{ "cells": [ { "cell_type": "markdown", "id": "c2bb0061", "metadata": {}, "source": [ "## Design of spatial loss function for desired similarity decay patterns." ] }, { "cell_type": "markdown", "id": "681cc39c", "metadata": {}, "source": [ "In this tutorial we will demonstrate how to select hyperparameters when constructing the spatial loss function such that the resulting prior will have the desired similarity decay pattern. Empirically, we may want the decay rate of prior correlation to match that of the similarity decay pattern of the observed data, which can be visualized in the previous tutorial.\n", "\n", "There are three main components that control the covariance structure of the loss function: \n", "- Connectivity of the neighborhood graph\n", "- Assumed spatial random process and the autocorrelation parameter $\\rho$\n", "- Spatial graph scaling using external information" ] }, { "cell_type": "code", "execution_count": 1, "id": "274e263f-ea24-4f18-b31e-afdb094480d7", "metadata": {}, "outputs": [], "source": [ "import itertools\n", "import torch\n", "import pandas as pd\n", "from plotnine import *\n", "\n", "from smoother import SpatialWeightMatrix, SpatialLoss" ] }, { "cell_type": "code", "execution_count": 2, "id": "a4f97cc6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of spots: 3639\n" ] } ], "source": [ "DATA_DIR = \"./data/\"\n", "\n", "# load the example 10x Visium's pixel-level coordinates\n", "# i.e., 'pxl_col_in_fullres' and 'pxl_row_in_fullres'\n", "coords = pd.read_csv(DATA_DIR + \"DLPFC_151673_coords.txt\", sep = \" \", header=0) # num_spots x 2\n", "print(f\"Number of spots: {coords.shape[0]}\")" ] }, { "cell_type": "markdown", "id": "eb012340", "metadata": {}, "source": [ "### Graph connectivity\n", "The effect of graph connectivity is indirect. This is because spots that are not connected in the graph can still depend on each other through indirect connections (e.g., neighbor's neighbor). However, the scale of covariance do rely on the graph connectivity. For example, when the graph is constructed using K-nearest neighbors, all connected spot pairs will have roughly the same correlation. Increasing `k` in this case will spread out the dependency while also diluting the influence of the most adjacent spots." ] }, { "cell_type": "code", "execution_count": 3, "id": "95ee7df3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of spots: 3639. Average number of neighbors per spot: 5.85.\n" ] } ], "source": [ "# calculate spatial weight matrix\n", "weights = SpatialWeightMatrix()\n", "weights.calc_weights_knn(coords, k=6)" ] }, { "cell_type": "markdown", "id": "4d5709ee", "metadata": {}, "source": [ "### Spatial ramdom process\n", "\n", "Smoother offers five different yet related spatial processes: CAR (conditional autoregressive), SAR (simultaneous autoregressive), ICAR, ISAR, and SMA (spatial moving average). Specifically, CAR and SAR are equivalent upon transformation, and ICAR and ISAR are the weights-scaled versions so that the autocorrelation parameter $\\rho$ falls in [0, 1]. By adjusting $\\rho$, these models can achieve parallel regularization effects. \n", "\n", "Based on numerical considerations, we typically recommend using ICAR with varying $\\rho$ (or ISAR with smaller $\\rho$) \n", "to accommodate data with diverse neighborhood structures, for instance, “ICAR ($\\rho = 0.99$)” for data with clear anatomy and \n", "“ICAR ($\\rho = 0.9$)” for tumor data. SMA is generally not recommended since the resulting inverse covariance matrix tends to be less sparse, potentially slowing down computation." ] }, { "cell_type": "code", "execution_count": 4, "id": "fbc25279-d700-43c4-a3d1-57be1fbdf4c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of spots: 3639. Average number of neighbors per spot: 5.85.\n" ] } ], "source": [ "# calculate spatial weight matrix\n", "weights = SpatialWeightMatrix()\n", "weights.calc_weights_knn(coords, k=6)\n", "\n", "# convert spatial weight into loss\n", "# note that the covariance is improper\n", "spatial_loss = SpatialLoss('icar', weights, rho=0.99)" ] }, { "cell_type": "markdown", "id": "743d43b6", "metadata": {}, "source": [ "To see the effect of model configurations on the resulting covariance structure, we can plot the pairwise correlation distribution as a function of spot distance." ] }, { "cell_type": "code", "execution_count": 5, "id": "5f4ea80d-f2d7-4990-8dd2-100eb39bc348", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 51/51 [00:00<00:00, 142.24it/s]\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAJYCAYAAACadoJwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAB7CAAAewgFu0HU+AADLw0lEQVR4nOzdd3gUVdsG8Ht2N72REJIAAULovVroiIAKiKIvCIogrx07fqBiwy4qIHZfRFSwY0FBQKT33nsJCQnphfRsO98fyY6zyWazLdlk9/5d116Z7JyZ82zK7jxzmiSEECAiIiIiIqoDKncHQERERERE3oMJCBERERER1RkmIEREREREVGeYgBARERERUZ1hAkJERERERHWGCQgREREREdUZJiBERERERFRnmICQy2m1WqxduxZz587F888/j4ULF+LPP/9EaWmpu0NDcnIy1Go1JEmCJEl455137D7H7t275eMlScJnn30m7xs6dKj8/Jo1a1wZep2cnzzHV199Jf+tzJkzx2zfpk2b5H3XXnutewIki/R6Pbp37w5JkrB58+Yq+5XvPZs2bbLpnDqdDqtXr8b06dPRu3dvNG/eHL6+vmjUqBHi4+Mxbtw4LFiwAJmZmU7FPnr0aLP4fv75Z7uOj4uLMzve2sPf3x+xsbHo27cvZs2ahZ07dzoVe20xxRsXF+fuUOpEXX/+Hz9+HJ999hnmzJmDF154AR9//DH2799v93kKCwvx+++/491338Xs2bPxxhtv4JdffkFeXp7V47788ktIkoQpU6Y4+Aq8mCCyYPr06QKAaNWqlV3HLVmyRERFRQkAVR7h4eHi5ZdfFnq9vnaCttGwYcPkmHr37m338f/3f/8nH+/r6yuys7PlfUOGDJH3rV692pVh18n5yXMsWbJE/lt5+eWXzfZt3LhR3nfNNde4J0A7ZWZmipdfflm8/PLLYsGCBe4Op9bMnTtXABDDhg2zuF/5nrpx48Yaz/fHH3+Itm3bWnxPrvzw9/cXzzzzjNBqtXbHnZqaKtRqtdn5br75ZrvO0apVK5virO4xYcIEkZOTY3fstckUm72fpQ1RXX7+b9u2TfTq1avav4Vu3bqJDRs21HieoqIi8eyzzwp/f3+L5/Hz8xNPPPGEKCoqsni8Xq8X7dq1EwDE+vXrXfLavIXGufSFPJFer8fvv/9u93EvvPAC3njjjWr35+bm4pVXXsGOHTvw559/ws/Pz4koHXf33Xdjw4YNAIADBw7g/PnzaNOmjc3HL1++XN4ePXo0IiIiXB4jEZnLysrCK6+8AgBo1aoVnnzySfcGVAuSk5Pl1/jyyy87dS4hBGbMmIH333/f7PlOnTqhR48eaNKkCUpLS3H+/Hns3r0bRUVFKC0txdy5c7F161asWbMGISEhNte3dOlSGAwGs+fWrFmDrKwsREZG2h3/jTfeiC5dulS7X6vVIj09HRs3bpRbbn766SdkZmZi7dq18PHxsbtOclxdfv7/+uuvmDhxInQ6XbVljh49ihEjRmDx4sWYOnWqxTJFRUUYNWoUtmzZUu15ysrKsHDhQmzduhUbNmxAWFiY2X61Wo0XX3wRU6ZMwfTp03HkyBH4+vo69sK8jbszIKp/FixYYPddm19//dXsrsF9990nDh8+LIqLi0VKSor47LPPRGRkpLz/qaeeqt0XYUV+fr4IDAyUY3nzzTdtPnbPnj1mr/PXX3+txUiJHGetBaQhOnnypMffTZ44caIAIPr3719tGeX7j7UWkIcfftis7JgxY8SxY8csls3Pzxevv/668PX1lcsPHz5cGI1Gm2Pv0qWLfGyTJk3k7Y8++sjmcyhbQJYsWWLTMXq9XsyePdvstX711Vc211nbPP1vVoi6/fw/c+aMCAgIkM913XXXifXr14v8/HxRVFQkduzYIW677TZ5v0ajEfv27bN4rnvvvVcuFxwcLN5++22RkJAgtFqtSE5OFp988olZi864ceMsnkev14s2bdoIAOK1115z+LV5GyYgJDtz5oyYOXOmUKlUdr1parVa0bJlS/mYV1991WK5I0eOCD8/PwFASJIkDh486NoXYIdJkybJ8fbs2dPm42bOnGnWpFxWVlaLURI5jglIw7Jr1y759a1YsaLacrYkIN9//71ZOVsvilauXGnWjerDDz+06TjljZmuXbuKN998U/7+2muvtekcQjiWgJiMHDlSPra67mvu4Ml/s0LU/ef/zTffLNc1fvx4YTAYLJZ75pln5HIDBw6ssn/fvn3yfn9/f7Fnzx6L57l48aKIjo6Wy65bt85iuY8++kgAEAEBASIxMdGh1+ZtmIB4ubffflsMHz5cxMTEWOz/aMub5nfffSeX79Kli9U+no8++qhcdtq0aS58Jfb566+/zF7nmTNnbDqudevW8jEPPfRQLUdJ5DgmIA2LaWxafHx8tRdVQtScgFy5ckWEh4fLZR5++GG74lCOcYuNjbWpz75pzCAA8e6774oLFy6YxXn27Fmb6nYmAVm8eLF8bLNmzew6tjZ58t+sEHX7+Z+QkCAkSZJbLKyN99Hr9SIuLk6ub//+/Wb777nnHnnf888/b7XeL774Qi5b3bimwsJCERYWJgCI//73v3a/Nm/EMSBebvXq1RZnWrHHjz/+KG/ff//9UKvV1Za988478dFHHwEA/vjjDxiNRqhUdT8Z28iRIxEdHY309HQA5X2Hn3/+eavH7Nu3DwkJCfL3zsx6UVxcjB07duDkyZPIz89HWFgYWrZsiSFDhlTpY1qfbN++HceOHUNBQQFatWqFQYMGISYmxqxMWVkZ/vnnH5w7dw5arRbNmzfHyJEjHeoHbk1ycjI2bdqE1NRUCCHQtGlTXH311ejQoYPN57hw4QJ27NiBtLQ0AECzZs0waNAgtGjRwq5Y9Ho9duzYgVOnTiErKwuhoaFo164dBg8ejICAALvOBQAlJSVYvXo1Tp8+jbi4OEyaNKlKGSEEdu/ejSNHjiA7OxvR0dHo3r07+vbta3d9tjp8+DD27t2LzMxMhIWFoUOHDhgyZAg0Gts+SvLz87Ft2zacOXMGhYWFCAwMRIsWLdC3b1+0bt26VmI+dOgQDhw4gIyMDISFhSE+Ph5Dhw61qw/60aNHsXfvXmRkZECj0SAqKgrXXnst2rdv75IYd+/eLY9Lu++++5x6T1y8eDFyc3MBAFFRUXj33XftOn7WrFl4//33odfrkZycjL1791qdKU2r1eKHH34AUN4f/q677kLTpk1xzTXXYPfu3QCAZcuWVZmJzdViY2Pl7ezs7Fqty5L09HSsXr0aycnJuP7669GvX79qy+r1emzatAnnz59Hbm4umjRpgt69e6NXr1421+fq9xxH1eXn/7p16yCEAADcfPPNCA8Pr7asWq3GLbfcgoULFwIoH7vZu3dvef/ff/8tb9f0WX7bbbfh/vvvhxACa9asQWFhIYKDg83KBAUFYeLEifj888+xdOlSvPnmm4iOjrb5tXkl9+Y/5G6vv/66uOuuu8wew4cPt/mujcFgEMHBwXL5U6dO1Vg+KChILm9qhj148KBZ/2NrdxAyMjLM+mU+/fTT9r5sIYQQTz75pHyO7t2711h+1qxZcvk2bdpYLFPTLFU6nU68+uqrolGjRhZbnNRqtfjvf/8rMjMz7T6/8o73HXfcYfW1KGdBmjp1apX9yjuROp1ObNq0SXTt2rVKvKZZc4xGozAajeKTTz6x+No0Go147rnnXDIDyokTJ8SNN94o3wmr/Lj66qvFtm3brJ5j8+bN4qqrrrJ4PCq6cOzevbvGWMrKysQ777wjIiIiLJ4nMDBQzJgxQ+Tm5lZ7DtPvVK1WCyHKW+eULZJDhgypcszq1atFfHy8xTp79+4tDh8+7NQsWKbfv+nvfPPmzRZ//wBEVFSU+O2336z+nC5fviz++9//VjvTDADRp08fsWrVqirHvvzyy9UeU93frxBC/Pjjj3K/7MqPsLAw8eSTT4q8vDyrcW/cuFF079692rp79uwpNm3aZPUctpg6dap8zgsXLlgtq6zfUguIcizGzJkzHYrn/fffF88884x45plnqtw5ruynn36S67vhhhvk55VjCat7v6zMmRYQ5TiEli1b2nWsvUz1XH/99UKI8p4Epu5Flf/fKn+WfvXVVyI2Ntbi31P37t3FoUOHrNbtivccV3HV57+tZsyYIR/71ltv1Vj+ww8/lMsru2Hl5+ebfYbZonHjxvIx//zzj8Uyf//9t1xm7ty5tr0oL8YEhKpQXpzUlIAou0WEhYXZNGixX79+8jHffvut/Lxp+snqLrBNbr/9drlMjx49RGlpqV2vz2T//v1m9dX05qm84JszZ47FMtYSBL1eL8aMGWP1Ysr06NSpk0hPT7fr/LWVgPz8889Co9FYjfe1114TTz/9dI2v65VXXrEaV03WrFlj9gFW3UOj0VQ7QcCCBQuqTV4qn8NaH/grV66Y/T6sPeLj48Xx48ctnkeZgHz33XdVpjKtnIB8/vnnNdYXGhoqnnjiCYsXRELYl4B8+eWXNf68JEmqtm/0xYsXRfPmzW36OQFVBy3bm4AYDAbx0EMP2VRXTEyMOHr0qMW4v/32W7PxcI78rdmirKxM7rrRvn37Gssr666cgGRkZJjt37lzp8Nx2WrUqFFyfcr388uXL5v9/Hbs2FHjuZxJQJR9/m+66SZ7X4ZdTPVcf/31Zt3PLP2/mZ5r1aqVeOONN2r8ewoLCxMJCQkW63XVe46ruPLz3xb33Xdfte8TlijfKxs3biw/n5ycLD8fGRlpU91NmzaVj6nuc6GsrEz+fHJkin9vwwSEqrAnAfn999/lsj169LDp/KaZXgDzAWsGg0EMHTpU3hcbG1vlDuWyZcvk/f7+/k6/wXbu3Fk+n7WLY+WANQDi3LlzFstZSxAWLlwo74uOjhaLFi0SZ8+eFTk5OeL8+fNi6dKlZvGMHz/ervPXVgLi6+sr1Gq1mDFjhjh8+LDIzs4We/bsMVtPxXTRrFKpxKOPPioOHjwosrKyxL59+8SECRPkcgEBAaKwsNBqbNU5duyY2R30wYMHi7/++ktcvnxZpKWlibVr14rBgwfL+yMiIszWaBGi/KJS+XucMmWK2LJli0hLSxOXLl0Sf//9t1mCC0B89913VWIxGo3ihhtukMuEh4eL9957T5w4cUJkZ2eLM2fOiP/9739m6y+0bNlSpKWlVTmX6XcqSZIIDAwUKpVKTJ8+XezevVtkZWWZ/Q/s2LHDLEEZMGCA+OOPP0RKSopITU0Vv/76q+jZs6fVC6LKv39rCYifn5+cfEydOlXs2LFDZGVlidTUVPHtt9+atUR26tTJ4u9N+fOMj48XX3/9tUhISBA5OTni9OnT4ueffzb7u/bz8zPr27127Vrx9NNPi2nTpsllQkNDxdNPPy2efvpp8cMPP5jVp2ypjImJEQsWLBCnTp0y+z/r1q2bXKZp06ZVWhwvX75sluhOnz5d7N+/X2RmZorU1FSxceNGMXnyZHl/SEiIxd+tLTZs2CCf5957762xvPL3WjkB+fPPP+V9Go1GFBcXOxSTrZRrf4SGhlapT/l+bstYFEcTkAsXLpi1vNbUIucsUz2mv5GwsDAxd+5cceLECZGbm2v2Hqf8fZi+Pvroo2L37t0iOztbJCQkiE8//dRs3M7tt99epU5Xvue4iis//22hvMlly7GVEz7TWh4FBQXycz4+PjW2zBsMBrPPnlmzZlVbVvledvHiRbten7dhAkJV2JOAfPLJJ3LZUaNG2XR+ZdenytPxJSYmmn2QKAeqpaSkmL1J2zpDizVvvfWWfL4uXbpUW055d83aFJnWEoQePXrI+6pbsCg/P1++WyxJkrh8+bLN56+tBESlUomVK1dajFU5HSIA8fXXX1usT9ndydGLA+U5brvtNqHT6aqU0Wq1Zj/nDz74QN6XlZUlQkNDLe6rTPl3ERERIfLz8832L1q0SN4fGRkpzp8/b/E8V65cMYv7vvvuq1Km8h1Na1OI9unTRy53zz33WBysXFpaajYjkDMJSE0Xg5s3bzYrV7n7UHFxsdw1JTQ0VKSmplo8j9FoFAMHDpTP8+eff1YpY8sg9O3bt8sJU9euXUVGRobFclqtVowYMUI+3xNPPGG2X9l96O6777Z4DiGEeOyxx+Ryb7/9drXlrHnttdfkcyxcuLDG8tYSkP/973/yvtatWzsUjz3eeecduT5L3WYr34GuaYFDexKQrKwsceDAAfH888+bfS5MnDjRrumDHaH8HYSEhFTbila5bEBAgNi8ebPFcsqJUQICAqrMsOiq9xxTQu/MY+3atUII13/+10T5M7ClvtGjR5v9/JXJmLJVtroZsEz27t1rdh5rE9Aou4ktW7bM9hfnhZiAUBX2JCBvv/22XNbSHXtLnn32WfmYBx54oMp+5awaAMRff/0lhDBv6rf1za4mSUlJZt0EqmtRUfYl//TTT6s9n7UEQXkHpboxHkKUX5C0atVKtGrVSmzZssXm89dWAjJlypRqzzNo0CC53NVXX11tOeXMOu+//77V2CzZsmWL2Qd+dReWQpSPj7D0d6K8GzZ06NAa67zmmmssXhgajUbRvn17mxIGIYQ4fvy4XNbHx0dkZWWZ7Vf+Tm+55ZZqz6P8GbRu3VqUlJRUWzYtLc0sOXQmAalpthrl/4bpf9Xk9OnTZgmTNcqLWUs/U1sSEOUFx5EjR6zWd/78efnufWRkpFkyp+zC9e6771Z7jpMnT8r/q48//rjV+qqjbCFas2ZNjeWtJSDK92N7phd3lHK8iaWxMNnZ2cLHx0cu8/vvv1s9nzMroUuSJB599FGHu+TaQ1nvggULbC770ksvVVvOaDSaJVLKLsGufM+pqUujLQ/T+0ltfP5bk5iYKH9eazQacfr06WrLHj58uEp31qSkJHm/sjuXtc84IYQYP3682XmsjVFVJt2Vb2yQubqffog8ilarlbf9/f1tOkY5Y47RaKyyf9KkSWaz/tx///1477338NdffwEon9nlyy+/dDRkMy1atMCQIUPk73/66acqZUyrpQOAr68v7rjjDofqCg0Nlbfnzp1bbbkXXngBFy9exMWLFzFo0CCH6nKl//znP9Xua9Kkibx9ww03VFsuKChI3s7KyrI7hl9++UXeHjVqlFm9lQ0bNgwTJkzA7bffbjazkvJ3+8QTT9RYp3JmlHXr1snbhw8fxpkzZwAAkZGRuOuuu6yep3PnzrjqqqsAADqdDps2baq27LRp06rd9/PPP8vbDzzwgNX/t+joaNx6661W47LVfffdZ3W/ciYo0+xLJi1btsTRo0dx9OhRvPPOO1bPk5+fL2+Liplu7HHlyhWsXr0aANCtWzd069bNavn4+Hj06dMHQPnf5NGjR+V9yv/VxYsXV/s327FjR/l/1TTbjr2UM+s1a9bMoXNYUnmWHlfbu3cvjh8/DgCIi4vD4MGDq5SJiIjAiBEj5O+XLVtWa/GEhoaiW7duTq2wbS+VSlXtKtuW3HnnndXukyQJrVq1kr9XzuRVm+85zqiNz39rWrZsiQkTJgAonwVs3Lhx8mez0qZNmzBq1CgYDAaz55Wzgz311FPyjF3ffPMN3nnnnSrlCwoK8PDDD5u991Y+T2XKGRTPnTtn4yvzTpyGl5zi6+srb9v6ZlJaWipvV/eP/Omnn2L79u1ISkpCSkoKZs6cKe9bvHixS6e3u/vuu7Fx40YA5ReplaeLVL75jBkzxurUf9ZMnjwZ8+fPBwC899572LBhA+6++24MHz4cXbp0gSRJjr2AWta1a9dq9/n4+MjbzZs3t+l8Op3O7hh27dolb48aNcpqWV9fX7OpIYHyDxLTBaZarcbIkSNrrHPAgAHy9pEjR+TtHTt2yNvDhw+3aQraAQMGYO/evfK5br/9dovlOnbsWO05du7cKW8PHTq0xjr79++P77//vsZyNenUqZPV/cqL9cq/W39//2r/foxGI9LS0pCUlIRdu3ZhwYIFTsW5fft2+T2ooKAA//d//1fjMQUFBfL2mTNn0KNHDwDAxIkTMW/ePBgMBpw6dQrt27fHPffcg1GjRqFfv35mCbWzUlJS5G1ribUtGjduLG8XFRU5da6afPXVV/L25MmTq33/mjRpknzz6M8//0ReXh4aNWpU4/lvvPFGdOnSpdr9ZWVlSElJwdatW5GVlYUrV67gwQcfxNGjR/Hhhx/a9VocFRUVZfPngb+/f43TNiuTJ+X/kivfc+bMmeOyKZFr6/Pfmg8++ABbt25FSkoKTpw4gU6dOmHw4MHo0KEDhBDYs2cP9u/fDwDo0KEDUlJSUFhYCMA8Ke/cuTNeffVVefr9Z555Bh9//DGGDBmCiIgIXL58GX///TeuXLkCAOjbty/27dsHAAgJCak2PuW1yaVLl+x+fd6ECQg5RfkPXVxcbNMxyjeg6ta8CAsLwzfffINhw4aZvbFNnz4dY8aMcTBay/7zn//gkUceQUlJCU6ePIljx46ZXTQtX75c3r777rsdrueNN97AhQsX8PvvvwMob1k5cOAAACA8PByDBw/G9ddfj5tvvhlxcXEO1+NqtlwsAKjVO48XL16Utx352SQnJ8t/R3FxcQgMDKzxGOUHifJuZGJiorxt7QLJlnNVZu1nqPwZxMfH11inrQlhTax92FZWXcuFEAIbNmzAxo0bsXPnTiQkJCA5OdmhZLQ6yp/PxYsXMW/ePLuOV7be9OrVC4sXL8aDDz6IsrIy5ObmYsGCBViwYAE0Gg169+6N6667DqNGjcLAgQOdWrfDdHEEOHZBphQRESFv1+ZaGMq1PwDg9ddfx+uvv17jcWVlZVi+fHmNrWoAcMcdd+Cee+6psVxRURHuuusurFixAgDw0Ucf4YEHHqixBcwV7HnPCw8Pt+smk/J/qTbfc5xRW5//1jRp0gSbN2/GzTffjJMnT0Kn02H9+vVYv369Wbm2bdti2bJlcktQkyZNqrTSzJ49G0ajEXPmzIHBYEBSUhKWLl1qVkalUuG5555DcXGxnIBYWydK+T+svMFBVbELFjklKipK3s7IyLDpGNOib0B5k2p1+vXrZ9YkDZTfmXS1kJAQ3HLLLfL3yq46Bw8elJtRIyIiarz7bo2/vz9+++03rFq1CrfeeqvZRXBubi5WrFiBxx9/HK1bt8bw4cPNuoS4mj1N38pWDnfJy8uTtx25S6y8uLQ1oVLe5dbr9bVyLnsofwa23IG3Jcmyha2LDFbn4MGD6NevH4YPH4433ngDGzZsQEJCgpx8hISE4KabbsLo0aOdqkf583FEWVmZ2fdTp07FyZMnMWPGDLP3Kb1ejz179mDu3LkYMmQI4uLisGjRIofrLSkpkbeVd5Qd0aZNG3n70qVLDv9MfvnlFzz55JN48sknLXZLXbFiBXJychw6d+ULPGcFBQXh66+/Nvt7d3Zx3drgzO/WXe85NanNz39r2rRpg8OHD2PRokW44YYbEB0dDR8fH0RGRmLgwIF47733cOTIEbPPOeX/htILL7yAY8eO4dFHH0WnTp0QHBwMf39/xMfHY9q0adixYwdef/11nDp1qsZzAeZJqbKLGlXFFhByirJJ+cKFCzYdo7yb065du2rLzZ4926x/NFA+HuTAgQMuu7gyufvuu+U7ej/99BNeffVVAObdr+644w6nLxCA8i5Eo0aNglarxe7du7Fp0yZs3rwZ27dvl+8OrV+/Hv3798e+ffvsWtnbVrberaovlHcOHbnbrPy92fqhoLxrqOxm4cpz2SMgIEC+o1ZUVFRjElIf7r7t378fgwcPlv/emjZtiltuuQU9evRA27Zt0bZtW7Rq1QqSJGHOnDlYtWqVw3Up725OmjQJ3333ndPxt27dGvPmzcO8efNw9uxZ+X9148aNuHz5MoDyC/0HHngAmZmZmD17tt11BAYGyq0gZWVlTrWCdO/eHY0bN0Z2djaEENi6dStuvvlmu8/z+uuv49ChQwAs3+1Vdr8aNGhQjReSppYPANi6dSsSExOr3FxyRlhYGPr16yffBVd2a/ME7nrPqUltfv7XxMfHB/fdd5/V1jRlt1VTS4glHTt2tNptTwiB3bt323Qu5Y0MV1+neBomIOSUDh06wN/fH6WlpUhNTUVqaiqaNm1abXmdTicPXNRoNNX+I2/atEkeL6HRaBAWFobs7GycPn0a//d//4dPPvnEpa9j5MiRiIqKQkZGBk6fPo0jR46ge/fuLut+ZYmvry8GDRqEQYMG4cUXX0RJSQlWr16NGTNmIDExEYWFhXj77bexZMkSl9YLNLwP6CZNmsj9aVNTU2tMynJycmA0GqFSqRAREYHIyEh5X2JiIoQQNXaHMP2dAuZdnpTnqpwg23sue0RFRclJxfnz583uPlpSHwZAzpw5U04+pkyZgkWLFlWbxFceAGovZcuY8i6rq7Rr1w7t2rXD/fffDwA4dOgQ3nzzTfkmxZtvvoknn3zS7ouORo0ayQlIcXGxzXe4LZEkCUOHDpUnbfj666/tTkASExPl5AOoOt4oLS0Na9euBVB+M+DHH3+0+p5v0q5dO5w7dw5CCHz77bcOJWvWKLsc1vb4l7rmyvecv//+G3///bdT8YwcORIjR46stc9/V1EOvrdl3Fx1jhw5Irf4devWzayrY2XKLma1PRFEQ8cEhJzi7++PQYMGybMErVq1yuodiR07dsgXJNUN5szLy8OUKVPkPrDPPvss+vTpg3HjxgEoH6A+ZswYp7pDVabRaDBp0iR5Jpsff/wRQgicPXsWQHl/0n79+jl8/l27dsljP2699VZce+21VcoEBATgtttuQ+vWrdG7d28AkPuc2kLZMlBT33rT4MSGolevXnICsmPHDqsfJomJifI4kT59+mDfvn1o1aoVIiIikJOTg/z8fOzfvx99+/a1WueaNWvkbeXvvlevXvK2afICa/R6vVn/ZEf/jvr27SvP+LJhw4Yaz+PubiglJSXYsmULgPKB/x988IHVFkTlnVFHKH+fBw4cgE6nq7H74LPPPovk5GQAwIcffojw8HDodDq8+OKLAMrv/j/yyCMWj+3Zsyd+/PFHnDlzBocPH0ZRURFOnjwpz6xlq5iYGDmGjIwMp2fCevDBB+UE5Pfff8ehQ4fQs2dPm49/7bXX5O1OnTpVeT1Lly6Vk8WhQ4falHwAwO233y7P/rds2TKXJyDKiz1ltzZP4Mr3nB07dtg9Pqqy4OBgjBw5slY+/61Zs2aNPLnEddddZ7XVIjc3V54VLzAwEDfeeKPZ/rFjx8qtNj///LPVyTaUram33Xab1RgzMzPlbVeNw/NUHANCTlNOS/v+++9bnUJTOVVldS0K06dPly82u3TpghdffBG33norJk+eLJf573//a/aP7grKeH7++Wez7lfOtn5cvHgRc+fOxdy5c/HNN99YLatslrZn0KJyBhzlgNzKcnNz8dtvv9l83vrgpptukreXLl1qdQzL119/LW+bZrKSJMls5quPP/7Yan1FRUX49ttv5e+Vf+NDhgyRu/scP368xgv9n376Se7D3blzZ6uzilmjTLi/+OILq10xzpw5g3/++cehelwlNzdXvlD19/c3my2rsry8PHkQsaM6deokJ55Xrlwxm7rZEtM4jm+//Rbbt2+Xu6n4+Phg4cKFmDt3Lp5//nmrybwkSWjbtq3Z9/ZSDpZ2xaw5I0aMwMCBAwGUtyr997//tbk73saNG83+f1555ZUqZZT7rU0rW9n48ePl7ZMnT8ozFbmKJycg7nrPsYWrP/+tCQ4OxvHjx3H8+HG5Fa46CxYskLtDTZo0qUrLZHFxsXyugwcPVnuerKwsLF68GED5jZSaJkZITU2Vt5XTwJMFbll9hOo1exYiFKJ85eWYmBj5mDfeeMNiOeVCeTExMaKoqKhKmWXLlsll1Gq12L17t7wvNzfXbPXSsWPHOvwaq9OpUyf5/MoV2atbdbay6hYKTExMlJ8PDg4WCQkJ1Z7j448/lstWXrzN2kKEx44dM1uU6+DBg1XOrdfrxaRJk8wWVappIcKCgoJqY73jjjvkctZWLlYufvXMM89UW646BQUFZot0Vbfq9NGjR80WfFT+/ezYsUN+XqVSiRUrVlRb3/333y+XHTBgQJX9DzzwgLy/ffv2VRYXNElPTzf7m120aFGVMsrfqbW/i9LSUtG0aVO5bHWrCBcVFYlrr73W4sJhJvYsRFiT6v4GSkpKzBah27Bhg8XjMzIyxODBg83itfS3dP78eXl/SEiI0Ol0Vcp8+OGHcpnY2FiRkpJisc6UlBTRtm1buexHH31ktn/YsGHyPmsLEaakpMjvE4GBgRbf02qycOFCm+oyUf6cKi9EaHLo0CERHBwsl+vfv7+4ePGi1fOuW7fO7D3P0qKYe/bskff7+vqK3NxcG17hv1q3bi0f/+STT1bZb89K6JW9+uqrNX42WPufsIc9n4/2lFUuflr5d+vK9xxXcuXnf0JCgtW/77KyMhEWFibvX758ucW61qxZI3x9feW/0zNnzlQpM3fuXPk8vXv3rrLyvBDl72E33HCDXK6mRVmFEOK5555z+G/Y2zABoSrsTUCEEOL33383u/i97777xP79+0VmZqY4cOCAePjhh4UkSXKZ7777rso5EhMTzd5cZs2aVaXMmjVrzN6gPv/8c2dfrpk333zT7PzVXYBWx1qCMHbsWHlfVFSUeO+998SRI0dEdna2uHTpkvjnn3/E1KlT5ZVe1Wq1OHDggM3nF0KIDh06yPubNm0qvvrqK3Hu3Dlx6tQpsXz5cjFw4ED5A6AhJSBCCPH111+b/Y3df//9Ys+ePSI7O1tcvHhRfPrppyIyMtLqBZRy9VuNRiMef/xxsWvXLpGRkSFSUlLEmjVrxE033WR2kWVpRe3MzEyzZKBFixbis88+E2fPnhU5OTni7Nmz4tNPPzW7EBgwYIAwGo1VzmVrAiKEEH/88YfZ3+aYMWPE33//LS5fvizS0tLEr7/+Kq9OHRsb69YERAghbr75Znlf48aNxaeffioSEhJEamqq2LZtm5g5c6acWLZo0UIu+8gjj4js7GyzC9zS0lL5fwOA6Nevn3jqqafEt99+K5fR6XRmyUzTpk3Fxx9/LP9eTp8+LRYsWCCio6PNXr9erzeL+9dffzX7W5s2bZrYsGGDSE1NFVlZWeLw4cPizTffNPsbmDFjRo0/K0sOHz4sn2PixIk1lrclARFCiNWrVwuNRiOXDQgIEA899JD466+/xLlz50ROTo44d+6c+P3338X48ePN3p+vuuoqkZ+fX+Wc06dPt/r/VZP/+7//k4+Pjo6u8nN3JgFZsGCBfGyfPn0slmnICYgr33NczRWf/0LUnIAIYZ5o+vr6ihdffFEcP35cZGdniwMHDognnnjC7O/+tddes1hXbm6uiIiIMPub//PPP0VqaqpISUkRP/zwg+jcubPZe0l6enqNP4tRo0bJx1hbqZ2YgJAFjiQgQgjx0ksvVbl4t/SYPXt2lWMNBoPZhViHDh1ESUmJxXqUd4KCgoIs3t1wVFJSktkbJQDx2Wef2Xy8tQQhOTnZ7AOkpsfChQvtOr8QQqxYsaJK/JUfoaGhYvXq1fL3DSUBEUKIZ5991qafXffu3S3eISwuLhajR4+26Ry+vr7ijz/+qDaWffv2iaioKJvO1a1bN5GZmWnxPPYkIEIIMW/evBrra9GihVmy7q4E5NSpU2Z31at7jB8/3qwFr7rz3X777VXKVP77zczMrNICVN2jT58+Ii0tzeLrmjJlis3/qwMGDBDFxcU1/qyqExcXJ//eaqKs11oCIoQQGzZsMLsgteUxYcIEi6+lrKzM7ILtxx9/tPt17tq1y6yuyu9hziQgS5culY9Vq9UiMTGxShll3Q0tARHCde85tcGZz38TWxIQnU4nRo4caVNdU6dOtZqA/f3338LPz6/G80RERIi9e/fW+DPQ6/Xy+13btm1t+rl5MyYgVIWjCYgQQvz000+iTZs2Fv+JY2Njq73zoWwOValUYvv27dXWUVBQYNaUf/XVV1vsjuGooUOHyuf29fUVOTk5Nh9bU4KQnJwsxo0bZ3Ynt/KjS5cu4s8//3To/EII8cMPP5i1BCgf/fr1E0ePHhWZmZnVXsAJUX8TECHKu+kp7+4rH8HBweLpp58WhYWF1R6v0+nE/Pnzq/0ZqVQqccMNN1hs+agsMTFRTJo0qdrfZ2hoqJg9e7bVn6G9CYgQ5S0hpotW5UOSJDFu3DiRkZEhDh48WO3FVl0lIEKU3+Hv3r27xZ9P586dxffffy+XvfXWW832Vz5fWlqamDBhgoiIiBBqtVpERESIV199tUqdJSUl4uWXXxYhISEW623SpIl4/vnnLXa7MDEYDOLNN9+s9u/E9Pt95plnRGlpaY0/J2tmzJghn/Po0aNWy9Z0gVZZbm6ueO2116ze/NBoNOL666+3er6ff/7Z7P/M0YSrZcuW8nnuvPNOs33OJCDKliTT50Jlyv3V3Rm3hT2fj/aUrSkBEcI17zm1xdHPfxNbEhAhhNBqteKFF14QoaGhFuuKiooSH3/8sU2tP3v37hX9+vWzeB5JksTo0aNt7oK9fft2+djnn3/epmO8mSSElRFDRA4QQmD79u04ffo00tPTERwcjJ49e2LAgAFQq9XuDq9eyMjIwM6dO5GYmIiCggL4+fkhOjoaffr0QefOnZ0+v06nw+bNm3H69Gnk5eUhIiIC/fv3R48ePVwQvfsZjUbs2LEDR48eRU5ODkJCQtChQwcMGDDA5qkP9Xo9duzYgePHjyM3NxchISFo1qwZBg8ebPdih9nZ2di4cSMuXbqE0tJSREZGol27dhgwYECtLeRoNBqxefNmHD16FKWlpWjWrBmGDBlidZVedxFCYOfOndi3bx+KiorQrFkzdOvWTZ7tzUSn0+Gnn35CQkICmjRpgttuu82hhSdNSktLsWnTJpw5cwYFBQUICwtD586dMXjwYJsXWCwrK8P+/ftx7Ngx5Obmwmg0olGjRujcuTOuvvpqp1cvB8oHZZv+7+fMmYOXX37Z6XNWJoSQB9xmZGRAq9UiMjISzZs3x8CBA61OEuBJ9u7di6uvvhr/+9//5CmVGyJ3vOfYoi4//4uLi7F9+3acOnUK+fn5CA4ORteuXTFo0CC71+w6e/Ysdu7cibS0NBgMBjRv3hyDBw+WJ7awxaOPPoqPP/4YarUa58+fd+laN56ICQgREZGb3XjjjVi7di1atWqFCxcuOLTgJtXs22+/xeTJk7Fp0yYMGTLE3eGQhygqKkJsbCzy8vIwefJkLF261N0h1Xt8hyMiInKzV155BZIkITExUV4ziFzLaDTiiy++QExMjDxVMZErfPPNN8jLy4OPjw/mzJnj7nAaBCYgREREbnbNNdfIawy888477g3GQ11zzTXYtGkTXnzxRXYHJpcxGAzy4o6PPvoo2rRp4+aIGgZ2wSIiIqoHsrKy0LFjR2RnZ2PdunUYPny4u0PyKN26dcPMmTMxZcoUd4dCHuT777/HnXfeiSZNmuDs2bMICwtzd0gNAhMQIiKieuLrr7/GPffcg/79+2P79u3uDoeIrDAajejWrRtOnDiBr7/+msmtHdgFi4iIqJ6YOnUqrr/+euzYsQOrV692dzhEZMVPP/2EEydOYOjQoUw+7MQWECIiIiIiqjNsASEiIiIiojrDBISIiIiIiOoMExAiIiIiIqozTECIiIiIiKjOMAEhIiIiIqI6wwSEiIiIiIjqDBMQIiIiIiKqM0xAiIiIiIiozjABISIiIiKiOsMEhIiIiIiI6gwTECIiIiIiqjNMQIiIiIiIqM4wASEiIiIiojrDBISIiIiIiOoMExAv07dvX8TGxqJv377uDoWIiIiIvJDG3QFQ3UpLS0NKSoq7wyAiIiIiL8UWECIiIiIiqjNMQIiIiIiIqM4wASEiIiIiojrDBISIiIiIiOoMExAiIiIiIqozTEDqsc8++wxjx47Ffffd5+5QiIiIiIhcgglIPWUwGLBr1y53h0FERERE5FJMQOqplStXIicnx91hEBERERG5FBcirGcuX76MtWvXYsWKFe4OhYiIiIjI5ZiA1AO//PILDh06hKSkJOTm5ro7HCIiIiKiWsMEpB7Yv38/jh075u4wiIiIiIhqHROQeqBnz55o3Lix2XN5eXk4fPiwmyIiIiIiIqodTEDqgQkTJlR57ujRo0xAiIiIiMjjcBYsIiIiIiKqM0xAiIiIiIiozjABISIiIiKiOsMEhIiIiIiI6gwTECIiIiIiqjOcBcsDLVu2DN99953FfVlZWXUcDRERERHRv5iAeKCioiJkZGRY3Gc0Gus4mgrjxwOZmcDEicBDD7knBiIiIiJyOyYgHigoKAhRUVEW96lUbup1t2ULkJEB9OrlnvqJiIiIqF5gAuKBJk+ejMmTJ1vcFxsbi5SUlDqOCEBISHkCUlBQ93UTERERUb3BQehUN4KDy78WFro3DiIiIiJyKyYgVDdCQsq/sgWEiIiIyKsxAaG6wRYQIiIiIgITEKorbAEhIiIiIjABobpiagFhAkJERETk1ZiAUN0wtYCwCxYRERGRV+M0vPVUt27d8Mcff7g7DNdhFywiIiIiAltAqK6YumAVFQHuWo2diIiIiNyOCQjVDVMLCFCehBARERGRV2ICQnXD1AICcBwIERERkRdjAkJ1Q9kCwnEgRERERF6LCQjVDWULCBMQIiIiIq/FBITqhrIFhF2wiIiIiLwWExCqG+yCRURERERgAkJ1hYPQiYiIiAhMQKiusAWEiIiIiMAEhOoKW0CIiIiICExAqK74+QE+PuXbbAEhIiIi8lpMQKjumFpBmIAQEREReS0mIFR3TONA2AWLiIiIyGsxAaG6Y0pA2AJCRERE5LWYgFDdMXXBYgsIERERkddiAkJ1hy0gRERERF6PCQjVHbaAEBEREXk9JiBUd9gCQkREROT1mIBQ3eE0vERERERejwkI1Z2KFhDBLlhEREREXosJCNUdZRcsIdwbCxERERG5BRMQqjsVXbAkgwEoK3NzMERERETkDkxAqO6YWkAAjgMhIiIi8lJMQKjumAahA5yKl4iIiMhLMQGhusMWECIiIiKvxwSE6o6yBYQJCBEREZFXYgJCdUfZAsIuWEREREReiQkI1R12wSIiIiLyekxAqO5wEDoRERGR12MCQnWHLSBEREREXo8JCNWdwEBAksq32QJCRERE5JWYgFDdkaR/u2GxBYSIiIjIKzEBobplSkDYAkJERETklZiAUN0yjQNhCwgRERGRV2ICQnWLCQgRERGRV2MCQnWLXbCIiIiIvBoTEKpbFS0ggi0gRERERF6JCQjVLc6CRUREROTVmIBQ3eIYECIiIiKvxgSE6papBaSoyL1xEBEREZFbMAGhusUWECIiIiKvxgSE6lZFAiKVlgJ6vZuDISIiIqK6xgSE6papCxbAqXiJiIiIvBATEKpbpi5YALthEREREXkhJiBUt9gCQkREROTVmIBQ3WILCBEREZFXYwJCdYstIERERERejQkI1S22gBARERF5NSYgVLeYgBARERF5NSYgVLfYBYuIiIjIqzmVgJSWluK9997Dddddh6ZNm8Lf3x9qtdqmh0ajcdVroIZEmYCwBYSIiIjI6zicBaSkpGDkyJE4deoUAEAI4bKgyINpNIC/P1BayhYQIiIiIi/kcAvIPffcg5MnTwJg8kF2Mo0DYQsIERERkddxqAXk7NmzWL9+PSRJghAC06ZNw7Rp09ChQweEhoa6OkbyNMHBQGYmREEBJHfHQkRERER1yqEEZPv27fL2U089hXnz5rksIPICFS0gTECIiIiIvI9DXbAyMjLk7QcffNBlwZCXMCUg+fluDoSIiIiI6ppDCUhgYKC8HRMT47JgyEuYZsLiIHQiIiIir+NQAtKmTRt5OzMz02XBkJfgIHQiIiIir+VQAjJs2DAEV9zF/vPPP10aEHkBtoAQEREReS2HEhA/Pz8899xzEELg7bffxqVLl1wdF3myihYQiQkIERERkddxeB2QmTNn4oYbbkBGRgaGDRtmNjMWkVVsASEiIiLyWg6vhP7OO+/gqquuwubNm3H+/HkMHjwY7dq1Q6dOnRASEgKNxvqpJUnC4sWLHa2eGjJTC0hRESAEIHEyXiIiIiJvIQkHlzFXqVSQFBeOQgiz721hMBgcqZqcEBsbi5SUFDRv3hzJycnuCeKjj4DHHivfLij4t0WEiIiIiDyewy0gQHnSYe17a+xNVsiDKBOOwkImIERERERexOEEZOPGja6Mg7yJaRpeoLwFhGvJEBEREXkNhxOQIUOGuDIO8iaVW0CIiIiIyGs4PAsWkcMqt4AQERERkddwagyIJYmJicjOzoZer0d4eDhatmwJPz8/V1dDDRlbQIiIiIi8lksSkJ07d2LevHnYsGEDrly5Yl6BRoMePXpg4sSJuOeeexAREeGKKqkhYwsIERERkddyqguWwWDAww8/jIEDB+K3335DXl4ehBBmD51Oh/3792PmzJlo27Yt1/4gJiBEREREXsypFpBp06bh22+/BfDvFLyNGjVCdHQ0goKCkJ2djaSkJHlfXl4eHnjgASQkJOD11193MnRqsBRdsIz5+RyIRERERORFHL72+/7777Fs2TIA5d2sZs2ahePHjyMnJwcnT57Evn37kJCQgCtXrmD58uUYMWIEgPJE5a233sKqVatc8wqo4fHzAzTlua/Iz3dzMERERERUlxxOQObMmQMA8PHxwfr16/H222+jU6dOVcoFBwfjtttuw9q1a7F06VKoVCoIITB79myHg6YGTpLkVhDBLlhEREREXsWhBOTo0aM4e/YsJEnCE088gYEDB9p03F133YXp06cDAI4dO4Zz5845Uj15gopxIExAiIiIiLyLQwnI3r175e0JEybYdezdd98tb+/Zs8eR6skTmMaBMAEhIiIi8ioOJSCZmZnydlxcnF3Htm7dWt7OyMhwpHryBGwBISIiIvJKDiUggYGB8nZpaaldx+p0Onlbq9U6Uj15gooERGICQkRERORVHEpAYmNj5e39+/fbdeyRI0fk7SZNmjhSPXkCUxesoiL3xkFEREREdcqhBGTo0KFQq9UAgHnz5tl17EcffSRvX3PNNY5UT56ALSBEREREXsmhBCQ8PBzjxo2DEALbtm3DpEmTkF/Deg4GgwGzZs3CqlWrIEkSOnfujM6dOzsUNHkAtoAQEREReSWH1wF55513EBYWBgD46aef0Lp1a8yYMQPr1q3D5cuXUVxcjLy8PBw8eBDz589Hly5dzFpL5s6d63z01HCZWkAKC90cCBERERHVJY2jB8bFxWHFihUYPXo0ioqKkJubi4ULF2LhwoXVHiOEAAC88sorGDVqlKNVkyeoaAFRFRe7ORAiIiIiqksOt4AAwODBg3HgwAH0798fQHmCYe0RHh6OZcuW4YUXXnBJ8NSAmVpAdDqgrMzNwRARERFRXXG4BcSkXbt22LZtG3bu3ImffvoJO3bsQGJiInJzc+Hr64vIyEj06tULN954IyZPnmw2hS95sYoEBED5YoR+fu6LhYiIiIjqjNMJiEm/fv3Qr18/V52OPJ1pEDoAFBYCkZHui4WIiIiI6oxTXbCIHFa5BYSIiIiIvAITEHIPRQuIYAJCRERE5DWsdsEyDS6XJAnbt2+3uM9Rls5JXkTRAmK8cgVqN4ZCRERERHXHagKya9cuSJJk976aCCEcPpY8hKIFxFhQwASEiIiIyEvUOAjdWrJgWteDyG6KFhCRn+/GQIiIiIioLllNQDZu3OjQPqIaKROQK1fcGAgRERER1SWrCciQIUMc2kdUI+V6MIWF7ouDiIiIiOoUZ8Ei91Cp5HEg7IJFRERE5D0cTkDi4+MRHx+Pt99+267jXn/9dcTHx2Ps2LGOVk2ewpSAsAWEiIiIyGs4vBL6xYsXIUkScnJy7DouMzMTFy9eRFZWlqNVk6cICQHS0rgQIREREZEXqTEByc/PR15entX9SUlJNlWWkZGBP//8EwBQWlpqW4TkuUxT8bIFhIiIiMhr1JiALFiwAK+++mqV501T8y5atAiLFi2yu+KmTZvafQx5mIqZsCQmIERERERew6YuWLWx3sddd93l8nNSA8MEhIiIiMjr1JiABAcHIzo6usrz6enpkCQJAQEBCFGs6WCNr68vWrZsiYkTJ+Khhx6yP1obpaWl4ciRI8jMzIRarUZkZCQ6duyI2NjYWquTHFDRBYsJCBEREZH3qDEBefrpp/H0009XeV6lKp9Aa/r06XjnnXdcH5kDsrOz8fnnn2P37t0WW206d+6MBx98EK1bt3a4Dmdn73rjjTfQrVs3+fu8vDxMmTLFrnMsW7YMoaGhTsVRL5haQIqK3BwIEREREdUVp9YBqY2uWY5KS0vDzJkzsWvXrmrjOnHiBGbNmoW9e/fWcXTVS01NdXcI7mNqAWECQkREROQ1HJ6Gd+PGjQCAFi1auCwYRxkMBsydO1ee2jcqKgp33303evToAX9/fyQlJeGXX37Bzp07UVZWhvnz5+ODDz5AkyZN7K7r1ltvtat8ZmYmtm/fLsfVsmVLs/3KBGTEiBEICgqq8Zx+fn52xVBvVbSAqJiAEBEREXkNhxOQIUOGOHRcZmYmnnnmGQDArFmz0LFjR0dDkK1btw7nz58HADRu3BjvvvsuwsPD5f3t27fHs88+i/nz52Pz5s0oKirCokWLMHv2bLvr+u9//2tz2bKyMsyaNQsAEBAQgBdffBFhYWFmZUwJiCRJeOCBBzwnubBFRQuIqrQUMBgAtdrNARERERFRbXOqC5ZDFapU+Oqrr/D1119j7dq1LjnnihUr5O1p06aZJR8mkiRh2rRp0GjKc649e/YgPT3dJfVX57PPPkNCQgIA4KGHHkKrVq2qlDElIBEREd6VfAByCwgAGPPz3RgIEREREdUVh1tATNauXYv169cjOzvbpjEhx48fl7dLSkqcrR4XLlxASkoKACAsLAz9+/evtmxERAS6deuGgwcPwmg0Yvfu3U4PKq/O1q1bsX79egDA4MGDcd1111ksZ0pAmjVrVitx1GvKBOTKFagsJI5ERERE5FkcTkCEEJg0aRJ+/vlnhyu/5pprHD7W5NChQ/J29+7d5RaO6nTv3h0HDx4EABw9erRWEpC8vDx89tlnAIDQ0FA8+OCD1ZY1JSBeuTCjaSV0sAWEiIiIyFs4nIB8+OGH+OmnnyBJks2zYZnKNmvWDLNmzaq2VcAeprEfQPlYj5rEx8fL25cuXXK6fkv+97//oaCgAABwzz33VLtOSmFhIQor1sDwygSkUgsIEREREXk+hxOQ9957D0B5UvHcc8/h1ltvxZUrV/DII4/g7NmzeOCBBzBx4kQYDAYkJibi66+/xpYtW9CyZUvs3LnTZRfcycnJ8ralBRMrU858lZGRAaPRKK9p4gqHDx/Gtm3bAJSvO3L99ddXW/by5cvydtOmTbFlyxZs27YNZ86cQX5+Pvz8/NC0aVP07NkTo0ePRuPGjV0WZ72gaAERFQkbEREREXk2hxKQQ4cOITk5GZIkYerUqXj99dflfS+88AKmTJmCw4cP49NPP5WfnzZtGp544gl8+OGHuPHGG7F///4au0vZIicnR9625QJdOUBdr9ejtLQUgYGBTscBAEajEV988YX8/bRp0yBJUrXllVPwfvnll8jIyDDbr9frce7cOZw7dw4rVqzAlClTcMstt7gk1npB0QIi2AWLiIiIyCs4dOv/yJEj8vbdd99tts+0yvfBgwdhMBjM9s2bNw/t27fHsWPHMHfuXEeqrkI5kN2WWaR8fX3Nvi8tLXVJHED5wPPExEQAQJ8+fdChQwer5ZUJiCn5aNu2La6//nqMHj0avXr1go+PDwBAp9Nh8eLFWLJkicvidTu2gBARERF5HYeaIJR36pVjKgDIC+1ptVqcPXvWbJ0PjUaD+++/HzNnzsRHH32E5557zunuT3q9Xt6unFxYoq601oSrVnM3GAz48ccf5e8nTZpU4zHKBKRFixZ46qmn0LZtW7MyOTk5+OSTT7Bnzx4AwG+//YaOHTuiX79+LonbrdgCQkREROR1HLr612q18nblhfXCw8Pl1bwvXLhQ5dgRI0YAKE9iNm/e7Ej1ZpTduIxGY43llbEDtiUtttiyZYs8HqVbt242DYiPjo5G//79MXToULz11ltVkg+gfOrg2bNno2/fvvJzy5Ytc0nMbscWECIiIiKv41ACEhERIW8r7+KbmFpBzpw5U2Vf8+bN5e1z5845Ur0Zf39/ebusrKzG8soERJIkBAQEOB0DAPzxxx/y9qhRo2w65s4778Szzz6LGTNmIDQ0tNpyKpUK9957r/z9pUuXzAbfN1g+PkBFtzmpYjYwIiIiIvJsDnXBMo3zAICVK1eadbMCgHbt2uHUqVPYu3dvlWOV3beys7Mdqd5MWFgY8iu671yxYSrXvLw8eTs8PNwlA+HPnDkjTwccERGBa6+91ulzVta8eXNER0fLq7enpKQgNjbWYtlly5bhu+++s7gvKyvL5bE5JSQEKCtjCwgRERGRl3CoBeTaa69FZGQkAOC1117D2rVrzfYPGjQIQgj8+eefVS54v/nmG3lbOSWuo5QtKmlpaTWWVyZArlp9fPXq1fL2ddddV2WciasoZ/Cy1tpTVFSEjIwMiw9buqnVqYpuWGwBISIiIvIODiUgarUajz/+OIQQKCwsxKhRo9C2bVskJSUBAG644QYA5RfCI0eOxJo1a7B//3688sor8vohADBkyBCnX0BcXJy8bWnMSWXKMpVbbhxRVlYmr/sBAAMGDHD6nNUpKiqSt6112QoKCkJUVJTFhyvXPHEJ00B0JiBEREREXsHh/kfPPPMM1q9fLw8kT0hIkFf17tq1K+666y58++23OHz4MEaPHi0fJ4SAJEm47bbbLA66tlevXr3www8/AAD27dtX48KChw8flrd79OjhdP2HDh2SWyNiYmJsfk1LlizBypUrAQDjx4/HxIkTrZbPz89HSkoKgPKxK5VnH1OaPHkyJk+ebHFfbGysfJ56oSIBkRTJFRERERF5Lodvh/v4+OCff/7BBx98gEGDBiEmJsas69G8efPQtm1bCCHMHgDQs2dP/O9//3M+egDt27dHVFQUgPLxDTt27Ki2bEJCAo4ePQoAiIyMNBvL4qhdu3bJ271797b5uBYtWkCn00Gn02HHjh01Tge8cuVKuftUx44drbaANCjsgkVERETkVZzqj6NWq/Hoo49i8+bNSElJMVt4LyoqCvv378ecOXPQr18/tGvXDoMGDcK8efOwY8cOs/EMzsYwduxY+fslS5YgNze3Srni4mIsWLBA/n7s2LEWW0ref/99jB07FmPHjsXs2bOt1i2EwL59++Tvu3btanPc11xzjbzI4MWLF7F8+fJqyx4/fhy//PKL/P24ceNsrqfeM7WAMAEhIiIi8grOTwFlRUhICF566SW89NJLtVkNRo0ahc2bN+Ps2bPIzMzErFmzMHnyZHTu3BkqlQrHjh3Dd999J08Z3KpVK7NuYY66fPmy2cxb9owpCQkJwe233y53H1u6dCnOnj2LG264AXFxcfDx8UFGRga2bduGlStXQqfTASifAKA2ZtlyG1MLCLtgEREREXmFWk1A6opGo8HMmTPx4osvIj09Henp6Zg3b57FspGRkXj++efl1gdnKNc5ady4sTwzmK3uuOMOZGZmYv369QDKu3Mpu3RV1rVrVzz55JMOxVpvVbSAqIuKYDAYam0GMSIiIiKqH+rZlEiOi4mJwfz58zFkyBCLa3uoVCq5C1hMTIxL6lQupNiuXTu7j1er1XjiiScwc+ZMtGjRotpyjRo1wrRp0/DKK68gMDDQoVjrrYoWEFVxcf2bIpiIiIiIXE4SVkY/v/rqq7VaeW11zcrNzcWJEyeQmZkJvV4vDzhv3LhxrdTnKgkJCTh79iyuXLkCjUaD0NBQxMXFIT4+HpIkuaQO0yxYzZs3rx+rqb/5JvD88xAqFcoKC+HvopXpiYiIiKh+spqAqFQql134WmIwGGrt3GRZvUtAPvwQePxxAEBxZiYC7ezGRkREREQNS41jQGqaHtZRtZnYUANS0QULAER+PsAEhIiIiMijWU1AlixZUldxkLcyrYQOwKiYUYyIiIiIPJPVBGTq1Kl1FQd5K2ULSEGBGwMhIiIiorrgMbNgUQPFFhAiIiIir8IEhNxL0QICroZORERE5PFcshBhWloafvnlF2zYsAFnzpxBbm4utFotMjIyAJSPJdFoNJg4caJLFgAkD6JoAQG7YBERERF5PKdbQN566y20bdsWjz/+OH7//XecOHECly9fRnZ2tlxmw4YNuOeee9C2bVv89ddfzlZJnkTZBSs/342BEBEREVFdcCoBeeKJJ/DCCy+gpKQEQgj5YYkQApcuXcLYsWOxaNEiZ6olT6LogiWxCxYRERGRx3M4Afnnn3/w4YcfAgDUajWmTZuGv/76C/fee2+Vso8//jhuuukmAIDRaMRjjz2G/fv3O1o1eRJ/f0CtLt9mFywiIiIij+dwAvLCCy8AAHx8fLB69WosXrwYN954Ixo1alSl7FVXXYVVq1bh7bffBgDodDrMmjXL0arJk0jSv60gbAEhIiIi8ngOJSDnzp3Dnj17IEkSHnnkEVx//fU2HTdr1iyMGzcOQghs3rwZycnJjlRPnqZiHAi7YBERERF5PocSkD179sjbEyZMsOvY6dOnAygfE7J161ZHqidPU9ECIhUVuTkQIiIiIqptDiUgypaLNm3a2HVst27dLJ6HvJipBaSoqNpJDIiIiIjIMziUgAQEBDhcoSRJ8jYvNgmAnICoiothMBjcHAwRERER1SaHEpCWLVvK20eOHLHr2JMnT8rbMTExjlRPnqaiC5aqsBBGo9HNwRARERFRbXIoAbnuuuvkFc0///xzu4797LPP5O2BAwc6Uj15GkUXLCYgRERERJ7NoQQkNDQUd955J4QQWL58uc1JyOuvv44ffvgBkiRhwIABiI+Pd6R68jSmFhB2wSIiIiLyeBpHD3zrrbewevVqZGZmYvr06diwYQMmTZqE1NRUucz58+eRmpqK3bt346uvvsKJEycAlK8dMn/+fOejJ89Q0QKiLi6Gli0gRERERB7N4QQkJiYGq1evxogRI5CTk4Ply5dj+fLlAP4daN6+fXuzY4QQUKlU+Pzzz9G3b18nwiaPwhYQIiIiIq/h8EroANCrVy8cPnwYI0aMgBBCfpgonxNCoFmzZli1ahWmTp3qdODkQUyzYOl0MJaWujkYIiIiIqpNDreAmDRv3hxr167FgQMH8O2332Lbtm24ePEi8vLy4O/vjyZNmqBv37646aabcOedd8qD14lkFQkIAIiCAoCzoxERERF5LKcTEJPevXujd+/erjodeZOKLlgAYLxyxY2BEBEREVFtcygB2b17N9auXQsAmDlzplMLExIpW0BQUOC+OIiIiIio1jmUgPzzzz+YM2cOJEnCk08+yQSEnKNoARFMQIiIiIg8mkOD0GNjY+Vt5bS7RA5hCwgRERGR13AoAbnpppvg5+cHAFi5cqVLAyIvxBYQIiIiIq/hUAISFRWFOXPmQAiBN954AydPnnR1XORN2AJCRERE5DUcXgfkmWeewfTp05GXl4d+/frhww8/xBXOYESOUCYghYXui4OIiIiIap3D0/COHDkSABAUFIT8/Hw8+eSTmDFjBqKiouTuWdZIkoTz5887Wj15kqAgeVNiAkJERETk0RxOQP755x9IkgQA8leDwYC0tLQajxVCyMcQQaUqT0KKiqAqKoLRaIRK5XDjHBERERHVY04tRCiEsOk5ohoFB5cnIMXFTECIiIiIPJjDCYjRaHRlHOTtQkKA9HSoiopgMBig0TiVGxMRERFRPcXbzFQ/VEzFK1W0gBARERGRZ3LoNvOpU6ewZ88eAMAdd9xh06BzIqsqZsJSFRbCYDC4ORgiIiIiqi0OtYAsX74c99xzD6ZNmwatVuvqmMgbVSQgbAEhIiIi8mwOJSDR0dHydlZWlsuCIS9W0QXLNAsWEREREXkmhxKQkSNHyrMUrVu3zqUBkZcydcGqGIRORERERJ7JoQSkVatWeOyxxyCEwKuvvmrT2h9EVplaQNgFi4iIiMijOTwL1nvvvYebb74Zly9fxrXXXos///zTlXGRt6loAVEXF7MFhIiIiMiDObzYwsMPP4wmTZogKCgISUlJuPXWWxEREYH27dvbNCuWJElYv369o9WTp6loAVGXlsKo07k5GCIiIiKqLQ4nIF988QUkSQIA+Wt2djZ27dpV47FCCPkYIgByCwgAiMJCNwZCRERERLXJqeWmhRA2PUdUI2UCUlDgxkCIiIiIqDY5nIAkJCS4Mg7ydhVdsAAATECIiIiIPJbDCUirVq1cGQd5O2ULSH6+GwMhIiIiotrk8CxYRC6laAFhFywiIiIiz+XUGBBLEhMTkZ2dDb1ej/DwcLRs2dKmWbHIyylaQFRFRW4MhIiIiIhqk0sSkJ07d2LevHnYsGEDrly5Yl6BRoMePXpg4sSJuOeeexAREeGKKsnTKFpApKIiGI1GqFRsoCMiIiLyNE5d4RkMBjz88MMYOHAgfvvtN+Tl5UEIYfbQ6XTYv38/Zs6cibZt22Lx4sWuip08SaUWEC5GSEREROSZnGoBmTZtGr799lsA/06/26hRI0RHRyMoKAjZ2dlISkqS9+Xl5eGBBx5AQkICXn/9dSdDJ4+iaAFRVayG7uPj48aAiIiIiKg2ONwC8v3332PZsmUAyrtZzZo1C8ePH0dOTg5OnjyJffv2ISEhAVeuXMHy5csxYsQIAOWJyltvvYVVq1a55hWQZ/D1LX+gvAXEaDS6OSAiIiIiqg0OJyBz5swBAPj4+GD9+vV4++230alTpyrlgoODcdttt2Ht2rVYunQpVCoVhBCYPXu2w0GTh6rohsUEhIiIiMhzOZSAHD16FGfPnoUkSXjiiScwcOBAm4676667MH36dADAsWPHcO7cOUeqJ09V0Q1LquiCRURERESex6EEZO/evfL2hAkT7Dr27rvvlrf37NnjSPXkqUwtIIWFbAEhIiIi8lAOJSCZmZnydlxcnF3Htm7dWt7OyMhwpHryVGwBISIiIvJ4DiUggYGB8nZpaaldx+p0Onlbq9U6Uj15KraAEBEREXk8hxKQ2NhYeXv//v12HXvkyBF5u0mTJo5UT57KlIAUFzMBISIiIvJQDiUgQ4cOhVqtBgDMmzfPrmM/+ugjefuaa65xpHryVBVdsLgQIREREZHncigBCQ8Px7hx4yCEwLZt2zBp0iTk5+dbPcZgMGDWrFlYtWoVJElC586d0blzZ4eCJg/FFhAiIiIij+fwOiDvvPMOwsLCAAA//fQTWrdujRkzZmDdunW4fPkyiouLkZeXh4MHD2L+/Pno0qWLWWvJ3LlznY+ePEtFC4i6pIQtIEREREQeSuPogXFxcVixYgVGjx6NoqIi5ObmYuHChVi4cGG1xwghAACvvPIKRo0a5WjV5KkqWkDUxcUwMgEhIiIi8kgOt4AAwODBg3HgwAH0798fQHmCYe0RHh6OZcuW4YUXXnBJ8ORhTNPwGo0QJSVuDoaIiIiIaoPDLSAm7dq1w7Zt27Bz50789NNP2LFjBxITE5GbmwtfX19ERkaiV69euPHGGzF58mSzKXyJzFS0gACAqGFMERERERE1TE4nICb9+vVDv379XHU68kaKBASFhRBCQJIk98VDRERERC7nVBesynJzc6s8J4RAYWGhK6shT1XRBQson4qXM2EREREReR6nE5DNmzdj/PjxCA0NxUMPPVRlf05ODho1aoRevXph3rx5KC4udrZK8lSKFhAmIERERESeyakEZNasWRg2bBh+/fVXFBUVybNcVWY0GnHkyBHMmjULnTt3xoEDB5ypljyVsgWkuJhT8RIRERF5IIcTkCVLluC9994DUN7NysfHBx06dKhSzs/PD3FxcfJMWElJSRgxYgSSkpIcj5o8U6UWECYgRERERJ7HoQRECIE5c+bI30+fPh0ZGRl47bXXqpQNDg7GhQsXsGnTJjlBycvLw9NPP+1YxOS5KrWA1NQFy2AwoLS0FAUFBcjJyUF6ejoyMzORnZ2NvLw85Ofno7CwECUlJSgrK4Ner2e3LiIiIiI3c2gWrL179+LSpUuQJAn33XcfPvrooxqPGTx4MPbt24eBAwfi8OHDWLFiBTIyMhAVFeVICOSJKrWA6HQ6lJaWQqvVQqfTVXk4mkxIkgSVSgW1Wo2AgAAEBQUhKCgIGo3LJoUjIiIiomo4dMV1+PBhefvBBx+0+bigoCDMmTMH48aNg8FgwLZt23Dbbbc5EgJ5ooAAQKUCjEaoiouRnp5eK9UIIWAwGGAwGKDVanHlyhUAgK+vr5yMBAYGQq1W10r9RERERN7MoQQkOztb3o6Pj7frWNOq6QCQmJjoSPXkqSSpvBtWfj5URUV1Xr1Wq4VWq0Vubi4kSYK/vz8CAwPlhIRrkhARERE5z6EEJCAgQN7Oy8tDo0aNbD5WOVOWVqt1pHryZCEhQH4+JDevHSOEQElJCUpKSpCdnQ1JkhAYGIiwsDCEhoYyGSEiIiJykEOD0OPi4uTtLVu22HWssvtWdHS0I9WTJ6sYiC65oQXEGiEEioqKcPnyZZw7dw6ZmZnQ6XTuDouIiIiowXEoAbn++uvh6+sLAHj11VfNumRZI4TAW2+9JX/fr18/R6onT1YxEL2+JSBKer0eWVlZOH/+PJKTk1FUj2MlIiIiqm8cSkCCg4Nx3333QQiBhIQE9O/fH+vWrbN6zKVLl3DLLbdg06ZNkCQJV199tcV1Q8jLVbSAqIqL3RxIzYQQKCgoQFJSEs6fP4/c3FxO80tERERUA4fnHX399dexdu1aXLhwAefOncONN96Ipk2b4sYbb0RcXByaNGkClUqF1NRU7NixAxs3boRerwdQPtuQLVP3kheqaAFxxyB0Z2i1WqSlpSEjIwNhYWEIDw+Hn5+fu8MiIiIiqnccTkAaNWqEdevW4cYbb8SZM2cAAJcvX8aSJUssljcNPg8ICMAPP/yAPn36OFo1eTJTAtIAWkAsMRqNyM3NRW5urjxoPSQkhFP6EhEREVVwqAuWSVxcHA4ePIinn34aYWFhAMoTDUsPABgxYgQOHjyIm2++2fnIyTNVdMFSN7AWEEuKi4uRmpqKs2fP4tKlS8jLy4PBYHB3WERERERu5fTSzwEBAXj33XcxZ84c/PPPP9i1axcuXryIvLw8SJKEJk2aoFevXrjxxhvRsWNHV8RMnqyiBUTdQFtALBFCoLCwEIWFhUhLS0NQUBBCQkLYMkJEREReyekExCQoKAi33HILbrnlFledkryRaRB6SYmbA6kdTEaIiIjI27ksASFyCVMLiE4H6HSAj4+bA6o9lpKR5s2bQ6VyqmckERERUb3GKx2qXypaQICGOxDdEaZkpMRDW36IiIiITJiAUP1S0QICNLypeF2htLTU3SEQERER1SomIFS/KBMQL2oBMWELCBEREXk6JiBUvyi7YLEFhIiIiMjjMAGh+sXLu2DpdDro9Xp3h0FERERUa5iAUP3ipYPQldgKQkRERJ6MCQjVL14+BgRgAkJERESejQkI1S9sAWECQkRERB6NCQjVL8oEpLDQjYG4D2fCIiIiIk/mspXQr1y5gi1btuDMmTPIzc1FWVkZ3n33XQDAuXPn0KxZMwQGBrqqOvJUajUQGAgUFwNeOAgdAPR6PfR6PTQal/17EhEREdUbTl/hnDlzBs8++yxWrlwJg8Fgts+UgLzyyiv4448/8PDDD+PFF19EUFCQs9WSJwsOBoqLIXlpCwhQ3goSohgPQ0REROQpnOqCtXHjRlx11VVYsWIF9Ho9hBDyo7KCggK8++676NmzJ86dO+dMteTpKi68vbULFsBuWEREROS5HE5A0tLSMG7cOBQUFEAIgbCwMEyYMAHXXnttlbI9e/aEv78/hBA4f/48Ro8ejUIvvrikGlSMA/HWQegAB6ITERGR53I4AZk9ezby8/MhSRLuueceJCUl4YcffsCAAQOqlH366adx6tQpXHPNNQDKx4TMnj3b8ajJs1W0gEheOgYEYAsIEREReS6HEpCioiL8+OOPkCQJgwYNwpdfflljf/WWLVvi77//Rnx8PIQQWLp0KcrKyhwKmjxcRQuI2otbQIxGI7RarbvDICIiInI5hwahb9iwASUlJZAkCU888YTNx4WEhOC5557D/fffj/z8fGzatAk33HCDIyGQJ6tIZkVBAbKysqBSlefJkiTJj8rfV37OxNLzyq/1eaapkpIS+Pr6ujsMIiIiIpdy6OorMTFR3r7qqqvsOvb666+Xt0+fPl0rCUhaWhqOHDmCzMxMqNVqREZGomPHjoiNjXV5Xa5UUFCAw4cPIzk5GXq9Ho0bN0arVq3QqVMns4tqj6fognXp0qVarUqj0SAgIACBgYEIDAxEQEAA/Pz8arVOW5WWliIsLMzdYRARERG5lEMJiLJ/ur1ThTZq1EjedvVA9OzsbHz++efYvXu3xZm4OnfujAcffBCtW7d2uq5PP/0Uq1evtrn8qFGj8NBDD1ncp9PpsGzZMqxatcpit5uYmBhMmTIFAwcOdDjeBqWiC5ZPHQzE1uv1KCgoQEFBgfycWq2WkxLTVz8/vzpPAjkOhIiIiDyRQwlIdHS0vJ2cnGzXXdq0tDR5Ozw83JHqqz3v7NmzkZWVVW2ZEydOYNasWZg1a5bdLTeVpaamOnW8iU6nwyuvvIIjR45UWyYtLQ3vvPMOEhMTcdddd7mk3nqtIqnVuOkC3GAwoLCw0CxBVqvV8Pf3R0BAgNnD1D2sNpSWlkII4V2tX0REROTxHEpA+vXrJ2+vWLECXbp0sfnYP/74Q9625zhrDAYD5s6dKycfUVFRuPvuu9GjRw/4+/sjKSkJv/zyC3bu3ImysjLMnz8fH3zwAZo0aeJwnaYEpEWLFujTp0+N5Tt37mzx+a+++kpOPnx9fTFx4kQMHjwYjRo1QmZmJtavX49ff/0VRqMRP/74I9q0aWNxqmOPYmoBKSsDjEagFi/ybWUwGFBUVIQixcxckiTB19e3SlLiqnEbQgiUlZXB39/fJecjIiIiqg8cSkDatWuHnj174tChQ3j33XcxadIkm7o1HT9+HG+//TYAoEmTJi7rUrRu3TqcP38eANC4cWO8++67Zq0r7du3x7PPPov58+dj8+bNKCoqwqJFixyeCliv1yMzMxMAcPXVV2Pq1KkOnScpKQmrVq0CAKhUKrz88svo1q2bvL958+aYMmUKoqOj8fHHHwMo7/rVp08f+Pj4OFRng6Do1qcpK4M+IMCNwVTPlCCUlZUhLy9Pfl7ZWmIaW+Lv7+9QS0ZpaSkTECIiIvIoDt9afueddwAA+fn5GDx4sNXxEFlZWXjnnXcwYMAA5OXlQZIkvPjiiy7rvrJixQp5e9q0aRa7dkmShGnTpsmzHu3Zswfp6ekO1Zeeng6j0QgAaNq0qUPnAIA///xTPs/IkSPNkg+lkSNHolWrVgCA3NxcbN261eE6G4SKFhAA0DTABflMrSVZWVlISkrCqVOncPjwYZw+fRqXLl1CVlYWiouL5d+9NVyQkIiIiDyNw3OQDh8+HK+//jpeeOEFXL58GWPGjEGjRo3M7vIOHDgQaWlpSEhIAAB5YPjNN9+MRx55xMnQy124cAEpKSkAgLCwMPTv37/ashEREejWrRsOHjwIo9GI3bt3Y+zYsXbXqRz/0axZM/uDRvlF6o4dO+Tvb7rppmrLSpKEwYMHY+nSpQCAXbt2YdiwYQ7V2yAoWkB8SkvhCZfgQggUFxejWLG2iSRJVVpKgoKCzI7jQHQiIiLyNE41QcyePRsff/wx/Pz8IIRAbm4ucnNz5SRk586dSEhIgBBCTj7uvPNOfP/9985HXuHQoUPydvfu3Wtc16F79+7y9tGjRx2qU5mAONoCcuHCBXnmpfDw8Bq7sFWO29IsXx5D2QXLg1sAhBAoKSlBTk4OkpOTcebMmSotHmVlZZ79uyYiIiKv43QfqIcffhgnTpzA9OnT0bhxYznZUD7UajWGDBmCP//8E8uWLUOAC/v0m8Z+AOVjPWoSHx8vbzu6xoQpAfHz80Pjxo0dOse5c+fk7Xbt2tVYvnXr1nKXtaKiIuTk5DhUb4Og6IJVF1Px1ieVWzyEEOyGRURERB7FJctAx8XF4aOPPsJHH32EkydP4uLFi8jLy4O/vz+aNGmCnj17IlhxUelKycnJ8rZyeuDqKGe+ysjIgNFotHssiikBadq0KTIyMvDXX3/h4MGDyMjIgFarRVhYGNq3b4/BgwejX79+Fgcfm7qN2Rq3r68vwsLCkJubC6B8al5Hk596T9kC4mVdkIqLi6uMYSotLXVp0k5ERETkTi5JQJQ6deqETp06ufq01VK2BNhyQa68uNPr9SgtLUVgYKBddZoSkNzcXEyfPr3K4oFZWVnIysrCjh070L59e8ycObNKkmFv3ED5Io6mBMTVizjWK8oWkLIyNwZS9yyN+SgpKXHpmjlERERE7lTrCyyUlpbi4MGDOHToUK10JVFesPn5+dVYvvIaDfbGZDAYkJGRAQC4cuUKtFotgoKC0K9fP4wePRrDhg1DTEyMXP7MmTOYOXOm2QKMAMwGI9s6zaoydo/uluPFLSDVJSBEREREnsLpFpDMzEx89dVXuHz5MhYsWGC27+2338abb74pL94WGBiIhx9+GK+99ppNyYIt9Hq9vG3LAnBqtdrse3sH+GZmZsp1SpKECRMmYMKECWbrcgghsGXLFnz22WcoKipCXl4e3n77bcyfP1/u7qWM29Y1PZSxe/TAZOU0vF7WAqLX66HVas3+lrVarUNdBYmIiIjqI6euaFasWIF27drh2WefNVuLAwC++OILzJ49G4WFhfJg9KKiIsybNw8jR46ETqdzKnAT5axXtqyrULm7lL2rVmu1WvTv3x/9+/fHY489hrvuuqtKAiFJEoYMGWK21smFCxfMpt1Vxm1rMqGM3VWrbddLfn5Axc/Uxwvv/ltq8fDoFi8iIiLyKg4nIFu2bMH48eNRUFBQ5QJaCIHXXntN/r5Hjx64/fbb0ahRIwghsG3bNsyZM8fhoJWU3ZfKbLhbrryIlyTJ7sG9LVu2xLPPPotnn30Ww4cPt1q2c+fOZqu979y5U962N24AZklb5fUiPE5FNyxPnoa3OuyGRURERJ7M4S5YTz75JPR6PSRJwmOPPYbp06fL+7Zt24ZLly5BkiSMHz8eP/zwAwDg8uXLuOqqq5CamopPPvkEL730ktNdscLCwpCfnw+gfExGTfLy8uTt8PDwGtcNcVbv3r2xZcsWAOYzXzVq1EjetiVuAPIAdMB8Nq/Kli1bhu+++87ivqysLJvqcrvgYCAnB51XrULnVatqrRqjWg2jWg2hUsGo0fz7fcVX5bZQq2Hw8YHezw8GX9/yrz4+MPj5QW/63te3fJ+vLwx+fjBoNP+eV6OB0GhgqLQtFGV0/v5m44NMmIAQERGRp3Do6vvs2bM4dOgQJEnC5MmTsXDhQrP9f/31l7w9e/ZsebtZs2Z49NFH8fzzzyM/Px979uzBoEGDHAy9XPPmzeX1PCoP9LbENIDcFE9tU85epGzpUNZtS9xlZWVyoqXRaKwmIEVFRWavU8mWbmr1Qvv2QFJSrVejMhigMhhqvR5bFURHY8PcuYBivRqAXbCIiIjIcziUgOzatUvevvfee6vs37hxI4Dyi2zlCt4AMGbMGDz//PMAgBMnTjidgMTFxcnxXLhwocbyyjIdO3Z0qm5bmAbgA0BoaKi8rVz5XLmYYnWUZdq2bWt14HpQUBCioqIs7mswA5mXLMH5uXORX4stNpIQkCoSEMlohEqvr7KtMhj+LWMwQK3TQVNWBrVWC7VWC41WC3VZmfxV5eTkACHp6Wi8fz/0vXubtc7pdDro9fpab7EjIiIiqm0OXc0o765XvogvLi7GgQMHIEkSrrvuuirHNm/eXN5WdodyVK9eveQuXvv27atxtqDDhw/L2z169LCrrqKiIkydOhVCCGg0GixdurTGweAnT56Ut9u0aSNvd+zYEQEBASgpKUFKSgouX75stUXGnrgnT56MyZMnW9wXGxtr1hWs3oqNRdDzz0NvY/c0VxFCQAAwVDws7a/2WKMRkk4HqbQUqtJSSMXFgFZb/pxeb/Er9HqodDpIOh2avvYaVHo9wpKTUVJSghDFdMRAeStIbS3oSURERFRXHEpAlFPIVr4ju3PnTnlsyJAhQ6ocqxxI7Yq78e3bt0dUVBQyMjLkxf+UA7+VEhIScPToUQBAZGQkunXrZlddQUFBCAsLQ2ZmJnQ6Hfbt24f+/ftXW76goEBuDQKAq6++Wt728fHBNddcg02bNgEA/vjjDzz00EMWz6PVarF27Vr5+6FDh9oVd0MVExNjtqaKx/v5Z+DYMTS6dAk5TECIiIjIQzmUASi79yRV6qevHP9h6UJZ2SLgitWd1Wo1xo4dK3+/ZMkSs8HaJsXFxWbrlIwdO9ZiAvT+++9j7NixGDt2rNn4FRNlcvPll1+arWiuZDAYsHDhQnnF8tatW6Nnz55mZW699VZIkgQA+Pvvv+XkSEkIgU8//VSu5+qrrzZrRSIP0rUrACAsJYVT8RIREZHHcigBueqqq+TtL7/8Ut7Ozs7GV199BaB8ulpllyOTpUuXyttdKy64nDVq1Ci0a9cOQPlCgbNmzcLmzZuRmZmJ7OxsbN68GU899RQuXrwIAGjVqhVGjx7tUF233XabPJYjIyMDTzzxBH777TckJSWhoKAAmZmZ2LZtG2bOnIk9e/YAKE+SHnvssSrnio+Px8033wygvFXp9ddfx/Lly5GcnIwrV67g8OHDeOmll7B+/XoA5VP3/ve//3UobmoAKv4fgtPSUGqheyJnwiIiIiJP4FAXrK5du6Jbt244duwYPv74YxQUFKBbt25YvHgxcnNzIUkS/vOf/5gdY2oR+OqrryBJEiIjI9GnTx/XvAiNBjNnzsSLL76I9PR0pKenY968eRbLRkZG4vnnn7d59fHKwsLC8NJLL+GVV15BQUEBrly5giVLlmDJkiXVxjZjxgy0bdvW4v6pU6ciKSkJhw4dQklJCb755ht88803Vcr5+Phg5syZdTJzF7lJly4AAJUQ8EtIgLFbN7NWOr1ez4HoRERE1OA5PAhj4cKFcvehb775BjNnzsSpU6cAAH5+fnj00Uflsp988gmaNGmCmTNnyoN4Z8yY4XASYElMTAzmz5+PIUOGWLxAU6lUGDRoEObNm+f0uIL27dvjo48+wvDhw6sdhK5SqdC3b1+899571Y5JAcoTi5dffhkTJ06stn9/+/btMXfuXLOWJ/JAihbBsEuXuCAhEREReSRJWJvWpwbfffcdHnzwQbOpZtVqNb788kvcfffd8nPPPfcc5s6dK38/derUalsMXCE3NxcnTpxAZmYm9Hq9POC8cePGLq+rsLAQJ0+exOXLl1FWVobg4GBERESgS5cuVQYR16SsrAxHjx5Feno6ioqKEBYWho4dO6JVq1Yui9c0C1bz5s2RnJzssvOSCxgM5Qswlpbi+M03I2fmTERGRpoVady4cbVTLBMRERE1BE715bjzzjsxbNgw/Pjjjzh9+jRCQ0MxceLEKoOtgfLxC/3798ejjz6KW2+91ZlqaxQeHo4BAwbUah