eQt1uc/BLi+fV8Mt8e3EdAiIf/m84Oyo15ah3bX49+zsN\n4x7QtPN3/Ld7EnNrdyPRxhGlIPDAqTxX3P1JsbHP+6XSw51iHd1Y0bA7Qy/tZNIrYzR+PfLTUoxl\n7OTxhPtWZeLMLcS7qxkNKQhE+VTmUv0gLr3ai0o3LtJz7iTqHN/H1gnfk2WfNx4V+lpvXlg0C7eQ\nmyQEPk/QXTtz1Chvcjy4D1lKCqltXylwvbTvu4kSXABTp07l888/Z+HChbi6ujJz5kxT3bpUYol7\nFSxOTCdJFJngaq/2vKoixgmRgaLhHyADRZnWII9KOKQgzXOUD2/mSXK1HzpKa5JLvH0GoWazIl6l\nRH72By9HfNa6rlQqORC8nN6jJprk3ur234o/vQVSYlBc34l1k6Kv5rB9eBAhPQ7bh/9AFd2VRoZQ\nlBXIAEs3H9J5jaeLrV5rkpDQRXG6U5GPJzQBZc2dJG8q+chkMtzc3Cw2wWVJmMKdQqLU73OQn/jT\nW5AnPEVWTN4EkjtpQwrSSGhDcqeCeLumsO799bzx62hW9lxIx4ArgP7eJIrww7WhbHnUjn0dxhi+\nx5MGNsb0pIrdI7p77MtzXOVO/ZLkah1GnTv5WEXwrvN8liZ/wuxy7+Jn/Yg+jqv5PvF7ZrsPz5la\nZow7PZZX4bfksfzm2dsk71sbgfahbAh6l5tpgayL7sXMsDFcTauFUrRCiQz3q8k09LhNG+8LzOi6\niPL2CWZfk6Ujk8lo1aoVrVq14qeffmL//v0EBwezdu1ali1bhp+fH/3792fQoEE0btzYZH8PKD08\nebJ8LRXf6kfEz0tzkly5ETIyqP75h9yfMpNMNcktnzW/4fvHQq6t+RvRRnvX3qOPv6R+nw5UXDKf\njIqVUTo5a73eUG96UqMuvneuZf/AP/saWWdm8OLJXXw1PVjrsyCXO13bwUdKW8acDuamV1X69puF\nwso6pzjojGd1kqztaRt1g0MV6vFHYDv+qN6WPo9Os+HYPBbXfJXZtbvzVsvRLDu9hE3H5hHqVJ4l\nNTvqXIO+7rShXkcOrnifb9qMAHQ7UdXIUL5cNp5NfUZyuG1vzWMQyetOj2s3ZMmCrXT7eQpDvnyX\nP2csJ8veIced5E7OXBo9keZTP2H/im2I1tkpmCkr/1Y7BSo/ud1JlpiAz2djiJy7EMyQ0C0NmOyr\nUr16dTZu3MjevXvZuHEjAQFFVz1gqaJRkhBFkSRRJDglk9mJ6QVG3eRu90559t/GoCsIIwVp1KNK\nckVGx9J+6CgeR5S+2cvFRVzMU0YP7FToDdRVH1CqShrFs3m8CnkWZw/sNNt+EvLkOJKvHQZElKEn\nEdOMk+CssBC1/+hCyEzEJvI/BERsIv8j9kGoUc8vrUhBGgltFKc7SRSe3O709ZMks7iT5E3mx9xj\nzt3d3UtVgstU3pSbonQnXd5kSPeWqdzJWHezBPQJ0EhImBLJndTTquYDNvadx7s732fCgcGkZmlP\nKtsEZO8F9SjFm55HZvH3k5fY234sPvZxJlmPKMKKqAG877Mq3/Hn7qRuxLI2d+rusIGLmf8jQpHd\naTLc+WeeKiqwLHlcnnsY4k4JSjc+i1/KcOefqWJt+EgzQ8i9DUgthxCmVp7FjtpDuNeoKTcbteBu\no6aEvv4629p8xvjawVJySw22trZ07dqVP//8k8jISIKDg2ncuDG//PILTZs2pVatWkybNo3bt2+b\n5HnpTZvzZMV6KowfRfmvJxbYk8t5xxayfCoQ2+X1PMetY6KpMeZtKqxaxrU/dxLh6KjTnUQbG+5N\nnUWFtcvJ8NO+V5sx3pTs6Y1tegrWWc+79X3u3STGs0KB7q385HanTy/tYuDlXUQ5eTCw7/d5klsA\nCAJ7Kzbkpae38hzb7N+C5g3eoce940w5uZSM8Hu8V6kdQfGPCUP3yE5D3CnG0Z375SpSN0r3WFSH\n9FTmrvic4AEfc7hdH72TWyrktnZsG/898T5+dJ//VYHzd3sPJsO9HE1/+DJnlKGhyS0yM6kw8m1S\nXulCapsOOl9bVpHSfqUE10A17ZMGIAgCE1ztGehkW0A2tM0yNhcPMzK1/lMWkZJc5mHjykVEhYeZ\nbAP13JU0KlQVNeYg/vSW5/seiEoU13fmnNMnSKMrGKPrvO3Dg89nDotidjWNiSjqCmSDRUNCQkJ/\nDNi7tKSQ253y7+cguVPxYWmFa6UtwWVKb1J97halO8Wf3vI8YJrPm/RFH3fSRn53SjlXcE8MYylq\nd9IHyZ0kSgNFvuc7GOxOL1e+zfl3Pycy2Z2ghXP5+khfbkRXRCnm9Y8MuTUnHtXk/dMTab7nd14q\nf4lDr4yigkOsyZb+IKMysfJyvOzyb57jhXEnB1kabe33cCQ9u9PDRshibrlhHEjvxrzEyWSKhv2u\neSAPYHj0Bupa/UNLq8XF5k2CAA6yDGxlWdpi6xZFsfw85MPJyYkBAwawfft2IiIiWLp0KX5+fkyb\nNo2goCCaNm3KnDlzCAsLK9Rz0v/XgtCDp7GKjKBay/p4/vgtNvfvgijivmIZ4W+OyL5QocDx+hWq\nfjORhp2bkeFXmSvbDpPhX1Vvd0pu1AylgyPWcZp/Fqu6OBntTaIgy7NfVMU7V7lfrY6Or8Bzd+qR\nlka31FRsMlKY0Gkc6TbqJ1ic96hGo9j7eY5lhYUQYetC13pD6BZzi/5RV8iQWXPP3p0O8fcRHmn3\n9/zupMvfrngH8lKm7v/3o/9eyPU6zTjxcjed12pClMnYOeYb/G5dpv3Vo3lPCgInZi7GLeQmLaZ8\njHWq9nGj+bF6GoXfm30Q7e2J+naW0WssC0gJLmMohUEaeC4b+TfeLMoAjb4yUdaCNSqkJJdpiYt5\nyqHdWxFFkUN7/ip0NXL+ShoV5qpEzqmkUWZvtIxSoVcXl5CZiNPZWcgfXNb7WeqCNTlVNGL28wVR\nUeIrkSUkygJS53s2hS0OgpLnThJFT2lKcJnam6Bo3SnHmxTy7AN6ehMY7k6aklzGupOfn36Jq6JE\n6t6SkNCfonInL8dkVr++gH2DvyMhw5Ee6z+l/NyltPjjG9qumkyjZd9Tfu5SPto7jCDXh1zqOpiJ\ndf/ERqYw6TouptalkdMVteMOC+NOdW0ucTOr/vP3a/WUpZ59CVP481bMTs5ltMwdv1dLitKJnxPe\n452YzXS0W8kQh2/VJpbKUsyppLu9h4cH7733HgcPHuTRo0fMnTs3+/tswgQqV65Mu3btWLZsGbGx\nxiVxlZ5eRCxeyeN127GKiaZyr05UD/LD/vxZKqxeSr2+r9KsSVVqjhmGwsWVy9uP8nDiNyjtHQxz\nJ0Egrs0r2IU90nhJXMxTo7zJPjkRUWaF3NYu55hLTBQxnr5a37vKnbwyM/gmIYF1jg7clyk541EZ\nUF9U/djRE9+0OF56cp7ehyfz6sW/qJsSiZWoJNbGkeE1X2fm/f34ZCZjp1Rw28GT3tE3DHInxf0T\nWt0pytkDjyTtHamVox7S+uox1gz+ROt1oLswKMvegYtf/0ijedMhX/JR7uTMoUXBiDIZ3Qd0xP3w\nvgLXFEAux2VTMFXaNyejXgPCl6wCHWMuyzolPsElBWlMiyBky4RKNnrJlEUSoClL8lBYpCSX6di4\nclFO95NSqSx0NfK/m1cWqKRRoa6iprCVsXmqkFU8q0bOLxqqwIyQmfRsdnEsDnEXDHpefuHIU0WT\n83zd1TSmpKJtGus+G0RqguZuNVN1b0lISEiooyS5k+RaRU9pSnCZ2pvAcHcqDNq8CQoGaQrrTuoC\nNaXJnSQkJCyX2l5PmN9xFXdGj+P2yHHM77iK6W03srz7EiLHvc/5d78w6xi8O2nVqeWguTDcWHeq\nbn2LUEVgnmPusjhmub/HMKdf+THxWwbG7Gd58kecymhDmLwyUQof7mbVZHdaL76M/ZbuT09yR96I\n711eo7P9Cp1dU0XpTokhphv/W1bx8/Nj3LhxnD17ltu3bzN16lTCw8MZMWIEFSpUoEePHqxbt46U\nFMM6aQAya9clauZ87l0MIXL2L2QG1ebJe2N5MGk6/x29ysUD//Fo3Jdk+j4fMWioO8W37YhNXCxC\npvrvu40rFxnlTb4h14ioXivvCD4xe8c6ret55k4fJCez3cGBppmZrHFyUustHhlJjL26hT8PTqd2\nQhjfnF/FoPhIPnh8jLU3NxF56kf+uhZMhcxkNnrVZfzjk4iCwFavWgyOyi4gMqU7KXX8cL/+7zaO\nt+tFmqOL1usyEmN1ehNAVNMXyXJ2wffUkQLnFA6OnJ42j/uTf8B/znQadmpGpV9+xP3oAWzDH2Md\nG4Pd44eUO7CLoJ+/JaBpLdxW/86TFeuJnvwtPNu/Sx3SthjZlPgEl4Tpyd54M+8vAnMHaIrjtRaB\nkd2A2pJcltAubioK84ta1zgUVSWNPCu78kWelVWoamTV/fJX0qgwtBJZ10bpBaqQVTyrRhYyk/Ic\nztmQ8/4ebCLOIQB2yXcQ5PptyJ6f/FU0OcdF3dXQ+lQh6zti5/z2lSRFh3N++yrdFxcSQ0fsSKIh\nIVF2kNxJQhOlJcFlam/KfU9D3MnYxIsub1LnLaZwp9yBmsK4kz7o406B3o6SO0lIGEhJ//va0zGZ\nFn4htPK/SeMKoTjYqP+dqwm50oqr8QHsftKCow49OZ3UmGSF9p/VDNEWB1m61muMcSd7IY0M0a7A\ncUGATg7bWe/VgQkuU0gRXVid8gEjY9czLGYnn8cvZm9qeypY3WeOa3s+dX6XClYPtK4vN5I7lUxq\n1KjBlClTuHHjBufPn2fs2LGcP3+egQMH4uPjw+DBg/n777/JyjLsZwLAKiGB9EZNSWjVnqQmLVC4\nuhW4xhh3SqldH1Emw/XsSY33MybmFHD+BI/qNM5zLNXNA/f4gmsJjUjMXu8zd7KXZ9EvLY3ljo40\nysriXxubPN4iiEo+uL2P87smUjfiAn84OHDcyYOe7s687enJW+6ONGzwNgHNPmaTVx0mPTrGK/F3\neTPyIlE2jkTaONEk6UlOEssU7lQx6SmxLh5qzwEginS4+A9HWvfUfM0z4k5u0OlNQeUdQRC416M/\n/vt2qL2mqosT8e07c3n7Ue7+8CtWKUlUXPYz9fu+SsNO/6PuwC74BP+OaG3N4+CtPN62n/QmzXSu\nTyKbEp3gKumiYamo2sNzo24DUFNgClEoq7IhdXIVjtyVNCoKU42s7n75MWUlstoqZBWiMs9eWHk2\n5Iy6ADl7dokGd3GpUFtFk+v5RVGJXNE2jdvH94AocvvYHrUVNVL3loREXqTOd/MguVPJxpx/U5Sk\nBJe2ZISpvUnTPfNjKnfS5U35vaW0ulNqfIzkThISRYxR7lTM22LIlVbsePwSPY/8iO+WnQw5MZUl\nd3rx+93uTH38GfUvHaXtta0siRhKvLxgct1Blk6KjiSYMe6UJjpiL2hOnAkCNLU7xRiX71joMZDt\n3i+y2K0Bc1xfZrzz+/S0X4SnLFzHu5fQh5IUjxUEgUaNGjFr1iwePnzI4cOHGTx4MHv27KFbt268\n/EIAUz4bw9lTx1HqGh2nIisL0UZ7EYcx7iRa2yDa2OAT/Ide98uPOm+yysyk0b4tnO/UN8/x8Bp1\nqRZ6Q+O9VO7UPCODEGtr0mQyZEC4TAaikpRzm3DNTGXrkVn0fniaV1qPZ7wDOCFyjYwC7pRobc8a\nnwa0avAOsyq9hJMyC8/MVKqnx5FqZYN/hvpiI2PcqV7kXW5VCtL43rwSo7FWKIj08dd4DWR3b+ny\nptxEv9AEjxuXtF6DIJDUpAUPPp/O9dXb+e/EDc6dvcf5Y9e4uXwTMROnkFm7nvZ7SBSgRCe4CosU\npCmIKOadffyXUlZgNrKpMGVwpawGavInucIio4p7SSWC/JU0KgpTjXzuxKEC98uPQp7F1dNHtV6j\nQtuMX41VyCqU2fs5qLq48kqBiPDs51hAaVQlsqYqmtzPN0Ulsi7Ob38+1khUKoqkEllCQsIISune\npSqKyp2kcc7PKGHfT+7u7iQmJqJQmHZ/E02YowPGHN4EpncnTejjTYr7J/J0v5dGd1J1b2lzJ1OO\nJjS0e0tCQsIy+C82iBZ7f2P2jcH09z/A3Z59uNh1KFvbTGRL60nsrj2AO42a84P/dC6n1uXFq7tZ\nGdU/Twy6pv1dbqTV0PiMB4+TjHKnO/JaVLO+rfd7kWJOEvmRyWS0adOGJUuWEB4ezo4dO3i5bQe2\nbwxmSK9OtGtai5nTvuDa5QuIWjZ0Uzo7I0uM1/hZZ6w7WSclIC/nievZkzhdvZjnnLHe1PXQBiIC\nahNTOSDP8fDAOviG38clseDeZLndqUFWFudtbHBRKokXhOxMslKBW/hZthyeyV3nCnRu/yWP4q6C\nKNI6I4Nztjaa3UkQWOvTgJXeDQjMiGNo5CVirR1wlz9PXhfGnSokRVMpIQLn1EQGHVrLZ5tmMWn9\n94zd+hPdTu+k+pO7VIu4T1iVmuiaURp3coPOmFNud0qoUQvX0LsF9tjStzBIcifj0TzEUUI9JeyP\nakMQRZHZiekFZh8Pf/Y7feez6prhIoUeuSPJgf4oH95E5l9L43lVkqvTO2No9+ZIDq1eRKWaRbjA\nEoi2yhdVRc174ycbdM+lmw/l+e/QJMNnOuuL1ipkFaKI7cN/yPRvn3dDTjXXOcRdILX8S3o/X2sV\nTc59s6tprJsM1vu+KvQZsVPRNo2jx/egfBasUirk3D62h8Y9huLo5gmYtgJZEg0JCQl1FJU7mcOb\nHmZk4m8n/W4zN+7u7gAkJiZSrly5Yl6NcZjDmyCvO5nLm0IjEg3ypozA1wtuZq7m2pLoTqruLW3u\npNezpO4tiTJESelSEe/fM8l9frn1BnOuD+LHxr/yhv8/GmO/1oKCFi7/0cLlP26lVWfs/RnsjW/H\nsurjcbJKpYHTVb54+BUKUYaVkPfzI39hkCHudDWzMfVs9euildxJQhe2trZ069aNmv9rT2pKCgf3\n/c3OLRtYtWwBvy/6iWqBNenWqx/der1B1YC8e79l1K2Px6H30eUAACAASURBVC9zNd7bWHdyvH6F\nlNr1iHntdQInjuLylkOIdtljOY2JObk8uEfd339hydwNBc5lOjjxX5P2tDm6jZ3d3s5zLrc7Bcrl\nHLOzQykIeZII0+PjCLX3YHyToQhZSdhE/ketzHSqyuX8Y2+f92Fq3OmUmz++mcl0jgvBWlQiF/L2\n4BjjTlXjHrN0xwycs9KZtHEm8U7uxLh6ElGuAqm2DjS8d4mhB1cjKJVkurhiJc9CYW2j9taq7i1D\nvElpY4sos8IqMwOFvYP2tZsAabTzc0psB1dJEY2ixDWwvNGvVQVoglMyC2zsqZqNbKpqZHMltwq1\nH8XjZBOupOjJ3cnV7s2RPD5WdBtVlzQ0VdKoMMWeEuYm9d5/mquQnyGICqxjbuiUAmMqka2jrmiu\nolGhVKB8oqM1uxDkrkBWYUldXJJoSFgi0nhC01JU7iQVBRmOJX2vqhJcJWVMYX6KypvMmTQxxJtA\nd0CltLpTcY8mlNxJojRiSZ9Huph7YyDLQ7pzvOMI+lXRnNzKT5DDXXbWHoyP7VMG31lEmtIOf7sn\nVLQN51DCy3mu1VQYBLrdKVnpwrGMV2ljt0/nmiR3ykcpLtQ3BTV9HHF0cqJbr34sXr2J45fvMe3H\nnylf3odfZ8+g04sN6NOpFSuW/EJkRPaIy8yatbF58hirpwWnKBXGnVzPnSL5hSZE9+hHao1a1Phk\nBIKG++j6TLZ/GknrsW9xafREYv2qqL1mb8dBdNq7FuekvJ6a253sRJF0QeCJlRXeSiV2okib9HRe\nzkjnC2d7EIRsd1Iq+TQpiVVOTsjz/QJR505pMhsUMhmrvV+gQlYyT63zJoSsY27o7U4VEyJZvflL\n/ln5AQGxjzlYrSlr2g1mW8ueXK72Aq6piXQ9t4uKMWEs6zSc7S264xEbybSpQ/B/cEvtrXN3b6nI\nH3PK706CXI6gkKPMNb5SKqouGspsB5cli4ZNQCWy7j0u0mcKgoCLIDDQyZZ+SfIClTK5K2qcML4K\nuSyKhnj/HkK1AN0XFpL8nVyHTzTCz8/P7M+1ZDxdbIlJyvs9p+/cYmOrkc2JarNP//cW5hwLC0ss\ncF1MePZcYCEzEaezs3RLgYGVyPFVBmLjF6j1Gk9f/SuBDSV/95aK3BU1jQIr67yPJBoSEhKugeVJ\nDDEuMK9yp/wBmpzzJnIncyJVIj9HvH0GoabpN3Iu6QmukuxNKnJ7E+h2J63jcFSUQndCGk8oIVFm\nORTRmEW3e3P41ZH4OUYb/HprQcGcKlP44N5svnk0ge+rzGCY9zoWRw6jg9vRnGRZYdxpa9pAmtkd\no7yV9r3HzR1zKq3upGtykDrM5U7FTTkPTwYMHc6AocOJeBLGrm2b2PnXBr7/+nN+mDqJZi+2onvv\n/gzp9Bqu61YRNWxMntcb606y9DS8dmziyqYDIAiEzFxE0IdDqTViACEzF5DlXUHv9+B55Twtv/yI\nu70GcrfPEHiqvijnQdVa/Nu8I0NX/8DCkd/njOzL7U7WwTNw8ayFWPdV7v/5ES+0+ZBx+xbyWYsh\nRFVqkuNOr6cmEyCXM0rTxIJ87uSoyCRNZsOSiv9jaNRlZt/fx1u1+uRcHl/pDa3u5OnrCaLI4Mt/\n89WqD0iyc+Jq+ersD2zJr80H4OeXt7vdSiHnxRunGHJoDXZWMpRW1uzrOJDPZ37A0vemcbFR65xr\n83dvqdDVxeUaGkKynz+ilZXGdUuYhxLbwSWB1nmw+pzPzweu9kxwtdcYgFFV1AwUjfu2Kc3JraJO\nSGoidydX27ZtCQsLK+4lWRz6zC2WZ2Vx9sTBQj1H3+SJKfc6yI9eLd0YV4lcnKirQFYhKhXc37e2\niFckISFhSkw1ZqfAfU3sTZDtTuoCNCpKszuV9O73oqKkJbjyJyaKypug+EbfqZJbUDLdSZ/xhKZw\nJ2k0oYREEVHE3TbJWQ6MPPMZv/5vdoHkljo3yj05KPd5mSAyq8pU9sa350Ti/+jjsZM4uTsbYnrm\neb0x7hQm92dl8ig+cJ5t1HuUkDCWChX9eGfkWLbsO8Hu4xcYPX4SkeFP+OqT0dTYvoV3Zn/P6V3r\nSU977gPGupP3+lUkv9CYDP+qAIh2dtxa+CfJLzSmQfdW+Py5DFmKdv92iHxCoznTaDV+OJc+msSN\ntz/U+R43vvEhfo/v0euvJWodKNSnCkHRoQAcrdKYNy/txDs9gd0VGwHZ7tQ8PY3piYmMdXcnU0P7\nZ353qp8axXXH8vSKvsFhtyr0ir7J60+v61yviviwKObsm8vH/67lpldVDlZtSqqtA4ub9lV7vcLK\nmmP1WjFy9AJOt+iIS2IcqQ4uzP7kZ95b9jW1b5zNuVZd95YKVReXulie59ULxNV+Iee/paLqoqPM\ndnAZhQW19f4UGkOSQsmXAV4Ian55qFq/XQSBD1zt1dxBPerulee8hXduldZqGkPI6eR6dxxt27bl\n8OHDZb6TKzf55xaXVvSuQFZhYCVyVliIzkpkY9AVpNFUgaxCqZBz9sBOXhk4HNdyXpqfI4mGRBmj\n2EY7F5E76ep+N5c3gW43ktzJcIqq+70oKGkJrvxYojcFlXfkloZK5MJgbncqLkzlTvpijDtJ4wkl\nLJGyMtp59f0uNPa4RaeKp/McN8ad3KyTmFxpDrOfjOavWsP4qdoX9L+9jPqON6jjeDvntYa4U6rS\nka8SfmGY8wKqWGsvgirL7iRhfgICa/LRp1/y4YQvuHb5Iju3rGfPqt/YOfYDHBw/odUrr/Fqtz4s\nXLcPaxv1+zppwu5hKJUW/MjV4N15jos2Njwa9yWxHbtRacEsKv/0PXHtOpFSrxFp1WtS386OmKin\nuN++jtelc3hdPseDLr3YvX4/GR76faZn2jnw42cL+fyH93FPiOaH9u+SZvf8c/lmpVq8efEoAMH1\nO7P7zw9ZHtAWpUyGkJHAkHtH+CohntHlynHFVsfPRS53apYUxmy/F1kYspPO9d7k4JUVzL+7m6C0\nGOZUehG5TEsXlCjy07kVBCU9Is3anlgHN6olhDO8x9fIrbSnOpQyK3a/NpR6V//lg8Vf8e1Xy1k0\ncgbvL5nMpO82Ei/PUtu9lfP6Z11ciW+/X8Cbqv69mZC+Q7V/DUyE5E55KZEdXCVJNMxRhSyKIkkK\nJSvCEphxL7pAVU3uPSGSRNGoimSJkk2LhvXZ+9s8IiMjy3wnV3EmKIqj0lVVhaxvBbIKASW2qQ/N\ntSyToa0CWYVSqeRA8HKN5839/0USDYnSSEkJ0qijJHqTJXdumQpL6X7PjTkSwSUxwVVWizvM7U5Z\nYSHGLKvQlAR3kpCQKB5EEZaGvM6ompvzHTfenbqV28e9jKrcTAuknuNNZvjPYMCdZVxIqWfw+uKV\n7oyNW0Wg9U0GOS7Tem1JcCep+710IAgC9Ro04vNpP3Dov1vs9/KmR72GnDqyn09HDKD7S7WYNWU8\nF8+eRKnj8xfAKimBmh+9Rdj740ivXlPtNSl1G3Br4Z9c3n6UpMbNcbx9Hb9Fc/CfNZWawb9jmxhP\naNfebN91hv8mfqt3cktFgrsX0yf/gW1mOivmvkP7i/9gLc/uQttlXw3/hAgCYh/x0N2XBDtnqidG\n0DTmLpsPzmB4chL9PT05Zmen+2v3zJ0C02KonhbLy4kPOOVamVtO5Tnr4sfXVdvxYuIjjl76ndej\nb2CtVJ9k6vPoNC8+vYl/YgQumancKB/Am72+JflZYi7/eEJ1bOo7mkxbO0Yt/JxbQY252KAV/Tf8\nTOg/a3V6E2JBb3K/dQ3XB/d43L4zIBVVFzVSB1cJRBAEvgzI/mW1IiwBIKeqJrdoDHSyzR45qO/u\noJjnA7eoRaM0VtMYMw+5RcP67Nu3j44dO5boTq6aPo7cjiz+8S8lDb025HyGKFgRX7kfonXRJ2bk\nyXGEb/ga3/7fYO3krvP6BxdPaqykUaGQZ3H19FF6j5pYqLVJoiEhUTowpzeVFkqjO1kKJTHBVZxU\ndXEiNCnFqNcGejsSEmW8M5YEdzLUmwK9HTktuZOEhIQabAIqcfOSSHKWAy+Vv5znXGHcyUYmp0e5\nPeyPb0MthxBe99iDnZDFkDuLeKv8esb6LtG5NlGEwxmdmJX4La85bGaU80y06VlJSG6Zm+Lqfi+t\n+3Dpi+DhSfW/9vDnG125O/ITtlUJYP/Ozez6ax1/Bf+Bj68fr3Ttzavd36BG7XoF/s6wDXtI0Oih\nJDVtSfg7o3U+L9O3ElEDhhGV77gud9Kn+z3VyZUl73+Lz+H9DDq8ljHbf+HfWi047VyFU5Xq8+XR\n5Wyv1QZHeTqvRlymUfwDFjvYssLLC7kefz/ldqepIbs46F6NQVFXaN5oBAA3HcrjIU+nZ92B9I65\nwYdPTjP37h5OVqjDxXJVeWrvipWoJCghjPdD/kEpQpyTO+/2mMINb83f+5rc6X5AXW7VakzFsHu8\nvm0Zm/qOYs6EHlC5ssHeJMjlNJv+GVdGjEdpI7lQcSAluEoomoTjF5lgUUGa0iQaiSFP88ybNhmh\nd6BqDdPfF2jRokWpSHJJGE5K80k5/567Ytjx6Qnskm4jkKsipRhG7Kgkw65iLeQJT4n/dzNeHYZr\nfU2gtyOBczdpPK/PfmZSBbJEWaTYxhNaEJq8aca9aIvyJihd7lScGFMcZA5cXFwQBKFIE1xScZBx\nWKo7+f2fvfMOj6LqG+iZremFUAIJIYQSQIqAIqA0BUEEBFEBFUHELmJ/sYPts2IXK3axIkqTJqAI\nKCX0ToDQIZBet8z3R9iQsr3OZu95Hh/NzOzs3ZjsntxfS4qx6U3OzN+6SeHuJCrfBUokYF2D/DwW\nIyOnNV3q7bYaPPLEnTpFbmdRbr/Kr6+KX0bnyC08nvU0F21ZxtX6WfQNW0QLzW70UhkAZlnisKk5\n68p7Mrv4Zkyylpfi7uFC3bpa91cCgUgOMmQeQZuW7NfnFDjG0Cqdw3MWk3THOO6IimbAs69x9sW3\nWbVsIYvn/sz3X8zg20/fJbVFOgOGjGTA0JE0bZxMw5+/oelbL3Hs9vs5NnESdqO4fuTfNpfwb5tL\nSDl1iC77Mmi/ZxsNinLpcmInYcYyZCTeanM14zNXsKbzveQ0qKg6c9adOulTGJm9AzMSE9KHc0oX\nBUCZSo1WNoEkMbt+O2bXb0eLkjP01BjplHOQtvlHMUkqmhTnsC6hBbHlxbx6+R02g1vOuNPn45/k\nlSkjGbD4e34bNpGNnfvwfPsOrL32VpvfH2vu1HHGaxiiY9g/8ibA99Vbwp1qE3QBrlARDWeoKRwW\n6VDSJk2gEJnIFch7/qN79+4sWrSIgQMHhmyQKyFax5mCwGwYepKJ7G0kY3HFUE+ql1tbhn2WxHf2\nWyZy7r+zMeadwpifDcgU7lhJh2Hj/PLcziBEQyA4T11xJ1veND4plklmOaS9KejwYXKQt1GpVMTG\nxgZdBZdwpwqU4k7WvCmu+0jAcYDLX4jqLYEg+Nib35T0mEM2z7u759Q6bB8zSqtvECfqTvN5y/vZ\nW9Kc9w+M4MW8V8gyphGvOoNKMpNnjidGlUMHbQYPRL/ARbp/UEmO28aKxCDvoZTkoEDgaXKQITWN\nYwuWo3/7TS648WqK27QndfBwhj/wJCenvcGyP/9gyW8/8MnbL/HJ2y9xsUbDtcnN6PrOTKK69/bi\nK/EeWQ2bkdWwGUebXQ7AgP1reWbFx5yOjOf3phezqlFbvvvnHd5Jv4p30wdhOPc4e+7ULHcnP51Z\njcZsZlyba1kdk0LbolPoZBNNy/LYGNm42mP2hyeQldSS71PPJxStXzCFR7rczKxVb7OmaUeb63fG\nnfJjE3hr8htMeeUuRv7yASd6X0H7lfNtBrhqBbdkmfYfTSdp+SKWffozSJJIqg4QQTmDS3CeqsJh\nQSnBLSEayqFHjx4sWrQopGdyiT+6ITwnw/ZsiXPZNL7GkoVcuH3Fuec1n3t6MweXzrL5uJYN7W8e\nKSEDWSAQKB9r3mRreHogCKQ7+eK58/ed9vo9fY2v5nAFW4AL6qY7HT2a79L1SnAnW96Uu/YX2w/C\nv+5UF39WBIJQoNysQa+2//lvzZ2e69LUrjvpVAbKZa3Vc63CD/BQzHN8W/8qljTqyIx6o3gv/iZ+\na9CT3xpcxgtxk+imX+VUcCvQBNWelw8Tz0S3iHNoNBy7YzIbV27l9IjRxKxbTatH7qT/lRfzfy8+\nzr+HMtna9RKe7N6LgtQWPH5wP4PGjeD+ccOZ99M3FOTnuf3U/tjrWNKiO991GERiYTZ9T25neWJ7\n+g54lstPbOPvxc8w7kQG4SaDVXcKk2XuKihgzcnjlMgyPzRszwsHl3Hk39f5btfPfLR3LiOyd/Jc\n1nKWbvmC24+vJ8pYVmsNjUpyqV+Wj0FSsz2uKSaV2upaXXGn3W26smjAGPov/ZEWG1bRZM82p74f\nEceO0O/uMTRevYI/P/nJ5blnIqnauwRdBZegOrIs82JmdrVjr+eXKibIFUxkHSkkJTkq0MvwGZYg\nVyhXcoUytrJoKs/7MRM599/ZyHKNdZiMnNiwhNT+Y9BH1/Pp8ztCiIZAUHex5k0vZmYzSRYVXALf\nEawBrlBHKe5ky5sKd6ykrGCcz7zJH5tlwp0ESiRgXYMCQJS2hNOl8XavccedCkxRRKocV+KGSWUk\naQ47v+AaBFWAyUl8NhpD4BcSonWcAbKvuYHsa26wes3V5/45uH8PS+f9wuK5P/PSE5N47dmH6dF3\nAAOGjOTSfgMJC/f9Z6Sr80tndLuBDqf28eS22WhlIz+m9GD0ZffTM3svt26byxuZf7BPLbFLo6FY\nkgiXZdoYDLQ1GpGAQ2o19c0GyoC7Wg1ja2RDylUawk0GDv43nYs630nb4mzGn8xg6qHlvJDSh8+a\npCFLFfU5nXMOsik+lcSyPA5HJNhcp6vutLbHIDpv+htdWQkx2Se4/Is32XL5UM4kpyGrztcGqcpK\nSdi+mRZzZpG0cgk7xt/NrrF3IWsqwisiqTpwhFQFVzCJhjN9dS2i8cXRPMYnxbK3VwvGJ8Uyq6ic\n1/NLkW1lG/oBJYiGEtbgTdz9+a0q6KFeyRWo7FJHH3LOZNB6it0MZAt+yESuzKQx1x7iLpvtV3HZ\nQlRvCQS2CaVNGkfY8qYvjuYF3Jug7nmL4DzBHOBSqjv5AyW4k1ySa9ubHFS/28Ob7imqtwQCLxGA\n1s7tYzPZmtvC5nl33Wl7cTptI5TVqlog8BfOfi6mtmjNxMmP88OS9Xw2+0+uvek2dmzewNOTJzCk\nRzrPPXoXa1YuwWgwOL6ZH+h0Yjf/t/Qd2pw+gN5s5H/bfiNjwf/I+vVeXtvwNce1UYxI7sTTsXFs\n0GoplCSiZJlGZjMH1GpyVCr+1eu5pFEiU2Pj2BDdhHJVRWDohtPb+DumGYfD4lhcryU3tr2evh1v\n5YbT25m74hXiywoBSCzJISuyPpIsA9YD7PbcCRvulF2/MfGFOcx+7DVkSUJfXMhNT9/BlJFduX3S\ntUx4aDQP3DuUkf3a0/W1Z8ht2Ya5v61i5633VQa3XEG4k/cJqgqugJW9KmyGBNQWDUt7nZpDQEUl\nlzKQD2QiNbc++NDfBGMllzeHpQdypkQg0RVn2cxAtiBhRlecRTHODUw3HN2HNqmlS+uwmklzDtlG\nFZejFjveRIiGQOAlAuBO2rRkDJlHrJ4T3uQcrs4wVXr1u7uzJOQ9/yG17ua1dcTFxZGZmem1+/kb\nJbpTeoMIdp/2jhvawhfu5CqmHfNtepO96ndP3UlUbwkEoUHnervJOJtOmUmLXl19E90Td1pf2JmL\no3ybOKmUxCAx/70Cb7tTKCFJEm07dKZth87cN+V5Mv77hyXzfmHFH7/xx5wfiItPoN9V13Dl0Ovo\n0OUSVCrrtSq+mmHa6swhXlr6Hg2LzvJdx6v4qtMQ7lz5JevqteCfhm2YsG85fU7tYPypTUyQzRgB\nsyRx4lxA67XoaJ4oKOCx2FgWhYcDVHMnjdnEpGP/8njz/tWed29Efa7oOI7/y97A3BWvMKTfFCQZ\nZCBbH0NiaY7V9dpzJ1t7TrKkQpLNRJ89TVF8fRbe8zQL73ma8Pwc6h3LQm0op0mTBPKat8SsD7N6\nb+FOgSWoAlyCCmyJBpzvj1yWW8KsoooPfH9v1ihFNIIKPw9LrxnkWr58OcnJjqsG6wpK3KhxhtTE\nGA6ecG12hIXcZmO8vBrXsZtJY7nmXBVX+oh7vfa8/pgfIURDIFAuzngTBDbIJdypNkpKDvKUQFRw\neTM5CILXnTwh0O4kl+RiPrDa694kqrcEAt8RbJXvSe2i6LJmN3MO92FU6tLK457sOeUaY1iS14dn\nm77q/xcUBNTV5CBBddz1JrVazUU9enNRj948/MyrrP17GUvm/cyC2bP49buZNGqSzIAhIxkwZCQt\n27R36W8Wd5KDRq76hVsWf84bPcbyfYeBla0Cn+04imVLn2N+clfuvWQiAGGHttOovJAbT23hjuPr\nebV5f+YmpLM+4yPuTL+eBQmtrT7Ho0f+IUsfy5K42tWkZknFU51G80rGt3y89iO+Sb2MRqV5bI5v\nRoecLCTZXLkmcN+d4nJPUxxbj8Z7t3G85QWVx0ti4jkaE096gwish9NcR7iTbwipFoV1BUmSiFar\naolG1fOPxIQxJlJHtCSFfCayv7CVNa4ErFU/Vm1X2K9fP44cUe76fYG/P1SU0Gon0NjNQj6HJaOm\nrOCsU/d0tEkjvu8CgfsE2yaNLZzxpifT6gtvEviMYG5RWJW64E5JSTFev6evMO2YD7LtDRpw3Zuc\nQbiTIJQJWNegAHJ7qzm8vfsGTObz24POuNNzXZpadaeZp26kf+xfNNB6731JIPAH3k5a9dSbdHo9\nvfsP5vm3ZjJvzW6eef1D0lq1ZdZn7zFuWG9uHtyTLz54naNZB72z4BqMW/ol167+leGjpzOr41XV\nAkmZ0Y14+YLhfLn6fWLLK6rGCjR69kUk8FxqP/peOIHHjvzD3G3f8nP9C2wGt/rn7OfO4+uZ1PJq\nsPU3mCTxVKfRNCnJIaX4DBfmHCRHH8WxiHp0OV7971V33an5wZ0cb9mOFhv+IeuCLs58e6ohkqoD\nT8gEuOrKJo2FyakJVkXDgiXIdVeM9dJJWyg5k0Tg/Z9jEeQSmROOkIzFxGb9iGT0LAvcmUyaymvd\nnMXlCUI0BHUR0dr5PL7yJm+gtOqtoEkO8vHPmTd/f+Li4sjPz8dkcvwZqHSEOznGG+5U6U0OEoOg\ntjf5q7WzcCeBwIsE0J2GJq0iVlvEO7tvqHbcHXfaXdKCT0/dzJSkt3265kC7U6E5lsOmdLJMbcgx\nNwj4eizIBwLbDjkUA8SOSIjWecWdIqOiGXTNKN749Ed+/2cXj0x9nZi4eD5+80Wuv6Izt183gB+/\n/Ijo0kIvrBr6bFnB4HULmXTX2xyJTbR6zUet+rOqQRt+X/EKTYqrB7T3hScwOe0qOhadZGVsM6uP\nH5G9g8/2zGF066EUnvzDrjcZ1Bruv+hW7t2zCMksk553lC/T+nDTloWV13jiTj32red4ywtov3IB\nmweMqHatNyvfBb4jaAJcobhJo02z3zLOUYZxIDKQlfLB7ivy950O9BK8jghyeUc46irhORmojAUe\nD1A37ZgPDuZYWJBNRrJ3rAXsb9KI6i2BQOAKSvQmge9RQpJbXFwcAPn57rUZVhrB5E2pif6v2PKG\nO7nrTY7wljsF08+AQCCwj0qSmdHtFd7aNZoVJztXO+eKO501xnLH/uk8nvQ2TfXHfLLWQLLPeCEf\nFE3n3ry13JW3gTcKP2F64Uc8mL+S23M3MSXnQ9aU9cEsK9gnFZiEFip483MzPqE+1950GzNmLWD2\nyi3c+9g0ystKeeuFKVxzWTteunsMK377geIC97wzrjCXB+e8xXNjnuJsTILtCyWJKZ1vZE7Tbqxa\n/AzjT2SgrhJcGnZ2F7MaduDNzD+IMZZWHm9YXsjM3b/y/ME/GdFuDFuMp5zypo0JaWRF1mdtg9ZM\n3Pcn3zbvRa9DG2lz+gDgvjtFFeTQ+t/lRJ49zd6Le1OQ0Mipe1gQ1VvKIGgCXALXiGnZINBLUAyu\nBN2yjngn20GJ2AsSB0OQy9dv6P4IdAVbwEUyFqMv3IsEFf/2IBPZfGyzU9VbupgE+r2ygEuf/Nrt\n53IVIRoCQW2UEBRwB0fJQQJBILAEuOpCm0ILFm8SgY7qeMudlOxNniLcSVBXCVZ3AkiNOsHXPady\ny+qpzDva0+XHHy5rwsjdX9A/biU31//JBysMHMdNzXmmYDbTiz6miXo/T0TdzJdxrXkrtjdvxfbh\n89h2vBQ9hO76FcwoeIzR2UvZVH6xz9bjj9EYwfyzrGR84U2JTZpy0+338+Xcv/lu4VrG3f0wp49m\n8fG0h7l7QGfefHgi/y6dR3lpidP3HLNiFis69mV7anvHF0sSb7YdwtC+j3Hzqc3sWvcuT2St5NLc\ngwzP3sXzKX1ZGdOMJ7L+4prsnXy++1c2bZjBaW0k3TrfQUZ4nEve9F3qZahlM9dlrSWuvIhXLhvP\n64vfRGsyuO1O1/z+GQc7XEzH5XNZfMcUZ75FAgWiCfQC/IF4cxYIHGMJcg0cOJB+/fqxfPlykpND\nb6PQIhz+HqRubeBny4YR7Dvl+saIVJ5PxOaPKO50F7Iu2u01hedkgCxXfCHLhOdkUNzg0srz2qSW\nTt9LN7RiyLCt2RfezrAWGcgCgcBVYlo28HultlIr37PKyknRO/f+6GhYev6+00GbeCXv+Q+pdTeP\n7xOoAFfrRhHsOelZi2Fn8KU7pUZHcrCgyOv3rYm/3MlZfOFNonpLILBPsLZX87QtnTYtGUPmEXo3\n2sRPvZ5g/JqnmXukFy9e+CH19Xl2H2uU1Xx7+jpeOTaJSYmfclejL2yO0fEW/nSnP8tG83XJ01wX\n9iaD9DNRS7WrQyQJGqiP0ICvuCbhe1aWXckTuR9wzKT6ZAAAIABJREFUdfjP3B31KipJ9tt6lYC3\n3KkuU/Vz1JvulNoyndsfeIL+E+5n//ZNrF44h7VL5rJu+R+ER0ZxUb9BpPS4irTOPVCprYcDtOWl\nDF6/gDvv+7DyWFJSDEeP1q4Gq+pO2+NS6N9xPB0LTzD21GZeP7CY+sZitmx4H41sRgJal5zhz7g0\nHmwxiFxNOAARp9e55E3rE9K4b/cfTG97NR9t/oqbrn2Byw+s460/Xmfy4JcwqjUuuVPr3Rn0WrMA\nWa1m/qSpFNar/jeLEtxJJAY5h6jgEngNpW7SKAWH4ulkubgvA7bBUMnlL4I5M1mX9SdSaQ66rGVu\n3+N8BnKFxEuYPa7i8ucmjT8QoiFQMqHY2lkgUCp1sYLLGv52J2su4O78KaW6k6v4a/6Wuwh3Egis\noCB3uqT+dv4bdCuRmlI6zvuW29c+zu9HLuNIUYPKPeh8QwR/nbyQ57feSrcdy5hz9ipmp4/n7kTf\nB7f8yR+l4/m59CFeiL6Gq8M+tRrcqokkQd+wxXxXfwAZ5ZfwSv6Lld+3qjjqHFQXR2MEC/7+nPKF\nOzWPiaJl+87c8ug03lu4jidmfM8lA4awYcVivn3yNt4YcxkL3pvG4e0bkWv8gLbbsY4TTVtyrH6S\nw+ex5k5bohJ5NG0gz6RezvLYVBp3f5R6PR9nc2Qj3kjuyXtJl1QGt9zxpt0xTWhReJIZra7ELEk8\nv3wGDw58iDBDGZ/9No2GhWec/j41OZrJg28+gMps4s/xD7LzsoFOP9YVgnFPMRgJigCX2KQReIoI\nvlXgzO+SCHLVJpgCXVJ5PtqTG5CQK/5dXuDWfaplIFs4l1HjL9zdpBEZyAKBQBAi+CE5yBt/h4RK\ngKsqwp3O4aQ7JTS2M+PCD4gMZIHAM+pS16BobQnTu77N1iE30j5uP5/vH8Jliz8m9sdlxP+4mLQ5\ns3l2y+0UGiOY0+d//NpmPG3C9wV62V5lm6Ens0snMzVqJElq119bnCqXt+PHstPQiZ+Kx/lghYK6\niC/cSaVW0/6Sy7jjmdeZsTSDB9/4lNSOl5Cx6GdmPjSat8ddTsYP75BzuMKpmx/Ywb6WHR3e15E7\nhZmNFKl1lKq1GFRq/otJpkvh8WrXuONNRpUGo6RGI5u5a8hTtD6TxRuL3+KxAZPJaNyG+d/ez/V/\n/0hkif0gcr9lP/HC02OQJYmfn3iLjIHXOXzNNfHHCBLhTs4TEi0KgxlLubjAPjJgL1kotIrCPadm\nu8IVK1aQlOQ4g8PX+KvVji280YLH1612dFl/Vivx1mUtozzcid7JVaiZSVN5/FxGTUl8Z2RNaH/Q\nCtEQ1GXq0iaNwDaO3OlQWTnNnGxT6CvkA5lIzdMCugZvEIoBLguBav3sCqHgTt6ofA+WgKVAIPAO\nCfp8Jrf5kcltfkSWodysxSxL6NWGam338rP9tyZ/JC6XyBHMKJ7OnZGP0lB9uNo5V9wpUlXE83GT\nmHhmNj31K0jWHPLdol3h4F5IbeXwMnPWLlQpbdx6CtGm0DN85U5anZ6L+w0ipn1vyooK2bVmKVv/\nnMvOBV+yY95MYpNbEgU07jPc4b0cuVOJSkuU6fz6t0U05KLCY5Vfu+tNGrMRtWymXKWhUB/BLSOe\n49F/vmLed5N5o+dYJg57mkm75jNhyResa3UxO5u2IathCga1luYHTVywfS1dN64gqiCPNT2u4ovx\nT5DczHordeFOwUWdD3CF8iaNP2dJBLJCaoFGokSCaw2yVdmQgdlaiUTJzBjZt0WLhswjdWbAfY8e\nPVi8eDFXXnklffv2VUyQSwkkROsUuVEjl+RWZM/IFYM1JdlU8XVymkubKlYzaSqfxHFfZF9nIQda\nNERwSyBQNv5ODkpJjnLYasYawp1Ch0AGuAKdHGTBE3fyZXKQUtwpkIgMZIHAf8gyHDkdwancMCQJ\nGhdtp3FcoFflGEkCvdoQ6GX4haVlY2mu3kpX7dJqx91xp2aaTEZHfsanhZOZGveQ7xdP3UkOEvh2\n30kfGUWn/sPp1H84RblnWLngdw6uWchHezbBt68TvWoh9S/sT/1O/dBF16v2WGfcaWdEA9oVn654\n05MkitQ6ws3n30Pc9aa2eUfZF90Is6rid6xUG8bzfe9gYatLuWfdj3Q8uZe1F1zKd33GEFlayAWH\ntnPFpmXUKy8irKQIraGMjM59+PKWKRRFx/m8a5AnCHdyjTof4BLUbWSgRIKVGhVgriUbFslYqVHR\nx2hCVklIdnNuHA9LVwL+yqbp3r27CHLZQIlBLtOO+Ug16xVlmUhDJoUa5zKRbWXSVJ6vklGjRJwR\nDZFFIxD4CC+0dvZ0ULqn+DM5KFC44k5DZJCRHbqTJwRDcpCnmcjR0dFIkhSSFVxVUao72WqP42xA\nyt/uZGt2qS/nbwl3EtR1fDkWw2SS+GN9E2YubMU/2xqikmSaJJQAkHXicvQaI71bH2Ri7/X0TT8Q\nkDlWonNQBWZZYlHZeCZF3lftuCfuNDLiG649/Re55njiVDn+eikCD1BKchC4706uJAdFxiXQuv8o\nWvcfxXWv3cvnEdEsPbSXA7+9zYHf3yWuVVfUzS4lsmUPVPpIp9zpqC4aGWhWlsuhsHjCzEbKpIoQ\nhCveVDPZ6OIz+9kUn1rrMeuTLmBC0jSa5p1gaN5O0o/uocmZo6jNJrJj67OzdV/2p7Vna4cemDRa\np74vniKSqv2LCHDZQszfCgokKjJowFxLNqoHt84d13tui/n7ThPT0noJq8c4WS7uT0SQyzbe3qhJ\nbxDB7tPuiZRckov5wGowm6oddzUT2W4mTeWTVciLoZnj3syOCMQmjScI0RAEAwGbXSoIClxxpwEG\nGcmJNoV1PTnIU1QqFbGxsSEf4AJlBbks7mTJQLYgySb0Rfucbivob3dyFW9UvnuCcCdBXcde16BV\n2xpy5/QeRIcbuHPoHt6571+aJJRUBrHkA3s5dCaOBVtbM/m7IYRpDXwyfg6dmp7w0+o9py4lBx0y\ntUPCTGv1hmrHXXGn21SaaolBcaocuun+YVXZFQwJ/9kr6wyF5CDBefzpTnLaBdwqy5wZ+QTFJw9y\nOmMJ2RnLKN3zFmf+fJ+IlAvR5x0gTK+lajRekk3Vg1KSxJz6bRl7cjMvNOvLBcWn2B1RH3DRmy6s\nPsPupgOreK3dUJsPOxybyG/tWtc6bmvfyRb23Mkf1VsC11F8zxGxSYPiP7gCjUU2+hgrZGO2VrIe\n3Ar0QhWEq79XliDXyZMn6du3L0ePHvXRyoIPf2e01vxgTkqq+Nq0Yz7YyIBxdsA5gK44y2YmjQUJ\nM7riLKfu5208FQ2RRSMQ2CeUWzuHEv52J59ufAVJUlpcXJwIcJ1DKdVAfnensmN2rwkEwp0EAt8g\ny/D05xcy5vnevDhhI2vfX8Ctg/aRVL+kWoWWJEFq/Vzu6fcfm6e9y72X/8ugN8fx1pIegVu8QvFH\na+dMU0daaTZaraJz1p0Ol9Vu5dhet5Fdhg7VjrnT3trfiL8LlIO/3OlAalta7N8KQESjVJoNup0u\nU2bReNQbRHcYROmRreSczebEiRPk5ORQWlqKXCVYVdWdPk7syoSTGUSayrmo4BgboxoD7u85dcve\nR6PSXBY37mTzcZb9sUAj3Mn/1OkKLvFmHDrUzKhZee4nW2nBrWDuh6yUSi4llYtbcDWjxpVy8ZYN\nI9h3yv7rtVW9ZaFWNo21a4zFxBybR17SNU5lK2uTWjpevEAgEAQIpbfaCeT8LQvB4k5KwdNM5EAG\nuOqyOzlT/Z6aGMPBE/mVXyclxXBkX5bi3UkpmzQCgcA1ZBkeeL8b63YnsPGjuTSIK7N+YY0EDUmC\ncZdm0K9NJle/fQtFZTqeHLLSDytWPiZZxRFTK46bmmNCS5hUSDP1TuJVp7z6PEdM6aSobe8juutO\nLTS7WVvWx6W11IXOQaKKy7v4o5JrR7tu3PHJszTIPcXpuIYASJKEvnE6urhGRJ3eTHlpEcXFxZSW\nllJSUoJKpSI8PJzw8HB08p5Kd9oZ2ZClcWm8t3cezUtzWBORQGzWj057E4ClmaDeVM676z7j2U43\nVM7fUioiuBUYlP1TIfAYn30gVkEJmzRQVTbOU1MylLJWbxCIAK6o5LJNILOR7WYgV8FeJnJ4TgYq\nY4HT2cquooRNGiEaAoEPCZIqGkF1gsGdvDmXLZDJb6KCS1k45U4Oqrh87U6u4E5rZ1G9JRD4hs8W\ntuLvrQ1Z+PJS28EtO6Qk5LHk4c/5fFVX5m7yX2tdf3YOcqatsSzD+rIeTMmZwRWntvFy4VcsKR/L\n3+UjmFN6Hw/mr+CO3I18U/wkJ00pXllXOXr02E+acMadahImlVAmh3m+QIHfqAufYbY+5+11xSkN\nj2R1z8GMXD272vGkpJiKme+SjF6vJz4+nsTEROLj49HpdBQVFZGdnc3pk8eR9/yMuagi+Pxo2kCG\nnN3D2ugk1Hlb3fMmWeaVjd+yJ6YJvzS9BICExgmu3cMKttxJtCcMTkSAC6qVUwK1NmlqnRcoEkt5\neFUsZeOC2rjb/lMEuZSH+dhmmxnIFiTZVK3EWzIWE5v1I5KxuMqQTyr+bQxslrfSRKMuyK1A4G0c\nuVEwu5M/koOUgnAn/yECXLXxVXKQM8Eep9ypRnscX7mTNzZpbBGo+VvCnQShStapSJ6a2Zmvpqwi\nNrJ6qzpX3CkxtpCZE37h3m+HcrYo3CdrVTJHjM24++wPvJb/Al11a5jToCfvxfbgiaixPBo1kanR\n1/N5bDueiR6FCS1TChbyVfEzHgeRdJRShv33L2fcqWZyUKkcjl4q9WhtrlBXkoMEtfFHYvW8Ibcy\nbP1CWhzbX+14TXeSJInw8HDq1atHYmIicXFxaDQaSs8eojzjI8o2ziB228fslSR65h9m1KlNLnmT\nNqklGrORNzZ+zYU5h7in20Ss9g91gKvztzxBJAYFjjrdotAZpv+6lPziEp69cQiSlV8UWZaZ9se/\nxITpeKhflwCssAKlt9oJNNZ6H1u+rjoA1Fk8GZbu8cBPP5WLe4JS2hUqjUANTtcNfbXWsTPHz9Q6\nZji6r/K/a2UdW/6gOpetXNzgUpvPZ6/Fji83aTxBKfM+BIK6QLC4k8A+3nanUMCTVjsiwKUslORO\nrhAMmzRig0YQbHgy973m5v/L37Vn4uA9tG9e/f3eHXfq3foQg9rv4Z2lPZh6zZ9ur9EfxLRs4LV5\nm8tLB/FS3suMj3qf0RGfoZYqqm3za1wnSZCs3su4iKkMD3uXT4v/j//lL+LJqJtooHZv7yxZvYft\nxp42z7vrTvuMbWiuCc1uB6JNYXBQdTTG2XqN+H7UZJ6Z9Rz33vMeheHRQG13suZNOoADmzFl70Bz\n7B/2FBfQBYjRR/Fwbg7PleiZHhdPmQNvArggN4sP/vuU02GxDOv7GAXauhvsF+7kOSFdwSXLMvnF\nJcxcvJpp382rlVFjkYyZa3eQX1oe1NnIdRlbQ9GtDQCFwLfa8SaBzKbp3r07ixYtCkgll3jzdw/L\n5krNrGN9wZ7KIZ8SZr9Vcflzk8ZdxM+aIJRw5jPF1+7kzTmV/my1E2y46k7O4MmwdI+TuIKgRaYI\ncFlH6QkoSnMnbyFa7AgE3ie/SMuPK1O5Z9juasc9caf7+6/hs7+7YjD6Z+su0O60vHQQr+a/wLv1\nbuamyE8qg1uO9nBiVWd4OOoOBui/5tnC2ZwxN3br+VuoN7PH2BVr+uqJO20v70wb7Va31iQQ1MQf\n7vRX72vY2LIL0z95mLhC6/5qK7lZ0kWSEteMDcZSno6IIDomlmJTGc/KMneUltL4xHFGHlhFj9Pb\niDRV/91uVF7I8Oyd/Lp9FnNXvMqnLa/gul4Pka8L/L6McCdlU2cruJzZpJEkiWdvHALAzMWrASoy\naqguGRO6t+PZQZdYzbQRBBZbkgG1B4B6MxvZpwM//Yin2TQ9evRg0aJFDBw4UFRyncPZKi5PhqXX\nJCkphqNHa+a02SY8J6NK1rGV9jxOZCIrCUeiITKQBaGEJ1nIziDcKfhxx52yyspJ0Ss7EOEs5qxd\nqFL8N9PEQlxcHPn5+ZhMJtRqtd+fv3WjCPacDJ4AjNIIRnfypD2hcCeBwHWWbGhM97anaVK/pNpx\nq+7UMx1Jkhy6U/ukUzSOLWBtZlN6tT7kvxcTAI4Ym/FS3su8W+9m2mi3uXWPq8M+pVSO5K2iD5gW\ndS0qybVEqxT1TgB2my6ijWZ95XF33MlCrjme/8ovZUrslFrPJzoHKZuQdidJ4u1h9zNx0Wd88eat\nTB/+ILPqXej4cbLMGONpXt48k08jwvksKpIoSSIqKhKjwUBJSQl/FxezrLwc/e5fuQqJQZpwemr0\nNDCVo5NNbIxqws+tL+eWppdQqnHeR1yZ++7OWAxHCHcKLIoOcPl6kwZsy4YSN2jcbVPozXLxmsgO\ncntlcDmgtKXI9iDWjpH6al9LQLhMLcmoet4iG+Gy62vxBfKBTK9mqAcaEeTyP6mJMRw84XxAqyq6\nBg3RH9hbJeu4NpZM5JL4zsia6h+23mqx4yqBmiEhEAhqU8ud8nN5dtAlinQnJXKorNyuj7jqTq54\nEwTOnUI9OSguLg6A/Px84uPjvb2soEbpyUHnq7f8507e2KTxN2KDRhDqrN9Tn0vaZls954k7dUs7\nwsasJnU6wCXL8Hzea4yPeq9WcMvVPacRYe+QUdiPhWUTuDrsM6uPsedOA/VfMq/0LtpETaw85o47\nWZKDfikeSx/9YuJUwVvF7WlykGhT6H38Mh5Dkvh00ET+S+/G/356lZvDIvi8zUD+ataFU1FVqrdk\nmSYlOVx5fDMT9/2Jymzklnr12KqtSOiy/L5otVq0Wi1ydDQGg4HiklJ+KzMzx1iMymwksl5LShtd\niCquObrk1jaXpdSxGO4g3Ml7KDrA5S9qyoYl0CU2aOwzSzJzwmTiWqz/oWfJcgmXYbDRceaMPcmo\nek3NzZrBRtnuZpBFNsT/Rd8hgly+pWo/ZGdJaJxgvSdy1p9Y7blQEzcykW2JhtikEQjqHrXcae0O\nQHnupLTkoFmSmRNayaaXeNudLOeD3Z3qQnKQJcCVm5srAlwBwJnkIFvuFGnI9Ls7+RJfVb4LBKHO\n7sMxjO2fafO8u+50QZNTbDmS6P0FK4j15T3Jk+MZHTGz2vFZkpkiYADO7zmpJJk7I/7HtIKfuFL/\nNVqpehDAkTs1Nn7K74bxrC8fwEW6JZXH3XGng8YWfF80gS8Shtl9TlvUleQgQeCwlRzk1GPPudOW\n5h0Z+8iXXLL7Pwas+JXH//4co0rNiagEjAYjycVnkZD5p0E6T3caxZqCvWhObkCyVvFOxXuhTqdD\nqwtDH9WSQm0TzKe3U3BmJ2TvQAqLxXyqG9qU7qgSWiji70rhTsonpGdwVaWqbFhQ0gaN0pCRKQKb\nfYarlnCXSDic4eBMcKvqtTWvd/R/qeZ5Z+ZweTJLwmNcmCXh6Rwub1VKWoJcgZjJpTSU+uEmleej\nPbmhMgPZ7rVW5kkEqnrLHr4QDRHcEgicQ7iTa3jTnay5kD2sXeuqOwk8o2qAS+B7vJUwUxfdyRcI\ndxKEIjX/Di8tVxOmN9p9jDvuFKEzUGqwnZvu7QQQd9veeRKI+aX4Fq6L+LJy5hac96Z5kuyyNzVV\n76apehdrDVdXHnPWnXRSMUM19/Fe0aucNKVUO+eKOxXLUTyd+w53RE0nSZPl8Hm9jXzAdrBVIHC1\nQ45ZpWZN2x7cOewput75LdeOfoNnLr+bqYMm0+fKqbS45l1uuXQSK+qloDm10WZwqyoSZsKK9qOJ\nboy29TD03R5C2+Y61PVbYdi/guJlz1M0/1HKtv6MKc+9eb1Knvsu3Mm7iADXOWRZZtp386odm/bH\nvy4PRw8VJCRukyWrwzTt9Se2hisbNN54nMB31AxyHTni4dB4O4gPg+o4UyXldPWWhXOZyBA6GzQC\ngcB5hDu5hjfdyR1cDYrVxJnkoICi8OQgJQS4lOxOSk0OUpI7KXWTRsk/VwKBPwnXmygutd8kyR13\nKirXEq41eGWNSsQkq1hT3ocrw+ZWO27xpiGy5JY3Xab7lQ2G/oDre0epqtX0Vr/OE/k/c8Tk+pyq\nfHM9Xij4nvbaDK6L+MrlxysRpSRWC87jbXdyOjlIkjga05DNielsbdSKoxEJcC5I74k3SWotYZ2G\nEn7pJKKueYewbhNRRTeifOc8iv94kqI/nkJzZDnG/FOuvjSncHcshkiqVgYiwMV5yZi5eDUTurfj\n0NRbmdC9HTPX7lDcRo1HQyS9jERFi52aGzX+CG4pHXfaIdUVqga5+vXr59Mgl8A+VdveVGYgO5FJ\nU/kYzOiKfZNt5somjRANgcD3uPpHq3An96jr7hTQ6neFYwlw5eTkBHglAgvWkoO85U7OBLd82Z7Q\nn+4kEAgqaJuSy9YDtlvQuutOW48k0q6JbzZ0lcBBY0vqq04Ro8qrdc5WcpAz3tRCvYlMY0e313WR\neiZ91C/zeP4c5pbegUl2vH0qy7C2fDAP5S/nAs0qRuiepQy9S/v9fsWF5KBQRewPVMdeYrWne05V\n3UnSRaBt3ouIPo8SOext9J1vBo2enH++4MjMCRz/8THyN8/HVJzncF01cbXK31HXIIEyqJMzuFzZ\npKkmGVf25Nme6RVl44MuAajsixzsLXd8NUui6jDNlRoVK8/9RPlrg8baTC6B63h76GfVmVz9+vVj\n+fLlJCcrZ4NRKXijH7KzOJNJI6OiLLp1rdkRnmzSuCIaruJt0RDyKhA4R6i4k68Q7hSaKKGCK9Tx\nlzt5WrkVTJs0wp0EgvNc1PoMH85Nt3quZnDL4kjOuNO/mU0Z2yPDt4uvgbszTN3hsCmVZpr9Ns9b\nkoNc9aZk9V5OmNPYXFiGuzp6oXoWKaq1zCt9iwVlt3Ol/ksu0i6hiWpvZTtFWYZT5hS2GHszr/R2\n8swNSFAfZ2HZROaX3Ql5EmFSKenabXTRrWFY+I80UJ+sfI6sI4WkJEdZff5Ss44tpzqSkZNOZmET\nDGYN0ZpiOsTtp2vCLto70T5XIPA1lhmmvtpzUoXFoms9AF3rAcREGCja/RdFu1dwdvkMzq74iPCU\nzmh7DKLeBb3QhCnfS4Q7+YY6GeByllobNDcOQTq0D0Bs1LiAZaNmZZWfJn8OJnd3oyarrJwUvftZ\nikoa+GnO2oUqpU2gl1GNUA9yJUTrOFPgXjun9AYR7D5d7PhCZ9ZxTjY0Z3Y6zKSxZM8Uc2lAWhJ6\na16GQCDwHbaCW1D33MlXyUHgnjt5s3JLiUEuQ+YRv1bbeepOriYHiQCXd/AkOchZgsmdBAKBZ3iz\nbdqArse5fXpPsk5FktLw/PuUJ+604VATcovDuCSt7nZFMcg6dNj+uzmrrNwtb1JjxIyEjMqpOYq2\nqCcd4BbtNRwzd+Kg6TZeLZtJjjmReqrjSJjJlRuilUtBAgNhXKH/hgu1K0hTbyVKlUeKXscZU312\nGTvwV+kARmcvpZd+CQ/EPE+cynpV9/HyhnxycizfnxlB85iTdK23i9Yxh9GqDOSVR/HH8e48s+V2\nGmcUcHfXpdzc/m/UKqWWiZ3H24nVAt/jSnKQ095UdgzLbpcr7mRJqo7rdgNx3W6gPPsgRbtWULj7\nL/Z+/yIqjY74dpfSoHN/4ttcgkrj+6p0VyvfRXDLd4R0gEuSJGIiwmsFt6qet8hGTJhOMRs0/sym\ncQZLiXhVZmslu8Lh7fY6StyosYd8INPxMNiDeyHV9X7PSiLUg1zepGXDCPadsh/0SkqK4ehR6/JR\ndMnjQEXZeOS615DMRmSVhqKLH0PWRVe7Vuvi2nzZYsddhGgIBL5BuJNnWOZYueNOSqAuJQf5m+jo\naCRJEgEuO3g7Ocgb7uSMN4FwJ4FAAJHhRm66IpN3f23Da3duqDzuiTu9vaQnE3uvD4rgBbiXHBSp\nKqRQrv2+WhV3vKmUSDSUopK8U+XURLWZQZGPAlAkR5NrboQZFZsNffil9AGGh73PYP2naKXan2MJ\n6mwuVS/nUv1yJkW/xCeFDzImewnPxD5ED/1f51+nDLOyr+WFow9xfcLvzG9zI53al1hdj8msYsmJ\ni5m+eQIfb7yCT4d8RNv6x7zyWm2hxMTqUMcZd/JbcpAP95ysoaufiu6y8cRdOo4YYxbZm5aRvelP\nzmxZjjositRu/QnreRUN216ESqW2ey93WzsLlENIB7gAHhrRH1mWbW7AWGTD3Q0aqXka8oFMT5ao\naKz1P7Z8DdZLxpU8O0LgfXwZ5GrdKII9J71T6VSXsWQiQ412O7KMLmsZZS2H+3U9Sh2SLhAEO/4a\n3uxrd6rrKMWdRHKQf1GpVMTGxooAV5Bgtd1OgLwJvDO7VMyQEAh8z/9Gb6PLXUMY3e8AXVufrTzu\njjst2taSVXub8d5Nc32+bmv4KzmopWYne41tkWWsthJ0x5sAlham01Da4dW1WtwpUiogUl3A76V3\nsbhsHM9HDydZbX2eVc3koChVIQ/GPE+fsEU8kfsB/4t5inGswiSreOzQs2wq6sDPrSfQLmLPuUdY\nTwxSq8wMavIvV196jI83Xs7lXz/NV9d8wIC0rV59zYK6iy+Sg8D/e07JybFAB2JSO9B86H3k7tvI\n6YwlHPpvCfv/mkNYbH2adb+S1B5XkZDW3qV7e9OdRGKQb3E8JTEEcLQBIzZorHOorNzqcE9rw9P9\ngS82f0JpWLovN0YtQa6TJ0/Sr18/jhwJfBZ9XcDaZocrQz8l2VTxdXmBT9bnjflb/tikEaIhELiO\nL93JYRAjiLE1GD1Q7iTwDFfdKS4uLuABrlD/zHMlUOQrb7JXveXL2aX2ENVbAoF3aJxQwht3reeW\nl3uRnVc9icQVdzp0JpY7vhzOR+PmEBNetxOEG6hOosbEYVNqrXMystvedFi+hCTJd7PL/isfxMKy\n25gWfa3N4JY9uuj+4+34cbyc/xLbitvwVNaWxB9NAAAgAElEQVTj7C9N5fc2N1cJbuGwIk4lydzV\ndRk/X/cmt/x2D/8cbl15zqlk+4Our10gsEZC44SAuFNVJLWG+PRutB79JCPfX0avSa/RoFVH9i77\niUVTx7Lwf9fw55dvcTprn+ObOVqTi+4k8C2KDXD5Kws5WPHljAJbAy6rYks0ALFREyDMWbsCvQS7\nhGKQS0kfeAmNE6wP/TyXUePJfZWGkr7vAoFAYMFdd/Jl5XuoV9X7252UEOAS1MZWUCkme7XXvcmb\nBGp2qQhuCQT2ufGKA4y47BADHr2SI6dd/33ZfaI+/V+fwCODVjGg3X6nHhPMyUGSBAPD5vBbyZhq\nx2VkPpNkt/acNheWs8l0M+1VP3l9vVuKysg31+OT4peZHHkPCarjbt8rXbudSdEvceu+d/gzrxdf\nt7qHSLV7HWoubbqHT4Z8zPjf76awXLkV+sG41xvqn3uuJFYryZ00ujBSug2g9+TpjHxvGd0nTiU+\nMZlV33/IB7cP5sO7h/HPj5+Qd8q3rT1B/Az5A8UGuATex5szDyQkwmVqicb58+eFI1ym8ryvN1Ls\n3d9akM0yC6PivGthOLnmm7aL50ORUAxyeRNPNjLkklx0JzfWGvrpSUaNN4NbYpNGIBD4Gl8mBzmD\nu+4USByZjDV3slX9LrxJBLiCCbkkF/OB1V71JlBmYpBAIHAdRwkSz9+6iZv6Z3LxPVfz5aIWmJ0Y\nA2UyS7yztDu9X5nI44NXMumKtV5arfv4y52ujfiGucU3kGuOqzwmIRGJe960Sx6CTioiWVrnk/XO\nLr2f7rr5tNHUvr+r7tRPt4CThgYMjl9KtLr6nCRX3WlIqwx6N9vJMyuvd7AK91F6YrUgcATCnWwF\n2moG5XSRMbToM5yxL3/BQ9/+zaC7n0Kj07P0s9d4a2xfnrttJEt++or8nLNW7ydQPiLAJXCbwUbZ\n7lBPi3AMNgZ+w2KBRrJbSWbJDprl5ADSD/NLeT2/1KZwyLLMc//t482MA26uODD4I5umR48eLF68\nWAS5zmGr1Z6zQy6dzaYx7ZgP2Pj59kFGTaBa7AgEAoE38WZyECjTnWwlB9lyJ0tykCvu5Iw3vZiZ\nHXTe5CoiwOUYb1dhO5tAU9Nb/O1N1tZgwRuzS8X8LYHAv0gSPHLDdhb+31JmzE3nggnDefPntmw/\nGIvJfN4CDEYVm7ISeWl+H1o9/hC/b2rLqikfM6HXxgCu3v801RxiUPivvJ7/XLXjY2SVy970b2E4\nfxhfZqB6itWZXp5ikMNZVnY9Q/Uf1jrnzr7TorIRtNFsYWV+z2qFL+6604t9f+Drrb3JLRWJnAL/\n4gt38kViUFS9Blwy/BYmvv0Tkz5fyg33PEZBXg6f/98T3DuwC69MGsuq+b/QwM7fOK74qkiq9g8i\nwOUHfFUuHuhMZHCcXVz1fKDa4MhAiYTNdokWyZgnyRThuJJLlmUKZJlZReW8mJldSzgsojFz51Hy\ny42eZSTX0X7I3bt3F0EuP2LJpMFssnreVkaNVJ5P5LrXrGbauCsavh6SLkRDIHAdkYnpOc60d7YQ\nau5U1ZusbdRYvOmLo3mee1MAcCU5SAS4vIMvkoOq4q43gW/cyRWc/R5URbiTQOA7LmyZw5p3F/Dp\nI/+wNTOekU9eRr37n6TV4w/S6vEHSZj8JGM/vZ4jZ2P4+Z7vWPrI57RqFNwVBO4mB90T/Sq7De35\nqeiWasdd8SaDrGW28RPaqebQTLXGrXU4Yp98BY2lzTRUH6523J47ZZWV23SnX4tv5LbItykwRbGr\ntGXFvTxwp8SoPAambebbbZf64uULFIg/koMcJVb7yp18Tb0mKQyfeD+v/rSM//t+MYNvvoOj+/fw\nwdOTGdIjnacnT+CvpQsoLwvttu7BgCbQCxAIvM2WojI6Rp7vOWzJ6oGK/sxwvsRdhkrJGCJL3CZL\nSA4USpIkHokJA+CLo3kAPJlWH0mSqonG+KRYnunW0uYwWflApteDn+asXahS2nj1nr7CEuS68sor\n6devH8uXLyc5OfBB27pCUlIMR4/mAw4yaSycy6gpazm88pAu60+k0pxax0V7HYFA4Guk5mnODcZ2\nEW1aMoZMkVRRE1+6U1VvmlVUjj4z2y1vcpqDeyG1lWf38BEiwKVsLO7krjeBcCeBQFAbSYJL25/m\n0van4eBe8or1ZBdGIEnQMLqIqLByxzdx5nmC3J3CpFLeih/HXWd/pJRwbor4GJXkfNJLoTmWt4pm\noKWQAepnfLbOY+YuNFX9W+u4O+5UaI4my5RGN/0qLlJtYnNRe9qG7/PYnQa3zOD3PRdx70VLfPZ9\n8AR5z39IrbsFehkhRWp0JAcLimodT28Qwe7T7s19q0og3MnVrkH2qvolSaJZ63Y0a92OUfdNYe+W\nDWxdNo8/F8xh2YJfiY6Jpe/AYQwYeh2duzkfPBaJQf5DVHAJQgJbQ0hnayWXgluV9zsnHOOTYvni\naF5lJVdV0bAIiMA2opLLdZzNpqmK+dhmm5k0FiTZhObMzvNfl+dXZNggV8u0cWaDxpui4SuEaAgE\nAoF9vOlOFm8aE6mz603GA0d9/rpq4s8Kxri4OAoKCjAajX57ToF17LmTO94Ewp0EAoFzxEaU0aJh\nDmkNcrwW3KorJGkO83HCdSwvHcS9ObM4ZLSdEHzalMySspuZUfgaD+YtZ2LeVo6aWlKPTPbIgzDI\nYT5Z4ym5HY2kbVar7F11p12G9rTS7EQtmWkXvpudJa3P38tJd7K259Ql8QAbTzR3/kXV0c5BAt9j\n8ZdAuJMtPG3trFKpSL/wYh6Z+jq//7OT6Z/9RM9+A1m24Ffuv+UaRvRuz0vPPMaWjA1B13miLiMq\nuPxEsGfT1AVqZtSsPPfT72pwq/J+ksQkswznglyWai4R3HINUcnlOyyZyLqhr9q97szxM7WO6bL+\npLIJuCwTk/0Pmq43ebQeb8yQEAgEoYOv3EngPN50J8tGjT4u3G1v8kX1uz+Ji4sDID8/n3r16gV4\nNaFDy4YR7DvlXHZyUlIMRx14E9Qdd/J2WyOBQCBwlpTkKLKOFNY63lh9lE/qjeT74tu44+zPpKi2\n0kv3Ky00m2ii2kemqRM/lDzCbuNFNFYfJNucRJhUyNjw5yg2ZHJC7sA6023Mk9+ik+o7LlNPJ1zK\n89q6y4lEj+1Waq64U7a5EYnqiv28GHUhWWVNq9/LTXdqFpvNsYI491+kA4Kpc5DAe6QmxnDwRH6t\n40pzJ29gaYet0Wrp3rs/3Xv3p7SkmH+WL2LlH7/y3Ref8OXH79OseQuuHn49Q669gRat0gO86tBG\nVHCFGN4elq5UbM2sOC8b53EnuFV5P0niybT61Y4Fe3DLlVkS3kJUclnHlTkKtjZAnMkITmicUO2f\nyiwauSIDR5JNmA+uRi5x/IeBqxnI3kRs0ggEAmdQwgxTZwjU/K2aeNOd6qI3uYIlwCXaFAY/SnQn\nd2aXOouo3hIIgoO6Mv9dLZm5KfITfm/Qg1662Ww0XM7LhV8xKvcojxcsYIuxD43VB2mlyeCxqFt5\nP6Y7V4d9SrpqIX3UrzJWey0TtAMoJ5oPDf+w1zzAe2ujHCN6u9c4604yEpZpXWWyDq3KUPteDtzJ\nWsK7SpIxy2K7V+A+vqgUr+pNUFG9pTu5UZHuZI2w8AiuGDyC9z//nn+2ZPLC9A9oktyUGW+9wuBe\nXRgxoCefffAWx49W/E4Kd/Ivde4dT8mD0oM549RTlLJJYykPr8pbZqPd4eh273euRLwqltJxgWu4\nG+QSHxreJyZ7NVLN3wnZjGnHPL+tQWzSCAQCpRDqyUHW3OkzSXbLnWRZ5pmN1Yey1wVvcjY5SAS4\nfI+/koNqogR3EggEgrqGXiqjr/4n7o18kEaqQ3TVLOajmM78EJfMqzEDuT1iCm0067CWJ1NPOsjV\nmocYrrmL+cY3WW+a4JU1JUj7yZYrWgl66k5xqjNkmxsCsLekBWn6g7Xv5cae0/HCOBpEVFTaiG4I\nAm/iLXdKaJxATPZqas3t8pE7eTtgFxsXz/U3juOLn+azMmMvjz/3ChqNllefe5K+XdO5efhAPvro\nI86cqV21JvANdS7AFYoESyZyoLFIxkqNij5GM2+XmCp7I9vbqLFWNg8VovF6fmll/+O9vVrUmsnl\nFVzsh6zkIK8j6mIlly+qilz9cHZFNuSSXMwHVtfun2x2nE3j6HnK8s+y5pUJlBWcdXo9AoEgtAnl\n5CAlYMud5kmyy0EuizfNKir3rTcpGBHgChzB6E6piTFW3SkQ87cEAkHwoAR38mZykCzD9KKPiFOd\n4rGoW0lQn7Aa0LJFc9UqxmkHs8r0INtNIzxeT2NpE8fkLrbXi/PulK7Zzh5De2QZNhdfQKfI7dXv\n5eae08YTzemceNDj1+pLAtE5SGAdV5KD7KFkd/IljRIbM/6O+/hp4UoWr9nC/Y89zZkzp7nrrrtI\nTExkyJAhfPfddxQWWt9bFngHEeAShAQ1JeNag1xtAKirGzU1N2ksJeJPptUPuc0ab9O9e3cWLVpU\np4JcjvBGVRLYn9PgrGyYdsynVhaNBQ+yaVITYzi47DtKc05ycOmsyuNik0YgEAQCkRzkGG+6U1Vv\nGhOpU5w3+Ss5SAS4lEcg3cmZ+1tzJ2/hbBKWqHwXCAQQOHdaUj6WPHN97o14ALVk473WAfFSFqM0\nN7LQ9AoFcqJH62mhWsZ+8xWUydG1ztlzpyGyVMud6qnPEKc6y7LSwZwwNKRTxPkAlyd7TksPdKBn\n8h6PXqdA4Mu9mrrqTs2at+Deh6awb/dOMjIyeOihh9iyZQs33XQTjRo1YsyYMfz++++Ul5d7fW2h\njghw+RklZNP4A0fbE/7cvrAlGYBd2bB5PxubNEAt4Xjuv30iyOUGPXr0CLkglz9wJAM2s2gs2Mmm\ncaZ668T6pSDLnNiwxOvZNGKTRiCou4SCOynJmyzP5y13qulNj8SE2fQmrwW5XKx+9xciwOU9vJUc\n5AhfupMjfO1OAoGg7lJX3CnXHM+skincG/kAaqn6+6yr7tRYtZWLVDNZZHrRozVFSydJUy1nk/nG\nWs9nz51ukyWr7jQs/Hs+KnyEm+r/jO7cDC5X9pxqulN+WTg/7ezOzR3+9uh1OiKYOwcJPMPT5CCl\nuJMvx2JIksSFF17IK6+8wsGDB/nrr7+45ZZbWLJkCddccw2JiYncfvvtLF++HJPJxvdB4BIiwBUA\nfCEbrmTT+HqWxAKNxGxtrS70lcjA2kgtGyK0Pl2HpR+yBITL1JIMC1VlIxIcDk2XJIloSaq1SVP1\nvEU4YnSaoBycroRycRHkqsDWh66tbBp7sgH2hcNuFo0FK9k0SUkxGAtzODzzfoxFtTftLNVbsmw+\ndwuzW9k0/trMEggEAn+iFG+qiqfuVLW9syveFK1WBaU3OYsIcAUWd93JHkpxJ19u0ggEAi+S2irQ\nKwgqfi8exUXaJTRVV69GsuZOVedh2XKnHur3yDT3I19uYvX5zLKKYjmeYrkeJtm2d/VSvcHfpkeq\n3ceROx0uM1h1p9ba7WSZ0ugT88/5e3ngTq+tGcKgFptoEi1cQ+A7PAly+dudAt01SKVS0atXL2bM\nmMHx48eZP38+gwcPZtasWVx++eWkpKTw8MMPs379elEg4QF1LsClSmkT6CWENDJQIsFKjcrqZo1F\nNLaHaymX/JeRPNgoW5UMCxISt8kSY2TnfiXuigmzKhqV9zsnHA92bu7migUgglzu4m6Qy3xss+0s\nmsqLTBXX1bhX7r+zMeadJnftL7UeYsmikU1GAGST0W42jbd6QAsEgrpDXU0OUpo3Vd0c8qY7OetN\nk1MT3Fm2InAmOSg6OhpJkkSAywGezi/1tkckJcUoxp2a6EvcfBXuISrfBYLgJdDu5A1+KxnNAP2X\n1Y554k56qZD2ql/YbB5TeSxPTma58Qk+NyzkVcNB3jNs4H3DOl4xHOJjw0oWGF/nmLlTtedopNrO\nxeqPmWP8AEOVQJir7pRnjmV6/lSGhv/AtCOPYTBrKq+t6k75+07XvpcVd1p/vDkzN/XjtSu+tbEC\nOyi0+l3gPdxJenE3OKQkdyrOO+PWa3AXe+6k1WoZPHgw33zzDadOneL777/n4osv5t133+Xiiy8m\nPT2dqVOnsnv3bj+uuG6gcXyJwBdIzdOQD2QGehk2SUmOqpZ96yyWtjVgZqVGBZjPfV1dNC4oMdC9\nyOCgVsq7OHouR5Vbta53kGFclzOQ/YklyDVw4ED69evH8uXLSU4Ws1M8JSkphqNH86sd0w191eV7\nABgLcyjcvgKQKdyxkrjuI9FExlVeVzWLxoJsNpOz+ido8aBb63cHsUkjEAQ3Sncnd7DlTVuLygLu\nTZb12T/v/IqEN1VkcMbGxooAlwJJTYzh4Il8u9f4y51SE2PY/et7Vt1p4+9fcdlY/7mTQCAIbgLp\nTjEtG1gNzDhLrjmeHHMCLdWbqh33dM8pTbWCjaZbKFLVZ5Hp/9hv7kdH1Y/0Vb9EY2kzYVLF+7xR\n1nNSvoBMuS8/Gb8iRjrG1eqHaKjaCUAv1XROmDvybN5HTI29G510voOQPSzulGuOZ/LZr7hU/yf3\nR73A02Vf8uDBF3i7+ROVs8Zccad9Zxtx/c8P8u6gz0mMcr21WyCQ9/yH1LpboJchoCI5aPfpYpce\nE2ru5GkCVk0iIiIYNWoUo0aNIicnh19++YVZs2bx3HPPMW3aNLp06cKNN97IqFGjxB6oE9S5Cq5g\noq70Ra5J1QHkVbNqAr1JE0rUtX7IopLLOvayaZxpt2Mvq8aZx1rI/Xd2ZQ9xWTZXy6ZpHGGslkVj\nQTYZ2fP3H37PphEIBAKlIbwptIiLixMBrgASDO5UMwPZgjfdydubNAKBQOBtdhnak67djkqqXb/u\niTs1ljZzRL6YDw2riOEok7UdGah5guaqvyuDWwAaqYwk1UZ6qaczSduZTqrv+Mr4O2tM9yLLoJJM\nXKeZgF4q5LH8xew1dnb6tf1degU3Z/9Bd/1KJke/gEoFH6U9zElDA27d9w6nDfVc+l4tO3ABV3zz\nFE9e9ivXtlnn0mMFAkd42uLPXXeq+bhAu5MviY+PZ+LEiSxbtowjR47w5ptvolKpeOSRR0hJSaFv\n3758/PHHnD0r5rHawuMA17Rp0xg0aBDDhg1j9OjRbN261RvrEriBv8vF7VFTOD6rHyE2aQQeEcpB\nLl+37HNFOGpeW5lFYxEJk5HCHSsreyJbq96yIJtNbPz9K4/WDmKTRhB8CHdyH28nB3nTnVKSo9x+\nrPCm0EEEuOoGvnKnmvMjamLNncT8LUEoINzJfYI1sTrXXI8Ele0KMHfd6Yi5K6XEcb1mPP01U9FJ\njqtWVJKZLuqvuV3bj83mMfxpehoAtWRguPpOrgufzsuFX/Fq4Uw2GfpgkGv/fVoiR7C09GruPvs9\n0wumMi12MndHv46lCCtCXco3re6iVXgml2+fw5enRlFkCre7rr35ydz936PcPv8OPhnyMRM7L3f4\nWgQCb+LKHFNn3cnadcHiTt7oGtSkSRMeeOAB1q1bx549e5g2bRonTpzgzjvvJDExkWHDhjFr1iyK\nioo8fq66hMctCnv37s0TTzyBVqtl+fLlPPjggyxdutQbawsJ6mK7HQsW4VhZ5adMbNIIPEG0K6xN\ny4YR7DtlXcqdKRmvijtZNVWzaCxYsmk6DB3HWitZNBbM57Jpugy7hYjYit7hYpNGEAoozZ1UKW2C\nqvK3rrqT8KbAYs7a5ZdZviLA5ZgzBeUe38Neqx0lu1NZg3FWM5AtWHMnXyFaOwuUhNLcKdjwpjtp\n05IxZHon2dTeaAwJGdvTrCzXuOZOJ8ztWWB6HRVGUlRrXV5vrHSEWzRD+cKwgATTfi5Uf4ckwWW6\n3+iqXcLf5SOZVfI4h02tSVLvI146hRkV2eZkTpmT6aDL4Nrwb+kb9gdayVDr/nqVgaeTp3N13BLe\nOXEHLx+dzBWxf9EpchsdI8+iVRnJLY9iS24rVp/uyK68ZtyStoCMiVOIDfPvjEaBwIJwJ9/RqlUr\nnn76aZ566ik2bdrErFmzmDVrFnPnziUiIoLhw4czZswYrrzySnS60E789riCq1+/fmi1FUMVL7zw\nQk6cOIHZbD1qqnhSWwXkaQORUeOrYelVkYHZ2upqsTZS6/MB6YK6TShUcuWfzealiSPIz8n2+F6u\nZNS4Sq0sGgvnsmn2L/zcZhaNBW9VcTlCbNIIlESdcqcAEazZyPYQ3hQaiACXb6gL7lS0U1nuJBAo\nCeFOvsFklth2Kpkvt/Tmhb9HMO2vkbzz30D+OtSGgrKwgK6tgfoEx01Jdq9xxZ1MsobfTe/TQ/Ue\n0Rx3e10RUg4jNRNZappGvtyk8ni4VMyV+q95JWYQn8ddwO0R/+NK/ZcMDvuMyZF381Vca2bUG8OA\n8LlWg1tV6RK1lS9aTmJJu5H0iF7H3tI03t41mv/bNo5vDlyFWZa4L/1Hdg+7gec6fSKCWwK3qOlO\n9joHOWpTKNzJt0iSROfOnXn11Vc5dOgQK1euZOzYsfzxxx8MHTqUxo0bc+edd7Jy5cqQ/Wz06gyu\nb7/9lr59+6JSidFegUIpbQotorFSo6KP0cxt2cVcUGJge7jWpc0aR9eJTZ/QpGaQ68Sxo9XOS0VF\nRC5eSMJrL5J41zgaTxhD4r0TiH/nNSJWLoNyzzODvU3VCqUlsz4j5+Qxls76zKnHBko2rGXRVCKb\nOb11lc0sGgtmk5FDGf/4YHUCQXAQ9O4UoOQgb+KsO/kyOchb3mS5lyfnBb5FBLh8Q11wJ9ks3Ekg\ncIagd6cAUTU56ERhLM/9dS1p773DqNmTWZrZAYNZjYTM3rONeWLFaFLfe5exc+5l9ZHAuF66Zjv7\njW0wyWqr5111py3m0YRzlljpCE2kjFr3skfN841U2+mi+oKVpv9ZvV4vldBak8FFuiV00S6juWY7\nGsn+e7s1kvXHuanBL3x4xQzm9XuYRVc8wM+9n2Bqx88YkrQavdp+oEwgsIer7uSIuuxOShqLoVKp\n6N27Nx9++CHHjx9n3rx5DBo0iG+++Ya+ffuSkpLCI488wsaNG5Hl0PnLz2GLwhEjRnDs2DGr51av\nXo1aXfFhM3/+fObOncu3337r3RWGCMHYbidFryOrrHagoKZoXGuQ2UpFqTjA9vCKzCtHbXc2RGgp\nl2xfZxkiqpOha7H4YA81qrYrvGXkVXz1y0KSgfj33yRm9g+UXdCB0s4XUdR/EHJYOKrCAvQ7txH1\n6gskHv5/9s47PIpy7cO/2Ww2vUACoRMQQu8ICpaDIoJ01IOAooAKiCKCqBwPUuSzAoIeRKQICARE\nekQsgICoFAEp0hFCCek9JNnNzvdHmLC72TIzOzM7M/vc1+V1HXdmZ97krDt3nuf3vu8V5A57Dtlj\nxsMaFe3rH8WOvKwMHNqZBJZlcejnJHQfMgqRVWLdLrXDB6HTxj3hMkVzG7bMAsZgQJf/rkJQhP0m\nud5uUkoQaofcSRm06E7OkMqbAHInLUANLulx5U7eold3UlORhiA4tOZOXi3vHN8YuHxe2gHxvndD\nLN9SB1N2DcHjzQ7gu6c+RMvqzldEySkOxcrj9+OZzS+jW/xJzO6+GtHB5X+P8l2mMLJRNeRdcL2P\nljvCDIWID7iA45YH0C7Qfm8poe7EssAh6/N4KOBdHLc+hfqGO4Vuse7UKeBLfG4+iO7sOwCKRf2M\nauRmVjC++SUeh87G4sSlKsgrCoQxgEXDmvlon5CJnndfx/2t0sAwyi3vTEiPGHdyt8QzhxbcSc37\nbwnFZDKhd+/e6N27NwoLC7Ft2zasWbMG8+fPx5w5c5CQkIChQ4diyJAhSEhIUHx8SuKxwbVp0yaP\nF/npp5/wySefYPny5YiN9f6PCX9FD4UaZ6LBSQID/sUaFkAp4/o8TjK4TUTZ29cnpIM9dxBMQidf\nD8MtXJPrkR6P4rkeXbHLYgE77Dlc+fl3WGq7TuSbzp5GlUWfoX63Tkj78FMUPtJTwVG756fEpWBv\nTym2Wq34OXEpBr3kPBlmi9Ky4Xb21m1YqxWXf05Ek4HjeF3T3ZR4V1CRhlAj5E7KoXV3ksqbuGuR\nO6mf6Oho5Ofnw2KxwGj0ejtkvyY+IgyX8wtdupOncJCe3UmLRRrCvyF3kh9LmQEvrBiA41drYMfQ\n99EmLtnt+dHBRRjf6QeMaLMHb+0ags7LZmH7kA9wV5U0hUYMDAxdjR9uPWfX4BLjTlloiEK2GuJw\nAhesS/BY4KSKa4l1p3AmHfHMPpyz9kRnbJbpN6AcVzKj8J/V9+OHw7UwoOtVPNwuBROf/BtVwktg\nthhw9lok/jwXi5fm3YOAABZvDzuBJx+87OthEyLxZ3fSK2FhYXjqqafw1FNPISsrCxs2bMCaNWsw\nY8YMTJ8+HR07dsSQIUMwePBg1K7tfvlXLeL1nO7du3fj/fffx9KlS1GnjnTL46m9sC4XUuwpIdUy\nhfXqhAt+DwMghEUl0bA9fk+hGS1umWFiXRdWbM9znGLuKBm0Abt/c+8992DDv7ojIysT3cLCcHLU\nWLfNLQAobdIMqXM/x81Pv0T1t15F9KLPZBufkI3SuRRNmaVcysssZhz6OYn3fhJ80r3xNSIlmTpe\ndOlPlykaDrbMgoy/hW/e6wgVaQi9IZc7+StqcidP1Auyb8q78qbWYUEVx/l4k+O5vnYnMQ7pL0RH\nl88cz8uTLt3qz3jrTnyQaskdse5EM98JgtzJW1gWeHFFf6TkRmDfW4s9NrdsiQgqxoJeX+G1zt/h\n0TX/wfX8KjKO1J5Hg7fgH0tLnDR3rXhNTM3phrU96jCHsNs6Fa0NaxHM5FU6V4w71TEcRArbTo4f\nXVGW7WuPzrPGonl8Di6u2oglr/+G53peRLtGWYivUYjGdfLR557rmDb8L5xYuhVzxh7Gu1+3xr9n\nPojMbArraA1yJ/1TtWpVvPDCC9i9e8F4+sQAACAASURBVDeuXr2KOXPmgGVZTJo0CXXr1sVDDz2E\nxYsXIysry9dDlQyvv4mmTJmCwMBAjB8/vuK15cuXo0oV5R56kuLL6eIK4810cXc8ZmHdpoI5ifBU\nWHGVvqHmFmHH22/jgRvXsDRxM0aMGlaxXGGNWp4TCbfu+xeubt2JOoN6whoRibyhzyowYNfYpmg4\nhKRphOBtqqbeC59Xuh4f/F00CAIgd9Iz9eqEI/lagaD3SOVNtucC6nUnOfcy0wJcgysnJwdVq1b1\ncDbhCU/u5Ak+SWTgjuf4wp0IgtChOynMyt/a4a+rNbHvrcUIDTIDImbAj+mwE+lFUXg+aTS2P/UB\n72UKvSHEcAtvR72ND/Lm4uPI7ghj8gE4d6fWYUE4XlgCoLI7pbNNEcCU4LL1fowOvM/uHt64Uxxz\nEhesj0j28/qC6VsewreHW2Ln68vQomuUx/MZBujePgWHFiZhyuIO+NczTbFzxRlUjxG+xxihPPER\nYZiz4ENyJz+idu3amDhxIiZOnIhz585hzZo1SExMxIsvvohx48ahV69eGDJkCPr27YuwMO/C5b7E\n6wbXH394n84n7OGW22FZFgzjugTh6bgv4dO84nsdW9nghEMNBRpCBezZA6xYges//4E2VWOwbN1W\njBzcT1CTy1K7Dq6v3oh6/brj1r33wdzgLgUGXpnszHS7FA0Hl6bhu58EX9kApBEO2+sQBMEPudyJ\nSegE9txBWa6tdpgGDWG9dFF2b5IrHCSVN3Hnkjv5Bj7LO9s2uAjv4ONOTarFegwHqdmd3AWDxCzt\nTBBaRXd1JwXDQal5YXhrQw98P2FFeXPrNmLcaUrXzbhvxXQsP/4gRrTZw+v+ntzJUzjovuBduPtW\nF7yfvwr/iRiGUKb8XCHulMU2xHm2B4YZH0cQU/leYt0pCAUohXa/i7/45W5s+LMFdr+xBNUiigB4\nbnBxBJus+GTcIUzfFIneLzTB/rV/w2Ryv5Qc4XukcichSLVkoa/cic+2GFpZNSghIQHTp0/HtGnT\ncPToUaxZswZr167F1q1bERYWhgEDBmDIkCHo0aMHAgMDfT1cQXi9RCEhD59czsHMgxfAss4fECzL\nYubBC/jk6D9Ojyu11I4S2MoGh5IFGlpmR6VYLMDzzwNffAFr1RgAQNsOnbBs3VZkpKdh+OO9cPPG\ndV6XMjdKQOark1H9zVflHLFb1q9YWClFw8GlafgidJaU2GULhb7PF6JBEIR/MHf3Ecw8my7am/SG\nr92JcA01uKRDSncSilLuJDV6KtIQBMGPL/fcjYHt/kbbejftXhfjTkaDFbO7r8Ls3/vAxdtk4dmQ\naahvPI3/5m3DJUtL3u9jWQaHyp7HOfZRtDBsQj3DAZfninEnC4JgBL8tCRyXqZYKsbW/C2lVMW3L\nw9jw0prbzS1xzBh/HTWrl2LWwlqir0Eoh1TuJLbmpFZ38nZbDK3BMAzat2+P2bNnIzk5Gb/88guG\nDRuG7du3o0+fPqhZsybGjh2LvXv3wuri86I2dNngMtRr6t0F4htLMxCRsCyLvOJSLDt93WmTixON\nZaevI6/U4lJI9AK39rEttmsj+xKll9nx9P+13j8LdiQlAdWrA3372r3s2OQ6feIvDOv3ELIy3Cfu\nc0aOQdC5MzCdPinnqJ2SnZmO3d9vrpSi4bBdE1nOtK6tdLgSCG/ERNSYaP8tgiA8UOFNf/ztlTfp\nKRykZndSGrW5kxoaXJ6ejZnpabzcyZdI7U5il1CW051Ej8nPijQE4Q2+3Pv9Rk4Etv3VBAt3d8KC\nXZ2ReKA1TqdUQ5lVujhKmZXBkr0dMbab/Qx/b9ypa51zCDKa8cuV5oq5k4Fh8XzIW+gX/DlmFazF\n0qJZuF7meuUVK2vAWWtPLLd8h+PWJ3GfYS7K4H42ghh3SmebIYbR5jLdk9b1wpu99iKhRmalY0Lc\niWGAL2ZcxsI11fHPVf8NoOrNnfgghTt5c46UY/JnDAYDHnzwQSxatAg3b97E1q1b0aNHD6xcuRIP\nPvgg6tevjzfeeANHjx5Vdc1Zlw0urcMwDKb17IyR9zSv1OSyFY2RzWrjnU6NVLtMoRQ4buw5KqPI\n6Qag/sDcTT9jxpoktwmrGWuSMHfTzwqPzEd8+SUwdqzTQ3ZNricew7XkK1i5eIH76wUGInfYCESt\nWi79WD2wfsVCsKz7VITcs7ic4Vi08aapRaJBEOpGy+Eg8iZ7lHAntaWQXaFGd1JDg8sTK5csQMr1\na57dyYf4gzu5g5YnJAhtklsYiE83NkWLkf3RftZ4LNzdGSevx+FMSjVsOdoMAz4bhpoT38KkdT1x\nPtX7fRrP3oxFiMmCVnVS7V73xp0YBhiQcBi7LrfwenxCYBjgX0HrMSfyIQQzhXgnfzPeyPsBiwo/\nwrbiF/F98QjsK5uE9eblmG8+gV/LJqK9YQVGGHshwfADbljbu7y2WHe6zrZHx+BTsvy8cnIpvQoO\nXKqLsf+qvLS5GHeqFWfG8IEZWLSuumxjVjt6cye+nuGtOznzJnIn32EymdC3b1+sWbMGqampWL16\nNdq0aYNPPvkE7du3R/PmzTFz5kycP6++xj41uFSKK+EQUqThUyTwNAPJ0/J8fAscrcOCeJ1ni6Nk\ncNPD7yk0+12Ti2VZ5BXdwrIff3MqG5xkLPvxN+QV3VJ1V10SrFZg/36gVy+Xp7Tt0AmffLEC+Xm5\nSE9PR9LGdR7TNIUP90DIgf1Sj9Yjh/fvhsXsPEXDUWYx4+SBvYKuq5WmEokGQRDeIoU38UWp2du+\ncCcx91QranUntTe4MtPTsGPrBrAsix1bN6g2iax3d1LLOAiCcI3QcNCmffXQYmR/HDhdDYsm/o6U\n9d9g+4SVWPD0Nnw2LAlrx6zD2ffm4eB/FyIosAwPfPgC3tn8MErMAaLHeORKLbSvf8PpMW/cqX3N\nf3DkZgPR4/KGKoY0DAt5H19EdcDI0LdRN+As0q11cc3aBCVsBJoakjA8sC9GBfZAm4B1MDBWxDGn\nUIZAXLe2q3Q9se5UyobhnLUnOgSqO2DMNGhY6bVVv7fF0Hv+QojJYve6N+40enA6VmyKVXTpSrVA\n7qQOZ1HLOPRCeHg4hg4diqSkJNy8eRNffPEFqlevjmnTpiEhIQGdOnXCvHnzkJKS4uuhAgCMvh6A\nalFw009XcMIBAMv++BvLTpfvJ+QPCWRXkgFU3gAUcL42Mt8ijRZSyAzDYNrQPgCAZT/+BgCYNrQP\nGIaxk4yRPbpUvK5rLl4EqlQBYmLcnnbk0G+oHheHtNRUpKTcwOdzP8B/35vj8vySZi1hungeTEkJ\n2CDlinxfbthd8b8v5xd6PL9JtVDem34K2ThdLkg0CMJP8LE7SeFNgQ3rwHzpmlfj8LRZer0gE5JL\n+O3XIAQp3EntOCvSuDxXpe4UEREBhmFU2+BauWRBxVr7ZdYyrFy8ABOmTPftoJzAuRMfbwK0504E\nQegHqxWYsKATfvqzFtZN3YOuLW2K307cKT42B+8N+gmvPPQ7XlrVDw98+AK2jf8a1SP5fd/ZkpwV\njQaxWS6Pi3WnBtFpSM6NBcDPnSIbVUPeBfFFf2fuFMiUoqnxMJoaD9u9frywpNL7GYZFh4CvcNA6\nBgMNoyte98adjlmHIp75FbEG5w1ENXPwnzp48cFD9i/GNwYDiHanhAbFMDBA8g0T6teW3nPVDLmT\ntt3J3dLOtHdpOTExMRg9ejRGjx6Nq1evYt26dUhMTMRrr72GiRMnolu3bhg6dCgGDRqEKlWq+GSM\nNINL5dgKB4fem1tAuUyYWFSSDNvjXKLGxEJzBRpAWJEGuFOoGdmji12ixu+aWwBw8yZQu7bbU7gU\nTYDBgJiYGJSVlSFx5RKcOXnc5XvYkBBYwyNgyHH9R4AWaVQ91GdNJm/u661oEAThf/irNwH+4U68\nub1kphrdyWAwICoqSpUNLs6duHSvxWxWdRJZTtTsTu5mvlORhiDUBcsCr3zWGcf/qYIDC76zb255\noGZ0ATaOW4MeLc7j0bnPIbswWPD9y6wMAgzup9SIcacAxgorK92z09PKQVLQwbAcV6xdcMn6QMVr\nYt0pj62JvWWT8UDAR7KPWw7+uloDbes6n3XhjTu1b1GEo6f1+Rxx9XxUgztl5qujoejLYLM37kQI\no27dunj99dfx559/4vTp05g6dSquXr2K559/HjVq1MCAAQPwzTffoKhI2YanbhtcXu8lAfh0PwkO\nlmUxY8cBu9ecbQLqCjVtmC502ZsORc4lg4OTjQ5F7qfY6glH2aj/3H/8r7kFlC/A7QHbFI3JZKpo\ncg1/vBdu3rju9fV9jZgHtNLC4e5+RTmZWPvGUNQ0yvfQ03qRJjU1FV26dEFaWpqvh0IQ/PGxO3nr\nTVqH3KkyanSn6OhoVTa4bN2Jg0siqxV3DR1H9OJOfDd/90fInQi1kbirAX49WR3bZu1EZJiLZ68b\nd2IYYOaAneja+ArGr+kj+P5Vw24hPd/996QYd8ooikR0sLZmawQzeehtfA3bLP9DPhtX8bpQdypj\nA7HF8jk6GpaihuGkJGNz1+CTY2ns7KIQxIa7/v+Przs51l1jq5iRnetfC4Vp0Z2EINSdfBEQInfy\nDm/cqWnTppgxYwbOnj2LQ4cO4eWXX8ahQ4cwePBgxMXF4ZlnnsH27dth9rA0phSousHFJHRS/J6e\nCiBKFkg40Vj2x98YeU9zXJk+AiOb1a60Cai3KLWXhBg8lRzU34aQAAfhtV1yh8OvmlsAEBcHXHO9\nDIJjiga40+TKy8vFsAE9nDa5mFu3YCjIhzXKN1NqhSK2UKOGJQOPbF2B/IwUQZu/+xvz5s1DcnIy\n5s2b5+uhEH6C2HCQWtzJqTc52TzdE1LsYSoVYvbE8rU7KV2k4YPa3EmNDS5n7gQon0RWSwrZFqW8\nydN9yJ08Q+5EqIm07GC8/kVHLJu8HxGhlfc6coftcYYBPnriBxy6XAfbjglztbb1UnA0uabb+4ip\nOR25GY92Nf6p+Hc1Bavd0djwM9oHLMfX5i3IZe+sCMPXncxsMNZbVsCEAjwQMFuze5cGGKywWN2X\ng8W4k8XCICDAP0JlgHrcSY2oyZ0KyJ3cIoU7MQyDjh07Ys6cOUhOTsauXbswZMgQJCUloXfv3qhZ\nsybGjh2Lffv2VWoIS4WqG1xKM3fTz5U3UrRpLnAP/7m7j8g+FkfRmNazMxiGwTudGsnS5HKHp+ni\ncu1h5Q1SiYYSU+WFwk0Pt8XZBqC65q67gJwcIMN5CsNZigYob3JVj4tD6s0bTmdyBf19AqWNEiTb\nf0uNRRoOOYXDUxOtKCcT537dAbAsDv2cRGkaJ6SmpmLdunVgWRbr1q2jJDLBG6XDQWpxJ1feNK1n\nZ8W9CfBvd1IjfNxJktUfeKLGBpcrdwL8O4nMIXdAyNO1+biTkNlseoTcifAF7p4dXyQloH/Xq+iQ\nYL/8vRh3Cg0y46Mnd+C97Q9ACG3rpuDszVhkFoRUOubSnQb38OhOe5Kbo3PtC4LGopZw0P0Bc9Eu\nYCWWmHfheNm/wVcNr1rvxpfmvQhmcvCEcSQMTBnvMalt3/f4mBxcTK/q9hwxdacLycFoUKfyHmh6\nRavuJNQXtO5OrEh38odtMeRwp4CAAHTr1g1ffvklbt68iS1btuCRRx7BihUr8MADDyA+Ph5vvvkm\njh07Junf5tTgug3LssgrumW3xmwF8Y3tHv55xaWyFkhciQYAGBreJbjJpaY0jdqKJ96Ihi9SyI5r\nH19Z/l6ltZEBZYs0PsFgAO67D/j++0qHXKVoOAIMBsTGxCI9LbVSkyts54+41amLbMOWA2/WEpZD\nOPhc78jWFWBvi6DVanWapvH3Is28efMq/nu2Wq2URCZUiVt3AhRzJ3fexLdQo2b05E7ukMtX+bqT\nFPBtMKutweXJnfSWRNarO7nDH4o05E6EWOQIB1nKGCzd3hhj+52xe90bd+rd+ixScyPw55VavMcR\nFmRG/7ZnsOK3di7vI9SdruVVxb7kphjY5BDvcfBByXDQvQGfY6jxSfxufQVLLLtxtGwYitjKDZ9S\nNgxnrT2xxrwO6y0r8ZDxXQwwvoQARhtLPbva9719/Rv487Lrz5EYdzKbGZw4F4J2zbS1dKVY/M2d\nvEGr7sQHrW+LIbc7BQUFoV+/fkhMTERaWhpWrVqFVq1aYe7cuWjXrh1atGiBWbNm4eLFi17fS9cN\nLiFFflcbKQK3v9x/O+v04S8HDMMgMtjk8l62Ta5Ik1GSsah5mUItIkeRxtXGnq4+t7rnxReBhQsr\nvewuRcMRaArEo737ISM97U6Ty2xG1OqvkPv0CLlGrFo44fBWOvi8n0vRWMvKl+kos5gFz+LSe5GG\nS9GUlpbPACwtLaUkMqFK3LpT/UYuCydyjMOdN9nOgOfrTWoKBymB2ppoznBVpHGHWt1JbQ0uPu6k\n5iSyL5DKm5RyJz5ouUhD7kSojVOXoxEeYkHrhvbf9d64U4CBxcD2p/DTqUaCxvLSQ3/g05+7ILfo\nzrPeG3d6f39/PN1qH8JN9jN11OROfLympuE4XjQ+gG4Bs3DO2gufmY9gXukJLDcnYYV5Kz4v/R1z\nzGfxW9l4NDdsxiuB7dDMsE3QPdRK9+YXsfFIizsvOM4gFOFO2/dEoU3TIoSHybP8mNrwN3fyJhzE\noUd30jJKu1N4eDiGDRuG7777DikpKVi4cCGqVauGqVOnolGjRujcuTPmz58v+v7+tfufB2zXmF32\n428AyteYrfhyV6C5xTGxW3uwLOvyXpxwKLV3QL064Ui+VuD6eJAJySX8lmNrHRaE44XyTVvWgmgI\nLdK4kgzA+ed2xltN9b8nV+/ewOTJwJYtSOjfH+dSy5NCv+3Z6TJFw2Exm3Hx3GksXbsFo57qj+GP\n98LmAU+ipGlzlDZr4fa9aqRJtVCcTZcmKWUrCxfSPF9TqKDYpmg4uDTNoJfeFHQtd2i5SGObouHg\n0jTvvfeej0ZF+AuGek1hTT7j+cTbuHUnhYJBgGdvMjS8C+/cHq9URDaqhrwLyqQy5XYnXXG7SKNm\nd1Jbg4uvO+3f8zMmTJmuzKBkRip3cvQgLbuTliF3ItTGkfMx6JCQ6fSYN+7UMf4GNh1pLmgsnRpc\nR69W5zB5fU98+eyWitfFuNPuy82x/UI7HH3hLUFj4BDjTrnWKBwt7Ywz5lY4b64NKxuAUCYP8ca/\n0TjgCBoEnIDYxzfDsGjE7EQjw06wLINsxCOPrQUWBoQiC7HMWQQwFs8X8gJfbIvxeIdTeP2bnjif\nWhWN4+4soemNO32+Jg5jh/hPqIDcSTxqcSdaNch37hQbG4sxY8ZgzJgxuHr1KtauXYvExERMmDAB\nJpMJ8fHxgq9JDS4HHL+0uS/uii/3K8LWGfZ2LC6PNWgI/HOJ97UCG9aB+dI1KYZFKMntIg3DMIgM\nDakkGRy2n9vI0BBJCjRK7+MiGKMRWLoUeOopoGtXAOUPvPU7fhV0maVrt+D5f/fFk/M/worNPyJW\nhqEqgZRNLg6pp5E7pmg4uDRN9yGjEFkl1q9FwzFFw8GlaSZMmIDq1av7aHQE4Ry1uJOnZ5+h4V1g\nBbiTt0gZDpITKYNBatq71BfuxJfo6Gjk5+fDYrHAaPTNn2MJcaEV4SCh7qQXyJ30AbkT4WuchYP+\nuRmORrXzXL5HrDs1jsvA5YxowWP88Ikf0HnWGHz68z0Y3/0Pu3G4w9adTmfUwvAtL2Fp30WIDpZ/\nGbqL5gSsKhyNvSU90DLwCJoFHke3kN+Qa7mFfGtVXLC0xbbiMTChGD2Dl+Fh0xoE2OyLJTQcxDAs\nquIfVGX+8XiuEHdS47YYwYEWjH/4d7ya2AffvboS3KdArDtt+Tkal64G4Yme9vvN6RlyJ+nwlTu5\nw99WDeLwhTvVrVsXkydPxuTJk3H69GksWbIESUlJnt/ogOqXKPRFkd32S5uj4svdZuouIR65ZllJ\nKRpqKtIAwMSB3Z1KBgf3uZ04sLvCI/Mh998PjBgBPPYYDLniktB3x9XEdxERuBlowtBXRyM15YbE\ngxSGNwUKKaaNy4mzFA2HXGsiaw1nKRoO2k+CUDN6dCc1LbUDqGOGuhqLNO5QqztFR5cXJ/PyXBc/\nCWXwB3fSe5GG3IlQI5YyBkaD++VvxbiT0WCFxRogeDyRISX4/rUV+GznvZi66WGYLcJKgbv+aYEe\nq/+D9x9aix4NT7g8z1t3qlcnHBbWiKUF4zE2ax3ijRewodoDmF/1WYyJmIM+Id/iftMmPBa8FOPC\nXsNnkffiudCp+K20H/6T/x2uljXx6v5awtvf9euP/oqM/FAs2nO33etC3SklLRAvTY/HsvcvIThI\n39tlqHGVmMx85cNy/uBOeket7tSsWTO89tprot6r+gaXtwjZh4uDm5Zri90asyop1IjZi8Ad3hYe\nhBY9pC7UKFn48dWeZZ4SVrpfltAZ774LdOmCuv26I+jkX4LeGrp3F+r2746mr0zCkg3bkZGehmcG\n9fR5k8sb1CobrlI0HHzXRNZzkcZVioaD9pMg+OKLcBC5kzik3DBdDGpomgHyNhPV6E5cg0tNyxSq\nAV8UaQD9uxMf1Fi04wO5E6FWosNKkZXv/hkvxp2yCkMQGVIsakzxsTnY++ZiHE2uhXvfG4PdZxrA\n0xaUyZlReOnXCRiVNBrL+i7C063knbVyyxqE17OX4EjpPfg69jE8G74Q0YZsl+czDNA68FdMC38S\n3YNWYVr+Rhw3319xXA7PUYs7ecKT8wYarVj1wnrMSuqGtbvi7d/Lw50M9ZriZnogeoxsgnFPp+L+\njq5XLSD0h9bdKarU+1lo5E7qQvcNLqE4rjl7Zfl7zjdSjG+simKNkEKNFGkaqdGKHAjB14lvMU1d\nTcMwwCefIGvca6g9uB9ip70FY/IVt28xnT6JuFdHI+61sUid/T/kPP8S2nXsjKVrt+imyaU24XCX\nouGwWq048O1Kr++lVdFwl6LhoCQyoQRCnyOC3EljqM2dpPQmLTmY1I1JR5R2J2pwSYsUy/OpzZuA\ncnfyVH2Wyp20CrkTIRXehoMcnyOt78rGsYtVXZ4v1p2OJtdC27oposdZM7oA28Z/jQmP7Mera/qg\n9bRXMHXTw9h8pBmOX4vDqevV8cvZeHzyYxcM+N8wdHz3JYSaSnH0hbfwiJuZW0JwFQ6ysgzGXpqN\nMEMB5lcZjrgA5z+ns3AQwwCPBK3C62EjMa/wC5yztKs45kt3UvuqQQk1MrHj4914a0kHTPqiI4qK\n+c8O3LE3Cp2fbI5/98rClNHiP5OEdtGyO3274guFRqQ+9OpO1OCywdWGitOG9nEuG4AmizVy4osk\ncuuwIMlFQ054F2nos8UfhkH+v4fhys4/wIBF/Z73o87Anoid+TYi161C+JYNiFyzAtX++zrq9XwA\ndYYMgKVOPVzZfRBFD/WouIyUTS5fpZBtUZNwXDn2m8sUDUeZxYxD+3cpNCL18eOPP7pM0XCUlpbi\nhx9+UGhEBOEZwe6kgoCQ3M0SuZGiUCPmGmov0gDw+WeLL1WqVAFADS61obaA0JVjv6HM4n4De3In\ncidCnXRMyMTR8zFOGwbeuNO+8/G4u8F1r8bGMMDT9/6Fv2Z8hgVPb4XBwGLprx3wzOIn8dSiwZi6\nqTv+yaiCJzuexD8fzsacwTtQpVkN3tcXGw5akT4YqeZqWNb8vzAy7v9udEXzwAN4MXQyPi1cgBI2\npOJ1Z96TyTbEL5a3sNq8Hp+UnsL7pVfxYellfGn+BUmWT3DG2htWNsDtNeREqVWDWjbIweGFSbiZ\nGYK2L/bDZ5uaIqcg0Om5LAvsOloDT0x/EGOnx2PZ+/9g6rgb8MeFhLSOVHt36tGd9LxqEKBfd/LN\nrsYK42zTT0dcSQZQeQNQAPZr0nJ/TF8+L88P4AGmQUPem6YHNqwD86VrLo9HNqqGvAvpvO/NggUD\n108zFnBztBxOFIRsAOr4XqlxV6Tx1fKEhHsS4kJxDjWRPuNDZLw5DSG/70Pw8WMI3bsLTEkprKGh\nKG3SDOn/fRe3OncBAp1LG9fkGvVUfzwzqCe+3rgDcTVrKfzTSAcnG1JvBCqUmV9v53WeP2+S/uef\nf/p6CARRAbkTf4S4kzNvqhdkQnJJ6e3jnr0JEL5xuuN7lYbcyR61zOBKiAvFuVTf+oEa0ZI7efIm\nvRdpyJ0ItRIbVYL7WqVi7e4GGNnrQsXr3rjT1dA22H++HlY9v16SMTIM8EDCFTyQ4H71EyVILY3F\nxzdeweYmzyDQYN/cEupO95i244/SPvi2+DUMC3mv4nXOndLZBPxo+T+ksG3Q2rAOHQK+Qg3mBEKQ\ngzIYkck2QgrbFr+XjcP37Ie4L2AeRkSsun0ndSD1qkGxUSVY/fY+7DtRHV9sbYKpX7VDkzq5aNso\nG9ERJTCbDTh7LQpHzldFXHQxxvQ7i5WfpSM8zP0KLYT/0KRaqM+9CZDGnfSOXt1JEw0uJqET2HMH\n5b0HwyAyNKSSZNge52QjMjTE+Zq0Pi7WKEG9OuFIvla+tm4iY0UhgFEsnDa5WAAbAxmEsMBjFs8y\nILRYo6WldQhlYUNDUfTwoyh6+FFR79dbkwvwbbGGb6LH34s0BKE1/MWdPIWDPMG5kxzeBAgLCIl1\nJzlnvvt6aWdfoJYGF+EeXxZr1JSGJgiCH47hoJf6ncWkhR0x7OFLCDKVNwK8caeP17XEsB5XEN60\nvk+8Sc5g9dcZ/0afKj8gIcT++mLdaWjI+3gj/wc8HjwPwUz59zjLApcDXsWm4lfQ1fAhBhuehpGp\n7FChzCHUxSF0CliMm9aW+IWdi+kFAzE+7GXEGviv8KKJVYMcuL9VGu5vlYbCW0b8dakKjl+qgrzC\nQAQarfhX21S0b5yJ2rFFCKjfFID3zS1f7BvsLRQOco2vA0JKupNWt8XQM5pocEkBnyTyxIHdwbKs\nyw0VOdnwuBm1D4o1UiaR+cCCVHSHOAAAIABJREFURSGAJKZcImyFo16QCVdKSrExkMEeowEPWqyC\nEsmA+2KNt40tXxZptL4skj+hxyYXoLx0UIGGIHyDEuEggNyJL+68CQDqBgVintUi2JsAZdzJE3Iu\nTyj30s5S7b8lpEhDDS7tYOsxenUnKtIQhDz06HgDTerl4d1VrTFr5LGK18W4097j1bF5fz0c+3Jr\n+Qu2zzyNuxPLAqvTn8DqxmMqXqtXJxxXruWLdqfqAVfRxHgYv5f2RbegdWBZYPmtmfjbcg8+iOiF\nuIBkAMDxQtfjah0WhNY4j4fZ/thUPB5T87dgRvggVA+4KsnPrealncNCLOjSIh1dWvBf3YkgOHzR\n6JIqVE1oF9qDywFPBRiPBRpbVLDPhDM8NWE8LSNTr044GDAYxTLowzJIYlgsZViwt6dss2DtmluD\nzCzvIg0Ht6+Ws3/kRs2i4QlfFGn0jJR7cglBiYeuEmslC7m+VD8zFWkIQjr4PlPInTy7kydvWsqw\nXnkTIJ87eRsMouUJKxMeHg6DwUANLgkhdyIIwluk+BvY1p0YBlgw/g+s+KERvt1T3/5eAtzpUko4\nhn9wPz6f8DuqRjrZN0Wl7sSX5NJyx2oees7udW/dqX3gTpy2dAYAbCsZg78t92B6xOMVzS2AnzsF\nMFY8ETIP/YIWYlZBIopZz9/T5E4Eodz+XFLeg1YN0i7U4FICTjhklg6lZwe5Eg4pijRyQaKhb+Ro\nbrTr2BnL1m1VvMmlFHJJh9TXJNEgCD9DZ+7kLhy0lGGRxLDowzKq8ya58cflCQHAYDAgKipKFQ0u\nCoYIh9yJIAi+1KhajG3/txOvLuiEhVubgBW4jdOB07F4aNKjmDLkBPrcc939yQo1uvi6E99w0PHC\n5mgd9nel4966U8OA47hU1hpXyxKwufgVTA4bhTAmn9fYndEreBkaGY9iza0poq/B4U2omlYNIjgy\n8500vAWgVFCG8yYtuBOhXTSzRKEUS+3wWaZQdlSy14TQNZEd4faTKBeO8teSbksGAPRhGYwyGHEV\nZlHj87Q0j5Cle4RAokE4o22HTli2bitGDu6nq+UKbZFqCR4xgkEJZIJQL+RO0uLWm1gGjM2m6UKR\nw534BINoeUJxREdHq6LBRYiH3IkgCGc4ulPbRtnYNecHDH//Pmz9rS7mjj2EZvVz3V4jMy8IH69r\nga9/ugv/e+UABt6f7PZ8O3y0fKFY0iyxqBWYYvcaywLHi5pje2FrnDG3Qro1DiwYrDRkIjHwBEym\nQxgUeAijALhaMDDWcB051mpYUTQdTwbPcbq0oFB3GhEyFa/l7cUjQV+jbsA5p+8JMdbF5qKHcNrc\nCsllDVHKmhDC3EJD41k0D/wL9wXtun1lH6NBd1ILtA+XeMidCLnQTINLd8hUrFF6Ly7gTrGGK9IA\nKC/SiGxBbTcyuMXAZRJH6CbsHL7c5FMQJBqqxB+aXByOssBHPCg5QxDqQ6l9uBTDx+4kdThIKm8C\n5HMnb6GZ766hBpc93qaQfY1W3Ylm8BGEMjSpm4dfP/0e8zY0xyNvPIKm9XLRv8tVtG+ciQY1ChAQ\nwCItJxhHz1fF7mM1se33OhjQ9SqOLtqG6lWKxd9YA+7Ept4xF5YFtmT3wuc3RyDHEoXu0XvRmdmH\nuIAbAKx4m60Gs7k1cnP/Dz+wJkSHfoVBoatwvdT576iMNeJSWWu8ET6i0jEx7hRhyEH3oFX4seRZ\njAp92+78y5Zm+LZ4Ev623IeuQbvQPPAvPBy8HSamBEVsGM6bm+Hn4r74OG8WBrI7MLHm56hhquyN\n/uJOtC0GIdSd5PYmvjPfyZ3Uid81uFSRRLZFBuFQusnFTRG3ZSnDYhRb3lQSkkRmAdxigD1GA4DK\nSxxykiF0E3Ypmlv+IhpaR840jZJNrviIMFzOd7PrrYLIKRJ8UjQkGgThW/zBnZTEnTcxYDTlTqrY\nt1QFiCnSqKnBpZckMrnTHWh5QoIQh1ThIGfuFGhkMXnwKbw66DS2/lYXu4/VwOqdDXE1LQxWFqga\nUYp2jbLQuVk6Ph59GLFRJV6PowIVu1O1wEzsz++M1NJYTLoyEymlNTCl9jw8FLUPBoZF8rWCCncK\nZVgAm8GyQNvSu7Ez/w18XzwI06Imgimz/31nWmvCwJThAdNGmBj736U37tQ9aBUm5e3CiJD/wsCw\nKGMDsLF4PL4veR4vhH+K90MmI8xQ+VnUJegXAEBQ9XgsSXsGD/+9EdPrfoQnY7bx/l3RqkGEnvG1\nOxHahvbgUgs+2BjU2w3T69UJr7T+8SarodL6yEKaSwzKEzQPWqzYYzRgYyBTMXnbUTKk3qdCzuUJ\ntQQladzDNbnc7cklZQo5LysD7z0/EHnZGZJdkyAIQhdI6E5S7yfhirq1wzx6EyAsmONLd/IGyYo0\nGp35rqYGl94gdyIIQs2YAq144sErWPDqAfzxv+24/s16pKxfj1PLtmDVf/bhlYFnpG1u2SJhzUmq\nZkqXZjdxpLA1ep9JRKvQ0/i+2WB0j94Lw+0wkDN36gsGh4MOoUPVwegZvBGjs9bjnKW93XUvlbVG\nACxoZvy98tgh3p1iDTcQxuQhxdoQFtaIuYWLcMrSFatje2Fw2FdOm1u2xJky8HadT7A24UXMTxmN\nD6+/Iv6XJxaNupOa0Eu4lmv8kDsRWkdTDS6pCu+q/lJWuFDjDSzL4psIY4VocMvrONsEVIpCjdgC\njRqWJtR7kcbf4NPkkoqfEpciO/UGfk5cKts9hCKV/FCKhiC0g6qfMwoHhMTCsixm5xXz8iZAmiaX\nL92JZr67Jzo6GtnZ2b4ehi5RmztJWTQidyII7aBad1I4XO0p0BIRWIh0cwwGx2zGm7U/g8lwZx93\nT+70ncGKvPDleDvydcwuXIEbZXfqLkfND6EEoWhgPOn0vt64U3zACVwpa4FFRbNhgQlvhw9FXMBN\nj78L21B1q9DT2NzkGWzP7o4vU58BQO5E+A5/dyea+a59NNXgkhLVygagqHCITSJzopFYWGonGgBk\naXK9GhIga4HG0+wtEg1toUSaxrHJdfPGdcnvEVVahEM7k8CyLA79nKSaNI2S8kOiQRDeIeWsXNW7\nk5fIOYvL1puGhJl4eZPg8UNd7uQOX898V8NnWW0zuPSSRFajOyldNKKlnQnCO/xmRRMF3ckdrx8Z\nj7ZhJ5FdFm33uhB3OhuyEyPD5mPxrU9RxhqQYa2F05Z7YGEDEc64ftaKdacIJgcnzV1xxnI3JoaN\nxl3B4n722MBsfN14LOaljMaZW43cnqunme9+89+YRtCzO0kdDCJ3Ui9+2+DSBF4Kh1yzuFiWBcMw\niGAYDAkzYUatCLuN0VmwdsIRBlQcF9PkssXbAo2nghHLCi8o6Uk0CGHYNrmGP95L8ibX+hULwVqt\nAACr1aqKNE1eVoYk8kOiQRCE5EgQEJJzBjznTa9HBqN+nYhKx115kxrdyba5JcadPCG3O0mJ2CJN\ndHQ0CgoKYLFYJB6Rf6M2d5LKmwCavUUQWkT1f6srFK52VTP5KeVuHMtOwPIHP8DmrMdwqbi+3XFb\nd2Kc2IytOz0R+jUCYcYR63NYd+sNdDOtRQBjgYUNdDs2Me5UwgZjX+kAjAubgAZBwMGS+7Cs4GVM\nyfkcL2etwqtZK/Bh7ixsLfo3UspqA7jjTo7eVC/oBt6s9RneTnvX7TgJ9aGXGoSe3YnwHzTX4PKb\nJDKHD2WDwzaJ/EVeMWbnFYNlWYyJDC4XDca+ubWUYZHIWCuaXENY+48Z30INNz3cFtu1kd3h7B6J\njNVpKtpWNGbnFeOLvGK74/40e0tPSRqlZEOuJld2Zjp2f78ZZZbyJRrKLGZVPNx/SlzqtfxQgYYg\ntAu5Ez+cudPoiKBK3gTccae1DOvUmwD1uVPF/cidRBMdXZ5Uz83N9fFI9IMa3UkKbwLInQhCy+jd\nnbwJBy049wTeaP41GkXewISaX+C1y7NgYQOcupNduMaJOxkYFi9GzMFXBeNwtqwLJkXNR5zhClKs\n7scnxp3Ol3VAbcNF3GDvw8D0X7GwYDIKrJEwBe9ATPgiPBG6HPWM/+BwaRcMz/gOE7OX4VBBW5fe\nNKzat7hSWAPHsn3vsM7QxGeYEAW5E60apBc01+CSGk18UftINhxhWRb5LIvEwtKKJhdXpKlXJ7xC\nMpIYFoW4M5PLGZ4KNY5rH8+/VeZ0A1C+12ZRPiZXS//YTn/PZ1neaWTJltih2VuaxrHJlZbifZNr\n/YqFYFmr3Wu+TtNwSRql5IdEgyCkQerwgiaePTK7E9/nv6M72eLMndyhFndyDAZJ7U7+MvOda3DR\nMoXSoTZ3UtqbAHIngpAKPQU/eaOwO10rqoY/M5vi8bq7AQATu/yAUEMRJl6eiVwrI8qdAlGKDGsc\nng79AqGGIrQxncQFSzuXYxLjThbWiDRrPWSztXDG3BJzqozCVzH98Urk/6FuyGb8FfwLzobsxFNh\nSzAzegK2Vb8HA2vswfMX56H3xdexpsBQyZuqNq6KEQ2TsOLSY7x+d45oaea73iB3khap3ImCQf6H\n3ze4APX8oesWmR9EfGZxMQyD1yODMSTMZNfkAsqLHN9EGCtt/ukOV8vuuNrY09kGoHyuB7jZF6xO\neKW1nW3T1d4mkOVc6ohQF7ZNrpef6edVk4tL0VjMZrvXfZ2msU3ScAiVHxINgtAH5E6ekcudnKGk\nO3Fjl8udtIQ3BVA1Nri0jBrdSQpvAuRxJ60X5AhCa2jCmwBF3elQZnN0jj2FEGMpAMDAsPimxyyk\nlNbAifSl6BdUy6k7cc0tW3diWWD7rUF4PWcZugbtwi2Uf2/eG/QL/rT0d3p/se60pfQdsGDwSsT7\n+KDKWCQE/g3AtTcFM8UYGvstHq/7KP4ujgOTvRajw2Iqzeh/uMZh/JHRUrLfr1rxy+axStGzO8kB\nuZO60WSDS44vRE0Ih0jZkLLJ4qpQwxU5+BZobLEtrriSDKDyBqCcbPDdn8JROL6JMLot0KgdqT+z\nehQNpR9AXJMrKyPdqyaXsxQNh68e7o5JGg4h8iNXc4tEgyAIl8joTnxncUntTo7eoyV3opnvd1Br\ng0urz1S1uZMU3gQIcyeavUUQ6kZNzyC3KOROR7MS0K7qWbvjYcZirGo8Bi1CzuLbq9+jSemLWJ0f\nZOdOts0tsAyOl3bAxJyvsKrwRXxa5Rk8FPw9zprLG0X3B/2ElLK6KDa0lcSdbrL/wjdFIxDNZOKx\n0E2VfwdOmlx1a4dhdl4xNhen4aU64/Fw+EWMuPg/WNgAAHeCQa2iL+BcXj2Ulhld/s7E/t4B6MKd\nCGkhdyJ30hOabHD5NT4s1HAPXsdCTYeUvIoix4xaEYKaW7bUCzKhfpAJISwqSUbFz4E7slEjIAD1\nBWy8Xv7+O8LhOHbHAo2nBLKvRYNQJ207dMK8rzaIbnK5StFw+CpN4yxJw8FHfoQ2t0g0CEJa/DYc\nBMj6nPWlO3FNKqXcydnYhbqTx3v50cx3tTa4tIga3clbbwJo1jtB+BpyJ3nJLIlCXHBWpderJURj\nSp35WNN4NCLL7kZ22gEsuLoACeeexbKMHujI9kET03P4OG8WhmT+hBm5c9HJ9CtWxPRFk8BTiDWk\nIdsaAwAwMmV4NmwBPsqbhTLWINid+rBMhTsVWCPwdu7niGRy0cB43uXP5djksvWmyVFB+LD+uwCA\nRanP2r0vxFiKkIAS5Fu0GTTxZ7QYDiJ3IvQGNbhsMNRrqg3h8GFDxLFQY4uzzT/FMCYgEBMMRtS/\nLR+O/9QPMmGCweh0E3ZHnG2KzoDBjFoRTseuFTTxOVUJvpCNlu3uFt3kcpei4WBZKw58u9LbYfLG\nVZKGw5P8kGQQhH7RzPNIhDtJ1WzRizu5GrviqCSB7G3hkxpc0qE2d/LWmwByJ4LQM/7uTlw4iGHK\nd213Reuw01h01+s42LIPQkK2wWqNxq1b/VBS9CT+KOiIVlVTMCVyCtbH/gtDwpYikCn/zrWCgQF3\nngmPh36NAFiwsnCs3fX5uNMolqlwp7l576CYDcEL4XMrjdrRndzVnAwMi7nxU7Hg5ijk1LRfktDK\nGmC7KKLeZr7rcdUgrcLXnZSaxeULdxISqtZiE9Pf0GyDS84vRk0Ih8yy4Qluergttmsje1uo8ZRk\n5pN0TmSsdvtFcHBTxG2xHTvgf7O3SDSkx7HJlX7zBq/3Hd6/22WKhsNiNuPQ/l2IjwgT9I9Y3CVp\nOFwlasTcl0SDIORBru96TXgTINszl9ypHMXcSSeoucGltWer2tzJG28CyJ0Iwh/wd3cCgJohGbha\nGOf0GOcULMti5a1rCAnZiqiod1G16otoWf0FfBo/BaNrrETfhmdgYOyd5WZZHcQaUiv+3cCwmBn9\nKjYXDcU3hfazpvi60wVzAr4rfgLPhS3A3UH7kVJ2x2mcuROLys73bEZBhTfVD7qOx6tuw5IL/SqO\n55SGw8IGICqw0O2Y7MYnoztp5jOqErT2bOXrTmcO7lN9zQmgYBABGD2f4p8Y6jWFNfmMr4fhnvjG\nwGXXU6PlIuKuWLxz5Krd8jTcXgyAfRo5+VqB4uMDyoWiEEDSbdkZxZbLCVegSSwsRYLRgHMWKxKM\nhkpjVzMkGtqBa3JNGPE4xj3dFwtWbUO1GrXcvufLDbtlG4+rh/7lfPcSfergXpdJGo4yixknD+zF\noJfe9Hg/giD0B/ds0ps7MQ0agv3nkte3JXeSCJUkkKUgPDwcBoNBlQ0uraE2dxLrTe7uRxCEb2AS\nOoE9d1CWa2ui5iQCPu4U2LAO2t84i8/PPuHyHLHudMbcCk0DT9hdKy4gBQurDsb47K9xytwOEyOn\nIcqQ6/FnYVng5+K+eC/vAzQKOINREZ/CyjLIY6ORY41GlCG7kjsBwDcRRiQWluKp0EAwYJBYVIqT\nZis+zr2FyVEhYBgG4zr+iB47P8X01ktgYFgcy26MVtEXEGCwVvyOJIFC1YQT5HIndx4jhzuRNxEc\nmm5wySkbgEaEQ4ZCTWDDOjBfuub0GMuy+L9LGZX2XuCWrVFLoaZ83ePy/83JxvSalQs0Q8JMmBQR\nhDn5JRVjn9m+rttrk2hoj4S4UJxLLfLJvcU0uZTGUQocxeOdFd95dT0h0N5bBKFtNOFOAiF3kt+d\ntDZ7Swp3MhgMiIqKUm2Dy5fupAXcuZNQb3J2PSGQOxGEdtFEQEimYHXX9jkY9XtTZJVEoGpQvt0x\nse5kYQOwv6QbngxdXul+tYzX8HXMY1hQ8BYGZ+zEwJA1GBCaiLiAlErnWlgj9pY8gvVFzyKrrBra\nBh7Ag8E/ASifEdbOdAD7ih9B39D1Du7EIjwsEGsdmltDQk1gwWJtkbni50iIvIrggBJczK+NxpHX\n8N31rri/+jHevz+avaU+yJ3cQ+5EyImmG1xKoAnhkAFnhRpOMpZfz8VztaPwipWtSOxqoVBzLqOw\nInXMFWiciVLQpQy83TBWdBqZRINwRAtNLls8Nbz4vIcgCHUidzgI0IA7KTgDntxJQnQ0e4sjOjpa\ntQ0uQhhacSetLaFEEGpAKXdSrTcBsgSrY0IL0LPW71j1Ty+Mb/pNxeveuNPKC11QI+AGGgWedXrP\nEMMtvB45DYNCV2FD0dMYmvEjwg25aGI8hUhDDsysCVfLGuCCpSmaGk/gidCV6Ba8A8Mzv0OTwJMV\n1xkUsgqLC15Dn5D1YBjOnVgkMQCKzPbNrdvuxI0/sbAUQdEheJtl0a7qORzLTkCt0AwkXu6B3x59\nAYD+QtUE4QxyJ0JKNN/gUkI2AJUXaxRabodhGEQEGPBc7aiKIkbehXS749yDO4Jh7Ioc3L4SShdr\nyjf3DEeEzVR2xwKN7diDokMQEWBwWaDRm2j4w+wtDiXTNDERJmTml9q9prUmly1KSYTQFA2JBkGo\nG1UXaxSaAe+tO/mqyaWkO2ktGCSlO6m9wUVJZPGo1Z0IglAvqq45AbK404SH9qB/4kQMif8B1YLL\nlwwU607FVhMWF0/B82EfeBxbQ+N5TI6chkkR03G1rAHOmZujkI2AEWb0NyaiifEUwgx3iu3Z1qqo\nZrOv171Bv+B/BVPwY3E/PBqy9bY7ReJyRiFOmsuwtqh8qTVHd3L0phohmcgoicYHp4bj4RqHUS8s\nFXzwZ3ci9Au5E+ENmm9wKY1qpUOhQs2r8TFg2TsJmshG1ZzKhqsih9LFGq6x9npkcEWRhvt3xzFG\nNa6Ot21+NjFoTTQIZdFyk4sgCP2gVDgIsH92ad2d+CC1OykdEOLuByjnTrxQSTBIatTe4FISZ+Eg\ngiAIteALd1KdNwGSu1OHmpcxJP5HvHp4IlZ3nQZOJ8S404fXxyMh5AKGN9wPhuFXdzIwLOobL6G+\n0X1tjAHA4s69Ahgr3omahInZX6FP/ZOoaUoDAKyIDUOHlLyK8xzHyDCM3Yx3lmVwubAG1l3pjoM9\nRwLQX6ja36BwEEH4BoOvByAFvkgDGOo1VV/DQaEHmGMRI7JRNbfHHalXJ9yugCIHtvdgWRaz84rt\njs/OKwbLshX/zv0M7sbuS9FQ3WdNo6hhxg/X5MrKSMe4p/si/eYNXw+JIAhCEbTuTt6EWKRwJ7mx\nvYdS7qS1YJDUf3NQg4vwBkogE4S+4bxJde4kAD7P+Zl9f8D1W9XwxtGXYaMZHt3I9vji1KfxfU53\nfFhvZkWTTEp3ijWk4maZfTC1eeBxjKu1AoPPLUGaOZa3O9mO+1RuA6y49BgWdvoI1YP5+YC/uxNx\nB/IA4dCqQfpFFw0uX6Jl6eDzYOTb1HEs1PBBjkaX4zU5yeA2J/2zZiSGhJmQWFhaSTa8xR83SPdr\nWBbGG9cReP4sAi9fAkr5p46pyVUZEg2CUBZfPgPIncoR6k5yBYTEuBOfsVMC2TNaaHDR81Y/0P+X\nBOEd5E63kfi5HBJoxnfD5+FQZnMM3T8TacXRTs9z5h6FZaF488pULEsbhvUJIxEbmG13XCp3ahp4\nEmfMrSpd96W4ZRhQdTt6n16D8Tfb8nYnlgVW//Mofk9vjZmtF6NXrT8AUKhaL9DzliCURzdLFCo5\nZdwVjg8En0wpV2i5HWc4ThvnixTL7ziTFscCjbNN0QFgZvu6Hq9PokEAAFNcjPBtGxG5cR2Cjx0B\nazTCGhkFprQUARlpKG3cFIXdeyL3mZFAeKzba9FyhQRBEOROYtzJ1nl85k4SLEtICWRtNLgIdUKp\nbYLwX7TmTny2x6gSUoSdoz7GtK090GnHMrza5BsMb7gdMUF5dudx3lRYFooNWX3wWcrz6BJxCN83\nG4xoY56Lq3vvTu1Nf2DHrQGY1GSj/c/GAK/VXIjzOIYNKXPRNOx3PBK5Ggxz2s6dgqJD8DbLgoUB\nu252wPwzT+FKYRyqB2fjhUZbeI+DQtUEIR5yJ32jmwaXGvGZeEgsG4D8TS7AeaHFmXzwSeC4KtAA\nqFSoCbqUYbcOsiN8mlskGtpB1JrILIvIb1Yj9t3/oqRVG+QOfQ435y9CWfUaFacwhYUIOnUckZvW\no363TgjtNQBX3pgBa3iEy8u2bHc3PvnqW7w24gm/bnKRaBCEb1BDOMgRPbkTX/zVnXih82BQdHQ0\nCgoKYLFYYDSq988y2k+CIAiiHLW7k6LNLondKdhoxqy2i/BE/V1YcPYJtEpagzZVzqNd1bOoG5oG\nhrEi5VYsjmYl4HB6U9wbcQjz4t9G18hDgoYtxp2GW/di/vHpuFxcF/HBVyte59zpAH7A2PjDiCx+\nDqMufYZQwy20DTuBJsEX0MJYis/OBGDjhTYoKGmHKqY8vNhoCw5mNsdd4dcrllQkdyIIdUEz8bSF\nev+SEoEaZcMWRcVDo4UaR8ROJ2cYBhEMU6lAY3t8Zvu6CLqUgYgAg1cpZN7NLZWIhj83t8TAFOSj\n5rhRCLx6BdcTN6OkVVun57FhYSjudC+KO92LjLfeQbUZ/0GbPl1x7rMVKGzVzuX1W7Xr5NdNLmpu\nEQThDi27E99wEKAvd6JgEH+io8uXYcrNzUVMTIws99ASMREmZObzX/LZXxHjTlSkIQj/QBWzu7wg\nsGEdtL10HovveR/ZpeE4nNkMR7Ka4Fx+XVhZA6oFZePFxpux+J7TCLl2TrL7enKnEEMJnq2WiHev\nT8SShq9VNKXs3ckMhlmCl2suw6miJjhe1AIXihvgrpBIFIRloW7YL5jSZDUSIpJxMrchZpx4Hod7\nPVvxc3uC3ElbUDhIXVDdSf/oqsGlJXyWsvECXxVqxDImMhisiyV0uPWP3aWPAUrR6BW+ssEUFqDO\nU/1RmtAUNxavAkz8HorWqGikzv0c7Lcb0Oz5f+PMl2tR0KaDy/P9vcklFCrSEIR0qD0cZAu5k/xI\n4U6S4QfuxDW4cnJyqMFFEAShEcidbJBx9aAqpgI8UvMQHqnpYobWbS9Ryp1erfklHvl7AzZnPYaB\nMdsrXnd0pwDGitZhp3FfmwwAewDA7nhJWSBGH3gL77ZZhOrB/JYpplA14QoKBxFEOQZfD0BqtPhF\nKttmoQIebnwfmEIaPkI3T5cDdwUaV8c5KEVDxE0ah9K7GiN1zgLezS1bsh7tiwvvf4YmY4fBmJXp\n9lyuyZWVkY5xT/dF+s0bYoetGShFQxDqQIvPBnIn+dCqO8nV3JLzvw/bBpfaoXCJOiB3Igh1QO5k\ng5+4U7ChFJ83fAP/vToFe/PutTvm6EaOY7Jtbj3z2zTcFX4dwxuUN8kkC1WLQGvBIK1B7qQOyJ38\nA901uABtygYgk3CoQDbUUKzh8MlYVJKiIYQR/t0WBB8/hrT3PwFEJtVjIkzIeagnMvo+gQYzJ3s8\n3x+bXARBEN5A7iQvQsYiaXNLhDvJgdx/U2ipwaUUVISQHiqwEQRhi17dSQlahZ7G0rsmYOylj7Do\n5nCUsZVLqq7Gcim/FnrvnosAxoql9/wfGIbciSDkRqxXkjtpD102uLSO5MLhY9kAfJ9IFlosogSy\n/nH7wLJaETtrKlI/+hQOxwDfAAAgAElEQVRsqPcPtquvvY2IIwcRdvKYx3Mdm1xpKdddnpudmY5x\nQx5FdqZvl7QSA4kGQagLrT8jfOlOfNGiO2kFrQaDtNbg0sMz2B/diSAIeSB3UhdKBYTuifgTSU2H\n4fuc7uh/5mv8mPOvikaXs/tfL4rFzBMj8eBPC9Gvzj6s6jIdpgCLtDO3KFTt18jtB1p2J8J/0G2D\nS+uyAaj/gSOmUKN0sUTMPSlFQ4Tu3QVraChudX3A47mZ6WkY1u8hZGU4f9jHRJhgDQ5B6pARiFuz\njNf9bZtcLz/Tz2WTa/2KhUhLuY5vV3zB67oEQRDu0MOzwhfuJCTwQu7EAz9yJ601uKTAkzfJjVbd\niZpbBKFOyJ1sUEGwGlDGnRoEJ2Njk2fxbPW1mJcyGp3+3oWX0z7D3NND8NXF3lh8oR/eOvoSHt05\nD512fIXMkij88shLGN/0GwQYrLzvQ6Fq7SNFOIjcSRzkTv6FbhtcgD6+XCVL1cggG4B6hYO7j1B8\nuf4xoP6mpr8QnrQZeYOf5rU04colC5By/RpWLl7g9ry0QUMRs2MLYOUntJ6aXNmZ6dj9/WawLIvd\nOzZpKk1DokEQ6oXcyQY/cyex99BjAlmp/w78scHFx5vk8gQtu5NY9DDrjiAI+VGzO4n1DLndycCw\nGNX5D/zadzySuk3CozUPILW4Kv7IaIljWQmICcrF5OarcKbvvzG/4ye4K+LO3/MUDCKEQO6kLORO\n2kTXDS5AP1+yapUNwHvhkFI6vLkm359DLtGgFI3yuHpwBf91BMUdO3t8f2Z6GnZs3QCWZbFj6wa3\ns7jMcTVRFhGJ4OR/eI/PXZNr/YqFYNnyZpnVatVMmsYb8SLRIAhCCOROwq4pBsndSSBaDwaFh4fD\nYDBoqsHlzbOYrzfJhT+6E0EQ8qOnv7fV6k6BDeuoqtHleM0mkckY1uAHfNhuARZ1/hALOs3G5Oar\n0b3mYUQE3rJ7L4Wq/Q9yJ+Uhd/I/dN/g0hNqlQ3A+4e0bcFGqHxIUezxdXNLLvQk20piOncGJU2a\nezxv5ZIFsN6ekVVmLfM4i6sooTlCLpwVNBZnTS4uRWMxmwEAFrPZb9I0BEHIj56eHUr/Ee8rdxL7\nPnKnyij5+TcYDIiKitJUg8sbhHiT1IUJrboTFWgIQhuQOymDN+4kVc1Jy+5EoWrtQe4kHHIn/8Qv\nGlx6+rJVeiNQJQs1tjgKhLt/vMXXCRpA28vraJ1KaRqrFYaSErCh7lM2XJLG9mHvaRZXWWgYDMW3\nnB53h2OTa/mCjypSNHeGrf40DYkGQWgHPT1DvH7Gyth4kcpBlPQmwPcztwD9uFN0dLRfNLiEehMg\nrTfYJpA5tOBOBEFoB3InG2QKVgPkThX4YTDI3yB3Uh5aNUi7+EWDC9Dfl65XwiHwQSi0yaWGhhFf\nhIxVaykaQiQGA6wmE5hb7htRtkkaDk+JmmBzMazBIaKGxTW5MtNTsSlxOUqKi+2Oqz1N461okWgQ\nhPLoyZ28DghpoFCjFLKMVwXu5KvPuxYbXGKeyWK8CZCmUOOYQOYgdyIIQmr05k5eQe5UgRrGqyd3\n0iJKupMU+Ks7EdrFbxpcgP6+fNXa5ALU8QD3hBqaW3Kht8+60pQ2boKgM3+7PO6YpOHwlKgJOn0K\nQa1biB5Xq3ad0O3RPigrK0NGRgbKysrsjqs1TUOSQRDaRW/PEzU3ucid/BMtNriEItabOLz1CGcJ\nZA5yJ4IgpEZP7qT2Jpfa3UnoGClUTXB4405SOAS5E6E1/KrBBehLNgBlm1xCUatwyCYZIqAUjTpw\nTNOUtGmP4COHXJ7vLEnD4SpRE5CeCkNuDswN7hL94M3OTMepowcRExMDq9VaqcmlxjQNSQZBaB+9\nPVfU2uQC1BsQIneSD602uIQkkcV4k1S4SiBzkDsRBCEHenIntW6RwaFmdxKC1oJBevqMqxFv3ckb\nlyB3IrSI3zW4AP19Eau5UAOoSzhkkwxAFSkavX22fUV+7/6I/GYVwLKVjrlK0nC4StRErluNgl59\nAUP5166YBzCXojGZTC6bXGpK05BkEIR+0NvzRalijdhCDbmTc/ToTlptcPFFrDc5ItYp3CWQOfTo\nTrQ8IUH4Hl8/X6REzasHAX7mTgLRoztpFb7PZnInYZA7EYCfNriA8i9kPX0pK1mo0aJwyH5/FaRo\n9PR59gW2D7Oibo/AkJODkAO/VTrPXZKGwzFRwxQXI3r5YuQ+96LdeUIfxIf3766QHFdNLovZjEP7\nd7m9TkyEyek/UiLl9Ug0CEId6O05I9qdFCjUANp0JzmbW3Kghs+0lhtcfJ7PYrzJFWJ8xdadXKFH\ndyIIQh2o4TkjFWpvcgHkTo5Qc0ubkDvxh9yJ4DD6egC+hknoBPbcQV8PQxIM9ZrCmnxG+BvjGwOX\nzwt6C9OgIdh/Lgm+le3D3nzpmuD3e3M/oWgtRUNIiMGAjP/MQPXJ45H8036wwcEVh37bs5PXw37/\nnp8xYcp0AEDMnPdQ3KYditt3rHQu90DOzC/1OKwvN+yu9NrJo4cwYcTjCAwOw4JV21CtRi2X9/CE\ns/P4jEvMvQiC0CbcH7XkTsLcSaw3AXdcRglvsr2fUORubkntTmop0ERHR6OgoAAWiwVGo/7+NBPj\nTZ6IiTDx9hNn7sT3HmLOE+pNQu5FEIQ20ZM7ifYmgNzJCRQM8j8S4kJxLrXI7TnkTtLdi/Af9PdX\nlAioyQVFm1wccja7vE3tUIrGP7GVjYL+jyNi2yZUmzoZaR99CjAMAGD9jl8FXTN090+IXPs1ruz6\nw+15QoTDlpbt7sa8rzZgwojHMe7pvhVNLqke+HzlgwSDIPwLcieIKtQA8LpYA6jPm+RGz8Gg6Oho\nAEBubi5iYmJ8PBrpEepNfBESEBJ6TamvQe5EEASgH3fSSpMLULc7yRmoBvQbDPIHtOJOctWcAOdj\nlNObaNUg7UMNrttQqgY+aXJxOMqBUPmQsjBDKRoCAMAwSJ23EHWe6I3q/5mEtHc/AgQmq8N+2oG4\nV0fjxvK1KKsW5/F82we2EOlo2e5ufPXNVowc3A/jh/fD1xt3ABGVZ3JJgdLFGBINglAvenIn0fjI\nnZx5jxB38pk3ARQMcoBrcOXk5GiywcUniSwnYt3J8b1yQu5EEASHXtxJ6SYXID4gxKHZmhOgCnci\npIPcST33IfQDNbgc8Hvh8GGTyxZfJYlpeR3CFmtEJK6tT0LN0cNRr3c33Jy/CKVNm3t8H1NYgGrv\nTkXYD0m4sfIbFHfsLPjeQh/oMR06Ydm68ibXM4N64uuNOxBXU54mF0EQhC16cCclCzWAftxJ7gKN\nHKjNnWwbXIR3UDGEIAitoIfZXFp3J03UnAByJ0JWyJ0IvWCQ6kIHDhxAs2bNsGrVKqku6VOYhE7+\n+yUu4gHKNGgo+xRrOVFi/NTc0gaOqVdrZBSur9mM3KdHoO6gnqj17L8R9uP3MGRn2b+xtBRBx44g\ndtpbaHB3CzC3inBl90FRzS2xtL3d5MpIT8Mzg3oiNeWGYvcmCEI45E7qQsnN0wF9uJMgKBjkFD00\nuGjGEEEQSqEnd+K8SY3PJr6QOwmD3IngIHciCGmRpMFVUFCA2bNn44EHHpDicqpCy9KhtGwA8q8j\nLAeixuzjFI0WP4+ahmGQ+8xIXDp0GgU9HkOVhfPR4O7maNChKeo/1Bn172+PRk1qocaE0YDRiOTv\n9yB1/iJYo6soPlRqchGENvAHd9Ii5E78UGLM/lKg0UODi1APVDAj9Ay5kzohd+IHNbcIQp2QO+kD\nSRpcH3zwAUaNGoUqVZQv5iqJFptdvpINrQiHUs0tKUVDS58/reLqAceGhSFv2HO4tmkHLp67gWsb\ntuPmp18iZfEqXDyVjCu/HELG1Fmw1I9XdsAOtO3QCUvXbtF8k4tEg9Az/uBOWvQmgNzJExQMkha9\nNLjomU0QhNyQO6kXcifXKDVOam5pD3IngpAOrxtce/bsQX5+Pnr27CnFeDSDlsTDF7IBqFs4RI9N\nBSkaQiUYDDDHN0RJyzYobdocbKi65KRdx866aHIRhB7xR3ey9SZyJ9eQO5XjT8EgvTS4CIIg5ITc\nSd3PMoDcyRmix0XBIIIgCEEYPZ0wcOBA3LjhvDC6Y8cOzJkzB1999ZXkA9MSzr781bZhqNIbgNrC\nPdSl3kxdDF6JjwqaWyQaypEQF4pzqUW+HoZXcE2uUU/1xzODeuLrjTsQV7OWr4dFELqH3Mkz5E7u\nIXfyH8LDw2EwGHTR4NKDOxEE4RvInTxD7uQecidpoJqTspA7+RaaRacfPDa4Nm3a5PLY4cOHkZ6e\njieffBIAkJ2djd27dyMnJwcvv/yydKPUIGqUD1/KBmD/kFdaOrxO9Pg4QQOQaPgCPciGVptcJBqE\nliF3Ege5U2V8WazxhTv5YzDIYDAgKipKFw0uwreQOxFahtxJHI7POV97E0Du5BUqcCeCIAgt4rHB\n5Y6OHTvi999/r/j3t956Cy1btsTTTz/t9cD0iBrkw2vZALwWDkC5ZpckU9VFNrcoRUOoBa02uQhC\nj5A7CcP2+eeroo2vCzWAxrwJoGCQQKKjo3XT4NJDOIggCHVB7sQfNdScAHInUaiguaUld9IT5E4E\n4T1eNbgI7/BV0cYr2QAkEw4ORyHwRj4kX3uZmlt+j15kw7HJtXLD96hRq7avh0UQBMEbXza71BIQ\nApy7DrmTPVpzJz01uAD9uBNBEITWIXcqR8qak7PreQ0Fg/wecieC8A5JG1wffPCBlJfzK7iHiVLS\nobYmly2q2SCUCjTEbfQiG7ZNruGP96ImF0GoAHIncfiiYEPuxANyp/9v795j7KzrPI5/57SjDZnI\nKa1CL65istUajBgpzCDBDsa2xikNNYTiPYsS/2iiJiayJIiXRGxAjQkkxN0FUijsshBEMbbFzUhY\nMWqJFmuzYmp129KWAu0oQ5Bh2v2je+i0nTn35zy31+s/0rT9nZOS553n85wzbSnawEXv+XpCykQ7\ntUc7nZCZborQTpAS7VQslbQPwMn6llzYs4tLxxfEt/5jJp40SYTIoKBqI9dzh56NT37kQ3HgmX1p\nH+k0QgNohXbKCO3UtiIOXK7lANmVu3YqKu3EFNoJ2mfgyqheBUdXLoxFC46ivR66okixkYeRC6BV\n2iklHYx2btAcV8SBK6JY7QRQRLkaubRTRGinotNO0B4DV8b14mZN127U5D04OnwNQqP4ihQbRi6g\nqHI1chWhnehYUQeuiGK1E0AR5e4Boby3h3tONKCdkuc9Lh4DV07kYuSKyG9wdHhmoVEeRboQGrmA\nosrNA0IR2qkL8t5O1Wo1XnzxxXj11VfTPkoiitROWeT9BbpBOyUsj2cGyAkDV44kHRzdvNGQm4t3\nF87pBk35FOlGQhIj1/OHno2PXX5ZvPDcoZZ/b5HeWyB9ublRE6Gd2lSEdqpWqxERMTY2lvJJkuP6\nXl8n7QTQTdopAV04o3YqF93UmHZiKgNXDuVm5IrIbnB06Vwio7yKFBzdHrk2/uttsX/f3tj4L7d1\n6YQA7cvVA0IR2qkFRWmn2sB1+PDhlE+SrCK1U7dpJyBLcjVyRWinFhSlncpgydlnaKc6tBNTGbhy\nKukbNYkFR9rR0cUziAyKFBvdGrmeP/RsbP7hg3Hs2LHY/MMHPU0DZEauRq4I7dRAkdqpNnAV9edw\nTVWkduqWTtrJ+wkkJXcPCEVko5u6fA7thGv96bQTpzJw5Vjunqqp6fUNmwT+vsTeG3KnSBfH91xw\nUdzxHz/saOTa+K+3xdGjRyMiYvLoZEtP0xTpvQSyKXcPCNVop5MU7QZNmQauCNf7U3XSTgBJy2U7\nTe0Y7RQRxWunstFOJ9NOnMrAlXO5fKpmqqTCI8GY6fZ7IjTyr0gfHT//vRe2PXLVnqJ5dWIiIiJe\nnZjwKS4gc3L7gFCNdiqcsg1cEcVqp05oJyAPtFOP/swpjFucSjsdp52Yzuy0D0B39C25MI49/atE\n/uzahfXo//5PIn/+SbLwcfI6jFvUU4uNpw++lPJJOlMbuf7pqsvjkx/5UGx88CdxzsJFDX/f1Kdo\nampP03zhn7+a0GkBWle7/ibZTj3ppgjtVABlHLhqitJO7eqkndzkAnopyXtOEdppKg8GUc+Ss88o\nbTdFaCem5xNcBZL7p2oyzg0amlWEJ2ta/STXqU/R1DT7NE3e3y8gn3L5tTs5op2aU+aBq6YI7dSq\nTtsJoNd68Q1C2kk70Vitm7TTcdoJA1fBGLmSITJoR96Do5WRa7qnaGp8JzKQZdopGdqpeQMDA1Gp\nVEo9cNXkvZ1aoZ2AvNJO3ZfEuFfkduIE7XScdio3A1cB9SI2yhQcIoNOTX26Jm/h0czINdNTNDWe\npgGyTjt1jxs0ratUKnHmmWcauKbIazc1q9N2Kur7AuSHduqeJF5n0duJ02kn7VRmBq6C6sXFrOjB\nUfTXR3ryNng1GrnqPUVTU+9pmjy8B0DxaafOuUHTvmq1auCaQd66qRmdthNAFvSqnYpMO5EE7UTZ\nGLgKLOnvR64p4s2apF6P0GA6p8ZHFkOk3sj1xGP/NeNTNDWvTkzEzx/7adLHBOhIr67TReumCDdo\nOmXgal69bspSO9WjnYCicM+pPUm9pjK1E80rezvl5TXSvtlpH4Dk9S25MI49/avE/57axfno//5P\n4n9XUpKMJqFBO5K4ED998KW2ft/5770w/u3fH45r1q2JT37kQ7HxwZ/EOQsXxX9u/u+2zyI0gKzR\nTa0p2g2ntBi4uidL7TQT7QQUiXZqjQeqyZqitxPF5xNcJdHLC10en65J+sxCgyzp5Emd91xwUfzb\nvz9c92dyAeRdrz4FH3GiQbTTycrWTgaubMvbU84AveaeU2N5PTe0IyvtlPbfT28YuEqk1zcK8nDx\n7sUZy3aDhnxpJzi6NXIJDSDrtNPptFMyDFz5kebNGu0EZFkvHxCKyM9DQtqJssvC0EWxGbhKJo2L\nXhajo1fnERnkRavB4ZNcQFlop+O0U7IMXPnjRg3A9LTTcdoJTtbrdtJq5WHgKqE0L35To6PX4dHr\nv1dkkEe9GrmEBpAnWWmnov/dZW6narUa4+PjMdHgh2eTLb18Ilk7AXminbQTTMenuUjC7LQPQDpq\nF8Fe/CDQek696Hfzh4Wm+eSOyCDPlpx9RtM/ELQ2cl2zbk188iMfio0P/iTOWbgo4RMC9F6vfoB6\nPdO1jXYqhmq1GhERY2NjMX/+/JRPQ6taaad2/3yAvNFOySp7O5Fv2oluMnCVXBaCY6osfZy8XSKD\nIqjFQDPB0erIJTSAvMrKA0JTaadiqA1cR44cMXDlVCvtBFAWWbvnFKGdICuSHrkoD19RiAtjF3kv\nKZpmx6hmv67QuAUUget993gvj5s6cJFv3W4d7QTkXd+SC13vu8h7SZEk8ZWF2ql8DFxEhAtkN3gP\nKapmg6PRyCUygCJx3e+c9/AEA1exdKt5tBNQJK77nfMeUlTaiU4YuHiNp2ra532jDDoZuUQGUETa\nqX3et5MZuIqn0yeStRNQRK7/7fPeUXTaiXYZuDiNi2ZrvF+USTPBcerIdcbECz06HUA6tEBrvF+n\nqw1chw8fTvkkdFurN2uS+KoegCzxgFDrvF+UiXaiVbPTPgDZlMUfop5FIoOymhoP0/1Q0Ks+PBz/\nsHVLrFy5MoaHh2N0dDQWL17cyyMC9JR2ao52ml5t4BobG0v5JCSlUTu5MQOUjXZqTDdRZrU2mq6b\npv46GLioq2/JhWJjGiIDTpgpKoaGhmLLFiMXUC7aaXraqb6BgYGoVCq+orAk3JABOEE7TU87wXG6\niUZ8RSEN+fj4ybwX0LzayHXw4MEYHh6OvXv3pn0kgMRpp5N5LxqrVCpx5plnGrgAKCXtdDLvBUDz\nDFw0TXCIDGjH0NBQbN261cgFlI520k6tqFarBi4ASk03eA8AWmXgomVlvFlTxtcM3TQ4OGjkAkqr\njB1RxtfcKQMXAJS3Icr6ugE6ZeCibWW5+JbhNUIvGLmAstNO1GPgAoATat1Uhq4ow2sESIqBi44V\nNTiK+rogTUYugOI2RlFfV68YuABgekVtjKK+LoBeMnDRNUW5MBfldUBWGbkAjitKcxTldaTNwAUA\n9RWlOYryOgCyYHbaB6B4pl6kjz39qxRP0hpxAb1TG7lWrFgRw8PDMTo6GosXL077WACp0E5EGLgA\noFnaCYAaAxeJykN0CAxIh5EL4HTaqbzmzp0b4+PjMTExEf39/WkfBwByQTsBlJuBi5459YKeZniI\nC8gGIxfAzLRTuVSr1YiIGBsbi/nz56d8GgDIH+0EUD4GLlIz08U+iQARFpBdg4ODsWXLlli5cqWR\nC6CO6XpGNxVHbeA6cuSIgQsAukA7ARSfgYvMEQZQPkNDQ0YugDbopuKYOnABAMnQTgDFUkn7AAAQ\ncWLkOnjwYAwPD8fevXvTPhIA9IyBCwAAoDUGLgAyw8gFQFkZuAAAAFpj4AIgU4xcAJSRgQsAAKA1\nBi4AMsfIBUDZGLgAAABaY+ACIJNOHbn27duX9pEAIDEDAwNRqVQMXAAAAE0ycAGQWVNHruXLlxu5\nACisvr6+qFarBi4AAIAmGbgAyDQjFwBlYeACAABonoELgMwzcgFQBgYuAACA5hm4AMgFIxcARWfg\nAgAAaJ6BC4DcMHIBUGQGLgAAgOYZuADIFSMXAEVl4AIAAGiegQuA3DFyAVBEBi4AAIDmGbgAyKWh\noaHYunWrkQuAwqhWqzE+Ph4TExNpHwUAACDzDFwA5Nbg4KCRC4DCqFarERExNjaW8kkAAACyz8AF\nQK4ZuQAoitrA5WsKAQAAGjNwAZB7Ri4AisDABQAA0DwDFwCFYOQCIO8MXAAAAM0zcAFQGEYuAPLM\nwAUAANA8AxcAhXLqyLV37960jwQATTFwAQAANM/ABUDhTB25hoeHjVwA5IKBCwAAoHkGLgAKycgF\nQN4MDAxEpVIxcAEAADTBwAVAYRm5AMiTvr6+qFarBi4AAIAmGLgAKDQjFwB5YuACAABojoELgMIz\ncgGQFwYuAACA5szuxh9y9913x6ZNm6K/vz8qlUo8/PDD3fhjAaBraiPXihUrYnh4OEZHR2Px4sVp\nH4uS0k7ATAxcAKfTTgDAdDoeuLZu3RqbN2+OBx54IAYGBuK5557rxrkAoOuMXGSBdgLqqVar8Yc/\n/CHtYwBkhnYCAGbS8VcU3nHHHbF+/foYGBiIiIj58+d3fCgASMqpX1e4b9++tI9EyWgnoB6f4AI4\nmXYCAGbS8cC1a9eu2L59e6xbty7Wrl0b999/fzfOBQCJmTpyLV++3MhFT2knoB4DF8DJtBMAMJOG\nX1F4xRVXxDPPPDPtrz3xxBMxOTkZ+/fvj3vvvTcOHz4cV199dZx77rmxbNmyrh8WALpl6tcVLl++\nPH72s5/FokWL0j4WBaCdgE5Uq9UYHx+PiYmJ6O/vT/s4AInTTgBAuxoOXA899FDdX1+4cGGMjIxE\npVKJefPmxcUXXxxPPfWU0AAg84xcJEE7AZ2oVqsRETE2NuZruIBS0E4AQLs6/orCkZGRePzxxyMi\n4qWXXoonn3wy3vGOd3R8MADoBV9XSK9pJ6Ce2sDlawoBjtNOAMBMOh64Pv3pT8f+/fvjwx/+cFx5\n5ZWxevXqeN/73teNswFATxi56CXtBNRj4AI4mXYCAGbS8CsKG5kzZ07cfPPN3TgLAKTG1xXSK9oJ\nqMfABXAy7QQAzKTjT3ABQFH4JBcAaTNwAQAANMfABQBTGLkASJOBCwAAoDkGLgA4xeDgYGzZssXI\nBUDPGbgAAACaY+ACgGkMDQ0ZuQDouYGBgahUKgYuAACABgxcADADIxcAvdbX1xfVatXABQAA0ICB\nCwDqMHIB0GsGLgAAgMYMXADQgJELgF4ycAEAADRm4AKAJpw6cu3duzftIwFQUAYuAACAxgxcANCk\nqSPX8PCwkQuARBi4AAAAGjNwAUALjFwAJM3ABQAA0JiBCwBaZOQCIEkGLgAAgMYMXADQBiMXAEmp\nVqsxPj4eExMTaR8FAAAgswxcANAmIxcASahWqxERMTY2lvJJAAAAssvABQAdMHIB0G21gcvXFAIA\nAMzMwAUAHTJyAdBNBi4AAIDGDFwA0AWnjlz79u1L+0gA5JSBCwAAoDEDFwB0ydDQUGzdujUOHjwY\ny5cvN3IB0BYDFwAAQGMGLgDoosHBQSMXAB0xcAEAADRm4AKALjNyAdAJAxcAAEBjBi4ASICRC4B2\nDQwMRKVSMXABAADUYeACgIQYuQBoR19fX1SrVQMXAABAHQYuAEiQkQuAdhi4AAAA6jNwAUDCjFwA\ntMrABQAAUJ+BCwB6wMgFQCsMXAAAAPUZuACgRwYHB2PLli1GLgAaMnABAADUZ+ACgB4aGhoycgHQ\nkIELAACgPgMXAPSYkQuARgxcAAAA9Rm4ACAFRi4A6qlWqzE+Ph4TExNpHwUAACCTDFwAkBIjFwAz\nqVarERExNjaW8kkAAACyycAFACk6deTau3dv2kcCIANqA5evKQQAAJiegQsAUjZ15BoeHjZyAWDg\nAgAAaMDABQAZYOQCYCoDFwAAQH2z0z7A5ORkREQcOHAg5ZMAQLre/OY3xz333BOf+tSnYnh4OO67\n774455xz0j5WRJy4Tteu26RHO0E5vPLKKzF79uz405/+5KEHyCHtlB3aCQCyr9126jt27NixJA7U\nrG3btsXHPvaxNI8AADRp06ZNccEFF6R9jFLTTgCQH9opfdoJAPKj1XZKfeB6+eWXY8eOHfHGN74x\nZs2aleZRAIAZTE5OxqFDh+K8886LOXPmpH2cUtNOAJB92ik7tBMAZF+77ZT6wAUAAAAAAACtqKR9\nAAAAAAAAAGiFgQsAAAAAAIBcMXABAAAAAACQKwYuAAAAAAAAcsXABQAAAAAAQK4YuAAAAAAAAMgV\nAxcAAAAAAAC5UkaP4vcAAAbGSURBVMiB6+67745Vq1bF6tWrY82aNWkfJ5N++ctfxtKlS+Oee+5J\n+yiZ87WvfS1WrVoVl19+eaxbty5+97vfpX2kTNi9e3dcddVVsXLlyrjqqqviz3/+c9pHypTDhw/H\nZz/72Vi5cmWsXr061q9fHy+88ELax8qkW2+9Nd7+9rfH008/nfZRMufvf/973HjjjbFixYpYvXp1\n3HDDDWkfiRLQTc3RTjPTTtPTTvVpp+Zpp5lpJ9KgnZqjnWamnaannerTTs3TTjMrYjvNTvsA3bZ1\n69bYvHlzPPDAAzEwMBDPPfdc2kfKnBdffDFuueWWuPTSS9M+SiZdeumlcf3110d/f3+Mjo7GF7/4\nxfjpT3+a9rFSd+ONN8ZHP/rRWLNmTTz88MPxla98JTZu3Jj2sTKjr68vPvOZz8RFF10UEREbNmyI\nW265Jb75zW+mfLJs+f3vfx+//e1vY9GiRWkfJZNuvvnmeP3rXx9btmyJvr4+1zASp5uao53q007T\n0071aafmaKf6tBO9pp2ao53q007T0071aafmaKf6ithOhfsE1x133BHr16+PgYGBiIiYP39+yifK\nnm9961txzTXXxNy5c9M+SiYNDw9Hf39/REScf/75ceDAgTh69GjKp0rX888/Hzt37oyRkZGIiBgZ\nGYmdO3d6UmSKarX6WmREHP+388wzz6R4oux55ZVX4utf/3p89atfTfsomTQ+Ph4/+MEP4vOf/3z0\n9fVFhGsYydNNzdFO9Wmn02mnxrRTY9qpPu1EGrRTc7RTfdrpdNqpMe3UmHaqr6jtVLiBa9euXbF9\n+/ZYt25drF27Nu6///60j5Qpjz32WPztb3+LVatWpX2UXNi0aVMsX748KpXC/a/Skv3798fZZ58d\ns2bNioiIWbNmxZve9KbYv39/yifLpqNHj8Z9990Xl112WdpHyZTvfe97cfnll8fixYvTPkom7dmz\nJ6rVatx6662xdu3a+MQnPhHbtm1L+1gUnG5qTDu1Rjsdp51ao52mp53q006kQTs1pp1ao52O006t\n0U7T0071FbWdcvcVhVdcccWM6/QTTzwRk5OTsX///rj33nvj8OHDcfXVV8e5554by5Yt6/FJ01Hv\n/dm8eXN8+9vfjjvvvLPHp8qWRv+GahfTH//4x/GjH/0oNm3a1MvjUQDf+MY34owzzoiPf/zjaR8l\nM37zm9/Ejh074ktf+lLaR8msycnJ2LNnT7zzne+ML3/5y7F9+/b43Oc+F48++uhrT4hCq3RTY9qp\nMe1E0rTT6bRTY9qJJGinxrRTY9qJpGmn02mnxoraTrkbuB566KG6v75w4cIYGRmJSqUS8+bNi4sv\nvjieeuqp0sRGvfdn27ZtcejQobjyyisj4vgPJxwdHY0jR47E+vXre3XE1DX6NxQR8eijj8Z3v/vd\nuOuuuwrxUc1OLViwIA4ePBiTk5Mxa9asmJycjGeffTYWLFiQ9tEyZ8OGDfGXv/wlbr/99tI/gTXV\nr3/969i1a1d84AMfiIiIAwcOxDXXXBM33XRTXHLJJSmfLhsWLFgQs2fPfu0rGd797nfH3LlzY/fu\n3fGud70r5dORV7qpMe3UmHZqnXZqnnaannZqTDuRBO3UmHZqTDu1Tjs1TztNTzs1VtR2yt3A1cjI\nyEg8/vjjsWzZsnjppZfiySefjA9+8INpHysTLrjggvjFL37x2n9fd911cd5551n7TzE6Oho33XRT\n3HnnnT7S+v/mzZsXS5cujUceeSTWrFkTjzzySCxdujTOOuustI+WKd/5zndix44d8f3vfz9e97rX\npX2cTLn22mvj2muvfe2/L7vssrj99ttjyZIlKZ4qW84666y46KKL4uc//3lccsklsXv37nj++efj\nLW95S9pHo8B0U33aqTna6XTaqTnaaWbaqTHtRBq0U33aqTna6XTaqTnaaWbaqbGitlPfsWPHjqV9\niG56+eWX44YbboidO3dGRMSaNWtO+sfNCUJjeoODg9Hf33/SRfSuu+4q/Q9H3bVrV1x33XXx17/+\nNd7whjfEhg0b4m1ve1vax8qMP/7xjzEyMhJvfetbY86cORERsXjx4rjttttSPlk2CY3p7dmzJ66/\n/vo4cuRIzJ49O77whS/E+9///rSPRYHpptZop+lpp+lpp/q0U2u00/S0E72mnVqjnaannaannerT\nTq3RTtMrYjsVbuACAAAAAACg2HxRJwAAAAAAALli4AIAAAAAACBXDFwAAAAAAADkioELAAAAAACA\nXDFwAQAAAAAAkCsGLgAAAAAAAHLFwAUAAAAAAECuGLgAAAAAAADIlf8Dhiik4WIXOWQAAAAASUVO\nRK5CYII=\n",
"text/plain": [
"<Figure size 2160x720 with 3 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "gpIEZmzzb2Wv",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment