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-rw-r--r--notebooks/plot_barycenter_fgw.ipynb88
1 files changed, 59 insertions, 29 deletions
diff --git a/notebooks/plot_barycenter_fgw.ipynb b/notebooks/plot_barycenter_fgw.ipynb
index 8da80a6..6fb19af 100644
--- a/notebooks/plot_barycenter_fgw.ipynb
+++ b/notebooks/plot_barycenter_fgw.ipynb
@@ -42,9 +42,17 @@
"source": [
"# Author: Titouan Vayer <titouan.vayer@irisa.fr>\n",
"#\n",
- "# License: MIT License\n",
- "\n",
- "#%% load libraries\n",
+ "# License: MIT License"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import networkx as nx\n",
@@ -52,10 +60,17 @@
"from scipy.sparse.csgraph import shortest_path\n",
"import matplotlib.colors as mcol\n",
"from matplotlib import cm\n",
- "from ot.gromov import fgw_barycenters\n",
- "#%% Graph functions\n",
- "\n",
- "\n",
+ "from ot.gromov import fgw_barycenters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
"def find_thresh(C, inf=0.5, sup=3, step=10):\n",
" \"\"\" Trick to find the adequate thresholds from where value of the C matrix are considered close enough to say that nodes are connected\n",
" Tthe threshold is found by a linesearch between values \"inf\" and \"sup\" with \"step\" thresholds tested.\n",
@@ -161,18 +176,22 @@
]
},
{
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We build a dataset of noisy circular graphs.\n",
+ "Noise is added on the structures by random connections and on the features by gaussian noise.\n",
+ "\n"
+ ]
+ },
+ {
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
- "#%% circular dataset\n",
- "# We build a dataset of noisy circular graphs.\n",
- "# Noise is added on the structures by random connections and on the features by gaussian noise.\n",
- "\n",
- "\n",
"np.random.seed(30)\n",
"X0 = []\n",
"for k in range(9):\n",
@@ -190,14 +209,14 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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iRo0a9OvXjxYtWhAYGEiJEiXSrXPkyBEAYmJirDaUfPDgAQAXL160O97HnTp1CoDWrVtnmFetWjXKlStHaGgoMTExudI4r0GDBhmmlS9fHoCoqCjLtODgYACaN2+ORqPJsE7r1q358ccfCQ4OZtCgQZnur2/fvsyfP5/u3bvTu3dv2rZtS2BgIJUrV86wbIcOHfDz82PlypXMmjULvV4PpBRXu7i4MGLECJuOMTg4GJVKRdOmTTPMa9asWZbrNmrUKNN5N27cYNasWfzxxx/cuHGDhISEdPMzO39btGhhNQ61Wm35nNOqWrUqXl5eGaan/Z48PDyAlHP6q6++okaNGvTp04cWLVrQpEkThzbkPHXqFCqVyuq4AS1atMj0uNMKCQkhPj6ewMBAihUrlmF+69atmTFjhtXtZPUd5oQ930fqsVs7z+wZR+Ho0aNAym/CFhEREXzxxRds376da9euERcXl26+PddWe69/Xl5edOnShS1btlC3bl169epF8+bNef755y2/4dxk6zUs9TjOnDlj9TguX74MpBxHjRo1chRLTu9p1q4JarWaZs2acfXqVYKDg/H19SUoKAiTyZTpuAEGg8FyDDnx1JOBxMREIiMjAdLdaPv27cvGjRupVKkS3bp1o3Tp0pa6xnnz5pGUlGTXfubPn8/EiRMpWrQoL774IhUqVECv16MoiqX+Ke02J02ahI+PD4sWLWLBggXMmzcPRVFo0aIFX3zxheUki4iIAGD37t3s3r070/3HxsbaFa81qXXSmdXJlilThhs3bhAdHZ0rF3hrdXAuLimnRNq+4rbEBSn1WVlp1KgRBw8e5NNPP2XDhg2Wukt/f3+mTp1K//79LcuqVCpGjx7N5MmTWbt2LUOHDuXkyZOcOnWK7t2729x7IiYmhmLFilmOK61SpUpluW7p0qWtTr927RqNGjUiKiqK5s2b065dO4oUKYJareb69et8//33mZ6/1vbp4uJiabPyuMzamVj7nubOnUulSpVYvnw5M2fOZObMmbi4uNCxY0fmzJlDlSpVsjzerJQpU4Zr165x+/Ztnn32WZvXS/38rdXTZ3Xcj28jNYbMYgPr519m32FO2fN9pB67tQTanrhSj6ts2bI2LduwYUNCQ0Np1KgRgwYNspz/0dHRzJ8/365ra06uf2vXrmXWrFmsXr3a0u3c1dWV3r1785///Cfb3509bL2GpR7HsmXLstzek1zHc3pPy+zzSD1HUs//1GMICgoiKCgo14/hqScDhw4dwmg0UqpUKUvDthMnTrBx40batm3Ljh070l2ozWYzs2fPtmsfRqORadOmUbp0aU6dOpXhopGaFT5u0KBBDBo0iOjoaA4fPszGjRv57rvveOmll7h06RIlSpSw3HTnz5/P+PHj7YrLXqn7unv3rtWn5bCwsHTL5ZW0cVljT1xNmjRh69atJCUlcfLkSXbu3MlXX33FgAEDKFGiRLrGRamDKC1dupShQ4daGg5aayiWGS8vLyIjIzEajRkSgnv37mW5bmYjnH355ZdERESwfPlyhgwZkm7emjVr+P777zPd5r179zL0ITcajYSHh1t94rSHWq1m4sSJTJw4kfv373Po0CF++ukn1q9fz/nz5zl//nyGxn22atasGdeuXeOPP/6gTZs2Nq9XpEgRIiMjMRgMGW6Kth73k5x/jhqlDrI+9syOxZrUG97t27epXbt2lst+++23hIaGMnXq1AxPj0eOHGH+/Pk27xfI0fXPzc2NadOmMW3aNG7evMmBAwdYsWIFP/74I9evX+fgwYN2xZAbUo/jzJkz1KlTJ9e3/yT3tMyuQ6nnSGrsqX+/+eabfPnll7kVusVTHY7YbDbz6aefAqQbEOfvv/8GoGvXrhku0MePH89Q5AopFzrA6uhm4eHhREdH07Rp0wyJQGxsrKX4PTPe3t507NiRZcuWMWTIECIjIzlw4AAAjRs3BrDrBM4q1qzUq1cPwOpQpH///Te3bt3Cz8/Ppl4JuSk1rtTE7nF79+4FsKslrk6no2nTpnz88ccsWLAAgE2bNqVbpkSJEvTu3Ztjx47x559/smbNGvz8/GjXrp1dsZvNZg4fPpxh3qFDh2zeTlqp52+vXr0yzNu/f3+W61qbf+jQIUwmk+Vzzg0lS5akZ8+erFu3jtatW3P16lXOnTuX4+2NGjUKSKmmyS6JSvsElPr5p/6e0jpw4AAmkynb88bf3x+9Xs+ZM2esPv3n5PzLCwEBAZjNZqvnmT3DDadeg3bs2JHtsjk5N7O6XuXk+pdW+fLlGThwILt27aJKlSocOnTI8oSblZxeQzPzpMeRnZzc01JZ+15MJpPlvEm9LjRq1AiVSvXUjuGpJQP379+nX79+7Nu3jwoVKjBlyhTLvNQSgsd/EPfv3+e1116zur3ixYsDKXW1jytZsiR6vZ6TJ0+mKyIxGAxMmDCB8PDwDOvs3bvX0pbh8RgAS/1WgwYNaN68Ob/88gvfffed1dj++uuvdEWdWcWalWHDhgEwY8YMS10cpJwYb7/9NmazmeHDh9u1zdxQrlw5XnzxRa5fv868efPSzTt27BirV6+maNGi9OjRI8vtHD582OqPIvXmYq1OMbXLVN++fYmNjWXkyJGoVLaftqltGD744AOSk5Mt02NiYjLt/pedzM7fXbt28e2332a57ieffJKuLjMxMZH33nsPgKFDh+YoHki5Af/5558ZphsMBks1XdrPNywsjEuXLqXrLpmVwMBARo4cSUREBO3bt+fKlSsZljGbzaxZs4ZXX33VMi31nH7vvfeIj4+3TI+Pj2fy5MkA2Z7TWq2WgQMH8ujRIz788MN0865evcqCBQvQaDTp9psfpH6f77//PomJiZbpkZGRdnX/Gjx4MF5eXixevNhqUnXr1i3LvzM7N4ODg/n888+tbj+r65W9178HDx5Y7TYZFxdHbGwsLi4uNnXtzOk1NDNDhw7F29ub6dOnc/z48QzzzWbzE70PIif3tFR79uxh69at6aYtXLiQq1ev0qpVK3x9fYGU+9zAgQM5ceIEn3zyidVE6erVq4SGhuboGHJ1BEKz2WwZjvjQoUMkJyfTqFEjVq1ala7PesOGDQkMDOSXX36hadOmNGvWjHv37rFjxw78/f2t1gc3adIEvV7PvHnziIiIsNSnvPHGGxQpUoTx48czc+ZMateuTbdu3UhOTmbv3r1ERkbSqlUry9NDqh49euDh4UHjxo2pWLEiQggOHjxIUFAQ9evXT1dcvXr1alq3bs3w4cNZsGABzz//PN7e3ty6dYuzZ89y7tw5jhw5YhlhMbtYM9O0aVPeffddZs+eTa1atejduzfu7u7s2LGDc+fO0axZM955552cfUlPaMmSJQQGBvLOO+/w22+/0aBBA8s4AyqViuXLl1vtQ5vW7Nmz2bNnD82bN8fPzw8PDw/Onz/Pjh07KFq0qOXpM63AwECee+45zpw5g0ajsdxcbDVo0CB++ukndu7cSa1atejatSsGg4Gff/6Zhg0bEhISYldyATBu3DiWL1/Oyy+/TO/evXnmmWc4d+4cO3fupE+fPqxduzbTdatXr07NmjXTjTNw9epVOnXq9EQ3s4SEBJo1a0aVKlWoX78+vr6+JCYmsnv3bi5evEjXrl2pXr26Zfn33nuP77//3mpVR2a+/vpr1Go1S5YsoXr16rRs2ZLnnnsOnU7H7du32bNnD7du3aJ3796WdQYMGMCmTZtYt24dNWvWpHv37pZ2PKGhofTt25eBAwdmu++ZM2dy8OBBFi5cSFBQEK1atbKMM/Do0SMWLlyIn5+f3Z/b09S/f3/Wrl3L5s2bqVWrFt26dcNgMLBhwwYaNmzI1atXbdqOj48Pq1evpnfv3rRq1YoOHTpQp04dHj58yNmzZ7l586blBjBo0CC++OILJk6cyN69e6latSpXrlxh69at9OzZ0+q52aZNG7744gtGjhxJr1698PT0xNvbm9dffx2w7/p3+/Zt6tWrR+3atalTpw7ly5fn4cOHbN26lbt37zJ+/PhsrxO2xGSv4sWLs2HDBssw6W3atKFmzZooisLNmzc5cuQIERER6ZI2e+TknpaqS5cu9OjRgx49elClShVOnz7Njh07KFasGIsWLUq37MKFC7ly5QofffQRK1eupFmzZpQqVYo7d+5w8eJFgoKCLCWodrOpb0QmeGyEKK1WK4oXLy4CAgLEiBEjxI4dO6yOMCZESl/bsWPHCl9fX6HT6USlSpXEe++9J+Li4oSvr2+GEbCEEGLHjh2icePGwt3d3bLP1K4nBoNBzJkzR1SvXl24urqKUqVKiVdeeUVcv37dajeVxYsXi+7duws/Pz/h5uYmihYtKurWrStmzZpldbyChw8fik8//VQEBAQId3d34erqKipWrCg6duwoli5dKmJjY22ONTtr1qwRgYGBwsPDQ+h0OlGjRg0xY8aMdH2VUz1J18LMuj5ipcuTEELcunVLjBkzRlSoUEFoNBpRvHhx0a1bN3H8+HGb9rFr1y4xZMgQUb16deHl5SX0er2oVq2aeOONNyzdZ6xJ7RaUWfem7CQkJIgPP/zQMuqfr6+vmDJlirh165YARLdu3dItb8tn+ueff4pWrVoJb29v4eHhIQIDA8XGjRsz7cqT2QiEfn5+Ytq0aVa7A2b2PQiRsetVcnKymDVrlmjfvr0oX7680Ol0wsfHRzz//PNi8eLFGUZkS10/J111jx49KoYNGyaqVq0q3N3dLSO/de/eXaxduzbDb95kMomvv/5a1K9fX7i5uQk3NzcREBAgFi5caNcIhFFRUeLdd9+1jDZXpEgR0bZtW6vdFu3t/pVWdiMQWpNZV7ikpCQxffp0y+iXqedeTkYgPHfunHj11VfFM888Yxk974UXXsjQFfn8+fOiS5cuokSJEpbRB5ctWyZCQ0MFIAYPHpxh23PmzBHPPvus0Gq1AjKOQGjr9S8qKkpMnz5dtGrVSjzzzDNCq9WK0qVLixYtWojVq1fb1d0wq5hSf0/WZHV9Cw0NFa+99pqoUqWK0Ol0wtPTU/j7+4tXXnlFbNy40aa4Mju37L2npY1zy5YtonHjxkKv14siRYqInj17ipCQEKv7T0pKEl999ZVo0qSJZYyN8uXLi9atW4u5c+emG8vBnt+BIoSVsnJJykeGDBnC999/z++//25X47Xs7N69m3bt2jF58uRMi1BzS8uWLdm/f7/VqilJkiRHe6oNCCXpSd28eZOffvqJ6tWrWx1/wRapL3NKKyIiwlJnnV1bB0mSpMIuTwYdkiR7rV69msuXL/PTTz+RlJTEJ598kuNuYpMmTeLMmTM0bdqUEiVKcOvWLXbs2EFkZCSjR4/O9YFpJEmSChqZDEj50jfffMOBAwcoX748c+fOtdpVylY9e/bk3r17bNmyhejoaFxdXalZsybDhw93SO8MSZKk/Ea2GZAkSZIkJyfbDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk5PJgCRJkiQ5OZkMSJIkSZKTk8mAJEmSJDk5mQxIkiRJkpOTyYAkSZIkOTmZDEiSJEmSk3NxdAD5yV+Rt/ntziUeGhIp716UruVrU9LN09FhSZKMJyWzAAAgAElEQVRdhDBC0h5EwiYwx4BLeRT9ABRNbUeHJklPRJijwHgNUIFLNRSVu6NDKjQUIYRwdBCOdic+hjGH13AzLookkwEzoFOpEUDX8nWYWq8jGpXa0WFKUraEIQQRNRREAoi4f6eqQNGBSy2UoktQVDLBlQoWYbyBeDQbkvalnMsIEEZw64Li+RaKqpijQyzwnD4ZiEiMo+sfS4hKjsds5aNwVWtoXqoyC55/GUVRHBChJNlGmO4gwruAeJTJElpw8Ucpvg5FkcmtVDAI49+IiL7/Jrfmx+a6gMoHpfgvKGofR4RXaDh9m4ElIQd5mJxgNREASDQZOHTvKqcjb+VxZJJkHxG7GER8Fkskg+kqJB3Is5gk6UkIIRBRY0DEkjERADCCORwRMzmvQyt0nDoZSDYZ+fn6aQzC2kn2P4kmA8uvHM2jqCTJfkIkQ8ImwJTNgvGI+O/yJCZJemKGk2AOB7IqwDZC8lGE6W5eRVUoOXUDwnuJjxBZnmQpBHA++s7TD0iScsocDthYjWUMfaqhSFKsMZqTkb9xI+4CiqJQyeM56hVti5vaw67tiKR9Ke1fsqO4QNKfoO+Vs4Al504GVHa0AbBn2dwSbwzjfvyfGM0J6DXPUFr/AipFk+dxSAWBlmxLBSzy7zmU2oRJts8pmIQQHHywgQMP1gIKRpEMwD9x59lzbxUdyoygfrGXbN5efFw4ehse2BBmIClnQUuAkycDpd280KldSDAZslxOBTzv45c3QQFJpkhO3n+fiMSTgAohTKgVLQDPFhtHJa8B8mIppacqDuqSYMqubYsGXFvnSUi2EiIZErciYpeBKaXUQrhUQXEfCa6dUBSnvkwVKEfCN3HwwXqMIv011SBSbtQ7w75Fo3KljneLDOsmJSURHBzMsWPHOHr0KEePHqVnh0Q+edcLV9esEwIzKtTqCrl3IE7IqdsMqBUVr1Z+Hp0q64uN2WBk74zFnDx58qnHlGx6yP7bAwlPCMIskjGLRAQGjCIOo4jjYuRXXIpa9NTjkAoWRVFAPwpwzXK5pGQjDw1d8yYoGwiRgIgciIiZntK4EXPKH+NlRMxHiMhBCCGf+AqCZHMie++vttz4rTGIZHaGfYvJbCQ0NJQ1a9YwYcIEGjduTLFixRg7diyXLl2iffv27Ny5ky8WXMDVVZvtviMiYnnrvQ2EhYXl5iE5FadOBgCGVW2Cr0cxtJmMI+Cm1jCyxgsM7dSTLl26MGjQIG7dsv70ZTKEkPBwLvHRU0mM/Qaz6Z7d8YRELSHRGI7AaH0fIpG/Y34gznDT7m1LhZuifxm0z5NZQiBwZfuBGtSt341jx47lbXCZENGTwXAJsFYvnACGvxAxH+V1WFIOnI/5E2wosXwUF0OjLjUIDAxkw4YNlC1bltmzZ3P//n2Cg4NZvHgxgwcPxt/fH5VLUXAfCrhlsUVXtMU+QAiFmjVrMmHCBG7fvp1rx+Us1NOmTZvm6CAcSaNS06V8bW7ERXEjNhKVyQxmM3qtDje1hgk1WjHm2ebUr1+fUaNGce7cOYYPH05cXBwNGzZEq9ViNj0gNmIgiY/mY0o+jMlwCmPSMZLivsNkvI7GtZVN/bpN5iRO3J+MOdu6LxVgppQ+MFc+A6lwUBQVuHZMaUdouMjD2EQ0Go+UYnZ1OVRFPqZGwBQqVqzIgAED0Gg0PP/88w6rchKme/BwGpCcxVKmlBHn9P1QlKxuCJKj/RV9gH/iz2W7nFql5tWuo1k843v69u1LYGAgvr6+aLWZlABoG4OIAsNFUk7u1N5fOsAFPN9BX2ww7du3Z/DgwRw9epRRo0Zx8+ZN6tSpg5eXV6axCPNDzMnBCNMNUHROPaKh05cMAHhodMxp1JN9HSbS+J6a2jcMzGnYkz87vcWgKv+7WHp6ejJjxgyCg4O5du0a/v7+/PDDIh496ILJcAZI5H+NuJKAJAwJW4iLHIktYzvFGW+i2NAiXGAgPDEox8crFV6K4oLK4zUiVVvpMzIKVdF5KYMM+exCcW0LQPfu3Tl27BirVq2iV69eREdHOybYxF3Y1ANCUUPi7qcejvRkXFTZF+cDqNUu+BQrYXMSqigKKq8pKD7bQP8KaJ4DTT1wH4VSYi8q90GWZUuXLs2cOXO4dOkSer2e5557jnHjxnHjxo102xSmCJKi3iT+XgMSo0aQGDWKhPvNSIgYjNl41faDLkRkMpBGUZ2eErfjqJOop2WZapkOQVyhQgV+/PFHNm7cyKPIRSQm3IZMivUhEWPyUYzJf2aYExcXx+nTp1m/fj2fffYZH3zwPnHxWQ0a8z8im7ERJOd28dIVHiVWReXaAkXjn+HC6+fnx6FDhyhbtiz169fPk/YwjxPmKGxqAS6SwRz11OORnkwVj3poFJ1Ny1Zyf87u7SsuFVB5TUFVfD2q4mtReb6R6aiDJUuWZPbs2Vy6dAkvLy/q1avH6NGjuX79OsL0gITwjhgTNwNJKSN2ikdAEubk/SSEd8FsuGh3fAWdTAYe8/DhwyyLldJq2LABr/RV0GVz/gtzPDevfswXX3zByJEjadmyJWXLlqVEiRK8+uqrrFmzhpiYGJ6r3gqdLvtuX0aD4MyRKHbt2oXRmFkSkp7ZFEbyo0UkxbxP0sMvMBsu2bSeVDBdvHiR6tWrZ7mMTqfjq6++YubMmXTo0IFFixbZVIKVG65du8aBg3+RmGRLyYAW5Njz+V55/bN4aIplOT6QgooyrpUornsmT2IqUaIEM2fOJCQkBB8fH+rXr8+JQy9hNj3A+gOcABFHYtTwPPst5Beyz85j7EkGhDkSYcOAGIoCatUVwsJqUb9+ffr160fVqlUpV64cKlX6fOz0g/vceLQJkUWfcY1Gh2tsCz6a8xGDBw+mb9++DBw4kIYNG2Z4AhQikaTotzEl7vp3SjKgxhj3LSpNdVyLLkNRl7DpeKWC48KFC9SoUcOmZV9++WXq1q3Lyy+/zIEDB/jmm2/S/QaMxlvEJx1AiCQ0LhVx071g97sNDAYDhw8fZuvWrWzbto2IiAj6932RwLpqMi9V+5cwgWs7u/Yn5T1FUaj9qCu/G79Gq3fJUAOkoMJN7U6v8m/leWw+Pj58+umnvDXpFdTxHVGUrEtWhTkKc/IR1LqmeRSh48mSgcfYkwykfHy2ZY/e3kX58ssvGTNmDG3atKFChQoZEgGAZ4uOQ6PyQsnkq1Errvh6dWPssKkcO3aMgwcPUrRoUQYOHIi/vz/Tp0/n77//BlKqEhIjh2NK3E1KEpDaUMsEJGI2/EVCRHeE+aGNxysVFPYkAwBVq1blyJEjFClShAYNGnDmzBmMpvuEPejLzbvNiIj+kIjo6dyLGMU/YXV4FLc+220+ePCAH374gb59+1KqVCneeust3N3d+f777wkLC2Pegh9R6zuQ0hDMOpNZA27dUFTeNh+L5BgXL15kQKdh1I3sR2XPeqgVDTqVHp1Kj4uiwd+rEaOrzMNbW9JhMXq6XcBFk3X3WwBEPMakP55+QPmILBl4jD3JgKIqiqIqhjBnNya2ChdtI5u26eriQ4tyqzl+dxKxhlBMwgCYUCtuCMxU8hpA9WKvW5avWrUq06ZNY+rUqQQFBbFq1SoCAwOpWLEik99uyovNTqKQmMnejAjTAwxxy9F6TrApPqlgsDcZAHBzc2Pp0qWsWrWK3i+3ZfP2ouhcEwCjJecVIgkhIDz6/zCbH1HEc5hlfSEEZ86csTz9X7hwgTZt2tC5c2fmzZtHmTJlMuxTKfJZypjyxnMZhp01mXUcOhZL8Uo9qGN/FbOUh27cuMFLL73E7Nmz6dPhVQAeGiK4l/gPCgpl3Crh7lLEwVFCShsBG4v/bRkGuRBx+lcYP65BgwYsXryYhg0b2rT87X9mojZ/jWtW7QYUNzyKr8VFW8+uWGKSQrgbfwCjOR53TVnKeryExoZ30RuNRn7//XdKuL/Ls1Vist+RUhR9qVMpXdOkAu/hw4eUKVOGR48eWS19ssWV0CGY2YUmiyYsCjp8ihxg797TbN26le3bt+Pq6krnzp3p3LkzzZs3R5ddgxpACCMk7uT23x9TsthDXNTqlFcte4xk3aZo3nnn/zhy5Ahly5bN0bFIT9f9+/dp3rw548aNY8KE/P1QYUo6TGLUiH9fh5wVNzSek9F6DMmLsPIFWTLwmIcPH1KkiG0Z7Lp165g06Uv27ayAqy4aqy2jFTe0bj3tTgQAiuj8KaLzt3s9FxcX2rdvT9zd/7OtFkPEgXgIiiyKLQwuXrzIs88+m+NEwGx+hItmf7anTlJyMlOn1+VMcD06derEW2+9RbVq1ewet0BRXMCtM6MnL2bkyCl0797dMq9vX7h+/QadOnXi4MGDeHpmnwxLeScmJob27dvTt2/ffJ8IAKi0jVEUd0S2yYAZjb5HnsSUX8hk4DExMTHZVhMkJCQwceJE/vjjDzZt2kHlGtWJj5mMIWE7oAZMoGgAgav7WHSe4/MidCtsvRkIbH7jnZTv5aSKIK1kw8WU81dkVr2UQqsVTJwUSIVntuR4X2mdOnWK+vXrZ5j+7rvvEhoaSp8+fdiyZQsuLvKylR8kJCTQtWtXmjZtyvTp0x0djk0URYXGaxrJ0ZMg0+pTNzTuw1FU+aFaI+/IcuHHZNdm4MKFCzRq1IhHjx5ZLl6KSo970QV4lQ5C7/0pbl7vo/eeQ5HSp3H1muCwEd7U2kbY8hUrqpKg2NpoUsrvnjQZEJhtGvwKQO2SO+f2nTt3MBqNlCtXLsM8RVFYuHAhAK+99prTdfnKjwwGA3379qVcuXIsWLCgQL04TePWCa3XdFIarqYd1VJLUjKcDamBxvNtB0XnODIZSCM5ORmDwYCbW8ZhT4UQfPfdd7Ro0YKJEyeyatWqDEmDSlUUrb43Oo+haN06oig2tFp9ijQeo8iqpTaAWehw8RhToH7MUtZsGWMgK1qXqja9HMhsdkGnaZDj/aR16tQpAgICMj0PXVxcWLduHceOHWP27Nm5sk8pZ8xmM8OHD8dkMrFixYocV0c5ksa9H/pSx9B4volK2xSVtjEu7sOJTPqRLr0PZBix0BkUvG/xKRDGm5gffoYS2ZGQw76I6NcQyUGWJ5BHjx7xyiuv8OWXX7Jv3z6GDx9eIG6eam19XNx6QCZjuhuNLpz5K5G//5FNtQuTJy0ZOHfuFieCXDBlPtQFAEaDkTEjf+Pw4cM53leqzKoI0vL09GTbtm18/fXXrF279on3KdlPCMGbb75JaGgo69evR5NVC9N8TlEVResxGrfia3Arvhad12SqVGvOpEmTGD16tNOVQDl9MmCOW4EI7wjxq1BzA78Kakj6AxE1AhE1kuBTRwkICMDd3Z3jx49Ts2ZNR4dsF22Rz9C4vwaKR8ofXEFxB3S4evbiRsR02rRpT3BwsKNDlXJBfHw8YWFhVKpUye51IyIiGDduHO3atSP+0XBcXDzJrC2JougpXnQ0HTsOo1+/fnTp0oUzZ87kOO6TJ08SEBCQ7XJly5Zl69atvPHGGxw6dCjH+5OyJsyPEIYQhPEaQvwvK/zkk0/Yv38/W7ZsQa/XOzDCp+edd94hLCyMVatWOTqUvCWcmCl+izCF1RamsKpW/yTefFb8stxXrFmzxtGhPjGzOVEYEnaJ5NiVwhD/qzCboi3zNmzYIEqWLCmOHDniwAil3HDq1ClRu3Ztu9YxGAziq6++EiVKlBCvv/66iIiIEEIIkZQcIv4JayKu3aokrt4sI67eLC2u3aokrt2sKCKiZwmz2SyEECIhIUHMnz9flCpVSvTr10+EhITYHXe5cuXE1atXbV5+586dolSpUuLy5ct270vKnNlwTZgi3xCmsJrCdLeeMN2tI0x3GwnTo6/F11/PFVWqVBF37951dJhPXVBQkChVqpS4f/++o0PJM047zoAQAvGgBWQzYJBZaFGX2I7iUiGPInOM7du3M2TIENatW0fLli0dHY6UQ6tWrWLz5s02F6Pv3buX8ePHU7JkSebPn0+tWrXSzRdCkJQcRHziHszmOLSaKnjoe6BSZWxwGhsby/z585k7dy49evTgo48+onz58tnGcP/+ffz9/YmMjLSr+m3ZsmXMnj2bw4cPU6KEHFL7SQnDOUTkq/8OtpN+uF6jyYUz55MoUW0HFStWc0yAeeztt992qhIC500GkoMRUUNBZPeWQBdwH47KM+/H085re/bsoW/fvqxcuZL27ds7OhwpB95//320Wi1Tp07Ncrl//vmHt99+m6CgIObMmUPPnj1zrR1MZGQkX3zxBUuXLmXw4MG89957lCyZfgjay/fD+e7YSfZeDSUhMQlTTBQzBvShY/Vq6OzoOjhlyhT27dvHH3/8YbXhr2QbIQyI+81AZP52SLPQonJ/BZXX5DyMzHHi4uKoU6cOCxYsoFOnTo4O56lz3jYDpjvY1rfeCMbQpx1NvtC6dWs2bdrEoEGD2Lhxo6PDkXIgu8aD8fHxTJ06lYCAAGrXrs3Fixfp1atXrjaILVasGJ9//jkXLlzAaDRSvXp1PvzwQ6KjowH479ET9F6xhk3nLxIVn0Ci2YzBswjTd+6hy7KVhMdmNyDM/8yYMQNfX18GDx6M2Sxf651jSXv437tLrFMpyZCw1qaeJoWBu7s7S5cuZdy4cTx69MjR4Tx1zpsMKHpsHmjHSpFoYdW0aVN27tzJuHHjWL16tWW6EGZE8klE4m+I5OMpQ8hK+cL9xL/ZdecLfrw2Dv/BkbjVuEuiKf3Lp4QQrF+/nurVqxMSEkJwcDAfffTRU32aLl26NF999RUnT57k1q1bVK1albEzZzP/wBESjUZM5vSFkvEGA7diYhiy5mebW3KrVCqWL19OWFgY77333tM4DKcgErbaMEQvgALJztPYuG3btrRp04YpU6Y4OpSnznmrCcxxiPtNyHwUqn8p7ijeC1F0gXkSV35x/vx52rVrx/Tp0xjWXw9xC/8dkS41gVKD+wgU95HynQbZEEJwN+EkF6J+Ijo5FJWiobx7c5717oWHpnSOt2s0J7P99mf8E3cSkzAg/q3ndVFSxpZoV+Zt/Iu04OzZs4wfP56oqCgWLFhAixYtcuW47HXx4kX6rPmFJNesW6HrNRqWvNyNxhWzb2+QKiIigqZNm/Lmm28yZswYzMLMjfjLxBjC0an0VPKoiVaV/XsSnJU5cigk/5n9gooHSpE5KK6tnn5Q+URkZCS1atViw4YNNG1aeF9p7LTjeioqd4RbT0j4GavvFEhZCpQioG2Sl6HlCzVr1mTfvn3s3/oShihXNC5WSgJiFyGMIVBkToEYd8ERDOYE/rjzNhGJlzCmeQvaxeh1XIpZT0OfCfh752wM9J13ZvFP3EmMjxXbpv5/150v+GbRcn6ct4Np06YxcuRIhw7lqy1RCsXDC4xZlyrFGwysCT5rVzJQvHhxtm3bRvPmzdE+m0RYyXMkmxNITV7NmGlUtC0dyryCi6rg9o1/atSVgKOkvN48C8IEaud6YVSxYsWYP38+I0aMIDg42KaXbxVETv1Ip3hNBpdqJBusfQxqUDxRin3rtE++VXyjGdLP3XoiAEBCSl1j0u48jasg2R/2AQ8Sz6dLBADMGDCJZILCF3Aj9oDd241MukFo7LEMiUBaJpIp0SyCixcvMnbsWIeP6f8gNg6N2rbf0vX7D+xuA1ClShU+3/Iu5/X7eGSMIsmcSJI5gSRzAgZzEscjd/Nt6MeYZBVXBoq+H2BDkqR+BkXjHL0J0urduzdVq1bls88+c3QoT41z3uX+pSiu/PPoM2YtfIRJeANu/7YlcAW3Hig+m1Fcqjg6TIcRcf9NaTSU5ULxiLhv8iagAiYq6Sp3E05hFpl/hiaRxInwhXaPdnY2aismkc1THOBeAoR7rF3bflq8XHUZ2glk5tzJk3h4eFCnTh1efvllPvjgA1auXMnx48eJibH+Wu77ibf5WxeExlVtdb5BJHM7/ipHwnfl+BgKK0VTFXRNyXr4clcUr//Lq5DyFUVRWLRoEYsWLeLcuXOODuepcNpqglRTpkyjevXRuJR+H0y3AROoS6NkMoSvU0k+ik3vQDb8hRBmpy1ByUxIzK+YhSHb5eKN4dyICEaTXJq4uDji4+Mtf6f9d9ppbs3P4Vou+2RApbjw0HCX4jrHj5PxbKkSuGu1xBuy/kzctRpmThpP4Jefc/nyZUJCQggJCWH79u3MnTuXy5cv4+Hhgb+/f7o/D/wuYM4mQTKIZA6GbybQp6Os2nqM4j0PETUWkXwKsyketTr189ECCnhNRdG1dGCEjlW2bFlmzJjBiBEjOHToELeSrnE/KQwXxYUqHjXx0hTsV8A7dTJw/PhxDhw4wLfffouiqKGQDyxkNxuePP/HhJMXNGXwMPmGpVFfVh49jGXAm10JPWnG3d0dvV6PXq/P8t9aFz1gyxO/QK3kjzpylaIwJrAh/9l7iASD9aJ6BdBrtbSpVhkXlYqAgIAMwxQLIbh9+7YlSQgJCWH37t1UfVuDe8ns63PjjA95ZIzGS1M0Nw6r0FAUVyj6Hft3f4kqcSXNm5ROeZW17kUUfT8UdcnsN1LIjRw5kq2nf+a9E8NR6VOSJQUwCRP+nrXpW340npqC+epjp00GhBC8/fbbfPzxx7i7uzs6nPxJXQ5MV7NfTlUcJZ/ccPITrdrTpuWKeBVhw9rFlNFn/aKetC7F7OX3u/MwmBOyXE4IM2Xccv4Gw9z2Sv26nAu7z85LV0h4rIRAo1aj17jw/YBeuGTxJjxFUShXrhzlypWjTZs2lumfXRjFQ2NktjEoqDDLdgNWKYrC8h/P0LjxKFqUGOfocPKd09FH8R9dEiNJjw/SyMWHZ5hz+T3e9p+Jh0vB647utI9ymzdvJioqiiFDhjg6lHxLcR9O+vd9W6MD/eC8CKfAqeT5Ii6KLS9zEZR0rW3Xtqt4BqLCet14KrWipaZ3ezQqx75KOy1FUZjZuR2zOrejZumSqBQFjUqFu1bLqw3qsm3UIKr4FM/Rtku52tb7QFHAw6VgF+k+LQaDgW3bttG1a1dHh5LvJJri+enmEkxYTyTNmIg1xPDr7R/yOLLc4ZQlAwaDgXfffZf58+ejVmd9QXVqbl0g7lsw3QSs1fOqQVUURd8/ryMrEMq5B+KicsVoynzIa7Wio5p3T9QqrV3bdlFp6V7+E3658R7JpgQUVfr6b7Wipbi2As1KDstR7E+Toii0r16N9tWrkWgwkmwy4qHToXrCOvzmJbrwT3wIyebMxw5RoaZ+0daye2EmDh06hJ+fH+XKlXN0KPnO8cgDKe1MsmhGZcLEmehj9Co7FDeXglXi7JQlA8uWLaNChQq89NJLjg4lX1MUHUrx1eBSnZQSgpTTRaAQFy+ITy6FUnwdihON0GgPleLCi2XnolG5Y+2nplZc8dFVp17xkTna/jP6mpS79TI3gxNRKxq0Kne0Kj06lTsBxXrSt+LcfFUqYI2rxgUvV9cnTgQAqnjUoZxbZVwyqbJSUHBV62lVsucT76uw2rRpE927d3d0GPnSxYfBJJuzH4rZRdFwM+FaHkSUu5xuBMKYmBj8/f3ZuXMndevWdXQ4BYYwnEXErwfTXVAXZ8tuDUv+G8SOHTsdHVq+98hwhzMR/+V67B4UVAhhJvJBLI3Lj6JBuaGolJwV0JnNZurXr8+HH35I+66tiDHcRa1oKK6riDqH2yzoks1JrPlnLldiz2IWJsz/DqJjiDdSzL0ko6tNx0dXxsFR5k9CCPz8/NiyZQu1a9tXbeUMFv89g8ux2XcrdFXpGVxxAs96PZcHUeUep7tizJo1iw4dOshEwE6Kpg5KkTqW/7fvksTrb1bh+PHjNGrUyIGR5X+emmdoVvpDnje/TbzxAWpFw4iPJqJ5wUijsTn/Ca5btw6NRkOPHj1QFAW9i2wdr1XpGOw3mQeJtwmK/IPI5Hu4qT04te8Kty8l4LNIJgKZOXv2LCqVKsNrrKUUFfRVuBZ3CWM2jU+NwkAp14I3SqNTlQzcvHmTunXrcubMGVknlgu+/vprdu3axebNmx0dSoGzZcsWZs+ezcGDB3O0vsFgoHr16nzzzTe0bt06l6MrfO7evUuNGjW4cuUKxYvnrIFiYffxxx8THR3Nl19+6ehQ8qXo5Ag+vTgRYzZjh1TxqMFrVT7Ko6hyT6FuM3An4RbBUUGcjQ4mzhjHBx98wNixY2UikEuGDx/OyZMnCQ52nreY5ZaXXnqJixcv8s8//+Ro/e+++w4/Pz+ZCNiodOnS9OjRg8WLFzs6lHzr119/pVu3bo4OI9/y1hanmc9LaJXMx7LQqnT0KDsk74LKRYWyZODyo4usvbmS+4n3UCspvQUM5mSu77vFf4etpHRRWVSYW+bNm8eBAwf45ZdfHB1KgTNmzBh8fX3tfvVufHw8VatW5ddff6Vhw4ZPKbrC5/z587Rt25bQ0FBcXfN3w8q8duPGDQICArh7967D32GRnwkh2Bb2E/sfbEdBwfDvUOMatLi6uDHc7x183QvmEPaFLhn4K+Y031z9yvIlpWNWKO5anCnVP8HdxSPvgyuE4uPjqVy5Mrt27aJOnTrZryBZHDx4kHHjxvHXX3/Ztd6sWbM4ceIE69evf0qRFV4dOnSgT58+DB061NGh5CsLFy7kxIkTrFixwtGhFAhxxkccj9xPWOJN9v2+n9pFG/Ba90moCvCQ7AU3ciuSzUl8e+1r64kAgEoQbYhm3c0f8zawQkyv1/PWW28xY8YMR4dS4AQGBhITE8PZs2dtXicqKor//Oc/8vPOoUmTJvHll1/a/WKowk5WEdjH3cWTViU7M6DCWKpG1Ofq/lsFOhGAQpYMBEUeIbsX65iEkVNRx0nIYiAYyT5jxoxh//79XLhwwdGhFCgqlYoBAwawevVqm9f54osv6NatG/7+/k8xssKrbdu2qFQqfvvtN0eHkm9ER0dz/Phx2rVr5+hQCiR+2FcAACAASURBVKSAgABOnTrl6DCeWKFKBs5EB5Nkw6AQasWF0DgbxtyXbOLh4cGbb77Jp59+6uhQCpyBAweyevVqzObsX2gUFhbG0qVLmTp1ah5EVjgpisKkSZOYM2eOo0PJN7Zv307Lli3lO1pyKCAggNOnT9v0G87PClUykF2Xj7RseRe8ZLvXXnuN3bt3ExIS4uhQCpTatWtTpEgR/vzzz2yX/eSTTxg6dCjly9s2Br9kXf/+/Tl//rxd1TOFmawieDJFixbFx8eHK1euODqUJ1KokoEK+oq42DDymkkYKe0qexTkJk9PT9544w0+++wzABKNRpJM8s1wthg4cCCrVq3KcpmrV6+ybt06Jk+enEdRFV5arZbXX39d9qcHkpKS+O233+jcubOjQynQCkNVQaFKBl4o0ZqUt0tnrZy+AiV0pZ5+QE5m1Lix7Aq/w/Pff02N7+ZT/b/zab56GT+ePy0Tgyz079+fDRs2kJycScNX4KOPPmLChAn4+PjkYWSF1+jRo9m0aRNhYWGODsWh9uzZQ61atShVSl4Pn4RMBvKZYlofmvm0RKvKalAILX3Kv5qHUTmH2ORkhu7dhnvndtxLTMAsBGYhuPkohk+P7qP3r2uIN2R+s3Nmvr6+VK9enV27dlmdf+bMGf744w/efPPNPI6s8CpWrBgDBw5k4cKFjg7FoTZt2iSrCHJBYUgGCt04A2ZhZv2tVRx8sBezyYRZldKoQ6dyRaWoGFN5Av6eNRwcZeEzatev7L8ZSpLJelsMnVpNG9/KLHpRvifdmiVLlrBv3z5++umnDPM6d+5Mu3btGD9+vAMiK7z+/vtvmjRpwvXr152m8VyCKZnf757mfPQNFBS+/XAOv37+X2r6V3d0aAXa/fv38ff3JzIyMuU1xwVQoUsGUkUlR/L5Lx+ToI+jTq3nqOtdn3reDXFRydG1cltY7CNa/vRtpolAKq1azaEBoyipd44Lrz3Cw8OpXLkyt27dwtPT0zL94MGDvPrqq4SEhKDTZV7iJeVMz549adOmDa+99pqjQ3nqttw+zrxLm1EUhQRTSimdOdGIp4c7H9bsR/OS8iHpSZQvX579+/dTqVIlR4eSI4WqmiCtotpi3NsRRUBEU0ZWep2GxZrIROAp2RlqWytalaKwy8ZlnY2Pjw/NX3iBRevX8+v5C2y7FML92Fjee+89Pv74Y5kIPCVvvfUWc+fOxZRNIlvQbbt9grmXNpNoNlgSAQCVqwtxxiSm/rWaI+GXHBhhwVfQqwoKbTIAcPnyZapWreroMAq9mKTEbEsFAJKNJh4mJeZBRAXPwdDr3G/dlm/vh/PR7j+Ysus3XliyjPsBDXipe3dHh1doNW3aFB8fH7Zs2eLoUJ6aZLOReSGbSTJn3vU6yWxg9oVf5MiMT0AmA/nY5cuXqVbt/9m77+ioqm+B4987fZIQUgiE3kNVeq/SQZAmTUCRZhc7VniIiiiKiqiI0ptUARHpRZBepAZCLwkmhPTpc+/7A+EHkmQmkMxMMuezFmu959zc2clv5t599zlnnyhvh1HgFQkIwOjG5iYGjYYiYojgHutPx/Dcr6u44XCiqDWY7HYybHYcigKly9Bz/kKuZ2R4O8wCyR+aEG3755hbx6U5zBxKOpfH0RRcIhnwUYmJiTidTiIiIrwdSoHXpXwUshtPFE5FplN5Uam5k8lm543f/8DiyHzppQzcMJn5cNMWzwbmR3r16sWVK1fYu3cvQIF7Oo5Ji8XkdN2Z1anInE2/5oGICqZ69epx8ODBfPv5KbCD6LeqAvl1Zmd+EmYMoGfl6vwacxJLFv0EDBoNfaJqUFgvto6906qTJ10e45BlNp05S5LZTKjR6IGo/ItGo2HAmy/w8u5fMMetxyY7Kaw10qd8XQZXaERRYyHXJ/FhapV7z3wSoM7nm+14U/HixVGpVFy5ciVfdgktsP/LiyECz/qweTsalyhNgEZ7z2sBGi3NS5ZlTNM2XojMt207dx6T3XUbba1azZE48dSWF2af2c3vJa0klwzCJt+c+5JiNzPnzG4e3TiV48n5uzFR7dAKGNU6N46UqBVSLq/DKbAkScrXQwUFNhmIiYkRyYAH6dRqZnTuxZR2XWkYWYpArQ7JZqdaQDBT23fjx4490KrV3g7T59id7m1uIkk3KwRC7vor/hxfndiMVXYg/ecJ2iY7SXdYGbpjDhl212V2X9UgrBKBmuwrchJQJjCCioVEm/YHIZIBHyRWEnieSpJoW7Yii7v35/jQl2m5P5o+dg2PlKmASgzXZOrh4pHo3EiSbE4nlYuEeyAi/zI1eisWZ/aVGbvsZNXl/LupkUpS8UrJTsjWzIfwJCBAref/avb3bGAFkEgGfJAYJvC+ypUr5/udvPJa/1oPubGbBtQoWowyISF5Ho8/SbaZOXoj1uVxZqedX84f8EBEeSMlJYVXew+j+ZnCVAyKRK/SonFKqOwKOpWG6oXLML3Ri5QLEvsTPKhbkwjzowI5gVCWZWJiYkRlwMuioqL45ZdfvB2GTzMqCsYzMdjKlEFRZ/51NGo0jGn3iIcjK/hSbWa0KjV2N3pkJNtMHogo91mtVnr06EHz5s35bNQHSJLEmbQ4fl6ziNOnT/PV6+MpHSg2v8otZcqUwWKxcCU2lpLFi+erCewFsjIQGxtLcHAwwcHB3g7Fr4nKQPbi4uJo1aoVdRw2nmnSBJ1ajeGOfg2BWi1hRiOz+vSmpthVLtcV1hmxK+51HgzVBeRxNLlPlmUGDx5MkSJF+Prrr2/fmCoVKk5NZ1H00SkiEchFN8xmpuzdTejoN2m5ZBGVp3zFE8uW8OfFC94OzS0FsjIghgh8Q+XKlTlz5gyyLKNyc3mTvzh58iSdO3dmxIgRvPvuu0iSxNAG9Vlx/DhTFi6kVvUaDGrVkkcqVkAj/nZ5orDOSO3QUuxLvJjtcUa1lv4V6nsoqtyhKAqvvPIK8fHx/PHHH6j/My/FYDBgsYhuoLnlfFISfZYsIsNmQ9bfXLkhKwq7r1zm72vX6FezJh+0bO3TlYICeZURKwl8Q1BQECEhIVy9etXbofiUP//8k9atWzNu3Djee++92xeIsAAjwxrUJ+LoEQaVLU37ypVEIpDHXqzWGkMWwzO36NUaupZ+2EMR5Y6JEyeybds2Vq5cicFw70oCg8GA1Zp/V0j4EocsM2j5UpLM5kzbspsddn45dpRlJ497ITr3FZgrzfnUG3ywZz1Nl37Hl5pEjjeqxIbLMTjFciyvioqK4vTp094Ow2csWbKE3r17M2/ePJ566qlMjxGVFM9pGFGOt2p2wKDW3LPiRa/SEKw1MKv5UwRq3Fmn7xtmzZrFtGnTWLt2LYULF870GL1eLyoDuWTTubOkWi1k13fQ7HDw9e7dPt2dsEAME/x8Yh+fH9qOQ5ZxKDJo1cQCr/y5moqFw5nXvj/BOrHrmzfcmjfQtm1bb4fidZMnT+aLL75g/fr11K5dO8vjRDLgWQMqNKBOeGlmxOxi/ZXjWB12igQUon/5BvSvUJ9wve/tpyErMgnWVByykyL6YPTqm82+fv/9d95++222bdtGiRIlsvx5URnIPb8cP0aGG43DbpjNnE5MpEoR35ynke+TgbUXTzHp0PZM2+BmOOxEJyUwfPNSFnca6IXoBFEZuHlzf/3111m/fj1//fUXZcqUcXm8SAY8q2rhSD6r35O+lObZZ5/lz/37vR1Spmyyg8UXd7Lw4p9kOKyoJAlFUehcoi61UkIZMmQIq1atokqVKtmeR1QGcs8Ns3srTTQqiWSLOY+juX/5OhlQFIVPD27FnEU/fLjZRexo4jWOXI/j4SKiu5anVa5cme3bt3s7DK8xm80MHjyY69evs2PHDkJDQ13+jEgGvMeX//ZWp50X908nJi3unu2IV17Zy9I0M5NmTqVx48YuzyUmEOaeYoFBwD8uj3PIsk/v2uqbn3o3nUxKIN7semtXq+xk/unDHohI+K+CXhkw2e0sP36CKbt28dP+/Zy7ceP2a4mJibRv3x6tVsu6devcSgTAt29IBZ3T6fTZv/2U02s4nRZ7TyIAIKOgDjKwMvicW+PSer1eDBPkkv41HyJQe++eLP8VGVSICm5eA7whX1cG/jGloXFjly1ZUbiUnuyBiIT/qlixIhcvXsThcKDR5OuP210URWHKrt38uG8fkiRhttvRqFRM3vkXNYoW5a1atRjUqyePPfYYn376aY5uMCIZ8B5Zlu9ZhucLTA4rv109gE3OugqKBEm2DA7cOEv98ErZnk9UBnJPy7LlKBIQiCU1BWcWiZhRo+G1Jk3F0sK8EqTVo2Q7h/N/QnRi61xv0Ov1FC9enAsXLng7lFz10dat/LhvH2aHA5PdjgLYZRmLw8HhuDj6LlnM088/z2effZbjG7tIBrzHV//2B5POufXgY3ba2HDtb5fHiQmEuUetUjG/dx8iAgMx/ueBRyVJGDUanqnfgEejsp/H4W35+lGtdkRxtzbACdTo6FWxpgciEu6kKAoHYmMp3KsXL27cSFR0NL1r1KBFuXL5euOis4k3WHTkKBZH5k9pTkVBE1QIc40a93V+X70h+QNf/dubHFY3H3sgzeF6kpqYQJi7ShQqxPrBQ1h24jjf/rWDGxYrRoOelmXL8ky9BtSK9P35avk6GdCq1Ayt1oBpx3ZnOYlQ4mZb1zYlK3o2OD+XaDLx9PLlnE9KwlSiBGkmEzGnT7Pl/HnCjEbmPv54vt14Z+bBAy772TuBpcdP8HbLlhjcGE+8k6/ekPyBr84ZKGZw77uikVSUMrre3VJUBnJfkE7HU7XrYNu3n90HDvPzzz97O6Qc8b1PfQ69+FATGkeWwai+94KrkVQU0umZ174fah/8ghdUVoeD/r/8wunr1zHZ7XBHFcBktxOblsbjixZxw+y7y2yys/9qbJZjg3dSSRKXUlJyfH6RDHiPr84ZeCikDAFuND5SSSoeK9XQ5XE6nQ6bzYYsmrLluqtXr1KqVClvh5Fj+f6Ko1Gp+OmR3oxp0IayQSHoVGrUsoJGVuhfuRZ/dBtKVEiEt8P0K6tPneJaejr2LC40sqKQZrUyO59u9ZnXRDLgPb76t1dJKp6v3AmDKusqk2xzECUVoVSA68qAJEliRUEeuXLlCiVLlvR2GDnme5/6+6BWqRgQVZutPUey6/HnedEZRpOtJ/mocQdKBIqdCz3t5/37b1YEsmFzOpl7+LBPt+fMSsNSpdC4MedBURTKZNEONju+Wqr2B76aDAB0LlGPoRXboldp7ppMKAFGtY5KughWPTmRTZs2uXU+MVSQN0RlwAdIkkS4IYBG1Wpy+mS0t8PxW1dSU906Lt1my3ISni8bUreO61Ky00nHsmVyPF8AfPuGVND5eiI2uHxr5jZ5he6lGlLSGEakIYSmRaoyqc5TzGv/FksXLWbAgAGsXr3a5bnEJMK8kV8rA/l6AmFWqlatSnR0NIqi+PS6zoLK3Z32ZEXJl7vyVQgLY1CtWiz4+2/MmSQzGklCr1Ix9+WXaaVS0a1btxyd31fHrf1Bfvjblw4swhvVemT6WosWLfjtt9/o1q0bU6ZMoW/fvlmeR1QG8sbVq1fzZTKQ/67EbggLC8NgMBAXF+ftUPxS87Jl3Vo6WLNYMbQ+fuHNyjutWvJ8o0YYtVoCtVpUkoRerUavVlOvZEk2PfcsKxYu5MUXX+T111/HZrO5fW5RGfCegvC3b9iwIRs2bOCVV15h1qxZWR4nKgO5z2QyYTKZCA93PW/D1xTIygDcrA6cPHky2527hLwxon59Np87l+0QgFGr5dkGDTwYVe6SJInnGzfi6Xp12XDmDFdSUzFqtTxSvjzl/m05GtG0KQcPHmTIkCG0bNmSX375hbJly7o8d0G4IeVXBeVv//DDD7Nlyxbat29PRkYGL7zwwj3HiC6Eue9WVSA/VqTz/6c+C7eGCgTPezgykuH16t3TjesWo0ZDh4oV6Vi5socjy31GrZbHqlXj+UaNeLpu3duJwC3h4eGsWrWKPn360LBhQ1auXOnynAXlhpQf+fqcgZyoUqUK27Zt48svv+Szzz676zWH3YlRX5jr8Sn5chKvr7py5Uq+nDwIBbgyUK1aNZEMeNGrzZpRNiSEyX/9RUJaGrLTicFgQK/R8EyDBgytVy9fZs/3Q5IkXn/9dZo1a0b//v3ZunUrEydORKfLfN24SAa8Jz/MGciJ8uXLs337dtq1a0d6ejqvjnqTJbN2snbZfkLsLfnync3M+HwvvZ9sSrd+DdFqC+wtwSPy63wBKOCVgZMnT3o7DL/Wq0YNtg8fTru0NFpaLMzq3ZvdzzzD8Pr183U74vvVuHFjDh48yLlz52jevDnnz5+/63W7zcHetYcolF6EQxuOY04XJVxPK4iJWMmSJdm2bRu/rdrAoE4TWbVwD2aTDQk1TodMYnwqs7/dyJtDZ2CzZr8kWMhefq4MFKxP/R1EZcA3SJKE7epV6kdEULdECb/vBBkWFsavv/7KE088QaNGjVixYgWKorDos5X0LT6STwZ+Q9GU8sx8azF9S4xk6iszsdvy3/LL/KogJgMAERER1CnbD4cdHI57W2lbLQ7Onb7GtElrvRBdwSEqAz6odOnSJCUlkermmnch78TFxVG8uO9v1OEpkiTxyiuv8Ntvv/Haa6/Rr87TzP94GRmpJkxpZtSosaRbsZpt/DFjC+91nYAzkwu4kPsK0pyBO508cpnE+HSkbC75NquDjasOY8oQyw3vl6gM+CCVSkVUVBSnTp3ydih+LzY2ViQDmWjYsCELv19CcrQZqynzpYdWs43oPWfYMHe7h6PzTwW1MrDtj2NYLa6HANQaNQd3n/VARAWTqAz4KDFU4BtEZSBra3/cgiRn/zW0mKwsnrTKQxH5t4I2gfCW1BSTW6sGZFnBLCoD9y2/dh+EAp4MiEmE3ud0OklISKBYsWLeDsUnHd0R7dZFOvbsP1jN7jcuEtynKAp7rl5h2G8r+CwjiR21qtF32SI2nj+Ls4Ds6le8VCgareskR1JJhBcV+7ncD4fDwfXr14mMjPR2KPelwCYDiqIQqi/B0W2xLPlhE4d2nBLbdXpBQkICoaGhWS6j83ey073PpCRJYt5AHpAVhdGb1vH06uVsuXAOCwoOjZp9cVcZtX4Ng1cuxZoP98/4rw7d67q1gkerVVOrQXkPRFTwXLt2jSJFiqC9j/1IfEGBTAZOHrzA0FYfs3HmKexXCzN70u98+MwMBjcex4HtYtjAk8QQQfbKVndvslFQaCDGIEMeR+N/vtm7i9/OnMLssPPf+ozJbufQtTje2PiHV2LLTZElQ2nUqgo6fdZ9BPQGLU8+1wa1ukDeFvJcfp48CAUwGYg+dJF3Bn7PtUuJ2CwOJFQ4HTKWDBs34lMZP3IG+7eKoQNPEclA9vq81g1DoD7bY3QGLT1f6uQ3TZo8xeKwM/3w/kw3m7p9jNPBhvNniEtP82BkeePNj3pRo3YZDMa7q3SKIqPTa+gxsDGP9s2/LcK9LT9PHoQClgwoisKk1+dnO7Zqtdj5/NX5ON0szwoPRiQD2WvSrR4VHi6L1pB5aVGtURNStDDdn+/k4cgKvq0XL6DCdYKlKLDyVP5/gNDptXzyw1OMmTyAek0rERZRiIhiwRjDTNTrYOTpl9qLhPMBiMqADzn99yUS41JcHme3Odi35YQHIhJEMpA9tUbNhLXvUq/dw+gMWtT/TvKSVBKy5KRCrbJ8s/MjAgsHeDnSgic+Ix27G/OIbLKT2AJQGYCbc0/qNq7Ix989yYINbzJ33Ru8Mb4Xi5bOEHsU3CdZVjh1OZ5jlxIoXCz/VgYKVCPq6MMX3Zr9a86wEn3wIo3b1fRAVP4tNjaWatWqeTsMn2YMNPDhijeJPXuNDXO3k3AlkcJFCvHD8m/o9fGzhEWGeDvEAilYb0CjkrC6mJepliTCDEbPBOUFzZo1Q5Ikdu7cSfPmzb0dTr4hywrzNh9k9sZ9WGwOLObCqKwazn46n1E9mtO4qusdSn1JgUoGckZkwZ4QFxdHmzZtvB1GvlCiYiRP/V/f2/+/rXQKP/74I23btvViVAVXm3Llcbjx8KBVqelauYoHIvIOSZIYPnw406dPF8mAm2RZ4Y2fVrPr5EUst9qFqzTICkRfjueVH1bx/oC2dG1U3buB5kCBGiaIeriMWzNhjYF6omrlr6wtvxLDBPdv4MCBrFu3jvj4eG+HUiAF6w30qFINgzrrZyKtSsVDRYtRKSzcg5F53uDBg1m5ciXJycneDiVf+HXXMXbfmQj8h9Xu4KOFm7iWlH+GlwpUMlC1TllCI1w3zNBo1TRqm38ytvwm2ZbMqqvL+fjEWMq9VoLDwfu4ar7i7bDynZCQEHr27Mns2bO9HUqBNa5lW2pEFEWTSaFQr1ZTPKgQ33d5zPOBeVhERAQdO3Zk/vz53g7F5ymKwox1+zC72EBMURQWb//bQ1E9uAKVDEiSxBtfPoE+i5nZcHOZ1muTBqDWFLyWo75ga/wm3j36Bn9c+52LpgsEVyjEUevffHJiHDPO/YhTEY1zcmLkyJH8+OOPYnJXHtFrNPzcqRvmtesppjegliQ0KhXhxgBGNWzKmv5PEm70j8mbI0aMYPr06eKz5sL11AwSUtJdHmdzONl4KMYDEeWOAjdnoHq98nw05xkmvjyX9FTz7c05NFoVFquJt6cMFRMH88i+G3tYemURDuXuDVFkZGTFxsHkfegu6RhUdoh3AsyHGjdujMFgYOvWrTzyyCPeDqdAmj1jBvW0BlaOeAGT3Y6sKARqtX63zK5Nmzakpqayf/9+GjQQ/QayYrU7/t2K3fWDjc2ef7pXFrhkAKBmw4rM2TWWv3edIfrQBRRZoUL1krw+5hnOxR+hCQ95O8QCR1EUllxegE3OuseDTbbx1/UddC3egxCdmCHvDkmSblcHRDKQ+ywWCxMnTmTVqpsbQQXk01ayuUGlUt2eSCiSgayFBwe6vWdF6Yj8c52TFD+qCW3atInnn3+e48ePo9EUyDzIa2LSTvFNzJdYZUu2x2kkLV1LPEaX4gV/HDa3JCUlUb58eWJiYoiIiPB2OAXK1KlTWbt2Lb/99pu3Q/EJcXFxVK9encuXLxMUFOTtcHzW+7PXsnb/KWQ569tngF7LJ093ptVDFT0Y2f0rUHMGXGnTpg1FixZl0aJF3g6lwLluTcCd5ZoOxU6cOTbvAypAQkND6d69O3PmzPF2KAWK1Wrl008/ZezYsd4OxWcUL16cVq1aiWukCyM7N8GgzfqBUsXNqkDzGvln0ye/SgYkSWLcuHF8+OGHOArATmS+RKfSI7nR2hXAoC64DVzyiphImPtmzJjBQw89JEri/3FrIqGQtTJFQ5j28uOoZDtq6X/fSQkwaNWYE6/yUpsq/84tyB/yT6S55JFHHiEyMpKFCxd6O5QCpUpwNbdWCuhVBuqE1vdARAVL06ZN0Wg0bN++3duhFAhWq5UJEyaIqkAmOnXqRGxsLEeOHPF2KD4t8eIpEtdN493+bWlYpQw1yhSjfd0opr7Yi/cfq8vTgweSmprq7TDd5ldzBm7ZsmULI0eO5OTJk2LuQC766dz3HEzaj0PJvOqiyBCmD2PCw1+gkvwuD31gX3/9NXv37hVrwXPBtGnTWLFiBX/8kf+3J84LY8eO5caNG0yZMsXbofgkp9NJvXr1ePfdd+nbt2+mx4wcOZK0tDQWLFiQL1am+OUVuXXr1pQoUYIFCxZ4O5QC5YkyTxGuK4Jsvze/lJCQrTJxM6+jZDPpRsja4MGDWbNmDYmJid4OJV+z2WyiKuDC0KFDWbBgAWaz2duh+KQZM2YQHBxMnz59sjzm66+/5vjx4/lmyMUvk4FbcwfGjx8v5g7kogBNALXO1Sd2wzX0Kj0GlQGjyohG0lA3tAFjH/qIuOPXGDx4sPi734ewsDC6desmJhI+oNmzZxMVFUWTJk28HYrPKlu2LA0bNmTp0qXeDsXnpKSkMGbMGL766qtsn/iNRiNLlizhvffe4++/80EnQsWPtWrVSpk1a5a3wygwTCaTUq5cOWXjxo2KzWlTLmVcUM6nn1PS7el3HdOhQwelb9++is1m82K0+dP27duVqlWrKrIsezuUfMlmsynlypVTduzY4e1QfN6yZcuUFi1aKDf+SVYuHL+kJMbd8HZIPuGNN95Qhg4d6vbx8+bNU6KiopTU1NQ8jOrB+eWcgVu2bt3K8OHDiY6OFnMHcsHYsWM5efIkixcvzvY4i8VCr169CAgIYOHChWj9uNFLTimKQvXq1fnxxx9p0aKFt8PJd37++WcWLlzIxo0bvR2Kz9vz+wFe6/EuwapQtHodDpuD8g+V5sn/60ejLnW9HZ5XxMTE0KRJE44dO0ZkZKTbPzdixAhMJhPz5s3z2fkDfp0MwM3VBYMHPUnNSk1I/CeVgCAD9ZpXJihYLH/LibNnz9KoUSMOHTpE6dKlXR5vtVrp3bs3Op2ORYsWodPpPBBlwTB58mQOHjzI3LlzvR1KvmK326lSpQqzZ88WiZQLy79Zw4x3FmA139tRVB+gY/DYvvR7s7sXIvOu7t2707RpU0aPHp2jnzOZTDRq1IhRo0YxfPjwPIruwfh1MqAoCpPGzGbDkqMEBRVClmVUKgmnQ6Z119o8//5j2W56JPzPY489RtOmTXn77bfd/hmr1UqfPn1QqVQsXrxYJARuSkxMpHLVGnw1fRmpGQ4CjDpa1q9EpTKiO2F2Zs2axZw5c9i8ebO3Q/FpMQfP8WqLDzJNBG7RB+j4bONYqjeO8mBk3rVx40aeeeYZTpw4gV6vz/HPR0dH06JFCzZt2sTDDz+cBxE+GL9OBqZ/toY1i/ZgNdvveU2n11AuKpLP5z2DTieGELKzZs0aXn31VY4ePZrjL4nNZqNfv344HA6WLl16++ejYxO4ciMFvVZN3XIlCdSLRAHAqTX6LwAAIABJREFUKctMmbeNxWv3o1KpcMqgUkloNWoqlArn09e7UzSskLfD9DkOh4OqVavy888/06pVK2+H49M+eeIrti3+K9tWu5Ik0bR7A/5v+ZsejMx7HA4HtWvXZvz48fTs2fO+zzN37lw+/vhj9u/f73Ptnv02GThzIpY3Bv5we1fDzOgNWoa82oEeTzb3YGT5i8VioWbNmkydOpWOHTve1znsdjsDBgzAbDbz+qeT+WLdX/yTkoZKpUICHLJM1zrVeOvRln6fFIz/fi2bd5/Gksle6mqVipBgI3MnPklosH9su+uuOXPmMGPGDLZu3ertUHxet0KDsGRYXR6n0WlYa/GP5m3fffcdS5cuZdOmTQ885j9s2DBsNhtz5szxqfkDfrm0EGD5rD+xZ3JBvZPVYmfpjD9FC9hsTJo0iYceeui+EwEArVbLwoULsRctw8tzV3HhehJmu4MMq410qw2L3cGqgycY+N0iTLask7eCLvrcP1kmAnCzapCSbmbWr3s8HJlvczgcfPTRR6KvgJvsVve+Yw6bA9nN3fvys6SkJMaNG+dyKaG7pkyZwqFDh5g5cyYA19My2HHqAjtOXSAhNf2Bz3+//Lb+/fees9mWwW5JTcogJSmDkDDfKun4gosXLzJ58mQOHDjwwOfKsDm4XrI6Shb9B2wOJxcTk5m6YRdvPtrygd8vP1r0+35s9uxbPjscMqu3HOWFAS3QZbORSkGWnG5mx6FzpGRYCCtkJDZmP5GRkbRu3drboeULhSMKcyMuyeVxweGFUOWj3vv3a9y4cfTs2TPXxvkDAgJYvHgxjzz6GFvTtRy7loROowZuXucaVizNuz0eoUy4Z7c/9s+rBbiVCMDNsTHZKSoDmXnttdcYNWoU5cqVe+BzLdt/HFdJt83hZMneI4zq2BSdHy4FPXYmDtnNKtU/19MoXTw0jyPyLVabg4mzN7J+zynUKhV2hxOtRo3JbKZ5l+E4ZQWN2nfKsr6q+wsdmf/xcmzZTCDU6rV0e66DB6PyjujoaObPn8+JEydy9bxBxUpQqt+LHLgUj6RSYXP8L8n/6/RF+n49nwUvDqBC0bBcfd/sFPy0LgsVqxZ36zitTkPhUDH+arc5uH4theTEdBRFYf369Rw+fJi33norV86/+cQZLHZ3uhJKnL52PVfeM79RuVuiVEBS+ddNz+Fw8uJnS9mw5zQ2uxOz1Y7DKWO22pFUGg6cTebdqb+JIT83dH2mA4YAfZbJuYKCQ7Hz6DPtPBuYF7z22mu88847RETk7kqdN+atwa6AlEllRVYUMqw2Xp37W66+pyv+93j1r95Pt+T4wYtYTFlnvxqtmkf7N0L9bwnHH12/lsIv321iw7J9oIAsy4QXK8zRq1uYPPkrDAZDrryP3eHe2KMkgd1Z8McpM1OnWmli41NwuqhqqdUqIsP9a0XB2r9OcupSPNYsEkqLzcGeYxf568h5mtWq4OHo8pfg8EJ8uf1D3nhkLFaTDXO65fZrhiADWp2GjCr/MPLFESxcuDDXrgHe5nDKJKWYUKskQoIDWLfuD86ePcuvv/6aq+8Tc+065+JvZFvlUxS4eiOFY5evUbO0+82NHoTfJgO1m1SkRt2yHN13Hps1kwuIBBZ7Os27+M862v+6dOYfXn/8W8wmK847btbXLt8gQnqIfSuu8WgXZ64kS1VLRBAdF+/yRmdzOD0+luYr+nepx7qdJ3FmM/FVQqZ7m5po/CyBnbNmH5bMvsd3MFvtzP19v0gG3FC2Winmnf+ObYt3sfqH9Rw9cIyKVSvQ55XHaN2/GSqNxMCBA+natSu//vqrzy2Ty4mUNDMLVu5jxfrDOBwyiqIQFKjnSvQWJk78PNf7n+yOuYTTjYmXDqeTXTGXPJYM+O0wgSRJjJn6JE3aVker06DR3vxTSCoJvUFLhSrFadqrCF26deTSpUtejtbznE6ZdwdPIyPNfFcicJui4uiec8yfsiFX3m9Qszpo1dnfwCSgccUyhAf557BN+VLhPN6hNgZ95jm8Rq1CpViZP/UDYmNjPRyd9zicMpf+cT3hDeDk+X/yOJqCQ2/U0+Gp1kzZ9Qk3ql7gpTlD6DS0DYYA/e3OoWXLlqV9+/bcuHHD2+Hel4Qb6Tz1+mx+WXOADJMNq82Bze7kRrKJgGL1WbkzGbMl6+rx/bA5nG7N/XHICnZn9hOGc5PfJgMAOp2Gt78YwM9/vE6XAfVIsp+h99AWfD7vGaaueJlxH7/PCy+8QMuWLYmJifF2uB61f2s0pnQL2X1mrRY7K2ftcLlE0x1RkUV4pFoFDNnMgDfqtLzexb97PrzwREuG9W5KgEFHgEEHihOtWkKrVdO4VnnWTH+dbl0707BhQ3bt2uXtcD0jB/MAxJyB+6PX67Fa7+49oFar+emnn2jatCmtW7fm2rVrXoru/o3+dAU3UkzYM1ulI6m5cCWRSdNzdx+LchGhGNzYjyVAr6VchJhA6FERxUNo0S2KNP0Jhr3emco1St5+7ZVXXuH999+ndevWHDt2zItRetbmXw9gznAjI1YUTh66mCvvOaFfJ8poZZCdaNX/+2gG6rWEBBj4eXhvKhUrkivvlV9JksSgbg1Y++NzfPBcJwKsZ2lfvyjLvhrO52/2oHAhI++++y7Tpk2jR48e/PTTT94OOc9pNGoiw4PdOrZiKf/+/NyvzJIBuPl5nDRpEn379qVFixZcuHDB88Hdp9Pn/uHi1USc2cxBstmdbP7rFKlp5lx735bVyqNyY4KvBLSrWTHX3tcVv50z8F8ZGRkEBgZm+trw4cMJDAykXbt2rFmzhnr16nk4Os9LSzG5d6AkYU533a3MHck3brDz249Z8OtqjqTYORufSIBOQ/uaUTxSvYLLYQR/otNqaN2wMl8TT82ygUT8pw/Go48+yp9//kmPHj04ePAgX331VYHd+0FRFKoUkbl6zYZKk/XvaNRrefLRBh6MrOAwGAyZJgNwMyF4//33KVy4MC1btmTdunVUq1bNwxHm3Jbdp7HZXJfhNWoVuw6dp2PL6rnyvlq1mtFdW/HRr5uzXEFl0Gp4tXMLjy6hFsnAv9LT07OdBDNgwAACAgLo3LkzK1asoFmzZh6MzvMiS4ejUp9x2WNBdsqERxbOlfd87733eOKJJ2jXtBEFf9FS7tDpdNhsmVdwoqKi2L17N4MHD6Zt27YsWbIkR9uu5geXL1/m2Wef5fKVWCq0fYaEFCt2x70XeL1WQ7XyxWhZ13NPWgVJVpWBO7300ksULlyYNm3asGbNGurW9e1tjlPTLW6N3TtlBVM2PRfuR48GNbh2/TpTNuxBr9dj+7c6oddoAIWXOjSlf9Naufqerohk4F/ZVQZu6d69O0ajkZ49e7JgwQLatbt5y7JZ7RzdfoL0ZBNhkSHUaFYl33fm6ty/EeuX7gEXiXNIeBAVq5d44Pfbt28fv/32GydPnnzgc/mT7JIBgODgYFasWMH48eNp2LAhy5Yto0GD/P90LMsy06ZNY8yYMbz88susGD0am0Phve/XcODkZWRFweGQ0WnVoECrehX5YFhH1Pn8e+kt7iQDAE8++STBwcF06tSJZcuW0aJFCywmK1t/+Ys9aw5gtzmoUr8iXUa0I9zLTbGKFy2MVqNyuaxZrVYRkQdLdXctmkGn4iWp2bEXe85eBqB+hVL0bliT0EBjrr+fKyIZ+JerysAtHTp0YNmyZfTu3ZvpP04n6aCZFd/8fvNF5WZDDr1Rz5P/14euz3TwqY0o3BUbG8tr7z5PhjOCQE2RzFcTADIOuj7d8IF/R1mWeeGFF5gwYQKFC+dOlcFfaLXabJMBAJVKxdixY6lduzaPPvoon332GUOGDPFMgHng1KlTjBgxAofDwbZt26he/Wb5VqeDr1/vxdWEFDbvO01SmpmIkCDaNYwiIjT/Ln3zBe4mAwA9evQgKCiIXr16MfaFj1j/5Q6A2/0KDm08wsIJK+j5UmeGTxzklWtkdHQ061ZMx2qtiEqd/W1QkqBRrXK5+v579uxh48aNREdHU6hQIZ5uXT9Xz38/RJr8L3cqA7e0aNGC1at/4+P+X7Pos18xpZpv/kszY06zkByfwrQ35jJ99Lw8jjp3KYrCnDlzqF27NnXr1mXF3q+oVKMkxoC7x2HVGhU6g5bqLYrwygdPc/z48Qd635kzZ6LRaBg8ePADnccfuaoM3Kl79+5s3bqVTz75hFGjRmG3569Nn+x2OxMmTKBZs2b06dOHP//883YicKeSEYUZ3KUBL/dryYCOdUUikAtykgwAtGvXjq/GfsuKD9dhTrfc1bjIZrFjt9pZ9f06fn5nfl6Em6UDBw7w+OOP07JlS6IqlaFds6ros9miXqdVMaR3Y7Ta3JuvJMsyo0aN4uOPP6ZQId9pDiYqA/9ytzJwS1qMhQh1JDZz5hdUq8nKqu/+oOXjjanasHJuhZlnYmNjeeaZZ7h06RLr1q2jTp06AHyx9CX2b41m6fQtHNh1jJKlStCoTXV6PN2CUhWKUn9+edq0acOKFSto2rRpjt83KSmJ9957j99//z3fD614g06ny9FNvXr16uzdu5eBAwfSvn17lixZclerVVmWuXYpEavFTpHIEAqF+EZPh4MHDzJs2DCKFSvGgQMHKFu2rLdD8is5TQYANn+/CxVZ30QtGVaWf/07vV/rRmjRnFUEU5JNbFp/lIsXrmM06mnSrDIP1ymTaZVBURS2bNnChAkTiI6O5o033mD27NkEBgZitzt59/OVHDp+GfMduzWqVBIqCa5f3E/Len1zFJsrCxYswOl08uSTT+bqeR+USAb+ldNk4JeJv2aZCNxis9hZPGkVYxa//qDh3bfkhBRiDp5HkRUqPFyGIiXD73r9VjXgzTff5Pnnn2fZsmV3zTpXq1U0aludqLrFqVChApt33t3cZeDAgYSFhdG9e3fmzJlD586dcxTfmDFj6Nmzp89PNvJVOakM3BISEsKqVasYO3YsDRo0YPny5dR6uBarZv3J0h82k5FmRq1WYbc5qdeqKk++2YXyVR98Xsj9MJvNjBs3jpkzZzJp0iQGDfJOWdnf5TQZOPv3BeIvud5DRFJJrJu5hf6je7h1XllWmP7dJlYtPwAS2KwOJAnWrDpIaGgg4yf2pWz5iH+PlVm9ejWffPIJycnJvP322wwcOPCu65tWq+azd3py8PhlFqzcx5kL8UiSRJ0apRnQrT7LfrHRs2dPtm3bRkDAgyfG6enpvP322yxZssTnHn5EMvCvjIwMt8erbRYbl6KvujxOkRUOb/ZOb4L4y9f5btRM9v1xCK3+ZoMLm8XOwy2r8cI3QyldpSRXr15l5MiRXL16lfXr11O7du0sz5ecnExISOZtgDt37syqVavo0aMHX375JQMHDnQrxr///pvFixfn+o5g/uR+kgG42TDmo48+onbt2nTs2IlutZ7lxmUz1v8kuHs2HufQjtN8OHskDzeulFth88/FBPavO4zVbKNExUgadKp9T1vr7du3M3z4cOrWrcuRI0coVqxYrr2/kDM5TQYunbya6SY8/2Uz2zhz6Lzb5/32yz9Y/8dRbHc0OlMUsJjtXLMkM+rZ2Xzz41Ns3baWiRMnYjAYeOedd+jZsyfqLJYmS5JEvZplqFezzD2vvf3225w4cYKhQ4eycOHCB05EJ06cSOvWrWnSpMkDnScviGTgX+np6ZQsWdL1gYDD7nT7Q+HMZJlTXvvnYgLP1x9NenIGslPGZvnfBf7gxqO82OgdWr9RnwnffMQLL7zAO++843INenJycrbJUpMmTdi8eTOdOnXi+vXrjBo1KtvzKYrCiy++yPjx4wkPD8/2WCFr7kwgzM7jjz9O7BELa2btRpXJ5UBRFKxmG+OG/sT8/eMwBOgfJFxuXEvi08FTOLYjGpVahex0otFp0Gg1jJg4iM7D2pKamsro0aNZvXo1U6dOpXv37g/0nsKDy2kyoNFpXG5Jfsvq31axvcNaqlSpQlRU1O1/ZcqUuesGfuVSIuvWHsl8LxluJgUZJit9e76NsfA5Jk+eTPv27R/oBi5JEtOnT6d169Z89NFHfPDBB/d9rgsXLvD9999z+PDh+z5HXvL7ZCA5zcz6vac4k1EI5Yaa87GJlC+R/c3JiQO1XuXWjV42ONi/fz/16tVz60MZf/k6fy7dTeqNdEKLFaZVnyaEFsvZxjyfDPz6diLwX4qiYEo1sfqjTazfnX014E7ZVQZuqVGjBjt27KBDhw4kJCQwfvz427/z0fh/OJWYgEpS0bBESbauWo3ZbGbYsGE5+t2Eu+l0OkwmNxtEZcLplNm56mSmicCdZFlm68qDdBpw/080yQkpPF9/NMnxqXd9d+z/XtynjprJ3r/28dP6qXTu3Jljx465/MwJnpHTZKBm86putSk3FjIw4uOXKVTRwOnTpzl58iQrV67k9OnTJCQkULFixdvJQdqNYjhcbXOuQGhwJX5Z+S3BwbmzPM9gMPDrr7/SsGFDqlevTu/eve/rPG+++SajRo2iVKlSuRJXbvPbZMDhlPliwRZW7TiGBFilCJIuWRg8bj5VyxZl4gvdCC989+qCI0eOMG3aNBYuXEjjkq1Rn9fitGe9RlUfoKNM8wj69euHVqtl0KBBDBw4kPLly99zrCnNzKeDv+HA+r9RFLBb7eiMOn58ay6t+jTh1R+fRad33c/6yulYzhw6n2ki8D8SgdpCaE3uf1ncSQYAypYty44dO+jSpQsJCQkMef9d3t+2ibj0dCRuLtNxyDLmcxeY8sWkLEt3gnt0Oh3Jycn3/fMXomNv34yzYzHZ2Lxi/wMlAz+/M5/khNQsk2irycr2Wfv47pfv6fZ41/t+HyH36fV6UlNT3T5eF6hBV1zCdl5GymbRmkajptcz3dBoNffMN8rIyODMmTOcPn2a06dPc2RvIrLs+pql12u5cukG1Wu6V+l1R2RkJCtXrqRDhw6UL18+x3Octm3bxr59+5gzZ06uxZTb/DIZUBSF96f9zs4j57DdsUGFrIDV7uDYuTieGr+ABeMGo1UpLFmyhB9++IFLly4xYsQIjhw5QnBAYUY89BrJ8amZ3ni1Og2lokrw9cIJqDWT2b17N/Pnz6dhw4ZUqVKFQYMG0adPH8LDw7FZbLzWagyXTl7FfseMVtu/Xa+2L91NYuwNJvzxvsub56FNR936G1hNNvavP0yNplXcOt7dZAAgIiKCzZs303HkCAYu/wUlk5hVpUsy5vRx6tSpQ+lg0Vvgft3vnIFbLCabW33SAfbvOUiTJk0IDQ29519YWFim/z0gIABJkjClmdmycCfOzDaEuYNepyfxaAY8ft+/kpAHclIZ2L17N08++ST16zZEbwkjJSEt0wRQH6Bn7LI30WSxOVlgYCC1atWiVq2bnfhevjSTk8dd78apAHkxN69OnTr88MMP9OjRgz179lC8eHG3fs7pdDJq1Cg+//xzjEbPNxNyl18mA0fOxLLz6HksWZSxnLJCYkoGQ974lO1LvqVBgwaMHj2aRx99FM0dvaKn7PqEdzp/TPzlRKwZN3f4U6lVaPUaqjSoxLgVb93+oDdp0oQmTZowefJk1q1bx7x58xg9ejStW7emTtHGXDkde1cicCeb2cbJ3THsXn2AZj0a3vWaoijExcURExPDmTNn2Ll8PzarlZvbXGRNURSsJvdvIikpKTkq2RoCAsh4pDmKLYsLiEpFms3KW5v+YGHPfm6fV7jbg84ZKFoy9K7JWFmRJGjUsi7dnhtBUlLS7X83btzg0qVL/P3333f9t1v/tyzLhIaGUsxQgghb+WyfEuFmRezghiMMGSc+E77EnWTAZrMxfvx4pk+fzrfffsvjjz9OckIK3740g79W7kP779bbDruT8g+V4cVvhuZo2XWDxpU4GxPv8vMqO2XKVSjq9nlzonfv3pw4cYKePXuydetWDAaDy5/5+eefKVy4MI8/7tsZrl8mA/PWHcBqy35ZoMMpEycHsXvPHipVzLyfedEyEfx0bDJH/zzJxnnbSUlIpWjpInQa1oaKWXSs0mq1dO3ala5du5Kamsry5cuZ//wqsGT/xG/JsDL9/TmcvH7k9o0/JiaGs2fPEhQURKVKlahcuTJhJYpyTZeM3ZL9F8YQqKdsdffHrnJSGQBYf/4MTiX7Np+yonDoWhxXUlMoJaoD9+VBKgNpaWnMnDedJPM1glTZ7+anN+oY9PKj1GhQIUfvYbFYSEpK4sDmw/zw7DysbuyEKbYZ9j06rQ6LyYqiKJnOfTp+/DiDBw+mePHiHDp06PZTc0hEYd5f9CqpiWmc3BOD0+GkTLVSlKrs3lP1nbp2r8OiuX9le4xGo6Z954cwGFwPqd6v999/n+PHjzN8+HDmzp2b7Vyw5ORkxowZw9q1a31+SaxfJgPHz11zawt0jVZHodDsM0xJkni4ZXUevo8drYKDgxk0cBALhv2OguuArkTHsXNnBpUqVaJfv35UqlSJihUr3jXL3+l00m/tSFIs2Y/vmUwm4rmS5Zf7v5KTk3PU6GXn5YtkuNEMR6NScSAuViQD9ymnTYfg5v+WU6ZM4ZtvvqFt27a8OWkYP49Zf9eqkztpdWoqVC9J9fr3znVxxWAwULx4cVp1KcT3zrkuj9foNNRo5t7QlZD3Dm49wS+Tf+fIjlMoiobe5V6my5CW9Hy2PeHFQ5Blma+++ooJEybwySefMHz48EyvJ8HhhWjU5cF6iYSGBTHyhbZM/24T1kzmuWg0KsKLBPH0iNYP9D6uSJLEzJkzadmyJZ9++invvPNOlsd++OGHPPbYY7ebuPkyv0wG3E3QFAVUeZzN5SRbNBqNzJw5M9tj1Go1z3/zNF8O/z7LYQB9gJ4WT9Xn62+/5tvvv+WLL76gefPmWZ4zI9XE9Ss3qFbZ/YTHIWdfFbhFARwuKghC1nQ6HVare5WB69ev89VXX/HDDz/QtWtXduzYQZUqN2+8YcFF+fyVeaDc3HjrFkOAjnJVi/PhrJEP9GRTKDSIJo814M+lu5DlrBNflUqi+wud7vt9hNzz87hlrJ6+Gcvt64iEKc3CymmbWTvnT177cRDvffwWDoeDPXv2UKFCzqpG96N77/oEFTIw7duNWCx2ZFlBJUk4nE7qN6zAG+90pVAurSLIjtFoZOXKlTRq1Ijq1avTvXt3riQks+v4Raw2B6WKhhChszF37twHbtfuKX6ZDNSJKsWGvadcbl8ZYNDes6Igt6k1akpUiuRqTJzLYyvXde/L1qZ/cyzpFqa+PBNJJWE13Rzr0/1bOhv4Xi/6v92TN5WXWbhwIQMHDqR+/fpMnDiRSpX+11jmyPYTzP1wCcd2RONw2lm+ahOnl15l8Jg+1H6kZpbvf+7cOa7sPwQ6CbTZl+sURaFqePYlauFeR05cYf6yPew5cBlZrku3Qd/Ss0ttej1al5DCd3dKu3btGpMmTWLGjBn06dOHffv23bOipXmXWtRsVJE/Fu5i++pD2K0OSpaPoMfwVtRqWjlXSpwjJg7iwIa/yUg2ZToUoA/Q89jzHSheXjQX8rZty/exavrmTB8o7DYHdpuDMf2+pcPrHRn99lseXRXUtkNNHmlXg8MHL3AtNhmtTkO9BuUJC/fsHhQlSpRg+fLldOvdj18O3uB8fBqSJOGUZXRaDWZTBr2ffYeiRfNm/kJukxQ/HKCLvvgPIyb8kuUEQgC9Vs3Qro0Y2q1xnsez9udNfPfKTCwZWU/QMQTqeW/hqzTuWs/t86YnZ7Bu5mYObjyKLCs81KIqnYe3u6cPuNls5uuvv77d7vWDDz5g9/KDfP/KLKyZ7OOtD9Ax/NOB9Hixy+3/lpiYyOLFi5k3bx4xMTH0GtCfLVHlsbl46q8UGsaGgU+7/TsJMHPRThYu24vV5rhruEunVWMwaPn20ycoVzqcy5cv89lnnzF//nwGDx7Mm2++6fU1zldi4hjbYyLxl65jNdtQZAVDoB5FVuj7VncGj+nj82Or/mBEow+4HHMt22P0Ri0vfTmYdv18r5uep9xINdHjnemkW+xIqnsTIoNOw4iujRjSuWEmP+1b/DIZAJg4dxO/7TyeaUKg06gpVTSEWR88gdGNtf0Pym6z83rr/+Ps4QvYLJncfI066rR9iHG/vpWn/azj4+MZN24cqxasobqpEbKLHgoT1r3HqbgTzJs3jy1bttC5c2cGDRpEx44d0Wq1/Hz4AF/s3oHZkXnSZdBomP1YbxqW8M0mHL5o+67TjP9yTaZjpnBzCKxQkJ5ixmOsWL6U4cOH89prrxEZGenhSLN3at8Zdv92AIvJSumoErTq15TAYN/YFMnfXbuYwMgmY7OcQ3KnGo0r8cXvoz0QlW8aN2sdv++OxpFNXxedRs3KT4ZS1Md3z/TLYQKAtwa1oUhIILN/34ckSdjtTjQaCadToVmt8owZ2tEjiQCAVqfl801jmDxyGn8u241KrcJudaAzaHE6nHQc+gjPfTkkzze2KFq0KFOnTiX4SnH2/3aY7JYnWk02hrR5ltAWOgYNGsScOXMIDg6+65hhteshAZ/v3oEKCZPj5sUlUKtFq1LzbaeuIhHIoRkLdmaZCMDNeS5JyamUDCtFTEyMz7Z6rtKgElUa5N5eB0LuSUsyodGq3UoGUm9keCAi35RhsbFu7+lsE4Fblmz9mxd6NvNAVPfPb5MBSZIY1q0xAzvWY8ff54lPSiPAoKN5rQoUyeN5ApnRG/W8Pfdlnv3yKf76dd/tdsTNezYk0MPxHN9yChTXpdqiUknWblyY7TFDa9ejb/WHWHnqJEcTrqFRqWlWqgztK1RC42O7dvm6a/EpXIlz3W1QrdajCyzls4mA4NtCihTC4aI51C1hkf67CuhcbCIatYos2sPcZnM42Rd92TNBPQC/TQZuMei0tGsQ5e0wbguJKEyXEe28GkNm8wQy47A5kGXZZcUiSKdj4EO1gFq5EJ3/SkmzoNWocKdF/UHJAAAgAElEQVStQFLq/e9XIPi3iFJhlIkqzpkjl7I9zhikp9vQ1h6JyRfdXJbt/rG+TjyaCfcILlLIreOCQgN9bk/ugiwk2Ijd3Se2EM9Xt4SCY8j7PdEbs97JVKWSCAoJpHFn/03wyxcPw+bGZnUatYralUp4IKIHI67kwj26Pdvh9jLErGj1Gh4d6d0Khr8pFhFMmVJhLo8LMGrp3tm93SgFITP129Xk6TG90Bu1qNR33yb0ATpCigbz+eo3stxXwB8UCjDQunZFl71oVCqJfm18//sokgHhHt2e64jOkPVTAYBWr6PHS12yPUbIfcMHtUCvz/oCLEkQYNTTsrH7Pd8FITM9nmnL5PXv0qZPIwILG9EZtBQvF8HQsb2Yvns8kWUjvB2i1416vCVBAfosl8MadBr6t6lNiSK+P7fCb5cWCtk7c/g8b7X7ELvFjsX0v/4HhgA9Gp2GT9d/QJX6me/ZIOStBcv3MnPhTmw2511jkXqdhgCjjm8/HUDpkq4rCIIgPLjL8cm88d1qriQkY7M7kRUFo06LrCgM6dyAEV0b5YveGSIZELJkSjOzce52Vv+wjtTEdILDgugysh0dnmzl8RUOwt1OxsSxaPk+du0/h93uIDQkkN7d6vJYx1oUCnK9k5ogCLnr5MV/2Hn0AhabndJFQ2hfP4oAFxVWXyKSAUEQBEHwc2LOgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5jbcDEHKHrMjEWS5jcZoJ1YUTpovwdkiCn3IqTmTFiVal83Yogg9QHFdQTPPAtgMUJ+geRgoYgqSt5u3QhDtIiqIo3g5CuH+yIrMtYS2b/lmNTbYiocKp2Ik0luaxEgOIKlTT2yEKfkBRFE6k/sXOhOXEWs4iAUZ1MI3Cu9IwvAtGdZC3QxS8QE6fBunfAjJg//e/qgEtGDojFf4ESVJ7L0DhNpEMeIGi2HBYNiI7zoOkR6NviVoblePzyIrMzPNfcTL1b+yK7Z7XtZKOfqWH0yC8RW6ELQiZkhWZZVe+4HTqfuyK5a7XNJIOozqI4RU+o7CoVvkV2fQLpH4CmLM4wgABfVAFf+DJsIQsiGTAw6wZc7GmTgAUUCzczJJVqLRVCQidikpT2u1z7bq+meVX5mBTrFkeo5V0vF/9S0J04Q8cuyBkZnv8Ev5MWII9i8+hhIpwXXFeqDwVSZI8HJ3gDYriQIlvCkqyiyN1SEW3I6nCPBKXkDUxgdCDrOnTsKZ+BEo6KBmAE7ABFmT7ETISuiI749w6l6IobPhnZbaJAICCwp/XNzxw7IKQGafi4K/rK7JMBAAUZFLsiVw0HfdgZIJX2f7if8MC2ZFQTCvzOhrBDSIZ8BDZmYA1dRIoWZXMZBQlFUvKh26dL9WRTIo9yeVxDsXO4aQ9OYhUENx32RSNguzyOLti5XDSZg9EJPgEZ+zNyYIuWcF5Ia+jEdwgVhN4iM00342jnDfnEjiTSEmFhIQE4uPjM/2X7Eyk8hvhaAyuJ984MplPIAiKomC1H8XhvIIkGTHqGqFSBeToHGZnGuBO6V8hw+GqZCwUGJIB9541JZAC8zoawQ0iGfAQp/UvIPuSPkBqmoXu/Utz6IiGiIgIihYtete/KlWq0KJFC8KKhrHWMAcnDpfnLKIrlgu/gVCQpJn+4HrKOJxyAjfnrSiAk+CAvhQJGYNKMmb7806nkwMHDrB27wrsjdPRGLK/8EuoCNYWybX4BR+naw5uXJvAgGTokNfRCG4QyYCPKRRUiN9/n48xqKXLY+MunOJg0q5sy7ROi0x5VY3cDFHI51LS55OQ8gHKf2b+A6RmLMJiO0Spor+ikgx3vRYXF8e6detYt24dGzZsIDIyko4dOxDWIhB7ljPGb9JIWuqGtc/V30PwXZK6CIq+NVi3kPXcARWoi4O2lgcjE7Ii5gx4iFrXCNC7PE6S7OiN7vUG6BTZG102jV3UqAlwFmJoh2cZPXo0GRkZ7oYrFFAO5zUSkt/PNBEAULBis58mKXUqVquVzZs3M3r0aGrVqkWNGjVYs2YN7dq149ChQxw7dowvvviSDqWeQitl/dlWoaaYoSwljZXz6tcSfJBU+BPsSjEs1nsXrDkcgBSMFPqjWGHiI0Qy4CG6wEEoiquJVio0hjao1O4tsylqKM7zld7DqA5Ep7r7KU6nMlDCWJaxjb/i6JFjXL16lRo1arB69er7/A0Eb5EVK0kZS4m51p7jV6I4fqU6F68/i8l6KMfnSk6fg0L2q4kVLFyO+4rIyAjeffddDAYD33//PfHx8SxZsoRhw4ZRuvT/lsDWD+tE/bBO/yYEd1/YHRYZKcPAE2XFWnJvUxSFVNtlblhjsDg9MH9DKsSA57UcjK4BUtDNuQFSEAp6lq+V2R3zDpKmTN7HIbhF9BnwkM2bN7NtwyBGPWdEo8msbKYCKZigiN9RaUrl6Nw22cbhpF3svfEnZqeJcF1RWkZ0oGJQtbuy7k2bNvHcc89Ro0YNvvnmm7su6IJvcjiTOBffG7vzCrJiuuMVFZKkp0jQMCJD3nb7fBf/aY/N7nqJn9OpIyxgCUUjGrh97sumaDZcms+ZlIMEBgUSqouknK0hT7d/jX279/P/7J1nYBTl2oavme0pJAECgYQuJUG61AACSkekdzkoShXEAwrIdxQRRbCBgBQVBJQivUV6B+kSeg0t1BRC6mbbfD8iCLItIclms3P9wp133r03zs4+89SSJeUbvyuQJAvnE1Zy+sGvpFuSEFFgxkCQriY1Cw2ikLZijrzv/PnzmT59OocOHUKplMB0HbCAIoSly9bx3XffcejQIdkzkEeQjYFcYPbs2YwfP54lS5bQoPYV0pO+BoS/ew0oQVAhKsrgVXA2orJ0jmrR6/VMnjyZ6dOnM3bsWIYPH45KpXpqTbo5kRvJ+zFYktAqAijpE44qk1nmMs+PJElcud+eNMNpbMVdBUFHcf/PKOjTw+Y+6enpXLx4kXPnzlEmdDz+AY6fCgXBhxKBq9GoM5dvsnXrViZNmsSOHf+UEU6cOJH9+/cTEREh3/hzGYtkZtedj7idegSzldCQQtDStNgXBHvXy9b3jY6OpkaNGmzfvp2qVas+q8tioXbt2owePZpu3bpl63vLZA3ZGMhBTCYT77//Ptu2bWP9+vW88MILAEiSHlPaJizma4AapfZlFKrcTfK7dOkSQ4YM4f79+8yZM4d69ephsqTz5/1viErahoACi2RCIaiwYCbUrxMvBQ5ClPuI5xqp6X8RFdMNyWZvigyUiqJUKnaU1NRULly4wNmzZzl79iznzp3j7NmzXL9+nTJlyhAaGsrAYfcoXe4aomj/ay+goUzxSBRigUxpnj59OmfPnmXWrFmPXzMajdSuXZv//ve/9O3bN1P7yTwf5x4s53jcLEw2ckQAlIKWrmXWolb4Zst7SpJE27ZtqVevHh9//LHNddu2bWPQoEGcPXsWtVoeauVq5GqCHCIhIYHu3bsjCAJ//vkn/v7+j48JghaVVwcXqoPy5cuzZcsWli5dSqdOnXi9w2u0HCXx0HwF8xN9CSxSxhPp+YerSTbdpWmxCfLTXS4Rn7IYyUGHSYDklBhatS3Nnp33KV++PGFhYYSFhdGrVy/CwsIoX77845utPv040bHdkJ4KOTyNxSJQwLtFpg0BgAsXLlCpUqWnXlOpVMybN4/WrVvTokULgoKCMr2vTOaRJAunHiyyawhARlHp5cQIwgK6Z8v7LliwgDt37jB27Fi761599VXKlSvH3Llzeffdd7PlvWWyjpxAmANcunSJevXqUalSJTZs2PCUIZCXEASBnj17cvbsWQIrP+Ru0mnMNn58TJKe6JQ/uZ16JJdVei5G021worufSqVm2vRPSUpK4uTJkyxdupSPP/6Yrl27Urly5aeeujTqGug04VgsKuubSaDXw+fj75GaattgsMX58+epWPHZGHTNmjV566235Jt+LpJovInRkuxwnVnSE5W0OVve89atW3z44Yf88ssvz4QfrTF58mQmTpxIUlJStry/TNaRjYFsZseOHTRs2JD333+fadOmoVTmfeeLv78/VdsIqHX2LweTpOdkvDOdFGWyA6XCueFSKqWSEiGhTl1rgiCg4Ut27zD+bRConjjmjUIRSOli60hK9KNBgwZcvXo1U5qteQYe8cknn3D69GlWrlyZqT1lsobJond6PLDJYj8U5QySJDFgwACGDh1KtWrO9Q6oXr06zZs35+uvv37u95d5PmRjIBOkmQysiz7K5DNr+ebsenbfO4vJ8k//7dmzZ9OzZ0+WLl3KwIEDXag0c5glI4nGaKfWxurP5bAamUcEeHdDdKJVqyAo8VLXcmpPSZIYNGgY50/2oEzxXfj7vI2Xtjm+uk4EFZxJmWLH8fOtxS+//EL//v2pX78+W7c6N+gqOTmZuLg4m1UDWq2Wn3/+mWHDhhEfH+/UnjJZx1tZBLPkeFiQJAHpz++9XLhwIbdv3+ajjz7K1HmfffYZM2bM4O7du8+tQSbryAmETrLyxiGmnc/Ihk4zZ8TUvRRqVKKSz6p047fPpj+TKOgumC0GFlx+BRzUnwMoBR19y8tTEHMDSZK4eLcRBtMNbIULBEFHkQLvUaSAc+73BQsW8PXXX3PkyBG0Wq3D9bt376Znz56MGDGCDz74wG6+yPHjx+nXrx8nT560u+fw4cNJTEzkl19+cUqzTNbZEv0ed9Lsh/YsRgXzPryFlFCcgQMH0qVLF3Q62+2oU00JRD7YxLWUv5CwEKyrTHFDLcJrvcKWLVuoXr16pnWOHDkSQUpgyoS6YDwBKEDdEEH3GoJcyZQryMaAE6y4cZDvz/+B3mLDyjaa8V19mZXf/pxn8wMcsSyqEymm+w7XBWor81rJObmgSAbAYLrJlXvtMZkfgvD0wClB8MJX+wolC81EEBw7+aKioqhbt67Nci9b3Lx5k86dO1OmTBnmzZuHt7d1b8WSJUtYvXo1v//+u939kpOTqVKlCrNmzaJVq1ZO65DJPLH6c2yKHmIzF0hERYCmHC2CZhMREcHcuXM5fPgwvXv35p133uHFF5/uhno8fj077/2IgPB4AJoCFQajEfOl4ozr/FOmE4wlSSIl5hvEtDmo1RrEx9e5FwgSFPgSUdc6059dJnPIYQIHpJrSmWbPEABQKSjUL9xtDQGAFwN6orDTUhYyvAJVC/bOJUUyAGplCcoH7eDS6eqkparIGCokEnVJJCVmACUL/eCUIWAymXjjjTf46KOPMmUIAJQoUYI9e/bg7e1N/fr1uXLlylPHzaZrpKUsQSGspmkTPxw9X/j4+DB37lwGDhwoJ47lMIW1oTQp9jlKQfvM91sp6AjQlKV58FTUajUdOnQgIiKCY8eO4efnR8uWLQkPD2fBggWkpqZyOmEbu+79jFkyPjUJ1YwRhQq8KsfxZ+zSTGuUUn7Ey7IIrUZ4whAASM0Y+f5wNJJ+Z1b/BDJOInsGHLDm5hG+O7/xcWjAFlpRxdy6A6jkF5xLyrIXk0XPuhtvk2i4hcVKgxuD3oLWWIK+NRfLvQZcQLVq1Zg2bSqNG9cFQclXU77j0qVL/PTTT06dP3HiRHbt2sWWLVsQxaw9A0iSxKxZs/j0009ZsGABzV+tTOKD4ZiMkSCIGNLTEUUlanVhfPy/RKN9xe5+/fv3R6vVMnPmzCzpkXGedHMilxI3cOlBBJeunKNWWFNCA7pTTFfLpjFpMpkeewsOHvqTkZvqodDZr25RCmqGVliCRuGca1+yJCPdr4/Dia5iMYTAXXJZcw4iGwMO+OL0atZEOy6n0ynUfBD6Gu1CnEvkyoukm5PYeedj7qVFIkkWLJgwGixoNBr8jNV4t+VS5v20gJYtW7paqkdx+vRpWrVqxY0bNx7/kN+5c4ewsDCio6Ntuu0fcfjwYV577TWOHTtGSEjmWl1bY9++fYx4rzurl2vRag1Yz2fQ4uv/PVqvtjb3SUhIoHLlyixZsoTGjR1P6ZR5fhITEwkJCSExMTFT5x2MimB30kwElX1jQCVoaBY0iGoBzoV/pNSlSImTwMHUSwQvhICfENQvOalYJrPk/bo3FyM64YJ9hLtbrRqFL61CviPRcItryTtJMz1g8oTpfDV6JeXKV6HI0q506NCBtWvX0qBBA1fL9RgWL15Mz549n3qiL1asGOHh4axYsYL//Oc/Ns9NTk6mT58+zJw5M1sMAYCGDRuycV09JMtBO6v0JD0cgUbbDEG0nozm7+/PzJkzefvtt4mMjLSbtCaTPajVatLTHTey+jcqPyPKdAVmB8PWjFI6Py6ZxtWN04GMe+Kj+6K1f7/T4zatXnairFGygOkKyMZAjiEbAw6oXagsm27/RaqDMIFZslDVv1QuqcpZCqiDqVqwDwDpVzdx8uhlypWoQnh4OIsWLaJjx45s27aNKlWquFhp/sdisbB48WLWrFnzzLE333yT6dOn2zUGRo4cSYMGDejSpUu2aTKb7yAKf2WkL9hFIF2/Dq2X7c52HTp0YMmSJXzyySdMnvwld9NOkmqKRSV6UdyrJkrRccWDjPOo1WoMBgOSJGXq4UUhqhCcSTGToGa1l2hdqh6SJD3OH7H17xdKrQf2Od5XEEBw3MRIJuvIxoADXi4SxhfCszfiJxEQCC0QTAlv55rEuBO1a9fmyJEjdOzYEYBWrVoxbdo0WrduzZ49eyhbtqyLFeZvDhw4gLe3t9UmLq+99hqDBw/mypUrlCtX7pnj69atY+vWrZw4cSJbNZkMf2XcmB21SpZSMOh32zUGIGOeQb+x4Sy4cApBYfl7CrKAJJmp6NeeOoGDUMg/BNmCKIoolUpMJpNTHQIfUdq7BpIz3TBFDS1r9CLYK9SpfaX0QkgJx8FOe2wAoyGd2JgQguXBlzmGXE3gAKWo4PPqPdCI1r84AgLeSg3/q9I5l5XlDnXq1OHw4cNPvdajRw/GjRtH8+bNuXPnjouUeQaLFy+mV69eVp/i1Go1vXr1slqvf/fuXQYOHMiiRYsoUCDzMwbs4/hH4RH37t1xGJ++Ka6n06gQTGIyRikVoyUVoyUFk6Tn/MO1bIoeiUUyPa9omb/JSqjAX10MIcEfs8ne/3sBH1Vhiuusd6C0LqYhOGisJUki1+8UpGqN1vTr14+zZ886v7+M08jGgBPUK1yeqbX+g3e6iGCyoFWo0CnUqEUlL/qH8Ev9IZT0LuxqmTlC7dq1OXr0KBbL0zeBwYMH89Zbb9GiRQsePHjgInX5G6PRyPLly+nVq5fNNW/3b0uA73zi79Yh/m41EmLaoE9dxYAB/Xj77bcJDw/Pdl0KVSg48eNsNCpYveYyxYsXp2rVqgwYMIB58+Zx7ty5x9dTfPoVTj5YAgrr+5mldGL05zifsD5bP4Mno9FoMBjshz2fJDU1lTfffJMlH57AS+mHaCU+JCCgEXV0KvFxpsIPgiAi+P8Agq18EQWC6Ef5Wiu5fPkyFSpUoFmzZnTo0IGDB+3lrGQgSUYMxosYjOexWDI/a8OTkKsJnMRisVChQgU+XzAdTcnCKAWRqgGl8q0R8CRly5YlIiLimZ7zkiQxcuRIDh48yNatWx1mtctkjo0bN/LFF1+wf/9+q8f1qatISfgQg0HPkxNgjSYVMTEWKlTej0abPUmD/+ZBTFtMRkfhBw2Fgo5jMnlx8uRJDh48yJ9//snBgweJj4+nTp06tBnhh3eZu+BgpLKPMojuZX53+yTdvEBQUBAnTpxwanrkxYsX6dKlC1WrVmXOnDlImnR23v2JS0n7UQhK+Lv5UBnvWjQNeocAdfEsaZKMZ5ESPwXj2X9yAyQDaBoiFBiPoPhHa1paGvPmzeOrr76idOnSjBkzhpYtWz51bVgsKSQkTSMp+RcyPFkCYMJb1wH/Ah+gVGZNZ35GNgacZPv27fz3v//lxIkTHndD6tGjB23atLE6i95isfDWW29x9+5d1q1bJ88lz0Z69epFeHg4Q4cOfeaYMf0giXF9AOvjaSVJgUJZEv8iu5weVpMZjIZTJMR1zGgKYw1Bh7fPSLx8B1s9fP/+fQ4ePMjtEtNQejt+ShUFFT3LrESnDHge2TJAyZIl2bt3L6VK2U94/v333xk6dCgTJ05kwIABT9339OZkYvRXkZAopCmJtzJ7Gq5JphtgugiIoKqKoLD9sGU0Gvn999/58ssvUSgUjBkzhi5duiCKqdy53xaj6SbP9i9QIIoFKFZkIyplmWzRnF+QjQEn6d69O40bN7Z6Y87vfPvtt0RFRTFjxgyrx00mE126dEGj0bB48WIUiowfH4slBYuUhCgUQJT7i2eK5ORkQkJCuHTpEoGBgc8cfxjbCZPhsJUzn0DwxjdgOmptixzRaDQcIzH+HSxSMkgpf7+a0ULW2/dDvHwGONzj1yvt0Zsdh5kUgobuZZbipcz/nricpnz58kRERFC+fHmrxw0GA6NGjWLjxo0sX76cmjVr5rLCzCFJEhEREUyaNIm7d++yaHFpihW/BNgyMkWUyjIEF93rcQ929pBzBpzg/v37bN68md69PbMVr7UkwidRKpUsXbqUmJgYhg4dSqp+L3fud+LG7UrculufG7crcS+2H+mGyFxU7d6sXbuW8PBwq4aAxXwfkzN/SykFfcr8HFCXgUpdi4JFj+IXMAed9wC0Xm/i4/cphYtGOmUIAASonXs6E1GgVbhvu++8xKPyQmtcv36dRo0acfPmTY4dO5bnDQHI6FnQtm1b9u3bx8KF31M48Cy2DQEAC2bzHdINR3NLolsgGwNOsGDBAjp27OjWsweehxo1anDmzBm7GcharZY1a9YQVHwnt+70JN3wJ2BCkvSAkTT9Fu7GdCQ5VU4Ec4bffvvNZuKgxXLf6Zprs+l2dsp6BkEQUWub4uP3Cb7+E9F590IQnc8dqVqwJ0qbyWMZiKio5N8eUZArobOKJElcTznJ79c/o/30Emy1fMWOu/N5aPhnONnGjRupU6cO3bp1Y9WqVW55v6taXY9a7dgLKUlppKZF5IIi90H+djlAkiR+/PFHFixY4GopLsPb25vy5ctz8uRJateubXOdWnOOfm8ZALOVoxKSlEbcg/fQqKuiUuaPBk05wf379zlw4IDN6X+C4OtUNj+AKGZ3WWH2EuJVh8LaCsToz2GWnn2aExBRK3yoGmC7okLGPkaLnt9vfMat1AsYpXR8iipJIZbDcWs5Er+eZoFvsfq7AyxatIiVK1fSsGFDV0vOMpIlFedKXyUskjwk60lkz4ADdu/ejUajoV69eq6W4lJq165tN1QAkJD4PbYS2h4hSSYSk37MRmX5j+XLl9O2bVt8fHysHhcVJREVRZ3YyQu1rlv2istmBEGkZfBXFPeqhUJQIzx6PpEgPdWCr7I4r5ecLScOPgerbk4mOvUcRkkP/JMiZsaESTLwR/QsotKOcezYMbc2BACUyhCcaI0JaFAq5IZpTyIbAw6YO3fuM5m0noijvAFJMqNP3+3ETkZS0ux3dPR07IUIIMNbtXt/RVJT7ef+CoICrVen7JaX7ahEHS2Dp9Cx1HyqBHSjtM/LVPRvz47vBZSRXfFVyWVgWSVGf51rKZFPjRz+Nwq1QKPBJazmp7gbWk0jBMGZiiYJH+/sa9GdH5CNATvExsYSERFBnz59XC3F5Tg2BtL4u4+sQyRb5WgyREVFcfnyZVq0sF4BEBsbS/v27flyyhmUmtdBsBYfVYDghW+hXzMVv3c1/uqS1AkczKvFJ9Ko6Ad0aDqQuXPmulqWW3P8wSbMkrWw3dOkmBK4p7+aC4pyFkFQEFDgIwQ7eShmsxof7+4oFUVyUVneRzYG7LBw4ULat29PQIDsoqxcuTI3b97k4cOHVo8Lgtc/Ll4HiGL+m+GQXSxZsoSuXbta7Ru/d+9eatasSVhYGHv37iMoZCY+/t+iUFYmI/1HC2jQ6DrjH7gZldp9x2kDdOnShaNHj3L1qvv/SLmKeMNtJKs5PE8jCiKJxphcUJTz+Pr0xs/3fQS0wJPfIwWSRcOWzXru3vLMyjB7yMaADSRJehwikMkoH6xRswZ7j+0nwZCI5V+jTAVBxEvXCYvFvndAEHQU8H4zJ6W6LZIkWQ0RmM1mPv/8c7p27cqcOXOYMmUKKpUKQRDQ6NrhX2QzAUGRBBTdR8FiZ/EJ+BZFPmiootPpeOONN/jxRznHJKtoM9HfQyVqclBJ7uJfYBjFg3bj6/MmKmVFVMryeOs6UDxoHb5e39ChQ2fi4+NdLTNPITcdssGePXsYNGgQZ86c8fh8gTSznojb21lxZT2SUkCpVKBTaGld7BXaFGuGVqEhKiqKUaN68MWUaLRa25eUKAYQHHQAheh+ZUs5gdFs5kz0PdIMRh7ciWbof/oQFRX1+Jq7d+8effr0wWAwsHjxYoKDg12sOHc5d+4czZo148aNG5masieTwYXEg6y79Q0Gi/3QnFrU8X7F31CKntFBdOTIkZw6dYqIiAiUSrmoDmTPgE3kxMEMko0pjDn5BatvbcKiAUkhYZRMJJqSWRUdwdiTk5jzy1zq1q1L48a9KBm8HCcQ0A8AACAASURBVEHw/ttF9w8CXohiAEGBq2RDgAwjYMaWAzT6bA4D5q3m/d82MHrjQYK6D+HApRtARgvsmjVr0qBBA7Zv3+5xhgBAaGgoFSpUYO3ata6W4paU962NSrD/xK8U1NQIaOUxhgDA5MmTkSSJMWPGuFpKnkH2DFghLi6OcuXKceXKFQoV8uz49udnp3Em8aLNJCTJJJF89gFTwj/mxRdfBMBsjiUp5TcePFxEQsItigRWwNe7Hz7eXRFF6+VynoTJbGHAvFVE3riD3vhsvwCNUkkV6SHbfpnFwoULeeWVV1ygMu+wePFi5s+fz9atW10txS25p49i4dUx6I0piIqnH26UgoYgbTl6l/4cpY0x7fmVuLg46tSpw4QJEzy2u+yTyJ4BKyxatIh27dp5vCFwXx/LucTLdrORBaVAwWpFKFb+n6dWhaIw/gXew5y+lC4dvAgO2k0B3zdlQ+Bvfjvwl01DACDdZOKoUcuWPfs83hAA6Ny5M5GRkVy+fNnVUtySotqyBF9szc0DaSgFNWpRh0rQ4K0MoHGRXvTxQEMAoFChQqxZs4YRI0Zw7NgxV8txOXKwBLivv82R+D08MMbio/RjyZZFfDXmO1fLcjlH4k8g4dhxJCBw9EEkLYOaPPW62Wx+PLRIJgOLRWL+nmM2DYFHqNVqdly5Q+Vy7p8I+LxoNBr69u3Ljz/+yOTJk10tx+0wGo2M/2ASM2bMoEnFRiSaYlEIKvxVRRAEz34erFKlCrNnz6ZTp04cOXKEIkU8t9zQo40BvTmNBdemciX5HGbJjAUzSFDn47IcDdhEDWNVfFWeG99ONadhcqLtrUkykWp+tvOg2WyWk3P+xa0HD0nS257x8AiDycy205cZ1qJBLqjK+7zzzjs0btyYzz77TB6TnUnmzZtHiRIlaN68OYIgUFhRwtWS8hSdO3fmxIkTdOnShW3btnns9eWxZqFZMvHD5YlcTj6LUTJkGAIAAii1Cm6lXWfqpf+hN6e6VqgLKaj2R+NEUpFaVFNQ5ffM6yaTSfYM/It0kxmF6FxSarrJufkDnkDFihUJCwtj9erVrpbiVqSmpjJhwgS+/PJLj0+Gtsenn36Kn58f77//vquluAyPNQZOJhzmXno0Jslo9bgFM0nGh+yP3ZbLyvIO9QrVwuJEfqkFC3UK1XjmdTlM8CxBfj4Yzc4MUoGyRQrmsBr3YuDAgcyZM8fVMtyKadOm0aBBA7sDxmRAFEV+/fVXtm/fzk8//UR06j1mX17GiL8mMeKvL5kXtZJ7+lhXy8xRPNYY2HF/PQaLfXetUTKwO2ZjLinKe3grvXi1aCPUdrwDGlFNq6Cm6BTaZ47JxsCz+Gg1NAsrh+jgKc1LraJvw7w/Sz436dixI6dPn+bixYuuluIWxMfH88033/D555+7Wopb4Ofnx5o1a5h7+XfeO/4FW+7u52rKLa6mRLPxzh6GHpvIkusbya8FeB5rDNxPv+PUuhRTEgaL7SEf+Z2+pbvwUkBVNKIa4cnZAxbABHUK1qBnyQ5Wz5WNAesMa94AhZ3ETLVSQaXigdQtJ8d2n0Sj0dCvXz+5I6GTTJo0ic6dO1OhQgVXS3EbjukuU6JtKCbMmJ8YhWySzBglE6tvbWf97V0u05eTeKwxIDg7VAcJ0XP/TIiCyPDy/RkbOoxaAVXwV/nhr/Kjqk8lDo/ZTmefVog2MpJlY8A6+7dE8OCPxfhqVHip/ynpEgUBrUpJjVLFmf1mRznGa4UBAwawYMEC0tMdJ2F6Mjdv3mTevHl88sknrpbiNqSa0lhzazsmwXYpdbrFwJIbGzFa8l8+j8emepfzrsTZpL8criuqDUEpeuyfCQBBEAgtUJ7QAuWfev1erSi++eYbvv76a6vnycbAs6xfv56RI0eyfft2ylesyNbTl5n86wpUOm8aVAujR71qVA4p6mqZeZYXXniBqlWrsmrVKnr27OlqOXmW8ePHM2DAAIoXl8c/O8u+2L+cekiUkDgaf5r6havngqrcw2MfeZsWfQ21gzadakHDK0Xa55Ii9+PDDz9k3rx5xMRYn3YmlxY+ze7du3nrrbdYt24dlStXRq1U0rZ6JUrcOUe/CoX5rEsL2RBwAjmR0D5nz55l3bp1jB492tVS3Ip7+ljSnQgJGy0m7unjckFR7uKxxkBZr0qknpEwp1vP7FYJasr6VKJmQHguK3MfQkJC6NGjB99++63V43Jp4T8cP36crl27snTpUurUqfPUsbi4OI/vdpkZXn/9dc6fP8+J02e4GBPL5dg4DGbHY3o9hXHjxjF69Gj8/T23R0pW0CjUToWERUFEo8h/vQg88rFNkiQ+/PBDDu05z/gVo9iXsAkLEknJifh6+yIJEg0KNadd8R424+EyGYwePZqaNWsyatSoZ37Q5DBBBufPn6dt27bMmTPHanth2RjIHA8NRqoOGUb3DZvQajQgAQL0qFaVd8Pr4qvJP6N4HZFiNHDw1k2SjQaCfQpguHqdY8eOsWTJEldLczteCniRFTc3k26xX/orSRI1A8JySVXu4ZHGwKeffsrWrVvZuXMnBQsWpGWJTlxMOk2vt3owd+ZPVAusjTofzfbOSUqVKkWnTp2YOnUqn3322VPHZGMAbty4QcuWLfniiy/o2LGj1TVxcXEULCj3FHCGWw8T6bRwCQlab8ySRIrhnz4hi47/xdZLl1nVtxf+umdLXfMTepORiQd2seL8GZSi+HdtioT+YSKd/m8sWm3+/vw5QVmfEIJ1RbmWchsL1g0CBSKhBcpSVJv/jHePe+z96quvWLp0KVu3bn18A1YISkILVOfiHzcJ9a4uGwKZZOzYscyaNYuEhISnXvd0Y+D+/fs0b96cESNG8Oabb9pcFx8fL3sGnGTwqnU8SEvDbKXW22C2cCcxiQ82bnKBstwj3Wyi+9plLD9/Br3ZRLLRQIrRQIrRiNlLxybSmXviiKtluiVjQwfgo/RCYeWnUSko8FcXYGTFfrkvLBfwKGNg5syZzJ49m+3bt9scSCGXc2WesmXL0q5dO77//vunXvcEY8BgNLH92EUWbz3O6j0nuf8gCYCHDx/SqlUrunXrZrfFqclkIjk5WY7vOsGZe/e5Gv/AbldMo8XCgWs3uJeUnIvKcpefI49xIS6WdLP18ja92cQ3h/dx/WGC1eMytimiLci0mmNpUqQOalGFl0KLGhWWdDPNizZgao0x+KsLuFpmjuAxYYL58+czefJkdu/eTXBwsNU1+bWzVG7w0UcfER4ezogRIyhQIOPLkp+NAUmS+HXzUX7ccAgA498zB75avJPalUL4a+0s6tevz4QJE+zuEx8fj7+/P6LoUXZ5lth+6QrpTiQKiqLIrqirdK9WJRdU5S4WSeLnk8fQ2zAEnlz3y6njfNKwWS4pyz8UVPsxvEIf3inXlTtp97FYLDSoVIdZh8dRQJV/x7DnmzuQRZLYe+cqnx/bzv8Obea3i8dJMmQ0Jlm2bBnjxo1j69atlCljfySs7BnIGhUqVKBly5bMnDnz8Wv5ubTw+xV7mbPuT1L1BlL1BowmM3qDCYPJzP5TVzGWacakKV87vJ7i4+PlfAEnSTYYnJqVYbZYSDNanzni7txKekiq0ZnyNwu7blzNBUX5F51CQ1mfErxQoBTNGjdl8+bNrpaUo+SLO/WpuDsM2L2SRIOeVFPGTUCnUPHZse28qizIivfGsWXLFipWrGh3H9kz8HyMGzeOJk2aMGzYMHx8fPJtaWHU7Th+33GCdKONpzNBRFB5s3DzMd7t1NDuXnIlgfOU9PdHq1SidzDNUaUQCfZ7dopmfsBkkRzOtfhnrXMDsWQc06pVKyIiIujfv7+rpeQYbu8ZuJAQQ4+tv3E3NemxIQCQZjaSbjaxIfEWb8yfStWqVZ3aT/YMZJ3Q0FCaNGnC7NmzgfwbJli89TgmB+5qg8nMip2RmEz218nGgPO8FlbRKYNdFAReLls65wW5gGI+PlaTJ/+NAFQqFJjzgjyEli1bsm3bNkz5eKy42xsD449secoI+DeCRsX6BzeISXOcUCR7Bp6f//u//+O7774hJiGCIqUjaNImigcp67BI+WfY07ELNzFbnHNX341PsrtGNgacx0+rpU/NaujshJ50SiXvNayPOh8aoQBapYoO5UNROHho0SlVvFPtpVxSlf8pVqwYJUuW5PDhw66WkmO4tTFwK+Uhf8XccmrtkksnnFonewaej9LlE/l9i5Ybce8SVGoftRveJDr+Q85EV+NBylpXy8sWMmM0OopxyzkDmWN008a0C62IVql86gdRJYpolArerF2T/9Sq4UKFOc97LzXAR62x2UVfq1BSu1gwtYtZT5SWyRotW7Zk06b8W7bq1sbAxYQY1ArHaQ/pFjN/xTpnNMhknWT9n1yNeRMfXxNK1T/eGouUgkVK5mb8qHxhELxYtpjTcduggr52j8uegcwhCgKT2rRgxRs96PBiKCV8fZDiY+lRvQob3+rLfxuH53uDvpiPL6s69iLYtwDeKhX8bXCqRBGNQkGzUmWZ06pDvv875DatWrXK10mEbp1AmJlWwc6slcMEWUeSJG7Gj0KS0uys0RMdPwY/r9aIgvv29u7Toha7/rqM3mA7fqhUiHRo9CJqlf2vWFxcHCVKlMhuifmeSkUCmdymJSkpKQQGBvLJ5M9dLSlXKRdQkL293+HArRuMXTgPjV8BmteoTffQKpTyk3tW5ATh4eGcP3+e2NhYChcu7Go52Y5bewaqFAzC4KDeFjIqCxoXs19S+AjZms4aqYbjmMyxTqyUeJj6R47ryUkqlSrKq7UqoFVb/6G3WMx4a5S81bauw71kz8Dz4e3tDUBKSoqLleQ+giAQHlKK4FMX6ecfxIf1GsmGQA6iVqtp0qQJW7dudbWUHMGtjYGCWi+ahrzgMJlGQqJTWccNSGTPQNZJM5xGkhyXMlmkFFINJ3NBUc7yvzdb0KlxVdQqxWOjQBRAo1JS3F9L1KYfMKTaTx4EOWcgOwgMDOT+/fuuluEy4uLi8uWTal6kVatW+TZvwK2NAYDxLzXHX6OzaRBIBiM9vUPwVTs3b0D2DGQVEZsZTf9CcP/LDoUo8t8eTfjjqwG817UxiriLtKxWnAXjerLh22G80aMLnTt3xmCwX0Uhewaen8DAQGJiYlwtw2XExsbK11Au0bJlSzZv3owlH/ZwcPu7clEvXza0eYu6RUuiERV4KVXoFEq8lWqK6nwZEVyV6f2Hs3//fod7yZ6BrOOtqeXUOlHwxltTJ4fV5B5+Pjq6Nq2ONv4cr7wYxAshGbXd48ePJzAwkCFDhti9rmRj4PkpUqSIRxsD8jWUe5QtW5YCBQpw8qT7ezf/jVsnED4iyMuX317tRXTyQw7eu47BbKasXyHqFimBIAiE/qqjY8eObNmyherVq9vdS/YMZA2dOgyNsjR643m76wRBQwFd/uuXrlAoMD/RiEgURRYtWkSDBg2YMWMGw4YNs3qePL74+fF0z4AcJshdHoUKHP2WuBv5whh4RIiPH118nu002LJlS2bNmkWbNm3YuXOnzbbEsmfg+ShZ6Hsu3+uIRbKezCUIWkoVnoEg5L+GMP82BgB8fHxYu3YtDRo0ICwsjFdeeeWp42lpaVgslsdJcDJZw5NzBvR6PQaDAR+f/DtAJy9htJgJblmb36OPsHP71+gUKtoEV6VzydoU0rj3/wO3DxM4S+fOnfniiy9o0aIF169ft7lO9gxkHZ06lBeKrkarqoTFosaQLiCgxWJWE3NPQZnCC/DVNnK1zBzBmjEAUKZMGZYsWUKvXr24cuXKU8ceuXfla+758GTPwCOvgHwN5Twx+iQ67/6eNYqrmEP8uKd/yLWUWH6+vIe2O79l9z37XtG8jscYAwD9+vVj5MiRvPrqq9y9e/eZ47Jn4PnRqUOpWGwr+//owPH9NSgeMI4Xii5haB81Rw+mu1pejmHLGABo0qQJ48ePp3379iQmJgJwOymRrZcu4Ff1RR7q9bkpNd/h6caAnC+Q85gsZt4++DO3UhNIMz/d/j7dYkJvNjL6+O+cfei+ze08yhgAGD58OH379qVFixbEx8cDYDCb2XPjGl41q7Pv5g0MTsxMl7HPvt230ImdKezbD1+vOowZM5ZJkya5WlaOYc8YABg8eDCNGzem88AB9Fy1jGaL5vHV2ZOkN29G3XmzGb5pAzGpnlcrnx14cgKhXEmQO+y5f4EYfRJmbFcRpFuM/HBhey6qyl48zhiAjGE6LVq0oHWbNny7bzcv/fQDQ/9YT8FunRi2eSMv/fQD0w//6dTsdBnrREZGUq1atcf/3bt3b86fP8+RI0dcqCrncGQMALzzf+O4UrsGB6Nvkm42k2axIKlVpJvN/HH5Iu2WLCLGA5vnPC+e7hmQkwdznsVX/yTVbL9MWAIOx0WRaLTdhTUv45HGgCAITJkyBUWbFsw4cpAkg4FkgwFRqyXZaCDJYGDWscO8vyVCDh1kgbS0NK5du0ZoaOjj19RqNaNGjcq33gFHxoBFkhiyeSOSSglW4rsmSSIuLZUPt+ff3uc5hScnEMqegdzhdlqCU+tUgoJYveNmY3kRjzQGAHbfuEZCYGEkG+NQ00wmtkVdYce1qFxW5v6cPn2aihUrolY/PX/g7bffZv/+/Zw9e9ZFynIOR8bA3hvXSTbYz5kwSxJ/Rt/gbrJ73kxchad7BmRjIOfxVjrXtM4kWZxem9fwWGNgzrEjpJmMdtekmozMPpY/3do5yb9DBI/w8vJi+PDhTJ482QWqchalUonJZHtOxs5rUaQY7V9vAEpR5M/om9kpLd/j4+ODxWIhNTXV1VJyHTlMkDu0C66OVlQ5XBek86eozi8XFGU/HmsMHL9726l1J+7dyWEl+Q9bxgDA0KFD2bBhA9euXctdUTmMI8+A3o6h8CQWSZITWDOJIAge6x2QwwS5Q4cSNR2Wb2oVKt554eVcUpT9eKwx4GxyoEWS5LyBTGLPGPD392fAgAF8/fXXuawqZ3FkDIQWLozORkjqSURBoGxAQHZK8wg8KW/gXlwSM5btod3wOVySqrD4YCK//XGUpBS5RDWn8FN78W2tnmgVKgQrQ1h0ChWti1elbbD1+5474LHGQEgB51w5wb4F5IYemUCSJE6ePGnTGAAYMWIEixcv5t69e7moLGdxZAx0qBjmlAHqp9HyUrHg7JTmEXiKZ2DfiSi6jZnPss1/EZOQgiQqSUgxMnflATqNmsflm/n/b+Aq6ge+wMIGA2hWNBS1qMCiN6ASFJT1CeR/VV7n4yqvu/VvhccaA+/UeMnhk5pOqeSdGi/lkqL8wfXr1/H29rYbxyxatCi9evVi6tSpuagsZ3FkDPhptQysWQeNaPsrp1UqGf9yM7e+obgKT+g1cCU6lnEzNqBPN2EwPX2t6Q0mElP0DJm0XPYQ5CAVCgTxzUs92dl8LDc+WMSq+kNY9fJw2gRXc/vvrccaA50qhVHMxxeVjZuzShQJ8vGhS2jlXFbm3tgLETzJqFGjmDt3LgkJzpXs5HWc6TPwVmhlDIeOogQ0in/mM+iUKrRKJZOaNqd52RdyWGn+xBM8A7+sO4TBaP8aSzeY2Lgv/1Xr5DW8lRpSbsYQ5JN/QnoeawzoVCpWdOnJi0WKolMqER/FgSQQzRYqBxZleZee6FSOM0hl/uHEiRNOGQOlS5emXbt2zJw5k4eGNC49jOFWykO3zc9wZAxIksTgwYNprvNh35sDGVCzNuHBJdCfO88H9cM53H8QHSqF5aLi/EV+NwZMJjM7j152GGrSG0ws33Yil1R5LhaLBZPJhNKJPCB3If98kiwQoNOxqmsvzsTcY8XZM9xPTcEHgZ/+O4pfjx7DW+flaoluR2RkJN26dXNqbdfhgxiy6mcWrfoelajALFkI1PowpHIDupVzL7ebI2Ng3rx5nDp1isOHD6PT6fhvvXAAAgcOpc0nE/FVu2dtcl4hMDCQCxcuuFpGjpGcZrCStmadhCT37IDnThiNRtRqtVvdoxzhsZ6BJ6kcWJRPXm7GzNavMbl1O+qULsOaNWtcLcstcTZMsPdOFB9e3osyrAwGi5kUkwG92cTNlAQmHNvK8P1r3KodtD1j4MyZM4wZM4Zly5ah0+meOhYSEsKtW+473CSvkN89AzqNCrPFdl/8J/HWqh0vknkuHhkD+QnZGLBC3759WbRokatluB2JiYncvXuX8uXL21330JDGoL0r0ZtNVlvzppmN7Lh1mWWX3cfdacsYSE1NpVu3bkyZMoWwsGfDACEhIURHR+eGxHxLrD6Fw+o0rlQLZsKxLfx575rbhptsoVErqRVWwuE6tUpBm4ZyuCmnMRgMqPJZCFk2Bqzw+uuvc+jQIe7ckRsOZYZTp04RFhbmMI62/Eqkw5t1mtnIrLMH3OambssYGD58ODVr1qRfv35WzwsODpaNgSxitlj49NgWGq2dwYqEa6S/WIoFF4/yzp7lNFn/A5ce5i9PwVvt66FV2/9uiaJI51fct9bdXTAYDLJnwBPw8vKiQ4cOLF682NVS3IrIyEiqV6/ucN2aa2cyvAIOiNWncDPFPaoNrBkDixcvZu/evfzwww82Y4tymCDrjDvyB79fiSTdYsYgZfztJTLaiEenPKTL1oXcSH7gWpHZSI1KIQzsEm7VIBAFsJiMvNuxBoEBPi5Q51nIxoAH8cYbb8ihgkzibL6Ao5kQj1AKIqlOrnU1/zYGLl26xHvvvceyZcvw9fW1eZ4cJsgalx/Gsu76GdLM1q8PCUgxGfjqxK5c1ZXT9GpVi6kfdKJeldIoRBEkM0pRoGWDULrULsCnHw4iRR6DnePkR2PAo6sJ7NGkSRPi4+M5deoUVapUcbUctyAyMpI+ffo4XBfi7cfVpHiH6wwWM0V1efcpR5Ik9p+4yqINRzgVVQBJgktjF9KzVXU+fv9NPv30U4eeEjlMkDV+uXgEo8V+zb1Fkth26xIPDWn4qXV217oTNSqGUOODEIwmM9179KJbl0706NEaSZI4F3mId955h99++y1fZbrnNeQEQg9CFEV69+4tewfskKY3snrHSXqNXUjLIbNIL/YqkdEm4hLsP5n0q1gbb6XjL1K9oqUI0OTN8k6zxcJH36/nfzM2EnnhFhZJQELgys1YvvhxC96V2vOfN/s73EcOE2SNyLjbmJ3IJ1ErFFxLyj+hgidRKRUEFvInISHj8wmCwKxZszh37hwzZsxwsbr8jZxA6GG88cYb/Pbbbw47y3kiN+48oNOon5m2eDdXomNJSEpD7VOQZVtP0mnUzxw8ec3muY2LlSXE2w+VYKc1r0LJf6vm3Qlgs5bt48/Ia6SlP+umtiCC2p9PfvjD4T6PwgTukiiZV1DYuXaeRJIkp9e6IwULFiQ+/h8vm06nY+XKlUycOJEDBw64UFn+Jj+GCfLvtyQbCAsLIygoiB07drhaSp4iVW9g4OfLeJCY+syPocFoRp9uYvS0dURFx1o9XyGK/PZKb8oWKIT4r/aqakFEp1Axo2EnqhYqlmOf4XlI0xtZsfUEeoPtJEijyczh09e5ff+h3b18fX0RRZGHD+2vk3mal4uVQyMqHK6zIPFCgfw74rdgwYLExcU99VrZsmX5+eef6d69e74aBpaXkI0BD0TuOfAsm/afI1VvxN7DrMFoZv66wzaPF9R6Ma1iE5LnradeYElK+vjjk2LgpUSRfR2G0iw47/boPxB5FdHOwKFHWCwSmw+cd7hODhVknt7la1rtUfEkgkWiS+mqaJX5y537JIUKFXrKM/CIdu3a0a9fP3r06IHJ5LhyRyZzyDkDHkjPnj1Zt24dycnJrpaSZ/h961/orbjHn8QiSew8cgmD0faN6IcZM+lXvxmLm/dhV/shjPGuQOrmg3k2T+ARDxJTneoGZzJbiH3g+LqRKwoyTxGdDx9VfwWtwnoOtEoQUSbr2ffptHwzDMsa/w4TPMn48eNRq9WMGzcul1Xlb0wWM3cMD1AG+aI3G1wtJ9uQjQEHFClShPDwcFavXu1qKXmGuIRUp9aJgkBSarrVY4mJiSxcuJChQ4c+fq1Ro0bs3bs3z8fP/Xx1KETHmdoKhUhBf8eGjVxRkDXeqFCLL+u0paBKi6Q3oFOo8Faq0YgKXg2pwIE3RhNW9gUaNGhAVFSUq+XmCNbCBI9QKBT89ttvLF26lFWrVgFwO+YhW/88z+b957h6y/p5MtZJMxv4+cpmXt/7KT+JB0nv+wKv7RnPlHPLiU13/zCfXFroBG+88Qbz5s3jjTfecLWUPIGXVkWiEzPTTRYLXhrrrrR58+bRokULSpT4p8VqiRIl8Pb25vz584SGhmab3uymQbUymC2ODRaFKNC8fiWH6+QwQdZpX7oytzfvZeOZ87zx3lC0CiXhQaUppPUG4Pvvv+eHH34gPDyc33//nUaNGrlYcfZiK0zwiMKFC7NixQrad+7F2qMPuXr7IUpFxjOg2SJRunhBxr7dgkpliuaWZLckxaRnyNEZ3EqLw2AxgQCoFaRbjPxx+yh7Y04z+6VhBHsVdrXULCN7Bpzg9ddf5+jRo9y+fdvVUvIErcJDUakcJ29VKVcMnfbZeK3ZbOb7779nxIgRzxx75B3Iy3jr1LR/+UU0dlrDSmYT5YL9KBnkeN65HCZ4Pjb9sYme9ZrQrVw12peu/NgQeMSQIUNYsGABnTt3ZsGCBS5SmTPYCxM8omhIOco3GcT5a7EYjGZS9UZS9UbSDSYuXLvPoM+WcvqSfG+zxzfnVxKdGpthCPwLMxYSjWl8GDkvz3s17SEbA06g0+no2LEjixcvxmQ0Y0j37ISczq9Uc+wmt5g4t38lV65ceebQ+vXrKVKkCPXq1XvmmDsYAwDv9X6Z6pWC0WmeNXa0aiWF/bVsmv8x+/fvd7iXHCbIOunp6ezcuZMWLVrYXdeiRQt27drFhAkTGDt2LBYnJwDmdR4ZDDvlOQAAIABJREFUA/Z+hD75IQKjBQQbJZb6dBNjp63H4oS3yxN5aExhT8xpjJLtEnMJiZj0h5x+eD0XlWUvsjHgBGaTmRplXmbTjAu0f2EUHSt+QJ/an7By7k7SUqzHxPMzRQr6MnFIWwTJTEbj16fRqpW83SmcDi3qUbduXaZOnfpUr4apU6fy/vvvW93bXYwBpVLBt6M68tHbzSlfKhBByEhuDy7ix/DeL7Ny2mAWzP+JDh06sGHDBrt7yWGCrLN3717CwsIoXNixezYsLIxDhw6xf/9+unbtmi/a9mo0GtRqtc0E56u34oiKjrNb+QOQkpbOkTPu+0OWkxyNu4RCcOwJTTcb2H3/VC4oyhnknAEHGA0mPu43l3PHrqGyeCMhIUkQd+8hC7+OIOLX/Xy7ZgR+BfNu29ycIPrCYZLPraVNn1EcOHkNAUg3GKlWsQRvdahL/aplgHBee+01+vfvz/Lly5k3bx6pqalcuXKFTp06Wd23UqVKpKSkcPPmzafyCfIiClGkef1KNK9fCUnKuC7EJzwmLVq0YMOGDbz++utMmTKFvn37Wt1HDhNknYiICNq0aeP0+sKFC7N161YGDhxI48aNWbduHcHBwRgtJg7G/cXOmIOkmFIpqilMy6DGhBV4Ic+39X3kHbA2A+Ovc85dV6l6I8fP3qRuldLZrM79SbMYkCTHniQJSDE7zqXKq8jGgAN+nLiWs0evYtA/W0pn0Bu5f+sBE975mW9WvucCda7h9u3bjBgxgo0bN/LSSy+hNxiJjU+kwgtl2Rcf81T9bfny5dm1axc//PADDRs2pFSpUgwePNhmK09BEB57B3r16pVbH+m5EQTBatl73bp12blzJ61atSImJoaRI0c+s6ZQoUKkpKSQlpaGTpd/eujnBn/88Qe//vprps7RaDTMnz+fKVOmUK9ePWav+onl0jZMFhNplgxP35Xk6xx7cJriuiJ8HDYMX1XeNfYfJRGWKlXqmWNmi8XpOLbJnD9CJ9lNUY0/ohNdLFWCkhCdnECYL0lN1rNl6UGrhsAjTEYzl09Fc/3CnVxU5jokSaJ///4MHjyYl156CQCtWkVIUCGKBwVaLeESRZF3332XjRs3EhkZyYoVKzhz5ozN93CXUIGzhIaGsm/fPn7++WdGjx79zM1ZEASCg4PlUEEmiYqKIj4+nho1amT6XEEQGD16NF/MmMzchBUkGVMeGwKQ8ZSnt6RzPfU2H5+ZisnBUCRXYq+8sGxwIRQKx7d5nVbFCyUCs1tavqBmwRdQOdHt0mBIx/uKc2XXeRHZGLDDsd3nEZWO/0Qmo5ld647ngiLXM3fuXGJiYqw2MqlYsSIXLlywee7GjRvp378/gwYNokmTJnz++ecYjc8aWvnNGICMssm9e/eye/du+vfv/0xXuOCQEK5EXXfrbOTc5o8//qB169ZOdYO0RXJlCZW3OqNUzApmycx9fRxHHpzM8nvkNP4FCxN9N8bqk33NsBIoBSeuKQma1i2fA+rcH4UgMqBca7Si7U6WGlHFi5YgRg4YTtu2be0+7ORVZGPADkkJqVhMjl1nFrOFhNikXFDkWq5cucK4ceNYuHChVTd/hQoVbBoDer2e2bNn89577zFgwACOHTvG3r17qVu3LpGRkY/XpZmMXPaH1AGvUm3VJF5a+xWjDq3mbMLdHPtcuUWhQoXYvn07t2/fpnPnzqSlpXHy/C1Gfb4Sc2A7PvvxL17pPY0vZ20m+k7+nLSXnWQ2X+DfGC0m9sQeRrKSBPskeks6629vy/L75ASSJLHtyEX6fLKIGz51mL3jDk2HzGDyou3cjUsEICUlhSFDhnD92CpUdrwDWrWS4X1eRqvOv22bn5fXguvRp/QrCGbA/M/1IiKgFVU0KBzG9FYjOXv2LM2bN6dp06YMGDCAu3fd574lGwN2CAj0ReGEZ0CpUlC4mH8uKHIdZrOZfv368dFHHxEWFmZ1jT3PwJIlS6hZs+bjZkIlS5bkjz/+YNiwYTRv3pxPPvmE6MQ42m6dzaRT21AWL0SaxUSiUc+G6DP02Dmfuecdl+nldby9vVm3bh0+Pj68+vogRkxYzsETVwEBSYJ0g4mInafpN2ohx0/fcLXcPEtaWhp79+6lefPmWd4j0eh8i/F7eutDt1yBJEl8Nm8LE37ezIUbMYCAWQK9wcSa3afo+b+FrPpjJzVr1iQlJYUju9bx2bB2eGlVT/X9sJgMaNRK3u31Mh2bVXPdB3IT2vhW48J7v9OqUHVKeRUhRFeYpkWrMa3WYD6t0gelqECj0TBixAguXLhAgQIFqFy5MhMmTLBbuXI99gH7Ll7j6NVo9Hbat+c0giT7JW1i0BvpUeP/HJYPqjRK5mwbQ7FS7ps84oivv/6a9evXs3PnTptu2Z07d/K///2Pffv2PfW6JElUr16dKVOm0LJly2fOu3XrFgMHDeJSm0oIgX5YbDypaRUqvq7TgRbBjrv65XWOnbrOiAnLsEi2jU2dVsXymW8T4Odtc42nsmnTJj7//PPnCiclGZN5++hYTHbqxx9RWB3AnJc+z/J7ZScrd0YydeluO1MzJcyGNEa1K0+vnt0fv5puMLHj0EWOnLmORZLYtPo3Phrem/btsu5d8STGjh3LgwcPmD17ttPnXL16lY8++og9e/bw2Wef8Z///AeFIiP/4EhUNJM37uJqzANUChFJypjp0qV2Fd5rGY5Wlbv5/bJnwA5qrYpOA5qi0dmeTmXBzIt1y+RrQ+D06dNMnjyZX375xW58tmLFily8ePGZ13ft2oXRaLTZGCY4OJjRP36HqrBtQwBAbzby7en8MU56wcqDdg0ByMgEX7ct78aqXcnzhggAfFU+FNU6/t4qBQV1C1V/rvfKLiRJYt76Q3bHZ4OAj08BCpau+tSrGrWS1o3C+HhQa8YPbkOnV6sRsWFdzgrOJ8TFxTF37lzGjh2bqfPKlCnDkiVLWLVqFfPnz6dGjRps2bKFbWcuM+iX1Zy7HYPeaCJJbyA53UCqwciyQ5H0nbOM9Fz2EsjGgAN6vdeChm2qovV61iDQeqnxKaQk4uRPxMTEuEBdzmMwGOjbty+TJk2iTJkydtcWK1YMvV7PgwdPx7unTp3KiBEj7NZrL406jsGJRKfbqYlEJeUdl21WSNMbiDznuHLAYDCzYcfpXFDkfmSHMQDQKbglGtH+KFpREGlTrMlzv1d2EHU7zubwrydJM5hYt9f+tdOxY0fWrl2bb7ox5iTfffcdnTt3tlq+6Qx169Zlz549fPrppwwd8T4jFqyxGRJIN5m5fC+OWTsOPo/kTCMbAw4QRZGR3/bm45/epmbjSui8NWi91JSvWoL/ft2LZYe/ou1rbWjWrBn37993tdxsZ+LEiRQvXpz+/fs7XCsIwjNJhJcvX+bAgQP06dPH7rl305xLwFQJInF69+4cl5JmcKrcCyDFiRu/p3Hp0iXS0tKoWrWq48UOaBxYh1oBL9o0CNSiijdLdyFImzfK7pJTDU5NzARIdHDtlC9fnkKFCnHo0KHskJZviY+PZ9asWXz00UfPtY8gCHTs2JGxP8xHobRfqphuMrPkYCQGU+6VtMpNh5xAEARqNKxAjYYVrB6fOHEiCoWCZs2asX37dooWdc8JYClJelJT0vH106HVqTl8+DBz5szhxIkTTndhe5RE+GjuwPTp03nnnXfw8rI/yjdA7VyzHbNkwVeldWptXsXXW+t0H3j/Ao5HIHsaERERtG7dOls6A4qCyPsV3mLjnZ0surAKiyih0+owSSaKaYvQp1QHagZUzgbV2UNhf2+MTlQ4AQQVfLYj4b/p2LEjq1evpn79+s8rLd8ybdo0OnToQOnSpbNlvx3nozA5U+0pwaV7sVQOzp3fE9kYyAYEQWDChAmIokjTpk3ZsWMHQUFBrpblNIf3XmTx3J1cPnsHhVLEYrZQK/wFVm6ZzvTp0ylWrJjTe1WsWJHz5y8gSRKJiYksWrSIkycdx727lqnBsbibpJgMdtf5qXVU9CvitJ68iEatpH7NMuw9ctluz3itRkWnlnkjVp2XiIiIYODAgdm2nyiIvFb8FSZ0GMMHU8ZSudKLFFT7U0yX966z4EA/Sgb5c+mm/VCZVq2kixMVAh07dqR79+5Mnjw5z7dddgUJCQnMnDmTw4cPZ9uezj7tC4Lza7MDOUyQjYwfP54ePXrQtGlT7txxj46Ei37YzuejlnL+ZDQmk5l0vRGj0czBXecJ1rxKqaLOlRylpxtZtekv/rziy56LATTq9g09h/1Io+Y9KVasuMPzmxWvgJdSbav3CwA6hYohoY3yxU2rX5f6qB1kC6tVClo3yTtPpXmBlJQUDhw4wKuvvpqt+967d49LFy/RoUE7KvtVyJOGwCOGdmlkd3y2ACTG3eH6Gcfu/xo1amA0Gt2ySU5uMG3aNF577TXKli2bbXuWL1oY0Yl7mMFkJqSgX7a9ryNkYyCb+fjjj+nduzdNmzbl9u28PSP86P5LrFiwn3Sr7ZYFkES++HAZsfcS7e6TlKKn/5hf+X/27jzOpvIP4PjnnLvf2cfY931JtuzKnrKFJJWlshSJZK30S9lCSSLKkiVKZMkalUiWECayE5oYZmHWu5/z+2MizMy9FzNzZ+Y+79drXph57jnfGXfu/Z7nPN/v8+mXO0hMcYGUVjOfkAqJcnlGvr8ap4cMVydrWNK0FyF6E/oMWn+aNDqeKPUgT5e9+9azuVHlcoX53+C2GPVatHf0slAVJ3qdxKz3uhNgNvgowtzp559/pm7dugQHB2fpcbds2ULLli1v21cjt2pSoyxDuzfDoNOmWz9gMugoUSiUjwZ3ZMyYMQwYMACLxZLpsSRJonPnzqxZsya7w85zEhISmDlz5n2vFbhTzya10XtYMwBQt2wJCgblXFmxSAaywdtvv83zzz9P8+bNc3W/+a/mbs8kEfiPoqhsWOH+CuPtD9cRdfkaVlv61bF2h8LhY1HMWrLDYzzlgyPY1GYAL1ZsQJDOgEaSkZGoFV6cjxp0YVyddvliVuCGFo0qs2T6C3RpU4vQYBNGg44iBYPp1KoSJ3fOJDxY3MW7U1ZVEdxp8+bN2XLc7PJUy5osfa8nXZrVoEBIAMFmA5VKFeSN3q34ekJvWjVrzMGDB0lISKBBgwacOHEi02OJZCBjM2fOpF27dlSsmLVtmqsWK0TjiqUxaDP//TbptAxv+0iWntcT0XQoG02dOpV58+bx888/U6JECRwOF3t+PcXfF+PQ6TTUqVeWChV9s7bAkmrjqYcn4fJip7JCRUNY8v2IDL924Z94Xhi5BLvbuue0++QbFryC2U3PhlupqorF5UAna7zaJCS/GTBgAHq9nk8++cTXoeQaqqpStmxZNm7cyAMPZN3tE6fTSeHChYmMjKREiRJZdtzcQFVVFixYwJtvvsmHH37I888/n26M0+mkaNGi7N+/P8sWyeV1iYmJVKhQgV9//ZVKlTJeOH4/7E4nI77ayI9HTqLR6bixntis1yHLEp/27kTdsjn7XBSXHtlo1KhRyLJMs2bNePftz/l2+WFUVcX6b2nZki92UrxEGP8b9yQlShXI0dgsqXY0WtmrZCD6cgwtWrQgNDT05kdYWBihoaGcuaLF6UVzDI1GZs+hc7Rq7F33QEmSMGtz/5Rtdpk4cSLVqlWjX79+WVJClx+cOHECVVUzbYd9r/bt20eJEiXyXSIAab9H/fr1o0GDBnTv3p1t27bx6aefEhj435bMWq2Wjh07snbtWoYOHerDaHOPWbNm0aZNm2xJBAD0Wi01HbEcObmXVn1f5czVOMw6HY/XqMRjD1bCkMPdB0HMDOSIIa9M5c/DqcgZ7HolSRIBAXpmL+hL0eJhORaT3e6ka5MJOOyeV6sWLh7M8yMe4vr16+k+Tl8xk+jy3MXNoNfyau9mPPl4/rjnnxM+//xzli1bxo4dO/LV7RFvWVNt/LzmAOsW/sK1mCTsTiv6wlbmfDOZsIJZt2bg7bffxul0Mnny5Cw7Zm6UkpLCkCFD2LVrF9988w01a/63OHj9+vVM+3Aa3yxZieJSiCgRjs6PNi66lpjK1bgkDHotYYE6KlaswI4dO27upZLVnE4nVapU4YsvvqBp06bZco67JWYGslnC9VTOnlAzTAQgbRovNdXOpx9vZcIH3TMck9VUVeXHH7eS4opCpxZGktzsaGbS071Pc1q2rJfh1xd9u4eF3+7B6aH2WaORCQsRNfN3o1+/fsydO5evv/6a5557ztfh5Kios1cY2XUG1lQ71tT/yk3tqXr6NBnHOwv6U/uRyllyrs2bN/PRRx9lybFys4CAABYsWMDSpUtp3bo148eP5+WXX8ZmsRN7IAV+DaFPtaHIsoQkSbTt14pn3+xCaMGcW9Ge007+dYXZX+/k8IkodFoNLkVFddmp2+pZKlXOmudXRpYvX07x4sVzTSIAYmYg232zdA9fLvwFWwaL626l02tYuvJVwgsEuh13P1RVZf369YwbNw6bzcarA0ayacn5TBcRSpJEaIEAFq5/PcN2zAD/XLlOz6ELsTvczzAYDTo2fvEKRoP/XG1khT179vDUU09x/PjxLF9Bn1ulJlvp+/A4EuJSyOzlyWDS88mmEZS6zzU30dHRVKlShZiYmAy35c6vTp06Rffu3SlfugLBp4tz5a+r2O94HdDqtQSFBzLrt/cpVDL/7b3y2x/nGT3tO2wZrHfSa2XqPFCKD0d1QeNmP5Z7oSgKDzzwAJ988sl97bqZ1UQ1QTY7fOi8x0QAQK/TcvbMFa+Pa0mxsnHJTgY0n8Az1UfTp+FYln20iWsx6csAFUVh9erV1KlTh7Fjx/LWW28RGRnJy4N6M/bj5zCa9OgNt08SGU06QgsEMG1hv0wTAYDihUOpV6M0el3mi/yMBi1d29YWicA9aNSoEW3atGH8+PG+DiXH/PTtPqyp9kwTAQCH3cE3s7be97m+//57Wrdu7VeJAEClSpXYs2cPyjEDF47/nS4RAHDanSTEJPJOpyk+iDB7JafaePOjdRkmAgB2p8Lh41Es33Qwy8+9atUqQkJCsrxXxv0SyUAuYbPbOHf2HC6X53v4f5+O5sWGY5n/3mounLxMQlwyly/EsmLmVvo0HMuhX9LKiFwuFytWrKBmzZq8//77jBs3joMHD/Lkk0/e3H2wTqMKLNr4Os/0a0qxkuGEhgdQrlIRBo5uz8INr1PMi4WN7w7tQLlSERm+2RsNOhrWLsfLzz58lz8R4YbJkyezaNEijh8/7utQcsS6RTtvuzWQEcWlsnP9YZweZqQ8yWslhVnJlmzHFqUgu3kbUFwKUacuc/rguRyMLPtt+uVPVDc7pAJY7U6+2rDf69bh3lBVlQkTJvD222/nunVAYs1ANqtVuwxHDl/0ODvgdCqMmzCKlwaeo1GjRjRp0oSHH36Y+vXrExDwX+OJ1GQrI7tMJzE+OV0r2xvZ/XsvfE6bwdWYNW86ISEhTJ06lccffzzTJ19ogUCee6kFz73U4p6+R7NJz2cTnmPbnpMsW7uPi5euIckSVcsXoWfnejSqUy7XPfHzksKFC/P2228zZMgQtm7dmu9/ltczmN3KkATJiamEFvDcgz8jTqeTH374genTp9/T4/O6fZsP/bthjvteIw6rnV9X/0bFOlnXhc/Xfth9IsO+KHeyWB2c/yeOcll0m2T9+vXIskz79u2z5HhZSSQD2axtx5os+eIXt2NkWaJ+w8qMn3qI2NhYdu/eza+//sqYMWOIjIykevXqPPzwwzRp0oTUizqsFrvbnvZWi5XVc7bxyexPaNWqVY68eeh0Gh5rWo3HmmZt2ZeQZtCgQcyfP5/Vq1fTtWtXX4eTrYxmA8kJmXfNu0FxKpjuo0Pj3r17KV26NMWKeW6XnR9ZkqxelRYrikrSteQciCjnWDw0W7tBliWsHnqoeCs3zwqAuE2Q7YJDzPQb2AKDMeN7kpIkYTbreWVoGwAiIiJ44oknmDp1Krt37yY2NpYPPviAiIgIFixYwPz3v8HmYQpVQsZsK0TzZi1y5ZNOuHtarZZZs2YxbNgwUlNTfR1OtmrR+SF0bnrv31CtXjkMXjaxysiN3Q/9VaFSER630gXQGXUULZ93Nl7zRtGC3s0m2R1OCt/jzNOdtm7dSkpKCl26dMmS42U1kQzkgC7d6vPKkEcJCDBgMuuRZQlZBhUXZcsXZOa8PhQtFprhY00mE02bNuXNN99k48aNRIR6/0uZkuj56krIO5o1a0aTJk14//33fR1Ktur4YlMk2X0S61KdWIMv4XB4d4WXkc2bN/t1MlD3sZrIHn7OADarjWNxh0hKSsqBqLLXhQsXGDlyJMvnjkdSPa03UbkefZbRI15z287ZG6qqMn78eMaMGXNzvVZukzujyofaPVGblRteZ8SbHejdtynP92vK0dNLmDTtSUqUDPf6OEYvp0UVl+K2CkDImz744APmzJnDmTNnfB1KttEYVaJ1h5E0ZDizZTDpeWpAS05fjuThhx/m9OnTd32OS5cuceHCBRo1apQVIedJWp2W3u92c/uaYjDrefipepz86wQVKlRg6tSppKSk5GCU6TkdLqIvxnH5QiwOL6bwVVVl165ddOvWjTp16uByudj+/bc8UKkEOjczIwa9js/eH0TJkiVp2rQpnTt3Zvfu3fcU844dO7h69Srdu+dML5l7oXn33Xff9XUQ/kKjkSldtiA1apXiwZql2b1nO7IsU6uW93vWX49N4nTkBRSX+xWuDzaqwOM9mtxvyEIuc6PXwNy5c3nuuee4+ncsUacv47A6CArLvh4VOSUhIYE2bdrQ9NGG/G/qMK7HJnH5Qiw6gxYJiSp1yjBoYjc6Pt+MHj16YLVa6d27NwUKFKB27dpe3xZbuXIliqLk6hfnnFClQUVSk62cOXgOUFH/XTkvSRLGAAP129bm7a+G0e3pbrRr147ly5czbNgwJEmiVq1aOVqSmZJo4auPtzDplcWsX7yTjUt3serzbSRdT6VijZIYjLdf/NjtdpYvX07fvn35+uuv6d69O4sWLeKJJ54gPDyclg0qceDPiyQmW3E4nTefO0aDFq1Ww6ShHWn8UCWaN2/OoEGDSEpKYsSIEaxcuZKIiAgqVqyY4fMtxWrnu11Hmf7tLyz/+TC/n4riywWfM+ilF3nooYdy5Gd1L0TTIR/68ssvWb169V3tGBbzzzX6P/IeNkvm06MGk56xi1+m9iPe7QMg5C12u5165RpR3VSX6/8kodVrcTlcFCxZgF5jn6ZlHi3jTEpKok2bNtSrV48ZM2bcfKG1WuwkX0/FFGggIMiU7nFHjx6lR48eVKhQgblz51KggOdy2G7dutG+fXteeOGFrP428qQLx/5m1fQNHNp2FFVRqfhQOboN70jVhpXSveEdOXKE9957j927dzNq1ChefvllTKbb/1/Onopm5dI9/LbrNE6Hi4KFguj6XCNatn0Q0z2s80i8lsLQjh8ReyUBxx1VADq9hpACQXyyYThhBYOIiYlh7ty5zJ49mypVqjB06FDatWuHRpN+FkBVVd6bMpudkZcpXKICRr2WR5tUoX3T6gQHGtONdzqdrF69+uYMyYgRI+jZsycGQ9rsyt5jFxjx2XpUwGJLe42WAMVp56GqZfnk1c6YjblzxlYkAz4UHx9P2bJluXz5Mmaz961693wfyYT+c1GcKmlPtf8YTHq6D2nDs0P9915ofrd21mY+H7kEZwalUQazgY4D2/DyB719ENm9S0lJoW3btlStWpXPPvvsrhe+Wq1W3nrrLVasWMHixYtp1apVpmMdDgeFChXi+PHjFCmSvxbG5aTDhw/z3nvvsW/fPt544w369++P0WhkxZe7+XLudhwO1201+kajjuBQMx/Pf5GIQnfXTfPtXp8Ruft0pn0lNFqZkpUL4ixxjm+//ZYnn3yS1157zatNvtq2bcuLL77I008/7XU8qqry888/M3XqVP744w9ee+01WrTvytDPN2dafaDXaniwXFHmDnsqVy7sFsmAj7Vq1YrBgwfTuXNnrx/zxx9/0LF1V3q2Hswfu86gkWWcThdVHirLs0Pb8lDz7NlcQ/C9v45eZHCDN7FZMq8oMQYYeOfbEdR7zPvbT75ksVjo0KEDpUqVYsGCBfe1wGrr1q306dOHZ555hokTJ2IwGLA5nWw+c4q5Bw9wMeE6KAqOs+f4ZtSb1CpSNAu/E/908OBB3n33XQ4dOsQLPYZzeFdqpn1VZI1E0WJhLFg5yKvFiwBXouLp32JSuhmBOymqk4eejmDo6FcoVKiQV8dOSkqiePHiREVF3XO778jISD788EMOJIViKlyWOy/QbmUy6Ph0SBdqVSh+T+fKTiIZ8LFZs2Zx4MABFi1a5NV4l8tFo0aN6N+/P/3798dmsZOckIop0Ig5g2ktIX/5sO9sfliyA8VDfXiNZtWY9vN7ORTVvbPZbHTu3Jnw8HCWLFmS4VTu3YqNjaV///789ddffL54EWOPRhKVmEDqrZUHqopJp6NXjdqMbvJIrrxSy2v279/PmCGrwOV+ltNk1jNmUlfqN67o1XE3LPmVeRO+y7Bl8q20OpnnR3bgqQEtvY555cqVLFiwgO+//97rx2QkPjGVtm/Mw+Hh91KSoHWdSkx5STQdEu7QqVMn3n33XZxOJ1qt5/+OGTNmEBAQQL9+/YC02wL3U2st5C271+73mAgAHP31BC6ny6s6cl+x2+1069aNwMBAFi9enCWJAKT16li9ejULFiyg29LF6EuWIN1PTJKwOJ18+cchSoeE8OyDNTM6lHAXihUuh0EXgs3l/k3bkmpn8dytXI0/SUJCAomJiTc/bv33jb/L8REUcFZ2u7sqgNOhYEmx3lXM69ato1OnTnf1mIxcjk/EoNPicLnvAaOqcD46/r7Plx1EMuBjJUuWpEyZMuzcuZMWLdy3Az537hyTJk1i795QtVyJAAAgAElEQVS94krGT9lt3tXVS1LaWFMuTQacTifPPfcckiTx1VdfeZUI3w1JkqjXsQMB1mRsSub15Bank49/20P36jWQxe/UfbkWn4JWK2PzYuzJ439xfs4mQkJCCA4OvvlRpEiRm3+/8bVT+6NZMeMXj83WDCY9BYuFeR2vw+Fg06ZNWdK3w6DT4vJykt3gRUMtX8idUfmZLl26sHbtWrfJgKqqvPzyy4waNYoKFSrkYHRCbhJRPJx/Tl/2OM5gMnjdkyKnuVwuevXqRWpqKmvWrMm28rQVfx7BoXqeRUl12DkcfZk6Rf2zLXFWCQo2edXeGKBe/Vq8P/NDr8ZWf8DOyo/dt3QHUBWVR9p7v07m119/pWzZspQoUcLrx2SmbNFwDDrtzQqCzBj1Wh6vW/m+z5cdRNOhXKBz586sXbvW7ZatixYtIj4+nmHDhuVgZEJu8+Rr7TEGuH+TV1Ao3qAgiuLdC3N2OHMqmsnjv+PZLp/QvdMMxoz8hsMHz+Nyuejbty+xsbGsWrXqZklWdriclITixdWaJEnEpvq2kU5+UKpsBMEhnquiTGY9bTvV8fq4RpOepwa2dHs71KU6eahNOQKC05eeZua7777LklsEABpZpmfrOhh0nq+vOzbOnfu3iGQgF6hWrRp6vZ7Dhw9n+PXo6GhGjx7NggULsnw6VchbHu3dlIDQALcrsc1BJo4m/E7dunXZuXNnDkaXNoM155MfGDpwMT//8CexMUnExyWzf+8Z/jdqBV3av8Nf587z3XffpatNz2oFzF4eX4Vgg1h8e78kSaJnv6YYM9mHJW1M2pt74+Z3d3X83GuP0ebpBhiMOmTNf29bsixhMOl4sElpZq54hy1btnh1PFVVs2y9wA292jxEjXJFM00IDDotU15qT5A5dz7XRAfCXECSJKKiojhz5kyGtwpefPFFWrduTc+ePX0QnZCb6PQ6HunakF/X7ENRFJy31DSbAo2Yg018tH0cr495jbCwMF5++WUOHDhAgwYN7rl06m6s/Hov3y7/DZvNmW5nTadTwWGTad26A60ezf4Fe0F6A9+fPY3DwwyJUadlbLOWaHJpz/i8pHylIsTFJnHxXAxO5+0/d51OgznAwLTPnyeswN11y5QkiXotq9GgdXWsFjupSVYCQ8w81Lwqr03uzrOD2tKkSRO6d+9OmTJleOCBB9we7+jRo3z99ddMmjQpy9ZfaWSZx+tXRpYlTkXFoJGlm+sDapYvxoQ+balfpVSWnCs7iNLCXGL37t0MGDCAP/7447bPr127llGjRhEZGZntV1JC3uFyutiz/gDr52wl7lI8wQWCaNu3Fc2eboT+lg5nKSkpTJ48mdmzZzNs2DCGDx+O0Zg9VyYOh4unOkwnNcX9EjKdTsOSlYOIiMia3eAyo6oqrb9cyMWE65ku7jJptQys24BX6zfM1lj8iaqq7Nt1muWLd3HsSBQSabcGOnStS5fuDQiPyL622ZGRkbRt25Zx48bdrLjKyIQJE4iNjeXjjz/OljicLoWzl2Kx2p0UDQ+mUB5oFS6SgVwiKSGFRtUeo3mdJ5BUDSXLF6blU7Xp/OxjfPXVVzRt2tTXIQp52Llz5xgxYgSRkZFMmzaNTp063bwislvt/Lx8Fys/XEf0+atotBrqtK5BtxFPUK1hJa/PsfvXU0wZ9x2pHlZ963Qanu/XjO49sn+ToH8SE+m64isSbFZsrturCkxaHS3KlOWTth1EJUE2cbkUnA4XeoM2xyqgTp8+TZs2bXjllVcYOXLkzc9bUqxcPnsFSZZ4+vmuTPlgCi1bet+TIL8TyUAu8PuOE0wYuBCb1YaqpP3CpG3hqmAIU/h65we5dmW4kLf88MMPvPbaa5QoUYIZM2ZQNKIYrzd9h9ioOKy3XNFLsoTeqKfL4Lb0fb+HV8dev+Z3Ppv1I3YPneIAOnapw5DhOdMy+7rVwpLIwyyOPEiizYYKVIkoyMCH6tOuYvre+0LeFxUVRZs2bejUqRPDB49kybsr2LZsJxqtBkVVSElOoeuQjjz/bncCQwN8HW6uIJIBHzsZeZHRz8zKdOMhnV5L9frlmPjlAPGiJWQJh8PBp59+ysQJE2mofRTHNQVXJj3fDWYDr87sw+Mvpr+CSklJ4Y8//uDgwYMcOnSIo5ExmLQ10WrcJ66yLPFMz8a8+FLzrPh2vKaqKhanE60so8+iBkdC7hUbG0u7lh0IO1MKySnjct7+HNfqtUQUD+fTfZMJLpC9t6zyArFixse+eH+d2x0IHXYnxw+e51TkxRyMSsjPdDodQ4cOZe2S9djiHZkmAgC2VBuL3/mG+Ph4tm3bxrRp0+jRowfVqlWjYMGCDB48mMOHD/PQQw8xafIITCbPpWU6nYZHWuT8jpqSJGHW6UQi4CciIiKoSWNcViVdIgDgtDuJjYpn6guzfBBd7iPq1Hwo7koCxw9d8DjOZnXw3cKdjJpROgeiEvzFnlUHwSUB7icHr16KoVqJB6lQpyx16tShdevWjBo1iqpVq6LX3177vW9XPL9sP4Ejk53bNBqZUmUiqFBR7BYoZK/TB89x+dxVJDcbBzkdTg7+eITYf+KIKO556+v8TCQDPnQlKh69XutxNy5VUfn77JUcikrwFzF/x7ptdHWDOcDMqi/X0KRTfY9jXxvZlgvnY/j7Qly6net0Og3BoWbGTfF+q1hBuFd71h/AYXW/mBXStj/et/kw7fplvu21PxC3CXxIb9Ddtt+327FuGnkIwr0ILRTi1ThJkgmJ8K5HgcmkZ8acF+jdtynhBQLQ67UYDFoCAgw82b0+cxf1y/aSQkEASE2yePX66nIqWO9yg6P8SMwM+FDZKkXR6jzfvzSY9DTrWDsHIhL8yWMvtGDPugNYkt2/EOr0Wqo29G67WQC9QcvTzzXiqWcacv1aCoqqEhYagEYrrj2EnFO8fBEMZr3HDY50ei1FyhTKoahyL/Hb6UMarYZOLzb1eNUvSdDqyXo5FJXgL2q1rE5YkVC3rY0NZgPPvNH5nrYXlmWJ8AKBREQEiURAyHHNn2mC6sXMgCRL1G8nLrbEb6iPPT2wFZVqlMSQSUJgMOoYM/sFAoJyZz9rIe+SZZkpW/9HaOEQdBk8/4wBBh5+sgFdX+/gg+gE4f4EhQXSeXBbDG56tBjNBl4Y3x2tFxsM5Xeiz0Au4LA7WTHnJ75b+AtOhwtZlrDbnVSpXZq+b3Skci1RRSBkn8T4JNbN3sLaTzaRdC0FVVGpVK88z4zuTJPO9UV/CyHPUhSFT16Zx49f/oLD7kT5d4tlrU6LrJHoProzvceKBa0gkoFcxeV08deJS9htTgqXCKdAYe8WeAlCVrFb7Wh0mnu6LSAIudX5P/9m9YyNHNt9EkmWqN3qQboMbkfRcoV9HVquIZIBQRAEQfBzYs2AIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmRDAiCIAiCnxPJgCAIgiD4OZEMCIIgCIKfE8mAIAiCIPg5kQwIgiAIgp8TyYAgCIIg+DmtrwMQ/qMq8aip34BlFShJIIeB+Tkk05NIcqCvwxPyMdUVjZq6AhxHQdIiGVqBqR2SZPJ1aIJw11yuy1hSvsCa8jWqmogkmdCbOmIOGIBWV8HX4eVKkqqqqq+DEEC170e99hKoLsD63xckE6BHCv8SSVfFV+EJ+ZSqKqhJUyB12b+fsaf9IZnT/giZjmRs4ZvgBOEeOOz7SYjrgao6uPl8BkADkp6gkI8wmp/wVXi5lkgGcgHVeRE17glQUzMfJIUgFdyKJIdlzTlVF9j3gusiYABDYyRNkSw5tpB3KIlTIPUrwJLJCCNS2DwkQ4OcDEsQ7oniiiX+ahNUNdnNKBNhBdei1VXPsbjyArFmIBdQUxaAavcwyJY2jZsFlNR1qDEPo15/FTXxfdSkcagxrVHi+6G64rLkHELup7piIPVLMk8EAKyoSeNyKiRBuC+W1C//nRFwx0ZK0qwciScvEcmAj6mqCpY1gNPDSOu/V3D3R0lZBolvgxIHakracdVUwA723ahxXVCV+Ps+j5D7qZaVgOR5oDMK1XEi2+MRhPtlTfkKsHkYpWC3fo+qenrN9S8iGfA5K+Apk03jtMewatUqdu3axdmzZ0lJSbmrM6muOEiazG1rEm4/AyixqEkf3tVxhTzKcRzPL5yApAHnuWwPRxDul6om3MXYu3v9zO9ENYHPGbweabVLLF26lCtXrhAdHc3ly5fRarUUKVLE40ehQoXQ2L7x4ixOsGxADXpLVDDkd5L3zz0kXfbFIQhZRJKCvXyTV5GkgGyPJy8RyYCPSZKMlQbolN3IbudpdAQW6M6aNe/c/IyqqiQlJREdHZ3uY9euXbf9OyYmhh1rS9DwIS9e1CUtOE+Bvs59f39C7iUZWqLafvr3dpEbqgP0D+VMUIJwH4zmZ0hNno37GS8ZvfFRJEm8/d1K/DR8yOFw8Omnn7Jlw/esWRiGXna5Ga1BCnj+ts9IkkRwcDDBwcFUqlTJ7blcLhfOmG7AUS8ikwDFi3FCnmZsDYnveBikBUNzJDk8R0IShPthCuhNUsJsNBo3gyQD5sAhORZTXiHWDPjI9u3bqVOnDps2bWL6rO3ow98AjBmMlNI+HzIZSVv6ns+n0WjQmesBXswMqDbQlrvncwl5gyTpkUI/JePnHaiqFuQIpJD3cjYwQbhHq1bvoM9LKSiKkTtf61RVBkwEhkxGp6/hk/hyM5EM5LCoqCieffZZXnjhBcaNG8eWLVuoUqUKcsDzSOHzQd+QtAmbf5/MhpZIBb5CNrW773NL5h54+i9XFFD1j4grQT8hGRpw5J9RHD6qoGIAKQikQBxOmYPHCiFFrBXPBSFPWLJkCUOGDOH9yVuJKLIDY0BvJCkIALtd5p/LDxJWcB0m81M+jjR3EslADrHZbEyZMoVatWpRsWJFjh07RpcuXZCk/0q7JH195PAlSIUOIBX8Aanw78hhc5CyqDmGpC0F5meBjFvMqkhYrBJ9Bh8nLk70G/AHqqry6tDPifx7DHLEeqSQD5BCpxMvr+Wxbn8Qf030JBNyv88//5wxY8awbds2atasiUZbgqCQcUQUPUFE0Sg2/fAO0z4OR6ur5utQcy2RDOSALVu2UKNGDXbt2sVvv/3GuHHjMJvNmY6XZDOSpjCSlPH07f2Qgt6EgOdJq2K4cXwJJDOSpgSmYmspVKwe9evX58iRI1l+fiF32bhxI9euXaN3795I2jJIxpZIhmYULVaFLl26MHv2bF+HKAhuTZ8+ncmTJ7N9+3aqVq2a7uuSJNGyZUu2bduGaLibOdGOOBv99ddfDBs2jCNHjjBjxgzat2/v65BuUpUEVMt6cJ4ByYRkbAm6ujdnKpYtW8bQoUOZM2cOTz0lptXyI5fLRc2aNZk0aRJPPJG+V/uJEydo1qwZ58+fx2QSGxYJOU9VXVxN/Ynz1+eTbD8JQKC+MmVC+1HI3IpJkyazePFifvzxR0qVKuXmOCplypS5eVtWSE8kA3dBURX+SDjBhkvb+MdyBZ2spUF4LR4v0pQChv/2DLBYLEydOpWZM2cybNgwhg0bhtGY9Vf52e3gwYN06dKFnj17Mn78eGT3tY9CHrN48WLmzZvHzp07b7tddavOnTvTpk0bXnnllRyOTsirbM4LXE1cRLJtNyoKgYZ6FArqg/EudwtUVDuHogeSYDuM6459WzSSmZioACYOimXL9z9RtGhRj8fr06cPdevWFc/lTIhkwEsWl5Xxx2ZxIeUfrMp/Naw6SQtIvFSuOy0KNWLdunUMHTqUunXrMm3aNLfZal5w9epVunXrRlBQEMuWLSMkJMTXIQlZwGq1UrlyZb766iuaNGmS6bjdu3fTq1cvTp48iVYrKpGFzKmqyuWE6VxJmoOqKvzXWVWLJGmJCOhOibD3kCTvLir+jHmb6JSNKGrGHVPtNigS0I6HSk7z6nhLly5lzZo1rFq1yqvx/kZc6nnp/eNzOJd88bZEAMChOnGoDuaeXU6HwV154403mDdvHitXrszziQBAoUKF+PHHHylTpgwNGjTg5MmTvg5JyAKzZ8+mZs2abhMBgMaNG1OsWDFWr16dQ5EJedXVpAVcTfocVbVxe4t1J6pqJS5lBZcSvGt1bnddIzplQ6aJAIDeANddP2F3XfPqmC1atGD79u0oiuihkhGRDHjhTNJ5ziRfwOFmYwsHTsI7lSIyMpLWrVvnYHTZT6fTMWvWLEaOHMkjjzzChg0bfB2ScB8SEhKYPHkykyZN8mr8qFGjmDJlilh8JWRKUW1cTvgIRc18B0xFtXA1aT4uJcnj8a6m/IB3b08SV1K2eBVj8eLFKViwIJGRkV6N9zdi3s8L30fvxKF43kzIGaQS47pGcQrnQFQ5r2/fvlSrVo1u3boxcOBA3nrrrUzvNQu519SpU2nfvj3Vq3tXstq+fXtGjx7Ntm3baNWqVTZHJ+RFCZZtgBfJoipxNmoJtoSmJCQk3Py4fv36bf8uXfsEtVtZPLRoT0tC7Hex7XqrVq3Ytm0btWvX9vox/kIkA164bL2K4sUTXStpiLVdo7gpfyYDAI0aNWLfvn107dqVQ4cOsWjRIgIDxYZGecXly5f57LPPOHTokNePkWWZkSNHMnXqVJEMCBmyO6NQVLvHcSoWFi6ZzLqvZxMSEkJoaCghISG3fZQqVYoi5UxI/IjHHV1VHXpNqNdxtmzZkgULFjB8+HCvH+MvxAJCL0w6Npvfr3vu6W+SjbzzwGAqBZXNgah8y2az8corr7B//37Wrl1LuXJp7YtV1Q62n1AdxwANkr4u6Bt7vWhIyF4DBw4kICCADz+8u22q7XY75cqVY/369eKqSkgnJulLoq6PR3Vzjz+NhqIhwygaMtjtKJsrll8vtkLBfYLhsKl8ODiQHs8M5JlnniEgwP1OhHFxcdRvVJ49v3+LTqsnUF8dnUZ02ATQvPvuu+/6Ooi84PD14zhVdxsJgUHW8UKZp5D94I1Pq9XyxBNPoKoqvXv3pnbt2pQpegzie4LtR7DvAcd+sP0AqctA9yCSprivw/YbqqoSZTnGjiuL2Be3hlNJe7h6OYb3Rk/lm+XfuG16lRGNRoOiKKxatYquXbtmU9RCXqXVFOBK4hdIkvvFeZJkoHjoW+g0Bd0fTzaT4jhLqvMiKhm/7sqSgSJBj1K9VF+WLVvGsGHDiIqKolSpUhQqVCjd+BT7KS6kvEnrrvFcs/5EnGUrUQnzSbYfI9hQF62fb9kuZga84FCc9D/wJknOzLd61ct6uhR/lKdL5p7GQjllx44dLF/Uk4/HB6HTZrbI0ogUvhhJL64qs1uqM5EVF/9HrO1vHKqNG/dyXTbQqDr6VZtBQWOZuz5uYmIi1WuUZ8PPb6AxnwJUQoz1KRz4FLq7mKoV8pfLly/zxhtv0LTjNmrV1SDJmSUEGky6qlQtusmr47oUC79Hv0iS/VS6hYmyZCJQX5G6RRahkdMaYv3999/Mnz+f+fPnU7ZsWV5++WW6deuG0Wgk2XaUyOjnUO7oV3AjLp0cQu1i32HQeu5XkF+JZMBLZ5IvMPbox6Q6LMia26/89bKOqkHlGVNtEBrJ3d6Z+ZOq2nBF10eWMl9JDICmPHLBzTkTlJ9yqU4WnhtMvO0fXGSUmEkY5AD6lZ9NsC7iro59OXE5J6++g6pIaPVpV2uyZEzr7hY2ghIhL2bBdyDkFTabjRkzZjB16lT69+/PqDdeJir5GZyuGNR09/q1aOUQKhdZj0FbwutzKKqD6OQN/JUwn1THXwCYdWUoE9KPooEdkCV9usc4HA42bNjA559/zu+//07v3r148tXdKFKsmzNpCDHWo0aRpV7Hlt+IZOAufLx4Jj+m7CWwdgE0kgYFhUBtAJ2Ltebxos38MhEAUC3rUBPfgQyz7luZkAosy7KNl4T0jifuZOM/03G4uXcro6V2WFvaFB3o9XGvJH/HmbgxmdZ9y5KJcmFvUjT4ubuOWcg9VFXBqaYgSwY0GbzR3rBp0yaGDh1K5cqV+eijj6hYsSIATtd1LidMIy5lJTdKA1WchJs7Uyx0ODrNvS+uTmtkxF2tPzp37hyrN02gRosdmALcVz5JGKhbfAtGnffJSn4ikgEvpaSkUKlSJdauXUv1Og9yzZ6AVtJS0BDu9+V1SsJ7YFnmxUgTUvBbSObu2R6Tv1p87nUuWT03htJJRl6vsgKN5LmgSFWd7P27AU4lwe04jRRAw5L7kGWD1/EKuYPFGc1fCYv4O2k1iupAxUWovjrlQ/tTyNz85mvc6dOnef311zl16hQff/wx7dplvLW6olixOv8CFAzaMmhk9wv7stO5+Pf5J3GBx3GyZKZ8+DsUCfLPvVhEaaGXZsyYQZMmTahXrx4AJlPe22sg29zVjEj+X1zpS9ccl70aZ3famPnZRwTpCxAUFERgYGCGf5rNZuItO1DdNNy6QQViU7dSKLDjfX4XQk5KtJ1gb/SLuBQL6i23lq7b/+BwzCiKBz5BKf1rTJo0ifnz5zN69GhWr16NXp/5zIEsGzHr0+8g6AuKavM8KG1kWjWUnxLJgBdiY2P56KOP2LNnj69DyZUkfT1UyypQM19gmUYFXa0ciclfeXOlD4Ckcv7cRRLjTpCcnExSUlKGf1qtVnoNKkjvwQHodO5nwBQ1hVTH2Sz4LoSc4lJs7IvujzOTroAu1cKF66t5b/IXBDibceTIEa82BcpNAvSVkSWT2+6IABIaTLpyORRV7iOSAS9MmjSJ7t2737wvJtzB0BLwYnZAWw5JJ36G2alCYAMOX/seJPd3/woaS/HWB7M8Hs/lcnE+bh6XUj8BDzXfIGe4oEvIvaJTt+LycOUsaRz0HV2axyoszJO3RAsGdOBc/ESP4zRyICHGBjkQUe4k5mw9OH/+PIsXL+Z///ufr0PJtSRJhxT6IZDxrRNFAVUyI4VMydnA/Myff/7Jp8PX4rS774ehk4w0injaq2NqNBqKhLb0qneGLBkINTby6rhC7vB30up02wNnRNIlk+I4n/0BZQOtHETJkEHIkinTMQ67ROngMXky2ckqIhnw4H//+x+vvvoqRYoU8XUouZpkaI4UNhvkIiCZcbpk7A4ZMHI+SstXmzog6Sr7Osx8KSkpiREjRtC8eXMeb9KFR0u8hFbKeBGfVjJQPrAuD4Q09/r4AfpKmHXlcfdyoSgq9tRAggziNlBe4nC5XxR6g4Q201sJeUHJkAGUCO6HhB6J/343ZMmELBnZsrwIrw/4EpfLfSKdn4lqAjcOHz7M448/zunTpwkKCvJ1OHmCqqpg38dvuxdz6uQZevX9mDPndTRq1Ij9+/dTtmz+adVsdTj5/tBJlvxykOhrSeh1GlpWL0/PR+pQrnD2tzhVVZXly5czYsQI2rRpw+TJkylcOK1061Tibn6+uogkRwyypEVFQSvpaVDgKRoU6HLX7aEtjvMcvvwkTiUZuLOpjASKkTf6JNG4Xjfef/99tFpxBzIv2B89kBjLTo/jZMlA0+LrMOvydhdRuzOGy8nLSbIeQpI0hJoeoXBgFxw2Le3ataNy5crMmTPHL2cIRDLgxuOPP06HDh149dVXfR1KnrNixQq+/fZbVqxYAcCUKVP48ccf2bp1a774RbuakEzvWd8Qn2zBYv+vwYpWltBoNIzs2JTuTWpm2/n//PNPBg0aREJCAp9++imNGzfOcFys7SJJjjgMmgCKGMsj30cvDKvjb87Evct1656bawMU1U6IsR7lC4wlNSGYHj16YLfbWb58+c3EJCcoSgKqkoQkhyH7sIwtr7mauoNDV0d6vFUQrK/Cw8W/zaGofCMpKYlWrVrRsmVLJk+e7Otwcpy4TZCJn376idOnT/PSSy/5OpQ8yWQykZr63wvM8OHDiYuLY/HixT6MKmu4FIU+c74l+nrSbYkAgFNRsTmcfLj+F3adOO/1MVXVhWr9ESXuGZQrdVGu1Ee5NgjVfvC2cYmJiQwfPpwWLVrQrVs3Dhw4kGkiABBhKEXZwNoUM1W6r0QAwKgrSfUiC6hfYjtVCk6nSsHp1CvxEw8WWYxZV46IiAg2bdrEww8/TN26ddm9e/d9nc8bNuvPxMV05OrlGsRcbcbVy9W4Fvs8DrvYs94b4fpGJMaruNxUjsqSkUphQ3IuKB8JCgpi8+bNrF+/XiQDQhpFURg9ejQTJ050W0srZM5sNt+WDGi1WhYsWMCoUaO4cuWKDyO7f7tOXiAmMRmXkvmkmtXh5JPNu7w6nqpaUON7oV4fAY6DoCaCeh1sP6JeexElYSyKorBs2TKqVq3K9evXOXr0KIMGDUKjyfmul3ptIcLNLQg3t0jXy12j0TB+/HjmzJlD586dmTVrFtk1+ZicOJ1r8f1w2H8HHKBaAAc224/ExT6JJXVjtpw3v0hJSaFr124snRiAWV8UmTsX2GmQJQNVwl6nkLmpT2LMaQUKFOCHH35g3rx5zJkzx9fh5CiRDGTg22/TpsOeftq7FddCeiaTCYvl9rre2rVr06dPH4YMydtXGct3HSbV5mGfdeBsdByX4hM9jktLAo4Ad07VqqBaUFJW8/n0ekybNo1vv/2WBQsWZLgrW27SoUMH9uzZw/z58+nVqxcpKRTvCsYAACAASURBVJ56UNwdm3Unycmz/k0A7pT2c0u4PgSXMypLz5tfREdH07x5c8LCwlj59Vaal1yHcrkDMVEyWikQvRxGicDONCm2gjIhPXwdbo4qVqwYP/zwAxMnTmTZMm86q+YPIhm4g91u56233mLKlCnIsvjx3Ks7ZwZuGDt2LAcPHmTdunU+iCprXLme7NU41eXi2w2b+O2334iKisLpTD8Xqzovgu0XIPNab1m28cLTNvbv20WjRnmndK98+fLs3r0bWZZp2LAhp0+fTjdGdf2Dao9EdV64qxmElKQZmSQCtx2clOQv7jbsfO/YsWM0atSIjh07snDhQvR6PRrZxKavYoje3YM2ZfbSuvROahR8jyB9eV+H6xPlypVjy5YtDB8+/LbXKlVJRrFHotgjUfNwdUVGxJLfO8ybN4/y5cvTqlUrX4eSp2U0M3Dj8/PmzaNXr140a9aMkJAQH0R3f4LN3rWidioKm9etZcn5M1y6dImYmBgiIiIoXrw4xYsXp1ixYjzdIZaHaznxNNtv0OuQnHtB2yILvoOcYzabWbx4MZ999hlNmjRh3rx5dOrUCdW2HTVpOjjPgaQD1QmawhA4GIwd3S4yVVUbdvtvXpzdjtWyhuDQd7LuG8rjfv75Z5555hk++OADevfuffPzqqqyceNG1q9f78PocpcHHniA9evX0759e1at/JyGNXejWDbCjS6fqhPZ1A5t0CgkTe6eqfOGSAZukZSUxIQJE9i0ybv9toXMZTYzANC8eXPatm3L6NGj+eyzz3I4svv3ZP0HOBZ1xeOtgqIFQtk07eubb2xOp5Po6GguXbrEP//8wz///EOgcR0ajRe1zaoCirstWHMvSZIYOHAgderUoVu3bsjWpbRrdhKJf3dAvNEBz3UBNfF/4PgTKfjNTI+nqqmkTWp6/rmpXjTU8RdLlixhxIgRLF++nJYtW972tePHj6MoCg888ICPosud6tWrx9rVn1Eq9HWcqTpkyZW2Cce/FMs67LYd6CO+Q9IU812gWUAkA7eYNm0arVq1onbt2r4OJc8zm80ZzgzcMHXqVKpXr86OHTto1qxZDkZ2/9rUrMTUdTvcJgNGnZaXWze47QpXq9VSokQJSpT4b4tUJckCKQtIX7t/B0kGOW/3umjQoAGH9n+DyfoCEpncElAtYFmOamiCZEhbtOZwODhy5Ah79+5l79697N+3h80b7RiNnktUZblgVn4LuZaqquA8As7zaTMt+gZIcvjNr40fP56FCxeyfft2qlWrlu7xGzZsoH379vmi7Der1a2yFJdNm5YIpOME5TqOa4PQR6zx6nh25xWSbL8DCiZdZcz63NGi3a+TgWtWC8kOOwWMJpLirzFz5kwOHDjg67DyhTtLC+8UGhrKrFmz6N+/P5GRkZhMmbcKzW0MOi1zX+pKnzkrsTqcOF23v5Gb9Fo6PFSVzvU9X2VJxvaoKV/CjavkzKgu0D98H1HnDmHGtaiqh6t61ULM+Yl8uGADe/fu5eDBg5QpU4aGDRvStGlTRo0aRUjYPGyW1e6PgxlzYJ8s/g5yH9X2C2riuH9njqS0D9WOamiO0/Q/Xhowmj///JM9e/Zk2kl148aNjBo1KkfjzgsUxxlUxwlk2V2y7kJ1nERxnEHWVch0lM15ib/i3iLRuhdJ0v37WSdGbTnKFJhAkMG3F6F+2XRoy4XTzDy8m5PXY9DKGlyKQnhcElWvJrNw8oe+Di9fUBQFrVaL0+l0uxCzW7duVKxYkUmTJuVgdFkj+loSC7cfYM2+ozhdKg6ng2JBRkY99Rgtq5f3+ipLie0KzuNAZsXeRjA9iRzyblaF7jPKlXqgem6BqygwZWFPGjRoTL169dKtLXE6zhIb8xhkehtAQpLDKVh4N3Ien1FxR7FshIQ3ySiZVNFyNVZlxMRyzJ2/goCAjJsxXbt2jdKlS3PlypU8lZTnBGfyfFxJHwCeqod0aIJGog3sl+FXbc5LHL3cEaeSQEYJrCwZqVxoIcHGhvcd873yu2Rg4v6fWXriMBbn7f+5qqJg0uqY06oLLUr47zaWWclkMhEXF4fZbM50THR0NDVq1GDr1q3UqpU3+9q7FIVkq53p0z4kJTGBDz744K4er7picFztgsN2BVO6qW8T6KojhS9Eygc7AirRNQEPVQAAaJAK/Y4kZ/7csdl2cT3uBVTVxW1vhpIZWTITHrEarZsrtbxOVZJRrzbG3ayS0ymhCeiMJizzTcKWL1/O0qVL2bBhQzZEmbc5kz7FlTwdT7fxFBVOXXwMfcgQKlasmK4d9/ErPUm07sXdTJZWDqNOiX1I3m5DnsX8qnZuy4XTGSYCAJIsY1VcvPLzd8RYsrYm2l+5W0R4Q5EiRZgyZQp9+/bNsPQuL9DIMiFmI480bsTevXvv+vGSpiC9h4aw72htkMJIu3unAU0ppOC3kMIX5YtEAEirGPCGZEr7cMNgaELBwnsJDB7Gxb9lFCUMrbYawSHvEVF4b75OBABUyxrwMPuk1apIts1uy+A2btxI+/btszq8fEHSlvT4PARwOLRs+eEYHTt2JCgoiBo1avDss88yYcIE1m34gkTLPjwteFVUO9cs27Io8rvnV8nAzMjdGSYCt1JUha9OilamWSGz8sI7vfDCC4SHhzN9+vQciCr71KtXj0OHDuFweG5IdKt169ZxOPIsjR/9EqnQXqRCvyEV+h254I9I5u633F/MB8wvQLpOd3fSgfkZr26zyJoCGE0DaNo8lvCCvxNR+EfMAT2Q3cwo5Bu27Z57LUDagkLH0Qy/5HK5+P7770UykAnZ2AYyW+x6C4NBz8i3t3DmzBni4uJYtGgR7dq1Izk5mT2/L8SS6vk1QVFTSLDsyIKo743fJAPXbRZOXovxOM7mcrH6TMa/OMLd8WZmANJKzz7//HOmTJnCmTNnciCy7BEcHEzZsmWJjPQ+mUxJSWHIkCHMnj0bg8GAJElIcpDb6fG8TDJ1AjmEzF56VBWQTEjm570+5oULFyhSpAhGo3f9H/IN9W6SzoyvSvft20fRokUpVapU1sSUz0iSEU3ga+5nByQTmsAhSFLa889sNlOnTh169erF5MmTGTb8NQICvft9Vu7q/zRr+U0ykOywo5W96+Oe6mH2QPCOp/LCW5UrV4633nqLl156CbvLwa6YI6z6ezsbLu3mqvVaNkeadRo1urtbBePHj6dJkybp6r7zK0kOQCqwHDTFQLp9QZvdoSMhSYawpUje3k4ATp8+TcWKuaM8K0fpawBe3D5S7aD9r5Ngot3KpovHWXE2knk/b6KtmBVwSxPQD01AX8DArT9vux1cihZNQB80Af0zfbxJVwlvZhdkyUSA3nd9HvymtDDcYMKleKjl/ldhc2A2R+MfPJUX3mnIkCGsOr+dztvfQKvX4VCcaCSZ2eoaaoSWY3TVnoTpc/fK8IYNG7Jt2zavtr0+duwYCxYs4MiRIzkQWe4haYpBxFawbUdN/QqUqyCFog3syuNd3+O1136nR48qXh/v1KlTVKpUKRsjzp0k87OoKe53AVUUlavXilC0cBEsTgfv/b6V7y78iVaSUVFJLaYl0BTEg6d/p2fFh3Io8rxFkiS0QcPQmLrjTP0S1f4boHL6bAAz58awcMlwt48P0D+ITlMYm/O823EqChGBXbIu8LvkN8mAWaenVcnybLlwGsVNlhag1dGnWt0cjCz/upuZAYDlUT8R8mRlHDhxuNK60jnVtOnNw9fOMOj3j/is7giCdbl3v/qGDRsyceJEj+NUVeWVV15h7NixmdZ+52eSpAVjayRj65ufk4GZM4vRuXNn2rVrR1hYmFfHOn36tH8mA5riqOZnIHUFmVVoqBgZMiaaFFdHpJc68pclAZvL+d9OGAYdyYqT9w9t44olmeE18lYDsJwkaYujC37j5r+r1Ell/aZS/PXXX5QtWzbzx0kSZcMnciqmL4qaceWHLJkoHjIYrRyc5XF7y29uEwAMqdUYgzbzWwWyJBFsMNKuTOUcjCp/UVUnqmU9SuwTbF7yN82qDkKJ7YRq2YiqZl4tEG2J5+uLP+LIpNbehcI1exKL/9qcXaFniSpVqhAXF8fVq1fdjlu6dClJSUkMHDgwhyLLGxo0aEDnzp0ZM2aM1485deqUf94mAKSgN8H8HGnT14ZbvhAAUjjaiKV8teJ3Ah9twPH4aGyujH+/LC4HC078xqkEz+uqhDRms5nevXszd+5cj2NDTI2pWHA2qsuI9ZbJUlkyIWGgWMirFA0ekI3ReuZXyUDV8ELMadEZk1aHQXP7pEiAVkdhcyAr2z2HUes3EyZZSlWtqPG9URPeBucJtBrSOnc5j6MmvoUa/yKqas/wsWv/2YnioeWFU3WxNXo/NlfGx8gNZFmmQYMG/PZb5hvpXLt2jVGjRvHZZ5+h8bRDkR+aNGkSa9asYd++fV6N99eZAQBJkpGDRyMV3AGBg/nmuxScui5IIdOQCu1C0tdEq9NxsWQwkt59VYpDcfHFCe9+5kKaAQMG8MUXX2CzZb7r6A2hphZMGVGemLOdiAjoQri5AyVChlGnxG8UD3nF562g/a7pEECsJYWvT0WyJHIf15KTqFqiNH0eeIi2pSuLROA+KNeHg3UrmW/HawRTe+SQ99N9ZcCBDzmb/I/Hc5g1BqbVGkyFoOL3F2w2Gjt2LA6HI9OuigMHDkSSJGbPnp3DkeUdS5cu5aOPPmLfvn3pGrjcymazERISQnJysttx/sDlcqHX63E6nbe9sUSnJtFiw5xMZwVuVdwczM5Onte7CP959NFHefHFF3nuuefcjjt//jx169bl4sWLbhux+YpfzQzcEGEKYHDNxrwRUJKaPx1m/RO96VL+AZEI3AfVFQPWLWSeCABYwbIeVYnHYrHwxx9/sGLFCsaNG8f5C+e9PJOE6mlTHx9zV1Gwb98+1q5d69W6An/Wo0cPQkNDPSZM586do3Tp0n6fCEBamWpAQEC6K0yXqiDj3VWny/+uDe/bwIEDvUrs58yZw/PPP58rEwHw02TgBqvV6n+1ydnFugVvnk4Wq4O3htUjLCyMZ599lm+++QabzUZ5fVGvXrCcqovipty9E139+vU5cOAALtfttd0ul4uBAwcydepUrxfH+asbMyfjx4/n0qVLmY7z5/UCd0pOTiYwMH0lVEFjoKdGhUDaFkdVwwplfWD53BNPPMH58+f5448/Mh1jsVj44osvcvUaIZEMiGQgS6hKPB533gMMBhg29EWSk5P5888/WbVqFRMnTuSNVv3Ryu6v7jTItChUG7M2d/+fhYeHU6xYMY4evb151ezZswkODqZnz54+iixvqVKlCi+//DKvv/56pmP8eb3AnZKSkjJMBvQaDd3L1ULnZsMwAJNWR/8qvtsoJ6/SarX079+fOXPm/L+9+46v+fofOP763J1EhhAkxI69V61QxKxRo0WpVdSm6KQTraoqVWpXq/amRuwYFXvW3rFXjIy7P78//ORrJPfekNyRnOfjkcejzT333nci997355z3eZ8UxyxcuJDKlStTuLD7tsjO9MmAVqu1P1CwS1JkBex/SCskHdlzFH5pWjfUOweNg6uiVSRf5KRAwkftRZcCTdIi3HRXvlYtZu7cyZL//uPozZtcv36d7777jsmTJ7u8UMiTDBs2jH379hEZGZns7WJm4H9SmhkA6FWiGn5qHVIKqwA6pYrKQaG8kUN0InwVPXr0YOHChTx69Oil22RZ5rfffnOo94grZfpkQMwMpBFdI+yd7PWEFXQNkr2lb+GWtM5TG42kwpL4pAukAgmtQk1+n2AmVRhMdq1/svd1F9cePaLD4sUcKFaM9QkJfLtlC+8tXkzE7Nk0792b4sWLuzpEj+Ll5cVvv/1G3759k+1ZIWYG/sdWMhDklYVp5d/CfPMuWkmZtCCnVijRKpQ0yFOEKeFtRKL6ikJCQqhXrx5///33S7ft3buX2NhYGjVq5ILIHJepq25EMpB2JGUQsq4+6DdhczeBrgmSIjD5x5AkuhZ8C78TJiZvm8u7vTuhU2qolq0khX3zpFvsaeX6o0c0//tvHhsMTzrBK5UkPD20SKcjOksWoi5epLaNBiXCy5o0acKsWbMYPXo033777XO3iZmB/7GVDAD8+PmXtMufn3adOrLmygkeGvXkzZKVVgVKk9vHvZNsT9C7d28GDhyYtFvoqd9++40+ffqgsLNM42oiGRDJQJqR/H9AtlwH0yle7ojmBepSSP7fJnfX52yL3EyDPJXoUahZusSZXj7bsOFJIpBCRbbebGbg2rXs7dULjegvkCrjx4+nXLlydOjQIWkmIC4ujtjYWPLkcf9E0RlsJQNr1qxh//79/PHHH3h5eVE+u/tuzfVUderUwWQyEbVzC8Uq5UbGiuWhjn/++YcJEya4Ojy7MnUyYDAY8PV17173nkSSdBD4N+jXIMdPB/MFZFnm7EUoWn4k6Bo/aUNrx4YNG1iwYIETIk471x8/Zv+1a3a3ZlmtViLPnqVZMcd77wuQJ08ehg0bRp8+fZi/aDlRu89y8swFildsyr3YeIKyiddxXFxcsu9ncXFx9OnTh5kzZ+LlZe/4aOFV6a2P6D2xBgf9f+BkjDcgYTAlMuiPcFRZ3LdR2lPuPW+RzsTMQNqTJDWS19sosq9BynkCa7ajVGl0nfsJ1R1KBC5dusSDBw8oW7asE6JNOwevX0flwNV+vMnEjsuXnRBRxtPzw948lorSpudUJs+JInLHJbyCKtG2zwyGjVlJot7933DTU0ozA19++SV16tQhIiIimXsJaSHB/ID5F3ujCL2GUgNGawJGazyS0kpA0UTmXerFfcMVV4dpk0gGRDKQbiRJQq3RULNmTbZu3erQfTZu3Ej9+vXdfn3tRVarFRxs2GK2JH+2vJAys8XKx6OW45W1EBYrGI1Pf4cKjCYLuw9cYMBXizCZMu/vNrmthfv27WP+/PmMHTvWRVFlDhtvjCHefB9rcmerSDIGazyrr36FOzf89ax33DQmkgHnqFevHps3b3ZobGRkJA0aJL/bwJ0VzZ7d7tkKAF4qFWWDg50QUcaybfcZzl64jdmc/I4Vo8nCxZi7bNp50smRuY8XZwZMJhM9evRg7NixZM+e3YWRZWyPTXeISTiUfCKQRCbefJcbif85La7UEsmASAbSXb169diyZYvdcWazmS1btlC/fn0nRJW2igYFkTcgwO44qyzTqkQJJ0SUscxdvpdEg8nmGL3BzN/LX++gHYvVSqLJ5NZXcCl5MRn45ZdfyJkzJx06dHBhVBnflfgDSNhfIjTJei7EJd+m3B1k6gJCkQw4R5kyZbh37x5Xr161Wfm9f/9+QkNDCfbQK+eRERF0WrKERHPyVwheKhUDqlXDVzS6SrWLMXcdGnflWiyyLKd6v/zuy1f4PXov0TExSIBWpeLdMqXpVqkiIX6eUZz4bDJw/vx5xowZw969e0XvgHRmlg0On5dilu13aXWVTD8zIDoQpj+FQkGdOnXsLhV46hLBUxVCQpj+9tsE6HR4PVNM6KVSoVWpGFi9Oj0qVXJhhBmfLFtZuXIl167ZPwHzqfE7/6Xn8hX8e+UKVlnGIsskmEz8fegwTf74k+M3b6VjxK/HaDKzdv8p3h83n2PeRZl3Jp65Ww/Ss08/Pv30UwoWLOjqEDO8AHUICsn+zIBK0pJVE+qEiF5Npk8GxMyAcziyVLBhwwaPTgYAquXNy55evWiTNStZr13j3VKl+KxWLfZ8+CE9KlUSV2mvqHB+xw7Q8dFamTp1KuXKlSMkJITmzZszYsQI1q1bx507d14av/HsOWbu20+i6eXZHLPVSpzRSOdFS4g3ut9Ohav3HtJ0xB+MWLiJo5duYlbpuB1vYtzKKO4WepM6b7d1dYiZQqhPBZRS8m3UnyUjU9SvrhMiejUiGRDJgFM8LSJMaS32wYMHHD16lPDwcCdHlvZUCgVcuEAjLy9+aNCAjuXKiaWB19SxZRW8tLbfcHVaNUN6NWPdunXcvn2b3bt306lTJ+Lj4xk7dixhYWHkz5+fd955hx9//JEtW7bwy/adKS7rPGWyWll98lRa/jivLcFgpMsvC7nzMJ6EF2opzFZApaH/tFXE3HngmgAzEYWkJDzoQ1RSyq9xlaSjfNbW6JTuu+QkkgGRDDhF4cKFkSSJM2fOJHv71q1bqVGjRob59zh27BilS5d2dRgZRniVwpQqFoJWk3yZk1ajomihnNSt+aSZkyRJ5MuXjzZt2jB69Gg2b97M/fv32bBhAy1btuTWrVsM//4HTt+2vwSQYDKx4EjKx9O6wpp9J4nTG2zuYDGYzMzatM+JUWVeJQIaUj3oA5SSBqWkSfq+AhVKSUNJ/0ZUD+rqwgjty9TJgMFgyDAfPu5OkiSbWww9vV7gRceOHaNUqVKuDiPDUCoVjPmiFQ1rl0CjVqLTqrFaLei0ajRqJXVrFGXcV21QKVN+S1MoFBQpUoT33nuPcePGMXvBfLJ4ezv0/A/1KZ234Rpzow6TaLQ9o2GxyqzZfwqzxbHiNuH1lA9sRddCc6gY+C6BikJcP5lI6YBmdCwwgzdz9UOS3PvjVuwmEMmA09SrV4+VK1fSp0+f574vyzKRkZH079/fRZGlrcTERGJiYsRpemlMrVbySe8G9OoYzva95+jVewCTJ42ndtUi+Pumvs1uNi9vTA5+UAb5+KT68dPTnYdxDo2zWmXi9Ub8fcT7nDP4qLJRLagLpb3a0Kt8Tn6M3+XqkBzm3qlKOhPJgHPVrVuXrVu3PunW94zz589jNBopkUH23584cYIiRYqgVtsvKhJSz8/Xi6b1SnPt7DaaRZR5pUQAIJuPN6Vz5rQ7zketpmN592qPrUthueRFVtnq8Fgh7fj4+GAwGDC6YeFpSjJlMnDj0WP+PnAYRfnKbLoUw2ODe00BZlS5c+cmKCiIw4cPP/f9p7sIMkqlvVgi8ByDwqujU6X8YSkBPloNDYu41zHJDcsXRW1jSeSpMvmD0apFMuBskiQREBDAw4cPXR2KwzJVMvBYb6DXkpVETP2DH7fuwCf8TcbsjKb6xGmM3rIdi1WsraW35LYYZrR6gePHj4viQSd53QSyWt68fFm3DjqVCuULj+WlVpHN25t57d5FayNhcIX3apeze36Hl0ZFjwZvOCki4UUBAQE8eOA5uzkyTTKQYDTx7pwF7Lh4CaPFgt5sRlIqSTCZ0JvNzD14hI//We+RbUg9Sd26dZ8rIjSZTGzbts0jWxCnROwk8Cxty5ZmRacOtCldiiwqFZjNhAb4MzQ8nI3du5I/a1ZXh/iSPNkD+LpdBLoUrvp1GhXta5WjRon8zg1MSOJpyYB7pbvp6O+Dh4l5+AhjCgVDerOZTWcvcODqdSqF5nZydJlHnTp16Nq1K0ajEY1GQ3R0NGFhYRnqIJXjx4+LZYJ0ltZJe+Fs2RjVsD7N/H0ZNGgQW6Pdt4f8U29VLk7ubP5MXvsve09fQaWQQKEg/u51fhzYhUaVirs6xEzN05KBTDEzYJVlZu09iMFOcxG9ycSMPfudFFXmFBgYSFhYGHv27AEyRtfBZ92/f5+4uDjy5s3r6lCEV2C1Wj2qdqVcwRCm9WtDzgtb6VMtL+u/7U7wtX3EXXLf0/EyC5EMuKEHiXqHigRl4PD1m+kfUCZ2Oz6OXG83p9/+aKrOnMJCzARUqYzRkjHOoT927BglS5b0qA8UT5Rey3myLNtdi3dHl86doWqZ4mT386Fr16788ccfrg4p0xPJgCCkIPLcWd78cyZnA3x5rFRwOz4ec1B2/roRQ8O/Z3M73rG90+5MFA86T3okXJ42MwBgsVi4fPkyBQoUAKBVq1b8+++/3Lhxw8WRZW4iGXBDAV46smg1dsdJQJlg+/uOhdQ7cvMGH21Yi95sxvzCVV2CycTVR49ot3QhZg/f0SGKBz2bJ84MXL16lezZs+Pl9aTfgo+PD61bt2bOnDkujixzE8mAG1JIEl0qlUersn3MpE6t5oM3xBGz6eHn6F3obdRsWGQrd+Lj2XzxvBOjSnuix4BzpNcygSfODJw/f/6lo4qfLhWI3VGu4+/vL5IBd9SpUnlC/PxQK5NPCLxUKmoXzE8VsZMgzT3QJ7L32lW74+JNJmYfPuiEiNKHLMtimcCJ0uND2xNnBi5cuEChQoWe+1716tWxWq1JhbqC84mmQ27KR6Nhcad2VArJhWwyofn/F7xWqUA2m2lVugS/tGjicVcFnuB2fDxqhe1ZmaduPH6cztGkn5iYGHx8fMiWLZurQ8nwxMzA/5w/f/6lZECSJLp06SIKCV1ILBO4MX+djnK3rlL+wimG1glnQM2qfFm/LiHbIin+4O6Tc+iFNJdFo8FsdWy3gI/Gfm2HO5JlmaNHjoolAicSMwNPJLdMAPD++++zePFiEhISXBBV5mayxqPKdZ781e9z+sFSEsx3XB2SXZmm6RA8yfonT57MnDlzqFa5QtL3tf368eOPP9K2bVsXRpdxhfj6EeLrx8UHsTbHealUtC5e0klRvT5Zltmz8yyL/tzJyWNXsVpl1JpqLJ7zL01aVsQni9bVIQqplFFmBgDy5MlDlSpVWLFiBe+9954LIst8ZNnKoXuTOfVgMbI/VGpp4cDdX9l/dwK5vatSPefXaJTudQLmU56VAr+mDRs24OfnR9WqVZ/7frNmzbh9+zbRHtB1zFP1r1IVLzv93RWSRJsSnpEMyLLMz9+t5IdhS/jvSAxW65Npa7NRwZypW/mw3WTu3n7k4igzLtFn4H+Sqxl4SvQccB5Zltl16ztOPViCRTZglQwoVdKT/5aNXIvfzfqrPTBb9a4ONVme9Vf/miZNmkTfvn1fyvyVSiUDBgxg/PjxLoos42tRtDg5Yh8gJbOjQCFJeKlUTGv6Nn5azzhSeuncaLZvOoE+0fTSbQaDmft34/ii/9+imjsdiT4DTzpel5xRYQAAIABJREFUWq3WFOtUWrRowaFDh1j77wFW7zvBxiNneZTgnh9Gnu6O/igxcduwyMn/fq2YiDNd4/SDxU6OzDGZJhm4ePEiu3fvpn379sne3rVrVzZu3EhMTIyTI8scZsyYwbW/5jHqzQiKZMuGWqHES6UGi4Wy3llY3rYD1UI9o4WvxWJl4ewdGPQvJwLPjrl14wHHD19xYmTC6/K0mYGn9QIpJTCbj18kf8dPGb44ilFLtvDV/A3U+3oaw+auJ15vdHK0GduJ2LmYZdudbi2ygRMP5rvlRYLn/NW/pilTptC5c2e8vb2Tvd3Pz49OnToxadIkJ0eW8W3bto3hw4ez5p9/aFehIus7dOHfbj2J7NiZHhYF2fceoEg2zzmo6MTRGMxm+82RDHoTG1YfdkJEmY/YTfBESvUCAH9HHeTbRZswSirMSCQYTcQbjBjMFiIPn+H9CQtIMKSc0Aqpc0d/jCdN7W0zWh5jsLrflsNMkQzo9Xr++OMPevfubXPcgAEDmDlzJvHx8U6KLOM7d+4c7dq1Y/78+YSFhSV9P5u3N3n8/GnVrBn//POPW2bKKXn8MNGhcbIM9+567lZJdyd2E6RcL3Aj9hHj/9mJ3pR8oy+j2ULM3QfM3LQ3vUMUXuSmyabn/NW/hoULF1KxYkUKFy5sc1yBAgUIDw/nr7/+clJkGduDBw9o1qwZ33zzDXXr1k12TNGiRfHx8eHQoUNOju7V+Wf1cSh5kSTInsPPCRFlHolmE4tOH+OdNQvJ8dVHtFk5j5XnTmCw2D6R1FGeMDNgtcrs232OqRM2sG/HfSRTMAnxz09PL9h5BHt/ogazhQW7jmDKIIeEuVo2bXGeNLW3Ta3wRqtwv/eFTJEMPC0cdMSgQYOYMGECVg/vke9qZrOZdu3aUb9+fXr16mVzbNOmTVm9erWTInt9xUvnQatV2x2n1alp3KKC3XGCY07eu031eVP55t/NHLlzE1WO7Oy/dY0vdmwgfP40Ljy4/9rP4e4zAyePX6VD818Y+cUSls6PJj7Wj2P74mjb5GcW/f1vUpK68+RFhz7kLVYrMXc9pzGOOyuRtQMqyXYBtAINxQPaIUnu9zfmfhGlsX379nHnzh0aN27s0Pjw8HC8vb2JjIxM58gytiFDhiDLMuPGjbM7tlmzZh6VDCgUEh2610arSzkhUKoU5MmbjWKlRHvrtHA7IY62qxcQq08kwfT8One8ycSdhHjeWTWPh4ZXr5Q3WMxcssSRkCML9/Tut1R4/sxNPu0/h3t340hM/F/xn8lkxWAwM2dGFAv+3AWA2eLYspskSQ6PFWzL6VWBEJ9qKFNICCRU+KhzUizgHSdH5pgMnwxMmjSJXr16oUzhTIIXSZLERx99xC+//JLOkWVcU6ZMYcOGDSxcuBCVnd4CADVr1uT8+fNcv37dCdGljWbvVKJh83LokkkItDo1OYMDGPVrR7efcvYUs48ftHnQlcyTpGDhqaOpfuw4k4GRhyN5Y/VYZnKZK3UK8ea6X+m+cx7nHrlP57iJP61NdivrUwa9ib9nRTF92h/cPv8fsgNdP80WC7kD3W/K2hNJkkR4ru8INFfHZLCilJ40HVOgxmqWeHDFh8ahM1Ar3LPpkCR7UuVWKt27d49ChQpx7tw5smd3vFrdYDBQoEABNm7cSMmSntEEx11s2bKF9u3bs2vXLrs1Gs9q164d9erVo0ePHukYXdo7vP8ii//axbGDlzGbLRjMjxj8RTvqNSmbbKIgvJqysyfy0Gj/qj/Yx5fdHWwvSz0rzmSg9ZaZXEt4gPGFD08J8FKq+atWJ8oEhqQ25DR1/ep9enaYgtFguzbCYjWh879N3XeqseDcIwymlBMChSTxVsVijOrQKK3DzdQ6dOhA6fJFaNWjDAmmO2iUWfDSl6JSqTocPHiQfPnyuTrEZGXomYFZs2bRokWLVCUCAFqtlt69ezNhwoR0iixjOnv2LO3bt2fBggWpSgTA85YKnipXqQCjfu3Iqp3DWLH9M/acmkJ4RBGRCKQhs9XKIwcSAYA7CXFcv37d4ZqfEUfWJ5sIwJPZhgSLiZ7/zsfs4hqiC+duo7JzBDuAUqGmcoW6DOnZhdolCqJTJz8zJwE+Og19G1dP40gzt9OnT7Nhwwb69PyIIv4tKZe9JyWyvkeB4DL07duXr7/+2tUhpijDJQPxBiMPEhIxmkz8/vvvDhcOvqhXr14sWbKEu3fvpnGEGVNsbCzNmjVj5MiR1KlTJ9X3b9y4Mdu2bSMx0bFte+5Io9FQvnx59u4V27XSklKSUDi43GIxGKlYsSJeXl4ULFiQN998k06dOjF8+HCmT59OZGQkJ0+eJD4+nscmPWtjTiSbCDzLYDGz7ebZtPhRXplS4fhyk/L/CyB/eL8xjcoXQaNSolb9/1u9LOOtURMc6MecgW0JEUsEaer7779nwIAB+Pm9/HsdMmQI69at4/jx4y6IzL4McVCR1Sqz5ugppm/fx8W791FKCiTZSpZq9SjwigffBAUF0apVK6ZOncqwYcPSOOKMxWQy8e6779K4ceNXnuYPDAykXLlybNmyhbfeeiuNI3Se6tWr8++//xIREeHqUDIMSZIIz5OfqJiLNlu6KCWJZiXKMP7GDQwGAzExMVy5ciXpa8+ePSxatCjp//3fKIlfjyZgZxYn3mwk8tpJIkKKpu0PlgpFS+bGbGPK/ymdl4ZK1Z7MyqmVSr5r35A+jauzcu9/7Dx4jPOnT/LLF4OoUjhU1LOksXPnzrFmzRrOnTuX7O3+/v58+umnDBs2jJUrVzo5Ovs8vmbAYrUyeOEadp65TOILVcYKwNdLx7yebSkQFJjqxz527BiNGjXi4sWLaDz0aF1n6NevH+fPn2f16tUOFQym5KeffuL8+fNMmTIlDaNzrhUrVjB16lTWrVvn6lAylD03YuiybgmJNooIdUoVS1u8R8nsOe0+nizLLDq5h+9PbSFRtv8h2yCkGL9Vc20V+JdD5rNv97mkQ7GSo/NSs2jd0GSXqfbu3UufPn3Yv39/eoaZaX3wwQfkyZOHb7/9NsUxer2eokWLMn/+fKpXd68lGo9fJpi5Yz87zlx6KREAsAKP9Hq6/bEUyyus+ZUuXZrixYuzeLF7HizhTPGPEtkwdydzx6xi+eQN3Lh4G3iyW2PLli0sWLDgtRIBeFI34GndCF9UrVo1oqOjRZ+KNPZGcCi9ylZJ8eRLnUrFJ1VqOZQIwJPZhlLB+cCBngJqhZLCfq5vlz3g07fw9fNCkcKSgUolMXR48xTrVXLlysXNmzfTM8RM69KlS6xYsYKBAwfaHKfT6fjmm2/47LPP3O59zqNnBswWK+Gjp/Iw0XZxkbdGzdh3m/BmsYKpfo41a9bw3ccjeT+iO7cu3cE/yI+IjrUo+2bJTDHNZrVamf3tUlZM2YRCqcCQYESlUQISwUUCWXP2b7b/uy3F/uipIcsyYWFhLF68mPLly7/247lKoUKFWLVqldiJkg4WHtrL0JWL8MoTgkapxGi1UDwwiMGValI7tECqHkuWZRpETuJyfKzNcRqFkg0N+xLi7f86oaeJ2zcfMua7FZw6fg2FUkKWnyQ2Wq2Cw6eXErVrOSEhye98MBgM+Pr6otfr3bqxkifq1asX2bJlY9SoUXbHms1mypQpw88//+xw/xtn8OiagWPXbjpU5ZtgNLHi0IlUJwPxD+PZ+vM+spwOYdWZSOT/n57bvng3gcEB/LB+OMEFHLsS8VQT+s9m27K9GJ85oc/0/9ubLh27TnjOluTKHpwmzyVJUtKuAk9OBqpXr87u3btFMpAOTq9ez1s34/jm4x7E6hPJ5uVNDu8sr/RYkiQxrGxDBuxZgj6FdsY6pZqmeUq6RSIAkCOXP2Mnd+bG9ViOHbyMyWwhb/7slCqbl2+/TaBLly6sX78+2Q97rVZLlixZiI2NTfHIYyH1YmJiWLRoEWfOnHFovEql4vvvv+fzzz+nYcOGbpOYuUcUr+ix3uBAJ+gnzsdc5dy5c5htrDk+y2K28HHEd5zYfRqFrEhKBAAS4/TcOH+LAdWG8eCO+50+lVbOHLzItmV7MSQkf9SpAiXxD/Qs/nV9mj3n06UCT/a0iFBIWyaTiWnTptGnTx9y+fhSPFuOV04EnnozOIyRFZqiVajQKf83va6UJHRKFY1yF+O7Cu5X0BockpUGTcvx1tsVKV0uH5IkMXz4cB4/fsyvv/6a4v3EUkHa+/HHH+nevXuqtrC3aNECnU7HggUL0jGy1PHomYEgXx8sNoppksgyN86fJSJiNLdu3aJgwYIULVqUYsWKUbRo0aSvrFmzJt3l35X7uHr6etJV8IusVpn4h/EsG7+GbqPeS6sfya0sm7QBk972Eacmg5l/pm/h/c9boHRgH7Q9NWvW5OzZs9y4cYPg4LSZcXC2atWq2XxDFl7NqlWrKFCgAGXKlEnTx22etzS1chVm6aXDbLp+GrPVQomAYN4vXJnCfkFp+lzpSaVSMXfuXN544w3q1q2b7O/paTIgZq3SxrVr15g3bx4nT55M1f0kSeL70d/zxbTPOV/2DNf0VwHI4xVK4+AmlA+oiMLJ5xd4dM2ALMs0GDeLa7GPbI7zUquY1a0NZUODSUhI4OzZs5w+fZrTp09z6tSppP/29vZOSgxiN5p4eMV+f3Iff2+W3fvDbaZ60tL7JYdy56r9w1+03hqm7x1FjtC0mXps27Yt9evXp3v37mnyeM5mNpsJDAzk0qVLBAamfheLkLx69erRvXt32rdv7+pQ3Nrs2bP5+eef2bdvHzrd833y27dvT9OmTenQoYOLovNsJrOFyzfvYzJbyR3kz1fDPkOhUDh0Bstzj2M1MeHsOE7c/Q+F9vnPDq1CS0GfQgwI+wi1wnnNyzx6ZkCSJD6qX4PhyzemeG63WqkgLGd2yuTJBYC3tzdly5albNmyz42TZZkbN24kJQcr/t7qUAxGvZG42Hj8svm+3g8jJKnWsh4L7+zhwL4EdEoNdXOUIyK4PF5KratDc4hKpaJy5cpER0fTpEkTV4eTIZw8eZL//vuP1q1buzoUt9e5c2fWrl3LZ599xvjx45+7TSwTvBq9wcTMf6JZvPUIVllGQsJoNhN7OZ6/fxqa6sebc/lPzsedeykRADBYDZyLO8vcy3/RpcAHaRG+Qzz+crZJmWL0qfMGOrXqpS5d3ho1BbJnZUqnlnYr/yVJIiQkhLp169K7d2/8/B37cLdaZFQaj86pUlSyaliK25iepVaryBYc8NrPZ7CY+OTQdNbluIChqC8nH13hUOw5Jp9bRasd37L/vmMFOu5A1A2krd9//53u3buLfh8OkCSJKVOmsGzZspdOX82VKxe3bt1yUWSeKdFgouv385m78SBxiUYS9Cbi9UZMZitZchdj8JQNnLp82+HHe2R6xL77ezDJKS/BmmQTe+5HE2eOS4sfwSEenwwAdK9VhYW92tOiXAmy+Xjj76WjdO6cjGhZn8V9OhDgbfuM6eRUiCiDQmn/1xNcKCfevl6vErbba92vIWqt7WkqtVZNs55106Re4Mujszn84DwG2fzc7z7RYiTRYmTYkT84/ejqaz+PM1SrVo3du3e7OowMIS4ujr///psPP/zQ1aF4jMDAQGbPnk23bt24c+d/Jy+KmYHUG7dgG5dvxWJMtgOkRILexIDxyxzuZXMgdr9D29IVkoIDsc5rEJUhkgGAsJzZGdmqATs+/5Ddw3qzsPd7NC5dFLWDRxe/6J0hzVHbueK3SlbqdKn2So/vCcLK56d4eH4sJL8Eo1IryR4cQJsBr79X9tSjKxx9cAGjNeXdHgariann1rz2czlD1apV2bt3r8O7V4SUzZ07l9q1axMaGurqUDxK3bp16dChAz169EhqcCOSgdSJTzSyNvpkConA/+iNJnYdvejQY8aZH2O0Jr9D61lGq5HHJtv1cGkpwyQDaa1w+QK0HtwMrXfy69Rabw0hJYMY8lN/Fi5c6OTonOP48eP8EfUL1VqWRuulQeejRVJIyJIVpVpB6ZpFmbD1S3z8Xn9mZFnMTpuJQFJMDy9yz+C8F8irCgwMJDQ0lGPHjrk6FI8myzKTJk165QPHMrsRI0Zw+fJlpk+fDoC3zp97N02cPBqDwc5OIQEOnb2KyoHi8AS9iY37HFvG9FH5oJbsFwaqJTU+qtfbOpsaGXOxO410HdGOXPmDmP3VQhLjEp+b2nm7fxM6ff0OR499yDvvvENUVBTjxo17qXrXU125coUmTZowfsJ42rdvT8LjRHatPsjda/fZsCWSkJKBjBqb+sKZlFyMv4XV5jE0T6glFTf198mmdf/T1p4uFXhyAyVX27VrFwaDgbp167o6FI+k1WqZN28eDeq24MS/Vs6duE2A9AZf9JmD1SrToEU5uvaLwNvHM4pznU1vdHxmL0Fv/2ofoEJAJRbF2O8vYEWmYtZKDj//6xLJgB2NP6hHw651OBl9lvs3YvHx96Z0reKoNU8yu/Lly3PgwAG6d+9O9erVWbx4cZq05nWle/fu0bBhQwYPHpy0jcvb14v679UAIEsx0nwfvdbBLTQyMhonbrd5HdWrV2dT1Dbe6doZP40WrVK83FJr0qRJ9OnTJ0Nu3XUWyeJL6TzvceLIdSQkVAotCfEGANYtPcDB6Av8+lcPfHwzxoVMWsqd3R+rA7vvVSoFBUIc20YcoAmgfEAFDj84lGIRoVpSUyFrRfzUzrvoEa8wBygUCkpWL0p466pUiCiTlAg85e/vz6JFi+jWrRvVqlVjyZIlLor09cXHx9O0aVOaN2/OoEGDkh1Ts2ZNoqOjMSVzONSrqpOzLDoHPuSVkpICPrnS7HnTy97bMawJkomOKEr4ysmUXvQzPaOWcPy+WK911M2bN1m/fj2dO3d2dSgey2K28NWAeVjMT7bDvchksnDrWiyTx6x1QXTur1i+HGTz87Y7TiFJtKzleDOsLvk/IIcyJ+bEl2ceNAoteb3z0Tl/t1TF+rpEMpBGJEmiX79+rF27lk8//ZT+/ftjMBhcHVaqmEwm2rZtS9GiRRk9enSK47JmzUrBggU5dOhQmj13w+BKdhcJtAo1rUJroFK8/s6F9PTX6f102bKAQ4/vgFKJwWLGZLWy6epZ3tkwhzWXU9etLLOaMWMG77zzDgEBr79tNbPas+MMRoOdLqImC9s3/kfc40QnReU5JElicLs30apTntXTqlXUrRBG7iDHz6/QKrUcG3mCoNM5yaUNTkrUgnXBdMjbkY+LfoZG4dxttGLeMo1VqlSJAwcO0K1bN2rWrMnChQspWDD1pyU6myzLSVXH06dPt7v1JTw8nO3bt1OlSpU0ef74e4+4O3UP/t0qYE3ms16jUBPmm5uO+eulyfOll0N3rzH60FYSkzn4Rgb0FjNDd/9DycCc5PcV3QlTYjabmTp1KqtXr3Z1KB5t5+YTJKZwtsizVColxw9eoWrtok6IyrPUKleITzrUYdSfG5GtFmTpyRuUhAyylRplCvN1t4apeszVq1dz/Ohx5v09D51Oh1V+si3R2S2InyVmBtJBQEAAS5cupWPHjlStWpXly5e7OiS7vvjiC06dOsWiRYtQq+1P19eqVYvt27enyXNfvXqV2rVr07x4bSZU6Usp//xoFCp8VDq8lVqyqHS0zVuLcRV6oVa4d/46+b/dKZ6A95TFauWPU87bP+yJVq9eTd68eSlXrpyrQ/Fo+lTsGDCmolgus2lYOYzrmybTvGphiufLSeE82YmoGMbVbbPp36w86lT0WYmPj6d///5Mnjw5qeBcISlcmgiAmBlIN5IkMXDgQKpVq0bbtm2JiopizJgxz3VQMxhMHD99A73BRK4cfhTK55pDUSZMmMCKFSvYuXMnPj4+Dt0nPDycXr16YbVaX6u468KFC0RERNC3b1+GDBkCwG+V+nFLH8vNxPtJMwLuvjQAYJVltl47b3e5wyRbWX3pBN9WbuCUuNydLMsc3nqcVZMjuXXpDlkCvDl0cw8fDu3l6tA8Xr6COdi7/QwmO/vkrVYrwXmy2hyTmc2aNYsKZUrwZc+Wz33feD6K8ePH8/PPPzv8WN9++y01a9YkIiIircN8LR59UJGniI2NpWvXrty4cYOFCxcSHJKH6XN3sGrD0aR2vxaLTI7svvTr+ibVKjpvWWHBggV8/PHH7Nq1i7x586bqvmFhYSxbtozSpUu/0nOfPHmSBg0aMGzYMHr18vw3fr3ZRMlFPztUfaxVqjjV7mMnROXeHt59xKcNRnD93E0S4/RJ37dIZgIC/Pkh8kuKVvLs3TmudPvmQ7q1+BWTnav+3HkDmbligEOd8TIbo9FIWFgYixYt4o033njutpiYGMqWLcuFCxccqm05evQoERERHDt2jJw5c6ZXyK9ELBM4QdasWVm+fDlt27alatXqvN93CsvXHyZRbyI+wUh8ghG9wcSVa/f5cswq1m457pS4Nm7cyMCBA1m3bl2qEwF4vaWCw4cPU7duXUaNGpUhEgF48gGvdXAGI1CbMVtYp4bZZGZInW+4/N/V5xIBAKWs4nFsPJ/U+5YbF0Qv/VeVI5c/EW+VRatLeelPkqx8OLSRSARSMGfOHIoWLfpSIgAQGhrKW2+9xZQpU+w+jtVqpVevXowYMcLtEgEQyYDTSJLE4MGD6ffJeK7deozRmPy0ncFo5ucpG7kXa//4ZEecPXiBMV1+o0+lTxhYczhLx/9D3IN4Dhw4QIcOHViyZAmlSpV6pceuVasWO3bsSPX9oqOjadiwIb/99hudOnV6ped2R5Ik0apgaVR21v50ShUdwio4KSr3tXvVfm5fvoM5hRNHAfQJBub9sMyJUWU8/b94i1r1S6LRqlA+c+aHVqdGo1GRoPqP+Ut/R0wSv8xsNvPDDz8wfPjwFMcMHTqUX3/91e7usRkzZgDQo0ePNI0xrYhlAieyWKw07zqZR4/1Nsdp1Eo6tKpCt3Y1Xvm5jHoj3707jsNbjmHSm7Ban/wza721yFYr53RH+XHWSN5+++1Xfo4LFy5Qs2ZNrl275vBVxbZt23j33XeZPXt2hjze98rjWBqvnUmCOeXCLT+Njq3NPiRQZ3//ckY2sMYwTuy238JV46Vh+f3ZaOwcmiXYduXiHVbO38O5UzdQqRRUrV2Mhm+XxyobqVOnDs2bN+fbb791dZhuZe7cuUybNo2oqCib4xo1asS7775Lt27J9wa4desWpUuXZtOmTZQp43g/AmcSBYROdPVGrN1CHgCjycL2PedeKxkY1X48hzYfw5j4/LYiQ8KT7LWApSQFA4u88uMDFChQAIVCwfnz5ylcuLDd8evWraNz584sXLiQOnXqvNZzu6u8vlmZ+ea7dN+2GItsfW5ngU6hIjEujj5ZwjJ9IgA4PP0vSRIP7zwiKE+2dI4oY8tbIIj+XzRN5hZvIiMjqVWrFr6+vgwdmnZtxj2Z1Wpl1KhRTJgwwe7Yjz/+mP79+9OlS5dkC6qHDh1Kly5d3DYRAJEMOJXJbHX4Cvrs2XM0b96c4OBgQkJCCAkJee6/g4KCUKZwIuPFY5fZv+HIS4nAsywmK1OH/sWkvSk3F7JHkqSkugF7ycDSpUvp06cPK1eupFq1jHvSI0DVnHmJatGb+ecOMWn3JiQvLbn8stKxSAXy3E7g/XfepX7pCh7RfyI9aXSONVWxmC1obKx5C68vR44cbNq0ifDwcPz8/OjZs6erQ3K55cuX4+vr61DVf926ddHpdKxdu5amTZ9PuDZv3syOHTv477//0ivUNCGSASfKFeSH2Wx/ZkCSoHzpQtSvWokbN25w/fp19uzZw/Xr15P+//79++TIkeOlJCEkJIQTyy5iMtrfX3zpvxiun79JSKFXb+8bHh7Ojh07UpwegycFOJ988gnr16/PNIf2ZNN5069UDZb2H87w4cOpV+//myUVg2HDhtG6dWv+/fdfvLwybyFhzVZVWDkpErOdSvfggjnxz+7+B1N5ujx58rBx40Zq166Nr69v0rkkmZEsy4wcOZLvvvvOoQs4SZIYMGgIo39bwtyNt3n4OJEs3loahhdjzDcfMXHiRIe3bbuKSAacKIuPluqVChEVfdZmsY5Wo6ZX5waUKhaS4hiTycStW7e4fv160teNGzfYvXs3V/bcB4v9f1q1RsXNi7dfKxmoVasWY8eOTfH2qVOnMnLkSDZv3kyJEiVe+Xk8VUxMDKGhoc99r3///kRHR9OnTx9mzZqVaau4W/RrzOopG22O0floaf95S5tjhLRTuHBhIiMjiYiIwMfHh+bNm7s6JJdYu3Ytsiy/dJWfkrOXbrNgSywW72JcuR4LwMPHemYvjSaoZAdCC7v/RZBIBpysR4ea7Dl0kcQUOoNpNErKFM9NyaLBNh9HrVaTJ08e8uTJ89JtX9z8nn3r7J8bkJCQwJaoLWQvEvBKWwtlWcak8kdbsC5vD5mOTquhZrmCvFOvHDmz+TJu3DgmTpzItm3bPP4kx1chyzJXr1596d9IkiSmTZvGG2+8wfTp0zPtlGyu/Dnwq6Tizi4DkvXlhEjrraVqs0pEdKzlgugyr1KlSrF69Wreeust5s+f/79ZLTd0/9ZD7t96iLefF8H5sr9SYh37OJEVO4+zaf8Z9EYz+XIGsHP5TL744guHHu/BowT6f7OIx/EGFMrnl7OssgSSiqHfL+OvsZ0Jyen4+QXOJnYTuMCpczf5eMRSDCYziYlPkgJJAtlqIfyNonw9+C20r1E5veHPbfzWf+ZLe7dfpNIq8W5kZvvOKHx9falduza1a9fmzTffJH/+/DbvazCa+XTiag6dvkqi3vjkBwDUKiWSBEX849n1z59s2rTppSvjzOL27duUKFGCu3fvJnv76dOnCQ8PZ82aNVSuXNnJ0bmWLMt8+umnREVFMfbz8cwbsZwrp66h1qiwWKx4Z9HR7rO3adGvsTi+2EW2b99OmzZtWLlGJNYeAAAUHElEQVRyJZUqVWbnppOsX3GARw8SyZ7Tj2bvVKZi9cLPbVd0lqP/nuXP0as4e/TKk78Zs4WsQX60G9SIBu2qOZwUbD10jmHT1yEB+me2uMoWE2XD8jJxUEuyeGltPsafS6OZvTQao43icJVSQfOI0gzp7l5dB58lkgEXMZst7Nx3ns07ThGfaCQ02J+JPw1hycLZVKjwenvQDYkG3g3uQcKjlE8h0+jUtOjXmJ5j3keWZU6cOEFUVFTSl1arfS45KFiw4HMvsM8mrmbXkYsYUtgjLlvMfN6lDq0iMteH3LMOHDhA9+7dbZ7uuGzZMgYPHsz+/fvJnj27E6NzrVGjRrFgwQKioqIIDHxyYNONi7e4d+0+3n7e5C8VKpIAN7Bu3Tp6df+ISoU7YTHLzx165OWtITC7L2OmdyF7DufVdGxesoeJH8/HkMzsqs5bw5tvV2LA2PfsJgSHz12jz7hlKb6HqVVKShXIxfSP37H5WG9/OJU79+Psxq3Tqtk0p7/bLguKZMCN/Pjjjxw/fpw5c+a89mMd2fYfnzb8DrPJ8tI55hovNQVK5WVc1HfJVnTLsszp06efSw4kSUpKDoqVqcQXM3bYzIQBgrP7sWLsB277x5/eVqxYwaxZs1i1apXNcZ988gmHDx9m3bp1Ke4QyUh+/fVXJk6cyI4dO8iV69XrVYT0d+/2I7q0+AVDoiXZ17FCqSAohx/TlvZF55X+R+7eirlHz1ojMNo4gEnnrWHw+PcJb2b7oqrb6IUcOX/d5hgvjZpJH7WibOHn67esVit37twhJiaGwT9tx2K1/zGqkCQ2zx2AxsZxyK7knlFlUj179qRgwYJcv36dkJCUiwcdIQVaOOG9l5al23N2/yU0WjWyVUZSSrzdtxHvDWud4tYuSZIoVqwYxYoV48MPP0SWZc6dO5eUGIyftxWf0ApIdlrvPnicyMlLtyhRIHO+4SdXPJic77//nvr16/PNN98wYsQIJ0TmOrNnz2bs2LEiEfAQS//ejdUipZjQWy1WHj6IZ9v6YzRqWTHd41k1axtWq9XmGH2CkQUTIm0mA7fuP+bkFft9LvRGE6OmLSFMfYuYmJikr6tXr5IlSxZCQ0PxKdQWJPvLupJEqk43dDaRDLiRrFmz8t577zFp0iRGjRr1yo+j1+vp2LEj3/3yNV26dOH+zVhuXryNWqumQOm8qFKZmUqSRFhYGGFhYXTv3p2h41ew/dAFu/dTSBI37j4SyYAdKpWKBQsWUKlSJapUqUKzZs2cEJ3zLV26lC+++IKtW7eSL18+V4cj2CHLMmuX7sdsZwZQn2hi6Zx/nZIM7Fh9CHMKrdyfdfHkNSb9+jtWyYxer3/p655ewizlA8n2e6EMXL8fR6m8WurUqUNoaGjSl7f3k8ZhY6dvYtXmo1gsKc8OSBJUr1jQrWdJRTLgZgYOHEiNGjUYNmxY0h9bag0fPpywsDA6d+4MQGCurATmSrvjSX28bRfUJJGeTLNlVk9PNHNEzpw5WbRoES1atGD37t0ZbvfF+vXr6dOnD5GRkRQtWtTV4QgOSEwwYrTTA+KpO7cepXM0T9haHniWjJUD+w7iE6BDp3vy5e3tTWBgIF5eXjy2qLn0XzxWGx/gTxUvWpivPn43xdvbNq3I2m3/YbGk/LvSqFV0fLuKQ7G7ikgG3EyRIkWoWrUqc+bM4cMPP0z1/bdu3cr8+fM5cuRIumWhEVWKEnXgHAl2XpgWi5XyxV7e+phZXLlyJVU7KapVq8ZXX31F69at2bBmI1ELdrNt4S708UZCiwbTcsBblKldwq2vLpKzY8cOOnXqxIoVKyhXrpyrwxEcpNYokR1YCwdQqZ0z/Z0jdyAP79kv1tOoNUyZMSHF8ywsVisbhkzlgZ0dV15aNY3fKGZzTGhwVr7o05DvJ0diNJp58Tem1ajo0yGcUkVeb+k3vYlyXTf00UcfMX78eLtrYy968OABXbp0YebMmelamV69TH687bSS1aqVNAsviVcmPlzG0WWCZ/Xt25fCAcXpWKAPf369kDP7L3Dl5FX+XbmP4c1HM6jmcOIfJaRTxGnvwIEDtG7dmnnz5lG9enVXhyOkglqtomip3HbHWWULOv/EFLfQppXY2FgM/rexyLYvQhRKBbXfrmjzYCulQkGH+hVR2fkElCRo/EZxu7FF1CjGpO/aUqNSIVQqBVqNCpVSQaXSeRk3rDVtmrj/KaUiGXBDderUQaPREBkZmar79e3bl2bNmtGoUaN0iuwJpULBhCGt8PHSoEjmKlWrVlEoT3b6t8u8zWIsFgs3b94kd277b6bPOrX3HIn7FMhmMDyzjUuWQR+n5+zBC3zR5Hu3Om720ukbTBu1iu/7zeH3b5Zz+sgVAE6cOEHTpk2ZPn26Q/3dBffT7oNa6LxsJ/RarQal722KFClC3759OX/+vMOPb3GgPXtiYiI//fQTRYoUwZLlEblCc6Cw0dtAq1PTbmBDu4+runeauJsX0SSTEUiATqNiXN8WDl/QFC+Uix8/fZsNs/ux6LcPiPyzHxO+eodyJTxjdlQsE7ghSZIYPHgwv/zyC40bN3boPgsWLODgwYMcOHAgnaN7IixvEH9/15Fpy3ezZd8ZlEolVtmKVq2iXYMKvN+kkttuoXGGGzdukC1bNjSa1G23mvnFXJsHTJkMZi4cvczxnacoHW7/iiU9xT1K5LsPZ3P6yBXMJjNWi4ykkIhcvJccuf3ZeHImP/30Ey1atHBpnMKreyO8CBHNyrFp9WH0iS9fkWt1arr0q0erDtW4efNrJk6cSNWqVXnzzTf5+OOPqVLl5XXymEt3WfzXLratP4rRaEalVlGrfkne7VSD/IVzJo0zm8389ddffP3111SuXJnt27dTvHhx7t96yCetx3P/5kMS4w1J43XeGpQqJSPm9SWkQA6bP9cff/zB8OHDWR8ZyZHrBuZs2E98ohGFQoHJbKFK8bz0bVmDIqFBqf6dabXq12oa5yqiz4CbMhgM5M+fn40bN1KqVCmbY69evUrFihVZu3YtFSumf0Xvi+ITjdy89wi1SknuHP4oRbMYdu/ezaBBg9izZ4/D97l/M5aOBfpiMtieBpUkqNmqKl8tHvK6Yb4yk9HMoJYTuHL+drLV3TJWvP00zNnxDT6+OhdEKKQVWZbZsOoQc6dF8TA2HqVSgdlkISRfNrr0rUfVWs8XhMbFxTFz5kx++eUX8uXLxyeffELjxk86Se7deYaRny7CbLJgsfxvGVShkFBrVAz95m3CI0qyatUqPv/8c4KCghg9evRLJ51aLFb2b/mPVbOiuHP1PifP/EefLzvRslsEOjsFztOmTWPEiBFs2rQpqZjVapW5cjsWo8lCjqxZCMiS+Q4QE8mAGxsxYgSXL19mxowZKY6xWq00aNCAOnXqMGzYMCdGJ7zIZLKwfd9Zlq0/zMUrN0mIe8DAnm/TMLwE3g40ZDm19yyfNRxJ/EP7NQEFSudl2pGf0yLsV7JlxUEmDl+CPiHlWQyNTs37gxrQpmcdJ0YmpBdZlom5eJe4x3qyZvMhOE+gzfFms5nFixfz008/YTAY6NVzIBsX3U62c+BTKrWCR9IuHsbfZPTo0TRu3NihgtmIiAiGDBlidyZ10qRJjBkzhs2bN9s9dj2zEcmAG7tz5w5FihTh9OnT5MiR/LTX+PHjWbRoEdu3b0elyrzT8q524/ZD+n61gEdx+ucOofLSqlGqFPwyvA0lwlI+fCoxMZFlc1byV/9lWE32X5IlqhVhwq5X70Xxuvo0+ZmLp27YHReYw4+50V85ISLBXcmyzObNm/np60VYE3OgkFLeeWCVrRQu4c9vf36Uqm6cQ4cOJVu2bHz++ecpjvnll1+YOHEimzdvpkCBAqn6GTIDMZ/rxoKCgmjTpg1TpkxJ9vbjx48zatQo5syZIxIBF0rUG+k9fD537se9dBplosFEXLyBgd8u4sbth0nft1gs7Nu3jx9++IF69eoRFBTE73/+hlJj/yVpxcKBa9FMnz6dx48fp/nP44hrlxyrHI+9+xiTg3vVhYxJkiQiIiLw1RS0mQgAKCQFV88nprotd7ly5Th8+HCKt48ZM4ZJkyaxbds2kQikQCQDbm7QoEH8Pvl3ju06QeTsrWyeu4PbV+5gMBjo2LEjo0ePznANajzN+u0neBxvwGpjT7bRZGHyX5uYMmUKbdq0IUeOHHTt2pVbt27x0Ucfcf36dXbu2kmXr99D6217ScE7iw+Df+rH2rVryZs3L927dyc6OtruDgOLxcqe7aeZOHIVP3+5jGVzdvHoQeq3KZrNZnhpN3UKZGxWfguZR0KCwf4gwGg0O7TL4Fmly5Th8PWbRF24yMnbd557LYwcOZKZM2cSFRX1Ske1ZxZimcDNHdx8jE+bf43SokGtViFJEmazBV1OFZaij1mxbpnHNaHJaDoMnMWla/ftjrNaTIT5nqJ+/Qjq1auX7PkTFouFL5v/yNGoExiSefPUemv5bsUnVIgoA8DNmzf5888/mTFjBlqtlu7du9OxY8eX+kycPnaVbwbORZ9oTDp5TqtTY7XKtO5Unc79Imz+HV27do3IyEjWrVvHpk2bKBfUHJ3ZfqV1oRIh/PbPYLvjhIzvnXo/OpR8Sgor3T8tS/369fH397c51irLTNuznxl793P/wQP8/PywyjLZvL0ZWqsGe+bPZcmSJWzevJng4JSX6QSRDLi16H8OMLLtOAzJbDWzYsU/mx9TDv5EjtDMc/StO2rQ6VfibRTSPaVWKVg9sw++Prar6y0WCyt+Xcuin1aR8DgRhVKByWCmXJ2SdBv1HoXLvzzNKcsy27dvZ8aMGaxevZpGjRrRvXt36taty6VztxncaTr6FLYsanVqmrWrQveP/tefwmg0snPnTtavX8/69eu5du0a9evXp1GjRjRo0IC7MYl81W0GhmS2mz2l89YwaPS71G4qug4KMGPCBlbMj8Zk46wDhVIitJCWqw93sGPHDipUqECTJk1o0qQJpUqVei5htcoyA1b+Q9SFSySaX16KUsoy0qH9bP91fIo1V8L/iGTATRn1Rtrk/IDExym3y1QoFVRsUJbv13zhxMiEFzX7YDL3HdgBoFBIbJ470OH+C1arlatnbmBIMBAUmo2AINtXSU/FxsYyd+5cpk+fzqNHj6hc6H0e3bH9MldrVHz3e2ui9+1g/fr1bNu2jWLFitGoUSMaNWpE5cqVn6tLkWWZ375cyublB5JNCLReasrXKMKXUzqjEFtNBeDOrYd0b/1bikkpPElMf5/fm9x5s5GQkMC2bdtYu3Yta9euxWQy0aRJExo3bky9evXYfOUqX27YTKIp5YRUq1SyvNN7FAkSF0z2iGTATW2cE8XEvjNItNM7W61V89f538geYnubj5B+xk7fxOpNRzFbbLePLlMsN7+PbO+kqP6/invDDn7+dAOybHspySpbuBV3hLI1s9GoUSPq169PUJDtZQBZllk6I4qFkzdjtViR5Sc9EGQZWnSuQcePGqEU9QLCM44euMSXA+disVgwPdOfQqVSolIpGD6mLZVrhL10P1mWOXPmTFJiEB0dTZ6PPsaUxdfm8ykliZalSjC6cYM0/1kyGpEMuKkf3v+VLXN32B3n7efF0Fl9CW/1hhOiEpJz5fp9ugz9C4ONqnmdVs2IIc2oXqGgEyOD/bvO8sMni4i3k1QClK9aiB+mdkn1c5hNFo7tOU/s3Th8A7woWy0MjVbsbhGSd+fWQ1Yt3EPkqkPEP9bj5aMl4q2yvN2uKrlyO3a66q379wmf8SeOnN6S3dub6H6pP/QtsxGvWDdlsXOGeBIZrKmsvBXSVt6QQAZ3r8e4GZuTTQh0WhUtG5ZzeiIAT5YmZAcr/1WqVzt5TqVWUr5mkVe6r5D5BOX054MBDfhgwKtfrWu8vFAplRgt9t/7TKk88C2zEsmAmypWpTDR/+x/7rCa5FjMFvKXFttlXK1p3dKE5PBn+oJdnDx/E7VKidlsIXfOALq+W4161W0fg5pewkrmxuxAYqnzUlO55svTs4Lgjvy0WtRKhUPJQL4Ax2ptMjuRDLipBl3eZNbw+XbHhRbLTb7innEqVkZXoVRefh+Zl9iH8cQ+TMDHW0vO7H4ujcnXz4sa9UqwPfL4c73gXyTLUK+ZqPoXPINSoaBtmdLMOXjY5pW/t1rNB1Wcf16LJxLVPW7KL9CX979sg9bGoRtabw0DJvdwYlSCI7L6+1Awb5DLE4GnPvy4CQHZfFIs5tPq1Hz07dv4ZBEHCgmeo3uVivhoNKRUGqtWKAj196NBmDiDwBGigNCNybLMop9W8tc3i1EoJPT/34TGy1eHWqPm66VDKVOrhIujFDxB7L04xn+zgoPR51H9//ntsgz+Wb3p83lT3njh5DlB8AQX7t2n06KlPNYbiP//LYYKSUKrUlEkezZmtmlJgJdIch0hkgEPEP8wnk1zd3Du4EVUGhWVGpSlatOKKF+x4EvIvO7decyx/RcxmSzkzpeN4mVCRQdLwaNZrFaiLlxi6fETPEhMJLe/H++VK0PZ4FzibzsVRDIgCIIgCJmcqBkQBEEQhExOJAOCIAiCkMmJZEAQBEEQMjmRDAiCIAhCJieSAUEQBEHI5EQyIAiCIAiZnEgGBEEQBCGTE8mAIAiCIGRyIhkQBEEQhExOJAOCIAiCkMmJZEAQBEEQMjmRDAiCIAhCJieSAUEQBEHI5EQyIAiCIAiZnEgGBEEQBCGTE8mAIAiCIGRyIhkQBEEQhExOJAOCIAiCkMmJZEAQBEEQMjmRDAiCIAhCJieSAUEQBEHI5EQyIAiCIAiZnEgGBEEQBCGTE8mAIAiCIGRyIhkQBEEQhExOJAOCIAiCkMmJZEAQBEEQMrn/AyA1SX6uH34DAAAAAElFTkSuQmCC\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 9 Axes>"
]
@@ -207,8 +226,6 @@
}
],
"source": [
- "#%% Plot graphs\n",
- "\n",
"plt.figure(figsize=(8, 10))\n",
"for i in range(len(X0)):\n",
" plt.subplot(3, 3, i + 1)\n",
@@ -229,15 +246,21 @@
]
},
{
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Features distances are the euclidean distances\n",
+ "\n"
+ ]
+ },
+ {
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
- "#%% We compute the barycenter using FGW. Structure matrices are computed using the shortest_path distance in the graph\n",
- "# Features distances are the euclidean distances\n",
"Cs = [shortest_path(nx.adjacency_matrix(x)) for x in X0]\n",
"ps = [np.ones(len(x.nodes())) / len(x.nodes()) for x in X0]\n",
"Ys = [np.array([v for (k, v) in nx.get_node_attributes(x, 'attr_name').items()]).reshape(-1, 1) for x in X0]\n",
@@ -258,14 +281,27 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 8,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "bary = nx.from_numpy_matrix(sp_to_adjency(C, threshinf=0, threshsup=find_thresh(C, sup=100, step=100)[0]))\n",
+ "for i, v in enumerate(A.ravel()):\n",
+ " bary.add_node(i, attr_name=v)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
@@ -275,12 +311,6 @@
}
],
"source": [
- "#%% Create the barycenter\n",
- "bary = nx.from_numpy_matrix(sp_to_adjency(C, threshinf=0, threshsup=find_thresh(C, sup=100, step=100)[0]))\n",
- "for i, v in enumerate(A.ravel()):\n",
- " bary.add_node(i, attr_name=v)\n",
- "\n",
- "#%%\n",
"pos = nx.kamada_kawai_layout(bary)\n",
"nx.draw(bary, pos=pos, node_color=graph_colors(bary, vmin=-1, vmax=1), with_labels=False)\n",
"plt.suptitle('Barycenter', fontsize=20)\n",
@@ -304,7 +334,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.6.9"
}
},
"nbformat": 4,