0mwcHBLmuZ8PPzQ9++fV1yLmqA1Gqgc2fgwAE0Sk5GCgeiExERkQdyqgXEVuy3Xn+wBaSemzoV+OYbFDZpgvWLFqF9+/Zmu1UqFTp06OCm4IiIiIicVyfLYjP5ILJRxUD04MxM6HJzqyx8aDQaodVq3REZERERkUvUSQJCRDZSDEQPuXQJZWVlVYpwIDoRERE1ZFabJu68804AgCRJ+Pbbby3uc5SlcxJ5vYoWEKB8Jqzi4mL4+/ubFSktLUVYWFhdR0ZERETkElbHgKhUKnmqXYPBUO0+R1U+J9U+jgGp54QAQkOBwkKcvOkmpMyYgebNm5sVCQgIQFxcnHviIyIiInJSjV2wrI1RF0I4/CAiCyRJ7obVKDnZYner0tJS/g8RERFRg2W1C5a1tTpqcx0PIq/WpQuwaxfCkpNRXFxcZbcQAmVlZVW6ZhERERE1BFYTkKlTpzq0j4icUNECEpibC1V+PrRaLXx9fc2KlJaWMgEhIiKiBomzYBHVN4qB6I2qaQXhgoRERETUUDmcgIwfPx7ffPMNMjMzXRkPESmm4g2rZhwIp+IlIiKihsrhBOSXX37BtGnT0LRpU/Tr1w9vvvkmjhw54srYiLxTTAwQEQGg+gSkrKyMA9GJiIioQXKqC5YQAkajEXv27MGLL76IXr16oVWrVpg+fTpWr15tcRE1IqqBJMndsKpLQIQQ7IZFREREDZLDCci2bdswZ84cDBgwABqNRp5e99KlS/j8888xZswYNG7cGLfccgsWLVqE1NRUV8ZN5NkUU/FqtVro9foqRZiAEBERUUNkdSFCWxUWFmLTpk34559/sG7dOpw8efLfChSLFfbq1QtjxozBmDFj0LdvX2erJQdwIcIG4uOPgUcfBQD88sknaNGnD0JCQsyKhIWFoVmzZu6IjoiIiMhhLklAKktNTcW6devwzz//YP369WatH6aEJCYmBikpKa6ummrABKSB2LwZGDoUAPDP7NnQjBiB6OhosyJ+fn6Ij493Q3BEREREjquVaXibNm2KKVOm4JtvvkFKSgqOHj2KRx99VF7LQAiBtLS02qiayDNUmoq3uoHoRqOxLqMiIiIicprVhQidkZqaig0bNmDjxo3YsGEDEhMTa6sqIs8TGQlERwPp6QhLTkZSNdPuJiQkwN/fHwEBAfD394efnx/UanUdB0tERERkO5clINnZ2di0aRM2bNiADRs24MyZM/I+ZS+v0NBQXHfddRgxYoSrqibyTF27ygmIqbVDpTJvtNRqtdBqtcjPz5ef8/X1hb+/v9mDSQkRERHVFw4nIAUFBdi8ebOccBw7dkxONJQJh0ajwTXXXIMRI0ZgxIgRuPrqq3kxRGSLLl2A9evRKDkZwmhESUkJgoKCajzMUlLi4+ODgIAA+Pn5wcfHx+xBREREVJccTkAiIiLk/ueVx7F36NBBTjiuu+46BAcHOxclkTeqmIrXt7gYAbm5Nicgluh0Ouh0uirPS5IEjUZTJSlRPle51YWIiIjIGQ4nIAaDAZIkQQgBlUqFW265BTfffDOGDx+O2NhYV8ZI5J0qEhCgfCB6cbt2Lq9CCFFtcmKiVqvh6+tbbaKi0dTaUDIiIiLyQE5fOZiSkDVr1qCgoADp6ekYPnw4evfubbYGCBHZqXNnedPaQPTaZjAYLM7CZSJJEnx8fODr6yt/NY1DYXJCRERElTm8DsjLL7+MzZs3Y/fu3SgrKys/mSLhCAsLw5AhQ3D99dfj+uuvR6dOnVwTMTmF64A0MC1bApcu4fyQIdjz4IPo0aNHg0rsVSoV/Pz84OfnB19fX3mbY0+IiIi8l9MLEZaWlmLHjh3YuHEjNm7ciL1798rdOZQXSjExMRg2bJickLRo0cK5yMkhTEAamJtuAtasQVabNvj71VfRsWNHBAQEuDsqpykTk4iICPj5+bk7JCIiIqojLl8Jvbi4GNu3b5cTkv3790Ov15dXpkhI2rRpYzZVL9UNJiANzMyZwHvvQefnh5+/+AKtWrdGRESEu6NyKUmS0KhRI0RGRrLLFhERkRdw+ad9YGCgPAMWABQWFmLr1q1YvXo1Fi9eLPclP3/+vKurJvI8FQPRfcrKEJSVhZKYGDcH5HpCCOTm5uLKlSuIjIxEREREg+pmRkRERPaptduNWq0WO3bswKZNm7Bp0ybs3r0bWq1WHrRORDbo0kXeDEtORn58vBuDqV1GoxEZGRnIzc1FVFQUQkND3R0SERER1QKXJSBarRY7d+40SzhMg9OBf9cK8fHxwcCBAzFmzBhXVU3kuTp1gpAkSEKgUXIy0t00E1Zd0ul0SElJQU5ODqKjoz1izAsRERH9y+EERKvVYteuXXLCsWvXLosJBwA0adIEN910E0aPHo0bbriBdzaJbBUUBKl1a+DCBYQlJ8NgMKCsrMwrBm2XlJTg4sWLCAkJQVRUFHx9fd0dEhEREbmAwwlIeHg4SktL5e8rd6vq0aMHRo8ejTFjxuCaa65hn24iR3XtKicgQPmFuTckICYFBQUoLCxEeHg4IiMjoVar3R0SEREROcHhBKSkpMRsPEdAQACGDRuGMWPGYMyYMWjevLnLgiTyal27An/8gbDLlyEZjSgpKUGjRo3cHVWdEkIgJycHV65cQWxsLAIDA90dEhERETnIqTEgsbGxcivHsGHD4O/v76q4iMikYiC6WqdDcHo6SsLD3RyQ+xgMBiQlJaFp06YICwtzdzhERETkAIcTkEOHDqF79+6ujIWILKmYihconwkrvWVLNwbjfkIIXL58GTqdDpGRke4Oh4iIiOykcuSguXPnolevXtBoNMjNzXV1TESk1KEDRMW4h0bJydDpdPLint4sMzMTqampnNabiIiogXEoAdFoNBBCQAgBnU7n6piISMnPD1K7dgCAsEuXAADFxcXujKjeyMvLw6VLl2AwGNwdChEREdnIoQTkqquukrcPHz7ssmCIqBoV3bCUM2FRuaKiIiQmJvJmCBERUQPhUAIyePBg9O7dGwAwf/58lwZERBZUDEQPTUuDSq9nAlJJWVkZLl68aDY1OBEREdVPDiUgAPDjjz8iMjISf//9Nx544AGzRQiJyMUqWkBUBgNCUlPZBcsCvV6PxMREFBYWujsUIiIissLhWbDS09Px2muv4emnn8bixYuxatUqTJw4ER07drR5kbQpU6Y4Wj2Rd6loAQHKu2FdadECBoOBi/JVYjQakZycjJiYGK9bK4WIiKihkISDU8ioVCqz1c2FEHatdi5JEmfycYPY2FikpKSgefPmSK4YT0ANgE4HERwMSavFsVtvxZHx49GuXTsEBwe7O7J6q3HjxoiKinJ3GERERFSJw12wAMgzYZlyGOX3tjyIyEY+PpA6dgTAgei2ys7ORkpKCkpLS2E0Gt0dDhEREVVwuAvWyy+/7Mo4iKgmXboAR44wAbFDfn4+8vPzAZRPH+7r6ws/Pz/4+vqaPYiIiKjuMAEhaigqBqKHpKdDrdUyAbGTXq+HXq+vMoBfkqQqCYlarYZGo5G/qlRONRYTERGRgsMJCBHVsYqB6JIQCL18GXl+fnaPvaKqhBAoKyuzOpOfJEnQaDRmSYnpq7+/PwIDA+swYiIiooaNCQhRQ1HRAgKUr4ieGxeHxMREszv2ygtj0zYTFOcJIaDT6apd7NDX1xfh4eEICwvjzGREREQ1sJqAaLVaebtyP2nlPkex7zWRHVq3hggIgFRSgkYV40Byc3NrPEytVpvdtVepVPJX5cPSc8p9pv1UlVarRXp6OjIyMhAaGorw8HAEBAS4OywiIqJ6yWoCYvoAtTRlrrMfrpyGl8hOKhWkzp2B/fvlgei2MBgMMBgMLrlpIEmSWbJi6astD09tlRFC4MqVK7hy5Qr8/f0RHh6O0NBQJm5EREQKVhMQa1PlmvqeczpdojrUtavdCYgrCSHkhMYZpoRFo9HAz88P/v7+CAgIgL+/P/z8/DwiQSktLUVqairS09MRFhaGRo0awd/f391hERERuZ1TY0CYfBDVsYqB6MFZWdCUlEDfQLv5mJIYnU5XZTYvSZLg5+eHgIAABAQEyNt+fn5uitY5RqMRubm5yM3NRUBAAMLCwhAYGNhgXw8REZGzrCYg1hbv4sJeRG6gHIiekoLstm3dGEztEEKgtLQUpaWlZmNcVCoVAgIC0Lp1a/j4+LgxQseVlJTICZdarZaTrMDAQAQEBHhEyw8REVFNOAsWUUOiTECSkz0yAamO0WhEUVEREhIS0K5duwZ/sW4wGFBYWIjCwkIA5S0/pil9AwMD4e/vD42Gb9FEROR56vzTTafTITU1FQDQrFkzfsAS2SM2FiI0FFJ+vjwTlrcpKipCSkoKYmNj3R2KSwkh5BaS7OxsAOUzBZoSkqCgIL5fEhGRR6jzqVlyc3MRFxeH+Ph4/PLLL3VdPVHDJkmQKsaBhF265OZg3CczM9OmKYgbOq1Wi7y8PFy+fBlnz57F+fPnkZaWhoKCAs4iSEREDZZLbqcVFxcjOzvbpkHpO3fuBFB+ty8hIcEV1RN5ly5dgJ07EZaS4u5I3CopKUmePctbaLVaaLVaOfkyddkKCgpCQEAAF0EkIqIGwakEZN++fXjsscewZ88eu44z9d0OCwtzpnoi71QxDiQwNxe+hYXQBge7OSD3MBqNSEhIQIcOHbz2wts0WD8nJ0ceQxIWFobw8HB3h0ZERFQth7tgnTp1Ctdddx327NkDIYTdj1atWuGOO+5w5Wsh8g6VBqJ7s7KyMiQmJro7jHrBNIYkPT0dpaWl7g6HiIioWg4nIM899xyKiooghEBYWBhGjRqFgQMHAihv4ejUqROGDBmCgQMHokWLFvLzLVq0wKJFi3Do0CFERES45lUQeZOKMSAAExAAuHLlCtLS0twdRr0hhODPg4iI6jWHEpDc3FysXLkSkiShbdu2OHv2LFauXIktW7bgsccegxAC1157LTZu3IgtW7YgMTER//zzD6Kjo5GcnIyCggKEhoa6+rUQeYfoaIjGjQHAa2fCqiwtLQ35+fnuDqPeKCkpQV5enrvDICIissihBGTXrl0wGAwAgKeeegqRkZHyvttuuw0AsHr1arNjhg0bhr/++gtqtRqzZs3CoUOHHAyZyMspZ8JiAgKg/K7/xYsXUVZW5u5Q6o2MjAz5fZqIiKg+cSgBOX/+vLw9dOhQs32tWrUCAKSnp8tz2Zv07NkTEydOhF6vxzPPPONI1UQEyONAwi5dAmyYfc4bGAwGXLx4EUaj0d2h1AsGgwGZmZnuDoOIiKgKhxIQZVeH6Ohos32xsbFQqcpPe/r06SrHTpo0CQCwfv16JPPuLZFjKhIQ/8JC+LPrkay4uBiXvHh9lMpyc3M5IJ2IiOodh6bh9fPzk7d1Op35CTUaxMTEIDU1FRcuXED//v3N9nep6DoihMCOHTswYcIER0Ig8m6KgegjX34ZBh8f244TAiqjEZKFh8pgKN8WApJi26hSQWg0MKpUMKrV8rZQq2GseAjFV4NGA6OFR3XPm51DpYJRo5G3zepVq2HUaJAbF4eykJBqX2JOTg6CgoLMuoZ6s7S0NMTFxbk7DCIiIplDCUjLli3l7cOHD2PkyJFV9qempuL48eNVjlUmL2wBIXJQt24QPj6QdDoE13I3G7XBANSjsQTF4eFY88YbKLWyjlBycjICAgIQFBRUh5HVT6YB6Y0aNXJ3KERERAAcTED69+8vLyb47rvvYsSIEfL3ANCnTx/s2rULa9aswVtvvWV27N69e50Il4gAAOHh0H3zDZI/+cSuw4QkQahUVh9GtdqsnKllRKXXyy0lKoMBUsVX5bZkMECt10OlfBgMUOl0/z5vMPy7T6crT3DsEJibi36ffIKNzzwDqCz3IhVCyIsU+tjaOuTBMjIyEBwcDI3GqbVniYiIXEISwrERrCNGjMD69eshSRKuvfZaPPzww/jPf/4Df39//PLLLxg/fjwkScJnn32G+++/H0B514jrrrsOR48ehSRJWLlyJW666SaXviCyLjY2FikpKWjevDlboDzA6tWrG9TMTxbfboQATF3ADAZIer1ZQqP82mblSrRevx4AcGjCBJy45Rar9QUHB6N58+bw9/eXx6Z5q0aNGqFp06buDoOIiMjxBGTfvn0YOHAgdDodhBCQJAlHjx5F586dUVxcjA4dOuDy5csAgL59+yIqKgq7du1CTk4OhBCIjo5GYmIifH19XfqCyDomINSQieJiFHbtipCEBBhVKqx/4QVkduhg07G+vr7w9/eHv78//Pz8EBAQAD8/P69qFYiLi0NAQIC7wyAiIi/ncAICAKtWrcL999+PtLQ0swQEAH766SdMnDjRrGsWUH4HVKVS4YcffsB//vMf56InuzEBoYauaP9++A0YAE1ZGYoiIrD6zTehtTIovSYajUZOTPz9/eHr6wu1Wi0/NBqNx7Se+Pv7o3Xr1u4Og4iIvJxTCQgA6PV6bN26FefOncN//vMfhIeHy/s+++wzPPPMMygoKJCfa9KkCT788EPOfuUmTEDIE2TOm4cm//d/AICUXr2w+emngUo3O1xJkiSzpMSUmJi++vr6wtfXF35+fvDx8aly46U+iYmJMXufJiIiqmtOJyA1KS4uxvbt25GVlYWYmBgMGDCA3a7ciAkIeYr0UaMQvXo1AGD/5Mk4XU/Gk0mSZJaQKL/6+vq6vcuXSqVCmzZt3B4HERF5r1pPQKh+YQJCnkKbk4OyHj0QkpwMg1qNf15+Gdlt2rg7rBqpVCr5IUmS2VdL22q1Gj4+PnICY+oi5gwOSCciInfiLTAiapB8IyJQuHQp9CNHQqPTYcCHH2L1G29AV8/X/jAajTAajU6dQ61Wy929lImJqbWlpgTFtC4IB6QTEZE72NwCkpGRgZ9//hm7d+9GZmYmAgMD0blzZ9x6663o06dPbcdJLsIWEPI0yS+/jNhXXwUAJF19NbY9/nitjgep7/z9/dGxY8cax6H4+/sjLi6uXo9XISIiz2RTAvLxxx/jueeeQ1FRkcX9Y8aMwaJFixAVFeXyAMm1mICQpxFGI9KGDUPTzZsBAHumTcO54cPdHJV7xcXF2TTQPDo6GhEREXUQERER0b9qnFty4cKFePzxx1FYWAghhMXHypUrMWDAAGRkZNRFzEREMkmlQsh336EwOhoA0GfZMjS6eNG9QblZWlqaTeUyMzOh1+trORoiIiJzVltALl68iI4dO8qLDYaGhmLUqFGIi4tDSUkJdu3ahd27d5efSJJw++2346effqqz4Ml+bAEhT3X5zz8RPW4c1AYD8ps2xZrXXoPei8c4tG7dGo0aNaqxXEhICMLCwsymFfaUdU+IiKh+sjoI/dNPP4VWq4UkSRg4cCB+++03NG7c2KzM8uXLMWnSJBgMBvz666/yxS0RUV1qdvPNSHjsMbR+/32EpqbiqiVLsPPhh712PEh6erpNCUhBQYHZWk1A+Q0ljUYjP5Rrn5gSFNNX0z4iIiJbWW0B6du3Lw4cOACNRoOEhIRqE4u77roL33//PSRJwtdff43JkyfXWsDkHLaAkCfTabXIHjwYMRUts7seeAAXhgxxc1TuEx8fj7CwsFqvRzl1cOXExPTw8fExS2o4+J2IyHtZbQG5cOECJElC//79rbZq3H///fj+++8BAElJSa6NkIjIRj6+vtB88w2KBgxAUFYW+n71FbLatEF+bKy7Q3OL9PT0OklAhBAwGAwwGAzQ6XQ2HaNMRjQajVmColKp5DGGpvNb21apVPDz84Ofnx+7jxERNQBWE5ArV64AANrUsLhX+/bt5e38/HwXhEVE5JjI9u1xfsECtJ46FRqtFje+9BJ0AQEQkgShUpk/Kj8nSRBqNQw+PjBqNDZ9FWo1RE138xX75To0Ggi1GkbTQ6OBUa2GqPhq+t70EBoNjCpV+bbiGGF6TqMpj0NRV1FREQoKChASElJbP26H6fX6WhkA7+PjA39/f/j7+8tJia+vr8vrISIix1lNQIQQkCSpxmkalSvqOrvAFhGRs+LvugvnNm9Guy++gKasDJqyMneHVGd0fn44Mn48Tt90E4DyGbHqYwJSW3Q6HXQ6ndm4FkmSzBIS00Oj4Vq8RETuYNO7b019ddmXl4jqE0mS0HzBAuxXqRB46RIkISAZjeaP6p4zGKDW6aDS62v8qtLpoLJtLdc641NWhu7Ll+PcsGEw+PmhsLAQhYWFCA4OdndobiOEQElJCUpKSsyelyRJbiFRriTv4+PDgfVERLWIt3+IyCMFBgcjcvZsHD16VH7OhnVXzdhUvnKrr+IYIQSq3J4xGqEyGKDS6yHp9dVuSzodVAYDJNNzBsO/31d8lbcr9gdkZaHtqlXwKS1Fi337cHHAAADlrSBt27a167V7AyEESktLUVpaWmWfaVyKqbUkMDAQ/v7+boiSiMjzMAEhIo/VqlUrtGrVyt1h1B2DAYYWLaBOTUXrLVvkBKSgoABFRUUICgpyc4ANh2mMirLVRKPRICgoSH6wCxcRkWM4XQgRkadQq6G+5x4AQMzx4wjMypJ32bo6OlVPr9fjypUruHz5Ms6ePYsLFy4gPT0dhYWFHP9IRGQHJiBERJ5k6lQAgCQEWm/dKj+dn5+P4uJid0XlkcrKypCTk4NLly7hzJkzSEpKQnZ2NkpLS+3u7kdE5E1saj/Oz8+3eX0Pe8q2bNnSpnJERGSjDh1guPpqqPfsQfzWrTh+663y1LxpaWmIj493b3weSgiBoqIiFBUVASgf4K4cQ2Ia7O7n58eJW4jI61ldCV2lUtn8Rmk6ja3lJUmqlTngyTquhE7kBRYtAh54AACw7sUXkdmxo7yrY8eOCAgIcFdkXq9yYmJKSpiYEJE3sXkEXU3Nyco3TjY9ExG50YQJMD72GFRlZYjfssUsAUlPT0dcXJz7YvNyQghotVpotdoqa5UwMSEib1FjAmJrMsGkg4ionggLgxg3DvjhB7TcvRv7pkyBoWIK2by8PJSWlnJK2XrGWmKi0Wjg7+9vlpT4+vpCpeIwTiJqmKwmIAkJCXUVBxERuZD63nuBH36AT2kpWu7di4RBgwCUX+imp6d71/TEDZgQQl7dvTK1Wg1fX1/4+PjAx8fHbNvHx4ctJ0RUb1lNQPgBRUTUQF13HfTNmkFz+TJab9kiJyAAkJubi5iYGPj5+bkxQHKWwWCwuMI78G/LiTIxMa32zpXeicjduIoSEZEnMq0J8uabiDlxAkGZmShq0gTAv60gnInQcylbTixNv6xsPamcoHCBRSKqbexASkTkoaRp0+Tt1lu2mO3LycmBVqut65ConjC1nuTn5yMrKwupqalITEzE2bNncerUKaSlpXFxRSKqNUxAiIg8Vdu20F17LQAgfutWQHFBaWoFIapMCIHc3FxcvHgRpaWl7g6HiDwQExAiIg/mc999AIDgzExEnT5tti87O5utIFStsrIyXLx4Ebm5ue4OhYg8DBMQIiJPNmECjBVT7sZv3my2SwiBtLQ0lJSUoLS0FFqtFnq9nl1vSGb6G0lOTubiwUTkMhxpRkTkyUJCYBg3Dqrvv0eLPXuw7557oFesAZKdnY3s7GyLh6pUKqhUKkiSJG+rVCpoNBp5hiUfHx+zbU7/6pkKCgpQUlKCZs2aISgoyN3hEFEDxwSEiMjD+dx3H/D99/ApK0OL3buRMGSITccZjUaHWkMqJyimBfNMC9YqF66tvIitEKJKkmPaNn3PBMc99Ho9kpKS0LhxYzRp0oS/ByJymEcmIGlpaThy5AgyMzOhVqsRGRmJjh07IjY2tlbqu3jxIs6ePYvc3FxotVoEBwejRYsW6Ny5MwICAmqlTiIimw0dCl3z5vBJSUH81q02JyCO0uv10Ov1tTaAWa1Wy2tZKBMUtVpt9lX5PLlOdnY2iouL0axZM/j6+ro7HCJqgDwqAcnOzsbnn3+O3bt3V7mrBgCdO3fGgw8+iNatW7ukvv379+PLL7/EpUuXLO739fXFqFGjcNddd1W74FdeXh6mTJliV73Lli1DaGio3fESkZdSqaC65x7gjTcQffIkgjIyUBQV5e6oHGYwGGAwGGwuL0lSleTE1J1MrVabdS+r/DDtV6vV8jYBJSUlSEhIQExMDMLCwtwdDhE1MJKwdKXeAKWlpWH27NnIysqyWs7Pzw+zZs3CVVdd5VR9y5cvx9KlSy0mOpW1b98er776KgIDA6vsO3nyJJ555hm76nYmAYmNjUVKSgqaN2+O5ORkh85BRA3QhQtAmzYAgKPjxuHof/7j5oAaJlMyY+omVjlBMT38/Pzkh6d3VQoNDUVUVJQ8VkiSJI9/zUTkHI9oATEYDJg7d66cfERFReHuu+9Gjx494O/vj6SkJPzyyy/YuXMnysrKMH/+fHzwwQdoUrEqsL0OHjxolnz06dMHt956K1q3bo2AgACkpKTg77//xqpVqyCEwJkzZ7Bo0SI88cQTVc6Vmpoqb48YMcKmwX3VtaYQEVUrPh5l114Lv1270HrrVhy97TaAd/PtJoSQZ4OyZQpjSZLg4+MDPz8/+Pv7myUmvr6+HnGhnp+fj/z8/CrPmxIRSw+VSoWAgAAEBAQgMDCQq68TeRmP+I9ft24dzp8/DwBo3Lgx3n33XYSHh8v727dvj2effRbz58/H5s2bUVRUhEWLFmH27Nl21yWEwBdffCEnHyNGjMCjjz5q9iESFxeHBx54APHx8fjggw8AABs2bMDYsWOrdP8yJSCSJOGBBx5gckFEtcb3gQeAXbsQnJWF6JMnkd6li7tD8nhCCGi1Wmi1WhQUFJjtkyRJTkZMrSnK1hVLLStqtbrBJC1CCKu9BEpKSuRtHx8fOSEJCAiAv79/g3mdRGQ/j0hAVqxYIW9PmzbNLPkwkSQJ06ZNw/bt26HX67Fnzx6kp6cjOjrarrrOnz8vj/kIDAzE/fffX+2b5PDhw/HPP//gxIkTEEJgw4YNuPfee83KmBKQiIgIJh9EVKuk8eNheOQRqEtKEL9lCxMQNxNCoLS01O7B+qYExcfHB76+vvJsY8rthjZbmE6ng06nk1tSJEmCv7+/3EJiSkiqm0HN0gxrpokKiKj+afAJyIULF5CSkgIACAsLQ//+/astGxERgW7duuHgwYMwGo3YvXs3xo4da1d9p06dkrd79+4Nf8V8+pb07t0bJ06cAACcrrQKMfBvAtKsWTO74iAisltwMHS33gp1xZoge6dOhd7C2DSq34xGo9yqUlRUZLGMqeuXKTGxNNheOZ6l8vPuHrsihEBJSQlKSkqQk5Pj8HlUKpWcmPn6+ppt+/j4uDBiIrJHg09ADh06JG937969xn6k3bt3x8GDBwEAR48etTsBSUtLk7dtmdZXOVi8cvM78G8C0rRpU7viICJyhP+DDwLffw+NVouWe/bgwtCh7g6JaoGy61d1SYo1QUFBiI+Pb/BjM4xGY7WtTJIkQaPRyImJv7+/PE6nIbUeETVEDfudBZDHfgDlYz1qEh8fL29XN32uNcHBwfI4DltaLTIzM+XtyrNgFRYWorCwEAATECKqI4MGQdu8OXxTUhC/ZQsTELKoqKgIZ86cQXx8fI0t/Q2VEELu+qVM0pTdv0wPtpYQuVaDT0CUU8naMp5DOfNVRkYGjEajXfO6T5w4ERMnTrSprE6nw+bNm+Xv27Zta7b/8uXL8nbTpk2xZcsWbNu2DWfOnEF+fj78/PzQtGlT9OzZE6NHj0bjxo1tjpOIyCKVCqJiTZCo06cRnJaGwpgYd0dF9VBZWRnOnj2L1q1bIzg42N3h1Bll9y8TjUYjD443JSccX0LkuAafgCj7htpyga4coG5aqdfS+hzOEkLg448/RkZGhvzc0Ep3GpVT8H755ZdmZU3xnTt3DufOncOKFSswZcoU3HLLLS6PlYi8i9999wFvvAEAiN+yBUcmTHBzRFRfmT6HWrZsiYiICHeH4zZ6vR4FBQVmXalDQ0PRpEkTrgZP5IAGPwm88g6FLbNIVX6jsHf2EVsUFBTgzTffxIYNG+TnBg0ahE6dOpmVUyYgpuSjbdu2uP766zF69Gj06tVLbvbV6XRYvHgxlixZ4vJ4icjLxMWh+NprAQCtt26FZDS6OSCqz4QQSExMNPvMovL1Ty5cuIC0tDR5bRgisk2DbwFR/tPbcheicpOpqxeC37x5MxYvXoy8vDz5uQ4dOuCxxx6rUlb5Zt6iRQs89dRTVbpp5eTk4JNPPsGePXsAAL/99hs6duyIfv36uTRuIvIupjVBgnJyEHXiBNK7dnV3SFTPpaWloaysDC1btrSr67InE0IgNzcXeXl5CA8PR+PGjRv8wH2iutDg/0s0Go28Gq3Rhrt4lVeudVXT6YULF/C///1PnnLXZPjw4XjwwQctts5ER0ejf//+8PX1xX333Wc2Y5ZJREQEZs+ejddffx379u0DACxbtowJCBE5RTNhAvSPPAJNSQmu+eILFCrGx5lI1dygEZIEoVJVfVR63qhWQ6hUgCTJ+wCYf5UkCOW2afYh5XbF96a6lc8J5X7T95XLVjqXUKlg1Ghg8PGBUaOB0ccHBtP3FduVvwqVqnz8jOk1Kr6i8uuviMWi6p4XovznbTRCMm1beM70PVQqGFUqCLW6/KtGY71eF8nNzYVWq/WIGbJcSQiBnJwc5OXloXHjxoiIiGCSRmRFg3/38Pf3l5OKsrKyGssrExBJkhAQEOBU/UVFRfjmm2+wdu1aswQoKioKDz74IK666qpqj73zzjttqkOlUuHee++VE5BLly4hOTnZpmmAiYgsCgpC2dix0Pz4I4IzMxGsmLGPGi6jKSGpSP6MavW/SYrpOcW2MlFUfn+lRQscue02i+vEFBUV4fTp02jTpo3HzpDlKKPRiMzMTOTk5MiJCKf0JaqqwScgYWFh8sqpV65cqbG8smtUeHi4U3dwjh07hvnz5yMrK0t+zt/fH7fddhvGjRvn0pXNmzdvjujoaKSnpwMAUlJSqk1Ali1bhu+++87iPmWsROTdAufNw6WUFKgr3kNtJQkByWi06aGq+Aqg6lfT3X1A/iqPR6lofTFrhRECkmJbLqP4vvJ+qfI5PJzKYIDKYAB0OqfO0/TYMTRKTMSmWbNgtDAFrVarxZkzZ9C6dWuEhIQ4VZcnMhgMyMjIQG5uLiIjIxEWFsZEhEihwScgzZs3l9fzUC4SWB3lTFPOrD6+detWLFiwwGwMynXXXYepU6fW2kwh4eHhcgJirbWnqKioyoxaJrZ0UyMi7yA1b470BQtw5swZd4dSdyqSJ5VeD5VeD7VOB7VOB5VOB7VeX+1XmJIqU1coo1E+l/y84mt1dVdL2U3N1JXM1K1L+bypm5XpdVQkHJLBIH8vGQzliV/FPlXFPqniOUkIs2Pk4yq2A/LyEJ6UhJgTJ9D/k0+w/bHH5G5zSgaDAefPn/f6GbKs0el0SE1NRXZ2NoKCgqqsPK/83rTN6X3JGzT4BCQuLg67du0CUD4OoybKMh07dnSozhMnTpglH5GRkZgxYwa61vIgTuVCSZbGi5gEBQUhKirK4j72SSUipe7du5st0GovV0/k4W41vR5n99cX1uLUarXIve02hO/bh5Z79qD0m2+wb+pUi+NLTDNk5eTkQKPRQK1WV/la+TlvbAkwrUpvK0mS4OPjAz8/P3l1dj8/P075Sx6jwScgvXr1wg8//AAA2LdvX40LCx4+fFje7tGjh931GY1GfPzxx3LyERcXh1dffRWNGjWy6zxLlizBypUrAQDjx4+vcXHD/Px8pKSkACh/Y7J2wTB58mRMnjzZ4r7Y2Fj5PEREvr6+vHtNVRjWrcOVa65B2JkzaL9uHUrCwnB83LhqyyvXx6iJKSmpfNff9LW65zQajZzIeHoSI4SQkxblz9a0SrspITE9OCEANTQN/i+2ffv2iIqKQkZGBrKysrBjxw4MHDjQYtmEhAQcPXoUQHmrRbdu3eyu7/jx43KXr5CQELz88st2Jx9A+bS7uoo+ujt27MAdd9xh9Q115cqVcvepjh07Wm0BISIicoa6USP4rVuHwn79EHz5MnosX47SRo1w/rrrnD63wWCAwWBw+HhJkqq0qmg0Gvj4+Jh9r1KpIEmS2VfTtun7hsbSKu0A5Ndvuo6o7quJ6fUHBAQgMDCQLStU5xp8AqJWqzF27Fh88cUXAMpbFrp06WK24jkAFBcXY8GCBfL3Y8eOtfjm8/7778sLCHbt2hVvvvmm2f6tW7fK2+PHj7dp9fX/b+++45uq+j+AfzKaTtpSOilQZoGyoQgyLDhAEBVwIigyRPH3uMDBAyLgegQRnIiiMgREEREeZMisIFKGQstQWlroopDuQmeS8/uj5D43bVZLSNPyeb9eefUm99xzT3ISuN97ljl9+vSBm5sbKioqcP78efz444946KGHzKY9deoUNmzYID0fZeUuFBERkSN4tGiBK9u3o/S22+CRn4/eX3+N0kaNkBEdXaflEkJAp9Nd9+J/xkDEeDFuvIi39HDl7mO1/TyME/Oo1Wp4eXnBy8sLnp6enN2Mbrh6H4AAwPDhwxEbG4vExERotVq8+uqrGDduHKKioqBUKnHy5EmsXbtWWvgvIiIC99xzT63Odfz4cWn7woUL+Oabb+w+NiQkRDpvo0aN8MADD0jdx7799lskJiZi6NChaNmyJdzc3HD58mUcOHAAW7ZskVpL+vbti77XVjAmIiK6kXy6dEHeTz9Bec890JSUoP+nn2LvjBnQ1nIMpSsRQkhjYfR6PSoqKqq1LMgpFAqTICUsLOy6p/J3FTqdDoWFhdKsoiqVSgpGvL294e7u7rLBF9VPClFfRszZkJWVhdmzZ0uzRFkSGBiId999F6GhoWb3W2sB0ev1ePDBB2vddNyxY0fMnz/fJL9PP/0Uu3fvtuv4zp074/XXX4eXmXnZ7WUcAxIeHo709PRa50NERDePyz/8gCZjx0Kl06Hcyws7Z89GQYsWdV2sOqVSqdCyZcuboku0UqmEh4eHyQxd8hYkeVevqi1LxjE8VR90c2sQLSAAEBoaikWLFuHLL7/E77//Xq0pUqlUon///pg8eXK17ln2unz58nX1W61KpVLhhRdeQM+ePbFu3TppbElV/v7+GDVqFEaMGAE3M/OxExER3UjBDz+MjKwsNH3xRWiKizF4wQL8OmcOioOC6rpodUav1yM5ORnNmjVDYGBgXRfnhjIYDCguLnZYfpaCE2NXuKr75M/ZEtMwNJgWELm8vDycPn0aWq0WOp1OGnBe2/EazpKSkoLExEQUFBRArVbD19cXLVu2ROvWrR32g2MLCBER1VbqzJlo8Z//AAAKwsKwa84clHEhQoSEhFzX2mJkP3kw4ubmBg8PD+nB2cDqjwYZgJBlDECIiKi2hBBImzQJLZYvBwBkt2mD3TNnQs9By2jcuDFatGhRL2fXaihUKpU0TbF8umK2mrgeBiA3GQYgRER0PfQ6HS6OHIlmv/wCAMjs2hWx06dD8O4zvL290bp1a96JdyEKhUIKSKrOZGZuuuKqwYrBYIDBYIAQwuSvudeUSiW8vb3h4+PTYCYouFEYgNxkGIAQEdH1KisuRu4ddyDs0CEAwIW+fZHapw+EQgGhUADGv0ql9JpQKv/3ukIB6eLj2nMApq9d+yu9Js/LwjmgVEIA/ztX1X3mXjM+V6kqj7tOGo0Gbdq04VS2NzmVSiUFI97e3gxKq2AAcpNhAEJERI5QpNWibNAgBJ4+XddFcRihUMCgUsGgUkGoVDCo1abPja+p1cjo0QMnR44EzAQtKpUKrVu3ho+Pj/PfBLkc4wr2Pj4+8PHxYXCKBjQLFhERETlPo6AglG/ejOzhwxF49mxdF8chFEJApdNBZceifk2Sk6EqL8eJRx+ttk+v1yMpKQktWrRAQEDAjSgq1SPyFey1Wi3UajW8vb3h5eVl0qXL2J1Lr9eb/JXvM65Fo9FooNFopO36NksqW0BuMmwBISIiR0pPS8OxjRuh0OuhEAIwGKAQonLb+Ff2mvTcmMG1dAAqXzNelghRLY1JHlXyRtV98nIYt+VpDYb/pbm2rdTpoNTrodTrodDr//e8yutNkpPR6Nq6Y3888wxSBg60+PmEhYVZXHuMyFEUCoVJMKLRaODp6emyY1EYgNxkGIAQEZGjVVRUwGAwOP281i5hanp5U6P0aWlQ3norPPLyoFersXvWLGRHRlpMHhAQgODg4GoL9Zl7EDlKo0aN0KxZs7ouhlkMQG4yDECIiIiuX0lsLDRDhkBVXo5SX19sf/NNhyzMKF9F3NLCfOYeSqXS7KxO8jzl5zDmSQ2XKwcgHANCREREVEOeMTHI//BD+D/7LDwKCxHzwQfYOWcOdNfZ5UUIIfX7B4Dy8nJHFNcsY7cdNzc3aWyB/LlGo4Fara42fS3R9WIAQkRERFQL/lOnQpuQgKDPP0fjtDT0W7IE+196ySHT+TqDEALl5eU2gxyFQiG1shifV+02ZvxrTKNUKuHl5YVGjRrBy8uLAQyZYBesmwy7YBERETmQwYDsO+5A4L59AIDTI0bg+JgxdVsmF6NSqeDj44NGjRpxkT4nYhcsIiIiooZIqYT/pk0o6NkTfufOIWrLFhQ0bYqUmJi6LpnL0Ov1KCgoQEFBAQDAzc0NPj4+8PX1hY+PDzQaTR2XkJyNAQgRERHRdVD7+kK1ZQtK+vWDZ14ebvn6a1wJDYW2ffu6LppLqqioQF5eHvLy8gBAWqRPo9FIg+Mt/eXA+YaBAQgRERHRdfLp0AHa1avhNnIk1BUVGLh4MXa89RauOmBmrIautLQUpaWldqWVzxAmn/3LuF31IX/dGMAYB9arVCqOTakjHANyk+EYECIiohsndeFCtHjlFQBAfrNm+HXOHOi8vOq4VGSJPCipGpwYA5SqA+wtrd9iDHKMedQ1jgEhIiIiugm0ePllXDh1ChErVsA/PR39P/sMv02fXm9mxrrZ6PV66PV6h093bGyVkQc2VQMc+RovVf829JYZBiBEREREDtR06VJkJiWh6YEDCD9+HN2/+w5/jR1b18UiJxJCQKfTQafT1er4qt3KLG3LH1WPcYVWGEtct2RERERE9ZCbuzu8f/gBuQMHIuDcOXTcuhWlvr7IadMGQqEArj2M2wIwfW68+23hLrjFvvNKZbW8qp7H2BIjFAoY1GoY3NxgUKuhV6shVCqL5yTnMgYw16Np06Zo166dg0rkWAxAiIiIiBzMLywMmd99h+KhQ+GVl4ce69bVdZFskoISlQr6a4GJMTgxqNVQCAEIAYXBAIUQlQ+DAQqDofJ12T4AyG3ZEum9eiG9Vy+UNm5cx++OXAkHod9kOAidiIjIef5ZuxatJ02Cm52zPDVU2W3bIi06Gum9e6MoNLSui3NTaNq0KQYNGlTXxTCLLSBEREREN0jkmDH43cMDV0+erGwlAABjS4Lx77XXjM8BSK0IkirPq3WUMpenwWA+72utFEqdDkqdDqprf5UVFZV/9XqojNuyNEKhgFAqpb/G7l1Cqfzf82v7VeXlCIuPR6PLlwEAgUlJCExKQo9165AfHo706GikR0cjt1Urdvu6CTEAISIiIrpBFAoFet9zDy507lzjY12hk4rh2sPSaARzZVQA0BkMOHLxIsqPHUPTw4fR7OhRBFy4AADwz8iAf0YGOm/ahKtNmlR204qORkF4uNQFzPgXnD2sQWIXrJsMu2ARERGRs5SVlSE9PR2pqam4evIkwq4FI0H//AOlHZegBqXSNCiRbYvatpzIjjM34F8+GYB0TrX6f+NiVCoY3NyksTHycgGo3pJVZVtqBZOVx9pEBCbbSiUM11qcpIdKZfZ1zw4d0P3FF2v3Gd1gDEBuMgxAiIiIqC7Ig5GCpCSEHjmC5kePIvTkSagqKuq6eA2OdsAABO3fX9fFMItdsIiIiIjohnN3d0ebNm3Qpk0blPXrh/Tbb0diWhoOnT+PwJMnoSkqglKvl8ahSGNQzG3r9dXGxUistYyYGWMjb6WQ71Po9abn1ukqx8Zce00lGzOjvPY68L8WFPm2lHuVqZerjQu6ti2Vr+r2tVnHlLLZxixy4e5rDECIiIiIyKnkwUh5eTnS09NRUlJikkbeSUcA0F973EjX2zHIqR2LhAD0ekCnq5wKWa+v/HvtuU9AgPPKUkMMQIiIiIiozmg0GrRu3bqui0FO5LptM0RERERE1OAwACEiIiIiIqdhAEJERERERE7DAISIiIiIiJyGAQgRERERETkNAxAiIiIiInIaBiBEREREROQ0DECIiIiIiMhpGIAQEREREZHTMAAhIiIiIiKnYQBCREREREROwwCEiIiIiIichgEIERERERE5DQMQIiIiIiJyGgYgRERERETkNAxAiIiIiIjIaRiAEBERERGR0zAAISIiIiIip1EIIURdF4KcR6PRoKKiAkqlEmFhYXVdHCIiIiJqgEJDQ3H06FGz+9ROLgvVMb1eDwAwGAzIyMio49IQERER0c2GAchNxsPDA6WlpVCpVAgODnbaebOzs2EwGKBUKhEYGOi085JzsZ4bPtZxw8c6bvhYxzeHuq7n0NBQi/vYBYucYvjw4bh8+TKCg4OxdevWui4O3SCs54aPddzwsY4bPtbxzcGV65mD0ImIiIiIyGkYgBARERERkdMwACEiIiIiIqdhAEJERERERE7DAISIiIiIiJyG0/CSUzz22GO4evUqvL2967oodAOxnhs+1nHDxzpu+FjHNwdXrmdOw0tERERERE7DLlhEREREROQ0DECIiIiIiMhpOAaEbqisrCzEx8dDq9VCpVIhMDAQHTp0QLNmzeq6aOQkFRUVSEhIQEpKCoqLi+Hn54fQ0FB0794dGo2mrot308vJycHJkyeRm5uLoqIieHt7IygoCJ07d0ZAQIBdebCOXVtFRQXi4+Nx8eJF5OfnQ6VSwd/fH61atUJkZCSUSvvuRbKebw6s54bNVeqXAQjdEDk5Ofjiiy8QFxcHc8OMoqKi8PTTT6NVq1Z1UDqqjaVLl2Lr1q0IDg7GV199Zdcxu3fvxooVK1BQUFBtn4+PD0aMGIFHHnkEKpXK0cUlGzIzM7F06VLEx8fDYDCYTXPrrbdiwoQJCA0NtZgP69h1GQwGbNy4ERs2bMCVK1fMpgkMDMSDDz6IYcOGQaFQWMyL9Vw/6XQ6zJgxA2fPngUAbN682Wp61rPrOXDgABYsWGB3+hYtWuDTTz81u8+V6peD0MnhsrKyMHPmTGRnZ1tN5+7ujldffRW9e/d2UsmotvR6PSZNmoTc3Fy7A5DVq1fjhx9+sJmue/fumD17Ntzc3BxRVLLDiRMn8M4776C0tNRmWj8/P7z99tuIiIioto917Nree+89HDx40K60MTExeOmll8y2hrCe669ly5bhv//9r/TcWgDCenZNP/zwA1avXm13eksBiKvVL1tAyKH0ej3mz58vBR/BwcF4/PHH0a1bN3h4eCA1NRUbNmzAH3/8gbKyMixatAgff/wxgoKC6rjkZM2WLVuQm5trd/o//vjD5B+6IUOG4J577kHTpk1x5coVHDlyBKtXr0ZhYSGOHz+OVatWYdKkSTei6FRFTk4OFi5cKAUfzZo1wyOPPIIuXbqgUaNGyMvLwx9//IF169bh6tWrKCgowPz58/Hhhx+aNM+zjl3b5s2bpeBDrVZj1KhRGDhwIEJDQ1FWVoZz585h/fr1OHXqFAAgNjYWnTt3xtChQ03yYT3XXwcPHjQJPqxhPbuuixcvAgA8PT2r/T7Nady4cbXXXLF+2QJCDrV9+3YsWbIEANCkSRMsWrSo2o9BCIFFixYhNjYWANC3b1/MnDnT6WUl2zIzM7Fjxw5s2rRJ6qZjqwVEp9Ph6aefhlarBVA5D/mjjz5aLd358+cxffp0VFRUQKFQYPHixWjduvWNeSMkWbJkCbZv3w4AaNWqFf7zn//Ay8urWrrz58/jtddeQ0lJCQBgypQpGDFiBADWsasrKyvDxIkTUVRUBKVSiblz56J79+5m037yySfYuXMnACAiIgKffPKJtI/1XH9lZmZi2rRpKC4uNnndXAsI69m1zZgxA6dPn0ZkZCQWLlxY4+NdtX45CxY51KZNm6TtCRMmmI3EFQoFJkyYALW6sgHu8OHDuHTpktPKSNZt2LABs2fPxvjx4/HMM89g48aNFscImPP7779L/9C1aNECDz30kNl0LVu2xJAhQwBUBqX23qmj2tPr9Thw4ID0fMqUKWaDD6Cyfu69917p+e7du6Vt1rFrO378OIqKigAAt9xyi8XgAwDGjx8vdbu6cOGCyQUr67l+Ki8vx/z581FcXIzw8HCb6VnPri0rKwsAEBYWVqvjXbV+GYCQwyQnJyMjIwNAZb/xfv36WUwbEBCALl26AKgcKBkXF+eUMpJtx44dw4kTJ5CXl1er4+UXuEOGDLE6mC0mJkbaPnz4cI0CHaq59PR0aTCyv78/oqKirKbv1auXtJ2cnIyKigoArGNXd+7cOWlbXofm+Pr6wt/fX3peWFgobbOe66cvv/wSKSkp0Gg0ePXVV22mZz27rrKyMqn7c9OmTWuVh6vWLwMQcpjjx49L2127dpVaOCzp2rWrtJ2QkHCjikU11L17d8TExJg8unXrZtexBoMB8fHx0vOePXtaTR8ZGQkPDw8AQFFREc6fP1/rcpNtxr7EABAeHm511iOg8uLUSAiBoqIi1nE9IL95YGsqZYPBYDJDlrFFjPVcP+3duxe//vorAGDixIk2Z5pkPbu2zMxMabs2AYgr1y8HoZPDyO+6RUZG2kwv71uYlpZ2Q8pENffwww9Xey0hIQEnTpyweWxmZqY0ZsDb29tm879SqUTLli3x999/A6j8HrBP8Y2jVqulC5I2bdrYTH/58mWT597e3qzjemDy5MkYP348gMqBq9YcOXIE5eXlACovcIxBJ+u5/klNTZXGYPbr1w/Dhw+3eQzr2bXJbxrVpguWK9cvAxBymPT0dGk7JCTEZnr5zFeXL1+GwWCwe0Esck3y70BwcLDNO+xA5ffA+I+d/B9bcrzo6GhER0fbnX7Xrl3SdvPmzeHu7s46rgfc3d3h7u5uM93p06fx2WefSc9Hjx4tbbOe65fS0lLMnz8fZWVlCAkJwXPPPWfXcaxn1yb/fBs3boyff/4ZcXFxSE9Px9WrV+Ht7Y2IiAj06dMHQ4YMqfa7d+X6ZQBCDiOfprVJkyY208sHqOt0OpSWllocEEv1Q02/A4Dp9+Dq1asOLxPVzs6dO7F//37pubFvMOu4/lqzZg1KS0tRVFSE5ORkqXuFQqHAgw8+KA1ABVjP9c1nn32GtLQ0qNVqvPLKK/D29rbrONazazMGAEqlEq+99lq19dUKCgoQHx+P+Ph4/Pjjj5g2bZpJl2lXrl8GIOQwxmY+AHbdfZOvKQCAAUgDUNPvAACTxY7sWRiPbiy9Xo/vv/8e33//vfRaWFgY7rvvPgCs4/ps165dyMnJqfb6gAEDMHLkSJPXWM/1x7Zt26Rp7Z944gm7ukAbsZ5dmzEAMRgMyM7OhlqtRufOnREaGgqgcnIQ4yr3eXl5mDNnDv7973+jT58+AFy7fhmAkMPodDppu2pwYU7VmRi4JE39Z5wlCbDvOwCYfg/4HahbZ8+exeeff24ynsvPzw+zZs2SBiayjhue/fv34+jRo5g5c6Z095T1XD+cO3dOWpepd+/euP/++2t0POvZtcm7QPXp0wfPPvtsteUNkpKSsHjxYqSlpcFgMOCDDz7AkiVLEBgY6NL1ywCEHEatVkuDGe2Zus2Y1sjeHwe5LvmdE3un76vNP5DkWPn5+Vi1ahV2795t8h9O+/bt8corryA4OFh6jXVcfy1fvhwGgwHFxcXIyMjA0aNHsXXrVhQVFaGkpARvvfUWFixYgNatW7Oe64GrV69i/vz5qKioQGBgIF544QW7+vjLsZ5dlxACHTp0gMFgQEhIiMmaPXJt27bFu+++i5deegnZ2dkoLS3F+vXrMXXqVJeuX474JYcx3iEFKueutkUegCgUCpuztZDrq+l3ADD9HrALnnMZDAZs3rwZzzzzDHbt2iUFH56enpgwYQLee+89k+ADYB3Xd0qlEj4+Pmjfvj3Gjh2Ljz/+WOrOUV5eju+++w4A67k++Oijj5CVlQWlUomXX37ZZNpse7GeXZdCocCrr76KGTNmYMKECVYn6fHz8zOZwfLQoUMAXLt+2QJCDuPn5yctYlVQUGAzfX5+vrTduHFjm+uGkOvz8/OTtu35DgCmaxbIZ0ajG0ur1eL999+XZjsBKv/DGzRoEJ544gmLAxZZxw1LkyZN8Pjjj+P9998HAPz111/Q6/WsZxd3/vx56SIzJCQEhw4dkp5b880330jbffr0YT03IPJFR/Py8lBcXOzS9csrPnKY8PBwaT2PrKwsm+nlawzUdoVPci3yOcYvXbpk1zFarVba5vfAOVJTU/HGG2+YzJDSoUMHTJkyBW3btrV6LOvYtRUXF+PUqVMAKu9edurUyeYx8kVhy8vLUVBQwHp2cfLuNBcvXsTPP/9s13HydE2aNDGpe9Zz/VZ1bEhZWZlL/44ZgJDDtGzZUroDk5ycbDO9PE2HDh1uWLnIecLDw6HRaFBeXo7c3Fzk5uZaXYlZp9MhNTUVQOXAt3bt2jmrqDetwsJCzJs3Two+3NzcMGnSJAwbNsyu/uOsY9dWWFiIt956C0DlBeby5cttHlN1ylY3NzfW802C9dxwyKfMVSgUaNSoEby9vV22fhmAkMP06NED69atAwAcPXrU5sKC8pW15fNWU/2l0WgQFRWF48ePA6j8HsjXFqjq77//lvqltm/f3qS/Kt0Yq1evlu5weXt7Y+7cuWjfvr3dx7OOXVtAQADUajV0Oh1ycnJQWFhoc2yAvDXaw8MDPj4+UCgUrGcX1rp1a2zevNmutJMnT5bq2NwxrGfX9PLLLyMlJQUAMHfuXHTp0sVq+tOnT0vbLVq0kLq1u2r9chA6OUxkZKQ0YDU7OxsHDx60mDYlJQUJCQkAgMDAQJs/LKo/BgwYIG1v3rzZ6jR+8v8MBw8efEPLRZVN8vv27ZOev/LKKzUKPoxYx65Lo9GY3LW0Z1zAnj17pO2uXbtKLWGs55sD69k1hYeHo6KiAhUVFfjjjz9sppfXjXEdEMB165cBCDmMSqWSFisDKqd8lA9mMiouLsbixYul5/fdd5/VlhKqXwYPHiz1RU1NTcX69evNptu9e7d0cdS4cWMMGjTIWUW8acXFxUkLS91yyy3o2bNnrfJhHbu2u+66S9qWt3iZc+TIEfz000/S83vuuUfaZj3fHFjPrmngwIHS9vbt23Hy5EmLaTds2CCN/dJoNBg+fLi0z1Xrl12wyKGGDx+O2NhYJCYmQqvV4tVXX8W4ceMQFRUFpVKJkydPYu3atdLiOhERESb/4VH95+bmhqlTp+Ldd98FAKxZswaXL1/GsGHDEBQUBK1Wi19//RXbt2+Xjpk4caLdq7RS7cm7PZaVlZnMiGOPJ598EkqlknXs4gYNGoQtW7YgOTkZ+fn5ePHFFzF69Gj06tULAQEB0Ov1SE1Nxb59+7B3715pQPPAgQPRo0cPKR/W882B9eyaevXqhS5duiAhIQE6nQ5vvPEGhg8fjgEDBiAsLAwGgwGpqanYsWMHDhw4IB03fvx4k3Eerlq/CsFlLMnBsrKyMHv2bJszLgQGBuLdd9+V5qAn15WQkIBZs2YBAIKDg6WVd61Zu3atNCbImoceegiPP/74dZeRbJs5c6bVu2i2bNy40WSVXNax68rMzMTrr7+O7Oxsu9L36dMHr7zyitmFx1jP9ZutMSBGrGfXU1BQgLlz5+LcuXN2pb///vsxceJEsxOKuFr9MgChG6KoqAhffvklfv/9d+h0OpN9SqUS/fv3x+TJk6tNG0euqTYBCAAcOHAAq1atMjstc2BgIMaPH4+YmBiHlpUsmzhxot0XpOZUDUAA1rEry8nJwerVq7Fv3z7o9XqzacLDwzF69GjceeedVmdBYz3XX/YGIADr2RVVVFTgp59+wpYtWyyu5REREYExY8agX79+VvNypfplAEI3VF5eHk6fPg2tVgudTicNOLe0yBk1PEIInDlzBunp6cjPz4enpydatWqFjh07VruYpfqJdezaiouLcebMGVy6dAlXrlyBRqOBn58fIiMjTdYJsIX1fHNgPbumiooK/PPPP7hw4QKuXr0KDw8P+Pn5oUOHDggJCbE7H1epXwYgRERERETkNJx6iIiIiIiInIYBCBEREREROQ0DECIiIiIichoGIERERERE5DQMQIiIiIiIyGkYgBARERERkdMwACEiIiIiIqdhAEJERERERE7DAISIiIiIiJyGAQgRERERETkNAxAiIiIiInIaBiBEREREROQ0DECIiIiIiMhpGIAQEREREZHTMAAhonph7ty5UCgU0uO5556r0fEzZsyQjp07d+6NKSSAFStWSOd59NFHb9h55J/HihUrap3Pvn37pHyefPJJh5XPmQYNGiS9h/Pnz9d1cerUk08+KX0W+/btu+Hna9mypXQ+IiJ7MQAhonppyZIliIuLq+tiEBERUQ0xACGieslgMODpp5+GTqer66IQERFRDTAAIaJ668SJE1i0aFFdF8PEk08+CSEEhBBYt25dXReHiIjI5TAAIaJ6x9fXV9qeN28eUlJS6rA0REREVBMMQIio3pkwYQIiIyMBAMXFxXj22WfruERERERkL3VdF4CIqKY8PDzw5ZdfYvDgwRBCYPv27Vi3bp1DZ50qKSnBvn37kJycjKKiIjRt2hTdu3dH165dHXaOiooK7Nu3D2fOnEFFRQVatWqF2267DYGBgbXO8/z58zh06BDS0tKg0WjQvHlz3HnnnSatRvbIzs7Gzp07pXxatWqF22+/HY0aNbI7D51Oh4MHD+Lvv/9GdnY2fH190a5dO9x2223w9PSs6VtDSUkJtm3bhn/++QctW7bEmDFjrKY/duwYTp48iYsXL8LPzw/t2rXDoEGDoFbb/1/fyZMncfToUVy6dAkajQbNmjXDoEGDEBQUVKOyl5WV4bfffkNSUhLy8vLQuHFjREVFoV+/fnBzc6tRPnv27MG5c+dQXFyMZs2aoV+/fmjZsmWNymOv3Nxc7Nq1C+np6VAoFIiIiKjV9wmo/L7v378fZ8+eRV5eHkJCQtCpUyfccsstNZpFq6CgADt37kRKSgq8vLzQtm1bDB48GBqNpsZlAiq/pzt37kR8fDx8fX0xdepUs+kMBgPi4uJw8uRJZGdno0mTJoiMjMTAgQOhUqlqdE6tVou9e/ciIyMDer0ezZs3x4ABAxAeHl6r90BU7wgionpgzpw5AoAAIF577TUhhBCTJ0+WXgsJCRF5eXkWj3/ttdektHPmzLGYLj8/X0ybNk14enpK6eWPjh07irVr11o8fvny5VLaRx55xGK6b775RgQFBVXL39PTUzz//POiuLhYjB8/Xno9JSXF4uexfPlykZWVJUaPHi2USmW1PN3d3cWsWbNERUVFtXLs3btXSjd+/HiRn58vpkyZItRqtdl8pk+fLq5cuWLxfQkhRFlZmViwYIEICAgw+xl6eXmJadOmWa2vmJgYAUCoVCohhBBbt24VoaGhUh4xMTHV0ho/p7i4ONGrVy+z5w4KChLff/+91fILIcTGjRtF+/btzeahUCjE6NGjxZkzZ2zmU1hYKGbMmCG8vb3N5tW4cWPx5ptvipKSEqv56PV68cEHHwg/P79qeSiVSvHggw+KnJwck+/M3r17bZbPkvz8fDF58mTh5uZW7Xze3t5i1qxZQqfTiYiICOl1S0pKSsTbb78t/P39zX4GERER4pNPPhF6vd5qmYqLi8Wrr74qNBpNtTzCwsLEkiVLhBBCKlNERES1POSfT1pamjh8+LBo27atSVmq0ul04vPPPzf5/skfISEhYt68eTbrUAghzp49K0aOHGn2d6pUKsUdd9whjhw5YjMfovqOAQgR1QvmApC8vDyTi4IpU6ZYPN6eACQlJUW0a9fO7EVG1ceoUaNEeXl5tTxsBSAGg0H861//spl///79xcMPP2xXAPLOO++IVq1a2czz+eefr1YeeQBy7733im7dutnMp3fv3iI3N9fsZ1hQUGASEFh7tG7dWpw6dcpsPvIAZO3atUKlUpkcaykA+frrr4WHh4fNc//0009mz2swGMS0adPsKr+3t7f48ccfzeYjhBDp6emic+fOduXVs2dPkZGRYbFMY8eOtZlH165dxciRI687AMnNzRWdOnWyeb7x48fbDEBycnJE37597foM+vXrJwoKCszmk5+fL/r3728zj5deesnuAOTbb78VXl5eJsdXPaakpETcd999dpW/ffv2Ij093eLnumPHDouBqPyhVCrF/Pnz7a4vovqIAQgR1QvmAhAhhFi/fr30ukKhEAcOHDB7vK0ApLCw0ORO6ODBg8XmzZtFZmam0Gq14tixY+KNN94wuYCYPHlytXxsBSAfffSRtF+lUonnn39eHD58WGi1WpGUlCQ+/PBDERgYKL0fY1prAYixtaJTp05i1apV4sKFCyI7O1v8/vvv1S6eEhISTPKRByDGh5+fn3j77bfFqVOnRE5Ojjhx4oSYPn26SRAwatSoau/NYDCIoUOHSmkaN24sFi5cKE6fPi1ycnLE2bNnxZdffmnyObdo0UJkZWVVy8sYVCgUCuHl5SWUSqV49tlnRVxcnMjOzhb5+fnV0so/i+HDh4tt27aJS5cuiYsXL4pNmzaJqKgoKV1oaKjZAPKdd94xqZ8XXnhBxMXFCa1WK86fPy82bdokbr/9dimNm5ub2LdvX7V8SktLRZcuXaR0zZs3F1988YVITEwUOTk54vTp02LRokUiJCREStOjRw9x9erVannNnz/f5Ds+fvx4ceDAAaHVakVycrL49NNPRXBwcLV6rG0AMmzYMJMga86cOSIhIUHk5OSI+Ph4i60QVVVUVIh+/fqZBFnfffedSE1NFdnZ2SIhIUG8//770vcdgLjzzjvNlmnUqFFSmiZNmogFCxaI06dPi+zsbHH8+HExbdo0qe6NvxtbAYjxt/zoo4+K2NhYcfny5WqBtfwmQNu2bcVXX30lzp07J3Jzc8U///wjli5dahKEderUSZSVlVU7759//inc3d2lAGPy5MlSHWZkZIg9e/aIJ5980uQ3/+2339aq/ojqAwYgRFQvWApAhBAmF9lRUVFmLyxtBSBTpkwxyd9gMJgtx4kTJ4Svr690ofPnn3+a7LcWgFy6dMmka5elrkBJSUkmF6a2AhAAYvTo0WYvfPR6vbj11luldG+99ZbJ/qoBSPPmzUVSUpLZcq1du9YkbdVgb9myZdK+wMBAce7cObP5FBQUiN69e1sN5Kq2oqxYscJsXubSvv/++2bTZWVliUaNGknp9u/fb7L/9OnTJhexP//8s9l8DAaDmDp1qsmd76rdh2bNmiXtb9euncjJyTGb18WLF0XLli2ltG+//bbJ/szMTJOg9+uvvzabz4ULF0Tz5s2vOwDZvHmzSSBa9ftttGPHjmrd9Kp69913pX1jx4412wVQCCHS0tJEs2bNpLQbN260WKaAgACLXd82b95scgFvKwABIObNm2fxs5B/32+//XaLXQ8LCgpE165dpbSLFy822a/X60XHjh2lAHnTpk0Wzyn/9yMsLEwUFxdbTEtUnzEAIaJ6wVoAkpaWJgUF5i7ihLAegGRkZEh3dKOjoy0GH0bz5s2T8po2bZrJPmsBiPzuurkWBLnVq1fbHYD4+vqatAhU9eGHH0ppH330UZN9VQOQXbt2WS3X8OHDpbRPPvmk9LrBYBCRkZF2BQxCCHHq1CkprZubm8jOzjbZLw8q7r//fqt5ydPedtttVtPKuygtXbrUZN9TTz1l9r2ZU1ZWZnLBL7+ovHLlisl4B1uBwNatW00CN3kw8+abb1qsu6rkF+q1DUDkrTtVP5+qqnZVkysuLpbGODVr1szm+IiVK1eaBNNyd911l7Tvo48+spqPfFyYrQCkR48eVn/rxhYsLy8vs610crGxsVK+PXv2NNknb6WdPn261XyEEGLw4MFS+s2bN9tMT1QfcRpeIqr3mjVrhv/85z/S87fffhuJiYl2H//jjz+ivLwcADBmzBibM/I89NBD0vaePXvsPs+2bduk7ccff9xq2ocfftjumYaGDx8OPz8/i/vlMyTl5ORYTNeuXTvccccdVs81ZcoUafvAgQPS9okTJ3D27FkAQGBgIMaOHWs1n6ioKPTu3RvA/2YDs2TChAlW85J77LHHrO639FkIIfDjjz9Kz1944QWr+Wg0GpNZ13bu3GmynZ+fDwDo1q0bBg0aZDWvoUOHIjQ0FEDl7GN//fWXtG/9+vV2l2nEiBHXNYtSdnY29u7dCwDw8/PD+PHjraZ/+umnLe7buXMntFotAGDUqFHw8PCwmtcDDzwApbLyksRYBgAoLS2VvhsKhcLm92ry5MlW98uNHz/e4m89Pj4eCQkJAIA77rgDISEhVvO67bbbEBwcDAD466+/pPoHgLVr10rbtr6fQO3/fSGqTzgNLxE1CFOnTsWaNWtw8OBBlJaWYurUqdi1a5ddx8ovpPfs2YPMzEyr6Q0Gg7RtvOi2RQiBY8eOSc8HDhxoNb2bmxu6d++O3377zWbe3bp1s7rf3d1d2q6oqLCYrl+/fjbPJS93UlISKioq4ObmhoMHD0qv33nnnXZNddu/f38cOXIEQOUF3wMPPGA2XYcOHWzmZVTbz+LMmTPIy8sDAISFhaF79+42z9W/f3+8//77ACrLbyT/LIYNG2YzH6VSib59++Lnn3+W8urVqxeKiopw6tQpAICXl5cUsFmiUCjQt29fbNiwweY5zYmLi4MQAgDQt29fm0FDZGQkAgMDkZ2dXW2f/Dd1/PhxvPzyyzbP7+XlhStXriAvLw9arRZBQUE4ceKEVE9RUVFo0qSJ1Tx69OgBtVoNnU5n83zWvlfy8l+4cMGu8hunUxZCIDExUaoveV7Lli2Dt7e31XxSU1OlbXv/fSGqbxiAEFGDoFAosGzZMvTo0QPl5eXYvXs3Vq1ahSeeeMLmsefPn5e2f/nlF/zyyy92n7e4uBjl5eU21yAoKipCSUkJAECtVtu11oetu65GAQEBdqUDIF1gmtO0aVO7zuXj44MrV64AAPLz8xEUFIQLFy5IaTp16mRXWeTvz1rLjDxosKd89pJ/FvLyR0VF2XW8pfI76rNITU2Vgt2IiAi71pq4nhYQ+e+gdevWdh3TtGlTswGIPK/9+/dj//79NSpLXl4egoKCcOnSJek1YyuRNRqNBo0bN5ZaX6yx9r2Slz8+Pt4kwLSHMZgtLi42KcvSpUtrlQ9RQ8MuWETUYERFReHf//639Hz69OlWL2yN5N0laqOsrMxmmsLCQmnbWncpOXsXZ6vtAmxV2bsgnvzCzXinWX6h5O/vb1c+8jvB9tyxtkdtPwtHlt9Recm/l7bumht5eXnZlc4cR57PUb8p+e/G3s+yJosaWuKo8jvj3xai+ogBCBE1KDNnzkTHjh0BVPZpt6frhLyryY4dOyAqJ+iw+2HP6uDyCzXjeBNb5Hd/ncHeu61FRUXSduPGjQGYXvjb+/7kwaExn7riyPI7Ki/5avFXr161Kx953dSUI88n/0198cUXNf5NdenSBUDNfzcGg8Fsi0xNycv/73//u8blv/fee6vlA1SOaalJPvJum0QNCQMQImpQNBoNli1bJt0FXbFihdUBzgAQFBQkbWdlZd2Qcvn7+0tdaIqKipCbm2s1vV6vx8mTJ29IWSyxNfYFqOwWZLwQDA0NlS6w5F3KUlJS7DqfcXwDYH+XnxvFkeV3VF7GQc1AZZcgvV5vM5+kpCS7zmeO/Hznzp2zmd5gMFh8f476TcnHfMi7tlkSHx9vMkarthxVfn9/f5PxUM6+qUDkqhiAEFGD079/fzzzzDPS86efftpqV4bo6GhpOy4uzmb+ycnJGDduHMaNG4f33nvPrjIplUrpri4Am0HR3r177eo+5ki//fab1TEigGm5+/TpI2336NFD2pbPYmSJTqfD7t27pee33nprDUrqeN27d5eC1jNnzth1obh9+3ZpW17+mn4WWq0Wf/75J4DK78ktt9wCoHJ2N+O4h5KSEhw6dMhqPmVlZXZ9fy2R/w7++OMPlJaWWk1/5MgRFBcX28zLnjIVFhbi8ccfx7hx40xaLbt16ybVy6lTp3D58mWr+chnMrse8vLb+tyBymBsypQpGDduHCZMmCAFQUqlEj179pTS2fNZ/PLLL9K/L5s2bapF6YlcHwMQImqQ3nvvPWlA7tmzZ7F8+XKLaeUzFf3www/SAGtLFi5ciDVr1mDNmjU16qN95513StsffPCBxYt9vV6P1157ze58HUWr1WLLli1W03z11VfStny60JiYGKk15NSpU4iNjbWazw8//CB1+YqKikLnzp1rW2yH8Pf3lwIqvV5vc7BwamqqFICo1WqMHj1a2jd06FBpe8eOHTZbJZYtWyZdsN59990mY4Tk380lS5ZYzWfNmjXXNeagQ4cOUutLUVERvv32W6vpP/vsM4v7hg4dKk2ru3PnTqSlpVnNa+nSpVi9ejXWrFljEnj7+/ujV69eACrrZfHixRbzSEtLw0cffWT1PPYaOHAgfHx8AFQGpLaCkB9//BHLli3DmjVrcP78eem9A6Z1+PXXX1vNR6fTYebMmdK/L/aOeyGqdxy4pggR0Q1jbSFCSzZu3GiyUJrxYW4l9OjoaGn/xIkTLea5bt06abVlHx8fcfHiRZP91hYiTE5OFiqVStr/1FNPVVugTavVinvuuadama0tRLh8+XKrn8O2bduktDExMSb7qi5E2Lp1a5GRkWE2H/lK5+Hh4dXKLl9NPjIystrigkaXLl0S4eHhUtply5ZVSyNfXLDqe7+etNYWpJSvfO3p6Sni4uLM5lFRUSHuvvtuKe3YsWOrpRkyZIi0f8CAARYX4jtz5ozw8fGR0v76668m+48fPy593xQKRbVVwo3++ecf0aRJk+teiPDjjz82WRTR0mr269evN1l13NzlxAMPPCDtGzJkiCgvLzebV2xsrPDw8BAAhFKpFCdOnDDZv2rVKikflUolvvzyy2p5xMfHi7Zt25qUx9ZChLY+n+nTp0tpu3XrJgoLC82mO3XqlAgMDJTSbtmyxWT/pUuXhKenp7R/5cqVZvMxGAzi2WefldJFR0dbLR9RfcYAhIjqhdoEIEKYXgRZC0COHz9ucpEwZMgQsW3bNpGZmSm0Wq04cOCAmDRpklAqlVKaTz/9tFo+1gIQIYRYuHChSVnCwsLEE088If7v//5PjBgxQroQCwgIEB07dnRqAOLm5iZwbeXqzz77TPz9998iJydH/Pnnn+K5554zee8bNmyodh6tVivCwsKkNM2bNxdLly4ViYmJIjc3VyQmJorPP//cJPjo37+/2dWo6yIAMRgMJoGDl5eXmD17tvjrr79Edna2SE1NFT/99JPo27evlKZx48bVglAhKgMCb29vKV1UVJT49ttvRUpKisjJyRGnT58WCxYsMFkxfcyYMWbLLF9xXK1WixdeeEEcPnxYaLVakZKSIj755BMREBAg1d31BCAVFRWiT58+Uh4BAQHigw8+EGfOnBE5OTkiISFBTJ8+XahUKqFQKEzqu6q0tDQRHBws7e/du7fYsGGDSEtLEzk5OeLo0aNi+vTpwt3dXUrz8ssvV8vHYDCI++67z+R307lzZ/H000+Lp556SgwYMEAKhvr06SPUarVDApDCwkLRvn17k6B61apVIiUlReTm5oqEhAQxb9484evrK6V58MEHzeb1xRdfmARRU6dOFYcOHRJarVZkZGSIzZs3i0GDBklp3N3dxbFjx+yqM6L6iAEIEdULtQ1AMjMzhZ+fn80ARAghtm7danI32tJDoVCIWbNmmc3DVgAihBCLFy+WLvbNPfz9/cWePXtMLqwvXLhg8fNwVADy8ssvi06dOtl8//PmzbN4rqNHj5pcdFp7dOnSRWi1WrP51EUAIoQQ2dnZ4pZbbrGr/H5+fhZbSYSo/NzlQYi1x+233y6Ki4vN5lNeXm42kK76GDZsmEmAW5sARAghMjIyTIJfS493331X3H///RYDECGEOHLkiAgJCbHrMxg/frzQ6XRm8ykuLhZPPPGE1eM7deok0tLSpOetWrWqlk9NAhAhhEhKShKRkZF2lX/o0KHi6tWrFvN688037crHx8fHYksXUUPBMSBE1KCFhYVhwYIFdqUdNmwYjh49ihEjRlhMEx0djV9++QVvv/12rcv04osv4p9//sHzzz+P9u3bw9PTE40aNUKHDh3w0ksv4fjx4xg8eLBJf/7rWd/BXn5+foiNjcWDDz5o0ofdKDw8HOvWrcMbb7xhMY9evXrhyJEjGDNmjNk8AMDX1xczZ87EwYMH7VqQ0ZmaNGmCvXv34vXXX5fGAFTl5uaGRx55BCdOnJAGjJtz9913Iy4uDnfffbfFNEFBQVi4cCG2b99uMg1u1fN9//33eO+998yWydPTEzNmzMCmTZvsWqzQlqZNm+LAgQOYOHGi2ToMDg7G2rVrTdbcsSQ6OhrHjh3DuHHjLJatY8eOWLlyJVasWGExjaenJ1auXInffvsNjz32GJo1awaNRoMmTZogOjoa7733Hg4fPmzy+TjiN9OmTRvExcXh+eeft7hwYYsWLbBo0SJs27bN6jlnz56N7du3m0xGIadWqzFixAgcO3YMI0eOvO6yE7kyhRA2pjwhIroJZWRkYN++fcjIyIDBYEBoaChuvfVWtG/f3mllCAwMRE5ODtzc3FBSUuKQi0t7JSUl4dChQ0hPT4efnx+ioqIwcOBAi0GFOTk5Odi7dy/S0tJQWlqKwMBAtGvXDv3797d70cO6VFpaitjYWCQmJqKwsBD+/v5o3rw5YmJi4OvrW6O8MjIyEBsbi8zMTOj1egQFBaFTp07o3bt3jT7Tq1ev4tdff8W5c+egUqkQERGBu+66y661aGrj4sWL2LlzJzIzM+Hr64v27dsjJibGZGpZe2VnZ2PPnj3SVM7BwcHo1auXyaxh1+vkyZPSBf7gwYOxZ88eh+VdVFSEPXv2IDk5GcXFxQgICEC3bt1w66231njxw/j4eBw+fBiXL1+GRqNBREQEYmJiTKZCJmrIGIAQETlJVlaWtEha06ZNERAQYDFtcnIy2rRpA6Bylij5OhFEN5Nz586hpKQEANCuXTuLLREA8M0332DSpEkAgGeffdbqTF1EVHfYBYuIyElWrlyJLl26oEuXLpg2bZrVtPLpRuXT9xLdbP71r39Jv5vvvvvOYjqdTodPP/1Ues7fDZHrYgBCROQkQ4YMkbZXr16N//73v9XS6PV6LFiwQFrzQa1WY8qUKU4rI5Grka+r8vrrryMxMbFamoKCAowdOxZ//fUXACAiIsLqWC4iqlvsgkVE5EQPPPAAfvrpJ+l5r1690KtXL7i7u+PSpUvYt2+fyWrPCxYswCuvvFIXRSVyCUVFRejatSvOnz8PoDIoHzx4MNq3bw+9Xo/U1FTs2bNH6qalVqsRGxuLfv361WGpicgaBiBERE505coVPPHEE9i4caPVdO7u7njnnXcwbdq0Gg9wJWpoEhMTMWrUKJtjocLCwrBixQqT1kYicj0MQIiI6sBvv/2GlStX4uDBg0hNTYVOp0NwcDCaN2+O4cOH47HHHkPr1q3ruphELkOv1+P777/H+vXr8eeff+LSpUtQqVQICQlBZGQkRo0ahUceeQT+/v51XVQisoEBCBEREREROQ0HoRMRERERkdMwACEiIiIiIqdhAEJERERERE7DAISIiIiIiJyGAQgRERERETkNAxAiIiIiInIaBiBEREREROQ0DECIiIiIiMhpGIAQEREREZHTMAAhIiIiIiKnYQBCREREREROwwCEiIiIiIichgEIERERERE5DQMQIiIiIiJyGgYgRERERETkNP8PoRUxksLyem0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 300, "width": 400 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_all, df_var = spatial_loss.calc_corr_decay_stats(coords, 0,50, return_var=True)\n", "\n", "(\n", " ggplot(df_all, aes(x = 'k')) + \n", " geom_ribbon(aes(x = 'k', ymin = 'Q10', ymax = 'Q90'), alpha = 0.2) + \n", " geom_ribbon(aes(x = 'k', ymin = 'Q25', ymax = 'Q75'), alpha = 0.3) + \n", " geom_line(aes(x = 'k', y = 'Q50'), color = \"red\") + \n", " labs(\n", " x = \"Neighborhood degree\", y = \"Pairwise correlation\",\n", " title = \"10x Visium coordinates (ICAR, rho=0.99)\"\n", " ) + \n", " theme_classic() + \n", " theme(figure_size = (4,3),\n", " text = element_text(size = 12))\n", ")" ] }, { "cell_type": "markdown", "id": "a5ffc6e2", "metadata": {}, "source": [ "Now we can check the combined effect of spatial random process and the autocorrelation parameter $\\rho$." ] }, { "cell_type": "code", "execution_count": 6, "id": "4a61b282", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 51/51 [00:00<00:00, 182.12it/s]\n", "100%|██████████| 51/51 [00:00<00:00, 129.20it/s]\n", "100%|██████████| 51/51 [00:00<00:00, 143.27it/s]\n", "100%|██████████| 51/51 [00:00<00:00, 170.41it/s]\n", "/Users/jysumac/Projects/Smoother/smoother/weights.py:262: UserWarning: Sparse CSR tensor support is in beta state. If you miss a functionality in the sparse tensor support, please submit a feature request to https://github.com/pytorch/pytorch/issues. (Triggered internally at /Users/runner/work/pytorch/pytorch/pytorch/aten/src/ATen/SparseCsrTensorImpl.cpp:56.)\n", "100%|██████████| 51/51 [00:00<00:00, 147.37it/s]\n", "100%|██████████| 51/51 [00:00<00:00, 175.36it/s]\n", "100%|██████████| 51/51 [00:00<00:00, 143.21it/s]\n", "100%|██████████| 51/51 [00:00<00:00, 172.56it/s]\n" ] } ], "source": [ "df_all = []\n", "\n", "for m, rho in itertools.product(['icar', 'isar'], [0, 0.75, 0.9, 0.99]):\n", " spatial_loss = SpatialLoss(m, weights, rho=rho)\n", " _df, _ = spatial_loss.calc_corr_decay_stats(coords, 0, 50, return_var=True)\n", " _df['model'] = m\n", " _df['rho'] = rho\n", " df_all.append(_df)\n", "\n", "df_all = pd.concat(df_all)" ] }, { "cell_type": "code", "execution_count": 7, "id": "c4f98dde-74e2-453a-bc25-024a6e77931f", "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 7, "metadata": { "image/png": { "height": 300, "width": 600 } }, "output_type": "execute_result" } ], "source": [ "p = (\n", " ggplot(df_all, aes(x = 'k')) + \n", " facet_grid('model~rho', labeller = labeller(rows = str.upper, cols=label_both))+ \n", " geom_ribbon(aes(x = 'k', ymin = 'Q10', ymax = 'Q90'), alpha = 0.2) + \n", " geom_ribbon(aes(x = 'k', ymin = 'Q25', ymax = 'Q75'), alpha = 0.3) + \n", " geom_line(aes(x = 'k', y = 'Q50'), color = \"red\") + \n", " labs(\n", " x = \"Neighborhood degree\", y = \"Pairwise correlation\",\n", " title = \"10x Visium coordinates (ICAR vs ISAR with varying rhos)\"\n", " ) + \n", " theme_classic() + \n", " theme(figure_size = (6,3),\n", " text = element_text(size = 12))\n", ")\n", "p.draw()" ] }, { "cell_type": "markdown", "id": "13e8346e", "metadata": {}, "source": [ "### Spatial graph scaling\n", "\n", "Finally, we demonstrate the effect of graph scaling on the resulting covariance. Scaling is particularly useful when we have external information related to regions and boundaries in the data. By weighting the graph edges by similarity (soft-scaling) or pruning cross-region edges altogether, we can ensure minimal unwanted smoothing, e.g. between tumor cells and surrounding stromal cells. \n", "\n", "Here we show an example of soft-scaling using expression similarity." ] }, { "cell_type": "code", "execution_count": 8, "id": "4303d6f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of spots: 3639. Average number of neighbors per spot: 5.85.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 51/51 [00:00<00:00, 141.46it/s]\n" ] } ], "source": [ "weights = SpatialWeightMatrix()\n", "weights.calc_weights_knn(coords, k=6)\n", "\n", "# the unscaled spatial loss\n", "sp_loss_raw = SpatialLoss('icar', weights, rho=0.99)\n", "df_all_raw, _ = sp_loss_raw.calc_corr_decay_stats(coords, 0, 50, return_var=True)\n", "df_all_raw['scale'] = 'Raw'" ] }, { "cell_type": "code", "execution_count": 9, "id": "a5f68b6d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of spots: 3639. Average number of neighbors per spot: 5.85.\n", "Number of spots: 3639. Average number of neighbors per spot: 5.86.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 51/51 [00:00<00:00, 137.35it/s]\n" ] } ], "source": [ "# read in log_count matrices\n", "# spatial log-normalized count matrix, num_gene x num_spot\n", "y_df = pd.read_csv(DATA_DIR + \"DLPFC_151673_marker_log_exp.txt\", sep = \" \", header=0)\n", "y = torch.tensor(y_df.values).float()\n", "\n", "# calculate spatial weight matrix\n", "weights = SpatialWeightMatrix()\n", "weights.calc_weights_knn(coords, k=6)\n", "\n", "# scale the spatial weight matrix by transcriptional similarity\n", "weights.scale_by_expr(y)\n", "\n", "# convert spatial weight into loss\n", "# note that the covariance is improper\n", "sp_loss_scaled = SpatialLoss('icar', weights, rho=0.99)\n", "df_all_scaled, _ = sp_loss_scaled.calc_corr_decay_stats(coords, 0, 50, return_var=True)\n", "df_all_scaled['scale'] = 'Soft-scaled by expression'" ] }, { "cell_type": "code", "execution_count": 10, "id": "4cfc879d", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 300, "width": 600 } }, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_all = pd.concat([df_all_raw, df_all_scaled])\n", "\n", "(\n", " ggplot(df_all, aes(x = 'k')) + \n", " facet_wrap('~scale', nrow = 1) +\n", " geom_ribbon(aes(x = 'k', ymin = 'Q10', ymax = 'Q90'), alpha = 0.2) + \n", " geom_ribbon(aes(x = 'k', ymin = 'Q25', ymax = 'Q75'), alpha = 0.3) + \n", " geom_line(aes(x = 'k', y = 'Q50'), color = \"red\") + \n", " labs(\n", " x = \"Neighborhood degree\", y = \"Pairwise correlation\",\n", " title = \"10x Visium coordinates (ICAR, rho=0.99)\"\n", " ) + \n", " theme_classic() + \n", " theme(figure_size = (6,3),\n", " text = element_text(size = 12))\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "smoother", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }