diff --git a/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb b/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb
index a24cbb12fce38391dbec57dde23ae648dde3e830..a8dcdc18d979502b0f17f26da303f058e01cba2f 100644
--- a/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb
+++ b/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb
@@ -2,6 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
     "\n",
@@ -16,7 +17,8 @@
     "The [Quick draw dataset](https://quickdraw.withgoogle.com/data) contains about 50.000.000 drawings, made by real people...  \n",
     "We are using a subset of 117.555 of Sheep drawings  \n",
     "To get the dataset : [https://github.com/googlecreativelab/quickdraw-dataset](https://github.com/googlecreativelab/quickdraw-dataset)  \n",
-    "To get the subdataset in numpy bitmap file : [https://console.cloud.google.com/storage/quickdraw_dataset/full/numpy_bitmap](https://console.cloud.google.com/storage/quickdraw_dataset/full/numpy_bitmap) (94.3 Mo)\n",
+    "Datasets in numpy bitmap file : [https://console.cloud.google.com/storage/quickdraw_dataset/full/numpy_bitmap](https://console.cloud.google.com/storage/quickdraw_dataset/full/numpy_bitmap)   \n",
+    "Sheep dataset : [https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/sheep.npy](https://storage.googleapis.com/quickdraw_dataset/full/numpy_bitmap/sheep.npy) (94.3 Mo)\n",
     "\n",
     "\n",
     "## What we're going to do :\n",
@@ -30,19 +32,108 @@
     "## Acknowledgements :\n",
     "Thanks to **François Chollet** who is at the base of this example.  \n",
     "See : [https://keras.io/examples/](https://keras.io/examples/)\n"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Step 1 - Init python stuff"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<style>\n",
+       "\n",
+       "div.warn {    \n",
+       "    background-color: #fcf2f2;\n",
+       "    border-color: #dFb5b4;\n",
+       "    border-left: 5px solid #dfb5b4;\n",
+       "    padding: 0.5em;\n",
+       "    font-weight: bold;\n",
+       "    font-size: 1.1em;;\n",
+       "    }\n",
+       "\n",
+       "\n",
+       "\n",
+       "div.nota {    \n",
+       "    background-color: #DAFFDE;\n",
+       "    border-left: 5px solid #92CC99;\n",
+       "    padding: 0.5em;\n",
+       "    }\n",
+       "\n",
+       "div.todo:before { content:url(data:image/svg+xml;base64,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);\n",
+       "    float:left;\n",
+       "    margin-right:20px;\n",
+       "    margin-top:-20px;\n",
+       "    margin-bottom:20px;\n",
+       "}\n",
+       "div.todo{\n",
+       "    font-weight: bold;\n",
+       "    font-size: 1.1em;\n",
+       "    margin-top:40px;\n",
+       "}\n",
+       "div.todo ul{\n",
+       "    margin: 0.2em;\n",
+       "}\n",
+       "div.todo li{\n",
+       "    margin-left:60px;\n",
+       "    margin-top:0;\n",
+       "    margin-bottom:0;\n",
+       "}\n",
+       "\n",
+       "div .comment{\n",
+       "    font-size:0.8em;\n",
+       "    color:#696969;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "\n",
+       "</style>\n",
+       "\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/markdown": [
+       "<br>**FIDLE 2020 - Practical Work Module**"
+      ],
+      "text/plain": [
+       "<IPython.core.display.Markdown object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Version              : 2.0.24\n",
+      "Notebook id          : DCGAN01\n",
+      "Run time             : Saturday 09 October 2021, 11:51:55\n",
+      "TensorFlow version   : 2.4.0\n",
+      "Keras version        : 2.4.0\n",
+      "Datasets dir         : /gpfswork/rech/mlh/uja62cb/datasets\n",
+      "Run dir              : ./run/DCGAN.001\n",
+      "Update keras cache   : False\n",
+      "Save figs            : True\n",
+      "Path figs            : ./run/DCGAN.001/figs\n"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
@@ -62,61 +153,71 @@
     "\n",
     "run_dir = './run/DCGAN.001'                  # Output directory\n",
     "datasets_dir = pwk.init('DCGAN01', run_dir)"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Step 2 - Parameters"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "latent_dim = 128\n",
     "\n",
-    "scale      = .1\n",
-    "epochs     = 5\n",
+    "scale      = 1\n",
+    "epochs     = 10\n",
     "batch_size = 32\n",
     "num_img    = 5"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "Override parameters (batch mode) - Just forget this cell"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "pwk.override('latent_dim', 'epochs', 'batch_size', 'num_img', 'scale')"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Step 3 - Load dataset and have a look \n",
     "Load sheeps as numpy bitmaps..."
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(126121, 784)\n",
+      "(126121, 784)\n",
+      "(126121, 28, 28, 1)\n"
+     ]
+    }
+   ],
    "source": [
     "# Load dataset\n",
-    "x_data = np.load(datasets_dir+'/QuickDraw/origine/full_numpy_bitmap_sheep.npy')\n",
+    "x_data = np.load(datasets_dir+'/QuickDraw/origine/sheep.npy')\n",
     "print(x_data.shape)\n",
     "\n",
     "# Rescale\n",
@@ -129,221 +230,394 @@
     "x_data = x_data.reshape(-1,28,28,1)\n",
     "np.random.shuffle(x_data)\n",
     "print(x_data.shape)\n"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "...and have a look :  \n",
     "Note : These sheep are sheep drawn ... by real humans!"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/DCGAN.001/figs/DCGAN01-01-Sheeps</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAFYCAYAAACS3H6fAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9d3DUZ5bvj79aoVtqdUutnHNGIBEkcs5gDAbjbI/tnRnbs7M1obbu3VS37t1v3d29uzu7O3k8HjxeG4wTHpIJIoMAgRBIKCeUc1YrdZL0+0O/5/GnhcAIBMaefle5bEutT3+edJ4T3ucc1djYGA444IADDjjggAMOOPC4w+nrfgEHHHDAAQcccMABBxy4FzgUVwcccMABBxxwwAEHvhFwKK4OOOCAAw444IADDnwj4FBcHXDAAQcccMABBxz4RsChuDrggAMOOOCAAw448I2AQ3F1wAEHHHDAAQcccOAbAZcpfv6Ba2dZrVZGRkZwcnJCrVY/6OOmAtU9fOabXBvsXsYH3/4xfm3jGx0dxWw2Y7PZEGXmNBoNGo2GsbExhoeHGR0dlZ93dXVFo9EoH/GNXcORkRE55pGREVQqFa6urqhUtw3pGzvGKeCx3qfTAMcajuPbPj5wjPFxx5/lPlVNsY7rlCdgbGwMq9XK6Ogorq6uODs72/3ebDbLC0+lUuHk5MTY2BhjY2M4Ozvj4jJV3fqO+LNc4EnwbR/jA49vbGyM0dFRxsbG5J6cRAGzw8jIyG17+15+B+MKr5OTE3wD11DM0RR+/40b433AIWvG8W0f4x3HJ+6w//+5ZmxsDJvNhpOT011lwSOEYw2/xGM3xpGREWw2G8BX6UF/lrLmoSuujxH+LBd4Enzbx/hYjE8ovoCd4js4OMjIyAg6nU5eago41vBLfNvH+G0fH3z7x/htHx84xvi4489yn06bO3MihIXp6uoqfzY6Okp+fj7l5eXodDoWLlyIv7//XZ9jtVofJyvVgW8pRkZGsFqtAKjV6tuUShH+nuznYm/W1dVx9OhRSkpK6OnpwWq1snbtWl5//XWMRiO7d+/m6tWrmM1mQkJCeOKJJ1i7di0uLi5YrVa7s/J1wWq1YrFYAOS5c3FxmUzJlhgaGqKurk5GVlpaWnBxcSE1NZXAwMDbvE8OOPBtxNjYmJQHwlAVcsXNzU1+zmq14uLi8pVRHAf+/CAcHhP1nTvdP3+ueCiKqwh9urq6YrPZ6Ovro6mpievXr3PixAkKCwuJjY0FYOXKlZhMJpqamujo6KC3txedTkdkZCSRkZF4eHgA4wunhGMRHw+IdXF2dpYh9nsJrT8uEF5RZ2dnO2FhtVplqEatVt/RcBI/b29v59ixY/zud7+jsLBQ/r68vByDwUBrays///nPqa2tlb/r6uoiNDSUWbNmfa17WSiWgpc6mQI9kTphMpnkZdzS0sK+ffsYHh7GYDCQn5+P2WzmueeeY8OGDXh5eaFSqb6SVvAg7y+4ww65MDUo1/6bcmYfNygNMxHSFUawoMdZrVb6+/txd3fH3d0dsKMI/dlCzJ3y/+HO53h0dFSedScnp2/s/Clllvh/lUol7xOTyYTRaGR0dBRPT0+0Wu0jf0fl+wFTnmvx9/ca1Rcy6F7k0ENRXG02m0y8KisrY9++fZw6dYqKigo6OjoAaG5uRq/Xc/PmTTo6OsjLy6O6uhqz2YyHhwdJSUm8/PLL7Ny5Ezc3N6lEiEFNI/fVgQeAUogoL8FvEia+c3V1NbW1tXR1deHs7ExCQgIzZ86849+PjIyQlZXFoUOHaGhowNPTEycnJ3p7e7l58yb/8A//gNFopKOjg+joaMbGxqitrSUvL4+cnBwCAwMJCAh4FEOdFCqVitHR0a/kqgqrX/wj5i07O5sPPvgAT09Pli5dSkNDAwUFBYyNjREQEMDKlSuB8cv8YSVkiovAEZlx4OuASDgG6O/vp6KiAovFQlJSEt7e3hQVFXHmzBlmzJjBpk2bAPt78s8VQvYI5UZJr5oMQg6Jv/0mQ+kMUMpGm81GVlYWJ06cYHh4mFWrVrF27Vq8vLzk3z6qe1Z5v9/v309UXCf7f2Go3KteN63an9hQSqX1/fff57//+7/p7OwkKiqK9PR0Ojo6KC4u5tNPP5VK6cjICO7u7uh0Otrb26mrq6OtrY2hoSG2b98+KaVA6e37tkBpcT7OsNlsuLi4SO+c8B6IDS5+fzeMjo5is9nsDrCLi4tdqO1hQyhhbW1tlJSUcP36dW7evEldXR2dnZ14eHiwbNkynnvuOdLS0lCr1bJCwNjYGHq9nr6+Pqnsip95eHjg7u5OS0sLlZWVwLix5e/vz+DgICqVCp1Oh4eHxyO7vMR8K8+N8p+xsTGKioooKyvDarViMBjw9/cnLCyMoKAgu3MmqiHk5OSwZ88eqqqqWL58OYsWLcLDw4PCwkJOnz7NnDlzWLRoERqN5qFc1CI0q9xrIyMjUpFQqVSMjIzYeQ/E5yfuMaH8Kr06kz17onfkmwaRMCsuCjEP3xTZMxnuxCl/FFB6B00mE1lZWRw8eJCenh5SU1OJiori+vXrnDlzhsjISKxWKxs2bJBn6F5k5bcJQg7B3aNZY2NjWCwWSVkS/54YGRsZGZk08ftxhohuCSj/+/z58/z617/m0KFDAFy4cIGamhqeeeYZIiMjgYejuE6WSD9RYTWbzXZ3vZCHQo4IuSnoZfej8N6LsjztiqtSaf3Nb37Dxx9/TFdXFytXruQHP/gBCxcu5MqVK/zud7/j4sWL9Pf3Ex0dzeLFiyXntbi4mM8++4z8/Hz+7//9v5jNZp588klcXFxwd3fH19dXDuybKGTvhm/KeJTv2d7eTllZGX5+fsyYMeO2398JoiSa0gJ7FOOfeEHX1NRw+PBhPv74Y65fv47FYkGj0WA2mwFoaGjAZDLxF3/xF6SnpwP2Co27uzve3t54enpy69Yt+vr65PiUsNlsFBYWMjw8DEBycjJLly7FYDBgNpsnlsaadtxtvkdHRykpKeHdd9/l448/ZmBggJiYGNLS0lixYgVLliwhPj4eZ2dnKbg6OzvZu3cvmZmZeHh48NRTT7F9+3ZSU1PJy8vj+PHj3Lhxg5aWFqKioh7K2k52WU283IRSPnHMEyGUUeXnJ372m3Q53gkqlWpSA+KbInsmw9cRMlaG+puamqitraWmpoajR49y6NAhTCYTx44dw2AwYLPZaG9vp6CggOHhYaKjo5k1axbwJef1zwX3WgpTpVJ9pUx0dXX9xvKFrVYrXV1d2Gw2AgICUKvVXL58mXfffZfMzExcXFzQ6XQUFhby85//HGdnZ1544QWCgoJkhHM6xy3kwt2eK0o7is+LfTud73EvZ3laTos4wGIztra2snfvXvbs2YPJZOLZZ5/l1VdfZcOGDTg5OaHT6VCpVCxYsAAXFxdmzpxJSkoKYWFhaLVaFi5cSEBAAL/4xS+oqqri3/7t38jMzESlUuHv78+yZctYvHgx8fHxj+WGtVqt0nIR1rjSyzM6OorFYpG/F5aN0nJXeo2+KjnmUUJ4r1xdXRkaGiI7O5v9+/dTVFREeHg427ZtY8OGDej1esxmM0NDQ2g0GjvupBib2C+TreHDDIWI59psNiorK/nkk0/44IMPqKmpwd/fn6VLlzJ//nxsNhuXLl3i3LlzfPHFF8ydO1cqroKnJv7bz88PjUZj59kT/63RaFCpVJhMJqm06nQ6kpOTCQsLk+/ysBTX0dFR6ZVQjl98b29vL/n5+Rw8eJDjx4/T2toKjPNzjUYj9fX1XLp0icTEROLj4wkNDUWv13Pu3Dk+//xzAL773e+ybds2NBoNM2bMYMWKFZw+fZra2lrq6uqIioqa1uQzUVrIycmJhoYGbt68ycDAAHFxccybN++2vTPZXjKbzXYeA7VaLT83cY6EcjEx2dRqtU532b4HhpI3OJnxpHzX+vp6mpqaMBgMxMfH4+LiImWT2LePM+5kYAhPnJBXQo4q13i6vru1tZU//elP/OlPf6K+vp6uri5MJhMAAwMDDAwM2P1dfn4+N2/elIrr47R3phPinhOyR9CLlEprd3c3t27dwmg0MjY2JuctJCSExMREmeMC4xSMwsJCrl69CsCiRYtYuHChnTx/nOdSnEubzcatW7c4ceIEJ0+exGw2s3z5csLCwjh37hzHjh0jJCSEt956i5kzZ/Lxxx/z4Ycf8s477+Dj48PLL7+Ms7MzZrPZLunvQd5rZGTETgkdGRmhtLSUjo4OLBYLXl5eJCQk4OPjY3d+7nSWhoeHqauro7GxEaPRKGlmY2NjmM1mqR8JuLi4EBAQwKxZs+zuxDut57SsstKb0dTUxN69e/noo48YHh5m69at/NVf/RVLly4FxgWKXq9n69atrFixAq1Wi06nk39vtVqJjIzk+eefp7q6mv/6r/+isbGRzs5OuanPnz/Phg0b2LFjB+np6RgMBvkej0rQTuRuiO8VSWl3u6SdnZ3tFJ/JIJ4j8KiTKCZefspsR2dnZ/r6+sjMzOR3v/sd58+fZ2xsDFdXV3kJrl27VhbfVz5T8BCdnZ2x2WwYjUaGh4elcNPr9Wi12oeiqAtFQ7xTU1MTn3zyCe+88w4tLS0sX76cnTt3smHDBhISEgA4fPgwzc3NFBQU0NTUJJ9VXl6OSqXCz8+Pjo4OioqKaG9vv63BgNVqlZ5bATc3N2bPnk1UVJT82cPy5ImkERHW6evro6+vD6PRSENDAy0tLTQ3N3PmzBkuXLhg97dms5na2lpqa2s5f/48ALNmzWLevHno9Xry8vJobW1l+fLlvPzyy8TExEglITo6WtIoOjo67JK5HgRCYXVxcWF0dJSCggK++OILMjMz6ejoYN68eTz33HMsXrwYnU6HxWKRayBoBTqdDp1ON6mhYLVaGR4exmw2o1KpJOVDCFChxDo5OU26v78ORW+y5DTlewhqiJi3kZER2tvbKSws5OLFi9TU1DBz5kxeeOEFIiIi7BSLx4U+IOSRmGOl0Q/Ii1Apf+8kg8XfPuiYxAVfUlLC3r17uXbtGgA+Pj5yntVqtVQwRIUBFxcXTCaTPBP3m/Si5JqL/3/UUK7LxHdwcnKa9MyPjY3R29tLTU0Nubm5XLlyhZaWFqnU2Gw2oqKiWLp0KWvWrCEuLg6TycTly5d57733OHjwIM7OzjzxxBO88MILLFy4EF9f38fGuTPZXCiTluvq6ti7dy/vvfeevFNqa2vtInaRkZF4eXkRGBhIRkYGp06doqysjLNnz7Jjxw70er2kWzwohOfUarViMplobW3l0qVLZGVl0dTUxMjICNHR0WzcuJFFixYxMjJCbW0tvb296PV6QkNDpePGbDZTVVXFtWvXyM3Npba2VtLqxNwIxVU5R2NjY4SHh/Piiy/y7LPP3uYEmogHUlwncr3q6+v56KOP2LVrF21tbWzbto0333yTxYsXA18eOCFQJktIEQqMn58fiYmJzJ49m8DAQGbPnk13dzd5eXkUFRXx+9//nqqqKr7//e+zbt06DAbDIz24wnISisG9Kh6TXW42m42hoSFMJhMDAwM4OzsTFhZ22zOVjRkeNsRlqAwlW61WqXBnZmbyL//yL+Tn5xMREUFycjJlZWVkZ2fz+eefExERIZU/ASG4xTPy8/Nl+Sij0UhAQADLli1jxYoVxMbG2m3q6VhbcWiEspGXl8dHH31ES0sLmzZt4q//+q9ZsmSJnbD18/OT1JTm5mbKysqoq6vjww8/pLq6Wq59R0eHFL4wLrSDgoJQqVQ0NjbaHUI3Nzfi4+MJDw+XP3tYa6pcv5s3b7J//36ysrJob29ncHAQo9HI0NCQLIH1VSgsLKSyshJPT09sNhtxcXGsWbOG+Ph44EsPn1arlZe3yWS6rSrI/UIormq1mpqaGt5++232799PV1cXVquVqqoqiouLpZC1WCyUlpZSV1dHf38/Wq2WRYsWsWzZMqKjo+VesFqt1NTUUF9fT1lZGdXV1Tg7OzNv3jxWr15NQEAAfX19FBYW0tLSgqenJ7NmzSIkJETOr9Kr/Sih5PEKfrjy7Ihi5iIzubKyknfffZdTp05RU1NDX18fGRkZhIeHs3XrVjtHwuOS+a5SqaS8ValUmM1mycMzmUwUFxdLTnpQUBAhISF3zMSersonTk5ODA4O0tnZKaMUwhlz+vRpWQ5SnC2hHOj1eoKCgqScsdlsUzr/goM9GQfxUUPsPWXipvi58t2E0ezq6kp5eTkHDhzgwoULNDQ00N3djcViketpNpvJycnhxIkTnDp1iu985zt4e3vz4Ycf8sknn8hnfvrpp1y9epU1a9bw0ksvsWDBArRa7dduZE0GpcPk8uXL7Nmzh/b2dlJSUggICKCjo4OSkhLpnCsuLuZv//ZvCQoKwt/fXyp6RqORgYEB9Hr9tK99cXExmZmZnD17lry8PNrb26UCeePGDerr6zlz5gzNzc1UVVXR19eHxWIhMTGRJ554gpiYGMrLyzl79izXr1+np6cHV1dXvL29UavVMp9FGJciUuXi4kJLSwslJSXo9XqSkpJIT0+/q/f8gRRXIazVajUWi4VTp07x3nvvUVVVxfr16/n+97/P6tWrgfHDqSQkC2tBELVdXV1vI/Ompqby1ltvER8fz4wZM+jv76e8vJyjR4+yd+9eTp06hZ+fH8HBwcyfP19asiIk9DCgVNYnEzajo6PU19dTU1PD4OAgrq6ueHp64u/vT0BAAFqtVibzVFVV0dLSQnd3N0NDQwwPDzM4OIiPjw+LFi0iNTUVDw8PPDw88PX1faT8uolrITYYwMWLF3n77bfJz88nJiaGv//7vycxMZE//vGPvP/++xw7dgxXV1diYmLQ6XT4+vqSnJxMUlKS3TN+//vfc+rUKXp7e2XIVhyYF198kcjISDtqwv1goqfY09MTGA9RnT59moqKCpKTk/nRj37EmjVrgC+pDP39/XIdAU6ePElHRweNjY3cvHlTClvgNgsSIDExETc3N7q7u+3ChRqNhqCgIPz8/OzmezqhrC/b19dHdnY2H3/8MQcPHqS3txdXV1d8fX3x8/PDx8cHf39/OTdCeIo5U3LN2trayM/Pp7W1FZVKxZIlS5g1axaurq7SS6lWqyVdRrzDFBud3AaRpCEu+9bWVt5991127dqF1WrlqaeeIjg4mOzsbPLy8sjLyyMtLQ1XV1daWloYHh5maGiI0dFRLl26xMmTJ4mJicHf3x+NRkN7ezuVlZXU1NTQ3t7OwMAAZrOZ8PBwLl68SFxcHM3NzeTn59Pc3IzBYGDRokWsW7eOjIwMvL29Hwrv7G4QF4FarbaTd8JYAGTyn/j94OAgp06d4oMPPqC9vR0fHx8Abt68yenTpwkICCApKQlXV1fc3NxkJvPDrMU7WUkkce7FfLq5ud0xmeXatWu89957FBUVodVqZZg5JiZGRj10Oh3x8fHEx8fLvfygYxobG8PNzY3w8HDS09NxcnJCq9Xa1UIeGBiQcy9oQsLpISC+XzneyTzCyoQ6gcm68ol7WZlgON0Jr0qKjfJuUKK3t5eGhgZqamooKCigo6MDtVpNY2Mjp06dorOzExiP4sycORMvLy/c3d0xmUyUl5dz+fJl9u3bR1tbG/Hx8TLqExkZSWxsLA0NDVRWVvLHP/6Rjo4OfvzjH0sZbrFYHnnFBqHjiPVQdr8S+7u5uZkjR45QW1vL+vXref7556mvr+fjjz+WZ9bT05PAwEAsFgvt7e20t7fT3d0NjDsEvqrywldB7A9RycDJyYmCggLef/99PvvsM5qamtDr9axcuZKUlBSqqqrIzMyU/8C488XT05OOjg5aW1upr68nNDSUnp4empubUavVLFmyhBkzZuDn54eLi4ucCyFbxPlxd3fn7NmzfPbZZ+Tl5VFeXk5CQoJdFYWJeCDFVWlVVVRUcPjwYcrLy0lLS+P111+X9ADlAZJfrNjoyp7mys8sWLCA9PR0KXx8fX2Jj48nPT0dZ2dn3n//fQoLC6mpqZHf9bBru93t8FssFgoLC9m3bx+ZmZn09vbKTZiUlMTcuXMJCwujsrKSQ4cOcfXqVYxGo/QiKT3SZ86cISUlhfDwcBISEpg9ezbJycmS8/MoPSFKIVBYWMgvf/lLzp49S0BAAD/60Y/47ne/C0BJSQnZ2dlUV1eze/duzGYzw8PDBAUF8cILL/DWW28RFRVFVlYWv/rVrzh8+DAeHh4sWrSIoKAgiouLKSgoYGhoCB8fH5599lm8vb0fSGFXcobFcywWCxcvXuTy5csAbNy4kVWrVgHjF7u7uztqtRo3NzeGh4flM2pqaqipqcHT01OuSUhICE1NTZw+fZrW1lY7oeLh4TEp7UGtVhMWFvbQFFdlWai+vj5OnTrF22+/zalTpzAYDGzatIm5c+cSFRVFaGgo4eHhhISE4O7uflvoUaVSyWQ1tVrNrVu32LNnD7t27aKxsfE27qf4t6enJxqNBqvVyuDgoFTs7xfKhKnu7m527drFr3/9a6xWK88++yx/93d/R1JSEsePH+cXv/gF586d4+bNm+j1evz9/UlISECtVtPS0kJNTQ0VFRV276u86AMCAggPD6e3t5fi4mKKi4ulca4s+3b9+nWys7P5q7/6K55//nmAaeOd3QuER1tAhPCqq6tpa2sDICoqitmzZ6PT6aTX/cyZM7S3t7Nw4UIWL17MqVOnKCgo4OLFizg7OxMYGIhGoyE8PJy5c+cSHx+Pm5vbQ+WcT3y2Uh6KtbdYLPT396NSqaShUFJSwueff86+ffvo7++Xf69Wq6Xn2Gaz4ePjw+rVq3nhhRdk5YsHpQuIc5GWlsaSJUsoLi7mzJkzdkq4TqeTyTT19fWyPuepU6cIDg4mIyPDTgm/m6xTRvZMJhNlZWV0dnbi5+dHXFycnadc3K8Pi142MeFxIoSBtG/fPq5evUpLS4ukTIn7HMDLy4unnnqKl19+mfDwcJydnRkZGaGyspL333+fP/zhD2RlZXHjxg1sNhv+/v4sXryYVatWoVaryc7O5pNPPuHw4cOEhIQwZ84cfHx8vpZSYxOVd5HIKtZ3eHiYK1eucO3aNdzc3HjqqadITU3l2LFjlJWVAeMK4fz583nmmWcICwujpKSEzMxMTp06BdjrHw/iDFCpVDIiUVhYyAcffMCePXvo6+tj1apVbNq0iSeeeIIZM2aQlZWF0WgkOzsbFxcX5s6dy5IlS0hKSqK7u5srV66QlZVFTU2NrMKzdetWVq9eTWRkpDzLyjvOycmJoaEhPDw8cHZ2xsfHh9OnTzM4OCgNgLvO9f0OXBBnnZyc6O7u5sSJE5w/fx53d3e+853vsGPHDuke/qr6XHdKzlEqoUrFIygoiFmzZuHr63ubxam8NEQI5kEP7cSuFcKtX1paSmdnJxEREaSkpNDQ0MDu3bvJzMxkcHAQg8GAxWKhoaGBq1evcvjwYfz8/DAajdTU1KDRaEhOTsbPzw9PT0/c3d3p6emhvLycwsJCCgsLcXV1JTQ0lJSUFDZs2MC6deuIjY2Vh2E6PDyjo6OYTCZJnO/v7+fWrVt0dnai1+vx8fHB19eXvr4+du/ezaFDhzAYDLz++us88cQT8jkLFy5k+/btHDhwgP7+foKCgmhubqa1tZWDBw/KAvVXr14lOzub4OBgtm7dypYtW5gxYwa5ubn80z/9E/n5+fzxj38kMjKSjRs3AuOH/qt4wXdDa2srNTU1uLu7y4ujsbGRmJgY5s6dK70ww8PDcg9pNBqioqLIyMiQiltMTAxJSUmEhYURExNDXFwcJSUlNDU1yXChCGvevHkTV1dXuwsVxr1gYt2BaeuaJZIhhIfUarVy4cIFfvvb33LmzBmCgoJ444032LZtG0FBQWi1WskPvxuUPM7Y2FjeeOMNhoaGeP/996moqKCiooInnnjCTjCFhISg1+vp6Oigr69PehOmgolluwCKior48MMP+c1vfkN/fz87duzgxz/+MbNnzwZg8+bN6HQ6tm7ditFoRK/XExAQQFBQEBqNht7eXgoLCykqKqK1tZXe3l6Gh4fx9fUlOjqa8PBwoqKiCAwMZHh4mJs3b3L58mXq6uoICAhg4cKFhISEUFFRwcGDB2XS2sqVKwkKCnpgz/KdIJKNRLhceCCdnZ3p7e3l8uXLXLhwgaKiIhl+dXZ2Rq/XM3fuXF588UXi4uK4ceMGN2/exGAwsGbNGru6uxUVFRiNRsxmM2NjY3h4eDBnzhy+973vsW3bNoBpqX4hKDtKj91kyXRKud7V1SV5pGJNbTYbTU1N3LhxA51OR0ZGBsnJyTQ3N3Pu3Dm6u7slB6+np4fPPvuMiooKtm3bxsaNG2UE6H7LKoqESq1Wi8Viobm5WSpnKpWKlStXEhUVRXd3Nzqdjg0bNpCfn09WVha7d+9Gr9cTGRlJUFCQXXQCvvTWCQVRqbQWFhZy7Ngxzp07R0NDA0lJSbz66qusWrVKJtSJsziR6zwxhP8gUKlU9Pb2Ul5eLrmMQUFB+Pr6Ulpayvvvv8/Zs2dxc3NjxowZBAYGSiN2ZGSEhoYGDAYDPj4+0nAWSE1N5bXXXsNsNvP5559L2WqxWDCZTPj7+7Nx40Y2btyIWq3mV7/6FZcuXeLatWusW7fuoRmPynrWd9ov7e3tMpFcKdcHBgZobm5meHgYb29vAgMD6ejokMlmL730Eunp6cycOZNZs2ZRW1srnTihoaE0NTVhNBplBPB+13Gic+/s2bN8/PHHGI1GduzYwRtvvEF6erqMwC1cuJAf/OAHLF++HG9vb1JTU4mPj5dUz+XLlxMQEMDu3bsZHBwkPDycJ554goiIiLu+h3g+jJ89V1dXDAYDfn5+0rN8J93mgRVXGL9MDh8+TE9PDxs2bGD9+vXS2lFyGqcC4flRJvMIdHR0UFhYSHNzMzqdjuvXr5OQkCA5gyLB50EyDCcSrMVC9/T0kJmZyaFDh2TzhISEBBYtWkRlZSVHjhzBzc2NnTt3kpycjM1mo6Ghgfz8fCoqKqipqcHb25sVK1awfPlyyeE1GAxotVq6urq4cOECBw8elBzKtrY2jhw5QkNDA66urgQFBUmFQ5kNeL9wcnKS3jYYt4iPHz/O2bNnCQwMJDw8HI1GQ1tbGydPnmRkZISnnnqK1157jbi4OOmBiouLY9u2beh0OkwmE0lJSQwMDHDs2DEyMzN5++235Xf6+Pjw4osv8vLLLzNr1ixUKhVRUVH09vbyr//6r+Tm5pKZmcnSpUult+h+1s5kMlFZWcnRo0fJzs6W3odbt27JREDBYYXxwyT2mrOzM6mpqTg5OTFv3jzCw8OZP3++nWcDYPbs2Xh7e8v/1+l09Pf323XJ0uv1UoENDAwkOjpa/m66FFcRUoVxj8zVq1f54x//KJXWv/7rv+Yv/uIvZHhYKEET65xOhOj8IwRucHAwK1as4NSpU1RWVlJVVUVzczPe3t60trbi6+srQ4Mq1Xi92vvxfihpBj09PVy/fp3du3fzySefYLFYeOKJJ/jJT37C4sWLGR0dxWw24+7uztq1a1m7du0dn7tlyxaam5tpa2ujvb1dKq4JCQkEBQXZfXbnzp3k5ORQVlZGSEgIy5cvR6vVUlhYSHt7O0eOHJF84emGMpQ9WbLR8PCwDLt+8MEHXLlyBUCG3zw8PCgqKqKoqAir1cozzzxDWVkZPT09REVFkZiYSEREBAsXLqSjo0NyJzs7O7FYLFRXV8uw4fz58wkODp7SObzbeCYqFsouOyJSI5TbgYEBTpw4wX/913/ZnSklIiMjiYuLIyUlBU9PT0pLS+np6cHf35+MjAxMJhMXL17k4sWL1NbW0t3dzauvvkpiYqL08k3VCSDkjOBRDwwMEB4eTn9/P729vcyfP58VK1Zw5MgRgoKC2LFjBwcOHJAerIsXL7J582aCgoKkF1KZdDZRMRJVXN59913OnDlDd3c3VquVoqIinJ2dMRgMLF68WHJvh4aGZDTE3d39galmyvnp7Ozk5s2b5ObmkpOTQ3V1NSMjI/j6+uLm5kZtbS1VVVWEhoayY8cONm7cSEhICP39/XR2dtLY2Eh5eTlWqxVPT09aW1sJDw+Xz3dxcWHGjBl897vfZWBggN27d8szfuPGDVJSUti8eTOBgYGsXLmSTz/9lI6ODsrKypgzZ860N3SZrATUxGz8lpYWcnNzyc/PR6VSMXPmTOLi4oiOjsbDw4Ph4WGam5vlGbh06RKjo6P09/dLSt38+fNZvHgxY2NjvP/+++zdu5egoCCioqJoamqit7cXo9EI3H9ehMVikfS869evs3fvXlpaWli7di0//OEPWbZsmfycOJdbtmzhySefRKfT3ebNX7x4MR0dHRQUFHD16lV6enro6ekhODgYi8ViVxVJOHXgSw91TU0NJ0+epK2tjRkzZhAbGytpn3cyQKalqsD169e5ceMGoaGhbNq0SSqQ08GJEsqrINObTCauX79Obm4uFouF7u5uPvjgA44ePUpgYCCpqamsXbuWZcuWSWViMh7QvUBsSuUYCgoK+OMf/8jZs2elUCgvL6etrY3W1lbUajVvvvkmP/nJT/Dy8qK/vx+z2Ux1dTWXL1+msrKSmJgYnnzySVJSUqSlIRYxNDSU0NBQlixZAowrF5mZmbz77rtUVlaSn5/P1q1bp1VxBXvL3NnZmatXr3L27FnUajVeXl709vZis9nw8PBg1apV7Nixg6SkJPm3o6OjaLVa0tLSiI6OxmQyYTAY8PDwIDY2ltraWvLz84Hx8lHp6els2LCB1NRU4MtDsGXLFqqrq/nlL3/J5cuXuXLlCqtWrZqS8SOEjMhE/cMf/kBmZiZ9fX3ykhLhCT8/P7tnTyz14efnx/z580lLS8PDw2NSb9PEEi8Tsz2dnJykcurh4cGMGTPsvnM6uMtKQ9Jms3H+/Hn27NnDsWPHcHNz48033+QHP/iBXXkZFxeX27iFk2EiB1G8s0ajkeWTiouLuX79Ovv27ZOJTL29vcyePZvU1FR8fX2nVK5G+dlbt25x8OBBPvvsM65evYpGo+H111/njTfeYN68efId71XWqFQqec5EuZ47FUJ3cXFh0aJFzJgxAzc3NylIlUmS3t7eUuGdrkxfAcH/nyyh88CBAzLJpbW1laCgINauXcvs2bOJiYlBq9Xy0Ucf8f7778tydSUlJYyMjBAWFkZgYCAxMTG8+uqrrFmzBien8Va+wmv42Wef8ctf/lJmfm/atOmBoh7ivZVnZXBwkLa2Ntne0mq1UldXR15eHrdu3aK/v5/u7m7q6+ul120y1NXV8dFHH3HkyBHMZrPkT1ZXVwOQnp7OsmXLuHLlikwi9vLy4tVXX5XNNabqeVUWWx8YGMDJyYmMjAw6OjrIyspibGwMd3d3LBYLg4ODdo0tYJwvnpubK6MTjY2NdHV1odfriY+PtzOox8bGOHLkCP/yL/9CXl4egYGB7Ny5E5PJxPnz5zl58iRxcXHMmDEDlUrFvn37yMvLw83NjeTkZFatWkVcXBzw4IZyX18fhw8f5ne/+x3Xrl1DpVJhMBjQaDRUVlbK6EpycjKvv/46O3fulB0DbTYbNptNlgkTSYN6vR4Yl5UiWVmn0zFnzhwSExNlnoharaakpISLFy+Sl5dHamoqjY2NmM1mDAYDnp6eD40iMLEzn+CJqlQqWltb2bNnD++99x7V1dVoNBr8/PyIjIxky5YtPP3001RXV3Pp0iXa29sxGAx89NFH6HQ6/Pz8aG5u5qOPPmJsbIywsDAiIiLsElyV3cLuJ6ojZLjFYqGgoIDPP/+cmzdvcuvWLaqqqnBzc2Pbtm0ykR7sqQ5f5cEWe0qj0VBfX09OTg5+fn4yCiWiByL5bnR0FDc3N6xWK1lZWRw/fhyApKQk6am9myydssYjFAyx8ZuamigsLMRoNLJkyRJWrlyJTqeTysGDhJWU1o2A8D6IZCdReqSyspKysjJycnKoqKigr6+P9evXExgYOCUrWtm1QXz38PAwVqsVo9FIQUGB7IQkDuHw8DC9vb0AxMfHs2bNGlnqSCjP8fHxzJ49m+bmZvz8/OwyykWShchK9vX1tRNaAQEB3Lp1i48//piamhqGhobku95PtvbENq09PT1UVFTQ29uLt7c3169f5/r168A4GTw6OpqOjg7a29uZPXs2r7/+OosXL8ZoNNLT04NarSY4OBjA7nIXWL16Nd/97nf5wx/+QG1tLV5eXkRGRtqFEgRfTCiHZrOZhoYGamtr6evrk17Cr4JSKBcVFfHee+/xySefoNFo2LhxI+Hh4RQUFHDlyhWGh4clDUJACAZldqxIkAOkF8hkMqFWq2Uyxt32uaBiwHjW8VNPPSUFNfBAl4iy1q/ZbKakpER67LOzs9FqtTz33HO89NJLcgxGoxF3d3epEN2LMjmxhqmozefl5UV0dDSRkZEUFhZSWlpKXl4eBoOBqKgonnrqKdku936MrI6ODo4dO8b7779PaWkpcXFx7Ny5k1deeUU2uxBrruQwW61WO36f+J3SozUxiVP8HXwptIV30GAwyAtD1LYVng9hoIkxTgfEu4v3a2lpoaCgQK5dQ0MDf/rTnzh37hxOTk5s2LCBp556iqVLl9olQdbV1XHs2DEKCwvp7e2lv78fo9FIU1MTPT098rwqz4CA2Wzm4MGDDAwM0NTURH9//32HYIUhIuhjpaWl3Lx5k7KyMhobG+np6ZGKnijDVldXJ2Wdk5MTBoOBgIAAIiIiMBgMkhojqrEMDg4yPDws+bkajYbW1lYZjg0ODpbnrra2lt/85jcMDQ3xzDPPMHPmzPs2IEUFEa1WS09PDyEhIaxbtw6tVktNTQ0jIyOUlZXxn//5nxQWFgLj9BtnZ2eOHz9OWVkZTk5OVFdX093djY+Pj8ysTk9PJzo6mpKSEj744APy8vLw9PTkpz/9KZs3b6aurg6bzcaRI0c4efIkgYGB0pnT3NyMp6cnERERDA4O8sorr0y6zl8FcZerVCp6eno4dOgQv/3tb8nNzcVgMLB69WrpuW5tbeXWrVt4enqyceNGnnrqKWnUCcVPeIAn64YJ47JGrDuM36EGgwGdTifPeU9PD1evXqWoqEgmnC5atIh58+ZhMBimLYolIGSGxWJhYGCAsbExfH19cXFxoa+vj08//ZTf/OY3NDQ0EBUVhZ+fH1VVVdTW1tLS0kJHRwf9/f3k5OQA44lrvb29aDQakpKSCAkJkUl9nZ2dhIWFsXLlSmw2GxUVFVy8eBEYv4+VeS73AjEXKpWKGzdusGvXLvbv3y+TdAEyMjLIyMiQ0TWLxSL5p+K7RIROzINarcbFxYWenh4KCgooKSnBbDZLetWKFSsmzWtSVn7o6OjgwoUL1NfXk5KSwrJly+T47nYe71txFdybtrY2WlpagPEsauFFfFBO4mTfC+Ok+5SUFJ5//nnJIVKpVBQXF1NUVMTly5fJzMxkeHgYrVZ7W4/fr4KSyN7b28utW7doaWnBZDLR1dUlPb0TodPpZH2yrq4u+XMlJ0z0pJ+oSIsFvZPHyMPDg6SkJNzc3CgrK6OwsJC4uLjbar3eK5Teqe7ubo4dO8ahQ4coLCyUCRAdHR0YDAaefPJJdu7cydjYGBcvXpT8FU9PTw4fPkx2djZJSUk8++yzMlNwMr7a0qVLqaqq4pNPPpEhc6XlqNFoGBkZ4fjx4xw4cACbzUZERAQBAQFTuixFmRwYrwJw8OBBdDodr732Gj/60Y+Ij4/nzJkz/J//83/o6+sjJSWFwMBA+fdfVSZHmZEsDtbEdRPPmGgZ6/V61q9fz/r16+W7ajSaB4pKKKMJly9f5he/+AVnz57FaDQSFBTEM888w+uvv05MTIx8b6XSfK8YGxuz6/AjhNfQ0JBMaFuyZAnPPfccFRUVJCYmsnjxYlauXCmjA1PZq0IRz8/PZ//+/RQWFrJgwQL+6q/+ii1btshnTlZx4qvqKMPkvHq1Wn3X2p/i7zw8PHBzc5s0m3q6k2BEt7VDhw5x8OBBqqqqpPJtMpnQarVs3LiRn/zkJyxatMjub2/evElBQYE8bw0NDfIs5eXlSQMckI1ClEl9ly5dkq26Q0JCbqPI3C/Onj3L7373O7Kysuju7r7tAvby8iI4OJi5c+cSHBxMcHCwpEVERUWxdetWZsyYgdVqlaXchJEh9qTI0G9oaODixYucO3eO3NxcRkZG7Azjd955h+HhYb7zne9IA+teIwPKz8yaNYvg4GBycnKYM2cOGRkZDA8Pk5WVRW9vL5WVlVRUVEhFRafT0dnZyYULFzhx4sRtzz5x4gTh4eHs3LmTWbNmkZOTQ1ZWFgaDgb//+7/nf/yP/wGMR5ViY2MJDg4mPz9fdvkzmUyy/mlubi46nY7U1FSWLVs25TtDWa6rtraWd999l9zcXJKTk/nbv/1btm3bhoeHByaTCZVKRX9/PzabDW9vb7sIz1RKRio/K7qMFRQU0N3dLT2AV65coaamhvz8fKKioti0aZPdGj6o4jrxLmtpaeHmzZtUVlaiUqlYu3YtSUlJFBYW8s4779DQ0MCqVav48Y9/TGRkJGfPnuWjjz6isLCQn/3sZzKPRTi8YNxYbmlpYcWKFWzZsoWMjAz8/f0ZGRlh5syZxMTEyHsWvvRITwWi+o3FYuHAgQPs2bMHZ2dnnnzySWJjYxkcHCQiIkIaGK6urredSaWuISKsyoR60Viqu7sbs9ksKRMTm0Qpk7R6e3s5dOgQp0+fxtPTk+eff15WoQLu6gx6oBiz1Wqlu7ubnp4eYNzzIA6zsrTHdCMoKIj169djtVrx8fHBbDYzf/58BgcH+fDDD/mXf/kXioqKpMV+r4rrRG/dgQMHJJdIZIcXFxdL7+qqVauYM2eODKUfP35cJiMJDA0N2XmaROF0EWIQlpByngR5XZQX8vb2ZtGiRSQmJnL16lXeeecdfH19Wb58udyQ9xoeUQqF0dFRrl69yp49e7hy5YqkLFitVqKiopgzZw7r169n1apVstOTu7u7LIMhMjqXLVvG+vXrCQoKwmg0SmvNyckJo9FIaWkpZ8+elRdVQEAAzs7ONDY2yvInbW1tXL16lf/+7/+mqKiIpKQkXnzxRebOnYtWq71nuodYv7KyMrKyshgYGGDbtm28/PLLstbo6tWrGRoaYmBggLS0NDt+6mRK5ES6CmCncIoargLCEzlnzhzCwsLo7e3FZDIxd+5cVq5cKT/3IGdjYre669ev89///d8cPHgQDw8Pdu7cydq1a1myZAnJyck4OTlJpf5BSP0CHh4eeHp6kp+fz969e6mrqyM4OBgfHx927NjBwoULSUtLk0ry/dCGxsbG7LjCcXFxLFmyRCqtovSdk5MTw8PDODs7T6kzkgifCTl1N6NFlCISSTJKCpGyvuh0JILC+FzX1NTwxRdfsG/fPvLz8+nv77/NGEpMTGTp0qUyOQ3GLyqz2Uxvby9ms5moqCjCwsKYOXMmjY2NfPbZZ8B43e2BgQF0Op3MMO7t7eXq1atkZmby0UcfMTg4SEpKCqmpqdIbOpUomrKEU39/PwcPHuS3v/0t2dnZuLq6MnfuXKKjowkKCpI81NLSUlQqFatWreLZZ58lKiqKtrY2Ga1KTU29J5lusVhkDsLixYvZv38/Bw8exGw2k5SUJMugffHFFzL5MiEh4Z73qXIeVqxYQX19PXv27OH69euSqjAwMIC7uztjY2MkJycze/ZsfHx8uHbtmtzXgYGBLFq0iPj4eDw8PGhra+PChQuygoe7uzvd3d24u7uzZcsWtm7dKr/X3d2d4OBg/P39aWpqoqWlhZiYGF555RUWL17MyZMn+dnPfkZ1dTWtra12hv1UIORNdXU1paWlqNVqXn/9dZ5//nkpg4Rho1RWxTqIPSBkqfLfE8t1KcvvAcyZM4cnn3ySsrIyaYT19fVx9uxZWltbcXJy4rnnnuOpp56SazcddAHlWS4pKeHjjz/m8OHD1NXV4ezszIULF9iwYQPXrl2jrKyM0NBQXnrpJTZt2oRarSYyMhK9Xs+vf/1rbt68SW9vL2+88QZz5syhpKSE48ePU1lZSXt7O97e3ixZsoTY2Fg7pVGUdxMRx46ODiorK4mOjr5nQ1LMZW5uLufOncNqtbJz507+8i//kqCgIAYGBnBxcbG7Byc748r5UM6vcBCGhYVRXV3N8ePHKS0t5fe//z1qtZrNmzfLVrIiQtjW1saJEyf48MMPaWxsZMWKFWzYsIHAwEBJaZhWxVWpMYuQqeBEKQs+PwiJfzJMvBCUpYRErVSLxYK3tzfu7u74+vpK7tC9QlhpwvO3a9cumpqabuMmidIqb775pkwCEZZDX1+fnUVkNpupq6tjYGAALy8vYmNj0Wq10mM92UUnPEZiczg5OZGWlsaWLVsoLS3l+PHjxMbGymSSqcy1CNdYrVZyc3PZt28f58+fx2KxsG7dOlauXImnpyeDg4N4e3tLHuvY2JhsKCA87a2trVRXVxMZGSnXXhSmF8JRJI/s2rVLKvRjY2MUFhYyODiIn58fQ0NDVFRUkJeXR29vL2lpaXz3u9/l6aeflgXe71Uh0Gg0DAwMcOPGDcrLy/Hy8pK8P1HfUqvVsmXLlnues8kySMWecHFxob29/TYvvBBiixcvpqGhAZVKJYtNCzyIcFVyBRsbG/nggw/Yv38/Xl5efOc73+EHP/gBycnJdu87nbSd0NBQli1bRnt7O2VlZdTX18uLf926dTJULzBVI9Zms+Hm5kZkZKTMsK2vryc/P5/g4GDc3Nzs+mbfbwLovb6TkmcqLl1lIXjl7+4HykgWjFfB+Pzzz/nZz35GW1sb/v7+zJs3j/7+fqk4LF++nAULFhAbGysVJEDWbU1MTGTFihWEhYWxePFiFi1aJDmeV69epaOjg5qaGmbMmEFPTw+dnZ0UFRVx5MgR2fp39uzZPPHEE0RGRt7XuIQcMBqNHDx4kH//93+nsLCQmJgYnnvuOdatW0dycjJBQUGYzWY++ugj/t//+3+Ul5fT09NDSkoK/v7+dl3mBCbWPVXOpTDqAgMDCQ0NZcGCBSxevJihoSEuXLiAXq8nMTGRgoICCgoKOHDgAOnp6YSHh9/zXlLSSZKTk3nppZfQaDQcO3aMlpYWdDodkZGRkp8pMrFv3bpFc3OzfM6SJUt47bXXWL58uVTIz5w5w759+2QCJIwb3Dt27LALsQuHiqAihYaG8r3vfY//8T/+h4xavP/++3K+pgrhoYZxrvnZs2fp7Oxk6dKlbNiwAbVazdDQkPTIKRsRCENPKefulo0/2Xc7OTkREBDApk2bqKioYPfu3bS1tVFVVSXvmW3btvHSSy8RHh4uI0MPIlsncvrb2to4evQov/71r+np6cHLywuTycTnn39Odna2NFLWrVsny3KOjY3h7e3N+vXrqa2tpa2tjZCQEF5++WWWLVtGT08PTU1Ncm2Ve9hsNkvDWEQTRIWC1tZWysrKmDt37j0rri4uLjKZrqGhgcDAQEkrEu/6IAa3i4sLS5cuZenSpQwMDBAQEMC//uu/cubMGXx9fUlPTycsLIzR0VFqamqora3lwoULHD16lKKiIhISEtiyZYvUL+6l8sV9UQXEQEdGRiTpXK/X3zHJ5WFBWXXAZrOxb98+3nnnHYxGI5s3b2bRokUyw/1ews3iQFVVVXHmzBk6OzvZsGEDer2eo0ePYjQaWbFiBX/zN3/DunXr7DiwRUVF1NfX23kvYHzTf/zxx+Tn55OWlsZf/dVfyd9/Vc1HEW4eGRlBq9Xywgsv0NHRwa9+9SvOnz/P+vXr2bBhw5RC6SLUUFxczIcffsiBAwcwmUxSOM2fP5/Vq1czMDBAZ2enDG9M9AgL7xbYh2tVKpWd57q0tJScnBxZCsvLywuj0cilS5e4dOmS3bt5enqyfft2nnvuOZYtWyaVVvHe9wpRdqSrq0t2OBJKjtlsvs0jcD8Q8yiEZ2RkJG5ubphMJry8vJg9ezZz5swhOTmZ6OhoLBaLLP9xv8mCSoi9ZzabOXfuHF988QXDw8OyUsNEpXU6zqPynePi4nj++eeJiIiQFT7q6+tlV6ba2lreeustli9ffl81QMUlm5SUxFNPPUVtbS05OTkcO3aMxYsXS2I/2BsAE6uBTCeUSpKyaLyS13q/iquymQvA1atXef/992lra2PlypW8+eabWCwW3n77bQYHB1m+fDn/8A//wKxZs+jt7ZUeDaVn29/fn3Xr1kkvtU6nY+nSpaxevVq26y0vL6eqqkqW0qqvr6e9vR0XFxeeeuopXn/9dVatWiXP81SMn6GhISnrDh48yP/9v/+XiooKFixYwA9/+EPWrVsni5OLZ4vkzH//93+nvLycxsbGO3IhlbVeJyZVCiiNraioKDZs2EBzczOVlZV0dXVJBVIYgndzKEwGpZcwKSmJ733ve2zcuFEmghoMBtzc3GhqauLq1ascOHCA0tJS+b2CMpCdnY3VaiUtLY3Y2FhWr15NeHi49Jq2tbWxefNmmUMiZKzVaqW9vZ3Ozk7c3NxYvXo1CQkJGI1GfHx80Ov1MoomKidMBWazWa7h6dOnZeeq+Ph4WRlF2c1OqR+Iebnfs6iMgISGhvLjH/8YLy8v/uM//oPe3l4WLlzIM888w7p16yTffSLN4H5hsVhwc3PDbDZTUFDA0aNH6enpYdGiRfz4xz9maGiIvXv3cvHiRWk0JCUlkZiYCIwnHXp4eBASEiIVfK1WK+Wyt7c3YWFh8vusVqtdswJhlIn7RVSFEPzTqXLpxbMsFot07D0M6HQ61q5dS2lpKe+8845UlsPCwhgZGSE/P5+PPvqIY8eOYTabiY6O5rvf/S47d+60i6J8FVVnyoqrciMODQ3R1NQkeSdKhe1hK67iMnZycqKrq4vDhw/zb//2b5SWljJz5kx27NgxZS+Bq6srNpuNW7duUV5ezuDgIJ6engQFBeHt7S0TI5ydnampqZHCr7i4mD179tDb28u2bdtkprx4Znt7OydOnKCgoIC0tDRefPFF4KvnSDnXzs7OxMbGsnbtWvbv309zczMlJSWyqcG9QqVSMTw8TFVVFadOnZI0D09PT+kd9ff3JzEx0c7LIQSfm5ubTMaKjIzEYDBQW1vLb3/7W2JiYqiqqpJJT4ODg5w4cYKcnBxiYmJYvXq1rO1aUVFBf3+/5BV6enqSkpLC+vXrZRc0uL/agzabDZPJJEtxCIVRWS7KZrPJZLg7PVspgIXAF6WjlIkzAQEBhIaGSsV1xowZ7Nixg9jYWODLhDXhnXlQwaqkhly4cIE9e/ZQU1PD8uXLeeWVV0hPT5dK+kSPx4NCzIObmxszZ84kPDyc9evX09/fT1VVFbt372b//v0cPnyYlStXyuoY9wsPDw8yMjKIi4ujoKCA2tpaaSAL743w/AcEBMjM6YfRoEPsBVFdQ+yrnp4ejEYjnp6e913hQ3nWRXedoqIiYmJi+NGPfsT27du5du0avr6+so97RkYGgIy6TFQSRDMBJURNTY1GQ01NDadOneLWrVuywDmMy4KtW7fy/e9/n4ULFwLYXaJTGZMYz7Fjx6ioqCAsLIwXXnhBJs4ODAxI77yrqyt6vV7WOC4rK2Pv3r0yiUXQq7RaLZ6envIfZ2dnBgcHZWa/p6cnIyMjkm9nNpupr6+nqamJrq4udDqdTI6BcX7qCy+8QEJCwpTD6GKMIvoSFhY2qTx2c3Pj97//PceOHbP7+cDAABcuXODq1atERESQlJTEihUr2LFjh+z0NWvWLOrr6yU3Fr70ZItkIaF4d3Z2yg5E3/ve96RiL8pjTbURiDhDtbW1ZGZm0tnZSUxMDCtWrJCyVFmP80Fr/Cqh1DO0Wi1hYWHMmjULtVqNXq/nmWee4c0337RLnJ2OGsNWq9WulndtbS3FxcUEBgby4osv8txzzwHg6+uL1Wrl/PnzBAUF2ZXSE44NZ2dnZsyYgb+/PyqVSq5fQUGBHb2sqKiIzMxMmYAoIJKxRGUBd3d3fHx8phxhUqvVsoveyMiIjBDabDZ6e3tlQw5l3sZUOMnieRqNhpkzZ7JlyxZOnTrF0NCQbIYizmZYWBgZGRkyse+pp56SuoYykexumLKUFYK5t7eX7Oxs6SoPDg62c10/7K5OylDpiRMnZHhp9uzZ/O3f/i2bN2+Wn71Xj6RKpZLWo7+/P9XV1ezfvx8/Pz86OjpwcnLi6tWrfP/732d0dJShoSFZANxqtbJw4UJee+015s+fL58ZERHB2rVryc7OpqysjAsXLpCRkWHXevCrIPiYw8PDsl6gCJXezzw7OzvbtXOE8Q1z69Yt/vM//5OzZ8/yyiuvsGnTJtlFZyL/z2g0MjY2hpeXF3V1dfzDP/wD7u7usvOFVqvFZrNJGklcXBwbN25kwYIFaDSa27i/ItTk5uZmd2DuR8kT4xOGiLLdqlC87tSmUInJvDhiHpTzXltbS21tLb29vej1etauXStLBynr2E3XmRCKq81m4+TJk2RmZhIYGMj27dtZunSpFJrTrbTC7caWl5cXOp2OsbExZs2ahZubG4WFhTQ1NQFfbTnfCcq5cnNzkxyviR33AC5dusQvf/lL5s2bx09/+lMZMpxOKJVCoaDExcXh6upKY2MjVVVVzJ07977mW3hJRWhQ1MYUYdDly5fL792wYQMrV65kwYIFdn8/FYiasyaTibq6OtlFTCAgIIAVK1ZIpVUkK01VqXN3d2doaIjr16/LslSRkZH09/dz9OhRGeZ2cnJCo9FIL3phYSFjY2MMDw+za9cujh8/LpPhVCoV7u7uREZGkpaWJiso1NXVUV1dLb1aZrOZ69evS9l88+ZNmpqa7Fpmwnjiz1//9V+zfft2PDw87ruE42R/o4ystLS02Ckqk81Va2srlZWVXLp0Ca1Wyw9+8ANg3Lsp2keDffKYqBkL4/eE4PX7+PiwePFi9Ho9arVaVsCYqkNJGOM3btygqKgIDw8P3nrrLXbs2CGpAdPh4ZwMwnEglLSWlhYuXLhAR0cHy5YtY926dXLNxsbGpkVpFudcOcctLS0MDg4yc+ZMO6Vy0aJFbNy4EZ1OR2hoqHRUwJcJSyqVCh8fH7y9veWzRRa+6JYFkJOTIxv+vPTSS3Znrauri46ODqxWK15eXvj7+085aqhWq/H09JQefiGfnZ2d0Wq1uLq62nmrp7JPhBNHea6UrdBFhQhnZ2eWL19ORkaGTAadGKm/VxkzpVtFXJhDQ0Ps37+fd955hxs3buDp6cmyZctk5jJ8dXb2g0JM0uDgILm5uZSXl+Pi4sLTTz/N+vXrpZUiupvc6zNFN6sXX3yR0dFRrl27RmNjIy4uLoSEhGCxWKivr7/tb1etWsX3vvc9li1bhqenp8zs1Ov1LF68mO3bt5OVlSUzBsXBEN5BUQNtIjo6Ojh9+jRnz56lubmZoqIienp6WLZsGWlpafj7+08ptCVKzsyaNYtXX30VDw8Prly5IoUfwJUrV+jp6eHChQvMnDlTljQaGxuTHaKys7M5ffo07e3twLhnTFQAEBeRUHhFB6z58+fLxJq7WYwTez5PFV5eXkRERODr60tHRwdFRUWyqLLIKBYCV8mTE3tWfLdYG3G4lQrryMgIWVlZ5OXlcfHiRU6fPo3BYOCll15i69atdl7B6fb+iWe1trZSUFAAwLJly1i9erWdkTad5WAmQkm0V65VYGAgPj4+GI1GKRDF56ciD5SheCcnJ7vkoZqaGtLS0uRnBwcHycvLo6KigujoaF5++WWZaDBdZXGUvFZXV1eCg4OJjY1Fo9HQ1NQkuaIP0rFHeC6MRiNdXV14eHiwZMkSGdYLCgpi5cqVsnyVkBsT95Zyv7W3t1NaWsrIyAgBAQH09PRw6dIlbDYb6enpbN68meTkZC5evEhLSwuNjY00NDRIRQfGqVD3U4kCxr1g/f39Ulm+du2aTApzcXHBw8NDyj7hDRI1gAE7z6gS3t7eVFVVERYWhtVqlTVQdTodERERsoGCyDkQPETxtzqdjoGBATQaDTExMdJrKAy++4UI+Qo+vWhZbbVapffMZrPh7u5OUlIS69evJzk5GZPJxKVLl9i1axfd3d3k5eXZVR1RKq1KpaqhoUEmDIuQ8sDAAN3d3RQXFxMaGorZbMbHx4ewsDD0ev2Uz6LJZJJRBb1ez8yZM+V+EKHnhwFlVFUUyxf1cWfNmsWsWbOA8T2i0+keaN2UXTbHxsa4fPmyLB2Xl5eHq6srPj4+ODk50dfXh5eXF97e3mzZsoUFCxag1Wrt9B+l13BiJEQokT4+PpKPPjAwQHV1Nb/61a9oa2tj3rx5BAUF0dXVxfHjx7lx4wYwntsTHBz8lZ2llBBrFB8fT3h4OFVVVRw8eJD4+HiWLVtmFymfOP8iynEng1xJnxJdCUW1jIaGBnx8fCStVNyjWq32NqrCVGp8wxQVVzFJlZWVfPLJJ1y5cgWDwcDOnTvZsGGDXYhErVY/lHAd2PcV9/DwwM/PDw8PD4KDg2XGOnx1P+WJENZ2ZGQkzz33HIGBgWRmZlJXV4eXlxchISGo1WrJYxwcHOTw4cO0tbUxc+ZM0tPT5YKIkLqTkxNRUVGy9mlUVBRxcXEyw9LFxcXOUy1C48KKbGlp4YsvvuDDDz8EkIJj8+bNpKamSp7TVEN4kZGRPP/884SEhBAeHs7ly5fp6uqSl3NtbS3l5eV88skntLW18fTTT8uC2XV1dVRWVnLz5k3GxsZkosWCBQvQ6/XSShZCV4R5hIATbUnFnIt3Et6XB2moYLFY0Gq1zJgxg6SkJGprazl06JA8pKJo/lehq6uLkpISWlpaZGhDVHAYHh7m2rVr7Nq1i2PHjmE0GjEYDLzwwgu89dZbzJw5UyrED0N5FAZOeXm5TAJZunSp5FdNV1OKu0GZrCX4mc7OzrS1tdHT04PFYnkgr6fSwx0QECATW6qrqzl58iSenp6SYxcZGUlqaiqXLl3is88+s2s+Ml2Kq5BjwpBxcnIiJiYGvV7P4OAgXV1ddu2CpwKl8FdedqK5w9jYGJ2dnbi7u8tyPxMxkYMu9ogobN7X10dsbCydnZ2cPHmS4eFh6ZEPCAjA29tbGuR6vV7mL3h4eNzxYrsXiDrQ8+fPp7OzE7PZLBNOhoeHGR4elkaQMA5EOFtc7q6urvT19dHT0yPXs6enh6ysrEm/My8v747zMzHxxtnZWXIUJ/7ufqAsxSY8ygAxMTGsXLmSlpYWWTUhPT2dH/7wh9KgaGxsJCAggM7OTvz8/OycLuJiF1VpYHwvivbFooe8k5OT7MTU3d0t2xpnZGSQkpKCi4vLlEtVin2ppEs9CkxcC1FuEuwjcRNzMO4HE3MGdu3aRUFBATabja6uLkwmkyyzJpR2lUp1T+dRQBj6Hh4epKWlkZGRQVVVFV1dXRgMBgYHB7lx4wbV1dWytbtImBQOIoPBQEhIyJSqCYn1io+Pl/z2L774gpGREVpbW8nIyECn09k1QxI1WpXONCWfXJlIJmReS0sLe/bsoaCggLa2NqxWK8HBwQQGBkpdTOTHKI2S+7nzp/RpV1dXBgYGKCkpkW7uH/zgB3zve9+T/C5lsWJRBmO6Lm+hVFksFmm1wjhHKTExkd7eXtra2jCZTNKCnkompVLJDgwMZOPGjcyePVt6B4SVMzo6SmhoqAxDvfPOO2RmZhIfH49Op5NJRcrnCb6SEhMVDEE/EBamu7s7er1ePsdgMPDmm2+ycuVKUlJSpJI8lUVXHihRHSEuLo7Ozk5aWlq4du0aN2/epKuri8LCQkZHR/n1r39NZmam5DQDsu1sT08P7u7upKWlsWbNGrmJ7/ROotmCwEQe6YOQ+eHLQxobG8uyZcvIzc3l1KlTstrAqlWr7qmUTmlpKb/73e+orKxk1apVGAwGDAYD2dnZnD9/noKCAtl4Q6/X85Of/ITvf//7hISETJowMp1wdnamu7ubqqoqWltb0el0JCQk2LVZfljhu8kgvMrKRCWlBxumHs4W8kOtVqPT6Vi0aBEpKSlcvnyZy5cvs2DBAqm4+vj4kJiYyKVLl2hoaJC87fv53smgDIc2NzfT2dlJamqqrNQwODhod6nez/PFGRcX1eDgIBqNhqysLLKysqitreW1117j2Wefve2dJoZrleervr6eM2fOUFNTI+t6iuoe58+flwXy+/r60Gq1rF+/ns2bN7NmzRoptx9kL4m62z/96U95/vnnJXVIcLCHhoZkUkp/f7/MXC8vLyctLY2f/OQnZGRkcPz4cf75n/+ZxsZGUlJS6OrqoqGhQX5PQECAbFd7JwiOn1arlSX75s+fLx0u06G4KqGsvhMVFcX27dspLS2ltLQUk8nErVu3OHPmDGFhYZw7d449e/Zgs9l47rnnZCcz8RzlmiorNYi6vtu2bSMhIYH9+/fj7u7OmjVrcHFx4erVq4yOjkpvG0y9u5s428pkYYGHaSArn+3s7ExMTAxJSUmyfXpRUREzZ858oBJ/8CU3dmxsjM8++4zf/OY35ObmSkVOUM1EzWCxRyZ20voqKHnoQUFBzJw5Ez8/P5qamvDy8iIqKory8nJ6e3s5e/aspMy4ubnJCIGbm5ukK9xr9QShfGq1Wp599lmMRiO//OUvOXbsGCUlJURHR+Pu7o7BYJDdvlJTU5kzZ46s3qTUTZTly5R8YEFlvHr1Kq6urpIeKBwq4jlCvxH76X7u/PviuAr3tr+/P7NmzbJzkQMyBCMmTCT2uLi43FY6RnnJf9XmU2rnQgHq6+ujurqarq4uaZUrJ2Gqgki8k0qlwsvL665Kjl6vZ+vWreTn53PlyhX+6Z/+iebmZp5//nn8/Pyoqamhra0Nd3d3/Pz80Gq1soe4yDYVwketVtuFYASio6OZOXOmDGmtXr1aFrAH7tnqmgixcTw9PaXVKDytNpuN2bNns2zZMm7evClDbm5ubqSkpBAREUF6ejrt7e3s3buX4eFhmfgkLCvlPIp5FWv3MIWdEOqi5mFnZyd79+7l4MGDNDQ0kJOTQ1paGn5+flJYDQ0N0dvbi4uLC7Nnz5YK6v79++VF39rairOzM/n5+ZSVlUkvjZ+fHzt27OB73/ueNFhEya2HCbPZjNFoZHBwEIPBYLdvJruY7rfkiVBGJyrjTk5Ocp2FlS6qOYhkGoPBYJe8MlUFSMljF52JxPOU5cc6OjooLy8HxuuaKhOSpsN4EHu6oaGBw4cPk5ubS0REBE1NTdTW1uLt7W3XdWuqUCol+fn5HDt2jO7ubgCOHDkiPaHd3d14enoyf/58GdERMlWEkN3c3KRBPzQ0RGNjI62trdhsNulsMBgMhIaGSv6ZwWAgJSWFxMRE1q9fz5o1a6Yt/KuUMXfyTilx6tQpCgoKMBgMLFmyhB07dgDw1FNP8Ytf/AIYr+sZFBREdnY2JpOJpKQk4uPjpVOls7NTdv2pqamhrKxMRrciIyNJSkoiODgYb29v5s2bJ++v6eShCyjpakpKAox7hkW3ofb2dkZHR1m9ejUvvvgia9askZ9Thp2FgSS6U8KX3vmuri7q6+uJi4sjIyODiooKbt68SUhICPPmzZOycSpjHBsbQ6fTERAQgF6vp6WlhYaGBplQJ4zkB3U4TPxOkYwk9rZarWbGjBnMnz9f1lKtra0lMTHxvulIAuL8NTc3c/DgQa5cuUJQUBA7d+7E3d2dy5cvU11dTVRUFEFBQXZcd4vFIuWDUreZDEoHnqurK4sWLeLWrVsYjUb6+vowmUz4+PjQ1NREZ2cnnZ2dqNVqWeNYfKfQSe7V8y1yHlxcXEhISOC73/0uAJmZmdTX13Pu3Dn5Wb1eL+mSQhYkJyfLqiQTIWoUi6TJ+Ph4rly5grOzMxs3buSll14iNDQU+LI+rzJad7+Y0l+LEIPohZ2Zmcnhw4dlYWVAttfz9fW16+QieHATE16UF+G9YnR0lLKyMkpKSsjNzeXYsWPU1dUxc+ZM4uPj7RS5qQqiqXIrly9fzt/8zd/wq1/9ijNnzvAf//EfNDQ0EB0dzdmzZ7l69SoGg4HY2FhCQkKIiooiKiqKmJgYIiMjyc/P57e//S3e3t7827/926TCXZS/MJvN9PX12YU/71dYiDEqD3ttba3kbS5cuJBnn32Wvr4+WltbGRkZwdPTU7ZcDA0N5dSpU5w5c4b29naam5sZGBiQyopQVCd6Ux82lF7/1NRU/vIv/xKNRsPevXu5ceMGhYWFGAwG1Gq15NWJvtn+/v6sX7+ehIQELly4IIVFc3Mzu3fvBpAh4v7+ftra2qRVqeTsTGdm7Z0wUbh/1Xfe79wLBXXic4QXSKlclpWVkZmZSUdHBxkZGXZVKUQFh/tFd3e39LDFx8fb1XHu7OykuLgYGC95pDQ2H5T3JgRsZ2cnhw4d4uOPPyYvL0/23Ibx6Mz9cOzEmRAZ84WFhdILIqDk01+9epX/+T//J2+88QZbt26VF8Lg4CCFhYU4OTkxd+5ceQaqq6upr6+3W7+wsDBWr17N6tWr8fX1lRVCgoODcXFxmbRl88OGklJWUVFBWVkZWq0WPz8/ub9zc3NldCM5OZkdO3bwxhtvAOOeVHd3d4aHh+ns7MRkMuHu7k5bWxvvvvuuncKekJAg8yBE8qRyX063Ua10yIi2tAIajYauri4GBgYIDQ1l9erVPPvss6xatQpAGhtqtVp2SlTemaJW6NjYmOwQODIyQlRUFP39/Vy9epWenh5ZGlJgKo4OMZczZ84kLi6OyspKsrKyWLBgAWlpaTKXRIx1OiDGKLx7gnes0Wjs6Bci6fVB7xaNRsPo6CjFxcVUVlbi5OTEq6++yt/93d/h5OTEwYMHycvLIykpibi4OLvvup93EPe32IuiCUZFRYV0BIjOhBaLRRqegF3nzamMWbmv4+Pj+bu/+ztefvllTp48yW9/+1uqq6sJDQ1Fr9dTUVFBVlYWRUVFXLp0ifXr17N69Wq7vAIBZftro9EoDZyxsTEWLFgg9RlRGWK69siUTqmwTKKioli4cCEnT57ks88+IygoCCcnJwYGBmSXF39/fwoKCli7dq1dtp3gNgn+hDKcIrwGKpXKzooSSQttbW3cuHGD7OxsSkpKqK6upqGhgZGREebMmcOLL77IunXr7CyDBxFEgm+l5GPAl7VKnZ2d8fDwYOPGjTIh6OjRo3z22Wd2Bdg7OzsxGo2Ul5fj7e2NRqORZG9RU1C86+rVq1Gr1fL5TU1NHDhwgNHRUVJTU4mMjJQdtabDeylCdhaLhZycHG7cuEF/fz+RkZHMmzcPGL8YJ9t0ycnJ+Pr6UllZyeXLl1m+fDlz584FkO1B7+eQPSiUtQTj4uJ49dVXSUpK4sqVK5w6dYqqqqpJ/050GvLx8aGxsREY56bFx8ej1Wpxc3MjPj6eiIgITp06xccffywzSoX3ysPD45EorlarVSrWE7ncYn+KELTSEJtK0qSYQxEamoiJ3KSbN2+SnZ2Np6cnq1atsuO8348CqXxP0ZNejFnZ5SUgIIAFCxaQnZ1NZWUleXl5BAQESE/w/UJJ5TEajdy4cYOqqirJp9fpdOj1epYuXcrChQunXBtRWfqlvb2djz/+mM8++wydTsfWrVvx9fXl+PHjNDU1ERwcTHd3N4WFhXz66aeEhYURERHB0NAQH3zwAUeOHGHGjBmEhYUREhLC8PAwlZWVlJWVoVKpmD17Nps2bZJl7mbNmiUrNUyEuCSnS4kTclR0GBN7VRg/o6OjuLu7U1FRwenTp2lrayM8PJxLly5x/fp16agQfeANBgNhYWG3nTOdTndbcX5l5MPV1RU/Pz+ioqJkhELJGX1YEOPVaDR2JZPS0tJYsWKFpKCJDl/u7u7cuHGDTz/9lIKCAtncQFStEIpnd3e3zNi2WCx0d3ejVqspLi6mvLyc+vp60tPTefbZZ5k9e7aMgk3FgBRzEx4eTnp6OhcuXCAnJ4fS0lJZjk0kn93tjCuTOe/2OWXJQCFzhCFVVVXFlStX6O/vJyAggLCwMDvF9n6NVFFSs7q6mra2NoKDg1m9erU0gNesWcPs2bPR6/UEBwdPmnQ1lftNSfXo7+/Hx8dHdj6D8bmKi4tDr9czPDwsDWjBFRe430irs7Mz3t7eeHt7yzrcLS0tJCcns3btWoaGhrhx4wa5ubkcP36c/Px8MjMzSUlJITo6mvDwcAIDA7HZbJSWlpKXl0dtbS1DQ0O0tLTQ09NDUlKSpKaI751OTEkyiYlydnZm7dq1FBQUyDZ6g4OD1NbWcvLkSXlQz507R1lZGS+++CJxcXG4u7vj5uYmSzmMjo7S0NBAe3s7QUFBhIeH2x0q5cUxMDDA2bNneeedd8jJyQHGyfvh4eGyq5RoGSb+9qtc918FYeVNBvGeIjy3atUqYmJiSExMZP/+/RQUFGAymfD39yckJASNRkNfXx8tLS0MDAxIZUPUNrNYLBw+fJiTJ09iMBgYHh6260rm5eXFjBkzZKs3ZVLT/UIcCDc3N3p6eqiqqsJkMhEVFWXHS1F+jygBJsrXzJkzh5aWFrskB/H5R6msKqG8cG02GwkJCSQlJfHss8/yz//8z/zyl7/EaDTi5uYmw3jiIuvt7ZVeLldXVwwGAytXruT555+XHkSz2SwrTYjmEPebdX2/UKvVsqFDd3c3Fy9eJCEhAb1eLykbd7ug7uQhUO4rwV0VYXBl2Sb40hvr7OxMUVERhw4doqWlhU2bNrF9+3Y7Re5BlSARtaioqCAnJ4dly5YREREBjF+qCxYs4MqVK1y6dIklS5aQnp5OUFDQpJGF+4HIrNXr9URERLBz505SU1MZGxsjODhYFhafSnasMOzMZjNnz55l//79dHd3s337dv6//+//Y3R0lOrqajo6OoiOjiYhIYGrV69SXl5OeXm5LFP0i1/8gvLyctrb23nhhRckZaWmpoaSkhJcXV15+umn+fu//3vJL1NWbVAaeqKd7XRCWWXkTrBarXR0dMgKAkajUVZ0UUKn0+Hq6kp/f78s4QNf8qyFzG9qauLIkSPcvHlT/q2IkijLUj1sPrhy33l5ebFmzRouXbokaQ7r16+/Lcp269Ytdu/ezc9//nNgnG8vokRxcXH09vZy8+ZNzpw5Q35+vvw74fCoqanBxcWFOXPm8Prrr7Ny5cr7puyIvSBC23PnziUrK4sjR46wZs0aQkNDGRgYuKsSJebgq/aVkC+CgjA0NCQ5ycPDwxw+fJijR48CkJqaKvf5dDRYEVUghPNBKMujo6N4eXkRHBz8QM8H7BRsk8nEJ598wqFDh2hra7NrTZ+cnMzy5csJCQmRyaB+fn6Eh4fLTpZwf1VjhJEhKh4ZDAZ8fHwYHh7GbDaTkZHB8uXLuXXrFp9++imZmZmUl5eTmZlJZmYm3t7exMXFERMTg4uLC8XFxZSWlko9RSSjK3UxuPeSpPeKKSdnCYtoyZIl0gty+vRp3nnnHfk5Ly8vydvZu3cv165dky0iBf8TxsNC7777Lvn5+TzzzDMy9COgPGQDAwNkZWXJ8lubNm1izZo1REdH4+/vT3h4uJ0H4WHXkZ0MkZGRfOc73+GJJ57g5s2b7N+/n+LiYnQ6HbGxsXR0dNDe3k5CQgLPPfcc3t7edHV1ybanV65coaGhQWaDimeKy62goIBr166xatUqyUF7kDp6SsOgra1NJmMlJyfbbTpxOQgBJKwnrVbL888/z/z58wkICLBr+PCgRsN0QSgSTk5OuLu7MzIywsDAAH5+fgQFBVFbW8vAwAAjIyNER0ej1WrtSgFVVVXR1tZmNzaNRoOXl5fkWk9s9/qwMTIyQnBwMIsXLyY9PZ0jR47IMirr1q2TZdIERJF3oTyIS34yL4WIeIh2kSL8f+PGDVQqFf7+/uh0OjQaDb6+vnh6emI0Gjlz5gyHDh1CrVazfv16WQNUdK27n/OovOh8fHxYuXIlpaWlZGdn884772AwGFi6dCnd3d1cvnyZvr4+mWCgvHjudy8q/8bd3Z3AwEBZPzchIUGGdJXh33s9i8pi6ZmZmezatYtbt24REREhw/1VVVX09fXh7e2Nn58fXV1dWK1WwsLCcHFx4cqVKxw/flzye5XezLGxMcrKymhubiYxMZHZs2fLNRBZvWJ+BIdZ+ftHDZGNL+akv7+fqKgoZs+eTXh4OI2NjZw4cUJGckQ1FaX3FsbHbTQayczM5Pe//72d4tra2kpubi5Lly6V4xX7/WHdFxMjHitXrqS5uZmamhpOnDjBf/3Xf/GDH/yA9PR0YHwvHTp0iLNnz8q/GR4e5uTJk3R0dODj40NpaSmXL1+msbERjUZDYGAgKtV4OaKxsTECAgJYtWoVTz/9NCtXrrQzqqdqlCgV0rS0NFavXk1WVhaffvopFouFuXPnkpiYyNq1a+X9q1TWhbddabRMVu5QSTuqqalh3759VFZWkpGRwbJly6iqquLzzz+nvb2d1atXs3nzZllacTpKb4okUDc3N0ZGRuQd8FWe5KlAecaGh4c5duwYX3zxhfy9u7s7mzZtYufOncydO1dW9xD80Yk0nvt9r4kJdj4+Puh0OqmfuLi4kJiYyGuvvcaaNWsoLy+XdegbGhpkJQvh8ILxKPyiRYuYMWMGKSkpzJgxQ1KZYPpLM07ZtFbWbly5cqXsTZuTk0NHRwfOzs4EBweTmJiIRqPh+vXrsrVnYWEhvb29rF+/HhcXF44ePSpbtIq+9WFhYTIjzdXVlaGhIYxGI0eOHCEnJwebzcbChQv5wQ9+wIoVK+zeTXgPHqXSpOzwZDKZCAkJISQkRLZiLC4upr29nTlz5uDp6UlRURFRUVG89dZbBAUFyYW3Wq2sWLGC/v5+CgoK+OMf/0hPTw8LFixArVbLOpX5+fnMnz9/2hRXgcbGRoqLi3F1dSU5OdkuFCuEl0qlskvacHd3lz2KJx6ir8NwmAxqtVpSU8R6iCxb0Z0HkGT02tpampqaJJ+qtbWVK1euUFRUxKxZs2ThZNEJq7GxkYsXL1JTU4NKpSIhIYGoqKh77iN9PxBrnpaWxksvvURfXx8XL17kV7/6FTk5OZJf6ubmxtDQEN3d3YyNjZGUlMTq1avx9/e3C9Mq69gq6R0NDQ18/PHH7N27l/r6ejQaDT4+PpITJoTpwMCAzIzdvHmz3bl8kHOovGS9vLzYsmULjY2NvPfee5w8eZKZM2fKJB3R+ekv/uIvWLVq1bTPv6ArdXZ2YrPZ7BKxxEUwFbljsVjkPB4/fpzz58+TmJhIamoqjY2N7Nu3D5PJhEo1XsC8s7NTtk5esWIFfn5+fPLJJ3YKjsFgkOezvLyca9euYbVaSU9PJzIyUnp8lBSFh50seTcoL/La2lquXbsmecyzZs1i06ZNLFiwgPDwcE6cOMHJkyclbeluSbNiT4pnCcWutbVVGjJKnuTDvCuUyYQiurVlyxZKS0v51a9+xR//+EcKCgp46623WLFiBXl5eRw+fJjy8nKZENPX10dWVhY5OTno9XpZs1V4+UV5Ro1GQ11dHZ6enixcuJA1a9ZIZVIYSlMdq3BUODs7ExISwpo1a8jJyeH06dMcPHiQ06dPs2rVKkJCQli6dCkjIyMy210oomKfi6x4pTJsNpslVUStVtPe3s6f/vQnfv7zn9PS0sLp06fJzMykra2N7OxsSf1asWKF9M5Ox/4VzgjhuBAUDNEsR3QhvJsCJkq63Ym2IDzJGo1GtpQ1GAwEBQXR1tZGb28v/v7+slPgw4KLi4udMRMWFkZKSoqkY4ougOHh4bLt8KpVqygvL6eyspLc3FzOnz9PbW0tBoOBZcuWsX79epYuXcrMmTMfiTyZ8jcoF87JyYm1a9eydOlSioqK2Lt3L0ePHkWlUrFu3TrWr1/PmTNn+K//+i9u3rxJaWkp/+///T+OHDmCt7c3NTU10rLJy8vjpz/9Kc7OzsyePZsdO3YQFBRERUUF2dnZ5OTkUF1djY+PD6GhoXYeJeXFO53lTKaCyUKzoiXqzZs3GRkZIT4+HmdnZ2pra2ltbZWtZGFciHt6esrwe2lpKUeOHKGhoUF6esThny6+iHKuGhsbqa6uJigoiNTUVLvs17sJu8dFQb0ThCEDX3aZUavVLFy4UFqzERER/O3f/i0bNmxg165dHDhwAD8/P1JTUzl58iSNjY2UlJQQGhoqLwLBJWxubuZ3v/sdfX19+Pj48NJLL/HMM89IwTMdlI6JEF1KNBqNPCd/+MMfOHr0KOfOnePChQuSP+7kNN6NyWw2M2fOHFQqFTt37pS/E146ZbhYzNWRI0fYs2cPra2tJCQkSGXdw8MDi8VCT08P7e3tqNVq5s6dK0spKcNZD9K5S5lJrdFomDFjBk8++SRFRUXk5ORQVlZGbm6u9Kpt27aNn/70p4SFhUkv+IN4D5XcR1Fdwmw2y7rRyvec6jkQ79XW1iY9psLT+vnnn8t+9XFxcZSXl5Ofn093d7dsa9vR0cGBAwdobW2Vnv+RkRFZnmvfvn0UFBTIiyc2NlZ62qe7m9r9QjhBRkdHpRe9rKwMg8FAUlISer2e2tpaqqqqZGhdp9PJM6h0VMCX+8TDw4OYmBgCAwMZHR0lKioKo9GI2WyWP3/UUFYGCAgI4M0338Td3Z133nmH3Nxc/vf//t/MmjVLJtoJmpho5yrGFxISwty5c3nmmWdYsGAB//3f/83u3buJjo4mJSVFGqqtra1SJj0olLJLJLwuWLCAa9eucebMGS5cuMCsWbNkG3BBwVLeU3l5eXI/zp071847q2xicOzYMf7whz/Q2tqKu7s7dXV11NTUAODv78+TTz5pV/Viqm2IJ4MoPenn54eXlxetra3U1tbKaNG9JkKLvXynz4na7TCevf/ss8+ydetWvL29ef/99/noo4+4desWLS0txMTEPLK7NTExkc2bN9Pf3090dPSkYf2oqCgCAgJYvnw527dv5z/+4z/4+c9/TkJCAj/84Q9ZsmSJ7G73KHDf3yJCAIIAv3z5cnJyciTXwWAwEB4ezquvvsrIyAj/+q//SkVFBcPDw7Kf/ejoKHPmzCEhIYGysjJ5AdXU1FBYWCh5oSJTFCAlJYV169bJDlRms5mxsfFuUNMRMngQiPCVqAIQERGBh4cHJpOJzs5Oli5dKkN4WVlZJCcny0tPWZPN39+fxMRETpw4QVFRkeTE9vf309raaheafhBFXUnDqKysZHh4WApApcfqq6xMcVgfF3qAEqLIOozzV0WReC8vL3p7exkZGSE0NJSFCxdKr4XZbCYwMJB58+ZRU1MjuYIZGRlS4KampvLGG2/w6aefSp6Zv78/wcHBMoQFDy8pTVAgNBoNq1atwsPDg4yMDEpLS7l16xbNzc3YbDZJy7lx4wZ5eXn853/+Jy0tLSxZsoT4+Hi8vLzkPrDZbLI826lTp3j//fdpbGxk/vz5zJkzh5s3b2Iymdi4cSNJSUky6VAUmZ8zZ47knSo70TwolHs8MjKShIQEKisrGRwcpKenh+HhYTQaDampqTIh7F57Xt8NEyugeHl5kZGRwcKFC+04b/fzPYK2UlpaKgvGj4yM0NLSQmdnJ/39/cTFxeHh4cHw8LCkDnl7e1NaWkpFRQWtra3ExcURFBTExYsX5Xzn5OTIhM7Fixczf/58maQ0HXzA6YIyzK8sjTg8PExeXh5lZWWyVNDQ0BD+/v5s3LhR1u8ViriAsmC/r68vZrOZ3t5ebt26hc1mkwXkvw4oPa+Cq/qd73wHi8XCu+++S1NTE01NTbi5uUkFXPDVAwICSEhIICEhQXrBNmzYAIzvB9FqeuHChYyOjtLS0iJ5oQIPolAoFSi9Xs+SJUtYvHix5E8fOHCAEydOMH/+fJmILTz5Q0NDHD9+nE8++YQbN24QFBTEk08+ydatW0lKSrILf1+7do3333+fiooKli5dytatW+nr66OkpASVSiU7vYkQtPBuPiiE4iy4mzdv3uT48eNERkayZMkSuyRTEaVSzqe4j9Vq9V059UojWqvVsm3bNlQqFc3NzfLnYt5EtQsRzVFGPR8UEx18iYmJ6HQ6LBYLQUFB8rtEboO4ZwTlKzQ0lFmzZqHVatFoNDJRVfyNMCYeZjTjvnez4O6IMgcwnuUoSL8iucjNzY21a9eya9cuANkatqOjA1dXV1avXk16ejrHjx+npaWF9vZ2PD09aWxsxGQyYTAYmDFjBk1NTbS1tREaGsqKFSvw9/eXTQgeF0EsqiGIUFR8fDyzZ8/m8uXLREVFERERQXR0NG1tbTKkolQQxWayWq0kJiayatUqKisrCQgIQKPR0NDQgFqtfuDxihCdm5ubVKRLS0uB8U2cmJgoebVflSF/p4zzxwXKuero6KC/v18m2gjuq81mkzxF8Xs/Pz/ZNrawsJDKykq6u7tlzceIiAjeeustPDw82L17N3q9nldeeYWnnnoKg8EgBc7DskCVVTcA5s+fz/z58zGbzVRXV8vLWhRmP3fuHB9++CFXr16lvr6ejRs3sm7dOpn5OTg4SF9fHw0NDVy6dImsrCw6OztJT0/n9ddfx2azceTIEQYHB4mLi+P555+/6/tN57iVl5MwjIXHt6OjA6PReFunrulQUJT7Wq/Xs3z5ctLS0khKSrK7zO5nrCqVio6ODm7duoXJZGJgYICTJ0/KNrlCARXcMxhPTBoaGuLgwYP09/czc+ZMXnjhBaxWKzdv3qS+vp4TJ06Qk5NDeXk5M2fO5Omnn5bKhFAOH5coiXJ+U1NTee2117h27RpNTU20t7fLaJyrqytJSUmsXbuWp59++o7VKiaWKfL395c1qIVTQ9kk4+uA0gkQFhbG2rVrycnJ4ezZs8TExKDVaikpKUGr1bJgwQJSUlKYNWsW8+fPlyWxlI4L0aFIpVIRGxtLREQEfX19hIeHy0L104mxsTHZyGHp0qVUV1dTUFBAfn4+x48fZ/Hixfj5+WE2m+nq6uLgwYP88pe/lPKoqqpKGl3PP/886enpWK1Wzp8/z9tvv83Zs2cJDAzkueee46233sLFxYXGxkapVAldQ9AXpuPuUVZOmDt3LseOHePs2bOYTCY6Ojp44okniIqKkvtLnHehnApFT1mecDIFVpw/QRNQqVS0tLTw0UcfcfbsWdzc3Fi0aBEzZ86UXuuHReVRnhUfH59JPfPKChYwnpgt9BVBIWloaKCoqIiYmBh0Op3dvfow8cAzIsIYY2NjUlkVWefiIjEYDMTExFBeXo5Wq2XdunUkJSWhUqkIDQ3Fz8+PlpYWYmNjcXJyYt68eZLsLVqiHj58WPZx7u/vl9//uCitSoh30mq1vPDCC7IdbEBAAE899RRz5syx46nClwkTImSbkZFBRESE9AqKtpJBQUF2/K772dTK2psjIyMyM1CtVss2lsrPPY5zfC9QduUwm810d3fT09ODRqORHFDR0q+vrw9AWpcmkwmj0SgPYH9/v50HA8a9Hc888wyzZ89Gq9USGxsrva0PM+FDCUF3EIJSFI8WyopQghISEoiJiWHPnj1kZ2dz8OBBcnNzpUdP8Lh6enro7+/HYDCwfft2XnrpJZ588klycnLQarW0t7fT0dFxRwVIyYGfLiifJTyGo6Oj1NfXk5WVRVVV1W386+n4fuWl6OXlxbJly2RBduV33e86iwtTnOGenh7UajWrVq3CaDTKigJubm6y4orYq7Nnz+Yv//Iv2bp1Kzk5OXh7e1NRUcE//dM/ybI6zz33HJs2bbJrv/118Vkng3Le4uLieOWVV9i0aRPd3d309vbaZWF7enoSGRkpSyDB7ZVLlEZ2VFQUf/3Xf01BQYFUhJ2cnEhLS7NrmPOoo3Qq1Zfdp9zc3PDx8cFqteLp6ckLL7yAVqvl3//93xkeHiY+Pp4dO3ZI75aAcg2FIiyafmRkZEin0sT7ZbqgfNayZcvYvHkzb7/9Nvv27SMkJISVK1fS1dXF+fPn2bNnDx0dHSxZsoRFixZx48YNzp49yx//+EcqKyuZPXs2RqORkydPUlpaire3Ny+99JLMgwHsDJWHAaUxsWDBAlauXMnx48fJzs6WEeLU1FRSUlJISkqS96/oJCXm+dy5c5SUlLBo0SLS09OlQ8TDwwMXFxeamprIzc2lv79f7uPz58+ze/duWltbWbVqFcuWLZP379cVHbgTlI1tRIJud3c3jY2NDAwMSKX2UdA1H1iKCWEhLg5ltqcQTL29vQQEBMiMQZ1Ox5w5c257jiCPJyQk8NZbb9lxLTo7O/noo49obm6mvr6e+Pj42yyfxwXKd0lPT5cZowBbt25lZGSEyMjI26wy8f9qtVomeQmIWqsTraAHFUhlZWUcOHCA2tpa0tLSSElJkb97XDwz9wtlVQphPff19RESEkJiYiLe3t4YDAZ6e3tlKFan02Eymbhy5QoABQUFeHh4EBsba5ewZrFYUKlUsni7gPDmKBNAHiaUyYHi3Lm6uso9Ii7/gIAAXnjhBaKioti1axcff/wxhYWFALL2rIuLC76+vqSnp7N06VJWr17NkiVLcHV1lZ2GqquraWxspLa2lpCQEFQqlR1t4WF435XzGBAQQEpKClevXqWwsJBr164xMjIivU0C0/EeSk+Jq6urHa9+OuDr60tCQgKxsbHk5+fj5eXFk08+yfLlyxkYGKCwsFDWedTr9TJ5wtnZmUWLFrFjxw58fX1JTk5m48aNHDp0iL6+PgIDA1m5ciXbtm2TCo/w8jxOUMpJNzc3wsLC7klJuZO8V8pTf39/nnnmGTZv3kx1dTV1dXXAuFdN2Rjj64gWKWW9yWSiq6uL0dFREhMTiYuLIzMzkwsXLtDR0YG/v79cQ6PRiFqtlpFIQFKBhoeHGRkZwdfX1y6jf7oh3lskJ4aFhbF161bKy8s5efIkv/jFLzhx4gRms5ni4mIGBwdZsWIFP/rRj1i2bBklJSUEBgZy/PhxTp06xZUrVxgcHGR4eJiEhAS2b9/OM888Q0REBKOjo3Y1y5VltaZz3YSsHBsbY/bs2bzyyisMDQ1x4cIF8vPzyc/PJzIyktWrV7Nx40aWLFlCaGgoHh4eshXqjRs3+MMf/kBNTQ2enp6kp6dLp5syx2Lfvn0UFRXZ1UHt6upi4cKFvPzyy3ZF/h/l3pyYpDsZlHqHiEgKmpZS+b+fLolTxbSa397e3nh6etLT00NbW5vkHKnVaiIjI9HpdDQ2Nt5Wmw++vHiFV0DZAxeQXDyj0Uh3dzdms1laOo+b4no3iPJWE/lzX4WvqoM4FSg3ZkFBARcuXMDV1ZWtW7cya9Ys+btvsrcV7C0/4bEWWaiiZqToRS3q63p4eKBSqejv7+fUqVOMjY3JrEllpqfwYk3E16XsC5rKxHcQiq0wehYvXkx3dzdXrlyhtLSUhQsXsnnzZiIjI3FyciIoKIj4+Hh8fHzsLlgh2EQHLKUB9bC9VkohGBgYyJo1a2hubpZ8s8DAQNk1Tznu6XqnhzE2UVUgLS1NcpRTUlJYv3699JaLREy1Wm3XqUx4eUQCZXh4OG+++Sbz58+nvb2d4OBg5s6dS0JCgvy+xyUhazrwVeuh/L2HhwczZsyQZ/frrKKghLjcXV1d0el02Gw2Ojo6WLp0Kdu2baO7u5uuri66urqkh1i8u/J8i6x9kcgl9hU8fM+XMM4zMjL47ne/i0aj4fTp02RlZQEQGhrKSy+9xGuvvUZaWprMhdHr9URFRZGbm0tnZycajYY5c+awefNm5s2bh7+/vzzzrq6uUr48zPGIEL+/vz/r1q2T505UK6mrq2PPnj2UlpbS1NTE1q1biYqK4tatW5w4cYI//elPZGVlodfrZZ5BbGysney6desWly5dora2FkCWuVqyZAmvvPIK27Ztw8fHR47zUSquE3WSyaDcd76+vqxcuRKTyURERMRtTW4eNh7oBE8cbGhoKIGBgdKzJTJvg4KCWLJkCWfOnKG+vp7a2lrppREhLPEcQQZWussFDcHNzU22QBscHJSK6+PE25oIUTpHJAkpC3/fbbOIHteCJ6n0Lj/ohlZ+p7+/P8uXL8fb25sdO3YQFhY2acelbyKUgs5oNMoadd3d3TLxqKOjQ7ap02g0REZGsnLlSiorK0lISCAxMZHly5ezcOFCyQlWltQRdVwF1+nrmrOJ+19QTsTPBwYGJI9J1GINCwtj3bp1fOc737GrUytgs9kYHh6WngUxRq1WK5MhJ/vuhwHleBITE3nmmWdISkpidHQUHx8fgoOD7Tr0PQzlRHjTp0NRF3NmMBhYt24d8+bNIzIy0q6z0leV9BKKu0ajkfU0h4aGZFIP2NcxfpwhOieKMYm5Vl7iU0n4EKWHhEGnDJt/3VDKED8/P3x9fRkbG5MlIbdu3YqXl5ds6SogPK8Te947OY13rezq6pKKq5Jv+TCgfAeDwcDatWvx9/dn8eLFNDQ0yC6DK1eulGW7xPvMnTsXLy8vVqxYQU9PD1qtlqSkJDtDa7KmBQ/TOFaeD5EE6OnpydKlSzEajRQXF5OZmcmVK1cYGBigpKQENzc3amtrKSwslB79np4e9u/fj8Vi4YknnsDf35/e3l4qKyv59NNPqa2txd3dnXXr1hEREYG/vz9z585l4cKFUj4/zHW7E+5lbpVrHhoayvPPPy+T0JVUlm+E4jpxwUVtzOrqasl7MBqNsiahxWKhv79fKmTi73U6HTqdjsHBQclJ8vf359q1a9TX13P+/HmMRiNBQUFfO8F+KriThf9Vi/swk56Um3ThwoXodDq0Wi2pqam3/f6bDKXiOjAwQHd3N66urpJ2AuMei3Xr1jFjxgxcXV2Jj4/ne9/7Hv39/aSkpDBz5kwZllO2IxR4XDw4EzHRKFJ63EShaZvNJotuCwjPLCCVIvE8oQyIbFOBh1Hy627jcXJyYs6cObfRjSZ+froxnedxYu/wyXA3D5OQvUo54uHhYVema+L3PM5QRgym63mPs5dZrK2/vz9z5szBZrORnJyMXq9Hr9ffsRySsvoCjN+bfn5+MhNdQNlk4lHA19eX1atXs3r16jt+Rnl+YmNj7QzNiXjUd9DE7/P392fTpk1s3rwZV1dXzp8/z9DQEFlZWRQXF3Pr1i2Z8+Dn58fChQslFbKiooKOjg6Ki4sJDg6mra2N4uJiGhoaMBgMvP7667zxxhvEx8dPagQ/rmdWuX4+Pj4sXrx40s89irV74BlSvqSnpyd+fn5YLBbOnz/Pz372Mzw9PampqaG1tVW63ZWXv7CsvLy8CAkJYWRkhEOHDtHf34+bmxtlZWV0dnbKYtIpKSnMnTvXzhJ9XBd6MjyKS/6roPxuvV7PggUL7H7+uHtn7hXKi18YTPBliazFixfz7LPPsnjxYulxDAwMtCs1822ZC+WaWywWhoaGpBIqLjhRU1H0M1dGMkQ2rOCdfV2G4+NwfqYLYt6Ve0yZ7KrknU3kLU6MwigjV8Jr+TiWp/s6oFT2HlXS5N2g9CR6eHjw8ssvs2nTJjsqkvIdJ1LhlAqEKPyvVqsJDQ19ZB5KJb6Kqicijs7OzrJI/2R3ts1mkxHFr2uNlJEdpeGTkZEhk+fa2tpwd3fH19eX8PBwZsyYwcyZM2VFiMOHD5OTk8OlS5dk9r27uzurV69m+/btbNy4cdIGAw8jsfXbimmlCgQHBzNnzhxyc3O5desWu3btwsnJif7+fkZHRxkcHMTLy4u4uDi5cUX90tDQUJYuXUppaSlXrlxh//79koRtMBiIj48nOjqap59+mrlz56JWq7+RC/04vKsy6WRiuY7H4f2mC0qPw+DgILdu3ZLZt5s3b+aHP/yhnYdAhFV9fX2BLxU54Q36ui+8B4FSiff09CQ4OBiLxYKXl5ddgW2tVmunrAqo1Wq8vLxkb+uvK9FHqcAJJU94Hr9p66NsUyouy/strTWRY/ZNm4uHiYnz8zhA1NJUqVTMmDFD/lzsBaWCN7Hkl9IznZCQwLPPPouLiwtJSUl2v3tUYxZn0mazSXqbmHPRynfiO4kxKmuAPw4OKKVOY7VapRHv5OTE6tWrCQwMlNHgxMREIiIi7Jr1zJ8/n4SEBM6cOUNRURFGoxEPDw9Z3nL58uW4urpis9kwm81Sx5nuhLNHgemkTk0VD6y4wpch1PDwcNauXUtraytZWVmYzWY8PDxwd3eXvKvY2FgWLVoknyGs4YCAADZu3IjJZCIyMhKTyYSPjw9RUVEkJycTGRmJn58ffn5+kv/6TVvoxw3KQ/p1dRx7mFCOSZQUg3ED64knnmDhwoV2n5+4nx7HC+9+obwUfH19ZcvE5ORkOyX0TvvAYDAwd+5cfH19mTVrliwJ83UZO8q1+bYYW9Mxl9824/PbjMnWaWLU627VE2C8nnRQUJBUaL8Oj6uAMLyEp/9ekn3EZx7HPSs8v2NjY6jVamJjYwkPD5cF9u/Em87IyCApKYmhoSHZiEWr1aLX6+0SaEUVJUHDehzn4G74WqPGU1RYJv2wMqRoMpkoLCykqqpKZv4L7pW7u7tMpBDK50SvaX19PY2NjZI+EBgYKD1gd/rOex3r/Y7vG4J73UXf9jHK8Sn5mkVFRXzyySfU1NQwb948tm7dSmxsrOzgpuQGThbCfUR4aGuoJPx3dnZSVlaGq6sr0dHR+Pn5TTpW5TzYbDZZuiY1NVWWALsPgevYp+P4to8Pvv1jnJbxWa1WWa3jERrKjjX8Evc9RkGfUiYR3o1brYzgTRP+LGXNtCiu3xD8WS7wJPi2j3HS8VmtVkwmEy4uLrJryWMIxxp+iW/7GL/t44Nv/xi/7eMDxxgfd/xZ7tNpVVwfpCzV3bxcVqtV8tkmhkOmgD/LBZ4E3/Yx3ja+O3kFH8Myag99De8nJDXN8+TYp+P4to8Pvv1j/NrHp0w8myLX0LGGX+KexijmWvBy78QlF/z7iZ7Yh1Qp6BuxTx8Aj87jKkjaylqlyoW+2+KJUlciWWEaEw3+LBd4Enzbx3hHOoso4+Ts7Iybm9vjprTCI1pDUTPzbsJ3MojOXA9YF9SxT8fxbR8ffPvH+G0fHzjG+Ljjz3KfTlVxdcABBxxwwAEHHHDAga8Fj53LyQEHHHDAAQcccMABByaDQ3F1wAEHHHDAAQcccOAbAYfi6oADDjjggAMOOODANwIOxdUBBxxwwAEHHHDAgW8EHIqrAw444IADDjjggAPfCDgUVwcccMABBxxwwAEHvhFwKK4OOOCAAw444IADDnwj4FBcHXDAAQcccMABBxz4RmCqvVO/yd0K7rvDxNjYGFarVbaeFW0zXVxccHV1xdXV9bZWe1arlZGREVxcXCZtUWsymbDZbDg7O+Pq6oqTk5NsKfdV3cUeYHx3HOM3BH+WXUImgWOMjzcc+3Qc3/YxftvHB44xPu74s9ynD6Xl62OKh7rAFouF0dHRSRXVvr4+BgcHGR0dxdnZGYPBgLu7+12fJ3oii2eNjIwA3E2hfewO6cjIiGzfC+PvPpkSPwX8WR7SSeAY4+MNxz4dx7d9jN/28YFjjI87/iz3qUNxtccD94AXntexsTH6+vqora2lurqa7u5uhoeHAYiIiGDOnDmEhYU9SM/3iXAc0nF828cHjjE+7nDs03F828f4bR8fOMb4uOPPcp8+kPvr2wybzQaAk5MTPT09FBcXk5ubS0VFBUNDQ3h6ehIdHc3s2bOZM2cOPj4+UmkdHBwkNzeXzMxMrl+/jtFoxGaz0d/fz9DQEAaDgfj4eKKiokhMTGTevHmEhIQwMDCA0WhEp9MRFRWFRqPBarUC4OrqCnzpiXVycppOpXdaYbVaJZViIsbGxhgbG7vt3YV3VvzdROqFAw444IADDjwOsNls2Gw2RkdHAewofxMxMjJid2eLO3x0dFTehyJS67j37g0Oj6s95PjERgOoq6vjww8/ZO/evRQXF48/TKXCz8+P+fPns3r1ahYtWkRKSgouLi6cP3+eXbt28cUXX2CxWOy+wN3dHZPJJMPns2bNYs2aNfj7+3Pr1i06OjoIDAxk/vz5rFy5kvj4eGCcEwvg5ub2IOOzG+N0Q+lxBhgaGmJwcBCr1YqTkxMeHh7o9fo7fl6J0dFRVCrVxN//WVqXk+CuYxRcabHHVCoVTk5Oj4tQ/Nr36SOAY5+O49s+RrvxCSUE+EqnglBc5Jc9+jPqWMMvcU9jFOs7yb102+fE2j6CNX3sZY24i8Q8fNX8TYCDKnAPn5l0fPn5+Rw/fpwLFy7Q39+Pt7c3RqORkpIS+vr60Gq1REVFsWnTJmbOnMnx48fZvXv3bc+JiYlh2bJl9Pb2cvDgQWDckxoQEMDQ0BA9PT3ys15eXrzxxhv8r//1v3BxceHcuXM4Ozszb948fH195ecUCvbXLoisVqv0DJtMJk6dOsX169fp6OiQ775x40YCAgIAe+NgIoT3dcLvH/tD+oCYNsVV6Q1wcnJ6nKz5r32fPgI49uk4vu1jvE1xFQb3vSiuVqvVzmOnVqvv+2XvA441/BL3rLiOjIx8ZbRTKX/v5IWdRjz2skZppN1HpPjroQoIl7oIAd9HtvzXgoGBAXJzc7lw4QIajYa0tDTS09MxmUz4+PhgNpvJzc3l1KlTXLhwgfz8fJqbm0lJSaG1tRW1Wi03bX9/PwBarZaAgADc3d0JCAigvb0dq9VKU1MTarWatWvXEhUVRVFREVeuXGH37t14enri5OTEsWPHcHJyYuPGjaxdu5aUlBS0Wu1jRRcQSmtvby9nzpzhk08+oaysjJ6eHrq7u7l8+TLDw8Ns2bKFkJAQWUnBarXS29tLb28vbm5uBAQESM+ycsM/aghBJUI9KpVKJpgJJVAcSpGEpvScCAtdUCOcnZ2nfRzi3ZTnysnJSa7FxM8+Rp5XBx4TKD3zjxKjo6PYbDa7xFNlMqrSU/NNuDuEfIA7yy2lYqvRaG57hs1me9AE1m8E7hZtmwixT5Rz9zBk6Z0gKgm5urrKtWlubqauro6uri6cnZ3x9fUlPDwcf39/WW1IoLm5WVIAfX19sVgsdHZ2MjAwQH9/P1arFX9/fyIjI9FqtSidiY8zJfCrIPS+iWslFHtxL97Pfn/oJ0QInG/CZWmxWKTVm5+fz89+9jOOHDnCli1bePXVVwkKCmJoaAgYV0JXrVpFcnIyWq2Wc+fO0d7eTnt7OxkZGaxZs4aSkhLq6uqkElNRUSHnore3V36vp6cnL7zwAv/wD/9ASEgIu3fvpqenh/Lycv7xH/8RT09Puru7ASgpKaGyspK/+Iu/YOnSpYC9p/PrgFIhslgsXL58mV27dnHy5En8/PyIjo7GxcWFwsJC3nvvPTleQHquc3JyKC8vx9fXl/nz55Oenk5QUJBUbr8OTHZhTtzHQrDc7TNTEdJThbOz8z1f6I/7xe/A14OvSzY7OTmhVqsnVZwnnvtvwv2hxJ2UjckUWeXP/lzO6FTW82775FFAqb8MDw9TXFzMiRMnuHDhAk1NTdhsNmbOnMn3v/991q9fD4wrbWazmfLyci5fvkxTU5NUTru7uykuLqazs5Pe3l6Gh4eZNWsWmzdvZsGCBXh5eQF3j0h+E3AnhVSlUj2wvvLQFFflJnuUF/mDQKm4ZmVlceLECWCchyrC21qtViZuAQQEBODp6Yler5fKaFBQEGFhYeTl5eHj48PmzZupqanh0qVL3Lx5E4PBIJOuXFxcWLt2Lc888wwGg4Hs7Gyys7Mxm83A+AHQarXMnj2blpYWSktL2b9/P0lJSSxZskQqi1+n4joRRqORmpoa6T1Ys2YNvr6+7Nu3j+vXr3P58mWpuJaUlPCrX/2Ks2fP0tvbi16v5/jx4yxfvpxnnnmGhQsXolKpHqlyLrxAwmM+2f41m82SkA93F6YPY/9PLI82PDwsn1tTU0NBQQEtLS1YLBZCQ0NZunQpUVFRcnx/Dl4dpTdcePCU3Glh7T/iEO1jgZGRESnH1Go1KpXqa4tu3OksTPy5xWKRni8hE0Riy9ep8Imwf2trK83Nzej1euLj49FoNJjNZrkHXV1d0Wg0jIyMcP36dS5evEhVVRVOTk6kp6ezadMmAgMDgW/uGRVzIbxpyhrno6OjWCwWVCqVPHMTE3WVZ1YobsIzPXE/2Gw2+byHkdwkPP5ib7W1tXHkyBEOHDhAdnY2RqMRd3d3WT3oiSeeAMBsNvPRRx9x48YNqqqqaGlpkXkeY2NjUmFVqVTodDqcnJyorKyks7OTwMBA0tLSgC/PoZBfLi4uj/RsimjoZNGPu1EglI6skZERSktLaWxsxMnJieDgYCIjI/H09LT7HpvNNqX7/aGcDOXFbDQa6e/vx8XFBb1ej1arfSyVVvhS2R4aGqKgoACr1crWrVvZtm2b/IzZbJbC0mazYTQaGRsbk6WuYJzf2djYSFdXF6GhocTExEhFFcY9pC4uLlIZi4iIoKenh3/7t3/j888/p7S0VH7W3d0df39/AgIC0Gg03Lp1i97eXsrKyjCbzbi5uT10j+Tdnj9xLZ2dnYmOjmbZsmX09PTg4uKCyWQiPDychIQELl26xIULFzh69ChJSUkcOnSITz75hNHRUVJTUzGZTOTm5lJUVISHhwdpaWm4u7tPeWNPxESlZWLikhinUgjCuEI4MDCA2WzGyckJnU6Hp6enHZVheHiYwcFBu8vJ2dlZCmrxc61WK5WEB4GSGtDW1kZJSQktLS1SmBQWFnL27FlZASM1NRW9Xi8V14lk+W8LlOMSnvD7DUV9E6CkoggoEyCU/xafFz+b6KlXKhCPam+YTCaMRiPDw8PyEvf09ESlUjEwMMDg4CAwrljrdLrbElOVBsfEhBjxM7hdRk3X2IRyKRSPo0ePkpubi4+PD+vXr2fFihV2+QgC7e3tfPzxx7z//vsykpaYmMjAwABPP/00wcHBcs8+buf0Tl5w5dxPpEAojeyJaygMJrH/7nRme3t7aW9vZ3R0FD8/PwwGw6Q106drvsS5EmekoqKCAwcO8N5771FWVkZgYCBr1qzBzc2NM2fO0NfXR0lJCUVFRZw6dYrf/OY3VFVV3fZctVqNp6cniYmJREdH4+bmRllZGfn5+WRnZ1NXVycV166uLgwGw5SiavczxolJguLfwtN9JygpdGIdldHHlpYWLl26xKlTpygrK8PJyYno6GhmzpzJjBkziI6OJjg4GL1ej6ur6x0rDk2GaZfoSuvSZDKxf/9+jhw5gq+vL9u3b2ft2rWyJIRyYzwOEO/S1dUlBUpMTAzh4eFyMp2dne0Ob0hICDExMXYNBSorK7HZbNIK//TTT6UQhi+9YzBeJaCkpISqqipyc3NpbW21e6exsTGKi4spLS1Fq9XKKgUmk4mBgQHc3NweuhWm5GtO/DnYh7ecnZ2ZM2cOr7/+OjqdjqNHj/LZZ59RXFwsub4FBQX84z/+I9HR0dy4cYPR0VG2bdvG3/3d32E0Gvnnf/5nzp07R3Z2NsXFxaSnpz+w8qH0ME0Mzd3pwm5sbOTKlStcvnyZ2tpa3NzcWLBgAU8++SQxMTH09fVRVVVFUVERN27coLe3l6CgIKKiotDr9dKA6e3tJSwsjMWLFzN79my0Wu2k33evMJlM8hkHDhzg7bffpqenB4PBAIwL+a6uLgYGBgAoKiri6tWrzJ49m8jIyEk7vX0bICx3EYr6No5xIoQ3Br7MYBb7eTJP/0SZOzo6Sl1dHSaTiYCAAAwGw0OTJxMvpsLCQj7//HNycnJQqVQsWrSIjRs34uHhwcWLF7l+/TpjY2MEBwezcOFCNm3aNCkvVECcbxHaVfLSxffD9CmuFotFyqVz587x9ttvU1NTA8DVq1dRqVRs375dfrfgaV66dIljx47R3d1NQkICFouF8vJyfvazn2EymfjLv/xLtFqt3V36OECZVT8Rd/PWiz0q7kibzUZdXR2enp74+/ujUqkYHh5Go9HcJudHR0cpKiri+PHjZGZm4uzszMaNG1m5ciXR0dF4e3tP+p4Pssajo6OYzWb5vpcvX+b3v/89J06coLW1ldTUVH70ox+RmppKZmYmeXl5DA8Pc/z4cS5evEhxcTFGo5GgoCCcnZ1pamoCwMfHh+985zssXryY2NhYAgICuHbtGv/+7/8u56m4uBi9Xk9fXx8DAwPExsYyY8aMh0IfUKlUUk+ZmJ9xL9xa4ZQRzh6z2YxarcbZ2RmTycSHH37I73//e2pra4HxvZGdnY2rqyv+/v6kpaWxadMmnnzySYKCgmQU5V4iYFPWBkTCykQorSUx4NLSUk6fPs1nn30GgE6nY+HChXh6ek6qCE2EUDbuZBFM7MSkFOIPaqWIdxNcFWFdOzs7y+9wcXFhZGQEo9Fo51FVLpTJZKKsrEz+TijtMJ7MZLFYyMrKsiOAi81jMpkwmUx4e3sTGRnJ0NCQVKhhPIHMz89v2pV/ESJQdgK7UwkLZS26wcFBdDodarWaRYsWUVFRwbFjx6irq6Ourg5vb2/8/f3p7+/n2rVr3LhxA5vNhoeHB8uWLWPBggUAtLa2UlRURG1tLUVFRcTHx8uDOxUIUr+yNe+dID43NjZGY2Mj165d49SpU2RlZdHY2MjIyAjDw8MyES85OZm2tjZKS0u5desW7e3tUjh7eHjIi+f/x957R0d5Zenev1IolXLOOWchEYSECAJjkUzGBpxz55nb3dP3zkx/M3fumrC6p6fbcz2dHNoJHAGTswEhogjKoJxzTlVSlVSSvj90z/FbQmAEAofRsxar21AqveGcfXZ49rNFxcHZ2Zni4mJeeOEFE27yvZSpxfuurKzk0KFD5OXlAeOybUpYW1szODhIT08PBw8eJCQkhE2bNuHi4mJyz992KLWOlU7KwMAAWq2Wrq4u2tvb6ejoQKfToVarUavVWFhY4OfnR3h4ODY2Nuj1epnNFnt0YgbiYZbrRDZEucfEdSnX9J3WtWgaVAZoRqORtrY2ysrKyMnJobS0lKGhIWJiYsjIyJAZn+lu5hOOmFjzN2/e5MiRIxQWFgJw9epVCgsLcXV1JTc3l9raWhmAnDp1iqKiIjZs2EBQUBDDw8N0d3czPDyMk5MT7u7utzi1E+2iuA9xht1v74X42aamJk6cOEF1dTVhYWFotVry8vL46KOPsLS0pK+vj6qqKiwsLLC2tiYrK4uSkhIWLlzIP//zP6PVavnlL39JQUEBFy9e5KWXXsLGxkaeZ98Ux3WyM0BUDYUd6e3tpampiYGBAezt7fH19cXW1hYYr1YWFxeTmZlJbW0taWlpbNy4EXNzc/mZgYEB+vv76e7upqamhvz8fK5du8bZs2dpb28Hxu1af38/5ubm2NnZERISQkREBEFBQTKje6/OqzjbhdPa2NjIJ598wmeffYZKpWLFihU8/fTTPP3004yNjbFnzx56enoYGhqS6zgoKIgtW7bg6enJuXPnaGxsxM/PjxdeeIEXXniB4OBgYLxalpeXx82bN4Fx+/3mm2+ye/duue/d3NyYNWsWy5cvJyUlRdru+3Vgxfq/k/3Q6/U0NTVRXV1NXV0dOp0OJycnoqOjiYuLu2X6p3L/5eTk8OGHH1JRUUFUVJQ882pra8nNzaWqqoqqqirq6+sxGAxs2LABPz8/1Gr13UwJnbrjqoxglX8HpgdhdXU1hw8flrqnACUlJfT29kp+w1c5rl9lWCYrU98u23A3EA/MyclJZq/q6upobW0lMDAQ+FIlQdxnXl4eZ86coaOj45bvUzrck/2diHYA7O3t8fPzo6+vj8bGRrkIrK2teeWVV9i6dSsnT57kH//xH2XWVTy/6aYKiIzV3Wx+5eYRJXKA+vp6SktLpf6suE4vLy+8vLzo6uqSUeVkzWoqlYr+/n60Wq1JUDAVTCYDpdfr6enpwcLCQpablKN1Gxsb2blzJ59++in5+fkAxMXFERUVRX19PXl5ebz33ntyOMTo6CgajYbIyEhcXFxob2+nsbGRjo4OrK2t8fT0xMnJiZs3b/Lxxx/j6+tLdHQ0rq6u9xxwWFlZ0dPTQ25ursm6E/QVAeW60Ol0NDQ0MDAwII3f19X0Nt2YaCfq6uqora2lra2Nuro6iouLKSkpoby8nJ6eHknZsLS0ZMuWLfzyl7/E1tZWPj+NRmMSnCud14eZxZ3YkXsvzUpijYmDCsadg+zsbN566y2OHz8ubZKHhwejo6MmjqvyO6YbXV1daLVa3N3dpTNy6tQpWZ0KCAggMjKSpqYmrl27Rn5+PpWVlWzcuBG9Xs/Fixfp6+tj9uzZLF68mMjISAYGBmhoaECtVhMcHGzCpZyY9Ljfd2ltbc3w8DA5OTmUlJRgZ2fHpk2b6O/v589//jNHjx6Va7G1tRULCwucnZ2lAxYbG0tqaiptbW34+vpSUFBwX9fzdUBp/xsaGvjiiy+4ePGiPDPXrl3Lo48+itFo5Pjx47z33nscOXIEg8FAVVUVNjY2LFiwQGZhKyoqqK2tpby8nGvXrlFSUmJy3rq4uNDT08Phw4fJzc3FaDQSFhbG2rVrefLJJ5k7dy6A5IROFYIGCNDR0cGePXs4ePAgIyMjPP3007zyyivMmTMHgLNnz3Ly5El5drm5uTF//nyee+45li1bRmVlJVVVVcTGxvLss8/y9NNP4+XlBYw7/Dt37uSjjz6it7dX/v6amhpqa2tl9rmgoIDTp09z5coVfvnLX7JixYppCZy/ak+3trZy+fJlTp8+TXZ2tvTdnJycWLp0Kc888wyrVq2aVFe+sbGRY8eOUVFRgZ+fH//wD//A448/zvDwMOXl5Rw4cIB33nmHmpoa8vLyJGXoBz/4Ac7OzpiZmTE8PDx9jqvw8m+34ZW6dNnZ2ezZs8fEcdXr9dIJEQ0w5ubm8rBVGpe7zW4IgraIHCZe21QiE/GzdnZ2xMXFcfToUa5evUpubi4pKSnyHsUB0tnZSW5ursx4ubm5SQMsFrOyg078rPK/YbyZKzw8HI1GQ11dHTAenTo6OrJy5Uqee+45YmJiKCgokNcoeF/iHqcDIrNsa2trcki3t7fT2dlpMjjB3NwcBwcHvL29pZMtFnFRURHvvPMOe/fupaOjA0dHRwYGBmTmSJQYvL29aW9vp6enh7KyMoqKinB1deXMmTO0t7cTEhKCj4+PvM+7hVID1szMjMHBQa5evcqFCxcoLS2lp6cHa2trgoODSUlJISUlBQ8PD/R6PUeOHOGDDz6gpKSEyMhIVq1axeLFi/Hx8aG7u5tr165x6tQpWlpa8PLyIiIigvDwcMLCwrCzs6Onp4euri70ej0qlUpG13/+8585fPgwly9f5rHHHjNxXJVOxd1CZDqio6Pp6emRtBFXV1e8vLxobW3l+vXrBAQEsHHjRkkTUJLiv0k0nXvBxAlypaWlHDlyhIsXL9LQ0IBWq6Wjo4Ouri65X0SFoq6ujrGxMSorK2W2R5l9+LqejXJ4hHCuJuOrwrijUFhYSH19PWNjYzg7O+Pm5oarqyuOjo44ODjIIKWvr4/e3l7s7Ozo6+ujtraWgoICRkdHiY+PZ3h4mJKSEo4fP86WLVsIDQ2V+2g6n8XEYEqr1eLh4cGmTZvw8/Pj6tWrfPDBBwwNDeHp6cm2bdvQaDTs3r2b06dPc+rUKZqbm6VcocFg4Pr169y8eRMPDw/q6uqor6/H2dmZtLQ0Fi1ahK+vL+bm5pKH7u3tLbNF95u56u7uprGxkbGxMWxtbdHpdLLvQafTUVVVJSsrQ0ND0mmFcUrZv/7rv9LY2Mjly5cBcHV1lY7TN2F/Ks9knU5HV1eXLKP7+Phgbm7O8PAwJ0+eZPfu3Zw7d462tjYGBgaws7Ojra2NlpYW6uvr2b17N7m5ufK7MzMzqa+vJygoCJVKRWtrK42NjfT09MhKgZeXF8uWLSMiIoL8/Hxyc3Opqamhq6tL+g0VFRV8+OGHaDQafHx88PHxmXJQLpxjkci4cOECJ0+e5OTJkzQ2NhIbG8vjjz9OamoqMH7G7d69m5ycHACSk5PZvHkzS5YsYe7cuZibm2Ntbc2LL75Ib28v8+fPx8fHR/6+/v5+XF1dWbBggfw3FxcXWdEVVaHc3Fw++ugjrl69SlZWFjExMQQGBsrK7VTXrjIIaGtr48KFCxQUFMhES2hoKI6OjuTn53Ps2DFKSkqwtLTE0dERGxsbOjs7OXjwIMXFxXz22Wd4e3tjNBoxNzcnNjaWkJAQampquHDhAhYWFixcuJCFCxdK2xoVFUVpaSl+fn6y8lFUVMRbb72Fv78/Tz75pNQ0vlPi7J7qhFqtlps3b1JdXY2NjQ3BwcGEhYVJY3D16lUOHTpEUVERTk5OWFlZ0djYiMFgkFG8KC/ciQBsMBjQ6XSyhKeMlEXZxcbGRr6I4eFhBgcHGRkZQaPRYG1tPaUXK65DpVKRnp7OpUuXOHbsGHv37iU9PZ3o6GjJKe3o6ODAgQOcOXMGGHfaPD09JXVAQHT9T4TY8La2tmzfvp3g4GD27t1rwnH19vZm27ZtxMTEMDg4SGlpqVQbsLGxkU7IZNSNqUAsECsrK+mE9vX10dbWRn19PeXl5dTX16PT6UxoDo6Ojvj5+WFnZ4e9vT2BgYH09/fz0UcfsWvXLlpbW6UjMDY2JqWvxHfY2NjIf29ubub8+fPU1NTw8ccfA5CWlkZsbCwajWZKqgLKcnFzczNnz57lww8/5IsvvpDPD8aDo1WrVuHk5ISzszMnT57knXfeoaSkhOTkZH7605+yefNmk9+bkZFBeno6DQ0NBAQEkJCQcFeOdUdHh1SVOH36NIGBgbKDeKIO693A3t6emJgYRkZG8PPzo62tDSsrKwICAvD09OTUqVNcvnyZoKAgfv7zn+Pv7w98qUmo5EJ+WyGMt16vp6ioiLfffptdu3bJjLqY1hYVFUVCQgJJSUm4ubnR3NzM/v37uXTpEmVlZRw8eJC5c+fS2dmJSqXC0dHRpFNd2BsrKytsbGzkHnkQXfgTHcXh4WGGhoYYHh5meHgYo9GIVqultLSUCxcuyIYOCwsLXFxccHFxwdXVFTc3Nzw8PAgKCsLOzo6Kigrq6+uxtbXF3Nyc/Px8ent7iYqK4uc//zljY2P80z/9Ezdu3ODo0aNs375dNhZNB6VE2G/R+5CZmcnJkydpb29n1qxZZGRksHDhQpYvX45er2fnzp1YWFgwZ84cZs2aRXh4OJaWlnz22WfU19ej0Whk0NzU1MSf/vQnk99naWlJcXExeXl5hISEAMhm0eTkZJYsWYK7uztwf5QIg8Egz6fW1lb27duHjY0N1tbWmJub4+zsjKurq2wwFU1Gra2tnD59mtOnTwPj58esWbOIjY016cKfrqTEvUKZuayrqyMzM5Pm5mbi4uLYtGkTFhYWFBcX86c//YlDhw5hYWHB/PnzUalUXL9+nc8//5y8vDza29vp6uqS+3BoaIjc3Fz5B8bPXysrKxwdHaVPkZKSwtatW3F0dOTPf/6zpG45OTnx6KOPEh8fT15eHqdPn+bo0aMsWbIEDw+P+1qvwpH68MMPGR0dJSgoiPXr15OYmCg/MzAwgI2NDVFRUbi6uvLCCy+wZcsWSWkTfQhCHks8S7HOXFxc2LRpEwsWLMBgMODn5zcpX7e3t5f+/n7ZJ9LY2GhS/Z0q1UzYqp6eHo4cOcIbb7zB9evX5Zj2yMhIvL29KS8vp6GhgaCgIJYvX87s2bOxs7OjsLCQgwcPUlJSYkKBVKlUhIWFERUVJYMQIYUpqtdDQ0MMDg7KYMTOzg5LS0t2795NdnY2O3fuxM7OjqVLl+Lk5HTHc3FKb9fMzIzu7m6ysrJ4//33OX36NHZ2dixevJhnn32WlStXAnD69GlOnjyJvb0927Ztw8zMjHfffVeK7Sof4O3Q19fH+fPnZUeaXq/H0tISOzs7rK2tcXJyIiUlhbVr1+Lo6EhfXx/Z2dlcv36dwcFBFixYwNKlS1Gr1Xft9KjVahnFzJ8/nw0bNnD+/HlOnjzJ66+/Lp1IMzMzDh06xO9//3vy8vJQqVTExMRgYWFBSUmJdFzF9000PsoMm62tLRs2bMDLy8ukbCA68BISEoDxaLe+vl5+h4ODgzxA76fkKzI8ygXS0NDAe++9xxdffCF15vr7++VnRRZIOD/i+QpHrKqqitHRUaKiotDpdNTU1MhrVD6L9vZ2WRYUTWy5ubn09PSwatUqnnzySZmxvFso3/X169f56KOPOHr0KKWlpTg5OZGeno6/vz+NjY1kZmZy/vx5EhISaGtrY8eOHWRnZxMcHMyLL754i9MK4+8lNTUVvV4/pcAoLCyMhIQEsrKy2LVrF35+fqxbtw4HB4d74rBZWVlJ53fevHno9XqsrKxQq9U0Nzdz7tw5+Vll4KTkZ38X0NLSwokTJ/jggw84c+YMFhYWrFq1iqioKGC8uTIxMREPDw+pzJGbm0tpaSlXr16lpKSEv/7rv8bd3R2DwWDS2GVtbS2fqb29PVFRUaxbt05WX4aGhr6y8/Z+UFdXR1lZGZWVlTQ3N9Pc3Exrayutra3U1tbKiXTOzs6yWlNQUGAyHtrR0RFLS0t5AAqHXARw8fHxLF68GDMzM/bu3cuBAwfYs2cPERER8tAVNmw6OHW9vb0cPXqU//iP/5BygevXr5f0hJCQELZu3UpnZydubm7SEYiMjCQgIEB+X0ZGBj/60Y9wcXHhjTfe4O233wYgKSmJgIAA6uvrqaqq4ubNm1hbW0v1DysrKxISEqisrGTr1q0EBQVhNBrlfp4qzM3NTQL+xsZG4uPjWbduHQ0NDdy4cYPOzk5cXFyIjIzkiSeeAODtt9+WVKTk5GRWr17NvHnziIiIMGleVj67rwNKe93Z2UlmZiaZmZmsXLmSefPm4ebmxt69ezl79ixqtZrvfe97vPDCC2i1Wt5880327dtHZWUlPj4+rFixgu3bt5OUlERHRwdnz54lNzdX0pdEY6sQ8ler1SZrwGAwSGpUREQE3/ve91ixYgWffvop2dnZ1NbWUl1dLXsK7hZK57ygoIBdu3Zx9uxZee+rVq3i+eefx9vbW56B4eHhPPXUUyxevFhWaJV9GJPtlYnntIODg+z3uV3QZGVlJTPLVlZWJqX5qQRaSgWMgYEBjh49yttvv012drZUPhoYGJC8ah8fH5KTk9m2bRtpaWkyYBeUnOzsbLq7u2VicWhoiObmZk6ePIm1tTX29va30PBEFjk5OZmgoCC8vb1loqCzs5OsrCzZ3LVkyZI79rVM+fQaGRmRkb9er6e3t5dTp05J58fc3JxLly6h0+mYM2cO0dHRVFZWotPpUKlUsizX3t7O0NAQVlZW6PV6Kewv+HuXL19mz549nD9/XhoclUol5Z+GhobIycmR/KD8/HwuXbpEfn4+FhYW9Pf3ExISQnh4+JQMroiKrKysWLZsGU8++STvv/8+f/7zn8nLy2P+/PmMjY3JJh1Aptfb2tpk5zyYOgwajUYuOiH3Ij6Tm5uLvb29zLaqVCr8/f0JCQmRBqurq8ukMUtEMXDvGR+lfIVWq6WiooKGhgYuXrzIxx9/LJvM7gQxDcRgMMiyCYzTJtRqNVqtVm7Y8PBwYmJi6Ojo4Nq1aybPqqKigoqKCuzt7dmwYQMvvfQSixcvlk7B3TpaoplBp9Nx5MgR3n33XXp6ekhJSWHjxo0sWLAAX19fOa1s//79vP7664SEhFBYWIizszOvvvoqmzZtwtLSkpGREQYGBky0LjUajVzHer3eZAygOHDE/4pmu8DAQB5//HG6urrIycnh7bffxt7enrVr12JmZmaiIXw3UKlU0hAoy/+AzAS4uLhw9epVk6BLGANlQ5OyUfJh8zjvBqKkJLp9hbPQ3NzMvn37pBPg6enJ9u3befzxx/H19UWlUuHt7X1LYBASEsKyZcvo7+/n2rVrsnQuNDfFvlUKnxsMBhwcHLC2tiY5ORkzMzOTQ0QZ0N0PROPU9evXOX36NDk5OTQ1NaHX6zEYDPT398smwJiYGBITE6VmaHd3Ny0tLbS1tUn6iAg8PT09iY2Nlc7j2NgY/v7+rF69Gm9vb27cuCFpSllZWXh7e6PT6UhLS5Ma1vcCEUiKTOvhw4f5v//3/5Kbm4udnR0/+MEPePLJJ7G3t5c/s3TpUmD8+YtKgcjULF++HFdXV370ox+xaNEiANmoo9FopLb1Z599Ju1RUFAQzs7OsrlVJDeio6MJCgqaVFbpbuHo6EhCQgIrV66kubmZnp4ePD09WbhwIYcPH5aUMcHnTUlJITU1lWXLllFdXc3IyAjp6en81V/91S3O1sRpQ4K6cSdMdyVF+VzCw8MJDQ3ls88+4/Tp0yQlJWFhYcH+/fsxGAysWbOGn/zkJ4SHhwPjeyIkJITOzk7CwsJYvHgxs2fPBsDPzw8PDw+WLl2KSqXC3t4eFxeXW2yZQFVVlUlQNmfOHDZv3gxAYmIinp6e6HQ6hoaGTHj+d4OhoSGsra0ZGRmRzeQDAwPExsaSnJzM008/LaUEhc/i7OyMs7OzDLgA6ZcIuwxfymeKZlAllDZjZGREUinVajUajYa+vj4+/fRTrly5gpubG0uWLCEiIkLa6qkkPEQ5X6VSUV9fz+eff86VK1eIjY3lmWeeYd68efT19dHS0iL9rMjISNkwLRAYGMiWLVtYvHix9P+E1qtIaNbV1cnx9fv27cPV1ZVVq1bh5uYmpTxra2vRaDTY29vT2toqm2NLS0ulvZtWx9XBwYEFCxbg4uJCeno6OTk5nD9/nr1791JSUoKjoyNlZWW4u7vj4+NDYWEhly9fZnR0FE9PT5kpuHz5MjqdDnNzc/r6+mQkZWtrS319PefPn6epqYmAgAC5MIXD3NPTQ2FhIbm5uRQXF0s+kdAMBeS/eXl5mRjFr4JycQUFBfG9730Pc3NzduzYweXLl7l27Zp0NABmzZpFSEiIjD4cHBzo7++Xc4qF/qi3tzehoaFYWlrKxiUYzyz/+te/xtzcnLa2NmB8Azg4OEhZJYD8/Hzp2IqIVOBeDZVwuGA8O/nGG2+QmZkpeUyTQUhjwXgzx8aNG0lOTqahoYG9e/dKZ16r1VJUVCSfk7u7O88++ywvvPAChw4dIj8/X+rQwrgD6Ofnx4YNG3jyySdJTEyUGZCpdIiK+ykvL+f8+fMye/uzn/2MtLQ0SVEJCgoiLy+P/fv3o9PpKCwsxMvLi23btvH888/j7u4uHVB7e/vbZrXvJM8j5D1EIPLUU08xNjbGr3/9a86ePUtwcDDJycl4e3vfN90DvoyqHRwcWL16NVlZWezbt48333yTzs5OnnrqKZYtWyaJ/+J3fhOdVSWUfGURwY+NjZGXl8c777xDfn6+lKhZt24d7u7udyz/enl5sX79esLDw6mqqkKn0zE4OMjAwADDw8OS6y1oP2VlZZw5c4a+vj5KS0tpa2vDy8vrloafe32Gyu/RarVcvnyZP/3pT3zxxRcAUsfZ09MTd3d33N3diYyMZM6cOYSFhZlQhsTh2d/fT0dHBzU1NfT29prYn6amJnp7e6XTJbK14rBxdXXl8OHDFBUV8YMf/IDNmzdL5/V+Mq8iYLt27RpeXl5873vf48knn5Q8XAFbW1vWrFmDXq+XB64oDcfFxcnspUBKSgrz5s2TQWJpaam0K4sWLeLXv/61bK48f/48//Vf/0VJSQnnz59n4cKFuLi43FNWc3R0FFtbW5KTkyV/8bXXXkOr1WJvb3+LI9rS0sLp06cJCQlh/fr1dHV18cEHH5Cfn09zczPOzs6SUiV0nwWUFJKHuVfNzMwwGAxYWVnh6enJE088wcWLF7l27RpvvPEGer2elpYWEhMTWbt2rUmFLDU1ldTUVPkOJzpaPj4+eHt7f+U9dXZ2cvHiRdl9D5icfzdv3qS7uxtnZ2dcXFymnDkXtr29vZ2rV69SWlpKSkoKf/M3f0NGRoa0/6Ojo19p7yfqdCvphxMxUZZRVPDE9Z87d44///nPNDY2Su6soKVNNdEhqkhjY2Ncv36dS5cuYW1tzZYtW9i2bRsBAQGMjY2h1+tlMut2+9zR0dEkCy6eiahe7Nq1S2rYlpaW8r//9/8mKyuL5cuXMzw8TGZmJmfPnpV9GZ6entK38fHxITQ01CQxNxmm7LhaWFhIAnRISAhdXV2cPn2aoaEhWfoATBpEGhoaSEhIwMHBgddee43q6mo5Kk2kk0V2SsicwHgJ5Yc//CGzZs0ycZh6e3u5du0au3fvlqT2uXPnsmLFCqqqqti1axd1dXX09vZO2SFQ8ossLS1JSEjgxz/+MXFxcWRnZ6PVarGzs6OkpISysjKcnJwIDQ2lvr6elpYWWVazs7Nj9erV6HQ6zp07h52dHYmJiRgMBlpbW01K583Nzbdch16vx8nJCRcXFzo7Ozlx4gQVFRU4OTkxd+5cmYkQ72QqUEphDA0Ncf78eXbu3MmRI0dMOhyVGSUhkaXMQFlbW8v5yvX19fT09KDRaGR2SNyjg4MDGzdu5OWXX8bLywsLCwuZcXZycsLLy4uEhAQeeeQRUlNTTTLNU6VBqNVqDAYDNTU11NfX4+TkxLp161i+fLnJ5wSP+R//8R+pr6/H09OTsLAw5s+fb9L5KZ6t0vAII3Y3vDilsXZ2dmbbtm1UV1fz2muvcfnyZfLy8mQJe6pQyiWB6WShyMhIfvzjH2Ntbc3Ro0f5/PPPqa+v58aNG6xdu5bIyMhJ141yco1StWJi8DAxQyuM3XQ38gjdT2FElWuyvr6emzdv4uTkxF//9V/zwgsvmDR3qlQq2bwprsvMbHyaj729PfPmzSM+Pl5ms4aGhuTkH/EMiouL+fjjj7G1tZVBTG1trZT9MTc3Jzw8XB7A98IHVT5bo9FIU1MTRUVFAGzbto3Vq1ejVquxtbXFy8tLNkXeLiC3tbXF2dmZgIAAkpKSbimDi+yR8vf6+/vz6quvAuPr6NNPP6WwsJDXXnsNo9HIhg0b8Pf3n9J+FEH7yMgI58+f56233iInJwcXFxeWL19OaGgodXV1VFZWygZbcb54e3tz9epVLl68yJIlS3jkkUdISEggMjKS1tZWLly4gMFgIDU1VVKUBOLi4li2bBm1tbWsWrVKNtQ4OzvT29tLcHAwJSUl7N27l7a2NqkTm5GRIbmod/MOlYFUUFAQjz76KDt37qShoYG+vj4WLFjA4OAg3d3dDA4OYm5uTmRkJP7+/qSkpFBZWcnu3bs5fvw4//7v/056ejpdXV3U1NQQERHB7Nmz0el0aDQaEhMTp5SAmU4pM6HLqdfrsbCwYMuWLahUKjIzM4Ev7drq1asZHR2VHHPhZCkdLNGYK+TclNcnytQiayqclwsXLvDRRx/JCqC9vT3V1dXs27ePvr4+/uu//ovu7m6Cg4MJCAjAzs5uSvtQ2OiamhoqKysBSE9PZ/Xq1XLfTOxyF9cq9pCwfROf990+f2HnhFLFhQsXeO+992QiSKPRUFFRQWBgIN7e3l/ZvKSE8llcv36dQ4cO0djYSEJCAvPnz5cUHEGPUkJUoYQ6z0RpPeW5FRYWxksvvYS/vz8FBQUYjUYaGxvJzs7m0KFDNDQ0sHbtWh555BFcXFwoKCigs7OTjo4OmSiLjo4mKSlJVuInUy2Ae3BcRapcNCw0NDTQ3d0tpX8AmX0sLi5Gr9fLTtfy8nJJxHZzc5PjzmxtbXFxccHCwoLe3l40Gg1+fn785Cc/4emnnwZu5fnExsbi6upKcHAwZmZmPP3006xcuZKsrCzOnTtHd3c3AwMD98z/FC/GzMyMmJgYYmJi2Lx5M0ajEWdnZz755BP+5V/+hZqaGgICAtBoNDg5OVFVVQWMl9AfeeQRurq6uHDhAj09Pej1erq7u+nq6jJp7FAezMJBbG1tlaX7vLw8vvjiC/r7+wkMDCQtLY3o6Gh5rVM9KEUEDONZgJ07d/LJJ58wODgoDxrR9CKuUWhbKuWtOjo6uHTpEllZWRw7dszkdwg+jcFgwNnZme3bt+Pl5UVZWRnHjx+XnxsbGyM1NZVXXnmFpKQkeX33o7M4NDQk9VOdnJyIi4sDxteQVqs14c394he/wMzMzCS7IRym20W099JpLcj87u7urFy5ks8++4y2tjbKy8uZM2fOPZVjlQYTvjTAojz7yCOPEBAQQFBQEHv27CErK4uCggLKy8t55ZVXmDVrljx8xbO+3eSaqUDJz7ufw1M4xWNjY2i1Wtl4OTIyQktLC7m5uRgMBhYtWsTq1atRqVQMDAyYlPFvVwYWB4XyvU9EY2MjxcXFnDt3Dp1Oh6WlJaWlpbzzzjuo1Wo6OztRq9VkZGSwfv16bG1t78neKJssdDqdzIhGR0fzt3/7t7IcOTHbqZxcI6DkJIp9KzieykEF4r2I75w7d66UEoJx5+/Xv/41165dY8eOHQQEBODq6nrH53U7CAd4//79wLjt7u/vZ+/evWi1WikLaG5ujpeXF0lJSbi6uvLRRx9x5swZtFotjzzyCACXLl0iMzOTrKwsNBoNWq2W1atX4+DgILuxh4aGmDNnDnZ2dnh5eTE4OIi1tbVMiIgMr6AnATzzzDPExsYSFhY2pXcovtvMzAw/Pz+8vb0pKCggNzeXZ555hvnz51NVVUVLSwvBwcHMnTsXHx8furq6qK2tlWXtDz/8kEuXLtHY2IhOp8PLy4vExET6+/sJCAjg6aefllxD5b6YGExOtAnTgdHRUYqLizl48CA2NjasWLECe3t7CgoK6OrqYsWKFaxevVqe/8L2i+y/2Gu3G6888bpFXwqMO06XL1/m5MmTcspkW1sbp0+fpqKigs7OTsrKytBoNCxevFg2Lk3lHQoZPDGK1cnJiYiICBnECIk8Jab7GSt5tl1dXVy7do2qqiqsrKywtramqqqKnTt3YjAY2Lp1q3TO74YuINZIbW0tJ0+elAGHk5MTKpVK9g9NVkG6U0JFfF4kOywsLAgNDeXFF19Eq9XS19fH9evXsbS05MCBAxQVFfH444+zevVqYmNjuXTpEnl5eVy7do2hoSHi4+NJS0vDzc1Nfv/tcE8DCASEI2Nubk5ycjIvvPAC4eHhXL58mXfeeYeioiL8/PxwdXWlsLCQ3t5e5s6dy9q1a0lOTpbd4qJbV4iG63Q6bG1tiYmJkb9r4iJxc3Nj/fr1pKWlYTAYJK9GcEnEYXe7kvdU7xUwieyTkpJITEzk1KlTnDx5Ej8/P4xGozxYhoaGqK+vp7+/H4PBQE9PD+fOnaOvr09maqysrCRvz8nJCV9fX/r7+6mrq6Ovr48DBw7I/y/4Zy4uLsyZM0dmXKfSbT8Z2trayMvLk2MXbWxsTLin8OUmHRsbM+EPiWzyZDqrSofF3NxcZqTeeustTp06JT9naWlJcnIy8fHxJj97P920arVaHrAGg0EahInZ99uJL090BqYDyuhcSVwXXf7TCfGuVCoV4eHh/OhHPyImJkY2qr355pvU1NTw4osvkpycLLs9hTqE4HLeC0TgpVQPuZf1qQxUq6qqOHnyJFlZWVRUVDA8PIyDgwNlZWXAeAZGqeygzBRP9h6VTYYTy2HK7MTNmzfZv3+/zPQMDw9z5swZzpw5Y6KFazAY8PHxYf78+ff03ITx7+/vJycnh4sXLzI4OCibNwQmXqsIsMR9KrnKyucw2XO5UzYdYMuWLQwPD/PDH/6QyspKampq0Gq1U3JcLSwsZBPkpUuX5N+3trbS2dmJTqeTToGocAm+oaBMwPigDfEe9uzZQ15eHv39/ajVakpKSsjNzeVHP/oRISEhNDU1sWfPHuzt7VmzZg06nY49e/ZgbW3NrFmzTMaOCxus0+morq6mrKwMb29vyV+/GwgHDcbPpLS0NIqLizl69Cjx8fE89dRThIeH09XVJQXWR0dHee+993jvvfcwGAx4eHhgY2Mj1zOMJxREMkDoYVdWVhIVFSUDEeXvFzxJjUZDcHCwDISnQrO6HXp6erh06RJ/+ctfCAkJ4fHHH+exxx6jqKiI/v5+Hn/8cROKgFinYmjL2NiYPJMnOkKTDRcCJM2uoKCAoqIijEajDAy6urpoamqSNmLhwoVs2LBB8rXh/ppPlYmJiXvqQUF5vXZ2diQnJ9Pf34+vr69MYpWXl8uKq0g63A3Mzc3p6OjgypUrnDt3TlZ47e3tGR4eRq/XywzuRKWUO60dpZNrbm4uK1uiWVFMjhRN5RqNhrKyMj799FPy8vIoLCyko6ODsbExli9fzssvv8yjjz4qv/922Va4xwEE4oLFS7WwsMDLy0uOMvP19ZXz5kU21tramvj4eL7//e+zZcuWu37oQg9TLHzl5BhBkBZoa2uTKWlRNrgd2Xsq9zoyMiIdYCsrK9k0sG3bNqmF1t3dbcLV0mq1HDp0CPhycyqpFICJw6dSqaS2p3BSi4uLKS4ulp8JCQlh48aNJg79vUJkWoTIPyCDh8lUEJRZGuVGFs0HE7VphVMG4xHk3r17cXZ25tixYyZNZtHR0SQkJGBhYSEb9GxsbO6ZRycqApGRkcTExJCfn8+FCxdITExEo9HIDaZURFBuVuX0pemEchCCmM8O45tzujv8xWEm+Ee+vr488cQT+Pr6Ehoays6dOzlx4gQGg4Ha2lp6enqorKzEzMwMZ2dnIiIiSExMxNvbG4PBgFarNRntp+wyt7KywtbWFnt7e+n0ThalT/UAFYfSwMAAX3zxBX/84x/lZBpRZhTPUPDexdQ2gdv9vokZc+XBr3Rche6glZWVdMQFP7i1tZUrV64A49zN2tpa4uPjp+S4ipGhgiJ16tQpdu7cKekP0dHRUnVDyC4JB32qWfHJ1A+UaiJNTU1cuXKFpqYmfHx88PLy4saNG7JiJgY0TBVjY2O4ubmxevVqGhsbcXJywsbGRio4iClzYq2Gh4djNBo5evSobEJrbm7mtddeo6SkhNbWVsnxra+vp7q6mr1797J06VJCQkLIz8/no48+wt3dnaCgIDo7O9m5cydmZmasXr0ad3d3mpubGRsbw93dHScnJ4qLi6mpqaGqqoqkpKQpOa4ajUauMzc3N7Zt20Z9fT2HDh3i3Xffxd/fny1btuDk5ERPTw9FRUWcOHGCP//5z9TV1bFkyRLWrVuHjY2NlCjz8/NDq9VSX1+PXq+ntraWvXv3cvr0aaKiorCxsZHceSU1ZmxsDA8PD1auXMmaNWvw9PS8a0rTV71DMcCks7OTq1evsmnTJr7//e8zPDyMv78/o6OjdHd309PTIycs+fn5TcpVVO6xiXZeWR5uamriwIEDnD9/Ho1Gw9KlS5k9ezYVFRX09fXh6emJvb09sbGxPPLIIya65lM5P5QZXzMzM0kvAqZ8Hgja0cSS+u0gbI44e2Cc6jN//nzs7OyIjo6Wgzk+++wz8vPzKSwsJCgoaErTJI1GI11dXXIksZeXF8nJyURGRuLo6Djlpj5RVRP+wET7UlxczL59+6QmOoz7RKLa2tHRgdFoJCAggNTUVLZt28b69etlEP9VUl/3dWKKg2tsbIzOzk7q6uoIDQ3F2dmZoKAgLC0t0Wq19Pb28txzz7FlyxYSEhKm9IBuN8ZPWeYSOHv2LAcPHsRoNJKcnMyCBQuwsbGR5Zz7uU+h3ypUFUTGt6qqioqKClpbW2lvb5fO2tDQkJyEMtERVKvVuLq6ynGcML6wmpubb8l2CiQmJvLiiy+yZcsWk7LyvWSzlAZPqXwgmhsmQmSF7/TeJmZdlf+t0+n44x//iKWlpZzbDOO85HXr1kmdRY1GM+WO0IkQCz46OpqMjAxqamr45JNPcHNz47nnnpOOqzAU09FcczdQOvvK56zkkk4nRKOAgFqtZvHixbKT+q233qKgoIC6ujp6enpkGRXGS0izZ88mICCAwcFBurq6TJx95fUK/dDg4GCioqKIj48nPj7eRL/3Xp6teD6lpaUcPnyYwsJC/Pz8mDdvHlZWVvT29nLhwgX6+vpM+HT3kqlXHv5Ke5OamkpMTIyUiRHOeV1dHTt27KC4uJj+/n7ZNDXVMrqy1Nfe3s6HH37I3r17CQoKkjO8Bf9MyMRMZ1A1NDQknYSKigr+z//5P+Tl5eHs7IyDg4McIZyYmEhsbCyOjo5Tdgr8/PzYtGkTixYtYmhoCCcnJ8njE0kPMRxAaHhWV1dz4cIFKYfU19fH1atXAYiKiuKll15Co9FIrWiRJKisrOTq1avcuHEDjUbDH/7wB7RaLWfPnkWv11NVVYWnpydVVVXY2dkRGRnJ2NgYxcXFUqd3qs65WDvC8V68eLF0EAoLC/njH/+Iv78/SUlJZGVl8eabb3L48GEAlixZwt/8zd+wZMkSLCwspC0WFRMhMfTpp5/y5z//mY6ODrKzs7/ymlpbW1Gr1axcudKk7Hov9m1sbAwXFxcSEhKYPXs2165d4/3338fNzY2EhAS6u7tpb2/H39+f+vp6Pv74Y2pra0lNTWXz5s2TylLdcSLS/3v+/f39nD59mt27d9Pd3c3s2bPZtGkTq1evluoaNjY2mJuby+BP4F6THpNx6mHqQ4yUFa+vgghAJ35WmXwRU/7ElC6lrOjdQIyODQsLk9rMrq6uBAQE4O7ubpKMuts1orSZwvkW7yAvL4/333+fffv2mSgTieSAn58fCxYsICwsjPj4eJKTkwkPDzf5zq9qPJuy46p8gTY2NoSGhmJjYyMFrgFZchSIj49n8+bNzJs3D0B27wpex2RcRnHxd1owQphbSEmdPHmSoqIioqOjWb16Nb6+vlO9vUkx8eAVL9nKyoqIiAjCwsKknhkgO7aVh6iyXJ2WlsZTTz2FWq3m6NGjfPHFF7S3t5s4rYJzYmZmxuLFi3n55ZdZsWKFjGDvVdtPyd3U6/U0NzfLTSDI97fDZE6BKH1N5nCq1WocHR0xNzenpaXFZLNFRETw1FNPyWwE3N2C/SqI9WJhYUFiYiL+/v6cO3eO/fv3s3DhQkJDQ02CmIkO5ESjNV1QOnsajUbKAyn5oNMNZXCiUo3rk3p5efGDH/yAsLAw/vjHP3LixAkA5s2bR1xcHIWFhVy7do3Tp0/j5OTEyMgIjo6O2NnZ0dvbi06nw8bGRk5DU2oLe3h4EBcXR3Jysiz3CmqQcFbuNtASfHdRddBoNGRkZGBra0t+fj6xsbG4u7vzwQcfyEZGuD+ayWSHx0TucUdHB/v37+fUqVM4OTkxf/58nnjiCWbNmiVLuHezfsbGxkwc3S+++EJyz2bNmsXGjRtJTU2VDrnIdj8oKK+lu7ub7u5u/Pz8WLRoEVu2bCE6Olry3O8W4lnY2NhI7uHtoMxyiil2lpaWhISEmNjFlStX8tRTT3HhwgUT+cADBw6wa9cuWc3p7+/n8OHDUolG8JNLS0uxs7Pj8ccfJyMjg9HRUdLT03F1dSU1NXVKWSwllO8mIyODtrY2/vEf/5EzZ87wT//0T6xcuZLKykqZpReJj0ceeUTao8mSK66urpLbWVdXJ+2UoLqICpNo3jlz5gx5eXmcOHGCWbNmScd1cHDwnvjJoiF37ty5bNq0idbWVo4fP47BYCAlJYWuri4SExN5+eWXsbGxITMzk5KSEuzt7XFzc2NkZITS0lJGRkZISUlh8eLFkiI3ODhoUkkVw4S0Wi179+7l9ddfp6SkhMTERP76r/+a9PR02cA08VkJ7vtk0zO/CiI7qtFoZHWlv7+fgYEB+YzFuSQaCCeDUnJKWZWe7HoE91c5Jl109cP4WhB7oq6ujgsXLtDV1cW8efOIjIzE1dX1rn0AkcxJSEhgzZo1cgCG6GtZtWoVQUFBskonuPHimpSNaCK4V96jCKg7Ojo4fPgwH330EZmZmQwNDZGcnMyyZcvw8PCQKkJ+fn74+vri7e2Np6enfJfCAb6bRuUpW0Llg7Kzs2POnDl4eXmRl5dHXl4ezzzzDAaDgaamJoxGoxSUjoiIkD+n5CDeD5T8uY6ODgoLCxkdHWXZsmVSJFz8vunCxJS6aNrw8fFhYGBAynpZWVmZ8HtEo5KdnR1BQUHMnz+fiIgILC0tyc3Npb29XU4L6e7upr6+ntbWVry8vNi4cSNbt24FvnQu7/UQE+VBvV7PhQsXyMzMlFnfr3JcJ8NkU8EExGErCObCcY2OjmbLli1y8IL4nul4T8rvCAkJITU1lZycHM6ePcubb77J448/TkhIiOS5ieznxNKxuP4HARG4AffcgDYViGdiNBoxGAzY2tqyfv16+vr65DSW4OBgli5diru7O3V1dbS1taHX6/H09MTPz086LaLEGhAQgLm5Oa6urrS0tEi92zNnzsiOb4BHH32U0NBQ5syZM+X7VHYYw/ghWlRURFZWFs7OzoSEhGBvb09zczNFRUXExcWZ8MyVXOWpdPcq/7+Qx3JwcGB4eJgdO3bwt3/7t4yNjREcHMz69etZt27dLZ3tXwWxD3t7ezl9+jQff/wxWq2W2NhYMjIymDVr1j2XPu8WyjUfFBTEiy++yJtvvkl5eTlpaWk899xzLF68GF9fX2lnp3IdIjuvdHYnPl+Roerv75fcuObmZhoaGhgbG8PHx0cGR9HR0aSnpzM2NkZmZqaUXQwJCaGoqAitVouXlxfe3t4MDg5SU1NjUo7s6uri6tWrpKam8uqrr5qcEfcLMapzZGQEGxsbtm7dSnNzM//5n//JsWPHqK6uxtnZWXJ6V69eTWpqqrS3otteJCzE8zEzMyMyMtJE/ut2aGtr41e/+pUUlq+urjbpHbgXiPcttDjb2tr46KOPOHnyJBcvXkSn07Fs2TISEhJobGykpqaG1tZWcnJyKC0tpaqqSjZPbd26FS8vL+Lj46UDOjGz2dfXx7Fjx3jttdfIy8sjKiqKX/ziF2zfvl02EokspZKnfj/VCNEY6O3tjaurKwUFBdy8eZPm5uZbEh0CE7nlysCyu7ub0tJSOjo65DQp8XvEtQqbPDw8LKU8xXAl+HI95Ofn8/rrr/Pxxx9jZWXFihUrmD17NiqV6halg9tBfMbd3Z0NGzYwMjLCp59+yvHjx6WEqRi7K87EyX5eCTEFVby/+vp69u/fzzvvvENxcTFubm6kp6fz5JNPsn79+jvaDWEfpvIO79lxHRkZkVNIEhISyMvL46OPPpIP/+zZswAsXLiQJUuWYGdnJ7vWpytzMDETKjrbXF1dTSZSTLfRnzj9qbu7Gw8PDxntCSHk0dFR/P39SUhIoK6ujsLCQqytramuruZ3v/sdCQkJNDU10dbWhouLC3/1V3/FU089RXZ2Nv/wD/9Aa2srCxYsYMGCBbfc971ClMrz8/NlaVI5olZkwYWzoOQXK7OqEzNbYjCEshlONKUBko+YkpLCk08+ybp160yyMPfTYKaE4K2am5sTEhLCypUrycnJ4ejRo7z++uucOHGCxMREZs+eTWhoKF5eXri5uZkI1Qv+2HRdE4xH0KJhMDc3l97eXjw9PeVI5IcBcRAKLFy4kCeeeIJ3332X3bt3U1hYiFqtlhkuDw8P4uPjpSZvX1+fbN7r7e0lLi6O9evXy2ly4jmfPXtWroP6+npycnLw9fWVQcrdYGRkBBcXFyIiIggMDKSmpoZjx47h6+tLZGQkTU1NVFVVMTg4SG1tLb/97W9Zv349SUlJeHh4yIrORMrEV8FoNJoMkRgaGpJSTcPDw3h6esrMtMh4KN/f3e5N4axdvHiRHTt2kJmZKYPU5cuXmzTXPAinVVyDyHLY2tqSkpJCZmYmtbW1BAYGkpqaKqWzxLXca7lZ+WcilJ3JMB7YDQwMyPcgxhk/+eSTpKWlcenSJY4cOQLA5s2bSUhI4OzZs5iZmfH4448THh7O6dOn+f3vf09dXR0LFizg1VdflXxWFxcXKYQ/nVCeNY6Ojjz//PM4Ojry0UcfUVFRQVNTE/39/QQFBbFs2TKpFtHX1yft6cTG0KmclR4eHlKRoaKigqtXr7JkyRIcHBzuefqZ8vcnJiZKitWePXukgs6ZM2d4+eWXGRsbH7E9OjrK+fPnZTZROJmFhYWSJhESEnILl7i8vJxDhw6xY8cO8vPziYiI4O///u/ZtGmTSRl5olwf3Jl+8FUQ51pQUBCRkZEy+C4sLCQ0NHTSnxFBijgrxX22tbXx2WefsWPHDoaGhvjJT34iHVetVisb0QW++OILdu3aRXh4OD/84Q9xdHRkZGSE7Oxszp07x7Fjxzh37hwWFha8+uqrbN26VVaXpjoCHcaHSDzzzDN4eHjwm9/8hoqKCtk7AHeX5GtsbOTKlSvU1tbi7OzM6Ogop06d4sSJEwwMDDB//nzWrFnDmjVr5Jq5EyY2hN0N7tmDFBkDPz8/li9fTk5ODkVFRfz+979HrVbT2tqKRqMhJiZGdvyLrI3IYohuNkErENzDybQzJ4OQqhCzoUV3qhhB9lXp+nu9b6XDptVqaWtrk1M0hIKCGDAQGBjIc889R21tLR988AGNjY3k5OSQmZkpD1UzMzM2bNjA1q1bcXd3Z/HixbJpJz4+Hh8fH9nIcadOu7tFd3c3BQUFXLp0STqtdnZ2csqV0kEVWScBpYEF5FhM8U4FBG9HZM2EesDTTz/Nli1bZAlL/Nt0Zh2VB8js2bN57rnncHJyIjs7m4KCAgoKCjhz5gz+/v5y1KCYkiJKvvClA3s/gZbQwRNl5MzMTA4cOMDg4KCcTS66O6fTUZ4MokIh9o2Pjw9PPPEEXV1dHD16lJqaGnm9lpaWkirQ2NgoKwninQ4MDEi9WDEVztXVVY5W7e3tRa1WExERIaXupgJhX6Kjo9m2bRu9vb3cuHEDW1tb/Pz8qK2tlZm47u5udu7cSVdXF1ZWVjIIUT5P0YSnVMgQfyfWy2QKCMpDxtramuXLl1NRUUFjYyOdnZ2Ul5fT0tKCg4ODSYf33dyfmGdfW1uLXq8nOjqaZcuWERYWBiAd7/vdG6KxbOLhLkqkygYtwdsVDrOyBHsvuNv9Y2dnJz+n1NEVgxTs7e1ZuHAhzs7OnDlzhurqahISEli/fj3z5s2TwZOYpmUwGHjrrbewtrYmKiqKOXPm4ODgQFJSkgw4RKAt7vV2Wpx3C0EzEg53YGAgr7zyCqGhobz55pscOnQIKysrMjIyWLBggbQzX/VsDQYDg4ODGI1GuR6UfHPRfGVubk58fDwLFy5kz549nDp1CgsLCzw8PJg9e7acgjRVWyP0rFUqFQkJCaxatUpKNapUKtzc3OQgDxi3/SEhISQlJWFvb09lZSVlZWU0Njaya9cuSktLCQkJwdHRET8/PwIDA+nt7WX37t18/vnntLa2MmvWLH7yk5/wxBNPYGVlJSt7D2K8sjgrrK2tWbRoEZmZmdy4cYMPPvgABwcHPDw8qKiowGAwEBERIZuJxXpVqp+8//77vP766/T09ODl5WWidiL4vmNjYzQ2NlJRUcE777zD7t27WbhwIfPmzcPZ2ZkrV65w5coVLl68SFVVFQEBAWzdupUXXniB6OhoGVRPxVkXds7CwoLAwEA2bdpEXl4eNTU1XL9+naysLGJiYqQTLmz68PAwPT09dHR00NTURHl5OYWFhRQUFNDa2irXe0tLi2weFWtRyJ0qfT0wlXG8V+nFez6Rxcs2MzNjyZIl6PV6jh49SnFxscyyqVQqOjs7qampwcXFhZaWFinG3NHRIcWfFyxYgKenp9yAUzEc4rN2dnaSOyMkqASmm0Oo/L7h4WFZ+o2KipKGUTiuXl5eLF26VMpDfPDBB5KwLAzn8uXL2bRpk+RXlZWV0dvbi7W1tezCVb7c+3XEBf9WaQTuZXKThYWFlB+pq6szcXiFwfTw8MDZ2Rl/f3+WLl3KqlWrJEFc6C5ON5TPysbGhk2bNpGcnCw36JUrV6isrOTy5cvymp2cnEhJSeH5559n8+bN01YVUDYzNTY2snfvXs6fP09gYCCrV6+Wpby71eSbrmsSAZPgj23dupW6ujo++eQTMjMzcXR0ZGhoiMuXL5s0bg0PDzM8PCyzrmVlZbzzzjvSERCOBoxPQVm0aBHLly+X33e371uUTJ2dnXnuuecICwvjww8/lNI4np6euLq6olaraWtro6GhgdzcXM6dO0dSUtIt2V2lU6nshAVMnIE7YXR0lJqaGhobGxkYGDDh54vvultbMzg4iK2tLQkJCfj6+pKTkyMHjiht63Tgdt+j1HNubGzk008/lSom7u7uJl3RD5rOokR3d7fUctZqtahUKmlLOjo6KCoqQqVSkZSURHBwMK6urixZskROHoTxITViHYqskIDyniaqUEzHfYrvHxoawtbWltWrV3P9+nWOHDlCbGwsmzZtMpGPuhOU/EtlBVFcq0gGCRmxxMREFi1axJkzZ7h+/Tq5ubmYm5vzox/9iKSkJKlzOxVbo1QlEJWMgYEBhoaGiI2NZcuWLVhbW3P48GHOnTtHUFAQP/3pT9m8eTOtra288847lJeX09raSmtrq5yAZTQacXd3JywsDIPBIEe6Ll++nO9///usWrVKNn8/SNuoTAaJKtR//ud/snfvXmpqarC3t6e4uJjh4WFeffVVOToZvjyLu7q62LlzJ7/61a8YGhrC29ub73//+yQnJ9/y+/Ly8ti3bx+nT5/m4sWLwHgC7KOPPqKyspKcnBxJ6VqwYAFPPvkkjz32mMmUsalmmJW9HOJnReb24sWLvPPOO/Jah4aGcHNzw8fHRya5cnJyKCkpoa6uTjZ1Ojk5SZ55XFwcjo6O5OTkcPnyZalWs23bNtnYqVRbuF/c8+ms/OX+/v6sX7+eiIgImpqa6Onp4fjx4xw/fpxPP/2UiooKbGxsZNQ0MDBAU1MTWq2WmJgYhoaG2LBhg0nJTThSE3UulTwMlerLSQ9K504Q8gUepA7byMgIOp2OkZERAgICiI+Px2g0cvXqVRoaGjAzM8POzg6NRsP69etpamri6NGjdHZ2Ehsby/Lly0lPT5ccpoGBAcrLy9HpdCaOq9IBul/j6ubmRmxsLNHR0RQVFUmiPIx3AYv5wX19fTg7O8uMb1VVlQwIRKQ0MDAgR2QqYTQacXFxkQ0IQrpMOK3KaUYPCkJ2xdLSkuDgYAIDA0lMTKSkpESKgre2tlJXV0dBQQHHjh2jqamJzs5OnnjiCZOs8FdFhiIYUE6eEuLvQp9y//79HDx4EDMzM7Zv387atWtNpJceFpSOjJjKo1Kp6OnpIT8/n8zMTCkMrwxCwZQmYzAYaGxspLGxEZVKRWRkJPb29jQ1NWFpacm8efNYuHChDMimug9FKU5kOl1cXLh586Zs3BGNfzdu3ODQoUNcvXqV48ePExUVRVRUFJWVlajVatLS0vDy8pLrTXSAT3ToDAYD+fn5VFRUyGEHSkH06upqsrOzuXbtGhYWFqSnp5OWliYPFLj7kqV4393d3fLZlpSUcOPGDUJDQ7Gzs5PlcuHEC0dZvIeJJfjJ9FmtrKzk7xLrUvy3mDBXWVnJp59+yscffwzAqlWrWLRoES4uLg+EajUZlIFPbW2tyX07OTkREhKCg4MDra2t1NbWYmtrS0REhEkzlVAlEXJlo6OjODs7y0NTNMSI5/Kg7028I9HUKGxDX18f1dXVDA8P09vbS2trq5wU5e7uLul21tbW2NnZfSW9TmS1xFmo0+lM1FsAsrKyuHTpEmlpafc8EhXGA4K8vDxKS0txcXFhxYoVfO9730Oj0dDY2MiFCxfw9/dn4cKFcjzxkiVLJJdeBKOOjo7U1NTQ3NwsdUWFEsy6detIS0uTjVIPKsEhICSwzMzMCAgIYMOGDdTX13Py5EkpHyXsYGtrK8PDwzQ3N5OZmYmPjw9OTk4cPnyYN998k6GhIdLT09m+fbukNLW0tDA2NkZ7ezu5ublcv36dq1evmjQX1tbWUlNTI+lkMJ6MW7p0KRkZGbLRfDoqc0ajkb6+PjlS2Wg0cvDgQQoKCtDpdPT19eHk5ISzszNdXV3yni0tLQkMDCQkJISEhAT8/f2lyoFGozE5Tzs6OtixYwdmZmb8/d//vaSNiCrS/WJa0krKiFggKChICtTv3bv3tj8rxqTa2tqyatUqycEUjumdDgKxYa2srLh27RpNTU2o1Wq5+ZWfm04oN/LAwIDshHN1dZWSPQsWLODAgQMYjUY5kzcsLIzU1FRyc3Pp6elh3bp1/N3f/R0wfogIHt3g4CCDg4NoNBq8vLyk0yo6PO8H4jsSExPJyMigpaWFvLw8OerVx8cHFxcXtFotXV1d2NraEhwczMjICN3d3XKziRGYyvG1MP6sPTw8GBoaore3V3brinsUB8uDNEQCwtgrifRhYWGyFAvjTmlZWRlHjhxhx44dFBQU8M///M90dXXx/PPP4+fnZ0JluB1HbzJiuQi+BgcH2bVrF3/84x/p6Ohg5cqVbN++HW9vbyl787B4rhMhsjVCj1Jcs0ajISEhQVIHxLzu5uZmampqTCaoBQUFsWLFCpYsWUJ9fT1/+MMf6O7uJjY2VnarTpVrCl++P1Hmmj179qTcxGXLluHj40NHRwe5ubm89957eHp6UlxcjJWVFRs3bmTjxo24urpSXFxMbW0tTk5OxMTE4OvrK0cT5uTkcPLkSW7evIlWq6Wzs5PBwUEcHR0xMzOjublZNqw9+uijPPHEE6Snp0ut6KkofajVapqamjhz5owcMynUG4TtupOe6FQ1F5WZOoH29nYOHz7Mhx9+SE5ODgBr1qzh1VdfJT09XVK4ppNqNRFKCSKA6upqyafWarXU1NSgUqnw8/PD1taW0tJS2traUKvV+Pj4mNh5wTOE8fn2wv4Im/awssaCS6rRaBgZGaG2tpauri7UajUVFRW8++67hIeHY25uTldXFxUVFQwMDMhR6jY2NtjZ2eHq6ir1aP39/XFycpLBi8j0ixK+cq2IxI5oBhKqL5WVlURERJgEWncD5ejrwcFBrl69SlNTE2lpaVL0f3BwEK1WK4MFQUmysLAgNTVVNm/r9XpWrVrF/PnzOXPmDJ988gkwrsTw1FNPsWrVKtzd3YEv99ODTnDAlzQPGJdce+6555g1axYVFRVUVlZy5swZ9Ho9QUFB2Nra8sknn/Bv//ZvREZG4u7uzoEDB+jp6SEiIoJnn32WmJgYLl26xJUrV2TyrbKyUk4O1Wg0BAYGYjQaaWtro7u7G09PT9auXcvw8DAHDhyQgbsyaLnXNSzWpLm5OcPDw7S1tdHV1SU5un19feTm5qJWq3F2dqa5uZmSkhIsLCzw8/MjLi5O9oYkJSXh4+Mj7fnQ0BBvvvkmV65cISwsjEcffZSamhqOHj1KVlYWP/zhD+VkO1EZuF9Mi+M6mWFbunQptra2HDx4kIaGBpydnSkpKeHMmTPY2trK8YKVlZVkZmbS3NzMhQsXmDdvHiEhIXh7e+Pi4nLb6MJgMNDe3k5JSQmFhYUcOXKE/Px8AgMDSU5Ovq/Z4VOBEM0X0TF8KXWh0WhMppyMjY0xODjI0NAQdnZ2Jo6+yCTrdDpaW1vp7e2VkiIC91LOnwjxPIUkjK+vLx9//DHHjx+nq6uLuro6mpubaW9vB5COra2tLRqNBnt7e/r7++nv75ffpVarUalUUjVh+fLl9PT0cOLECfbv3098fDwhISFST+5Bvo/JoCxRTFynarWauLg43NzcCAgI4C9/+QtffPEFv/rVr2hpaeHFF1+UzpJouFN+ryi7T2ZczczMuHbtGvv27eP999+noaGBxMREOU0HHqxTcDcQnHMhBSMc8+DgYDkWFr4cw1tbW8uBAwc4duyYLM06OzuzZcsWli9fzsmTJ7G2tqanp8eEdz7RaZoKxHO+3QFma2vLs88+y40bN/iP//gPLly4gLu7O52dnej1eioqKjh69Ci2trY0NjbKoSiiCqBSqeju7qa1tZWBgQHZ7SwyJTqdDh8fH4KCgkhMTGTVqlXMmjWLgIAAE4H1qQbIg4ODtLS00NzcjLe3N0899RSrV6++p2d0O4yOjnL58mVUqvEpakoHrry8nMzMTIqLi/H29mbTpk1s2bKF2bNnm8gZPuispLJpqKKiguvXr9PX18fY2BjV1dX4+/vj4+MjB2bo9XoCAwPx8vKSJfSJAWVPT4+cmufr6yu7sCfTzJxuKJ+XSjU+WCYhIUFWezIzMzl16pRs7BNUs4qKClQqlew7EBPhHB0dcXV1xdPTk6CgIIKCgvDx8cHV1RVvb2/8/f1NuNhz585l1apVZGVl0dPTg6enJ3PnziU6OnrSgQBTQXt7Ozdv3sRoNDJ37lypFtTa2iqzko6Ojtjb20vHy8PDQ9J6bGxsiI+PJy4ujvPnz6NSqVi/fj3/63/9L8n3h4c3sUpA+c7UajWzZs1i/vz5NDc385e//IWjR4/KfxsbG6Ojo4OqqiqpDSzuHca1pysrKzl69Kh0VC0sLGSviEqlIiMjg23btlFRUcFvfvMbhoeHefLJJ/nxj39MY2Mjra2tXLhwgZs3b9Lb22syKfNezk+lAsDAwACFhYVUVlbi7OyMp6cnRqOR2tpa0tPTef7552lrayM/P5+QkBDmzp2Lm5ub7GGY2GejVqu5fPkyFy5cYNWqVaSnp5OXl8epU6fo6uoyaf6eLkxbxhUwKcfY2NiwePFigoOD6e/vx9vbmzNnzqDT6Whra5MLo6CggLfeeotr165RVlbGkiVLCAkJQa1WS2K0iApUqvHZuaLzuaKiguzsbPLz8+np6cHe3p61a9eaZGXuZ3ToV92vspFpojSX4FfZ2trKbNrQ0BBtbW1otVrUarXMZik5Szqdjt7eXszMzHBzc5OGZjo3ssho29vbs2LFCiwtLenu7ubAgQMyoyocGb1eT01NDba2tri7u2Nrayu7zsVGVEpiubq6sm7dOkZGRigoKOD48eN0dnYSGRnJ8uXLeeKJJ+T9KOczP0gof4coPYk/5ubmUt9006ZNuLm54eDgwOeff84f/vAHurq6ePHFF5k3b94dNR6Hhobo6+ujr6+P7u5uOjo6KC8v59SpUxw7dgy9Xk9ycjIvv/wyy5YtkwZwOrRr7wfi/mH8nYtAqbu7G51Oh5+fn4mIuDgAY2Ji2LNnD6WlpSQnJ8tZ8mLgiLW1NW5ubnIqy/2M0RXXJzrg4ctOdEBmggMDA1m7di01NTXSwbG2tkatVnPlyhXZIGBjY0N3d7fJiE2VSoWdnZ3Mnvb398tZ9wsXLiQmJgZ3d3fmzJlDXFyc/DlxINwLP9LFxYWAgABZ2q6rqyMzM5O6ujoGBgZwdHSUWsje3t74+fnJsrfBYJB8Y6FnLRQQBgYGpLbn9evXZeUnPT2d9PR0k2Ckvr4ejUbDY489xve+9z0TzvXDkGoDUxtdXFzMjRs3sLGxwcXFBQcHBxITE5k1a5Z0XEdGRvD19cXPz092rAt9SYGoqCgyMjKYPXs2Pj4+wIOljN3uvkT5OSMjAysrK0pLS2lubqayspLKykrJH1er1dja2uLm5ialAwcGBujv76e+vp6SkhLMzMxwcnLCyckJb29vAgICCAoKwtvbGw8PDyIjI3Fzc6Orq0vyUF1cXFi7di1PPvkkSUlJMgs8lSym8rMNDQ10dHTg6upKTEwMTk5OsqoI4w6gu7u7rBQKCFvn4OAgOcetra2oVCrS0tKkNJnovJ9O9aGpQjROWllZERwcbBIUXLp0iT/84Q+Sm6r8/ODgoBw53NvbK5M/4eHhxMTE0N3dTXFxMWq1moULF7J9+3bOnz/Pm2++iUajYeHChYSEhODh4UFqairnzp3jwIEDJCQkSAnH+5HBFNDr9ZKWNDY2Rnh4OKOjo/T09BAWFibP6PLycoKDg2/5neKz5ubmcmBIcXExWq0WOzs7/Pz8aG1tlbZKSTebriB4WlfGZIewp6enjBbi4+OZPXu2lLt48cUXWbx4MW1tbbz33nv09fVx+vRpMjMzGRwclAtCcFAAqfUnOtWUJUshcKwcvfogywxKKsPQ0JDkf9rb28upQz4+PiZSHqIpRlm+E/8GyAUvJhIJYzxdjQPwZWemyPalpKRw/fp1Tpw4IfmDPj4+jIyM0NHRgU6nw2AwSL3OyZ6Dg4MDvb298hD19fUlJiaG+vp6rl27RmlpKQ4ODqxdu1aOln1YjqsSyg5cce3i2avVapYtW4aXlxc+Pj68/fbbfPzxxzQ3N/Pcc8+xfv36WybBjI6OUl5eLv+UlJRw8+ZNKisr6evrQ6fT4eDgwMaNG3nppZeYN2+eSTbr68bEjO/s2bNJTEwkLy+PX/3qV1y/fp3Y2FhcXV0JCgoiKiqKsLAwXn75ZWJjY7lw4QLx8fGoVCoGBgY4efIkLS0tctqS+G7llKZ7hdg/QqhbHCinT5/m/fffZ3R0lKSkJNzd3eXUp0ceeYTVq1dTXl5OfX09oaGheHp6otfr6erqoq2tjdHRUXx9fbG2tqaoqIgvvviCnp4eKR2zZcsWOd1toj25V/tiNBpxdnaWc8dPnjzJv/7rv/KXv/xF8osFRcXGxoaYmBhWrVpFYmIiQ0NDtLS00NfXR39/v+SZdXd309vbayLY393dTWVlJUajkezsbCorK/n5z39OYGAg3d3ddHV1odFoCAkJkXYavpQWfNBQ7r+mpiZu3LhBV1cX8+fPZ8OGDYSFhREYGEhwcDAdHR3U1dVJWTLRgCfoT8rrXblyJfPnz8fa2loGnNOtXvJVUB7SYWFh+Pv7YzQaZcbro48+4tNPP8VgMODo6EhUVBSPPfaYHAFbXV1NQ0MDTU1N1NTU0NDQQGNjI3V1dVy/fp3r16+bcHUjIiIIDw+nvr6erKwsLCws2LRpEz//+c+lJNO9VCBF4KjX66murkar1eLn50dAQAD29vYYjUYcHByIioqisbGRsLCwWxwUwZ308PDA1tbWhCKiVK0RpfGvuxKlDHLEXjAajZw7d45z587R29uLlZWVDAZKSkpkENvW1iazjPHx8fzsZz9jw4YNnD17lv/5P/8nZWVlVFdXk5eXx82bN2UPRVdXFzqdDjs7OxYtWsSxY8e4dOkShw8fJjExUTZ5w9QHECmfpQjyBgcHpXa7tbU1/f39FBYWyrHPQUFBk64V8fPi99vY2MjqscgIOzs7Y21tjU6no7OzU17DdPlj02qZlBcmuHvKB+bp6cns2bN59913OXv2LM3NzVL2Qq/Xc+DAASnGu2DBAtRqNQ0NDXIyztjYGGVlZdKDj4uLY+HChTQ1NZGVlSWn7KSnp8uy/b1OmLpbiAxNd3c3jY2NxMXFERMTw9atW+ns7CQoKEguNsG/tbKyoqOjw8TpFtfY3t5ORUUFWq1WjrR7UFBmoFasWEF7ezsnT56ko6NDjnkVzrggcSuhVquJjIxk2bJl2Nvbs3PnTmpqavjNb35DWFgYLS0trFmzRgomR0RE3CKJ8bBxuwBAjKAU1IGf/vSnuLi48O6775KZmSlLQ8nJydjZ2clO9rq6Oqqrq6murqa9vR29Xi/XnI+PD9HR0aSlpZGRkUFiYuJDv9+vwsRgc8GCBfz0pz/ls88+49SpU7z11lu4ubkRHh6Ol5cXXl5eBAQEyKxlb2+v5O3l5uby0UcfAchS+nRCvLeJa0er1XLlyhU5SEFMf0lNTZUduZ2dnbS3t+Pp6SmHCQwNDdHZ2cno6CiBgYH09fXx7rvvUlZWRmxsLI899hgbN240EX8XTrPgEd5rBkEcjGKCnLm5udTFFEL1guJSU1NDS0sL2dnZREREMDw8THd3t0kQqZxep1ar0ev19Pb24uPjw4IFC2htbaW0tJQPPviAlpYWgoODOXv2LHV1dSQnJxMWFmaS2X4YDVlKKafR0VFKSkooLS1FpVKR/v/Ey728vOT6FF3NMF7JUg5omOjoKLnC4jMP455uB2VFzsnJSWZFxTShwMBAbG1tcXV1lTQiX19fRkdH0el0tLe3S1pJVVUVp0+f5vjx4/IMsbKyIj8/n8uXLwPj60rwRoXTOnEYxN1A+dw6OjpobGxkeHgYb29vqcMt6BAbN26UlAgwdZLb2tro6emRAwQEJ1bwK8VY9oeV5b8TlBrlIyMjWFtb4+XlRUtLi+RnipGz3t7ecr8K6pRQBAgMDGTz5s1s374dKysr5s+fT3JyMmVlZbz33ntcv36dtrY22tracHR0lBOtQkJCSExM5KWXXiIyMhI/Pz+cnJxMnstUn5HSXjo4OLB8+XJyc3O5cOGCpGGJpr6WlhZ8fHykQpN4h4JfLc4M8fe2trb4+/ujVqspLy+nrq4OtVqNlZUVfX19JjSK6Xq3DyykFmV9gdHRURwcHJgzZw4rV66koqJC6r4lJSWxbds2Ojs7uXjxIitXruR//s//iZeXF/n5+TLCGxkZkYdpS0sLKSkp/Mu//Autra389Kc/5cyZM5SVlZlIYU03VWBiultwrZqamigoKGDJkiU4OTmxatUq+RlxSJmbm+Pm5oZGo6Gnp8fkhSohOmbDwsJMnIrpNrxKknRCQgJ/+7d/y6JFi9izZw+nT5+WtIGJzUnDw8NYW1tLXdatW7cyMjLC8PAwv/vd72QkGRQUxObNm3n++eflzyqVEb6uUtBkEIeK6C4NCQnhZz/7GZ6enrz11lvk5+fT0NBAeHg4Tk5ONDU1UVlZaTLm19nZWc6XjoyMJCwsjLi4OMLDw2WD3YMUlL9XiKYsMzMzfHx8ePbZZ4mMjCQ6OpqjR49SVlbGpUuXJv1ZjUYj6TzCcV+yZAnLly83cRym+10rn2FISAgZGRkcP36c8vJyWYp7+umnZVBlb29vIqYv4O3tLYMZGxsbIiIiePzxx5k3bx4pKSkyWye6YUXTzf1CPA8bGxvWrl1LUlISbW1tUjtYcOcBLly4wOeff05tbS03btyQ1+Hg4ICjo6Ns6hJlZDc3N9kDEBYWxsKFC+np6eHzzz/nxIkT7Nq1S363s7MzjzzyiIl+sejwf9AQFReVSkV7ezs5OTlUV1fj5uZGcnKyDHyEA6/T6Ux6CsT5Mtm1KhsyH5Yywp0g7IqZmRlarZbi4mKam5txdHQkLi4OZ2dnCgoKsLe357HHHpPvEJDrV2T9Ozs7JX++o6MDb29vVq5cidFoJDc3F3d3d5577jnWrFkjqT/32hSrDGJaWlqknqmTk5NJxluoiIix7kajUep6wpeOu4+PD+7u7lLiSqPR4OLiItfeg6D23QvEPZubm0vpvb6+PlatWkVGRgbZ2dns37+f+vp6HB0dCQ0NxdLSkvr6eqlaYWdnR3BwsEnVdNOmTfT29nL06FGuXLki16eQdhOJMNE3sHLlSmxtbSXlauL13S0mDo5KSkpizpw5XLlyhbKyMlkF9PPzk/1Bwtbdrs9I7C9zc3OSkpLIzs6mtraWI0eOyCEwer2e4uJiampqCAoKkvJt91tBfiieg3Iee3h4OL/85S/p7u6WkSXA4sWLsbGxoaSkhNDQUObOnYtKpcLT01M2MwGyBP8f//EfFBYWYjAYiImJ4ac//SlpaWlERkY+0ANzYrYnJiZGTm65fPkymzdvlgZG+TMwvhAcHR2xsbHBaDTKTn74cuRpSEgIzz77LH19fURGRspu0Qft6IlJRWvXrsXZ2ZkbN25QX19PdHQ0ycnJ+Pj4YGZmxvnz57l06RJhYWFs2bKFNWvWyEX/9NNPExQURGlpKX19fXK0rfI5fN3R9N1AGGtHR0c5ZWTPnj1cuXKF8vJymZkNCAjA19dXBhkBAQFSXUNMb1MGB8p5z980TLym+Ph4goOD2bhxI7/97W/5/PPPJ/05vV5PXV2dLBWmpKSQkZFBSkqKSafzdK9d5feFhITwgx/8gJUrV9Le3o6ZmRmhoaFERUV9ZTPKxKaMxYsXk5qaipeX1y0ztO+VyzoZlN/h4uKCi4uLyWAPwemHcfrG8uXLaWxslHZCo9FI/rxGo0GtVktnzsbGRg5isbOzk865CKSuXr3KwMAA7u7uJCUlsXz5cgIDA2Wm6X4a6aYCpZPS09Mj6R2hoaEm2Xpxz05OTgQHB8tmtjtdo/KdfZ0cciWEXRHUlIyMDKlscfPmTerq6mTzq5ubmywhT1QcaW5upr6+3qS3ICwsjAULFsiBPNHR0ZLWJKT67gXKnxPZQRiXVPyqiXHKPTp37lxefvllEhISiI6ORqfTMWvWLMzMzExUXr6JsLe3l5SMmJgYtm3bRlhYGJcvX6akpAQvLy8iIiKorq6moqJCKjo0NjayZMkS+T0ajYZFixbh6upKenq6yajX8PBw4uPjTahoIihV4n6m1wnfZWxsjM7OTrq6uuQfS0tLfH19WbBggYnNvN3vEs7s2NgY1tbWbN26FSsrK9566y0OHz6MpaWlTEyePXuWpKQkmTgQQdQ33nFVHg729vYyKoMvN5WTkxPLly9n0aJFGAwGKRFkaWmJWq2WGyg4OJjNmzdTX1/P8PAwDQ0N+Pj4sHLlSpYtW3bLA3kQjqsyApk7dy4rVqzg3LlznDp1ikOHDvHUU0/JCEnwr8RhYG9vL6Oqvr4+WVYWzyEwMBBPT0/Jq1Ea3QdZWjcYDLLLVZRsvLy8ePrpp3nsscekKgCML0S9Xo+rq6sJ2T8uLo64uDi0Wi3d3d2Ym5tja2srsyRCE/Ob7LyK9SI6ku3t7dm8eTMBAQFcvnyZ8vJytFotHh4eciqc6PKdDKLkq5Tq+SZC+U4MBgNKibv+/n4aGhqoqamRg0I6Ozvp7OzE3t5eTiaaP38+s2fPNglIH1SJVnm9NjY2Urv1dhDBs9iHk2meCukXAeH4PGhJHuXIQ/GslGtFdJLfK8ShNXv2bAICAlixYoUMVD09PU0Ox4cZVCnfobW1NXFxcWzfvp3Q0FATySah2iGa70SAJDDZIThRRujrhvJaHBwcmD17Nr6+vvT09Mimq7KyMqKjo2WPhpAcVOrv9vb2cuTIEbKzs3F0dKSvr4/m5mYKCgpYuXKlSWOykFi8n/WrXA8uLi4sXLiQoKAg0tLSblmrohonnr3ydy5YsIDIyEhcXV1l0/HatWuZM2cOCQkJk/6+bwqEHbCysqKpqYmcnBzy8/OpqamR9IfExER0Oh2XLl2Stt7MzEye62ZmZtjb22NmZsbixYtZvHjxbX+f0i4JOpCwQ9NxdgoJRA8PDyIiImhubpYyVmvWrJEVJUtLy68MeISf5uLiwpNPPsnw8DDvvfceeXl50s42NTXR2tpqcn/3W9H52nf2xOheNF8pSz3icwKzZ8/mtddekyL3Ag8jshbXI4yCk5MTjz76KLt37+bSpUucPXuW+fPny0yjMioWi1dENEJBYKLG4HSUIu8WYgHZ2Nig1Wq5evUqb7zxBvn5+cTFxcnMm8hiR0VFoVKpKC8vZ//+/ej1eubOnUtMTIw0VEp+mTKL9LAyOdMBZXCiUqmYM2cOUVFRGAwGeYiIsXh3OhSEsfm23DfcGuwlJyfzT//0TxQWFsp3eeXKFUpKSkhNTWXr1q3MmjULJyenW/bg130QTTa0Y+LfCQM7EQ9rvT7o36H8fjc3N5nV+To45koo95i3tzdbt25l48aNUvFEQKwhDw8P1q5de4sW5MNuupoOaDQa/Pz88PX1lQoy0dHR2NjYyKZDUWWbOHJbTGaaNWsWlZWVXLt2jdbWVqqqqkxmw08HRUJpCxISEggMDJQVUKXjKvaPMohQvhNvb28TpQELCwsWLlyI0Wi85V1+0yCyioAs8QvOMYxnu5cuXYqfnx8DAwNotVrZD5CRkSHv+W6dNWGPJjYR3w/Ez4tRsVFRUWzdupWwsDB0Oh1BQUHExsaaNJPDV9tvZdZdo9Hw1FNP4ePjw759+ygsLGRgYICIiAiTKvR02NWH7riOjY1JGShB8BXkfFEeU44anMgLNBqNqNVqk4hcWQp5WNxJ5cMPCwvjpZdeIj4+nrCwMJlRBWQDh1iIQg4ExjOuXV1duLi4SAdHSaB/GNwskYmysLCQQvk7d+4EoL6+niNHjtDT00NaWhohISFERUWxfPlyzp8/z/79+zl16hTr1q3jpz/9KTExMZJ8L/QVlVmkbxPENSubtpTvVQkhA6fUGxVr+E76o99UiOsVk1UcHR3JyMggNjaWgYEBxsbGiImJobm5mdjYWNLS0kwMkZiK9rDuW2jRGo1GuXdEpWaipubtIP5N2BKRMXkYUPLHBZT/X/DHJ2aIxc8qKQzKIEkcUkIyajJBd2VG5+ty/oT9mUjrUHJUYfwalTSwyYKSbxOU78Hb2/uWwQDivpTOoI2NDen/T9LM3d2dtrY2iouLsbW1xcvLi56eHtnIPB1OoNKJUjrVAhPf0e3ehXIviQyk0mH9upvnlJh47np5eeHr68uFCxckVSI8PJxHH32UuLg41q9fj5+fH66urrKTXmieKrXalRnYieo8yrPibp7n/cLMzIzo6GjZYDfxvU7lfYiGVaFlv2bNGkl/MRgM+Pn5SZk9mLxCMlU8dMdVpVJNmlG8HRdpYrZKWZYQ//4wD0kBpVGwsrJi8+bNPPbYY1hZWZlw+5SkaFF6dnJykhwQwXNVHhwP816Uz1ZoNzo6OtLb20tPTw87duwgJyeH3t5enn76aaKionj55ZcJCwsjKyuLGzdukJeXR319PTExMZJfN/G7v62YaPyVDoXyfU3HNJBvGibuUyXvMDo62uTflNWRh80pFGW86Zg+9nXYEoHbdQ2bmZndtxNyu/v6JgRVEx33rzq0JzpL33Uo79Pc3JyFCxea/Pu6dese2u+/23d0J0zmEH1TnFa41XENDQ0lNTWVGzdu0NTUREpKCitWrCAlJYXY2Fhp7zQajQmFZbLvFfvw68osT3zOEx3W233uTlCpVCbnn5mZ2W2nHIrP3y++dqrAvUBwNIBbsipfx7UAt20CUWZyhF6as7MzGo0Gg8Egx+QpM8wP0yArn52TkxPPPvssycnJ1NTUUFBQIMfTCrHs4OBg2VSwdu1aysvLcXFxITo62qRE9W3PhkyEiJKV0jsiOv42USDuBaIKcDsnRwxzmE4e1gweHJSB5TflXYlhLsIWTpaVEZw/sRa/CU73/WBiBl05lvN2n/8635eoiooM+VSe/2TnwZ0mGn6dmHgt7u7urFmzhrCwMPR6vdSwVU61vJ8BK18HlJx/sfbEf9/PvhJjhh/03vxWOq7TJUkzHRDOmnBslA6NEsrSgIODA3q9nsbGRjn/XEQ+X5dxEsMeEhMTSUxMRKvVUlBQwI0bN+RUIpFJFrI7cXFxJrJfAt+mDXy3+LZSHqYDSq6VOIAmOhDfdifivxO+iet4YtPr7T7zTWq4ul9MzFp+1R4SnxPOo3iPwgGcqjM5VdyPQsNkZ8K3xWZYWFgQGBgoy+oCgqKkbLwV5/xE2s43DRMpVNNlE8QeFv6Q0hmezmfx3bECXzO+ikit7M5zcHBApVJJcd6hoSETx/XrwMSFa2dnx9y5c4mPj5ecxW/SxKcZPHwo1+Z0SkPNYAYzuHtMtNXi3PkmBiTfZUzsxxF/N4NxKCuw040Zx3Wa8FWHuHJx+/r68uijj2JpaUlAQIBJFPt1LnzRODcyMoJarZZ/lFBOFBkeHpZZt69ztvQMHg5ux8GcwQxm8PAw46A+fBiNxlvOu8kkDmfezTge9HNQTTHD9/WkA6cHd3PSPrD7U46/a2lp4cqVK2g0GmbNmoWHh8d0OAJ3+wUz7/Cbi5l3+CW+6/f4Xb8/+O7f43f9/mDmHr/p+G+5TmccV1M8lPsbHh42mZoxTZj2TarkqQh+2decafvGvMMHhBlD+yW+6/f4Xb8/+O7f43f9/mDmHr/p+G+5TmccV1M89PubxmasmU06ju/6/cHMPX7TMbNOx/Fdv8fv+v3BzD1+0/Hfcp1O1XGdwQxmMIMZzGAGM5jBDL4WzDCJZzCDGcxgBjOYwQxm8K3AjOM6gxnMYAYzmMEMZjCDbwVmHNcZzGAGM5jBDGYwgxl8KzDjuM5gBjOYwQxmMIMZzOBbgRnHdQYzmMEMZjCDGcxgBt8KzDiuM5jBDGYwgxnMYAYz+FZgxnGdwQxmMIMZzGAGM5jBtwIzjusMZjCDGcxgBjOYwQy+FbCY4ue/zdMKvhUTJkZHR1GpVPcyTWtmSsg4vuv3B9N8j0ajkaGhIUZGRrC0tMTKyuqW9Tc6OsrY2Bjm5ub3++tm1uk4vuv3B9/9e/yu3x/M3OM3Hf8t1+nMyFdTPND7Gx0dlX/GxsbkuFcLCwvMzMxMnIXR0VGMRiPm5uZ36yzMbNJxfNfvD6Z4j6OjowwPDzM6OvrlF/w/J1StVt/ipApHdnh4GIPBgFqtxs7ODgsLC8bGxtDr9YyMjGBm9mXBxszMDAsLC8zNzb8q6JpZp+P4rt8f3Mc9jo2NyfU60TY+JMy8w3H8t7zHkZERjEYjIyMj8pw2MzPD3NwcCwuLr2M93g7/LdfpjONqiu/6/cF3/x6/6/cH03yPwjCPjo5SUVFBRUUF/f39aLVatFotDg4OxMTEEBMTg729PTDuDCsd1ylgZp2O47t+f/Ddv8fv+v3BzD1+0/Hfcp1OlSrw0CAO028DRPb0dge5yE7d6X70ej1Go5He3l5GR0fx8fGRmVaj0cjY2BiWlpYP5PonYnR0lJGREfm/4l2I7PA3LOKcwW1wN+tGp9NRVlZGXl4eeXl5FBYW0tzczODgIHq9HoPBgK2tLQsWLOD5559n9erVAHd0Wr9Ne3cG3ywMDQ0xOjp6C11laGiIsbExmdWfwQweBIaHhxkbG0OtVt/xczM27uvFtDmu9/oiRUlIZH7NzMykk/dVDuHXCXHdooQgrlfppIqslDC0BoOB4eFhhoeHGRoaor+/n/b2dhobG+nu7kan09Hf34+NjQ2JiYnExsbi5OSERqORv9doNMpnNJ0QFAbx3d/EZ/4woKxAfNV6Fp/9phkwUWK1sBjf3sPDw2i1Wjo7O+ns7GRkZAQrKyu6u7spKiriypUrZGdnU11dzdjYGPb29pibm+Pg4IBGo6G2tpZdu3ZhMBgYGRkhLCwMS0tLuWYsLS2xtrbGwcEBW1tb+Tym8iwfFIQNEdfwTXtXMzCF0mEwGAwAWFlZmfy9OC+EzVX2BSj/zODbgYlV36/j3Yn1JIJ8g8FAd3c3Wq2WkZERzM3NsbKywtHREXt7e7n2ZtbZ14OvnSowNjYmuSQw7rhaWlqaGKVp4jhNa0pdOKkqlUo6poIXI65/eHhYGtzu7m4KCgqoqamhubmZuro6qqqqqKuro7+/X2a3ABwdHQkPDyclJYVFixaRmpqKk5MTMJ6ZNTc3nyyLdl9lEfEOBIfnG4qHUhb5Gh3SaSltDQ8Py6z40NAQ2dnZnDlzhkuXLlFdXc3g4CDm5uaMjo7S3d1NX18fGo2GqKgoFi5cSGRkJPb29oSHh2Npacnrr7/Ozp07AUhMTJSBlNgDtra2hISEsGjRIhYtWkRQUJDkwyqDu+m8x7uFuEbgYQZk/y3Ld5NgSvZUud/KysooKysDICgoiPDwcKysrIAvKwnm5uYMDw/LZIG5ublJ4uM+MfMOx/HA7/EBBrh3fY9Go1GeewaDgVOnTnH06FEKCgoYGBhAo9Hg7+/P4sWLefTRRwkMDJTn/tfsvP63XKf37LgqHU5RPhYNRQLKjKOyvCM+Jxo6JmJ0dJTBwUFsbGzkohCHj8igKDO0d9EQAtP4gicaWVHmt7Ozm/Tz7e3tHD9+nCNHjpCXl0draytdXV0mn/Hw8MDBwYG2tjb6+vrk36WlpbFy5UrS09OJiIi403VM2RCNjIzI96c80Ht7e+np6aGrq4uuri4GBwexsLDAzs4OLy8vvLy85Lt5yJv2gWxSZdZfuZaUz1d8xmg0Mjo6akLSFz87DY7RfR0mIpAS19DW1sbx48fZs2cP586do6urC41Gg6WlpQyqPD09CQ0NJTExkTlz5jBnzhz8/f1N9uWJEyf4//6//4+ysjLMzc1l45a4X/H/g4KCWLVqFU8//TSzZ8+Wz23C8/zGHJgPENNqa2Dyw9FoNEonTrz3KdjD+8E9vUMRRCj3itKOGwwGSktLycrK4uLFi5SXl2M0GgkODmb+/PmkpKQwa9YsGcTfCcPDw/IsEufPFB3amSB5HNO+D8W6FRnOiTZTNJMCk/77FHBX9zgyMjIm/JOioiL27dvH4cOHKSwsZHBwECsrK7luQ0ND2bhxI88++yxRUVHyer/GCuV/S8f1nlNrYtEp+Y5mZmYmJZ3bpdKVWVXlZ/v7+2ltbaWmpob+/n7CwsKIi4uTBuebUgISzkpvby/19fVUVlai0+kICgoiMTHRxIFtbW1l//79vPfee1y6dGnS7/P09GTu3LkEBARQVFTEuXPngHHHY+/eveTl5VFdXc3zzz9PZGQkML757zczOtkBV1RURHZ2NhUVFVRXV1NbW4tWq8Xc3BwXFxcSExNZtmwZ8+fPx93dHfj2832UWfOJfz/xM0oDJf79m8K5E2V7GM/w79y5k7fffpvi4mKcnJxYuXIlKSkpuLi4MDg4iJmZGeHh4SQlJeHv7y+/R0lzAfD39+f555+ntrZWHijKoLS3t5fc3FyuXbtGTU0N7u7u2Nvb09PTg6WlJTExMV/JGZtOKNejaDKzsLDA3t7ehHbzbcCd9tVEvuc3fQ8KjvztUFdXx5tvvsk777zD4OCgDLDy8vI4ceIE8+fPZ/v27axevRofH587/i5xNonf+03FN/naHhSU6/Z2/oGwFw/j+QwPD2Nubk53dzfvvvsuv/vd7wAIDw8nOTkZX19fenp6yM3N5erVq/zpT3/C29tbOq7Dw8OyGjCDh4P7rgmLhdXV1YWjo+NtDeno6CgGgwEzMzMT4n11dTU5OTlcu3aNiooKOjs76e7uRqVSMXfuXNatW0dKSgpubm53vI770D/9SoyMjGAwGBgcHMTOzg4rKysKCwvZuXMn165do6urC71ej5WVFSkpKWzfvp3ExETy8/M5fPgwmZmZXLt2DYBHH32UpKQk2tvbKS8vp6GhgZaWFrKzs6msrKS3txcvLy8iIyMZHBzkypUrVFdXs2fPHlQqFfPnz8fDwwMfHx8CAgLuiWsjol3hiA0MDJCTk8P58+fJysqiqKiInp4exsbG0Gg0WFlZYTQaqaysJDc3lxs3bgDw2GOPyWcv3rsyezmRW/h1O3giw6zM+Ey8pt7eXrq6urCwsMDZ2Rlra2uASQ3t4OAgw8PDODg4yL8bHR1Fr9eb8LNFgDCZ8zsdmMjPamlp4ZNPPuGNN96grKyMefPmsWnTJpYsWUJwcDBqtVpmZ52dnW95BiIjIr7b29ubdevWMTg4KN+1WHdGoxG1Wk1NTQ3/8i//wpkzZzh37hxDQ0Pk5ubi7u7Oiy++yOzZsx+KcRe8W+G0XL58mQMHDmBvb8+qVatIS0uTz/9rzpTcFhOzqErKhWiYvJ2UmcA37d7ENU+EuP6enh4uXrzIiRMnGBwcZPHixaxZswaj0cjVq1e5dOkSZ86coaqqiuzsbB577DEcHR25du0aVVVVeHl5ERsbS1BQEP7+/nh4eEz6bAwGg4n9+zqavYaGhmTFUQRSSi1lZWZYXKdKpZLrQqPRfKPe7VSgbPSF8WfR1dUlpR8tLS1xdHS8hQo3sdI6ne9M/K6CggLOnDkDQEZGBi+++CKRkZHY2NgwNjZGSUkJr7/+OqdPn+bAgQMkJSWRlJQkq05fFZiJioOo2sGX9KWHVCm5BfdjJ5S9SRPoYA8c9+y46nQ6eXgVFBRQWFiIt7c3s2fPxt7eXjZyWFpaSmdPOAFjY2O0tbWRm5vLiRMnOHPmDEVFRZIfCuNRTHl5OUNDQ4SEbFGfIAABAABJREFUhEjHtbu7GwsLC7mJ1Wo11tbWD8T4iE1mbm6OjY0NNjY28t+Ki4t588036evrw8nJCQcHB8rKyigsLESr1bJq1SqOHj3KwYMH0Wq1wDhX69VXX2XVqlWUl5dz/vx5bty4QW5uLqWlpVRXV+Pt7c2yZct49NFHaWlpob+/n+LiYsrLy/nggw84ffo04eHhLF68mKVLlxIYGDhltQFl005dXR1nz57l888/Jysri/7+fpycnAgICMDf35/Q0FCcnJwYGRmhqqqK48ePc+LECSIiIkhNTcXV1ZWhoSGT7Pvt3sVtOI8PHOJ3TqaJK95xX18fBQUFXL16ldraWmxsbJg3bx7p6ek4OzsD0NfXx/DwMH19fVRUVFBaWipLmdHR0fj7+2NtbW2yTh7W/Ylsq9Fo5ODBg7z++utUV1eTlpbGX/3VX7Fhw4ZJs55jY2OyY1sc5OKPgLW19W3Ls0NDQ6jVakJCQkwCm6qqKkpLS0lMTGTLli0PzSCPjY0xODgoZbvOnj3LH//4RyIjI4mJiWHOnDnY2NhI+/FNcgCUus4TMdmeGhwcZHBwkO7ubjo6OrC2tiYoKAgHBwfMzMxuOVgmBpIP450obejY2Bg6nU6eCyMjI/I9NTQ0cPbsWdrb25k7dy5///d/z4oVK4BxW3vw4EH27dvHpUuXePvtt6moqMDf35/MzEzq6+uxt7cnOjqaoKAgoqOjiY+PJzw8HHd3dzQaDRqNBmtra6ysrL6W7JgykFWr1bc0m03cc5NBaeeVDofSqbsd9eBhaeFOvA4lxJobGBigtbWVyspKKioqaGhoYGBgALVajY2NDV5eXsTExBAWFoajoyNqtXpSp04E3/e7lkW2tby8nLa2Nry8vPjBD37Ahg0bgHEqoEajITIyku7ubm7evElhYSHnz58nLi5O2kZlsD+ZUyf29p3e88Sfe5DJOCW1beJ6moiJlLnbneETE4h3+q77wZQcV2V5uri4mKtXr1JfX09BQQE3b97E2dmZ5ORkAgMD0el0tLe34+bmxoIFC1i4cKHMTOXm5rJr1y6OHTvGzZs3GRoaIigoiJSUFKKiohgcHOTy5ctkZ2dz8+ZNGhoaCA8PJycnh6KiIgYGBujp6WF0dJSgoCAWLFhAeHg4cHfSU9OBqqoq+vr68PLy4n/8j/9BVFQUn376KR9//DF79+6lurqampoa6bRaW1uTlJREZGQktra2JCYm4u7uzmOPPUZ3dzelpaXU1dXh5eXFwoULCQoKknqaO3fupKysjMbGRpqamigqKqKxsRFzc3NWrFiBr6/vXV+3cDQAsrKy2LFjB5mZmdTW1uLo6MiGDRtYuXIl8fHxuLi4YGNjw+joKLa2tvT29uLu7s4f/vAHLl++zPXr11m4cKEMJES3+u0gIs6HneFQOq4ToVKpaGlp4fTp07z33ntkZ2fLd7ZkyRI8PT1ZsGABtbW1XLx4kYKCAq5du0ZlZSXd3d2MjIzg6+vL0qVLefzxx1myZMlXOkPTTa1QZnGLi4s5dOgQ1dXVzJo1i+9973usXLnyjqV64eTc77WJIQV1dXVoNBo8PDx49NFHmTNnDmq1GoPB8MCdBpEFhvG13tzczOjoKJ6envj5+QFfZt6/aU6rsnIxMjJCV1cXBoMBc3NzrK2t5fOFcQrEyZMnOXfuHDk5OTQ1NREeHs4TTzzB6tWrZcZRVLlEMx582RfwsO5LrKfa2lqysrLo7OyUWVF/f3/s7Oy4fv06ubm5WFhYMG/ePGJjY+V3RERE8OKLLzJr1izeffddPv30UzIzM3Fzc8Pe3p6IiAhUKhVlZWVcuXIFtVqNu7s77u7uREZGkpCQQExMDNHR0YSFhX0tlZ/JnLnR0VGZnAkKCpJO/EQYjUYGBgZMKjvK9SvsqsjGg6lzoKz4PGiIzLBwKpXvXyQIvvjiCz7++GPy8vLo6+tjYGCAoaEhAFnhc3Z25tFHH+Wpp55i3rx5WFtb30ItFL9jupqJxXdaWFiYPOvh4WGZGY+MjCQ6Oprc3Fyqqqpu6emB8XcjBr4IB+82DdW3QNkkPY2NhrdA6fTDrQ6m8r+VdnJsbEz2NEw8U4QNU74P5fdPZ6LgnhzX4eFhzp07xxtvvEFdXR2Dg4PAeNm/oqJCZpwMBgMWFhacP3+e4uJiMjIyMBqNfPDBB7z33nv09vYSGxvL/PnzWbBgAfPnzyc4OJjOzk48PT1pbW2lurqaDz/8kKysLMm9tLS0ZGhoCIPBgL+/P729vbi5ueHs7DytL1psvKqqKioqKujr68PMzIz6+no+/fRTAFauXMnPfvYzOSrzxo0bFBQUcPnyZRM+XXh4OGlpaSaZK+FwBgUFkZSUJCM7gYiICLZv305zczPNzc1YW1tjaWlJY2MjRUVF1NbWotPppnxPgKQffPLJJwAsXbqU5cuXs3z5cubNmzfpM3R3dyc9PZ0dO3ZQX19PdXU1ixYtMlnARqMRnU5nopJgaWmJjY2NjJ4Bufgf5CEiuEtiI3V3d9PZ2Ul/fz+WlpayUzk3N5c333yTs2fP4ubmxrx587h+/TpnzpzhwIED9Pb2kpmZycmTJ6murqanpwc3Nze8vb1pbm6mpKSEsbExoqOjCQ4OltSL7u5uSZHx8fFh9uzZhISEmHTl3+9aFUZOpVLR2NjIiRMnyMvLw9/fnx/96Ec89dRTsvFFZFWFlJUyy/pVEFldATMzM4xGI4ODg/Kd9vf3y8ZCb29vnn/+eZ566ilZLXkYjqKgeMC4tJKtrS0ADg4OuLq6Stt0p3U3keoCX+4b4SBYWlpO69pVBlb19fWcP3+eq1ev0tPTg0qlws/Pj0WLFhEVFUVTUxMHDx7k8OHDVFVV0dvbC0BFRYWsSG3dulXKlN0J4iASB/AUJqB9JZSJjsuXL/PZZ59x/vx5tFotfn5++Pr64ujoiF6vJycnh5KSEoKCgggODpa/e2BggJGREdzc3FixYgVarZaLFy9SX1+PVqvl8ccfZ8GCBQwNDXHjxg0qKiqoq6ujpaWFGzduUFJSQlZWFt7e3oSGhkrn1dvbW+5hd3d3EydwOh2FiQ2Tg4OD1NbWUlFRwfXr1ykpKZHZPF9fX2k/bWxscHBwQKvVUl9fT09PD+7u7sybN4/k5GTs7e2lc2RlZXVXe+tBNoIp9U8tLS1v66SdOXOG119/XfZ7REZG4u7uLp1GQTuqqanh0KFDLFq0iPnz50sKllinyrNkOqB0LAcGBqQdE79XBBX29vYEBweTm5vL5cuX2b9/PxkZGXLfuLu73zarOjIyQkdHB83NzXR0dMj7cHFxwcHB4bb3NJ3qSoLSKH5Pe3u75P6LprjJRn4r3684v0TFR5zjNjY28r71er1JL5P4M9GBnSiFerf3NyXHVRxcAwMD5OfnU1paCoxHSXq9Hhgvp46MjBASEoKzszNVVVWcPXuWiooKLl++jKWlJRcvXqS/v59169bxwx/+kJSUFGxtbaWxHBkZwcfHB09PT0pKSvjggw+wsrLCYDBII+7q6kpTUxNXr17Fzs6OmJgYFi1adN8ZHaXhGhkZobi4mN27d7Nv3z4aGxuxtLRkcHCQnp4ezMzMiIiIkAterVbj6uoK3KoZGRkZSXp6+h2bCpROq3Biw8LCmDdvHhcuXMDGxgYrKys6OjpkyWuq0aalpSV9fX1kZ2dz7tw5RkZGePbZZ/nxj39MbGzspBtHp9NJB0AcdDY2Nmg0GrnoBgcHKS8vp66ujubmZjo7O+Xmt7Ozw9vbm8TERBITE2WUPEVFiylDWQqprq7m1KlTXLt2jaamJtzc3Ni+fTthYWEcPXpUOq3/9m//xrx58/jtb3/Lzp07+fTTT8nOzubq1avodDqCg4Ol0kNsbCynT5/mww8/ZHBwkNzcXOm0Hj16VDrIRqORsLAwtmzZwgsvvCCrA0pqzL1COOcw7vCcOnWK5uZmli1bRmpqqrz/kZEREwrDVJ3IyRQTJvIDBe0AICYmhq1btxIaGgrwULKt8GXg5OjoCHy5pwR3WYnb8bsm/p3SJgjO6XQ64UoHr76+nk8++YQdO3ZQWFhock2rV68mJiaGq1evSi5eVFQUjz32GGq1mgsXLnD58mXs7e3x9PQkPT39K9eX4EZPzJJMh3MjEhdGo5E9e/bw2muvAePvpLS0VB6EgvcH4OXlha+vr7Q3NjY20o7AePAsnHEbGxtSU1PZunUrFhYW6HQ6DAYDFRUVFBYWcvPmTYqKiigtLaWwsJCcnBxgXK0lICCAyMhIMjIyWLNmjbTbyqz3dEBJ0YDx5tcdO3bIoAMwCYLEcxC2fmBgQGbhjEYj8fHx/MM//AOPP/44lpaWMjmghNiHKpXKxJ5PvJbpxO3OIeUea2hoYMeOHVy6dIng4GC2bdvG4sWLZTBvNBppa2tj3759vPHGG+j1eoqLi7l48SLDw8N0d3fT29uLubk5UVFRJmX6+4WyvG9paSmfm5KHDODm5sasWbO4cOEChYWF/Pa3v+X8+fN4e3tLal1gYCD+/v7Y2NgwMjJCT08PbW1t1NXVkZ+fL/t5hC8TEhJCQEAA4eHhzJo1y6RRFm7fPHwvUO7tsrIysrOzCQ4OJiUl5Y58b6EaJdDQ0MDly5dpaWmRikORkZEkJSVhYWGBpaXlpEHgRNtyr3b0nnLsBoNBHgIuLi6EhoZSUlJCf38/bm5uPPPMM6xcuRKVSkV+fj6nTp3i7Nmz7N69G41Gg7u7O5s2beLll1+WPCYlxsbGsLa2locPjOtHLl68WJaA/Pz8OHfuHL/97W8pLCzk2rVrhIeHy3KgssN6KlCm+3Nycvjggw84evQo7e3tkk/r6elJSEgIiYmJzJs3T/6scFxdXFzo6emRmWg/Pz8WLFhAXFyc1B4U0YWImkXEplKNa28ODQ3JDePn50dwcDBtbW10dnYCYGtre4syw91Cr9fT3t5OS0sLLi4uPPbYYyQlJcl/Hxsbw2AwyCyb0nHt7OzEaDTi6emJg4ODPBAET7etrY3u7m4GBwdNFqmTkxPx8fGsXLmSxx57TDaW6XQ6aSyUmQllY9NUMTw8bHIYnDx5kt27d/PFF1/IwwLGnZnw8HAOHDgAwPbt23nllVcApHqD0N21sLDgiSeeYPPmzZJHJ7jcFy9epKioiMOHD7N//36p+xcVFYVKpaKmpkZymtPT06XjOh2HiLJUpdVqKS4uZnh4GL1eT1lZmSzFPohu+onvR5n99/b2xtvbW17jg+y8FeV0CwsLurq6ePvttzEzMyM2NpaWlhYcHBxwdnamurqauro6BgYG8PX1NWn6FAf9ZM1zyj2mXNOioWS6Mlg6nY4TJ07wzjvvUFJSQkREBLNnz6ajo4PLly9z6NAhTpw4wdDQEF5eXqxatYolS5YwZ84c7O3t+fzzz/n3f/93zpw5g5WVFVVVVQQEBMihJ8L2ODg4EBwcjI+PD3Z2dg+sjCy+s729XTZ02tvb4+vrS0lJCTD+7tauXYvRaKS4uBhvb2+CgoJMMsXKa7Ozs8PHx4eysjLGxsbw8PCQdt7Ozg47OztcXV2JjY2lra2N+vp6amtrqampoaSkhJs3b9LR0UFZWRlFRUXodDpiYmKk4zpde1LQpkTzq1arpaKigk8++YRPPvmE9vZ2EhMTiYyMpKioSD4fT09PnJ2daW5upr29HYD4+Hi8vLy4fv06hYWF/P73v8fT05PFixdjZWUlM7g1NTXcvHmT9vZ2dDodo6OjuLi4MGfOHJYuXUp0dLRMDE2XIzQ0NGQip9ja2kp2djZVVVUy82hlZYWnpyfXrl3jzJkzWFpa8swzz/Dyyy/f4qT19PRQVlaGTqdjeHiYnTt3cvz4cYaHh+nt7ZUZPk9PT+bMmSMbLr28vO4rmFRyc5XrTZzPwoY5OTmRkZFBS0sLe/bsobm5mX379mE0GrGxscHT0xMvLy/c3NykMy5GZzc1NdHQ0IDBYJCyhFVVVZw6dQorKys8PDwIDQ0lISGBhIQE/Pz8cHd3x8fHR2Z877UiIPpQhA0+f/48e/bs4caNG7i5udHa2srmzZuxsLCgsbERrVaLlZUVQ0NDuLi44Obmhrm5OSUlJWRmZnLmzBny8vLo6uqS62z27Nls3LiRNWvWyOsdGhpicHCQvr4+hoaGJL1HqNNMPBPutsl+So6riEJqamro7u4GxjMrGo2G/v5+AFavXs3PfvYz6UCmpKQQGhpKS0sLeXl56PV6Fi5cyCuvvEJaWhrw5cEmjJVarcbMzIy2tjYA0tPT+eUvf8ny5ctNricgIIDjx49z8+ZNWltbgS9LgMro4G6hzHwUFBTw7rvv8v7772MwGEhLS+ORRx7B399fdj6GhITI+wQIDAxk3rx5lJeXS8c+PDycTZs28cgjj8iXpDzwJzvMxaIWsLW1xcPDQ5LZReZZWeKbCiwtLdFoNNJRFJk44aROlA2ys7NjbGyM0tJSrl69KkvEp06dor29naysLFpaWuRnRdBhZ2eHpaUl/f39dHR0cPDgQXJycqivr5fSXsIhnk4oF/3ly5d5/fXXOXz4MGq1Wpbjuru7OXXqFJcuXaKvr4/k5GTWrVsnf06Z5QkKCmLFihW88sorxMXFmfwuW1tbvL29KSwspL29HTs7O1JTU1mxYgWzZs2ip6eHI0eOcPLkSZOBFGDKN75XiD3T3NwsS8swzie8cuUKQUFBJpqq05ktnKjRKrKtgHzvDg4OWFhYTFtZb+IBI+5FqWqRn5/PyZMnZePi7NmzCQsLk13rKpWK7du3ExMTg5ubm3wmYu+Lxi2RhYEvM61arRaj0Yijo+N9Uz6UzVijo6NUVFRw6tQpSkpKmDVrFn//93/PkiVLaG5uZu/evezZs4empiaSk5PZvn0769evN+G3P/7447S3t/Puu+9y6NAhysvL8ff3l2NUYXzNeXp6smTJEtasWUNERIScqqZSqWQlRaPR3KLvPFUI21ZRUUFLSwu2trY8/fTTODk58ac//Ymenh4SEhL4u7/7O2xtbdm1a5c8vJV2UWmLPDw8WLp0KU1NTXh7e5twEbu7u7Gzs8Pc3Fw6sSEhIfLfOzs7KS0t5fr16+zatYtz586Rl5cnqRZwb+eGgHB6laXivr4+rl+/Lptwjxw5Qnt7O8uXL+fv/u7viIiI4I033pCO66ZNm8jIyODAgQO8++67ODo68swzz5Cenk5WVha/+c1vyMrK4t1338XW1hadTseuXbsoLCykpaWFqqoq6RQIXLx4kb6+PmxtbQkICLjn+5t4r8qMrtFopKysjOPHj/P5559TUFCAlZUVLi4usjG7oaEBrVbLokWLWL16tVybOp1O0ntEv4yZmRmOjo50dXXR2toqEz329vaMjIxQUFBAQUGBTESsXr1aniX34phPLGcLWFpaYm9vb2IfoqKi2Lp1Kx4eHpSVlVFdXU11dbVUCioqKrolABLZTGdnZ+bNm0d0dDRmZmZyEFFbWxu1tbWUlJTwxRdfEBkZSVBQEAEBASQkJDB//nwiIiLu2eYoA+zz58/zr//6rxw7dkz+u6Bnurq6cvjwYWpra+WznDdvHitWrKC3t5f333+f999/n5aWFqysrHB3d5dBWV1dHV1dXajVatLS0igvL6ewsJD+/n56enrQ6/WSMpmQkAB8qdkrbM3d2pspOa4WFha0tLRw/fp1GhsbZQe1cFrWrl3LL37xCxNnzt7eHj8/P7movLy8eOSRR0hPT5fZRfFglR2o5ubmkgeycOHCW5xWGHdw3dzcZJloYgp6qi9Xr9dLDdYTJ07wwQcfYDAYZBSflpbG8uXLZUZLGElxyPn7+7N582aKiorIz8/Hzs6OzZs3m+iv3kspSkjfKAW77wc2Nja4u7vj4uJCY2MjxcXFLF68WHZvislKSmfj+vXr/O53v+PAgQOMjY1RV1fHn/70J9m4lZaWJjekj48Ptra20gEfGBggNzeXffv2kZmZyX/+53/S0tLCL37xC2JiYu77fpQQ2VaA7Oxs6bQ6Ojry4osvsnr1agYHBzl+/Di7d++mubmZ+fPn8+yzz5pcixhfqlar2bBhAy+++OItAyBgPFhZsGABnZ2djI6Osnr1alJTU6USRm1tLQUFBWg0GtRqtYnGr2ikuBcoOU/Xrl3jL3/5C8eOHUOr1Uqj7+rqanKwP4ismpI3Z2dnh729/S1c7emGkOsSZTyllrSTkxPr16+nrKyMvLw8AgICWLNmDaOjo5w5c4ba2loiIyOJi4vDwcFBZomFferp6ZF89oGBAcmrE5m9o0ePUl1dzUsvvSRtkl6v/0ou6WQQjSAwvm5LS0spLi5Go9GwceNGnnjiCQBcXV3x9PRk9uzZtLe3ExMTQ2Ji4i3qFX5+fvzwhz8EYOfOnbS2tsqRlTD+rkT5tbu7Gx8fH8bGxtizZ4/k7MfFxZGWlkZGRoZc7/fqmJubm6PVaqmqqqKmpgZXV1cZHL7xxhvAl0F5aGgobm5u6PV6qQ8toCxDu7q6smnTJmJjY7GwsCAoKEheo1qtvm1Hu/jZBQsW4OzsTHZ2NjAeaCt/n5B3uxeIUrOS55eVlcWHH35IUVERbW1ttLW1YW1tzaOPPsqyZcuA8QSMoMKp1WqWL19OS0sL7777LpaWlpJm5ebmRnV1NTt27GD//v2Ul5fT09Njkq1NSkrC19cXDw8PqfgjqkGBgYHY2trK7PL9QNhZlUpFV1cXR44cYf/+/WRnZ1NfXw8gA6ChoSF6e3vR6XR4eXmRmpoqz0MwLRdHRUXx5JNP0t7ejrW1NdbW1mg0Gsn59fb2xmAwcPjwYXbt2kV+fj5Xr15l6dKlcg+LSshUoAzAJyaEJqMURURE4OPjg1arRafT0dfXJ53PmpoampqaGBwclKOwhR8UFRVFQECAPAf0ej1arZa2tjbKy8tl9VIoFKlUKmnTfvrTnxIfHw+Y2o6vgkjI6XQ6Dh48yFtvvcXp06dNPnPx4kX+7d/+DQsLC/Ly8mj8/9l777C4zzPd/zPMwDAMzAy99w4CJNGEeu/Flnt3bCdxstnEu9nN2dN+u2fPyTkn2ewmGyexEzvuVXLUey9IQgJJiN57752Bofz+4Lyvv4OQDJJsy17u6/JlBFO+b3/e57mf+6mvl5e4rKwscnJyaG5u5sSJE7S3t5OcnMyDDz7IwoUL6e3t5dixYxw4cICsrCx+//vfc+DAAQoKCsjJyZE87MHBQfR6Pc899xz/9E//hMlkIjs7m4aGBlxdXWVxI6X61K32nRlTBXp7e2lvb5eyM+LG6uLiwrZt26RHqra2FhcXF/R6PSMjI9IDGRoaKrNAYWJSTD7k7OzsCA4OZt26dYSFhbF48WLZEJF5r9Vq6erqkodWTU0N586dIyUlBa1Wi16vl2HA6WqVKcMdly5dkgRjGxsbMjIySEtLY8WKFZJfKjZI4YE0GAyEhobi4uICTAi3p6SkyANAJHZM51mUBq7ICBYapPD5DW6mHpHh4WG0Wi2RkZFERUVRXFzMX/7yFwICAti4caPVYTg8PExdXR2lpaUcOnSIo0eP0t/fLw15Ib+TnJzMggULmDt37i05vAsWLJBUjp07d/LJJ5/g6OjImjVrZOgkPDxc3qjHx8dxcnLCZDLN6BIiQiKjo6McOXKE3bt34+DgwBNPPMFPfvIT6XHw8/OjpKSEtrY2yT9WbugLFy7kr/7qr3BwcGDjxo1yDHt7e6WRBhMh8eX/TzLLZDKxatUqq4NPrVbT399PZ2cnFouFU6dOERwcjKurqxUVZiZQRgYuXrzIW2+9xccffyx55nFxcaxdu5a0tDS8vLxuyuy9l1Aa376+vphMJtra2qwSo5SeyzuBCNUJPuZkOSGLxSI1MMfHx0lLS+ORRx6Rnqeamhq6uroYGRlhxYoVvPzyy9IoVOL69eukp6fL0rjCQB4YGCA1NZWUlBTOnz9Peno64eHh0nC908uksmR0S0sLV69epaysDJPJZHWJGhoawtvbm23btlmNpbIC0cjICHq9Hj8/P5555hk8PT1pbGyU4yP4kpWVlWRkZJCTk8Phw4epr6/n0KFD5OXlAUjVFmFUwUROw51GRsxmMwMDA8DEODY3N0seMkx4JNvb2wkNDb3l3qGcszqdjjlz5hAbG2vlWVOpVFbPKOac6CMhwdXZ2cmVK1eoqanBYDAQFxcnvX1wZ5w7YSyLZ2lpaeHSpUtSf/by5ctWNBqj0Wj1nX5+fqxZs4bMzExcXFzQ6XQkJiby+OOP4+zsjK+vL6OjowQHB7NlyxYuXLhAdnY2Fy5cICoqSpYgDQgIIDg4GBcXF8bGxmhqapLKNkIj/U4idMp2CoNJrL+8vDx27NjBhx9+SEVFBVqtFqPRiLe3t9zzRXKoCKcnJyfLc0YUBhEQxVBERNfNzQ0vL6+bnmV0dJSLFy9SX18vqTB3A7F3iOQjsb/euHGD8+fPMzg4iJ+fH4mJiYSGhkqjevIla3x8XOZ4iHPNwcFBUgxvN7+EykRmZiZXrlyhrq6OgoICiouL2bFjB3PnziUgIACj0Tij3BZxfgrt+VOnTuHv709ycjK2traUlJRQVFTE4cOH5XvCw8Px8fGhoaGBoqIiMjMzgQkP9JNPPslTTz3FsmXLpJE5f/581Go1v/nNb6RR7ObmJhPPXFxcaGhooLKykrffflvaEGfOnKGurg4XFxeioqLYunUry5Ytk9z3W7Vzxoar0WgkKCgIb29vqqqqaGlpwdvbm3Xr1lmFUZ2cnGS4x8nJSS7qiIgIq2ICSk8rfG5lR0RE8Hd/93f09PRIHoxKpcLV1VV+rqOjIy4uLqjVam7cuCFvFAEBAaxbt04eLNO9RTs4OGA2m8nOzqaxsRGYMD4HBwdpaWnh2rVr5Ofnk5CQYMXDmMzJEAeZh4cHrq6uU5ZVnQmUGbbCQ+3g4CA3uZlAHGSRkZGsXr2a7Oxs0tPTJR9n2bJlmEwmBgYGyM/Plzep/Px8yWdycHAgOjqaLVu2sGbNGpkFfDujyM7OjnXr1hEUFISdnR3vv/8+b775Jjt27KCnp4ewsDBWrVpFYGAgg4ODDA0NER0dzeLFi/H19Z22wSVe19zczLVr1zCbzTzwwAM8+eSTVmEyMXeEEejj4yO9HlqtlqVLl5KWlnZTgsPksr62trZERUXJDVpcMsRYazQayXuurKzkd7/7Hc3NzTz11FPExcXdksR+O4hx6O/v58MPP+TDDz+UFI3Ozk70ej3x8fFER0fL5/2yBOmVzz08PIyNjY30tgtj9W45lMownRLd3d2UlJTQ0NAgD0aRxGJnZ0dKSgrXrl3j4MGDwARP/plnnpmSV5+Xl8e7777L3r17qaqqApBtGB4extfXl5UrV8q9SGSwh4WFTctDMBXEnmCxWMjLy+PixYv09fXJy5rAZI6t8v1iX1XO0aioKBkiF2Oi0+no6+vj3LlzjI6Ocvz4cY4dO0Z1dTWDg4PSOGpubqakpITa2tp7Eg2xt7fH09OTwMBAsrOz+f3vf4+zs7Pch4Rwu4DwUn0RBMXidn8Xa1EYtCIxaseOHdTX1zNv3jyWLVtmFZW4E2klZXi5t7eXffv28bvf/Y6cnBwrR4PIGTCbzTQ0NNDQ0CDVRl555RXq6+uJiIhgfHyc5ORkfv3rX8tLmniu6OhofH19ZTThqaeeYtWqVRiNRpqbm6XKSXV1NQUFBaSnp8v3RURE3PFlWbRT6USoqKjgzTff5PXXX2doaIjk5GSSkpKwsbHBYDCwceNGUlJSpESdmKtKKsXkPUmr1eLr64uPj89Ne1ZlZSVDQ0OYzWbOnj1LRUUFQUFBzJkzx+rScqf8XRHB6uvrIy8vj+7ubj766CMuXrxIV1cXTk5OfP/73+cf/uEfcHZ2tqIRKfvIx8dH8vvF76b7/YIisG3bNiwWC+fOneMXv/gFGRkZHDp0iJiYGGnXTJdqJmiXWVlZ5ObmYm9vz/PPP8+Pf/xj7O3t2b9/P++++y7p6ekyAfm//Jf/wgMPPEBmZib/9m//JmkF27dv55VXXiExMRGYsEkcHBzw8fFhxYoV/OUvf6G2tlYm36WmpuLp6YlerycvL49f/vKXZGdn8/Of/1xSXQROnDhBb28vwcHBhIWF3dYhMKNVarFY8PDwID4+XmbzeXl58fzzz7N161arjU6pOWgymWSN6SVLlkj5C+FBUUKZvSvCQPD5oaD0CAoNPy8vL8ktycnJkdl8kZGR+Pv7z9go6O/vl6Fyd3d36QkUGfFtbW04OjrK0Low5gTEIhK3T+VmOF3vzOTDShg4Aq6urkRFRVn15XSgzJbcsmULXV1dvPHGG5w4cYK6ujri4+Ol57GtrY3CwkLpjYHPNQWrqqqoqamxUjYQIZbJt1/hjdDpdMTExLBt2zYKCwulVxsmDpXR0VE8PDzo6Oigq6tL6vfp9XorD8XtIDzhQgTf1taWlJQUkpOT6e3t5fDhw1RXV6PRaCSHWnh24fOb92RJk9vJdym5OaOjo5jNZikL4+joyNq1a9FoNBw4cIDMzEz+8Ic/UFlZyUsvvSS5zzMp4SueoaysjAsXLjA8PMwTTzyBq6sr7733HmVlZRQVFbFx40b5HpFgdy+NV2HU9/f3U1hYyMmTJxkYGMDPzw8nJyeamprkOrmTxCxh3CgjCy0tLVy5ckUmA1ZXV9PW1obZbJYaggaDAZPJxODgIJWVlfLzGhoaOHXqFLW1tdIgFaLnKpVKhvns7e35zne+Q2JiIs3NzXR2drJkyRLmz59PY2Mj+/fvp6qqiry8PHx9faWhNZPwnZLSIoqAiIQlPz8/q/1EpVLJBDTh9RI6ipMvzIJHLfpb2e8Gg4H58+cTGxvL6dOnaW5uxmKxyEuPjY0N7e3tFBUV8Zvf/AaLxcLy5ctxdHS8qSLZdCBoVnFxcdLYyszMxMnJCZ1OR29vLy4uLrIfhP7lFxmuYo1OJ9taOd+FQo2gtsXGxjJ//nxpzCmleWYKlUpFQUEBu3bt4tNPP5WXGnt7eyoqKqSMUmVlJWazmfb2djo6OvDy8pKJrkqFEMDK0yiMpL6+PkJDQ4mKisJkMlFWVkZHRwfDw8PU1NRIuT4hSeju7s7ixYvZvn078+bNk0owMzkTJ1dabGlpoaSkhFOnTrFnzx5UKhXf+c53ePbZZ/Hx8aG3txc7OzvCw8PleTPV+r/dcyjHtqWlhcuXL3PgwAGqqqqwWCzk5+czODhIYGAggYGBNzkUZgqdToezs7NM8Hz11VdxcHCgpKQET09P3NzcaGlpYd++faxatYrVq1fLizJ8zqsV58bkdgnjXZyNylwckZAkZMSURTK2bt1KXV0dzc3NZGRkcPHixRkbruJ7RkdHZYJUYmKidCBu3boVOzs7enp6uHTpkuTVmkwm1qxZIx1LLi4urF+/XhqtgvMvKFvz5s3j7//+72loaCA2NpYlS5bIJGyYyBW5ceMGzc3NaDQaAgMDiYiIIDIykoyMDHbv3s3Zs2fZtGkTPj4+ty3kMyPDdWhoCFtbW4KDg+VBP2/ePFmWFZDcM6Un1WQy8eCDDzIwMEBaWtoXlm8VnfJF+l4ODg6kpKTQ0dFBWFgYer1eJhCdP3+edevW4enpOe3BHR0dlRm3QUFBXL9+nZGREdauXctTTz11S5UCEQ4THjxhjDU3N5Obmyvlu5TJJNNpv/K5hLSMgKenJ9HR0ZJDOt1qTSKzWEyc559/HoAdO3ZQWloqD08l7OzscHFxkaUGW1paKCoqoqmpibCwMF544QV5E58cxhVQhoojIyNZt24dzc3NVFRUyLEtLCyksLBQvs7Pz0/qOE4XarWa1tZWiouLaW1txdnZmdjYWLkZZGVlsWPHDkwmE93d3Tg7O1tltirnmdiwhR7d7aAscqAMkTs6OsoExfDwcA4fPsyuXbvYvXs3BoOBxMREPD095ZhMB3Z2doyMjFBdXU1vb69MtklKSqKlpYXXX3+dP/3pTwQGBvKd73wHjUZzz41W4Zm2tbWltbWVDz/8kE8++YTe3l5cXV05f/485eXlLFu2jI0bN0oKyEy8IUqJoJ6eHiorKzl27Bi7d+/mxo0b0vMssrcFZ16pHCGkWsbHx+ns7OSDDz6QvxfSdiqVivXr12MymdDr9URHR/Ozn/3Mij8p5oWXlxcODg60t7dTXV3N8PCwlcd1uhCv7evr48yZM5w8eZK+vj7i4+PZsmWLFQdwsk7nreaiMjogjDvx7OJi5OTkJCu8iWxnweUFJBf7yJEjVFVV8Y//+I9s3779tuVlbwWxboODg5k7dy4XL16UiW39/f0EBgaSmpoqzxJxuf0i3KnSiFarlYnCOp2OtrY2iouLCQgIkGHcmbRReATHxsbIz8/n/fff55133qG1tRVfX18WLVpEX18f1dXVmEwmVq5cycDAAI2NjcTExGA0GuW4Ci7nVBntYvwFV7WxsRFXV1fa29vZvXu3VSKpvb09zs7OBAYG4ufnx+LFi9m0aZNVNHSm4yj2pfHxCU3zw4cPc/ToUS5cuEBnZycpKSk89dRTLF++/Kb3TqYmiP30dlEYYeSJed7Q0MDRo0fZsWOHTD4F5EWrsLCQ+Ph4PDw8ZtQugdHRUezt7QkNDWXJkiVUVVVRV1eHs7Mzixcv5pFHHmF0dJTXXnuNuro6Dh06RFBQkKSP3SqapeT/Kw3TL4KoOioccAkJCYSHh3Ps2DGKiorkeT/d/WZsbAx3d3fp6BL82fnz5+Pv749er2fJkiW8//77wIRnu6CgQCb1rlixgqSkJFxcXCStQ1y8lX3u4+PD9773PatLiqjKKM7f1NRUtFqt5PsmJCRgMBg4dOgQGRkZmM1mOjs7MZvN985wFR3l5OREQEAABoNBapQJCIFb5QA5ODiwcuVKxsfHZxSqmCrUqJwgohqVh4cHarUaNzc3PvvsM4qKiqirq5ME6ekaruLGGxkZSVpaGhkZGdTX19PZ2TnlhGtqaqKlpYW2tjaam5vp7e2lsbGRq1evApCbm8sf//hHmpub2bZtG2FhYXKjm0n4tLe3l5qaGqvsV5EBqOyn6UK58fv5+fHiiy+SmprKxYsXOXLkCFevXrXymi5dupS//uu/Jjg4mAsXLvDv//7vFBUVSS+QUkz4VhDtBqR+4qlTp6RXVGRyC3h5ebF8+XJSU1Nxc3ObkdEjLg9jY2OSUiGg0Wiorq6murpa8rCUkQJxWxYcOWW26a2gfK3yGZXvcXd3l3Qae3t7XnvtNUpKSmhpaflC7tNkCEkbEWYVRkpwcDBPPPGE1Bj8l3/5F8bHx9m4caNVwuS9wMjIiNyghoaGuHbtmlQWqaiokBegpqYmSVuYSWKi0iN5/fp19u3bx9mzZ7lx4wY9PT0EBgZK76GHhwfOzs7odDoKCwvZvXs3ZWVl+Pj4EBwcjMFgYGxsTGa3dnR0yE23vr6ekpISGhsbZeZtT08PxcXF0nCdPI4+Pj40NTXR1NRkpaQwk3VoZ2dHd3c3Z8+e5S9/+Qs5OTkEBATw+OOP8+STTxIYGGh1cZ8JlJqU4tkF99vJyUkmT7a2tsocA2G4Cs+yoAf98Y9/xN3dnVWrVknP73S952Lf1Wg0bNmyhZiYGMxmsyyFHR4ezsKFC614gveazqLkwC5YsIB//ud/5uDBgxw6dIjTp0/LQiqPPPKIlK+bbvRDeL6bmpp4//33+dOf/kR3dzcq1YTMX2ZmJt3d3fT09BATE8OcOXOkAWkymazaPZURIrzrMLHeTpw4wauvvkpbWxu+vr4YDAaio6OlsklwcDD+/v74+PhgMplwcnLC3d3dKmw9U0xehx9++CH79++ntLRUvmZwcJCsrCxsbGwwmUwEBQXJCJmSx630aN9uH5jMiReeTaPRiEqlwtfXV0qGCd6ms7MzW7dulSomM4FYI6GhofzoRz8iOTmZ5uZmnJ2dWbRoEampqZSWlpKdnc3evXu5fv06NTU1tzVclY43sQ6ne94LbrYoeOTh4SH3oubmZpqamggJCZl2O4eGhtDpdMTFxZGQkCD7zM/PTzquSkpKpDJTTU2N/BmQHFVl25TtEs88VUl1ZcU+tVrN0qVLmT9/viy4IPqtoqKCwcFBAgIC8PPzw2Aw3LvkLOVDBQcH4+bmRllZGdeuXWPDhg0yNDp5EdrY2MiJLBbjFx1gX8RhEuFcZ2dnqzByUlISzs7O9PX1YTabZ+StE53k4ODAvHnziImJ4eDBgxw+fJjU1FQCAwNldZq6ujqKi4upra2lo6OD3t5e+vr6GBwclEafkLgRRRkmf8/toNwwGhoapAcRJkJcoaGh8nNm6oFQhrXhc83NBQsWoFKp6Orqknxao9HIsmXLZDawRqPho48+oq6ujocffpikpCSrzxWLTsn/EWPZ19eHSjUhaZKcnIynpycwYaQmJCRIY0gQtdeuXSu5ejMxegwGg1SyqKqq4rPPPsPNzY22tjbq6urk66KiovjhD39o5SkQfT6Z23o73G6uivKitra2GAwGBgcHMRqNMmmxoaGB6OjoGWcyj4yMyGpYyqS9pUuX8vd///f8+c9/5tKlS/z85z8nOztbhgpFdbmpoPQQ3ApiMxFe5cbGRnbu3El5eTkACQkJBAUF0d7ezsDAAJGRkbJPZ2KUKDe03bt38/bbb9PU1ISvr6/kr6ekpBAcHGx1Ge7t7SUkJISqqipZFUn53DChHCCytW/cuMFHH30kw7dqtVpqNDo5ORETE8Pw8DB6vV5eyF1cXKiurqa5udnKcJ1pmNlsNlNTUyPLXqemprJ582YCAwMBrDb8mWAqCpZOp7My4gS3TFQr8vf3Z9GiRTzzzDNERkbi5eXFL3/5S86cOUNCQgLz58+34qZOB0pPnZD0gYnD97PPPpP7i3JeTGUAiKo9tra2dy5Y/v+qGq1cuZLQ0FBcXV1l2dGuri6pL+7q6jrtC4g4lKuqqqxktWxtbenq6rLyDor+jo2NnXJ9TfU7Jbe1oKCAY8eOUV9fT0BAAJs3b8bHxwdfX1/Cw8PlHj6Vg0X04Z0k84q+6OzsZP/+/Xz88cd0dnYSHh6O0Wikvb2d1tZW3n//fT755BOp4/7YY4/JCk0zPacEDUbA29ubtWvXSv1rd3d3nJ2dyc3N5Z133uHKlSv8+c9/xmQysWnTJhl5me6eKvpEJI4lJyfT09NjFT1zc3PDx8cHnU5He3u7VDyCiaiJMqFLUMema6gKD7OY4yLxSyAyMpKUlBR27NhBZ2cntbW1hISETFunXrTPy8uLLVu2cOPGDXJzc/n3f/93RkdH0ev1HDp0SO7hAQEBVlFIIaUmigaJaNVU3yHogmIPUhqzarUaV1dX6XCzWCwMDAzIyGtfX59UYRCFS+5JcpbyQ0JCQggNDeXEiRPk5+fT3Nw8ba/OnWZuKidCR0cHPT09kpslXNbCzS48UjPZaJWDERISIrOIRaEDUclLZKMrq5aIjc/NzQ0HBwfUajWNjY0EBASwdOlSIiMjpyRz3wo6nY6RkRFZGlCEP93d3VmxYoXUQZv83DOBWq2WvBvhjYGJg93T05OFCxcSExMjDxyYMAwCAgKIioriiSeekJsJfO6tVG6QSo/l5Fun+DkxMZFXXnmF+Ph4WdPe1tbWinA/3TZaLBb0ej2xsbEkJCRQVVXFq6++yrFjx7CxsbHyWru5uZGUlIROp5McoLutZDUZytv22NgYR44cYe/evfIga2pqorOz86bs1C+CMmN6sk7qunXrMBqN/OEPf+Do0aO89tpr9PX1odfrSUxMlK+dvKams9EqPSgjIyPs2LGDV199lfr6etLS0njppZdYuXIlBoNB9qeYVzOlCbS2tnLmzBkOHjxIc3Mz69at44UXXpBeuqkqvTg5OfHQQw9Jb9jkxAmVSiWz5NVqNU5OTmRmZpKbm8vY2Bje3t50dXVRXl5OQ0ODTNATVA4hTWU2m2lsbLxjw1WE7yIiIjAYDLJghTBaRR/cC/m7yc8mKBbi9319fSxevJj/8T/+h0wOWrt2LRUVFfz+97/n8uXL5ObmSsH7mUKZvATIUq8NDQ3k5+eTmJh4S56wMopxNwl+SgQGBvKjH/2IqKgofvvb33L27FkOHz5McnIyixcvnrYny8bGhr6+Pjo6OqwiVFqtVo6d2WxGpVLh5ubG2NgYXV1d0+LrK+vVt7a2cvLkSa5du4ajoyN/93d/x1/91V8xOjpKf38/BoPhtmeKuFjfSf/Z2dkxPDzM5cuXOXLkCI2NjWzdupXnnnsOOzs79u/fz6FDh6S+OEwkQW7ZskVy9+9kT1U+q7e3N5s2bQImzneRALpkyRIcHBz4xS9+wZkzZ4iOjiYtLQ1XV9e7kjWDCeeHkuagpMFNvgAI42xyovlM2qr0TE4FNzc37Ozs6OjooKGhYUb0QKV+/Pr16+nq6uIf//Efyc7O5kc/+pF06pjNZjw8PFi7dq2seAjIUvPTkeOcSblokTQq5MK+qA+svmdar/p/UE7AefPmsXTpUs6ePcuVK1f46KOP8PT0RKVSsWzZMqsNGCayz5Q3yFu514WhOXnzEK53sVmcP3+eEydOYGNjw+rVq6VHUBgEgss5E8PVxsZGcnR9fHxYuXIl2dnZnDp1ilOnTslFrFKpCAwMlAUITCYTzs7OuLi4YDKZ0Ol0nD59mrfeeouenh5ZQUtkEN8uycFsNkuC98jICMeOHZNZ0QCrVq1i+/bt0nBV6gbeKQYHB+XYKm9J0dHRPPjgg1Yi5w4ODjz66KN4eHgQFRWFjc1EZRgbGxtZ4/hWBopS9uTQoUPcuHEDmKArREZGSq6bckFOrvX9RRALJiQkhMcffxyYkDQR1a/c3Nxwd3entbWVzMxMPv74Y1avXi0r1kyGMkFoOhCXJqXXSzzTyMgIOTk5kscrpLJEmHa6GB0dlSFfJycn6urquHbtGvPnz2doaIjCwkIaGxtZvHixNBCEjMpUVAZlWEt4y6eqVy0gvN9msxmz2SwpAnPmzGHbtm33RCcSJtZyTU0N5eXluLq68uyzz94kYyWeV3gslIkNt4Iyi1ysWzEGkZGRUraloaFB9oEYy7i4OIKCgrCxsZESWwIzMTKFpqGokJOfny+TEsXF914ZamA9f319fVm9ejWnT5+mrq4Os9nM0NCQ7JfBwUEiIiJYsmQJn3zyCXV1dVRVVTF37lyrvpsJlAeSv78/cXFxXLx4kfPnz7N582bc3NwYHh5mYGBAXnqEsaB89umoY9xqzSo5owaDge3bt9PQ0MDly5cpLS2ltraWwcFBq33qi75HVKWrr68HYP369URERHD+/Hlqa2tJSEhg6dKlpKSk4O/vL6kEYk8T46zkfo6NjTEwMCD3o+bmZk6ePElLSwurV69m9erV8lKmLHkqnBBKB4nwjt3pXFKpVHR2dlJcXExVVZWUMNy+fTswERHZu3cvw8PDREVFsXDhQlavXi3XoFqtvqtKXeLMF0ao0hg1Go089thjFBUV8frrr5OVlUVxcTELFy68I2NZeD5hYr0LOUzBNRXnop2dndU6UM4XZehcFP5QOnOUNDQxT0XuiJjXospbZWWl9IiePn2alpYWfH19pSbudA1X+Fzb1mAwsGXLFsxmM/v376esrIy+vj55Ae/o6KCuro7a2lqZhHWrKnbKzxYX+9vNtbGxMVpaWujo6JBce5iY3wUFBQwNDeHp6SntjdvlfczI4hGeB1tbW9zc3FizZg1nz57l8uXL/OY3v2FgYIDg4GBgQjZBhENtbW1lJwte3lQG7O1CrspEGZ1Ox5UrV/j9738PTLiyRfi8qKiIrq4u3N3d8fDwmLH+oNJImjt3Lk8++SQeHh5UVVUxNjaGp6cnkZGRxMbGEhkZKessT4a3tzeXLl3iypUrvPfee7i5ubFgwQKpMTp5MSs9c6IP8vPzZQUcR0dHtm3bxjPPPMPixYvlwrzb2toqlcrq+Y1GI1qtVhL+hSe7o6MDvV5vxdMSUG4mQq5EXADERBaTu6mpifPnz/PRRx9RXFxMSEgIERERVvXKBW5XO/lWEK/X6/Vs3LiR0NBQcnJypMSRwWCgurqagwcPUlVVxS9/+UsyMzPZunUr69atk4eF8GRO9/uVWc6TD1oBYdwL2Nvby4vOTCDCftHR0cydO5fCwkLef/992tvb0Wg0XLp0CbVazdNPP83f//3f09/fj4eHBxEREVMaAWJ8ampqKCkpQaVSMXfuXJnVrCzrqJxver1e6v11d3fLkscwEVoUWq534oUQny+yzm1tbeXzKCu8ibWinINKfudUHuXJBRIcHByk1mhMTAxOTk5cvXqV9PR0nnvuOYxGIy0tLdjY2FBeXk59fb28cNypR1TMdQ8PD0wmkww5t7e3SyUUJcf/bqH8jKSkJJ5//nlGRkb4+OOPgQnd7czMTJYvXy4PYnHRGRoakiU47xTKOR4VFcWGDRsoKCjgwoULnDlzhrCwMKnEodyDhZfSYrFMu1rZVPsqfH756Ovrw8HBARsbG6Kjo3F1dZVC8DNpo1iHAQEB+Pr6olar+eu//muCgoJobm6mvLyckJAQXnnlFalRO921oDTO8/LyuHLlCgaDgaVLl1oZTUrO8WQllHsFOzs7TCYTBoOBzs5OysrKKCsrw2KxUFdXR2dnJ+Pj4yxZsoRf/vKXcj4rw/VKx9NMIAy9ycnaYgy9vLxYs2YNu3fvprGxkeLiYmJjY+9I9msyxUaZaCwiTIKiJXTpYcLwEvrSwsjWaDTTLsIiDOauri5ycnI4fvw46enp0nC1t7eXnNOwsLAZJZwLKOeFUIJatmwZBQUFFBYWUl1dTXl5OdnZ2Rw5ckTu98nJyZhMJunIUI6H6DPlvJs8zmKfEzSDnJwcLl++jF6vJyEhgdHRUXbt2sWBAwdwcnJi0aJF0oa8ndNxxrNcuSnExsbyox/9CK1WK72CQqzezc2NlStXSv06kY1+6dIlXF1dSUxMlLVwb+XdURq1yp8FD01g3759tLS0EBUVxaVLl+jv7yclJYXU1NQZV/JRLixHR0dWrVpFfHw8vb29jI+P4+DgIHm1t/vMiIgIli5dSm5uLgcOHMDV1RUHBwfi4+OtvMFiAgq+otjgi4qKePfdd7l8+TL29vZs27aNl156iUWLFlktrrsxWgWUfS+4cLW1tdTW1lJQUMDFixcpKiri+9///m21Hevq6sjIyCA9PZ2SkhIZ/nRzc5Ol7RobGykrK6Orq4ugoCCeeOIJVq1ahYeHhyThiz65E+1RZVuE/E9ERATd3d3y0lNXV4eHhwdHjhyhsLCQjz/+mI6ODubMmSMNV7PZjF6vv8kreavnURqBk6Gcw0J6aXx8HGdnZyIjI3Fzc5uRHJb4Dk9PT9asWUNBQQE3btzgtddek68RlXNEtZzJniuw1jfu7u6Wigdubm78zd/8DV5eXrJGuPACWiwW7O3tpaeotbVVbqrKeSkuZ8LjMFOMjY1JyTdfX1+qqqrIyckhLS1NbpS3SnL8IsNVSNCIi4TJZJJ6pyEhIbi7u7Njxw6OHDnCL37xCxwcHCTHXMhFwUT4TtnmmbRTeQgLw0MUMhGX/ckh9nsFOzs7AgMDrdRdRHGCtLQ0abgK6SZRSOZujCIRRhV0jE2bNnHx4kUOHjzIa6+9RkBAAOvXr7+pD0tLS/nd735HS0sLf/3Xfy2L0QhxdyUmG4Xi+ybPe6HSotPpZDRMvGYm/S3GPiAggP/6X/8rNjY2LF68WJa3tVgsdHV13TJh83bQaDR0d3dTUVEhy8QuXryYNWvW4OXlZVUcZ6bJvjOBxWLB2dmZBQsWkJKSQllZGe+99x7nz58HJqIiwls3MDAgPcDK6OnY2Bi1tbVSSWKmzqS+vj66urrQarWy/KrIlxB63KLAhtJ7eLeYrOwzODjI8PAwXV1dnD59mr6+PoaGhigvL6enpweDwUBYWBgxMTHExMRMWThhKgg5vDNnzpCVlUVlZSXDw8OYTCZcXV3R6/WyKuHmzZtJS0vDaDTO6MwQEPuewWAgISGBsLAwFi5cyPDwMO3t7ezcuZO33nqLI0eOUF5eTmRkJEuXLmXjxo2EhIRgYzNRTEK5fyrntzDuhRKG8DoLSb309HTeeOMNYCLy0t7eLmmQDzzwAMuWLZOfdTvjfMY7kZKE6+joyKZNm+jt7aW+vl6K1GdkZJCQkGClI1lZWcnevXvZt28fAQEBmM1mVq5cKTcfISDe3d0tifTiu8bHx+XrOjs72bdvHxkZGcCENphKpeLw4cMcP34cjUaDn58fGzZssMr6my6UhopKpbop+UsJ4UUU3lMxkYT26IMPPkhrays7duzgk08+YWxsjGeeeUZ6XpXfo9yEy8rK+PDDD9m1axc9PT0sW7aMbdu2MX/+fKnnOhPNyC9qr9IYmzNnDklJSZSWlrJ//366uro4c+YM7e3tJCUlERMTQ0tLiyRSd3V1SaO0oKCA69evc/XqVavwd3BwMP39/VJ9QiSCrV69mnXr1hEdHQ3cmfj37SAOLaPRaHUDF1W/IiIi2LdvHx9//DGXLl2iublZepMFJ6y3t5exsTGZ0To5gUksYLF429vbpffR09NTKiYA0iNpNBrp6urCZDIRFhYGcJPc2e0gXqfRaFi+fDnDw8McO3aMtrY2enp6yMnJYXh4WFafUUY7xsfHb8rwhYnkj/3795Oens6qVatkFqmtra0V/9be3l5y6y5cuMAnn3wijf7k5GSrPr6bg1QYFjExMURERJCfn8+JEydISkq6KeIw+Xu+qB91Op18j1arlVn1Y2NjeHh4MHfuXObPn09GRgZvvfUWdnZ2dHZ20tfXJ+km8+fPZ/PmzVbzaqbVbASEfmRtbS1NTU1WbbsdlOP3RX0tvk9UUTpx4gQXLlyQf29paeHUqVM4OjoyZ84cKioq+OSTT6SespBvupPDUvm8Yk3OmTOHTZs2cePGDbKzs/nTn/6Eo6Mj8fHxmM1menp66Onp4eDBg7z++uuMjIywZs0aqyqKkyH6QFR2dHV1tZrryv1AoKSkhPb2doKDgwkMDMRoNE77wizWvL29vVVJ8p6eHhwdHdFqtVy/fp3XXnuN1atXMz4+Lh018HlESVwG3dzc6OnpobS0lOrqahoaGsjNzeX8+fNotVqWLFkiHR/3giI2HYh+joyM5LHHHqO/v5/z589z7do14PN55ejoiKenJ21tbZL2ofSy7d27l8HBQZ588kni4+MZHx9nYGAAnU5npYIBn188hRPn2rVrXLlyRVY4FKVfBZqbm2WfC3WRewGlQWZnZ0doaCiBgYHk5+ezd+9eLl26xOjoKI2NjXR3d6PVamViU3R0NLGxsYSEhODl5SXLbwt6WG9vLz09PZSVlXH27FlOnjxJUVERtra2REREMG/ePCIjI/H09ESr1TI6OopWq2XevHnSIL6TS63SEyq4wuIiER4ejpeXF0ajkd27d5OdnU1hYSFFRUVYLBYeeughQkNDb6IotLa20tTUhNFoJCAg4CZFKYHu7m5ycnKk01HYT0FBQaxYsYLHH3+cOXPmSJvonhqukztAo9GwcuVKent7ee+998jIyKC6uprW1la5ydXW1vLqq6+yZ88eqqqq0Gq19Pf3Sy0vmNhQS0tLOX/+PB4eHjzyyCM4ODhIvo8QGN6/fz+vvPIKXV1dREZG8uSTT+Lg4MCpU6fIz8/H19eXrVu3Ss4rTC1+/EWYzqE7uRqW8ByLEMnChQvlv3fv3s17771Ha2sr3/3ud6V3QfDzxDMWFRXx1ltvsXPnTurr6/H29iY8PJzx8XEKCgpwd3fH19d3WiGz6UCpMKBWq0lOTubJJ58kPz+fnJwcKioqGB4ext7enqNHj8pDYXR0lJ6eHnJzc8nLy6OxsdGqCoYS4+PjREZGsnjxYgICAkhMTCQ5OfkLRYbvFrfrl4iICJydnens7OTIkSOMj49bJduNjIxQVVXFxYsXGR0dJSUlhbCwsJu8N8pDrr29nUOHDpGZmYmvry+PPvoowcHBVpcU4VFWqSYqrCjFz6cL5TMEBQXx5JNPsmXLFoxGI0VFRfzDP/wDJ06coLCwkNbWVml4Ksn1KpVKzrni4mIOHjxITk4ORqOR6OjoW3IZ+/v7KSgo4NKlS+zevZszZ84QFBTEK6+8wqZNm6alTDAdCG+Nr68v8fHxnDx5ksLCQgoKCli0aJGkLc2E/zwVbG1tJT2mv7+fkZER4uLieOyxxxgeHpaKAqIwh4uLi9QljYmJseIYzoRXp3xtbGwsfn5+3LhxgzNnzrB27VqpznK7fpxOHyu9caOjo2RnZ/PBBx+wd+9empqa5GWsr6+Pffv2kZubi5ubG62trVRWVmI0Glm6dCkJCQmAdWLXTKHkv6vVahYvXszDDz/Me++9x+7du2ltbWXlypW4urpKXm1eXh4jIyM3qdUo+0/J6RweHubUqVN0dXVJBQEBYSCJ+XLjxg3S09Mxm82Eh4eTkJCARqOZUeLLVDCZTISEhODt7U1hYSG/+c1v2LVrl/RWwcRZ4ejoKL2H7u7uxMbGSm9eXV2djAzY2tqybt06qxKbot33Wj5sMpTGw6ZNm/D39+fo0aO0trbS3d3N0aNHaWho4KGHHuLJJ5/EZDIxMjIin7OxsZFdu3bx6quv4ubmxtq1a4HPJf0mJ/wotXFhgqK2e/du3n33XVauXIm7uztpaWny9RUVFZw9e5auri5ZMc7R0fGuLlgCyn3W0dGR5cuX09zcLJ0wwphURgjb2tqorKzk1KlT2NvbSxsnLi6OkJAQHBwc6OjooLy8nPz8fCndqdFoiI2Nlc6cuXPnWnmvxTgr5/3dJBLfikMfFBTEj3/8YxISEvjoo484dOgQRUVFfPbZZzg4OLBp0yYZyoeJC++nn37KoUOHmDdvHv/5P/9nnJycrCKUvb29jI6Okp6eLpUL1q5dy6JFi3BxcSE8PJyYmBg8PDymbavd8cgK0vXY2Bg+Pj488MADZGVlSU9oRUUFp06dwsfHh507d/L6669L0n9NTQ2fffYZAQEB/O3f/i1eXl4MDg5y6dIlPvjgA0nyDg8PZ3BwkP7+fmm4NjU1SZkRDw8P1q1bR0xMDMnJyZSWluLp6Ul8fDwBAQF3LCejxNjYmCS8i4EQPMbJWcsCygklspJdXFzYuXMne/bsobu7m76+PlavXo2joyPd3d10dXVRVVXFkSNH+Oijj2hubsbe3p6UlBSGhoZ455138Pb2ZsuWLVYhiHvleVVuHkuXLuVv//Zv+fDDD8nMzJTu/oMHD3LixAn5faI0q62tLT4+Pnh4eNDX10dJSQlGo1GqH7i4uODl5YWXlxdubm4EBARYPfNME7CmC2VSlGijCI8LaQ7xTK2trTLJCCAzM5N9+/Zx7tw5hoaGSEpK4sUXX2TJkiXA53JlwqvQ3d3NuXPn+Pjjjzl58iQxMTHMnTvXiq9TXFzM5cuXGRgYYNGiRVYeyjvdhFSqCXkxEd5NTEwkLS2Ns2fPcvHiRV5//XWWLFnCwoULrZLsBC5fviy1Gdvb23F2dqasrIydO3fi6elJR0eHrHE+MDBAZ2cn5eXl3Lhxg46ODoKCgnjxxRetvI/38tBQqSbKP4eEhFBTU0NVVZX0Wn2R5IySG6fUHhQ8RhsbGxwdHYmJiSEyMpLMzEwqKioYHx9nw4YNMiQrypa6ubmh1+sxGo1WCWh3YkAoDYJFixaxdetW/vSnP/Hpp5/i4eHB448/jr+/P+Pj4wwODlrRTdRq9U2SNLcycpW/N5vNZGVlsW/fPpqamli2bBlLly6lpqaGjIwMuS81NzejVqtJSkpi8+bNPPTQQ1bJm3cKpQFtY2MjL7NHjhyho6OD9PR0cnNzZYLo+Pi43OudnZ1Rq9UyEVRU2BJJrGL/aGtrk2LmtbW1PPPMM1L5RMyp7u5url69yieffMKRI0dQqVTExsZKHupMdbHFpVdo4np5eZGamkpmZiaFhYV0d3eTm5trFbFxdHTE0dGR9vZ2OR8zMzMZGxujp6eHgIAAYmJicHFxISQkhIULF0pBeNGWL4MaMBWEd87GxoaEhATc3Nwk5aq6ulrWmvf3979p3efm5srIndCYFRCX48kXGoGWlhZOnDjBsWPH6Orq4vLly+zfv5+GhgYMBgPNzc2cPn2affv2ARN7nyjcMZOCLreCMvqqVqsJDw/noYceIjg4mLa2NjknDxw4wP79+wkODmbdunWMjo6Sl5cnq/qdPXuWCxcuSO6rnZ0dZrOZ5uZmdDodCxYsYMmSJSQnJzNv3jyry9ZUuBfnpWibSIIUc1Cn02Eymdi2bRu2traUlJSQnZ3N9evXATh16hReXl6EhYXh5uZGSUmJrBSXnZ0tc5+cnZ1xcHCgvLycEydOUF9fT0VFBeXl5URHR/Pd736XNWvWYGNjM+1kSCXuamSFB0loIio5UwUFBfzbv/0bQ0ND5OTkMDg4yIYNG1izZg2XLl1i586dvPnmmwwODrJw4UIGBgbYt2+fDHMWFRURHh5+0803KCgIo9EoszM9PT1xcnKSm/BUnLa7weSEmulAbFDCqFywYAGurq6YTCbef/99Tp06RUdHB3l5eSQkJMgD5dKlS1RWVkrOYFBQECEhIVy/fp0zZ86wdOlSq4SUe9VG+DzMabFYMBgMPPfcc/j4+PCHP/yBU6dOyeQInU7HwMAAQ0NDuLq6EhYWxvz584mLi8PHx4fTp0/zq1/9Cq1Wy6OPPsoDDzww5fcpF9+94OlOp23iZ9FnQjpN0D3E4i0pKeG1115j9+7d0uuRn5+Pn5+fNFwFFUJQAU6fPs0HH3zAmTNn5PxV6jiWlZWxa9cuDh06hJ2dHQ888ID8LLizqICA4BUJL3xycrLMGn/11Ve5fPkyL7/8Mps3b8ZkMjE6OkpfXx8XL15kx44dHDt2TGoEt7S0cPz4cfLz89FqtXR0dNwk9yO4wqmpqTz++ONs27bNik5wL8ZTuSmLREvRp2I8hcKHvb29FWVA+f+p1sdkmoHJZMJoNDI4OCil/SIjI62qV02G0rN8JweICBHb2toSFRXFli1bOHnyJPn5+Xz66aekpqZKGolS0/lWUB6yyn8rkySF92NoaIiAgACee+45nn76aQoLCzl+/LhMOGttbUWv17Nw4ULWr18vxcDvlVycML5F0o945rCwMDQaDSUlJdIIFEouHR0dFBYW0tDQIEupTgWNRkNTUxNFRUW88cYbDA8Py/1XXDDz8/M5evQomZmZjI+Ps379ehkdg9tz66aCmIPCo6vRaIiLi2Px4sVcvXqVoqIiAgMDCQgIoKioCLPZzObNmwkKCuLixYtkZWVJz35wcDBRUVEsXbqUBQsWSHnFyc/0VRmtYL1/ipKhWq0WBwcHfH19GRsbk8bNqlWrpNf6xo0bHDp0iOLiYmAi2VLon46OjtLb2ysdUkIdZHR0lIGBAWpqarhw4QLHjh2js7NTRkR2795Nenq6zHMRSbcrV65kzZo18kJ5L50goq8FxWVycrJwxHl6evLcc88RHR0tParXr1+XCVAtLS1S0314eBgXFxc2btzICy+8wJIlS6wSnMTlTvn94ud7eV6KzxLfPTAwIJNh582bJ43KkZERioqKyMzMBCaUFDw9Penp6aGlpUWO+W9+8xuOHj0qK6RmZGTw4Ycfyu8LCAhgy5YtLF26FKPRKCXjppuDJHDXrjqlp06v18uNaHBwkKNHjwITk+ixxx7j+9//PrGxsQQHB9PT08Pp06d588032bNnD7a2ttTU1AAT4YHMzEzmzp0rS5IJKBO5LBaLJNeD9QDfbQj9biEOTeGNCQ8P58UXX8Td3Z133nmH7OxssrOzCQsLw9HRkYaGBlpaWiQR3sHBQXqNm5ub0ev1rFmzhuXLl6NWqyUd4V4bfUrdvdDQULy9vbGzsyM4OJjvf//7pKam0traSl9fH0ajEWdnZyncbWtrKythCYNgKoiFKfroqxynyQe88FwJ7tH169d5/fXX2blzJxqNhm3bttHY2EhGRgYFBQWSwyU4zba2ttTX17Nv3z6OHTsmDTyxIGFinh4/fpxPP/2Ujo4ONm/ezJo1a3BxcbmJ93YnEHO9v78fW1tb1qxZg1qtlrJxmZmZeHl50d/fj5eXFy0tLWRlZcmQpIuLi9Ty0+v1+Pj4yDXs7OyMt7e3lJlydXUlKCiI2NhYYmJiCA8Pt6rgNhPh7dtBefDodDq0Wi1ms9lqvff398vvE0bs5GjI7Q4wGxsbqqurOXfunDxcu7q66OzsvEnObzLuReKU0iAVBTNgIulLyeGbyli0WCy0tLQwODiIg4MDrq6u2NnZyeiQmNNKfWJbW1tMJhMeHh7Y2dnh4OCAra0t8fHxksOtUqnk4eXu7i4Prnu5n06u6iXKsT700ENs3rxZqtSIspseHh60tLSwa9cuqcE6+fNEPzk7O0sHSlNTE2+//TYfffSRNIIHBwepq6tjeHiYwMBAHnroIR544AFJhYCZG65KiDbp9XpSUlJITk6mqKgId3d3li5dSm9vL3V1daxZs4Zt27bxwQcfSDrWCy+8wCOPPIJer8dgMNwzWbl7hclUC3t7e6Kjo3FzcyM3N5eDBw/i5OSEh4cHGRkZ7Nq1iytXrsg1K7jMeXl58uzSarUMDQ3R3d1Na2sr9fX1Utu6qqqKzs5OIiMjWbBgAaWlpRQUFFBcXIzBYECn0xEdHc2iRYvYsmWLLDsPdzeGM4VIaBa8Y61WS0xMDMHBwaSlpdHS0kJDQ4Ns6+7du9m1axeurq4kJSWxYMECq8uBOB+VNB+las2XeV5O3i+UzzVnzhw8PT3p7++XyXaOjo6kpKQwd+5camtr2bNnD8eOHePs2bPo9Xor9QW9Xs+LL77ICy+8INWKxMV/pgUy7spwFVIIAm5ubgQFBUmxcwcHB+mZeeqpp1i6dCkwET63sbEhJiaGS5cuUVFRwejoKL6+vlJO6ejRowQEBPDQQw+h0Wjo7++nvr6eo0ePSk+WxWKhtbWV6OhohoeHZULHVxlGuR3EwSEOqODgYJ5++mkcHR358MMPKS0tpaWlhbKyMuBzbdz58+fj4eEhQyEDAwMkJSVJgwSYUWWQmT6zgNCLGx0dJSAggAcffPC2mZKTJYL6+vrk7wF5qxLelq8bOp0Of39/XF1dZTLasWPH2LVrFwA//OEPeeaZZzh58iR5eXk0NTVRWFhIUlKS1N7r7u7mwIED7Nu3j+HhYVauXElZWRmVlZVcvnyZ0NBQrl69yuuvv05RURGpqak888wzktt9L27QwrBRynetXr2aiooKOjo6yM/P5/DhwxQUFODm5kZzczOVlZUy9BcREUFxcTEdHR2kpKTwyCOPYLFY6OzsxNPTEw8PDxwcHHBwcMBkMuHr6ztlqPxerjnlZ3l6esoQY2lpKaWlpVKtQuBWhr9IABBlgIeHh6VXMTc3l+vXr5Ofn09PTw/BwcEEBATQ1dVFbW0t8Llx6eTkJL2WIkqgzOi+Ew+P0vAdGRmxqsaTm5srvS6CjmOxWOjp6aG5uZm6ujppgMXGxvLAAw/g5+d307pSciK7u7vlf2NjY1ZV5G5lqE+WL7xXEOMrOI4ajUZSB1JTU7l8+TI7d+6kt7dXjnNFRQVvvPEGvr6+LFy4EPhcvk+gqqpK7jciLDs8PExPT4/U+RWlgDdu3MgDDzwgPdvwOdf/btsFE7XbAwMD5eXYx8dHlvq1t7fHxcWFoKAgWltbGR4eJi0tTXrzBgYGrCQCxYXs63bG2NvbW0VfUlJSWLlyJYcPH5YhY6PRSEFBATk5OcDEGAtDZf/+/Rw9ehQvLy88PDykHnJXV5csyWw2m2UhGpiQT3vyyScpLy/nnXfeITc3Fx8fH7Zs2UJiYqIspwtYRTq/DIiclN7eXpycnOTPQnWgubmZ4OBg7Ozs0Ol0+Pn54efnZ0Xz6O/v58yZMzLK19/fLxUuRB/fjSPjbiA84GazmfT0dKuCPQkJCXz3u98FJhLmhHrGnDlziIyMpKamBg8PDzIzM+no6KC7uxsPDw+8vb3R6/XExcXx9NNPy0JV/f39UvFmprjr0Z28UF1cXGhsbCQsLIxHH32UxMREXFxcrEKJbm5urF+/npUrV1JSUkJubq7cTCsqKjh+/DjXrl3jz3/+M93d3bi4uFBYWMiVK1ekZwQmDKOmpiYGBgawt7e/5270ewGl6LBKpcLV1ZUHH3yQefPm0dXVxdmzZ3n11VcZHx/niSee4MEHH8TPzw97e3tyc3M5fPgwZrNZZh4LfFntVPK7xEGpVk+UvlN6u6aC8qYohJth4vYrDoQvQ95nphBSTcKTHBYWRkZGBgcPHpRh1UcffZSf/exn+Pr6UlBQgI2NDY2NjZSUlBAaGioNqePHj/P666/T0dHB+vXrefHFFzl27BhvvPEGO3fupKioiLy8PFpbWwkJCeH5559n48aNVn1yrzZZ5Vq0tbVlyZIl5ObmUlJSgsVioba2lp6eHsxmM7GxsTzyyCMsXLhQZnYbjUbWrl3Lyy+/jEqlkhuTuHDc6sb/ZRymShm9wMBAUlJS2LNnD1evXuWDDz7gxz/+sTwMlRgeHpb14Xt6eujs7JRV9np6eujo6JAC3+Xl5XR2duLo6EhYWJjk7+Xk5HD9+nXMZjNqtRpPT0/Jg9XpdJJaItb2nbZf+T6NRiM5f1lZWfT09EgdSSE509bWRlNTE93d3TIre2xsjMjISAwGA0899dQt94Wenh6OHTvG8ePHaWxslPXABW5FR/gyjCXBORYGsciXEAbnyMiIjET19fWhVqsJCgqSkmh/93d/R2pqKvPnzyc+Pl6uxbq6Oo4dO0ZWVhY2NjYkJSWxZcsWwsLC6Ovro7u7G6PRSFBQEAEBAXh4eNzEr7vbfVXZV8oLjlqtxtbWVqpyiEuK4FmLdSkg6BSTEyrvBwhev0qlIiEhgYcffpjW1lZOnz7N4cOH5Wv8/PxobW1laGiIefPmkZiYyIULF7h69SqNjY00NTXR29sr576Xlxdz5szB29sbZ2dnLl68SGZmJkNDQwQGBhIaGsqVK1fIzc0lKiqKv/7rv8bPz++mqOuXqbYgzgexNidrmAqnzO2eQa/X4+npSXl5ObW1tfLMtbOzu0nL/KuCiIKI+Z+VlcWxY8dob2+Xr3F1dWXevHmoVCpZhEVoLwu6aGxsLGazmba2NqqqqhgfHyc4OBh3d3fs7e2t9py7UX+4a4+rEn5+fri6utLc3IxKpWLdunVWwsuCCKysQDF//nwSEhLo7OyUlRVcXFx48803ycjIoKKiAkdHR5nNN3fuXFl1pa2tTVY7EYLS9yOUfDONRoOLi4uUGzKZTOzbt4+Ghgbc3d2l0QoTtx9lpS2lPt2X1ValYSk064QRKg6WgYEBBgcHpddRGF+CDyqkLIThqqwxfr9svgIuLi6kpqZy9epVBgcHiY2NlVJdIpnJxcUFDw8P2traqKurkxSIrKwsXn31VfLz84mMjOR73/seK1asoL6+HpPJRFtbGzdu3MBgMJCWlsYDDzzA+vXr5a32botHTIZSqm58fBxHR0d5WYiKiuLhhx/G2dmZ7u5uoqKi2L59OzY2Npw7d47m5maCgoKYM2eOHKNbedcFR2t8fPwLN+m7gUiks7OzIyUlhaVLl7Jz505ee+01WRnMxsaG9vZ2KSDf1dVFX1+flJsR/w0MDMg9SEic+fr6EhISIqspNTU10dzczODgID09PbJwiqhRLpLp7pU3RGkouru7853vfIc9e/ZQWVlJfX29HEf4XABdaAFHRUXh4ODApUuXKC4u5t/+7d9obW2VxreIdjk4ONDY2Mjx48f54IMPuH79utRPFtJSgKSs2NjYSBrPZNWULwPCMBbqMQMDA3R1dWFvby+z7tesWcOSJUuorq7m8OHDFBUVsXPnTk6ePElAQIB0itTW1lJeXo6NjQ3Lly/nscceY9OmTfj6+kpamaAMKCHafa/nsdizxT6q0+nw9fXFw8NDrvuQkBBefvllBgYGJD1kMr/xftszlc9jMplYtmwZ9vb2LFiwgLq6OsbHx6Ue8r59+zh+/Licm6tWraK6uprr16+ze/duWlpaWLRoEevXryc8PBy9Xk9QUBCurq689957ZGZmsnfvXgwGAz4+Ply6dAmYkFlSlpi/WyWImbZfXHhsbGyspK7E78ScFl7VwcFBGaWKjo4mOjpalnIX+4DQcf46vK2T55jRaMRkMsk2xcfHExcXJ18n7BeB8fFxSdWBCcnLuLi4Kb9LFM24m73lrg1XZYOV3KyBgQEZUhBiyZM3DGU5NIPBgJ2dnax2NTQ0xJEjR6RH1dXVlYULF/Lss89iMBhob28nOzvb6u9wc3LC/QSxMSolUQTPTEhk1NfXy6zCwcFBKQs0OUnsy/JcKj9XVMyxsbGR5WwBmSwweaMfGxtjaGjIKmsbPvdw3i/e8MkLZtGiRZJzJS5SSvj7+xMbG8vhw4e5fPkyOTk5aLVafv7zn3Pu3Dk8PDz47ne/y4YNGyTv6+GHH6ampgZvb2+SkpJYvXq1pAeIg+leJLooITyUQuu3p6eHqqoqRkZG2LBhA//zf/5PwHqTb2ho4Pr16/T19REeHm7lxRTaspPHTa1W3zOtxNtBOU7BwcE8/PDDdHd3c+bMGd5++20OHDiAra0tPT09VooQAmJvEX1iMBhwd3cnNDSU6Oholi1bJhMIPv30U3koiuiNMHRFOCs6Opq4uDjp6RR9cKc0CaVMmqurKy+//DLz58/n3LlztLa2olKpMJvN9Pf3S2USNzc3PD09mTt3Li4uLuzdu5ff/va3sqzxnDlz8PX1xWg04uLigkajobi4mPT0dKqrq4mIiOC73/0uzz77rBxrZdEPuPd6yreDmF+i+IiDgwMWi0Ve2ENCQti+fTtbtmxhYGCA2NhYMjIyZPQtOzvbqky4p6enpLuISnhCDUZ4e5QVycQl+15AzAGxDpVlmd3d3QkKCmLNmjUybAoTldp+9rOfYWNjY0Wl+qqMsLvF+Pg4Hh4ebNmyRY6R4K6KsPrly5fJysri6NGjvPjiiyxbtoze3l6Gh4dxdHRk69atvPLKK5KDLNbVokWLSEpKIisri/fffx+9Xi/Po4CAAOkI+jIuHbdrr0qlkiWmKyoqyMzMlCF1cblU8uxtbW1lm0TymfCudnZ20t3djbOzs5RJ/DowmUsbExPDhg0baGtrIyEhgQ0bNlhddJVKE+L9cOviL8rf3QvD/J5SBYxGI76+vphMJgYHB2lqaiIwMHBKuRjB3xE3e+XECw4O5qWXXmLt2rVSPWB8fBw3NzcWL15MW1sbvr6+XL9+XXpYBO5nw1VAWVddCFWPjIzQ3t5udQCLbHFlItOXjcmGq6AKGI1Gqw1+qmexWCzSazJ5zO8HioDAZEpJREQEfn5+aDQaq2ITog3Ozs4kJCRw6dIlTp48KSumXLlyBaPRyMsvv8wDDzwgD56EhAR8fHykgejp6WlFlfkqLh1CVkcUIVDekJWHYn19PTU1NdjY2BAWFiYrmCkNN2Ui0t3KsMwEyj1Br9ezatUqTCYTsbGxXLx4kcbGRllyU/BQRWlKg8GAyWTC2dkZo9GIo6Mjer0enU6Hvb09Hh4e+Pn5YWNjw8jIiEwkFf2j1WppbGwEJhK2du7cSWFhIQEBAVLezdvbW5bSFaWf7ySJSSm4vWDBAgICAhgaGpLPJhLPBM9Yr9dLj89TTz2Fs7Mzn332GVlZWVy9elVqD2s0GhlG1ev1bNu2jYcffph169ZZzcevOlKlnKdGoxE3NzeKioooKyujtbUVjUYj1Q9MJpPVhXnVqlXMnz+fRx55hKqqKqqqqqSR7+3tTXBwMEFBQQQFBcm1LOYwfM5RVMqKfRlUCPicrvOjH/0IHx8foqKiiImJYf78+QQEBMjX34kc0P2CyfNdubfY2NiwYsUK8vPz+fDDD3nzzTe5du0agYGBlJeX09TURFxcHElJSfJsUWaXx8XF8f/9f/8fFy9epLi4WHLuFy1axPLly+UF5E5Kg99pO0VbGxsbOX/+PJ999hm7d+8GJuay0vMKn1NwVCoVZWVlvPXWW1y9epX6+nocHR0ZHBzk5MmTbNmyRSZNTv7OrwNqtZrExESMRiMWi0XmgijlBZUydILSIi6cwq5TqVRW9EHRF3eLe0IVEIPj7OyMn58fo6OjMokiKSlpytujoAsoIQ5KtVpNaGjoLfXMnJycZEZ2VlYWxcXFsvqSMsxyv0IZOhcHKnxu0AqI1wii952UDpwplN8vKtio1WoZdp7qdQLCq+Xm5iZ13L4JUFYPEcl0So+oq6sry5cvp6Kigr1793L+/Hns7OxkNZmnnnrKSpTZ09MTT09Pq+9QlrP9KrwD4mYvOFPKus+NjY0YjUYcHByoqamhs7NTlp/19fWVz3e/eMjFpufq6sratWtlGcKqqip5sRAGjtC0NRgMN122psLw8DBhYWE89NBD2NnZUVlZSVdXFz09PTg7O+Pp6YlKpaKtrY2MjAwyMjJwcnLC1dUVjUaDo6Mj69at4/HHHyc2NvaOvOhi0xcqFUqj5lYQNAJ3d3eeeOIJQkJCOH/+PKWlpbKSUH9/vwxRL1u2jKeeekp6TcQ8v1W57S8Tk0PNUVFRpKenywTIqKgo2Sc6nc6KIiX6PiwsTArRi3LOkw1ApWEjMFXk715D2b64uDhMJhM2NjYyyUxcIkWWvvBSfRXUjHsN8bxC6xs+98bpdDoiIyN54YUXsLW1Zd++fVy7do1r165ha2tLXFwcDz/8MCEhIcDnpXi1Wi3j4+MYjUa2bNnC6tWrKS0tpa2tDQ8PDys5KiUv88uG0pAcHR2lqamJ0tJSYCLjfsOGDfj4+FiN4fDwsNwTKisr+fOf/0xLSws2Njb4+fnR0dHB7373Oy5cuMDKlSuJj4/Hz89PzpmvGsoLnihRP9Vrpnq2W3lTv4zxuScnqHDZq1Qq/Pz80Ol0dHZ20tXVxeDgoOT0TecGMZ3BUqlUBAYGotPpqKiokLVuwfp2fb9CbFiA9KSoVCqZVCKgzCr9qjxdkw3Xvr4+aRDcqi67GFcnJydiY2NZuXIlHh4eVpnn9/uYCCi5feJmqdfrSUtLY2xsDDc3N6qrq2WZuuTkZJkdeztv/1eREawcu9HRUbq7uyWvT0mKF1SP9vZ2CgsLaWtrIzQ0lMjISGxtbeUN+V5TGe4Uk+d9YGAgnp6e0qARHpfbFQW5FdRqtYzwLFiwgB07dvDHP/6RkZER5s6dyw9/+EPs7e3Jz8+nvr6e5uZmmexVUlJCWVkZjo6OJCUlERQUdEsJuC/CTBNLRYIMTFxsRUa6KJ0tspUHBgZQqVR4eHhYFaBQqVRf2/gq14Jeryc1NZVjx45RWFjI5cuXcXBwoLOzk+HhYXQ6nRUtZao1pCzhqsTk135VHizl/BNh7akg9nSlwsI3EcLoVnqaxRlnb29PcnIyRqORxYsXU1FRQVtbG1qtltTUVBYuXIinp6d8rzIRVECn0zFnzpwpC5t8VefK5O/x9fVl9erVODg4MDIyQnJyMlFRUVbSnWB9aaqpqWFgYACApKQkXF1dqampIT8/n+zsbA4ePMi6det49NFHWbVqlRW94Kt2Itzvc/GeGK7KTg0ODuY73/mOTKRSWuBfNMmUrnglz0lwSjQaDXq9HhsbGxYuXMhzzz1Hd3c3/v7+8jPutSzPlwXxjGq1Gjc3N0wmkwy1C4yMjMhwr9J79lVBjIHRaJQ1kyc/vxJqtZr4+Hheeukl7O3tZajufl8EyovE5EiAckNNS0vD29ub3t5ePD09CQoKkq9TUiOU4UhhkHxV4SwBUWRgdHRUCuwLCO95e3s7lZWVmM1mGToXzz/T6kFfBYRBrdFosLe3v6VotVLdQvxfWRZUyT0TXgKtVsvixYtlNaaioiJZOtrOzo558+ZZ6U22t7dTXV1Nc3Mz/v7+BAUF3bUhKOaPmDuiLQJKQ0cYf8pLhpLmcisIT+3XyadTHuYODg4sWLCA+fPns2fPHv7P//k/nDp1igsXLjAyMiJpGwKiSpUyOifWlYhYCa/q5H3nq26vuPiK5xBedaV39X5MvpopvqgNGo2GmJgYoqOjpbrD+Pg4Xl5eVsVAporACpqMSNKECQrbveQmzwTi8iP0j4OCgqZM+BPngeD6iiz9oaEhli9fzve//30cHR2prKyksrKSS5cuUV1dTVdXl0x8/bohojLw1dAxZoJ7YrgqeQve3t789Kc/lSG8OzVahMTCVNBoNCQnJxMQEMDw8LBVWPZecSi+TCifT+lxFZ4cAbVajclkspLgEfiyJrZycrq6upKWliZrQN/KcFX+7OHhwerVq60+c6bepK8at3s+5fx1cHAgJibmC1/3VYQjp8JkXdDOzk6GhoZwcHCwMvLEeAmpKK1Wi6enp4yMTP6s+wW3ulRMXu/Caz4TCCNI6ELW1tZaaQx6e3t/LdzeL4KyT0R/TDZ2lT/fD170yRSziIgI1qxZw+XLl60iaEFBQURERFhFC24XTr8f2qbEZIPufun/rwsiKjcVp3cmoeevS+MUbt5rxNyc7M0fGRmRa7O3t1dyYe3t7dm4cSOPPvqoVfLytWvXyMzMxGAwEBUVdcvo5leJyQnh9xPuieEqOlbcJJXE/y8LSkmpqZ7lfod4TnFzHB4epqGhwcpwNZlMMiElMDDQahJ9WYeo8jsSExP5p3/6J4xG400C5dPt5zup436/QVkxZvLmJOb8/TDvlPqYwnAdHBzEw8PDKtwqxkMUjBAJMsIAut+9QEppPbi5xOtMn1/5eRqNBp1OR0REhPwb3P9RA6WXXzkPlGHo+41DKeabnZ0dmzZtwtXVlRs3blBcXExXVxdJSUls2rTJij9+Pz3/dPFNSBj+MqGUSVRePEVEZDr7p5jX90tEVTmmyrwI0Rbludfd3c2lS5ewWCw88cQTbN682Woeq9VqkpOTCQ0NldQ0peH6TZzzXzbuaZaImFDKkM2XOdFu5Vm436HsE7VaTXh4OGlpabJ0o4CrqyubNm0iISEBlUplVSnoy/Jgis8dGxvD29vbqvTkdDA57P5tWHTKDVe5gX6VskEzxdjYGGazGa1Wi5ub25Rejra2NhoaGmRI9lZe9PsNd+JR/aLPE55VId2mPIQEJifTiJ8F7eDrjCp8XV7+u4EyhB4YGEhgYCDbt2+nsLCQmpoa/Pz8mDt3LoAV1eObhvt5LX0VmMw7V14Gpzue99u4K8d0Ks+kkset0WhITEwkKCiIF154gaioKEnZEfuIVqud0hE3i6nxpZy8X7V48jdtY1AecLa2tixduhRvb2/UajWRkZHybw4ODoSGhhIUFCR5aVN9xpeBO90o7ndv3d3ifm6bsu81Gg3e3t4kJCQQFhYmoyDKkFZPTw/d3d3Y2dnh5ORk5bn8jwolf1TZV0oPiyjqoNzn7reD9ZsKkW0eERFhtcfN9u+3A/cjBelucKuEP6XH1MPDg//0n/6T1GtW7iG3+4xZ3BpfquH6ZeObOtiTb2thYWEEBwfLUKWA4Mh8XbwoUfVjpvpr3+ZD5n42zCcnvSxbtozw8HBcXV2tEq+EQeDp6cnChQuxs7Njzpw5cp79RzbEbtXuWaP+y4NIMhMVrLRareRkC17//cyRn8X08W1bP1/UHkGFUEYub0WfUxYb+rb1072GaoY3oG/ydWk6M+Hb3j749rfx294+uMM2Ts5yrqyspLy8HDs7O0JCQqw0CL9EL8DsPJ3At7198O1v47e9fTDbxvsd/yHn6azhao2vrX23IvArOaNfcBObXaQT+La3D76gjbczOpV/E3XUhZfrK/Jqzc7TCXzb2wd32Mb7JBFndgwnMNvGu4SQ9RJ0v3sczfoPOU9nDVdrfNvbB9/+Nn7b2wfTbKPQQZ4q0ehrxOw8ncC3vX3w7W/jt719MNvG+x3/IefpTA3XWcxiFrOYxSxmMYtZzOJrwX/MDIxZzGIWs5jFLGYxi1l84zBruM5iFrOYxSxmMYtZzOIbgVnDdRazmMUsZjGLWcxiFt8IzBqus5jFLGYxi1nMYhaz+EZg1nCdxSxmMYtZzGIWs5jFNwKzhussZjGLWcxiFrOYxSy+EZg1XGcxi1nMYhazmMUsZvGNwKzhOotZzGIWs5jFLGYxi28ENDN8/YyrFVgsFgBsbW1n+tbbYmhoiKGhIWxtbdHpdNN5y3/IChNT4Nvexm97++ArauOXVHrzvmrjl4TZeTqBr72NIyMjjI6OYmdnJ+fw7UoiKzA7hhOYbeP9jf+Q8/QbV/J1YGCA6upqysrKaGtrQ6fT4evrS0BAAF5eXmi12lu99T/kAE+Bb3sbv+3tg9k23u+YnacT+La38dvePpht4/2O/5DzdKYe11tifHyc0dHRiW9SqbBYLGg0GjSaia8oKSnh2rVr1NXV0djYSFtbGxaLBbVaja2tLRqNBnt7ezw8PIiKiiI2NhZ/f39aW1s5c+YMxcXF2NnZMTIyQmlpKYWFhbS2tmJra4urqyuxsbFs27aNFStW4O7ufr/UZZ/FLL5RsFgsjIyMoNForKIkYj3PrquvB2NjY1b/trGZZXndDqOjo4yPj8vzZ2BggM7OTgwGA3q9/suIJHztEGtXOVc0Gs3tnDmzuA8hbCkbG5tv7ToXbRTrUK1Wz+j9d224jo+Pyy8XmwQgH6S3t5dr166xb98+Ll68KI3W/v7+mz7Lzs4Og8FAcHAwaWlpLFy4kO7ubt566y0uX76MXq9nYGAA4SUOCAjAYrGQk5NDTk4ONTU1jI6OsmXLFpycnICJDWymnfJFECFUlUqFSqWSfaBSqb6xE218fFy2S/k7sbGLTV7ZXvEa8bP4u+gD5Wd9Uw4IZT+ItihDjJPb+m3B2NgYNjY22NraSoN1dHSUkZER7OzsrH6nHFflvLjfIMZSHOTiGSfP09u9d/KYA1/JgSKeWzznVN8nHAXieZXPOPn3arX6vhyjmUA5llPtOcr2iT1/dHSU8vJyLl68SHV1Nb6+vixdupSIiAgA6Tz5pu7bok+EA+hWlDyxvu93fBPPjHsF5ZwWtpTStviq+kN851TR+Ml76J18plirSntxprgnhuut0NfXx/vvv88f//hHioqK0Ol0eHl5kZiYiMFgwN7enpGREYaGhoAJ3mpDQwO5ubnk5uaSkZGByWSipKQEwMrY/f73v8/TTz9NX18fR48eZc+ePVy4cAGTyUR8fDxz5swBJjhOX4bhKjYCpSH3TdgYbgelUTLVglFONPF35eE++fIi+uabBPHM4sarnDsqlUoenN/0sf4idHZ2UlpaSkdHB35+fkRGRmJra8vo6KiVYW9ra3tf94UwvgErA+eLNk0xB0R7lQbkV3GAiO8X62+q7xSGq42NjXxO5Z4kPuerfO4vE2NjY1bzD5BrVNlHImIAcOHCBX7/+9+TmZlJY2MjJpOJ//yf/7M0XIeHh7Gzs7uv5/DtoNyrbje+35R9+Js+R+8GU10+lefwVwWVSnXTPi9+P9UlcbqfqbQV7rY9d2y4ik1SLHiz2UxXV5dMxhoaGiIjI4NPPvmEnJwc7O3tWbx4MUuXLiU6Ohp3d3d0Oh2jo6OYzWYsFgsWi4WGhgZOnTrFsWPHuHLlCnq9Xt6Ix8bGMBgMbN26lb/6q78iLi4OgPDwcDw9Pfn5z3/OhQsXuHr1qjRc78aqnwyLxXKTcTYZUxmxIyMjViEcMfgajeYmo1p5M1F+1r02vpUQXmk7O7tpv/Z2zzMyMvKVPPdMMT4+LsdB6ZFRHvaCtqIcY7PZjEqlQqvVWrVnaGhIrgPRJ/fDxmuxWOQ4TTe8b2Njw8jICDdu3ODSpUsUFBRQVVVFV1cXfn5+rFmzhs2bN+Pt7T3l+7/IyPoqIQw6MadvNa/F5qz0Uo2MjKBSqb5wPYyPjzM8PDzlGr7bZxchbuXnms1maaRYLBYcHR2tnm86+9xXfQDeKwjnw+R1ORmjo6MMDw8zOjqKo6MjAKdOnWLnzp2y7U1NTVy8eJEnn3wSNzc39Hq9lef6y4AYN7H3iGcRbRLPLtaQ0jAQr5tq3MQ+JuZJTU0NNTU19PT0SE+yn58fsbGxco5/1Z5X5WVjMt1Fian2UDHXx8fHrS4n39YQumhTf38//f392NvbYzAYvrLvF+e2OANvB+VZKmyZW83RkZERbG1trfaz3t5empubMZvNODs74+bmNiNKyx1bdcobXFtbG1euXCEnJ4eBgQHs7Oyoq6sjPT2dwsJCNBoNYWFhxMbGkpaWRnx8PEaj0erzLBaLXFwrVqwgLi6Ot99+m/z8fOzt7eWkX7RoEc8++yxqtZpdu3bR29vL0qVLeeCBBzh+/DinTp0iOzubVatW4efnh1qtvmd0AWVIqbe3l6qqKvr6+nBxccHX1xdHR8cpB+9Wh9tUr/06Dv6Z9M3tXtvR0UFTUxM9PT0MDg5ia2tLcHAwvr6+wNcfrhIeQuUBPh1j81YLSqvV3jJE+3VCbDwzeaahoSGuXr3KH/7wB3bu3Mnw8DD29vYMDw9z6dIlrly5gslk4pFHHgFupuDcTxeUqZ5FGAyTn3nya6d70VWpVFaZ6vcKk6kp9fX1lJeX09zczPDwMBaLhbGxMcLCwkhOTsbBwUG+d3x8nLa2NgYHB1Gr1Wi1WvR6vVRduZ/m6Eww3TGxsbGxOivKysooKSlhfHycgIAAjEYjeXl53Lhxg48//phFixbh6+uLq6vrl/n40sN/uzNArVbPKEyu3MNGRkbIzMzk0KFDXLhwgdbWVoaGhhgfHyc1NZXvfe97LFq06Gu5WAsjczoe38nPpjxvv6lz94sw+fyoqakhMzOTkpIS3NzcSE1NJTIyUp5BX+blcyZOvqnO0qlgY2ODnZ2d1fg3Nzdz5coVLl26RF9fHwkJCSxbtozg4GC5Rr7oc2dsuCpviwCVlZXs37+fzz77jNzcXGmxt7e3y4cdGxujoKAAo9FIYGAgoaGhNxmuSq+Hv78/3/nOd+ju7qalpYX29nZUKhU+Pj5s2bKFhIQEDhw4wP/9v/8XOzs7goKCWLBgAf7+/rJj+vr6rJ75bjA8PMz4+LicPOnp6ezbt4+rV68yMDCAs7Mzc+bMYcOGDaxYsQKVSsXw8DDDw8PodLrbbhji1iI8frfyZgpPzL3cfJTGR2lpKWfPnqWpqYnR0VH6+/uxWCzodDpcXFyIiooiOTkZV1dX2tvbaWhooKmpifr6ehobG+ns7KS/v1/KlDU1NaFSqdi+fTvPPvssBoPhazVaJ4c8BCb3ZUtLC1lZWdTU1ODl5cWSJUvkwdbc3ExpaSkajYaIiAhcXFxuer/ZbLYKiQjP3Vdh2CkvBreaI8L4EQaSVqtlcHCQ9PR03njjDXbt2sXY2BgLFixg9erVDA8P884771BdXc2RI0dwcnKisrKSyspKPDw8iIuLY+7cuXh6espnGBoamrYHfyYQXivhIVPSFcSmq2x3aWkpFy5c4Nq1a3R0dODs7ExQUBD+/v5EREQQHx8v+2tgYMDKCCwsLCQjI4OCggLa29uxtbXF3d0dNzc3oqOjWb58udwPhoaG7trzKjxTYh/Mzc3l0KFDXL58merqajo6OhgcHGRoaAij0UhISAiJiYnEx8fj4OBATU0NRUVFNDc3S2qERqPBycmJ2NhYNmzYQEJCAgDd3d1y7EV/CY+Ysk/vtYThTDEyMiINn56eHk6fPk1ubi5ms5menh6Gh4cJCAggLi6O2NhYQkJCgAmDZ2BggJqaGgYGBoCJS3VPTw/j4+MUFRXx29/+lr/85S+sXLmS559/noCAAPmd9yJKJzyoMDEO0wmv3u7vIrdDhFyV82T//v2cPHmSgoICBgcHcXZ2RqPR0NLSQl1dHe3t7fzgBz9g8+bN2NjYSHrEvYSSWqP0Gos1Md0zq7e3l+HhYVQq1ZT76+Tv/CYZtJPzJ5RnucVioaioiJ07d7Jz505KSkowGo0sW7aMRx99lCVLluDu7o6tre09abPSNhN5DOJz29rauHHjhswZEnukwWDAw8MDd3d3fHx8MBqNVpdsZWRSzFPx3s7OTnJzc2lra6O8vJxTp06Rk5ODra0ttbW16HQ63N3dpV2ojIpOhRmv0NHRUbmwW1pa2L17N2+88QZFRUWYTCYCAwNRqVSSCmBnZ0d/fz99fX2o1Wq6u7vp7u7Gx8cH+Dz8rlarsVgsDAwMYDQacXFxIS4uDqPRSGtrK05OTsydO5fk5GQ8PDywtbXF3t4ek8kkDxwlbcFsNt80SHcKpTGZkZHBr371K/bv38/Y2Bj29vaYzWaOHz9Od3c3MTExeHp6WoUozWYz3d3d9Pf3MzY2hp2dHQ4ODhgMhik3EHGIiZCvnZ3dl5IZKtrU2NjIwYMHeffdd6moqMBisTA4OChf5+LiQlpaGpWVlZhMJgoLC6moqKCjo4Pm5mZqamro6uqa8jssFguBgYEsXboUo9H4lXsoxWahVqsZGxujtbWV4uJi6urq0Gq1hIeHExgYiFqtpqysjGPHjrFv3z6Ki4sJDQ2loaGBhx9+GBsbG/bu3cvBgwdRq9Vs2rSJVatW4eLigtlsxs7ODpPJhL29/VfSrqkgPBtdXV309/ej0+kwGAxWN+PJofPR0VGys7N5++23+eyzz3B2dua5557joYceYvHixbL/fvWrX7Fr1y4KCgpoaGigrq4Ok8nEwoULeeKJJ9i4cSMmkwkbGxsrXeV74WUXHrQvoqgI5QOYONA/+eQTPvvsM0pLS4GJ5E93d3fc3d2ZO3cuDzzwAEuXLsXZ2VnuIUNDQ1y/fp0dO3Zw8OBBya8XcHNzY8mSJQwNDbFq1Sp0Ot09oQsIA214eJisrCzefPNN/vKXv9DT04OdnR06nQ6dToe9vT0dHR1UV1dz+vRpYmNj8fb2pqysjKqqqik/29nZGRsbG+Lj41GpVDc5DW6FrysxRByWYizb2to4efIk7777LpcvX2ZoaEgacgaDgZiYGFJTU0lJSSEpKYmgoCBGRkbo7e2V+1hfXx8mkwlvb2/Gx8cpKyujrKyM4uJiTCYTTzzxBO7u7mg0mjs2iJT9NXmu9vf3y+cR1AdHR0e5Jw4MDNDV1UVrayutra2YzWZcXFyIjIzE19fX6lIlcP78eV599VV27twJQFBQECtWrCA2NhadTkdpaSn79+/nyJEjeHl5sWzZMoxGIxaL5Z4arqLNU1E5RkZGGBgYYHBwUIb9lcaaiAy0t7eTl5cnLxsajQY/Pz+io6Px8vLCzs5OKiRotdp7ZsB9FRCOKaUhP/n33d3dXLx4kTfeeIOmpiZ8fX3p6+tjz549dHd34+LiwsqVK+Uer7TDZorJEUfxTBaLhcLCQk6cOMHx48eprKyUZ8bY2BgODg64urri7e1NREQEsbGxREZG4uPjYxXZEW0Tn1ldXc2+ffs4deoU3d3dtLe3U1hYKF/b09ODt7c3K1eulHvTF+Umzbjlysly/fp1du7cSVFREcnJybz44ossXLiQ8fFx+vv7cXBwQK1WS++jra0tzs7OuLu7W5HrlVD+287OTnKVBMe1p6cHgAcffBB/f3/s7OxITk5mYGAAW1tb7OzspKEocKeGq7hBikV++fJlfvnLX7J3714MBgPbtm0jIiKC8+fPS05ubm6u9D7BxIZ58uRJDh06xI0bNxgaGsLT05OEhARWr17N4sWL5YAPDw/T3NxMS0sL3d3dMuweEhJCcnIyzs7Od9SOyVB6FXp6ejhy5Aj79++nqqpKbjBKdHR0cPbsWfLy8hgaGqK5uZnx8XF5kIrkuqlQXV3NhQsXCA4Olje0L0Pp4XYQC72yspL333+fTz/9lPb2duzt7YmKimLLli04Ozuze/duTp48KedYW1sbLS0tnDt3Djc3N7Kysrh8+TIw4c07ffq0TDKMiIhgxYoVREZGfmXtEhDeMo1Gw+DgIB988AFnzpwhMTGRhx9+mIiIiFtu8n19fezfv5/9+/ej1+v54Q9/yA9+8ANJ71CpVMyZMwdnZ2c6OzvJyMjA19eXiIgIOjs7OXHihKQHzZ07F1tbW0nRAaxu7HeK6a5fW1tbBgYGuHbtGh9++CG7du2iq6uLqKgoAgMDGR0dpba2lqKiIvLy8rh27RqPP/443/nOd/Dy8sJisXD48GHee+89Tp8+jdlsJiEhgfDwcJqbmzl//jxtbW2cOHGC9vZ2srKyWLNmDfPnz0ev18uxmGl7h4aG5MX0ypUr/PznP+fIkSPo9Xo2bdpEUlISoaGhBAQE0Nvby+7du9mzZw8dHR3k5+dTU1ODyWQiLS2NqKgoydscGBjg/PnzVFRUkJ2dTXNzM15eXlbfLQy7qYq4KC99XyUEz1ir1dLT08OuXbt47bXXKCgoQK/XExERgZeXF4ODg5SXl3P9+nWuXr3KO++8w4IFC3j22WeZP38+PT09dHZ2AhAVFcWTTz5JeHg4OTk57Ny5k7KyMpqamvjwww9xd3fniSeeACbG404uoMLLJNaiQF1dHadOneLMmTNSf9zW1pZFixaxYcMGVCoVly9f5sKFCzQ0NMjIla+vr4xYBQYGWn1XR0cHb731ljRaN2zYwDPPPMO8efMwGAxoNBoaGhpQq9W8+eabVFRU0NDQgNFo/MrGU8zP7OxsKV8pHFXCRhgdHcXBwYG+vj4qKytpaWmRa0h44SIiIggLC8PFxQUvLy8iIiKIiYnBzc3tK2nH3UIZfVNCOU/6+/spLy+nqamJOXPm8K//+q+UlJTwk5/8hPT0dNatW8fy5cvl+5SX9Jk+y1SwWCzs37+f999/n4sXL9Ld3Y2DgwNGo1E60erq6ujr62NkZAStVisT7devX8/q1asJDg6Wzyfam5mZyauvvsr+/fvp6emx2htFlLmrq4vi4mIZKQJrxZSpMKOWKzex5uZmLl26xNWrV/H29uaVV17hySefnMnHAdZ8tMnhKR8fH9LS0qivr6e1tZXTp09Lb+bixYvlQALY29tLTszAwIAMEcGdGa6Tw/aXLl3iV7/6Fbt378bNzY1nnnmG559/npiYGIKCgsjOzpaGTl9fH11dXeTn53Py5ElOnDhBYWEhZrNZGuAihFlTU8OSJUsYGBjg3LlzXL16ldbWVnp6emhvb8dsNhMcHMy6detYu3atzO6eTmb0raC8rfX29pKZmUlubi4jIyPyoqBSqWTC3OjoKH19ffT19WFvby9pGb29vZSXl1NZWYm9vT3R0dEEBgbS3t5OTk6O9KxHRkZaGXRfhtLDVBAGgUajob6+ng8//JA//OEPtLW14eXlRV9fHydOnKCiogKDwUB2djYADz/8MCEhIeTm5nLhwgU+/fRTbGxsCAwMJC4uju7ubmn8ABiNRry9vbl+/TobN27Ex8eH5uZmOjs78fDwIDY2Fk9PT+lJF4v3i5JNpgtlFnlFRQXHjx9n//79FBcX4+fnh5+fHw4ODpjNZnJzcykuLkav15OamkpJSQmHDx+mv7+fZ555hhdeeEEarWKcwsPDefjhh8nJycHd3Z20tDSio6O5ceMG//Zv/8apU6dobm5m7ty56HQ6IiMjWb58OfPmzburpBARdhRzpaOjg7q6Orq6uhgeHgZAr9fj5OREcHAwer0eOzs70tPT2bVrF21tbWzbto2nn36awMBAWltbqaiooLCwkPT0dLKzs6mtrWVoaIif/vSnjIyMcOzYMXbv3o3RaOTBBx/kgQceYN68eaSnp9PU1ERpaamU+KupqaGiooJt27axbNkyPDw87sgLJN7T29vLkSNHOHLkCDqdjhdffJGHHnqI5ORkaVimp6fT09OD0WjEycmJxsZGyfPfvn07ycnJBAQEYGNjw9WrV2lpaaGiooKenh7KyspobGyktLSU/v5+WltbJQ1Lp9PJKFBgYKBcy8ox+zJDs8rEEGE0trW1ceTIEd555x25NiMiIvjJT37CvHnzaG1tJTc3l5KSEvLy8rhw4QJHjx6lo6ODDRs2MDQ0RG9vLyaTiQ0bNvDss8+iUqmorq5Gp9NhMpkYGxuTkSOB2yUR3QrKJE0R2enp6ZFh0YMHD5Kfn291FgkZR4C8vDy6u7sxGo04OjpKz6vwZPn7+9PQ0MDY2BiBgYEUFhayd+9eANatW8dPf/pTVq1aZfVMHh4eJCUl8dlnn9HX10drayvR0dH3jAohkghVKhVDQ0PU1tbS39+Ps7Mz/f39HDt2jEOHDlFSUkJXV5ekfog5NDQ0ZBUZ1ev1BAYGYjAYsFgstLa2yvVeWloqz/fIyEgeffRRNm/ejE6n+1okzZTJScpEaiFLJpwlyqSkkZER+vv7pR2gjHx0dHTQ0NCARqPBx8dHejc9PDxoamri5MmTJCcns3LlStRq9XSrhd4EJS+6vb2d0dFRnJycuH79Ou+88w779+/HYDCwbt065s2bh5OTk2xje3s7TU1NtLS0UFtbS0VFBbt37+batWtcvHiRJUuWMHfuXEJCQjCZTIyMjHDmzBk+/vhjxsbGmD9/Pm1tbdTU1ABgMpno7e1lZGSE5uZmamtr8fPzA744Z2JGM1h56DY0NFBUVITFYiElJYWNGzfKDrnbrD+xQcbHx/P444/T2trK/v37MZvN0nWu0+lITEyU7ykqKqKiokKGWJTeyTt5FmU45cqVK/zLv/wLu3fvxmQy8f3vf59HH32UmJgYNBoNISEhODg40N3dTVtbGzk5OZw6dYq//OUvcsONjY0lKSkJV1dXKisrycjI4MSJE5SWlrJhwwZGRkbYt28fLS0t8hm0Wi12dnZUVVVx9epV6uvr+e53v0tUVJSVztvdHCaCmyKMfY1Gg8VisTKGhPGh0Wh49NFH+elPf4per+fDDz+kuLgYi8WCp6cn27dvJzU1lcuXL1NWVkZ3dzceHh6Eh4dbPetXJYitPCQOHTrEv//7v9PZ2cnmzZt55JFHaGtr45NPPiEvL4+KigpgwpP/i1/8gpCQEE6dOkV7eztXrlxhbGyMFStWsG3bNjo7O3n33Xc5ffo0Tk5OeHt7U1dXx5tvvsn58+dxdXWlqqqKuro65s6dy9/8zd+wZcsWjEaj3OinuoHfKZTGneCXApSXl1NVVSXnf2lpKb/+9a/Zv38/bm5uPPHEEzKUExgYKA12sPbKx8XF8eMf/5iOjg7s7e2JjIzEaDSSnJxMSUkJH3/8Mfn5+VRUVDA4OIhGo+Ghhx7in//5n6XskOBRzbRd4tkFx/bs2bPU1dUxNDTEyMgIRqORoKAgNm/ezPbt26Xnoquri8TERJ5//nm2bt0KTHg1VqxYwfDwMGfOnOH3v/89R48e5de//rXMvhYhrCeeeILvfe97zJs3D0CG68RziXVZVVVFQ0MD9vb2LF++XOpHTwfC2BGFVbKzs7l06RIATz/9ND/72c/w9vaWfbBr1y7+5//8n2RnZzNnzhzS0tLIzMwkOztbcv3Dw8Oxt7env7+f0tJSOa8tFgsZGRnk5ORw5MgRent7GRsbkxcAJUc4JCSERx55hMcee4zY2FgrHtuXZbhOXgtNTU3s27ePDz74gOLiYvn70NBQNm3ahJubG8PDwyxYsAC1Wk1JSQkHDx5kx44dZGZmUldXR0REBAMDA3h5ebF06VJp8F2/fp3c3FwAvL298ff3l2MLd3ZeCC9ib28vhYWFXLt2jdLSUrKzs7l27Rrd3d1ERUWxZMkSeUGqr6/nwoULaLVaSbtZu3YtXl5enD59miNHjlBaWsprr71Gf38/HR0dwISB193dzfj4OEuWLOF73/seKSkp8lmUHFa9Xo9KpZI0BLPZfM/oTMo9JyMjg6NHj9Lc3ExgYCB9fX3s3r2bsrIyTCYT0dHReHh44ODgIA27trY2srOzaWxsxM/Pj6effpp169bh5uZGX18fNTU15OXlkZGRQW5uLl1dXfLyPTw8jKenJ6mpqV9LgQXhOFKeMUJJR3jelQmy1dXVFBUVUV1dLfeSxMRE5s6dC0BXVxcDAwPSiPze976HxWKhqakJgMzMTN5++23UajXLli0DmBFXWek4GBwc5MaNG+Tn5zM4OIhWqyUrK4tz585hMpl4+eWXefbZZwkPD8fGxsbqTBkdHaW3t5fi4mJOnz7NoUOHuHbtGu+88w4HDx5k0aJFbN++ncWLF9PZ2cmNGzdkzsS6des4ceKENFyFo1JIoiovj190uZqR4aocpO7ubsm/8vT0lBu2CLNOlhmZzIO53eYgBlur1ZKUlMTf/u3fsnXrVvLz8/noo484ffo069evJzExkc7OTi5dusTevXs5evQoJpOJ1atXSzkscYufKcR76uvr+eSTT9i9ezcGg4Ef/OAHPP/88/j7+8vOdXV1xdnZmcbGRs6fP09GRganT5+mqamJ4OBg6UpXHipZWVn8/ve/Jzs7m9dffx0XFxc5wGlpaRgMBtzc3NBoNOzatYvjx49z/PhxUlJSiImJkc95t3wllUolXfRardYq8UX5GgAHBwfCwsIICAjg8uXL7N69m4qKCoKDg1m7di1BQUE0NjZSUVEh319bW8uf//xnPvzwQyIjI3nggQcICgq64+edDoSnUPT14cOH+e1vf0tnZydz5szhpZdeYvXq1YyMjDBnzhz27NnD9evX8fLyYvv27dJ4i4iIkKHUuLg4tm3bxpYtW6RHxtPTk7CwMOLj48nIyGDnzp1W3B2YyGzOysoiNTX1llSPuzEIhJycaG9ISIjsX7PZjFarxd7envHxcfbs2cORI0ek9/zAgQOo1WoMBgPr168nOTkZmEgEUXIMnZyc5HpSws/Pj5/85CckJSXR2NjI0NAQN27c4Ny5cxw8eJDk5GSee+45XF1dZzxHlZvyxYsXefPNNzly5AhtbW0YjUZZjKSgoIDTp0+TmZlJTU0Nnp6e1NfX4+DggJ+fn+TSw8T8FRen9evXAxNJA1euXOHDDz9k3rx5FBUV4efnx/bt26XRChPRHxGaHB8ft0r+LC0tpa6uTh4804VyjY2OjtLV1UVHRwcajYa4uDjp+R4cHKS0tJQPPviA7Oxs9Ho9L730EkuWLMHBwYG8vDzKysoYGBjA3t6eiooKXnvtNfbt2ydpBC0tLezZs4eGhgaGh4etEiyEt3NwcJCKigqKi4v5wx/+QFVVFVu3bmXRokX4+PhI4+xeGK9inxFedbHfCg9lZmYm58+fp6ysjMjISNatW4fJZGLJkiVyHJR87fj4ePz8/AgNDeVf//VfycnJobKykvb2dnm5AYiOjrbyVol8CGWYcqbtUMpRffLJJxw9elTOB5G8u2HDBh566CEWLFhAe3s7gYGBZGRkoFariYmJITo6mvDwcObOnYter8fGxoYrV66QnZ1NS0sLOp1Oekurqqrk3BH7j5OTk0wM7evrw8HBAUdHR5ycnCTloqGhgd7e3rsyXKdKEr548SJ/+MMfpBHu6OhIe3s7/f39LFmyhIcffpi4uDhpyLm7u2OxWDh+/Dh9fX34+vqyceNGnnnmGcLCwuR3JScnExwcTF5eHk1NTTg6OhISEkJ9fT1nzpzBzc0NFxcXuTd9GUlnkyGqk9nb29+W+60swnPhwgV27drF6dOnqa6ulonmycnJbNy4kfj4eDo7OyU1sra2ltbWVvlZQUFBjI6OcvToUXQ6HZ6enkRFRc3ogqWUZLt06RJvv/02WVlZ2Nvbo9frqaurY3x8nM2bN/PCCy9IZxPcTCPS6XR4eHgQGhoqHVXnz58nMzOTPXv2cO3aNVJSUmTlU51OR0dHB1lZWVRXVwMTiV4uLi7yfFVWeBMUzXvGcVVutGLBT84eFrqr9yIcMTIygoODA2lpaSQnJ3Po0CGOHDlCXV0d165d4+zZs5SWlvLRRx9x5swZYMJjtn79ehnynqlhpyxt2dnZye7duzl48CA6nY6nnnqKl156iZCQEPr7+2VShtgghoaG+Oyzz2RW3YYNG3juuefkpis+39bWlrlz59Lf38/PfvYzhoeH8fb2ZtOmTTz00ENWt2eYSI7Kzc2lqKiIv/zlL7i6urJ48WKcnJzuyChXJhGYzWapCCCg0+mkR0PI8MDE5BoZGaGyspIjR45Ib7IyQa2wsJDS0lKZrHXjxg35Oi8vL4aHh3n88cdlSEAp6K9MBLnTw1GEr2CCznLgwAF+97vfkZeXh5OTE0888QQpKSmSWiIM7uzsbJycnPD396e/vx+9Xi95Zr29vTzzzDPMnz9fejdXrVqFv7+/NBRXrlzJ+Pg4b731Fk5OTsybN4+Ojg5KSko4d+4czs7OrFu3Tl5QDAYDrq6ucgO8U6jVaqtLYnNzs9XN1WKx0NXVRXp6OgcOHKC7u1seXEKqLjEx0cqwdnBwuIljJNa+mDuCbpKamkpqaqrcaG7cuMF/+2//jWPHjnH27FmSk5NZunQpMLODRXx/Z2cnH3/8MW+//Ta2trakpqYSGxsrk+Lq6+vJzMwkPz+fX/3qV3h7e9Pb2yv1D9vb2+Vnms1m6SWxs7Nj3bp1VFdXS8+Y8OikpaVJaouQdRNJaQCOjo7o9Xp5uMyZMwdvb++78vwIKSfhgWhsbJR/ExnyLS0tODk58cMf/pCf/OQnAFy7do3g4GAsFgv5+floNBqOHDnCm2++SX9/Px4eHtjZ2VFUVCTDskuWLOHxxx8nKSlJentVKhV9fX2UlpZy6NAhTp06xQcffEBVVRVqtZrt27fLMbybdoqEFHEoKRNDiouLJW+zrq5Ovic2NpYf/vCHzJ8/X8pdKfcKMa9cXFx49NFHGRoa4q233uLcuXOMjY1RVVXFxYsXiY+PZ3h4mPXr19Pe3k56ejqdnZ00NTVZhaxnQhUQz9/V1cXRo0f5/e9/T21traSE6XQ6XnrpJb73ve9Jo0zsg4mJibi6ukqKjRI+Pj7MnTuXgYEBHB0dWbNmDYsXL0ar1XLp0iU++ugjiouLKSgoIDMz0yojW6k33d3djdlsRq/XS2/n3WCyjnVhYSH79u3j8OHDDA0NERYWRn19PX19fWzfvp1XXnmFBQsWyPcoPX8i9Ozq6sratWsJDQ0FJuaYOPvd3d1xcnLCycmJpUuXsmbNGunA2rNnD2lpaVbFhr4Mw1XseWBNZ1Sq6AwPD8vEa0H3GBgY4NSpU7z99tscOnRIapaOjY2Rl5dHVVUV5eXlzJ07F41GQ2dnpzw33dzccHBwIDAwkFWrVlFfX8/bb7/NiRMnWLp0KT4+PtPWeFVGz7Kzs9m5cyd/+ctfrBKwYYIn/fjjj0ujVWhHa7VaK9URMX4+Pj74+Piwbt06rly5wv79+zlx4gTXr1/ns88+kwn64+PjlJSUUFJSQmRkJGlpaVRVVVFdXS2fYXBwkNraWrq6ujCZTFIe7lZn411Zl4Lnoay4JMjX9wLKxXf8+HHefPNNGeI5evQoly5dorGxkdbWVoxGI8899xwvvfSSJAnDzAsQKDfFsrIyGe5YvXo1Dz30kPTGCYNY8GCVfBVvb2+2bdvGY489RlJSktVmoeyb2NhYHnzwQUZHR1m7dq0VwVkJkV3Z1NTEnj17KC8v56/+6q949tln0el0M75pKidFeXm51SEh+GCrV68mJyeHP/zhD7KtYWFhBAYG4u/vz6JFi7h48SLZ2dkUFRVRVFQkE1SU3ii9Xo+Pj49MNvvd737H2NgYL7zwAq6urvT391vxgm6neTgdmM1mdDodY2Nj7Nixg3/5l3+htrYWf39/HnzwQdatW4eXl5fVgoiIiJAeJWV42t3dnX/4h3/AYrEQExNjJb4vPHBKr3tKSgqZmZkkJyfz8MMPc+rUKUpLS7lx4wZVVVV88MEH8mIXHBzMgw8+yObNm3F2dp5xwtpkSk5/fz/nzp1j165d8hIHEwmFOp2OvLw8KisrZWhaREZgIuvc1dX1lpuEcuNW/lv5O/HsCQkJpKSkcPnyZSllJzAToXedTofZbObcuXOcPHkSGxsbXn75ZZ577jkZ1rW1tcVsNlNSUsKBAwfYs2cPWVlZqFQqAgICbtLGnPwcdnZ2+Pj44OzsTEVFBc3NzZhMJjw9PSUtorCwkKKiIg4cOMD169dxd3dn06ZNeHh40NDQgEqlYsmSJaSkpEjO5HT3P2V/29ra4ubmJj3EWVlZXLlyhcTERKkoEBAQgIeHh6RlwYQRtG3bNkZHR6murmbHjh1cv34dW1tb4uPjbzJaYWIPWrNmDeHh4YyPj8v1PTw8LEttf/LJJ/zxj38kPT2d5ORkNmzYgE6nk4kZdwpldS8Bi8XC0aNHeeONN9i3bx8wkUzV0dFBS0sLNjY2kqctPkOZnDL5ebZv305jY6NcB729vVL+Kj4+ngceeID//t//O//n//wfdu/ejYeHh5RSFP0zHSiT6tLT0/n000+pra1l7ty5REdHc/z4cUZGRliwYIGVJ1Gj0RAfHy89d1Ot+9jYWH7yk5/w9NNPo9VqCQ4OxsPDg/Hxcdzd3SXf+/Lly3z88cdER0fLsLP4vKKiIg4dOkRXVxdJSUlyjiqf+04wODhIXV0d2dnZnD9/nrNnzwIQGRmJv78/ZrOZwMBAnn76aSujFaz7dv78+QQEBGBvb2+1/yj3YB8fHzZv3kxgYCBpaWksX76cnJwcSktLOXPmDOfOnWP58uWEhobKC/m9prSIy5GgCMFEZOD06dMUFBRQX18vvdlxcXE88sgjBAQEcPbsWT7++GNZrv4HP/gB27Zt49q1a/zpT3+SFEDhNBkcHKS3t5ewsDCefvppQkND8fT0ZMGCBZw9e5Y9e/bQ3t5Oe3v7bROiJ0PI9QEykdze3h4/Pz9aW1vp6urCw8ODRx99lE2bNgETlwexf05VCn7ynE1MTCQgIIDNmzdz6dIl9u/fz7lz52htbZVzzc7Ojp/85Ce4urry4x//2Mpwbmho4KOPPsLZ2Vlqhd/ukjwjq075sH5+fgQHB3PmzBmysrKke9jR0VFmoYkJqKwYpZyUt4LyNj0+Pk5TU5Mk3gvU1NQwPj6Ov78/q1evZtmyZTz22GPytnCnpfyUembl5eUUFhYyNjaGt7e3lVqAMrFGq9Uyd+5cSktLMRqNbNu2jYcfftjqWUT1CDHoY2Nj+Pv78/zzz2M0GomOjpZeWaGhKgbNzc2NF154gZiYGPbu3Utubi7Hjh1j1apVhIWFzSj5TFnoITs7m3379lFVVYW9vT0LFy4kKSmJ1atXk5qaiq2tLVqtFovFgsFgID4+noiICNzc3Ni0aRNOTk5cuXKF69ev09bWRlBQEI6OjuTl5ZGfn4+vry/Lly+XShPvv/8+hw8fZu/evSxduhQPD49bSvMIw+hOL0E1NTXs27eP2tpaUlJS+O53v8u8efMICQmxIqiLg1h46JUwGAyST6SEMDKFosLo6CharZbY2Fiefvpp5s2bR0pKCqOjozKrVoSBGxsbGRwclF5oISQ/E6NVmY3a0tJCTk4O6enpfPbZZ+Tn5+Ps7Iy/vz+1tbXS4FKpVLS1tcm1JeRWxDoTnjC4OZlxsgdcSSMQlYq0Wi0jIyNcvnyZ4uJi+vr6qKuro7y8XHqwZ3qYtLS0UFBQQFtbG25ubsTFxVnx2gXCwsIIDw/Hx8eHjz76iMLCQqqrq4mJibEKi2o0GukxEdrSp06dkjzQxsZGDAYDeXl5vPfee7i7u1NSUsKZM2eoqqrC29ubp556iq1bt+Ls7ExbWxujo6OEhoZKg3MmhqtSvk8oXCxfvpyzZ89y9uxZPvnkE0l3iIqK4sEHH0Sr1VpRhYKCgvDy8kKr1ZKens6pU6ekQ0Gn00lvkLu7O6Ghodja2rJy5Up5CVNSg0TSZ0xMDN/73vdobGzkzTff5MqVK+Tn5990CZ8JlJXc4HNP4NDQEDk5OdJotbOz47nnnmPNmjWkp6fzpz/9ifT0dD744ANWrlxJcHAwbm5uVuPa3t5OS0sLFouFgIAATCYTq1at4umnn+bq1atoNBq6uro4deqU7J9ly5bJfo+Pj5fePjFPpgOlEV9YWEhOTg4uLi489thjrF+/npSUFKqrq4mKigIm1oqQexSyToDcQ8SF3cbGBmdn51tSiyIiIpgzZw4Gg4H+/n66u7utyqb39fVRX1/PW2+9xYEDB9DpdCxevJjo6Oibnns6UM7p5uZmTp48yenTp7l69apMOjaZTBgMBnlBCgwMtGq3kiMubAPhSZ38PUqvpp2dHStXriQ5OVl68JKSkli0aBEXLlzgxIkTJCYm8sILL8jPuhdyXyKsLoxV0V+dnZ1cu3aNzz77jJMnT9La2oqNjQ29vb0y6jE0NISjoyNHjhyhsbGRqKgoNm7cyE9/+lN8fHzQ6XR8/PHHwOf60fX19cCE8f+d73yHRx55BC8vL3lZc3d3x97e/qaEr+lAjF19fT3nzp2jvr5envElJSUUFRUxf/58Fi1aJG0uIfV5O4gLpHitl5eXVBqYM2cO4eHhnD17VtIDUlNT2bBhA0ajkRUrVrB//348PT0ZGhqivr6es2fPSr34oKCg254XMzJcNRqN3ICioqJYuXIlx44dIzMzk1//+tf83d/9HYmJiajVaitRW+VNajqY/DqTyURKSgobNmzg/Pnz9PX14efnx5IlS9i4cSOpqan4+flZLcY7mbhKr1dJSQnXrl1jYGAAvV6Po6Oj1YGk3Nx0Oh2rV68mLCwMd3d35syZI2/w4kCYXD3CxsaG8PBwQkNDb0pmE1w8YfCHhobi5eVFSEgIXV1dfPzxx9TU1FBYWIifn9+MOEtClgzgzJkz7N27l/HxcR566CG2bduGh4eH1aGmFNFWinzrdDrWrFnD8uXLGRwcZGxsDBcXF9ra2iT3VZDPhbdBrVZLysPx48elETwV7pQuYG9vj8ViIS8vj9raWvR6PU8//TTPPfecpDoIiINipt+j3DSU1bNiYmKIjIyUcyMxMZH/8l/+CyUlJdI7Z2Njw+nTp9m1axf5+fkUFhYSERExo+o94lJjsVjYt2+flAoym834+/vzxBNP4OzszM6dO6WB7OjoiI+PD2q1mtjYWKKjoxkcHKSpqYmAgADpLZ8pNBoNdnZ2tLW1sW/fPt5//31ycnIYHBykvr6eK1eusHr1aimVNROISI5Wq6WtrY2srCxSUlKkkL4SYWFh/PjHPyYoKIh//dd/paysDBcXF6t2Ce6zjY0NFouFkpISqfEq0NPTQ1ZWFjk5Oeh0Ovr7+xkZGSEoKIgf/OAHPPzwwzLbXjyfsl13QpES61yn00nZuK6uLgoKCujp6cHHxwdfX1/WrVt30z4UEREhDU5XV1fGx8d54403yM7O5vLly1Izev369Tz77LNERERgMBhkv0yluyk0NFetWsWuXbsoKyvj6tWrhISEWCUx3SnKysrIyMigra2Njo4OMjIyyMjIwMvLi+eee46/+Zu/wdPTE2dnZ7Kzszl37hy//e1vuXr1KmlpaURERGA0GuX4ZGZmcuPGDWJjY3n00UcxmUzMmTOH//W//hclJSXU1NTIuXjhwgXeeecdPv74Y1paWggKCiI5OVnyiafqk1tBuZ+PjIxIg0mr1RIfH8/cuXOtqDm2trYYDIab9hvlWXW7vUhcOgcGBmSFNFtbW/z9/ampqWFwcFCqSFy9epUTJ04wPDzM5s2bWbp0qWzXTNehmG8dHR0cPHiQf//3f5dl3AW6urrIy8uTHmSDwSDnteBuin3zVhe7W/1e5JAImUa1Ws3SpUs5efKkTAoTjhS4M1WIyRDeRuUzVVVVsXv3bt577z2ys7OxtbUlKiqKhIQETCYTxcXF5OXlcfjwYRl1XL58OS+88AIrV67Ex8eHzs5ODhw4ICPHAQEB+Pv7y0R3kRTq7OxsFblsb2+XzjgHB4cZ7TMienX58mVyc3PRarUsX75cUqX6+voICwuTl28l5/x2ENE78R7l71euXMn8+fN59913+d//+38zODjInDlz5KXslVdeITY2luvXr3Pt2jX53oKCAi5evIijo+Nt5c5mvMsKSSyNRsOiRYt49NFHeeutt/j000/p7e3l5ZdfZt26dVZG5OTFqORKfJHRoFKpMJlMrFixAq1WS19fH+np6cybN4/vfve7pKWlWS18JUd1phAbkcho3blzJ93d3axZs4b169fL6iqA1aIVGpZxcXE4ODjItgu5jKkGF7AyWJX6fyJhSkzOpqYmTp8+zeXLl7l06RJjY2M0NzdTV1dntTFOB+L7ampqOHPmDA0NDaxdu5bExEQKCws5fPiwDHW7ubnJ19va2kqxYSEo7erqauU5gAnv8MaNG+np6cHX19eKuxUdHU1CQgInT57kk08+oaGhQRruFosFe3t7XFxciImJIT4+XiaLKXmrXwTB1Wtra5N9PzAwQHd3N66urjd9jhgTZcUX+FxtQdSjt7e3l9GDyfNWqRIgNue+vj7s7OyIi4sjLi5Oyi6FhYURHR1NVlaWzCSdqVybaENeXh7Hjx/n+vXrBAYGsnXrVunpEdmnQheyra2N/v5+PD09CQ0NlWMrvt/b29sqs/yLvIbKiEZVVRW//vWvefvtt+nt7cXNzQ0nJyd6e3spKyujtLRUGmQzgTKZc3h4mKamJpqamoiIiECn0zEwMCDXjKjrvXXrVrRaLXV1dVK/VUApWi6qnz355JOkpaXR0dFBb28vjY2NMvtXcLs3bdrE008/zbJly6zoIsq5pORqTxdCpUV4VQoLCzl48KC8TKxevdpq81Zy2pSKBAI+Pj48/vjjuLi48NFHH3H8+HFZHGP+/PmsXr1avvZWFaI6OzvRarUYDAaZvCWE8yfrO08HSpmo4eFhrly5wmeffcbp06elp1Dw2rZu3cojjzwiI1vz58/nhz/8IR4eHpw5c4aDBw9y5swZ3N3dcXR0RKvVYjabqaioYGhoCAcHBxnd0mq1BAYGShm03t5eNm3aJBNTxGHp4uJiVcnxTitnqdVqqR8uFAWE+gZ87hRRRjWUkcWpIAT7lXuQ2Wzm9OnT7Nu3j66uLrRaLeXl5bz55pt0dnbS2toqObvu7u48+eSTPPnkkyQmJsrvm4lTR9AKLBYLBw8e5De/+Q25ublERkby2GOP4evrK+XnhLRRWloa8+bNs9r7lWeUaK+o2iTW+e3O7MllY9euXUttbS3l5eXk5OSQn59v5SC5F1AWwDhz5gyHDx/m4MGDNDc3Sy9qSkoKISEhGI1Gampq+PTTT3n//fexs7Pj8ccf54knnmDhwoUYDAaGh4elViogCyrl5OQwOjrKkiVLWL58ufS0i6RJlUolPbpi3s+0jb29vdTX19PW1oZerychIYG4uDgCAgIYGRmRl17lep0OlGMmeL6iup+Li4vk7xqNRoKDg2WfRkZGSqUkoZwAE17hiooKOjs7763hqlzUAQEBPPPMM6jVat59910OHjxIa2srAwMDbNiwQXq/lLeXL6p+o4Q4DDQaDV5eXiQkJGAwGBgfHyciIoLk5GRpmAi+6d2Qz9VqtcyM3rt3L1VVVcTHx/PCCy+wYcMG1Gq19EAq22BjY2N1qCi5mreCkicoDFhx6I2OjlrdGo8cOcI//dM/SZe7Vqtlzpw5eHh4zHiTFR7CgoICcnJyMBqNbNmyBU9PT/77f//vFBYWUllZybZt/z977x1W53Xl+3+Ac+jl0HvvEiABQqCCekfdlizZcpFrnGTmJpOZJ7fNb+6988y9M5mbySRxYsd2HFm2EjWr94Y6IIGoEh3Re4fDORza7w/u3n4PQrKQkK1k+D5PHkdweM+733fvtdde67u+awMJCQmsWLGC8+fPs2jRIhlttba2NjJKwkEXToS3t7eRFqiAo6Mj8fHxsmNNUVERlpaWWFtby7G7uLiwdOlSXnzxRWbPnj1ux5hvgtCetbKyoqOjg/3798sIcWBgoCzwUG4aYzuaCAHssUUTys8JQyquI96bSqWS1IPh4WHa2tq4fPkydXV1zJs3j8rKSkkHUUa1HxdmZmZSsFv0Yg8NDWXt2rUsWrQIlUpFX18fsbGxREVFkZubS3NzM46OjqSkpMh3o6SNKMf0ONFuZSFEfX09586do6enh6SkJBYtWkRxcTEnT56kt7eX7u7uJ3J6RMpb3KeLi4tMFwIPzA1R9CY4UmOhlJAzMzMjKipKFnZ0dXXR0NAg5+bNmzc5ceKETK2/8MILqNVq6bCL5yT++ySUFqUudlVVFR9++CGff/45ZmZmvPrqq+zYsQMXFxcZKVa+m7H6quK/Tk5OvPDCCzg5OdHT08Ply5fp7e01ev56vd5IX1eMw9TUFGdnZ3ntoqIiWlpacHV1xdfXd8IHD8CI8tTc3Mzu3bv58ssv0el0ODk50dfXJ1P24kAl7ksUW4WEhBAeHs7l/yfg39DQIG2OWKdxcXHExMSg0WhkAZ54vqJbGow6w76+vvzv//2/uXXrFn19ffT09Dw1L7Knp0em61taWqisrJRp4fH2vMdZY+IdjdUorayspL29HRsbGylzBqPzW+jxhoWFsWrVKrZs2UJ8fLzRAX2itCQYpdEcOnSI/Px8QkJC+K//9b/y6quvYmIy2qBkcHCQwsJCIiMjWbp0KbNnzzai1o2HsQevb4Kw26JoSLRgrq6uJj8/n3nz5uHi4iKpQBOtuhfPqK+vT3aQHBoa4tKlS/zxj38kLy8PCwsLFi9ezNtvv01KSorRmhD83v7+fpycnHj33XeNaD29vb2MjIzg5uaGRqORPM99+/Zhbm4uNZsFlM68UIywsLCQetUTmbPikCD2J5FxcXBwkNJqT1MUDV9nDpR7vrC14rvFISgzM5MDBw7Ihj4WFhb09/dLtZPxqHtKPHHnLHFD06dP55133sHNzY0PP/yQW7du8Q//8A8UFxfLl9DR0YGpqSkajQY3Nzd5QoFHc8KEsRWGr6qqipqaGmBUikhsXONtwE8CExMTtFotNTU1VFZWYmtry2uvvcbatWul0/pNi14YzG/azJSnTeXnhBSROKHeu3ePo0ePUlVVhbe3Ny+99JLkZIm030Qg+DgNDQ20trai0WiYPn06dnZ20oFqbW2lp6eH8PBw/umf/onvfe97sihL+awExLMRzqsSSsfay8uLVatWYTAYuH79uowWDw4O0tzcTF1dHW1tbeh0Otrb2xkcHJRRookUFIjFKZ7NnTt3cHZ2xsPDAxcXF9nCbuz9ib8drzp1bCRGOFXimcJo0cLQ0JBMiw0PD3P16lX279/P6dOn6ejowMvLC51OR0tLC35+fuj1+geqO78JIn3u6OgoedE3b97kD3/4AwUFBdjY2NDZ2UljY6Nsr5ebmytld7y9venr6+Py5csMDw8zd+5cmQIWXOxvwtj3+s4776DValm2bBlhYWHs2bOH1NRUhoaGHmgH+LgQdBkRmRTVug97Jk/TXtbBwQF7e3tcXV1ZuHAha9euxcLCgoMHD5KRkcGyZcuIjo7G3Nzc6ICiPLxMBMPDX/ebb2tr48iRIxw8eBCDwcD27dvZuHGj7HKljM6NB2UEC0YdnujoaEJCQmSB0u3bt7l8+TILFy6Ua05wnEU01NzcXNodIe/W29tLQkICYWFhktP9pIU9FRUV3Lx5E51Ox/r161m4cCGZmZn86U9/orGxUepFivGK9xkbG4u7uzsbNmygqamJ1tZWOjs7pQalh4eH7CympNyMZ4dNTEzYsGEDlpaW/N3f/R3FxcVcvXqVmJgYAgICUKlUjz2PxHPv6uqSHEWNRkNiYiK+vr6o1eoHmmg8CcY26YmMjGTHjh0yEpibm4uHhwcbN25k3rx5eHh4YGNjIzVqx6ZxJwLhIBUWFhppHG/atEleNyoqir/5m7+RXFd3d/cH2pk/jUMk1r+JiQk6nY7s7GwyMjI4f/485eXl2Nra0t3dTUtLi5Fk3USg5MXW19fzb//2b9y6dQuVSkV1dTUdHR1ERETIxgfR0dEPZDqtrKxYsGCBlL1UZnuEwsS8efNkR9GYmBiOHj1Kb28v8fHxzJkzx8inMTEZbQLU3t5OUVER3d3dhIeH4+npaXSIfhwIf01kJe7du0d4eDgNDQ00Nzfj4uJCSEjIuIGipznUCWdYq9WSnZ0tqWt79uyRtikoKIigoCDMzMyYP3++5OA/ah0+saqAOKWbm5sTFhbG22+/jY2NDR988AGFhYX84he/kBWxouOSnZ0d3t7eLFu2jAULFmBra/vIB6I0kHl5eezZs4eCggK8vb2NnCghI/O0GBkZwcbGRhYNtba2yiICJUfnUZ06HtdIjT2FC8dIOXFu3rzJF198QXp6OoGBgbz//vu89dZbT80zMxgMMgpjY2ODu7u70Xd7eXlJeazIyEhJ6ofRk3d+fr6swBbpWOW7Eil2g8EgqyDNzc0JDAxkzpw5eHl5sWjRIknrKCkp4cCBA9TV1TEyMkJ9fT3Hjx/Hw8ODhIQE2c/7caHRaPD19TUi/gvpNisrK6PotlLeSZwIzc3NaW9vJy8vj87OTsLDw+UzaGhowMLCAicnpwfmnNKpKi8vl7I1p0+fBiAwMJDu7m65yUVHRxMaGjrhw4fgVUZERLB9+3ZGRkbIyspi3759nD9/HmdnZ1n5K+gSarUaPz8/1Gq15KN+/vnnODo64uLiIqt/H5cfpjSYvr6+vP3228DX6WxRYW9ubo6joyPW1tYTdizNzc2N5PXs7Owe4OIqIwVjC8ZEBmasjRH/FhEVZWGSnZ0d5ubmhIeHk5iYKB3XjIwMgoKCjOzA00QoxOGor6+PkydPsmvXLpqamkhJSeG9995j5syZRhI8AsKRHysdZ2pqilarxdTUFFtbWzw9PWVXv8rKSk6fPo1er6ezs5Nly5Zha2trNF/FJtzf38/169f57W9/y4ULF2SPdCVn/3EhDlgw6txdv36dsrIyIiMj+elPf8rcuXOlaP3AwAABAQHY2dlJGyqKP0QbYSGhp3yGD8s4KXl64ln19vbKqPzKlSsl1/DSpUssWLBAKrr09/c/1kFLfHddXR2VlZXAaAp73bp1E9bZHAtlNbfyQGIwGJg2bRqJiYkysCPS5Fu3bmXx4sUPXEupQPIkfP62tjbJhQwMDGTR/2u0IWy8vb09s2bNeuKxPs49CIh3evv2bVmsLZxlEZB4kgZI4pBsampKXl4eR44cke2CAwMDmTdvHps2bWL9+vXSORZFdUoqoL29vbSByiCIyAyEhIRISoNQXRG/v3v3rrRbgrsOo5KSN2/eZHh4mLCwMKlJPBH5L2tra9zd3XFxcaGgoIDf//73lJaWShmqiIgI3n33XQIDAxkZGZFawGPpLePNn0c5tsrsrHim3d3d3Lp1C0tLS9asWcPChQtlQCkiIkKO71Htwp9aDkukmBwdHUlKSuLevXs0NjbKPuZKQrhOp8PS0lJ2mklKSjKSOFE6E8o0XENDA6dOneLEiROoVCpWrFgxriD600L0qI6Pj2fevHncvXuXX/3qV5ibm/NXf/VXsm8vPFl3lcfFyMgI586dk6LrAMuWLWPp0qXSaX2a6JJo5WpiMqrjWlZWhlarlbJYwcHBRhWtOp0OKysrurq6OHHiBP/6r/9KaWkpfn5+bN26VbaaFMVPeXl5MtqXlpZGZmYmPj4+vP7662zevBl/f3+srKwwNzeXzq9Id4mq4Ly8PG7dukVubq7UL3wciLTj9OnTCQ0NlU6jUA4Yu9CVVfVKp+3atWv8y7/8CzU1Nfyn//SfCA0NpbCwkLNnzxIXF8eSJUuA0WxCQ0ODdMzNzMzIzMzks88+4/Tp01RWVqLRaNiyZQurV69Gq9Vy5coVmpqaWLFiBYsWLcLJyWlCWQPBtfXw8ODNN99k9uzZHDp0iGvXrtHU1MTQ0BCWlpbExcURHBxMfHw8kZGRJCUl4eLiws2bN/nkk09IT09n4cKFT625LIoxlKLyHR0dkrcsig0fZYjGg6OjI/7+/tjZ2UlZrcd5Rmq1WqbZHrVRi88JGzY22m5tbY2Tk5NUTFA6bco0/9Ogurqa48ePy25Y27ZtY86cObIQFow3bmUEcezYlDJyQr7H3t5e1gYcP36curo6SkpK2LJlywPSe01NTZw8eVLODScnJ9544w02bNggI/sTCRAoW0s3NDRw//59mUYVm39cXBx//dd/LZvNKA+p3+RoTYT3Dg8W7Iooa3FxMTk5OWzYsAEwTnU+CkIDt6KigoaGBmxtbUlOTiYuLs6ID/8kEO9Z6RSIw5mzs7PMWNrZ2T2Q+RmLJylAVUIUYIrCMNHB60lUe54GYm2KrnGpqamy06SFhQVWVlZPNE5RqQ9QXFzMjRs35J63bds2Vq1aRXh4OEFBQUbBkG9yGoVCwsNgbm6Ovb291In+3e9+h6OjI1FRUbz//vs4OzvT1dXFqVOnyMrKwsfHh6SkJEl7eVyIw1pkZCQJCQmyOLKgoMCIliioLsJujkdvGQ+PKjasqqqSShP9/f2kpqbKA9eLL77IT37yE6ZNmyYPV8q/fdSze6odS7nh19bWcv36dTIzMxkZGcHf3x8PDw86OzulIDGMOhZnz55l5syZTJs2TTquwlgp0/HZ2dlcvHhRRq9aW1tZuXIlb7/9tpTagAd1/J4U4nu9vb3ZsWMHDQ0NHD9+nH/+539Gr9ezYcMGQkNDpREXL2SinUg6OjooLi6mubkZb29v4uPjUalUUgg9Ozub8+fPU1BQgImJiTxNKg11T08PNjY2T+R0CCqCnZ0dlZWV/Mu//AtqtZqenh58fHwIDw832tSELurhw4f57LPPZCV2dXU1Fy9exMfHR5Kwm5ub2bNnD+np6YyMjFBVVUVzczOtra2y4Kq5uZmysjKCgoJ4+eWXCQgIYPXq1XR0dJCYmCj/rry8nNLSUqKioh47yiwMqZubGytXriQvL4/Lly9LlQjRlaa/vx9nZ2eCg4Plc1SpVHR1dXHr1i0OHTok22/evn2bY8eOcejQIa5fvy6jRZmZmRw9epSioiKGhoZkRC4rK4srV64wMjLCokWL2LhxI2vWrCE0NJSBgQHZacrPz++poudiI5s5cyYajYb58+fT3t4uo8uOjo54e3sbUXNgNHuRk5Mj25QKzmt/f7+kqiiNhpCGEc6gcEiEwRK/E+tH8NBEhFupr/i4EBtHTEwMnp6eFBUV0dzcTG9vL25ubkbPYLzn8rgbmPKzokhQoK+vTzrb39Ttb6IQ1xLFYDAarVu5cqU03kodRaFp+KixCVva19fHgQMH2LdvH9XV1URGRuLv7099fT2ZmZncu3eP69evS51XkXG4f/8+Fy9epKGhgcDAQN5++23Wr18vmzGIe3pcKD+r0WhkmjMvL48PPviAH/7wh4SFhcmW1+OlKUUAQ3QsGlsTIO5dFHCOF2EXUG6Ker2emJgYEhMT2b9/P7m5udTW1uLj4zOhwpSenh7q6+tpbW3F1taW8PBwTE1N0el0dHd3Y2dnJ51PkQH4pnnU398vi6jGjkWtVsu1fP36dVJTU4FRe2dvby95lKKe5GkbnBgMBhwcHIiKisLHx4f09HQ+//xzPDw8CAkJoba2ltzcXHp7e4mJiWH27NmyIcqTcr8fBnEtjUbDK6+8gpWVFb/97W8pKSkhNTWVmTNnysr4iTTKEIV9MCoRefnyZSwtLdm4cSN/8zd/80CQTNi28RwrsVaFEzb22Q8PD6PVarG2tkaj0ciMm5CqcnFxYWhoiBs3buDn58exY8fYvXs3Op2O1157TQZM4PGVk8Q9iDUdERHBxYsXOX/+PCMjIyQmJrJlyxYjuyqyMaLIWfk75TiVz0EEX8R9Xb16lS+++IKamhoiIyNZv369zPj5+/tLtZmxY3mcufPEjquy+qy9vZ0LFy7wySefUFBQQFRUFNu3byciIoKamhoKCgqoq6ujoaGBpqYmQkJCHuCqjUcer66u5uDBg9y6dQtAirbPnTsX+Fokd7KqCEXXGpVKRXJysuSYnDlzhn/7t3+jrKyMrVu3Mn/+fNzc3IwcVmWBxHibi9iIYVQ65NixY6Snp5OQkIBGo8HBwYFDhw7x0UcfybSTj48PAQEBMr0sTpcw6iw/aaTMxsaGkJAQ4uLiOHPmDNevXze6bktLC0VFRfj7+8sNJSsri927d5Oeni4jOTqdjt7eXpqamuT4TExMuHPnjnxn4pqzZs3CwsKCffv2cerUKdrb23F3d6e1tZU33nhDytyI9qmiQl04D48LJWl98eLFtLW1UVtbS1lZGYcOHaKiooKhoSG0Wi0+Pj7Mnz8fLy8v1Go1AwMDUqNP3L+JiQklJSV8+umnpKWlGQmO//a3v+X48ePjRmg8PDxYvXo1r732GgsWLDCKnkRERMiD13jp4MeBspDPxMSEgICAR7bSFRH22tpasrOz6e/vJyUlhRdffBFPT0+Z1lUaeyU/b2wxIhjbAKHdPDQ0RGNjI7W1tfT29mJlZSV5h4/Ln4XRtW1lZUVQUJBMEYtmIwEBAVKOCh7PmRLZIXh45GBkZESu6cHBQWpra2lra5Pi78r19jTOAIxGsfR6PW1tbdIZnzdvHq6urlLRQqwnExMTeV+CBiEgnr1wdlpaWjh69Cgff/wxJSUlBAUFsWnTJhYvXkxdXR27d+/mzJkzHD9+nDNnzhjNI8G5j42N5b333mPLli1PfbAS9tTDw4OYmBhcXV1paGjgwIEDLFy4kLCwMBm5HE+xQ1xH2d71SaHM5FlaWjJt2jSioqI4evSoLHQcK6v4TRir2CGcSisrKxnRHwulrrlwvMW6EHzG9vZ2nJ2dCQwMlLQbQVFrb2/n+vXr7N69mxs3buDh4cHChQvlvvo0kd6xEFHO6dOnk5ycTHp6OufPn8fBwYFp06aRm5vLtWvX5CFcdMkT45xsx9VgMDAyMiK1zTs7O/k//+f/cOrUKXkQEfv4RGoiYHQN5ObmUlhYiLe3N8nJydJpVdaePCpQpaxPedjvlTqs4eHhxMTEUFdXJ7uRVlRU8Omnn9Lb20t+fj4dHR0sXryYLVu2yH1jIuoXJiajDRTs7OyYO3cuSUlJuLm5UVVVRUNDA+vXr+ell16SxemimKqgoID09HRcXV1Zs2aNjO4LatXYcSrXe1VVFX/4wx84ceIEGo2G9957jx/84AcP3PPY2oTHpVo+seNqMBjkjZeWlnLgwAEKCgqYMWMGP/nJT6R33d7ezpo1a+jr60Or1UrBXdGxRkDcuPKmIyMjWbBgAcXFxXR1dREYGGhEeH7aFMh4UFIUEhMT+S//5b9gb2/P/v37OXDgAA0NDTKtJMTQlacspVyYuB58XVwkon1FRUWkpaXR29uLRqPB1NSUvXv3Sqd1+fLlzJo1i8rKStLT06VchcBEyecColhm1qxZvPTSSzg7O9Pc3Ex1dTWlpaXU1dVx6NAh7ty5g4eHhxSVLikpkc7cyMgIXV1dwCixWnTggVHNPWV/eBg9Ic+dOxcHBwf++Mc/ylRTU1MTv/jFL6SKgegIJK4lWmtOdMMSEUErKyuSk5N56aWX2LdvHwUFBVRUVMiN0srKiuvXr0tVA8GvLS4ultdSqVQUFRVRXl5OcHAwq1evxtHRkaNHj3Lu3DlsbW1lK9eysjIaGxsJDg4mJSWFefPmERoaakSBGWvIn7S4R/zt4xQCinH09fVx//59SktLGRkZITIy0qhdotKpFDwnZQWqUAcQjqjgAg4NDVFQUEBmZqZs23fx4kVgtIhSSEhNpB+8Mgrq7u6Ora2tpGWI7xXppccxdMIxE9ceG7FTanACUltURCQSExOlPJtyfT8NhFi82GTFc1Y6p8pUcVNTE9evX5cHWCEB1t3dTX5+vsxu5OTk0Nvby8yZM9m5cycpKSn4+/vT19dHUFAQK1asID09nfr6eukImJmZ4eHhQVxcHMnJyVKb8mkh5qVoSCF4gwkJCUZ1CpMVfHgUlBkCtVqNnZ0dAQEBWFpa0tnZKQtDJ1JIqGxiIjKPomX3w+ZIf3+/kZMuDikWFhZUVVWxd+9eMjIysLe3Z9q0aXh4eMgDik6no7S0lBs3bsiOgK+99hrLly83SmNPFoRNsLKyYt26dTQ0NHDkyBEOHDiAvb09ra2tWFpaynS6ch+fDD3VsRDOEYw+3+XLl3P79m0OHjzI5cuXWb16NbNnz57QniHGWF5eTlFRETqdjoCAAKmiA19Tb0TW42mgnBc+Pj5s3LiRxsZGsrOz0ev1tLS0UFZWRl9fH+7u7rz44ou8+OKLxMbGAk9WLDXWXxBBBQ8PD3p6eigsLCQkJIS+vj7Zlez48eMUFxezfPlywsPDmTlzpsx8iGc2NDREQ0MDzs7Osr2r8CFOnTqFWq3mzTffZOPGjQ89xCnnyeNG6Z/Y+io3oerqajIzM7GxsZEP+WGSNWMx9iUIb9/U1JTw8HBef/11ysvLOXHihOzSIDAZHTLGQhhQYcAWLFhARUUFZ8+epauri6tXr1JRUUF7ezt9fX1Mnz4de3v7b6QLKDeBsrIyysrKpEO4a9cuDAaD7IUeFhYmK/l/9atf0dPTg52d3YSLeB4FJycnVq5cSWRkJFqtltLSUi5dusSNGzeMKkhdXFzo7u6WmpZOTk64urri6OhIWFgYKSkpLFq0SDozhYWFmJmZodFopOST4NEaDAbKy8uB0ZaOlpaWFBUV8fHHH1NRUYGZmRmxsbHcunWL2tpaAgMDcXV1xcbGZkKLVTnxPT09WbNmDdXV1XzxxRdGrS8BqVKhhJubG87OzgwPD9PS0iLT7x4eHoSHh9Pa2sqtW7cYGhrihRde4Kc//Snu7u7k5+fT3NxMYGAg8fHx8j76+/uN0u/i1PqwAr/HhbIARSl3IoyU4ByLA5MoOmttbcXExMQo69HQ0EBjY6PkzgYEBBhpW965c4erV69Kjvm0adPkGi8sLGT37t1cunSJuro6tFotIyMjzJw5k2XLlsnPTcTZUz4X0UigubmZzs5OeT3hSMLXmpfiuQinQBwWlJ3uxkKlUhlFZ+7du8fevXu5ffs2np6ezJ8/X1b4i0jw00JE/RwcHDA3N6e+vp6SkhKpgS0cof7+fkZGRqioqODAgQMcOnRIqoG4urqiVqtpbm6moKBAXtvBwYHVq1fz6quvsmbNGvke7e3tmT17NrNnz5ZZMOG4qtVq3N3diYyMlOMT7buf1KlUVj0L/daamhrmz5/PD3/4Q6Kjo2WEZ7LoXo8DJZ/c2dlZ6qOKgtWJvF+NRiPtVGlpKb/5zW+4f/8+Tk5OWFlZYWtrK2lZTk5O+Pn5PXB95d5ha2tLWVmZDBIIRRRxwOrt7aWlpQUYpbTt3LmTV155hbCwMHmNyYxyCmkpExMTEhISqK+vJyMjg9LSUgwGA4mJicydO5cXX3yRmTNnSvrgZNME4OuiVOUBOzo6mmXLlnHp0iWqqqooLCw00s99HFhYWKDVarl3756UnGxtbaW+vl76AZNxiBMQdkhINsbGxuLr60t2djYBAQHMmTNHKs1ERUUxb948YmJi5P7/uFFJJZTvoqGhgc7OTvR6PfX19Rw5coT6+npCQ0PRarXk5+dz584dGhoagFGHXvh7Yu4ODw9z9+5dbty4QWdnJwsWLGDu3LmYmJiQm5vL/v37aWlpYf369bz++uv4+/uj0+lkAE8UQj9pe/enogoI9Pb20tnZiZeXl0zjKT/3qAk8njOiFPMOCgoiICCAoaEhSkpKZETyWUNZ5CBO4gKNjY2ye8aqVatYuHAhAQEBkouqxFiHq6ioiIsXL8px9PT0yJSsqKCePn06sbGxUrpCRJgmw0lXThIhDzUyMkJSUhKzZs3iyy+/5Msvv6S1tRV7e3t8fHxQqVSUlZXR2dmJvb09W7duZePGjQQFBWFtbS3vKzs7m08++YS0tDSpDQejFcV/+tOfpCRIbGwsCxcuxNvbm6ysLI4cOcKFCxdobW1l9uzZ3L17l5GREby9veX3T6R4Sfm81Wo1bm5uUnBftKfz8vKSbViViIiIYOXKlcyYMQO9Xs+NGzc4efIknZ2dlJeXc/bsWUxNR4X7Q0JCmDNnjtTqS0hIkNWjSozl3T2L6JKyql5gbBGPqPIX7VfLysooKSnBxsaGI0eO8NVXX9Hc3MzKlSv5q7/6K9kG8/z583z88cdcvnwZGxsbysvLee+994iKiqK9vZ2DBw/y+eef09fXh5eXl5SCefvtt1m3bp28n4lwwZXPSGRnampquHfv3rhzQURPxXiVY1dWxSqfx3iorKxk3759fPXVVwwPD7Nw4UIjVY3J2owFBy80NJSQkBB5OJ41axZz5swx+uyNGzf4+OOPOX/+vMx0NDY2UlZWJiWXBCIiIti2bRubN28mJCTkoU7Y9OnTCQ8PN3omYw9STxtVFoEFg8HA5cuXSU1NxcnJiXXr1pGcnCybSEzGdz0pxDwbHBykv79/QlmBgYEBKX81e/ZsefgX2pRiTVpZWeHt7U1CQgKbN29m0f/TWh4Poguh4FT39/fT0tKCk5OTUXGwg4MDmzdvZuPGjdJpfZrszaMg6ALCARe0o23btvHqq68ybdo0HB0djbIkzwLjjUsUjomxCz33iUIo4QiHNycnh/z8fF544QXAWJlhsqCUNRTXTUpK4qc//SnOzs4YDAbZ0OhpVZOU9+3g4EBMTAw3b96kqKiIoqIiamtrMTMzk/bFw8MDJycn2tvbjZQtYDQQk5aWxkcffcTJkyelHNnMmTOxtrbm3r175Obm4uPjw4oVK2TkWnB+lTrqT4pJsRbiJmxsbLC2tqa7uxtbW1tZsSvSBspokEi3Pay4Qhmt0mq1slvUuXPnCAoKYunSpVhaWko9zckyfMLRFHqN9+7dIzMzE4PBgIeHh6wub21t5caNGxQXF3Ps2DG8vLwIDAyUnZK8vLxkWmF4eJjW1laysrK4dOkSOTk52NjY0NPTg0qlYtmyZTg4OHDjxg2amprw8fHB0dGRlpYW2dvexsZm3O4jTzpGQWlQ9oSOj4+XEmWff/65jNx4eXlx6dIlTp8+TVNTE9XV1XR1ddHb20t9fT16vZ6enh5OnDjBgQMHaG1tla0IBwYGqKmpobu7m7CwMLZu3UpiYiKenp44Ojoyf/58pk2bxr59+8jJySEnJweVSkV0dDQbN240ooY8CQYHB+XBQ8xDV1dXXnvtNTQaDRkZGXR2dhIQEEBgYKCUKxFkdNFhJDU1lYKCAi5cuICLiwtmZmY4OzsbyTOJ6nlARrLGq7yd7I1FXHO86yolgSwsLJg5cyaJiYmkp6ezZ88empubsbS05O7du5SVlQGjUWgRTamrq+PcuXNkZWVJOaVdu3bR29vLihUrKC0tZffu3bS3t7NixQpeeeUVuZksXLjQqCPLRDYUpaGOi4tjwYIFfPbZZ+zduxd7e3vmzp2LRqPBy8tLplIfBtFtKC0tjcHBQfz9/Zk+fTr+/v7U1tZSXFwsix+F7m5raytr165l586dUr4GnqyV9HgQdjAwMJDk5GTu3LnDpUuXcHNzY2hoSLZDtrKy4t69e3KD2LlzJyYmJpw7d47a2lpCQkKYPXs2DQ0NFBQU4OrqSlxcHNHR0YBxoY+gNImU53iboTIV+LQ2Vcz7uro6MjMz0ev1rFmzhqVLl46bkVM241Cr1UZaycriOEH7UMqCCadCON8PW2Nj52FTUxN6vV7q+E7k/YrvCAgI4M033yQgIICysjJqa2tpaWnBYDDQ2dlJQ0ODbG5x9+5dDh06RGBgILa2tkZ8ZpVKxZUrV0hPT8fX1xcPDw8KCwuxsbHh5ZdfZsGCBWRmZvLRRx8xNDQk24Uqx/YsnEZlmlm8L0tLSwIDA40igZ2dnajVaiM7+E14nI5zynE1NjZy8+ZN+vv7mT59OpaWlpIHGhoaSkREBLa2thPSGx4ZGcHBwYHo6GhWrlxJYWEhjY2N9PX1yS58X3zxBXZ2dixdupSIiAiZzRmP/qXkiz+sqFPMX5VKJQvrYPS5+vr6PrNMMoxG9ZOSkqTUZ2pqKr29vfj4+DBjxgx8fX0JDg6mpqaG48eP09zczMWLFyVVJT8/n6tXr3L5/zU36e3tJSMjg3PnzuHu7s7t27fR6XT4+/sTGhpqVGwqnsXTztOn0nEVEGRjEcFSancJQvlENi1hkMRmIlIjAGlpabKN4aJFi4yqnCcDSsNmMBioqamhqqoKU1NTkpKSCAwMlOmEmTNnotfruX37NjBqXH19fVm0aBFxcXGyJWFvby9VVVXcuHGDgoICqU96/fp19Ho9K1aswNnZmcuXL2MwGAgMDEStVlNYWEh5eTlWVlaEhoYacYKfJmo3XqpBPNPw8HCWL1/O3r170el0REdHM3v2bPR6PdnZ2TIiVV5ejpeXl4wKiPaera2twOjJcf78+WRlZVFTU4O3tzfvv/8+r7/+uhzHwMAAQUFBUsXgd7/7HVlZWYSEhPD666+zadMmWRwy0fmj1PQsLy+X3XZgNDUkuFA3b96kubmZadOmGaXbRFTP3d2d2NhYgoOD+bd/+zfS0tKkdqGpqakR9UB0JBKO2/MEEeHz9fVl1apVpKWlcfv2bc6fPy+7FCUkJNDR0UFNTQ1/+MMf+PLLL+np6QFGDerKlSsZHh7m2rVr/OlPf+Lq1atyzdva2rJq1Spee+01AKNT+pOktoQclOhwtXHjRrKzs7l9+zb/9E//JA8UM2bMkFXzgmelVqvlfFar1fT19XH8+HE+/PBDYNTRmDdvHkFBQdy9e5ebN29iZ2eHs7MzJSUldHZ2snz5ct59912WL18ueXWTGXERz8PGxoYVK1ZQVVXFgQMHOHjwIM3NzdL5dHJyIisrC51OR1xcHIsWLaK3t5dr164BozJ577//PlevXqWkpITi4mKjrJRIR8KDhSNjeW+CejIZmtjwdaFkeXk5dXV12NnZsXDhQmJiYhgeHqanpwdTU1OpnTx2nxAO93jP7nEL8sR/RTGfoCUI2b6zZ8/S2dnJjBkzZHHT42Z3RLMCc3NzlixZwpIlS2Rha2trK2ZmZpSUlLB//36ysrLo6+vj2rVrXL16FXt7e/lelIddkQFavnw5zs7O3L17F7Vazdq1a0lMTCQ4OJj9+/eTl5dHW1ubkQrGs4p0KqNtbm5ueHt7U1VVRV5eHuXl5ZJ76eDg8FjZjfEyI8qfC4i/FYEbGE1zf/jhhzQ3N7NkyRLMzc05deoUMJpWFzZc2bHtmyBkMCMjI6mvr2fatGl0dnaiUqkoLi5mz549/OM//iOurq6YmZkREhIiMx1Kx1UZlPum+SnmDoxmrAUVr7u7m9raWvz9/Y32scl6t+IQ4ObmxgsvvICZmRmNjY1UVFSwadMm3n33Xby9vWlububw4cOSd/3xxx9z+/Ztent7uXnzJlqtFgsLC1m/UFFRwc9//nNsbW25d++epMb19PQYzZ/JkhF8Ym9P+SBdXFzw9fWltLSUjIwMUlJSjAoNhGi2mKjfxGsQG4UwWmLznDlzJt3d3Zw9exZ3d3fc3NyYNm2abCM2Xrp0olAunqGhIbq6utBqtZLIbGlpiU6nY8aMGfzsZz/DxsaGc+fOUVFRQX5+PgUFBXz11VdSSklI+FhbW8swvIODA0lJSTQ1NZGXlye/U6fT4eDggKOjIyUlJZw7d466ujoSExNZsmQJHh4eRvI8kwERLRd6bmLCqVQqdDodpqamBAcHk5SUxKFDh6isrESv15OVlUVGRgZmZmYymiPSfkL9YdGiRVJ/c/r06SxcuNDI+RZjsLW1JSUlheDgYBoaGrC3tycsLMyoL/xEFq7yHfb391NZWSmbG4CxsHFCQgJdXV0P9EVWPl8rKyvmz5/PsWPHJA1Cr9ej1Wql9h2MOq6TMQefBZT3lJiYyD/+4z9SXFzM/fv36ezsJCwsjKSkJLq7uzl58iRnzpyhurpa/o2ZmRnx8fHExsYSEREhNWqVknDKzV5EJCYDgl8nmhzcvn2bjIwMcnNzuXDhguyL7efnR0hICAEBAbILVnh4OBUVFUZc5traWk6ePMnQ0JC0LY2NjXR2duLr68srr7zCli1bSExMlJvnZBeCKp9VbGwsb775JmZmZhw+fJiTJ09y+vRpvLy8cHBwoKmpCRjlxv/617+mt7eX0tJS3N3diY+PZ9q0abS3t+Pg4EBVVZXkygMyyzWeLM9YpYXJ5iWamZmh1Wrp6OhgaGhIcpL7+vooLy/n888/p7Ozk23btrF06VKjhgXj3bOIYn3Txieye2KMYg+ytLSUEmNC1unQoUOoVCoSExMlJeRpOjG6urpib28vaVHFxcXk5eVRVVWFu7s7gYGBDA8PU19fT2VlJQaDARcXFykhFRwczKxZs1i5ciUlJSUPOC4igyMOhg97v5MJ5ZxwdHQkLi6O/Px8srOzqaiokI6ruAeRiVOqLCjvURS0Cfky8TPhvAnHT6w5oTuuVqvp7OykpKSE6upqDAYDra2ttLa2MmfOHNasWSP9jonYYKVj1dzcTF9fHx4eHty/f59/+7d/48qVK8BoK9/s7Gw6OzulE6u0ceIQ8Si6oFI1qbOzk8rKSm7evCnpJSLLosyOTOaaVM4Ta2trKZVoYmKCt7e3LNYVWQOxv1VWVtLR0YFWq5UBoP7+fqKjo3F3dyc1NVWqE1lZWeHi4kJHRwdFRUUsXrxYZse/c8dV+XJCQ0NZvXo1tbW1HD16lNDQULZv3y6LKh4GpZi/SKmLNJVwRg8cOEBOTg5ubm6kpKTQ3t7Orl27OHz4MO7u7rz//vv4+/tLEvlkYmhoSGq2mZub09HRQUdHBzqdjtDQUJYvXw6MpjJzcnLYv38/5eXldHd3093dDYyS94OCgrCyspKSVkFBQQQGBuLo6CijlRqNBhMTE5qbmzl79ixXr17l/PnzmJmZkZSUJI2D6Fs+Wc6RWBTCqMPXBwWDwSCdbT8/P9l7OjAwkJkzZ8r+whqNBjMzM27dukVhYSFeXl4kJCQwffp0+f7t7e2xtbU1Mk4Cw8PD2Nrajtt95WkrKEV6QziVYrMWusJqtVoWKYlFKg5WYpO1s7OTbSVFwVN/fz/9/f3cu3ePzs5ONBqNkVP+vEEY2aGhIRwdHVmxYgUrVqygvb2d7u5uHB0d5SYjekVfu3aN0tJSOjs7ZYvSmJgYQkJCiImJITMzk6ysLDIzM2lra6O+vl4a5u7u7m8szHyce4bRd+ji4sIrr7xCW1sbxcXFdHd34+LiQmtrq4wwmpiY4OvrK5sGODo64ufnR09Pjyx2ERy9zs5OnJycCAkJoauri7a2NhwcHHjxxRfZuXOn1LZVaoRONpTdvZKSkmRl/40bN6itraWrq4uKigrJr29qaqKpqQl7e3tiYmJYsWIFMTExwOhh2Nvbm7y8PJqbm2VRycMcsG9DOF44i+J9tLa2SlWRmpoa9uzZg0qlIjAwUEroiMY0ISEhDA4O0tjYiImJCa6urnLPEQVKXV1dRtQHZ2dnXFxcZDGigDLyJvh5u3fv5tChQwwNDbF582bWrVsnq/KfpIhQSMGJTIGY+87Oztjb22NmZoa7uzsvvPACsbGxlJSUsHv3bu7cuUNkZKSk1bi7uzN9+nTp9IrxiTkgKAhCAeNRurWTBaWtdnR0ZPHixaSnp3P79m2++OIL7O3t8fDwkPd548YN+vv7Wb9+vbQpBoNB3qsyqi/G9yhqiiiMGhwcpLCwUO6tQiEnNDSUd955x0iK60mK/YaHhykvL5cHxWvXrtHa2ipbklZUVJCTk8O9e/dYsGDBA4722Pk5MjKCq6urnFfKA1FzczMnTpzg7NmzZGdnc//+fdl8QARsnkUQROlnKbnBQm5NIDc3l1u3bmEwGIiKiiIqKgqVSiV5t9nZ2eTm5tLX10doaChmZmaUlpZiYWGBwWCgurqa7u5uGcwSmKxgxhM/FcFBgtFOS9u3b6e8vJyTJ0/yf/7P/6GsrExKAo2NZgmIBadceP39/XICHDlyhP/8n/+zPFEtXrwYCwsLWlpaOHjwIPv27cPT05MdO3bg7Oz8QIHG00Kc7m1sbDAYDKSnp8vIa0hIiJGwtODiKl9+VFQUr7/+OitWrCAtLY0PP/yQkZERQkJCZA9iMzMzXF1dmTlzJrGxsZw5c4a9e/fKayQmJpKQkCAn/KP4W08DpTyLMlomjJa5ubmskg0NDeXtt98mMTFRCvkPDQ3x3//7fycvL0/2EFemi4Wjp+S5iNPXo8bzJGNV/o1KpcLBwUEqE8CowVMWZYn7Ec947N8L+Pv7ExISQnFxsbxWamoqn3zyCa+88oqUAXuaiM2zxHjRKicnpwe0OqOioli4cCENDQ1SGkzQIvR6PSEhIURFRbF69Wp+/etfy6YjIkIPPBCNeBqIw4ONjY0sWoiIiGDdunXcv3+fCxcu0Nvbi7e3N46OjlIveizs7e2JiIjg3r17WFhYsHXrVqZPn87x48c5d+4cdnZ2JCUlSadVdGF7VhibFo+LiyMiIoJ33nmHuro6qqurKSgo4OTJk2RmZhIaGioLB0NDQ4mKipLcOBcXF1lMJ6J5kZGRT61c8TQQm2NwcDDTpk3jzp07ZGZmUlhYKFtK29jYcPfuXe7evcv169cZHBzk5Zdf5rXXXqO3t5cTJ05gYmLCsmXLCA0Npbe3V7bAvHfvHm1tbZiZmeHj40N8fDzx8fH4+fnh6OiIk5PTAxJRly9f5tNPP+XEiROo1Wpef/11vv/970shdJH6nyiE86LUF4bRdSPaQ3d2dmJubi7rIG7cuMGZM2cYGhpi3rx5zJgxQ3JdRTcurVZLSEiIdGaU62qslNCzgrCB4iCSkJDA4sWLycrK4ujRo+Tm5hIQECCVP8S/vby8CA0NlbUsYj8Q16utrZXqNSEhIQ90chu7l58/f56jR4/S29tLQEAAixcvJjIykrCwMBITE6WyzUS5vkqebW9vLw0NDTLiCbBhwwaCgoL4+c9/Tn5+PhcvXiQwMBA/Pz9g1D6JRg89PT2cOnWKixcvYmlpyZYtW0hOTjYaR3NzMwcPHuR3v/sdeXl5aDQafHx8iI2NJTQ0VN7XZFIgx0Lciyj+UmZM9Xo9eXl5ZGdn4+7uzrvvvsuLL74o+bpOTk7s37+fn/zkJ5SWljJ//nzeeustZs+ezeDgIL/61a/44IMPsLS0xN3d/YFM3GTgqVu+wugLj42N5Xvf+x4Ap06dYteuXZSWlnLz5k3c3NxkVaKLiwsBAQEEBwdLoysEtK2srKShKS0t5dixY5LfGh4eTmhoKH5+fmi1Wurq6khLS+N3v/sder2elJQUwsPDJ7X6zsLCguDgYIKDg7lx4wZVVVXY2tqyceNG5syZQ29vL3Z2dnR2dlJUVERFRYVcBEKgef369YSFhVFZWcnIyIiUGcrPz6ehoQFPT09JefjBD36Ai4sLVVVV6HQ6QkJCWL58uewjD8+u+lbpEIvuK46OjrJISUiR2NnZ4enpSWRkpDQUAuJ9KjUpxfMQUhjjCdmLan/R+1lINz3pWJXvUAiNBwQEkJWVxeDgID09PZw5cwZXV1fmzp0rT55jjd1YmZ6AgABiYmJoampicHAQJycnenp6OHToEK6urrz44otGveyfR4gTt5CPEvx08eytra1RqVTY2dnJ0zMgqSRCrxhGNVoDAgJkQaYo2LOzs3vi6t5vQm9vL3q9XkbqLC0tpeO8fPly1qxZQ11dnVQfEIcUnU5HYmIiISEh7Nq1i5s3bzI4OIhGo8HDwwNHR0dsbGyMJMIE9+1ZQ6R7VSqV7HXu7e3N7NmzSUpKoqGhgczMTLy9vdm6datsCauEp6cnQUFBWFpa0tHRQWtrq1Gk+Fmnk8eDmCdeXl5s374dOzs7qqurMTExoauri8zMTLq6ujh58iTm5uYyu/PRRx9JPU3B5b148SLBwcF0d3dTWloq36nIkty7d49bt25hZ2cnG7e4ublhYWEhReN1Oh2ZmZmcOnWKwcFBtm/fzt/+7d9KXqRwBJ/E0R+vQEc4maLgVUSJBURApL+/Hzs7OyMnu7W1laamJlQqlaQfwNdUAaXk27cNDw8PXnzxRUxNTTl37hz3798nKysLKysr2eq5pKSE06dPy0Y3wo7qdDoqKirIzMwkNTVVUuV8fHwICwsjLCwMf39/PD09cXBwQK1WYzAYyMjI4KOPPuLSpUv4+fmxbds2ubcKeyMw0WeidP67u7sl/cnT05OVK1fy5ptvYmlpyZUrVzh48CDXrl1j9erV0nG1trZGp9NRUFDA8ePHZQtnFxcXPD09iYmJwcHBAZVKRWNjI4cPH+ajjz4iPz+fyMhItmzZIjtyKgtBn9VerwwoiLqAwcFBiouLuX79Oo2NjZw5cwatVsuCBQvYvHmzEW0PYM6cOTLQlp2dzSuvvCKbhAhuq6urKx4eHpPauEXgqZ6MkpRsYWHBypUr8fDwICwsjOPHj3P58mUuX74MjPIeHBwccHd3JyEhgTVr1jBv3jzc3NweUBgoLi7mgw8+4MKFC5iYmMhCDLF4lyxZQlVVFUNDQ9y5c4d///d/p7Kyku9973vMmDEDePKolzIaaGFhwbRp01i8eDEVFRUUFBQQGxsrifLK1JLoQiEkrESqThDwMzMzqaysZPbs2RgMBm7cuEFvby/z58+XEem1a9cSExNDbW0tPT09uLm5ERISIr/nWWw+YyOrNTU15Obm0tzcTGRkpFycwrHUarWy77jyhNzU1CSr0j08PHB3d8fCwkJeV/lclfNGKaEyGfqYyrEMDw9jbW1NfHw8N2/eNCLDHz9+HDc3NxITEyUtQDhyymejfN4hISHMmjWLq1ev0tHRgaurK83NzdTV1REVFcXs2bOJiIgYd3zPE0RBjBKCngNftyUUNBkYneO2trayWQaMpvlEV6Tu7m7Z3llU3U4WlA6wMI6lpaUcPXoUg8FAY2OjVBrYtGmTHIOyErmlpYXQ0FAsLS1pb28nPz+fM2fO0N7eztDQEG5ublhZWRllTL4tbdGx8oEwGvWwtrbG3d1dZpPEOxCFHaampnR3d0u76OXlhbm5OVVVVdy7d4/o6GiZZn2W0ZuHQXyfubk5a9asYf78+TQ1NWFiYkJDQwMffPAB+/fvR6fTybUnbMaFCxekDTYxMZFtigVlJS4uDm9vb9lQY3BwkL6+Pnp6eqiurubq1auPvLfw8HC2bt0qnVatVivbQT8tlNq3ogWm6OakhDgsi4YuojkPjNK1Ojs7sbW1NcpYipoEEb2crKzG444LRt9rQkICkZGRrFq1iitXrlBeXi7taGFhIfn5+bLwc+3atQQEBMhudFeuXOHcuXNUV1fLKJ4ocPbw8CAyMlJGNC0tLamqquL69evk5+fj4eHB5s2beeWVVyQfU1mfARN3jsbqfru7u+Pq6sqmTZt44YUXiIqKoru7m3nz5kmKxNWrV6VsXU1NDbdv3+bTTz8lNTVVfn9ra6tsyiK46gcPHuTjjz8mPz+fuLg4fvSjH7Ft2zYjQX+BZxkAEXbGxcWFyMhILl++zM2bN+Wh9+7du0yfPp1169bJDJTS1piZmTF79mzS09PJzc0lJydHvo/W1lb6+vpklvZJ38ujMKmWTK1WM2vWLEJDQwkMDOR//+//TWNjIzAagbSysqKsrIyqqirKysrIzc1lxYoVzJo1C3Nzczo7O8nOzubw4cN8+eWXUmw8LCyMoKAgeapSq9Vs3LgRFxcX2Vbs4MGDzJ49WzquyjZ6TwLxkJ2dnVm+fDmBgYGSFxcZGWkUmRkcHKSpqYn29nZ5j8PDwzg6Okqj09jYKDf3+/fvU1RUhIODA/PmzZMTA0a5pH5+fgwMDDxULmwyITifSsc1Pz9fdkgS9yY+193dTV5enlHlcnd3N/fv35dFIY6OjnLDVMrUfJtGFr7u7OTu7k5QUBAWFhbodDq58X9TK1llMYFIR86aNQsHBwdZiSlgZmZm1IHreXRYHwXluxGRVWUHJ5VKhaWlpZEzNzg4iI2NjaQa9PT00NzcLDlPk3a6VjhcopvehQsXOHv2LDAa+U1JSSEuLk5+TrkZeXh4yAYCALNmzZLXuHDhAh4eHpibm+Ps7GwUufm2U+xC/knJNxPZB9HjXjgtYrNWvjd3d3e8vLwoKiriwoULzJs3z4gf+F0UDSrXgogmw2jHPcHfF3SP8vJyli5dyrx587h//z49PT1ER0fj5uYm6Q9DQ0NS6cTc3JybN2/yhz/8gdLSUlJSUnjhhRdobm7m97//PTk5OcCoM9Lf3y/pQS4uLsydO/eB1PRkjllANA0YHBzE1tbWaP0IfvPAwAB9fX309/dLx7Wrq4vu7m7s7OxkcAeMKV3fFlVgLMQ7tbW1ZcGCBQQHB9PZ2QmMztfq6mq++uorvvzyS/bt28fVq1fx8PBAp9PR1dUlhe2TkpJYunQp1tbWlJWVyQYAt27d4vLlyzIbJPi9sbGxbN26lbVr1zJ9+nR5P+JZPOl6VWZVRIcqa2trAgMDZRtta2trFixYwNWrVzl8+DC7du3CxsYGV1dXsrKyOHfuHLm5ubi6uvLWW2/R1NTEl19+SVlZGdXV1Tg4OHDu3Dk++eQT6bT++Mc/ZuvWrUZ+itgnn+X+ITjFYuxr166lsbGRgwcPkpqaCozW7bzzzjvMmzcP+FreUWQ47O3tiY2NJSAggDt37nDnzh127NghrylqlcYeBp+LiKuAuBlxYnRwcECj0WBlZYW9vT0rVqxg7ty5WFhYkJWVxalTp7h8+TK5ubnk5+dLfkp5eTkXL17k/v37MrowMjJCc3MzPT09RpV5bm5ubNy4UcrYiAIZgafddJT8Wy8vrwfamIqONiJlY21tzcDAgJSDEicZEUUMCAhAo9Fw9+5dCgoK0Ov1JCUlsWjRIjw9PSVhWhCyBYdYpM4fptM52RCSWFqtluTkZKP0v2gRKqq4BWxtbbG1tcXe3h6NRoOvr69RB7Lh4WHZaWxsxPXbQkREBImJiVy+fJnh4WFmzpxJfHy8UUT4Ufcj3vX06dPZvHkzp06dkrxdwbcS6ZTH4e4+bxAOkeDBiuiX6Cok3qOyiMLa2hpnZ2dJGWlpaZGds8S8mQxtSWXkYcaMGbz11lv4+PhQUFCASqUiOTmZ9evX4+/vLykPYzMJY53frVu3yo5/3d3dUpZN6eB+2+9PKf+kdFTEPOvp6ZGbuHLjEfD392fVqlU0NDRQUlIiFT2AbzykPSsoD39iLggKw9y5c5k7dy4VFRXU1dVRWFiIm5sbO3fuxNTUlLq6Ory9vaWtEcV/Su1SCwsLzp8/L6OxGzdulOn0//E//gc2Nja89NJLqFQqTp48SVFREVFRUaxduxZXV1c55x9VRDxRiEO+qIgXnfe8vb2NAh4iOzcyMoKVlZXRu2xra6OhoQELCwupGw1fS4yJLOd3IbsnVGiGhoYwNzfHx8cHHx8f+ftp06ZJucDU1FQZrBHOu6jn2LRpk3Rca2pquHv3Ljk5Ody9e5fq6mra29tlJ7PIyEjWrFnD8uXLZZHweBq/TwJlBiMyMtKo4Yhw1iwsLJg+fTrr16+nvLyc/Px8/vEf/xGNRkNnZyednZ34+fnxV3/1V/zgBz/g8uXLstHQV199RWpqKpcvXyYvL4+YmBh+9KMf8eKLL2Jubi67Swp+87O2O2MzgnPnzpXas1euXCEgIIC3336bzZs3Sx1ukekSf2dhYSGlCDMzMzl//jxHjhwhJCRE8pbt7e1xcnJ6fh1XweextrZGq9Vy7tw5PvzwQyorK3nxxRf50Y9+REREBHZ2dqSkpDA0NMTnn39OR0cHZ8+e5ezZs6hUKqn5FRQUxNq1azExMeHixYtkZ2dz/fp1VqxYIfvhCiqA0AUcGBgwavP2rItjxvIoo6OjuX79unRcFy5cSEJCgvxMUlIS69at4+DBg+j1emxtbeW9i2o95UkIHr9v72SNA0bbzb799tu0t7fj7OxsJFm1bNky/P39sbGxkQLn4hpubm7Mnj1bVp6Pd/1vO+KqNOphYWFs27ZNGpnk5GRZyS3u82H3p3R6XFxc+NGPfsTWrVul1p+7uzuenp4ymvI8c1wfBuUpXxyYlHJJwmkVm6tSD9DPzw+1Wi03276+Pum4TsY7Vz5PZ2dn1q1bx6JFi+jr68PExETyA8Vhb2zRk1hHgmPt7OxMcnIyGRkZZGZmAqNRubi4OKO07HcpayYyRkpNSOEsKN/V2L7n27dvl5EtpSP0XRVoKb9fyckUzo+ZmRl+fn5GhWWNjY24u7uj1WopKiqSDUG8vLweiDD6+fkxY8YMTpw4wYULFzhy5Ahbt24lIiICMzMz+vr68Pb2lo1jcnJycHJyYuHChTg5OUmR+clcs2Mjrp2dnRgMBuzs7IzeiaurKwEBAQQEBEg6iBKiWt/f39/IDnt5edHf34+fn98zpZE9Ct/Er01ISCAkJISqqiqKi4tpaGhArVbj5+dHUFCQ7MwkbLSvry/u7u4kJSXJLlZarVa+HxcXFzQazQNzerLG/LD1oSxotbCwYNWqVZiZmbF7926uXLlCa2sroaGhpKSksHLlSjZs2IClpSVubm7ExMRw5coV/vSnP8mDY0JCAu+99x5bt26VBcwmJiYTatow2bC0tJSZ3/b2duzs7KQ6y1iIbJDQBJ89ezbnzp2joKBAtj4XtI+IiAg8PDxkDctkvq9JscyiyQCMcoWOHj1KWloafn5+rF27ljlz5sgb9vf3Jzo6WlbhhYaGyg3SysoKX19fmS7S6XTodDo+/fRTybt0d3dHpVKh1WqlBIU4gQlM9iIeGhqSaVNRsKM8GVlZWbF06VK0Wi3+/v54eXmxadMmo5NbfHw8KpUKPz8/ampqmDZtGikpKTI1NPbUKMbwbU9me3t7I6dUGGFLS0tmzpxJVFQUarXaqGexqakpLi4urF27loSEBKPKyKSkJFpaWoiNjcXPz2/c4qxnBWXUytnZWer8dXZ2GlE0HndRiffv5uYmi9b+EiG0L1tbW2UxSXx8PMHBwTJiJDiY06ZNY+7cuaSmpsqWmUrnYjIPK8ro2JNEyETLQRh1VLdu3YqjoyPNzc2yIl2oT3wXa288mJqaEhISQmxsLPHx8Xh7exttBMo5rlariY2N5e2336atrU3y0+HZH+S/CeOt9d7eXlm04uPjI6lk+/fvx2AwkJubi729Pdu3b2fjxo0AsnBmYGAAa2tr7O3tWbhwoazCFxFp4eh1dHSg1+sJCAggMjISExMTtFrtuI7/s8Dw8DB6vR4LCwvJVxaIj4/nb//2b/Hz88PHx+eBbnHf+973cHJyIjo6Wh6KNRoNb7zxBl1dXSQlJX1rPOyxUKrPjF3zMOrkCTuZkJAgu2qNXbdCY1dE9L4pgizoEU8bZX0YDAaD1IQXBcLKOeLh4cG6detwdXVlwYIF9Pf3ExgYSHx8PDExMUaFqy+99BLm5ubcuHEDgLlz57JlyxZWr14t35toDPNdYKymq2hdLjCeQtNYia6VK1fS29vLoUOH5AFFo9GQkJDAsmXLcHV1BR5/j31cTNqqFca+qqqKzMxMTExM2LRpEwsWLJApE7EwVSoVjo6O2Nvby88I0V3h+MGocVq+fDmXLl2ioKCAgwcP4uTkhLe3t9xgxPcqndXJ3nDMzMweWjgknJng4GBeffVVkpOTpXKC8vcODg4sWLCA2bNnY2Ji8sBkHbsIn4dNE4wpE8o0l4BSGUBEWpXOyvLly4mPj8fZ2dlIoeDbdAzEPfr6+koezni//yYIJ2E8Z+x5eV+TAUF9sbCwkPJnr732mpHOrlJRZN68eaxfv5729nZZ2S4wmc9Fea3xxPMn8vcmJiYkJSUZKXaM97nvCso5GR8fz5tvvklYWJhMk4+dg0pJt/H0kJ/3phienp7Y2NhQUlLC3r17aWpqoru7m0WLFhnZyvG60gmqWW9vr7RB1tbW+Pr6yhahs2bNwsPDAwcHB+7evcu5c+dYv369DBxMZrtU5XXMzc0JCwtjeHiYWbNmGdUziM5v40EcpMbC2tqarVu3PvDz72rOjs0SKqFcn4LGp5y3SmrM2L95mNMkIvfPCo/jPGs0GlatWsWqVase+J2wSz4+PmzatAlnZ2diYmKwsbFh3rx5zJo1S2aGRMr9ecHYdzPenBIRaNFQKjQ0lB/96EeEhYWRmpqKVqslMDCQxMREZs+ebeQfTCYmxZopo4+Co2JnZ8f8+fMJCAiQHC0xwQVHUlRyLlq0CHgwUqpWq5k9ezZxcXHs37+ff/mXf8HV1ZUf/vCHwNd9uE1NTSetv/ZEoXwhLi4uODs7P9KIjJXXEVWiz8NmCV+niYGHGomx72nsv5VkeXd39wci4s/TWJ/kXoSUlDgwCc7e8+gcPC6Up2EzMzPCwsJYuXIl3t7exMbGsnnzZqMos3Ie+/r6snPnTvR6PW5ubkayPs9ikxF9vpWFYxOJwDxva248KJ2BkJAQnJ2dpaIAjP9cx9vsn+dCQeUYRAOP1tZWSktL0Wg0bN68mZdfftnIER9vjYlCkYGBAel0uLm5sXjxYm7fvs2RI0cIDw/Hx8cHNzc3SkpKOHLkCBEREVK/dSItQr8Jyv3Q3t6erVu30tvbi6urq7SF48nviZ8/7H0puy497xhPck9EZ8euW/i6RbQoOlS2ixb/fR5s7KMOOIInKvR8bWxsmD9/PtOnT8fCwgJXV1f5t+JzzwtEjY2wjd/U5Eg5Ry0tLVmxYgVRUVEYDAbp3ymj68+l4ypegMFgkCllf39/GXoeK78TEhKCn58fp0+f5ty5c6xcuZKoqCgGBgaMCNfm5uZ4e3uTkpJCYWGhFGQWEKRhU1PT7ywVpiwYE5uhstuOMkqnXJjipPpdc8/GYmwq4GGfGe/fospZ6fAKx05ZyPZdQhjTp0k1fRcFEc8ayndqampKQEAAa9euJSkpSW748LXBVfIuVSoVERER33jdycLTbmDivQ8NDRnNh2+jMOJxoeQbK2X1HpWtUK7DP4cCQeXG7e7uTnJyMgMDA2g0GlavXs3LL78sJXaEDfkmLqJ4Pl5eXmzYsIGysjIKCwuxsbEhICCAlJQUPDw8ZArzWWA8ScXx7ldZkDu2+Yk4mIlxKWkhk2HDnjXGk9wT4xxvrxbjfJ6cufGgdDyVyh9ir1fu9yMjI0b6vMJxF8WvzxOEeslEPg9fS5HZ2tpKaTmBZ3loNpkgB23cDytvsLa2luzsbNmFRkgjKEnOTU1NfPLJJ/zTP/0TlpaW/M//+T959dVX0Wg0Ri9XfL6jo4O7d+/S2NhISEiIPCUrK+4fZ6xPOr7HgfI5KtOoSoztDz7JG8vjXuiZVUg9bHMZm4J4CjzVOxSHB3h2HcieEt/5O1RCHLSUDt1YY/QEKdbnZoxjIzuTOCeeqa35Jijn+DPCpLxDZQSxra2N3NxcqqurcXR0lMGPJ4Gyor+srIy2tjZ8fHxwdHSkpaWF1tZWrK2t8ff3lwW948zjZ/4OhT0a70D/KFs1tlX6E+JbXYfjZQO+BTyzMY61HWPf4cP2wmeQ7fnObc3Yglj5pZPjuI57gUl3XOHhg1E6mhkZGfziF7+gubmZ7du3s2HDhgcKXibZY/9OX/C3gOfGIXiGmHqHo/jWxygOkw9bjyIK9BhRk+d2jJOISZ2nwol5jg5bk/4ORRHT0NCQlAWC0WKs8WoCJguP2GMm5R0qi5e+Kf36LWNqHX6NZxrMUVIjngGeiz1RKD0p94BnGQSYFMf1caF0XPV6PTdu3KCnp4eoqCgCAwOfdZrguXjBzxDf+SL9FjD1DkcxNcbnG1PzdBR/6WP8Sx8fTI3xecd/yHk6qY6rMr0hwuGPKhTQarUMDQ1ha2v7yLSWku/zFDy0/5AveBz8pY/xL3188C2N8Zt4hU+I52qMzwhT83QUTzRGkYZV0sue9DqDg4NGvHsl3/4bokJT73AUU2N8vvEfcp5+qxFXgfE4WN9C9et/yBc8Dv7Sx/iXPj6YGuPzjql5Ooq/9DH+pY8Ppsb4vOM/5DydqOM6hSlMYQpTmMIUpjCFKXwneD61NKYwhSlMYQpTmMIUpjCFMZhyXKcwhSlMYQpTmMIUpvBngSnHdQpTmMIUpjCFKUxhCn8WmHJcpzCFKUxhClOYwhSm8GeBKcd1ClOYwhSmMIUpTGEKfxaYclynMIUpTGEKU5jCFKbwZ4Epx3UKU5jCFKYwhSlMYQp/FphyXKcwhSlMYQpTmMIUpvBngSnHdQpTmMIUpjCFKUxhCn8WUE3w80/dZmtoaIiBgQEALCwsHmjzKvpLi/8/NDQEgJmZmewtPTw8LPtPq9Xqx/3q/5Ct0cbBX/oYn2p8IyMjGAwGTExMMDc3N/rd0NAQJiYmRq2KHwei7/pjtDSeeodf4y99jH/p44PvaIxDQ0MMDg4arVczMzNUKuPtrq2tDYPBgIeHh1ybw8PDYn1PvcNRTGiM4rkDqFQqzMzMJnpfAPT392Nubm5kM9va2lCr1djb2z/uZZ7reTpJ+A85Tyfa8vUv7gGMwV/6+OAvf4x/6eODqTE+75iap6N4bsY4MjIinaCBgQFKS0vJyMhArVazdOlSPD09gVGn9/85W1PvcBTfyRgVBwja2trIz8+nqKgIKysr4uLiCAsLw8LC4psu81yPcZLwH3KeTjTi+tgQ0dKRkRH5PxMTE6PJptPpqKurQ6fTMTQ0hJ2dHYGBgROKaI2MjDA4ODiRyOsUpmCEkZERdDodw8PD2Nrayp+3trZSWVmJiYkJPj4+uLu7y98NDAzIqL/431iIzIGI9Ih5rlarH8fofmsQ61M5huHhYQwGA4ODgzJqNTIygkqleiASPYUpPA9QOqdjYWJigsFgID8/n9TUVM6ePUtZWRmRkZFYWFiwbNkyHB0dnzhCOFEMDAzIzKOJiQlmZmZ/1utqcHBwXDsoxqjcnwcGBoxso0qlku/NYDCgUqkwNTVleHiYCxcucPz4cTIyMqitrcXU1JSwsDDWr1/PunXrCAgI+Nbe2RSeH0y646rcBMfbzPV6Pd3d3VRWVnLr1i3u3btHZ2cnAMHBwSxcuJDo6GjUajW9vb3odDp0Oh09PT20trai1+uxs7MjICCAgIAAbG1tn0undXh4mOHhYQCj9LIwrmMdevEzJZ4kLT2Fx4dyrlpbW8ufNzc3U1hYyI0bN8jJycHMzIzZs2ezZMkSwsPDsbS0fOScE+9dOKxDQ0OYmppiZWX1wOcm+/0KGo0Yn5hD423oShqOmH+C1mBqaoqlpeW43yEOi8rriu982HdN4dvDeHbkUb8f7zN/jhBj0Gq19PT0yL3D0dERT09Pampq+OKLLzh8+DDV1dXAaDQvKCiIoKAg4uPjgVEnbCyt4Ekh1pQSguI2ng15UjqS+C4lvo13KuyFeF5arZbe3l5MTEywt7c3siFibOONXVxHrVZjYmKCTqfj5MmT/OY3v+Hy5cuoVCpcXV1pbW2lrq6O5uZmNBoNGo0GZ2dneY2p/fLJobT/j0lt+87wTCKuD6Mf6PV6Lly4wIkTJ0hLS6O6upquri75eVdXVzIzM4mJicHa2pqysjLu3r1LR0cHJiYm6PV6hoaGsLKyIjw8nC1btrB9+3ZsbGyA52vijoyMyIizcAzEzwWGhobkPZuZmRk5HcBDnf8pTA4EX1qJ0tJSPv74Y06fPk1NTQ3d3d0ApKamUllZyRtvvEFUVNS4m47yUCLed1tbG6Wlpdja2hIVFfXA5ycbynkHXzuS4xkhYaiUEYvHuScTE5MHIixKJ3kK3y2Uh+Dx3vtYW/Q8b1CPA+Vm293dzdWrVzl//jwlJSV0dHQQFxfHa6+9RklJCV999RXd3d0sXLiQ4uJimpqaaG5upq+vT15vMtfl2CAF8MgI4dPsYd/03p8FlPajurqaK1eucPv2bSwtLVm0aBELFy6U+7M4wI83voGBAclD1uv1fP755/ziF7+gpKQET09Ptm3bxpIlSygsLOTTTz+lqqqKa9euMWvWLOm4Dg4O/llHrb9rKOfpZB3cnhUm/e5E2qOvr4/Gxka6urpQq9WMjIyQlpbGnj17SE9PZ2BgAB8fH2JjY7GxseH+/fuUl5eTmppKeno6MErQFlEhKysrLCwsMDU1paGhgaqqKrRaLY6OjixdulSmXs3NzZ956mCscyCMhDCewhH9pvsYu8jG+7yIbpmZmf2HcgrE831UxPBp0N/fj4WFBWZmZty/f5/79+/T19dHamoqu3btor29nYiICNavX09OTg4FBQVcvXqV1atXExQUhMFgoLu7m8HBQRwdHXFzc5OOsHiPBQUFHDlyhIyMDKysrIiOjiY0NJSwsDCmTZsmoxGPSnE+LoThf9i8E9QGpcMtjNPAwAA6nQ47Ozv5M+Fwl5WV0dLSwsDAAM7OzsyYMYNZs2Y9ED1+HiHW6djMx19CalFkdMZmbMSmo5xPwoYoD8lj19TYQ/TzgsdxxMT49Xo9d+7c4csvv+T06dPy0FlaWsrAwACdnZ20traSnJxMSkoKhw8fpqOjAwcHBxwdHY2uN1EMDAxIBxq+dqYtLCwecAKGh4fJy8ujpqZGrkk3NzemTZsm19XQ0BBDQ0Mybf6o5zNetkP5zkVEdDL3D3FwValUDA8Pc/XqVY4cOcLFixcpLS3FwsKC7OxsSkpKWLlyJZGRkXK/q6qq4v79+5iamuLl5YW3t7cct8Fg4PTp0/zyl7+kpKSEqKgotmzZwtatW4mIiCAxMZGsrCyqq6upra2lp6dH3pPwFabwZBh7qOjv759oAfy3hklxXJUb7/DwMA0NDdy4cYP09HRaW1sxMTGho6ODvLw8qqqqCAgIYOXKlSxYsIAFCxbg5eXF5cuX+d3vfse5c+fo7OxEpVIxZ84cZs2ahaurK1ZWVjg5OaHRaMjLy+MPf/gDWVlZHDt2DF9fX2bPng0YG+BnBWVq5HHR0dFBQ0MDg4ODuLi44Onp+VgGUqRP/qPhWW6eIgoOo6mtY8eO8cc//pHW1lY6Ojro7e0lKSmJ//bf/htr167lyy+/5J133qGzs5Pq6moMBgOlpaXU19czPDxMdHQ0q1evxtPTU867qqoqfvvb3/LFF1/Q29uLWq3mwIED2Nvbs3TpUr73ve+xcOHCSeO6ftMcUf5euV5bW1u5ffs2bW1thIeHExYWRldXF+fOnePgwYNkZGSg1WoZGBjA0tKSF198kX/4h38gJCREzmkTExPs7OxwcXF5KL3gu8CTrNM/F0wkGyNsyKMOSI9z0P4u8CgbOZab3dTUxJUrV7h48SImJiZs2rQJvV5PWloaBw4cAEaDBc7OzjQ2NlJVVYW5uTkhISF4e3vL6z7Jcxj7fMdGbRVFX3R2dvLHP/6RY8eOMTQ0hK2tLdHR0bz66qssXLhQVtM/TvTwYdmUx3nnTwPlc79z5w6/+MUvOHr0KObm5vj5+aHX67l06RI5OTlUVVXxve99j/DwcAoLC/niiy+4ePEi5ubmxMfHk5yczMKFC3FxcSEzM5Pf//73FBUVERUVxf/3//1/LF68GBcXF2A0qltZWcnw8DBubm5GNQn/kQI73wbGqjo8T5gUq650WvPz89m3bx9HjhyhpqYGc3NzBgYG6OnpQaVSsXr1atavX09iYiIRERHypLVkyRIqKiooKirCwcGBdcO1EcQAAPkjSURBVOvWsXHjRgIDA7G1tcXU1BQnJydMTU2ZM2cO9+7d46uvvqKlpcVoczIzM6O/v99IPmuyMDAwwNDQEObm5g9dJIODg+h0OrKzszl37hympqbMmDGD9vZ2Lly4QENDA4sXL2b58uVUVlZy584dIiIimDZtGu3t7XR2djI4OMjIyAiBgYEkJCRgZ2cHTE5k7llBHBZEUY8oQnqS1M14PK/JikpqtVpsbGxQq9V0dXWxd+9e9u7dS3Z2NgMDA6jVasLDw9m8eTNr164FwNfXFwcHBxobGzly5AidnZ3cv3+fwcFBBgYGmDZtGjY2Nrz00ksA5Ofn8+mnn/Lpp58yMDDAihUr8Pb2Jjs7m5ycHHmNjo4OVq9ejb29/RPz6gwGg3zGAwMD3Llzh8rKSjo7OxkYGMDT05MZM2YQEhJi9HdarZZbt27x1VdfkZGRQW9vL8HBwcTExKDT6bh48SL5+fnY29szffp02tvbqa6u5vz58wQGBuLk5ER6ejqNjY0AaDQaFixYwOrVqwkNDf1WHUYRaRkbcXrYfBHvTfxeFIqYm5t/J6lGETkVUoAiCjceD3BgYOAboyA9PT10dHTIgh9LS0vs7OzkePv6+ujr68NgMDA8PIyFhQXOzs5GtI+xxXrfFkSkUDh6YpzKYiYzMzMppaik+oh1qdVqWbhwIX/zN39DY2MjtbW15Ofny8+lp6eTmZlJZWUlfn5+eHp6So77RO2MSH+PdSDF/29ububWrVsUFRWh0WiYPXs2HR0dlJWVUVxcDIzO2+rqahobG0lLS2P+/PnMnTtXHgJ1Op3MNj4M/f39tLe3o9frMTc3R6PRYGNjY3RP4lk9zXsVc1W8l4yMDOm0Wlpa8s4777BixQrq6+s5ePAg58+fZ8+ePZibmxMeHs7p06c5efIkOp0OtVpNVlYWFy9e5P3332ft2rVkZGRw48YNfHx8ePXVV2XRHIwesg8ePEh2djbe3t4sXrwYX19feW/PKsAzMDCAwWAwqt15lA/w54DBwUH6+/vlAam3t5eKigqqqqqwtLQkLi5OFiMPDQ1hMBiAr+eOCBCKfVoU746l3qlUKslbnkw81e4iJrGZmRkjIyPcu3eP3bt38/vf/56uri7CwsIIDw+nt7eXjo4OYmJieOONN1i8eLH8+7a2NnQ6HXq9Ho1Gw+LFi/Hx8WHnzp2SuyI+29vby/DwMDk5ObS2tjI8PCwjue7u7tjZ2TEyMoKDg8PTPZUxEIZcuZn09/fL9JCotO7q6uL+/fuUlZVx+vRp9u/fD8DcuXMZGBjg2rVrALS0tNDS0sLt27fJzMzE39+fuLg42tvb6erqor+/H71eT3h4OJs2bWLp0qX4+vp+65vq2OKxR/1eTOjxinoeZzMQqW5TU1O0Wi137txhZGSEyMhI3NzcnspIiO9Xq9VoNBr58+PHj/PrX/+au3fvGt2HKAQQqKmpQavVotfrOX36NCqVChcXF1xcXCgqKiItLY05c+awfv16VCoVR44c4cMPP2RgYIAdO3bw/vvv4+/vT35+PufOnePQoUOkpqZiY2NDWFgYsbGxTzw2MR/7+vo4c+YMX375JUVFRej1egYHB/Hw8GDOnDksXryY2bNn4+npSW9vL6mpqfzmN7/h3LlzwKjTVlRUxMmTJ7GxscHMzIyEhATWrl1LQkICpaWlfPTRRxQWFrJ79256enpob283upeMjAy6u7vZsWOHdJSVjvVkQulcjeXoivkqDK44SAmHx9LS8qGO9XfhtInvUjpq8LV9FdE7lUolI/TigCgcWTMzM7q7uykpKeHOnTsyFevo6IiPjw9xcXG4ublRWFhIXl4eHR0d9Pf309/fj6OjI1FRUSQkJODt7f2tF2YodbnHFu+IQ8l4jrw4gIjgR319PSUlJQwPD8sIXXNzsyz+dXBwYGhoiLa2NpliHhoaoqGhgebmZnx9faUz/DjvX5m56e3tpa6ujoaGBvr7+yWvMy8vjzNnzlBQUIBGo+H8+fMMDg5y7949bGxsMDc3Z2RkhPb2ds6fP09WVpas61i0aBHOzs7j0nKUTqhWqyU9PZ2bN2/S1NSEjY0Nnp6e+Pj44Ofnh5+fHy4uLpNymFTy4puamvjiiy/Yt28flpaW/PCHP+THP/4xXl5eAAQGBmJhYcGJEyf4/PPP8fDwoLKyEhsbG5YtW4a9vT03btygoKCAf/3Xf6Wqqors7Gw6Ozvx8PCgr6+PixcvEhMTg4WFBcePH+fgwYMYDAbmz5/P4sWL0Wg0D1U0mIyxwvhzD56vmprHhZI6opwP5ubmXLlyhePHj2Ntbc3SpUtZvHgxwcHB2NraPjU1THzvWOdWWQg2EZvz1DO5v78fa2trRkZGuHDhArt27aKrq4tNmzbx7rvvEhYWRk9PD8PDw9jZ2RmlZO7fv8/ly5cpKyuTXMH58+eTmJho5LQCdHV1cf78ec6ePUtmZiYlJSXSAPzqV7+SlIG5c+eyatUq6bwqUzRPirGniKqqKnJzc2lsbMRgMMjKxs7OTm7fvs3169cpLi5maGgIS0tLGc0TEZ2uri6OHTtGc3OzvF5zczN2dnZYWVkxPDws07W5ubncuXOH7du3M2vWLGkQvy2IxfmwSSUiDk/7jA0Gg3R4q6ur+dnPfoZWq+V73/seq1atMuKgPQnGzoNDhw7xySefSKdVrVbLiE5nZyf9/f3ys2NP1+vWrWPTpk2o1Wp+9rOfkZ2dzdDQEL29vRQXF3Pq1CkGBgbYsGEDP/7xj4mNjWV4eBh3d3dJffmHf/gHcnNzyc/PJzg4eCKi2sDXlc8mJiZ0dXXxpz/9iY8++ojc3FzUarVcZ/fu3SM3N5e9e/eyY8cO/vqv/5qmpib+/d//ndTUVDw9PUlJSWFgYIB9+/ah1+vR6XS89tprvPDCC8THx+Pp6Ym7uzunTp2isLCQqqoqHB0dSUxMZM6cOZiYmJCamkpOTg579+4lJCREyto9q4IJwV8dK+EFyKrk8vJyioqKqKqqoq+vD1tbW4KDg5k7d650bMbDt7EhKQ9zOp0OrVaLSqUyOliJ6KOSTwijTlJJSQmVlZW0t7fLiGpxcTEnTpwgJyeHnp4eGZn19PQkNjYWZ2dn8vLyyM/Pl1kpQQEJDQ1l+fLl0s58mxDvEozT9Hq9nrKyMszMzAgMDHzgQKxUboHRPaK9vZ3+/n5u375Na2srtbW1NDU14efnx6xZs/D29mZwcJDS0lJycnLo6uri0qVLTJs2TUbvBgYGHovCI2x6X18f+/fvZ+/evVRXV0vbYWdnR39/P01NTYyMjDAwMMD9+/elIy2g5Ga2t7dz6tQpiouLycrK4o033iAsLEyOVxkgEGO+ceMGn376KadPn0av12NhYYFarcba2prAwEAWL17M5s2bSUhIAJ5cNUE46iKrmZGRweXLlwF46623+P73vy+dVoDly5fT2tpKcXExpaWldHV1MXPmTFJSUti4cSM+Pj6cPXuW//pf/ysVFRXysA9QUlLC7373O2xtbQkNDcXW1pbbt29TWVnJ7NmzWbNmDf7+/hMew5OM+VF7H/x5URQeNh4zMzPy8/O5fv06pqam3Llzh6NHj7J582Y2bdpkFNl+ku8UsorKtQ5f10RNdD4+keMqogDKaIqpqSm5ubm0t7eTlJTE3/zN3zB//vxx/76mpobs7Gxu3rzJzZs3uXv3LjqdDm9vbxISEmhsbGTWrFkEBATg4eEBwN27d/nkk0+4cOECAPb29ri7u9Pf309FRQWlpaWo1Wqys7Opqqpi9erVhIeHY25u/sQbkXjI4qE2Nzdz7do1zp8/T3Z2Nh0dHcDXKcbBwUHa29upq6sDkKka8TkAW1tbOjo60Ov1wGiK1crKiqCgIGbPno27uzvDw8PodDoyMzM5c+YMf/jDH+jv78fOzo64uDjg6+KiyYJIU4qNQER/xNhF+k48R3FqEydRkfrRarUUFhbS1dWFn58fQUFBWFhYMDIyIscsIrQqlUoWYSm7rNy5c4fTp09jbm7Oli1bnrjKV+l09/f3U1tbS3NzMzk5ORw+fJjbt2/j7u7O3LlzCQ4Opru7m/b2dvz8/IyMoije6O7uZuvWrbz33nssWbKEgYEBDh06xL1793B0dKSpqYljx46Rk5NDUFAQ27dvl++rra0NNzc3XFxcWLx4MZ999pmUdunu7p6w46pEVlYWn3/+Ofn5+cybN4+VK1fi5+dHZ2cnxcXFZGRkcOfOHXbt2kVgYCCtra2kpqYC8Ld/+7e8/PLLXLp0icOHD6PX64mOjmbHjh0sXbpUfoeLiws6nU7+e926dbz88svMnDkTExMT5syZw//6X/+LgoIC7ty5w9atWzEzM5OH2rHqBU8KMUfFYWJoaIiuri5ZCCNSvkVFRezevZsrV64YrT83NzcWLlzIqlWr8PHxobOzk6amJlQqFcHBwZLmIKK1arV60ilHYhxqtRqDwcDFixe5evUqAwMDeHt7ExISQmxsLP7+/jJKDKP0jszMTNLS0rh16xYVFRX09/fj6uqKi4sLFRUV5Obm4uDgwKJFi7CxsaGgoIDKykoqKyuBUfuj0Wjw8PDA2dkZg8FAVVUV+fn51NXV4ejoSHh4OHZ2dvT29j5T+oRwyJX8Wq1WS2NjI6WlpeTn51NVVYWZmRn+/v74+/vj6OiIRqMhODgYBwcHeW8jIyOEh4fz4osvcuzYMfLz8ykuLsbOzo4NGzYwe/ZsQkNDCQgIQK1WU1ZWxqVLlzh69Ci3bt0iKyuLdevWAY/vuIp5cufOHfbu3cv58+eBUXthYmIinzmMOrHBwcE4OTmh1+vp6OigoqJCBi+UaiR9fX3k5uZK1YOdO3cSGxuLtbU1Op0Og8EgAzNlZWX86U9/4uTJkwwODpKQkICLiws1NTVUV1eTkZFBVVUVJiYmuLi4EBgY+MRzWbkXtrS0cOfOHerq6ggNDWXDhg0EBgYCowEpPz8/zMzMiIuLIzg4mNLSUlQqFVZWVnh5eUmFlZdeeona2lp+//vfU1tbi5eXFw4ODrS1tUnJsrKyMnkPM2fO5N1332XZsmVyL1KpVJOqBKHc901MTCgtLZW0DktLSzQaDWFhYdJmT0Zw7FlDudZgNDhUXl4OgLu7OwUFBdy7d08exhoaGmhoaKCyspLS0lKWLVsmfZPh4WH0ej19fX1yHpaXl9PW1oZGo5E/Mzc3JyAggKioqEm3IU/kuIqwrtJLbmpqoqWlBYDY2FgCAgKM/kY4EVqtlqNHj/LJJ59QUlIinRlbW1va29s5cOAAp0+fZuXKlbz00kusW7cOlUolU5OCJyQkiYRWX0dHB3fv3uXatWvcuHGDyspKfvKTnxAcHPxAZOZxoVwMnZ2dfP755/z2t7+lsrISc3NzbG1tMTc3lzqzYyOzWq32gWuOTa/29fUxc+ZMXn/9dTZu3IhGo5F8muLiYvz8/PjDH/7Avn378PPzw9vbG3d390nnEIrozMOqeB9WvDE4OEhhYSFlZWU4OjrS3NzMZ599RmFhIevWreOdd95hxowZ8mQlHFaldJRSfuPOnTucOHECgLi4OKKionB0dHwi46B875WVlTIqUVlZKSMTISEhvPbaa2zcuBEYfc+WlpZG79LR0ZG5c+eyZMkSduzYQWJiIgDFxcXSuGo0Gurr60lNTUWv15OYmMj06dPlNZQbYW1tLd3d3Zibm2NnZzfhgiZBTwFobGzk+vXrFBQU4Ofnx1tvvcWmTZuws7OTrS+zsrL4+7//e27evMmhQ4dkmnTDhg28/fbb2NvbY2Njg7W1NX19fSxZsoSIiAjg6xO6vb09Tk5OwOjm8cILL7By5Up5T2vWrJH3kZubS3Z2tnxOk+n0Ke2OwWDg1q1b5OTkAODl5UVYWBgqlYrDhw/z+9//np6eHgIDA9FoNDQ0NHDr1i3u3LnDhQsXiIiIoKenh7y8PExNTVm7di07d+4kLi5OzvdnxdUV66y6upo9e/awd+9eYHRjdHd356233uK1114zOkClpqbywQcfcPPmTRlRtbKyoqqqipGREfr7+wkICODVV1/lvffew93dnS+//JKf/vSnNDc3Y2lpyZYtW1ixYgWRkZG4uroyNDREeno6v/71r7l27RqZmZk0NTVhZ2cnnfZnBWV612AwUFtbS2lpKTdu3OD48ePcu3dPznUzMzPs7OxwdHQkJiaG119/ndWrVwOjh2aVSkVsbCxqtZqSkhLJad2+fTt/93d/R0hICH19fTLtGxoaikajobCwkHPnzlFVVSXv63Gr001NTWlra5OcchgNqKxdu5aoqCgaGho4e/YsxcXFWFtbExcXx44dOwgODqa4uJiPPvqIL774QvKaYdSOzJgxg76+PrKzs/nss89oaGjgJz/5CYsWLUKtVktONozay3PnzmFmZsa7777L+++/j5ubG0VFReTn53P8+HFOnz7N2bNniYuLw8XFRdZMTBRKm9jd3S0DND4+PjLAJJ6BmDfl5eW0trZiampKb28vN2/exN/fn5SUFNzd3RkaGmLt2rV4e3tTXFwstVkLCws5f/48eXl5cryurq4sWLCAlJQUXFxcZBT7WRQRiXkpIsGHDx/GxMQEZ2dn/Pz8ePXVV1m/fr3kdv45QIyppKSEL774gitXrjA8PIy1tTUdHR2Ul5ejVqvx8vIiKCiIvr4+CgoK+OCDDzh+/Dh+fn7Y29tjampKY2MjLS0tUqu3srJS2hhbW1t5+FuxYgU7d+4kKChIHrLFPvI0mLBVVoaazczMuHPnDtXV1RQWFlJdXY2lpSWtra3cu3cPKysryY0QGntXrlzh2LFj5OXlAaOGeu7cuaxbtw4XFxcuXrzImTNnOHv2LG1tbXR3d7N582bi4+P56U9/ilarJSIiAhcXFymXZWZmRktLC8ePH6esrIyBgQEpXeTt7f1Elc4inWJqakp3dzd79+7l448/prKykpiYGFJSUuSmIk4geXl5nDp1Sp6ihQRIT08PoaGheHt7c//+fYaHh3FwcCAnJ4fq6mo6Ozuxt7eXaUJxOomJieFv//Zv6e3tZc+ePXz++ed4e3vz6quvyucqCoqeFIJkLQjUSgNQUlJCSUkJ/v7+REdHP/C3NTU1nDlzhqNHj1JVVYWrqyvDw8OkpaVhMBj44x//iIeHBx4eHri7uxudupRzCL6WQdm1axfnz5/Hw8ODlJQUGdETkmATgTJSfurUKfbv3y+NLXwtYaPkRCtTtQJBQUF8//vfx9LSkunTp2NpaUleXh579uwhOzsba2tr1Go19+/fp7KyEltbW+Lj42XabGBgQJ7OCwsLOXLkCM3NzcybN49Zs2bh4uIyofeodMhLS0spLCxkZGQEc3Nz8vPz0Wq1+Pj4sGzZMmxtbUlOTmb9+vW0tbVRVlZGa2srGo2G+fPny/vy9/fnRz/6ERYWFsyfPx8XFxcZZRe80K1btxIVFUVMTAzJyclybGq1GhsbG4KDg1Gr1aSlpfEv//IvJCQksGzZMhISEmRa+knnqsjwiANAc3Mzhw8f5siRI9y5cweDwYCLi4uMamVmZtLT08OyZct45513sLOzo7y8nIKCAi5fvkx2djbZ2dnAqA3S6/Xs2rWL5uZmGVFXztfBwUFZoKCU1XpSx9bc3BytVkt2djZpaWnA6Ho3NTUlJyeHP/7xj7S3t+Pk5ISjoyMDAwOcP3+e1NRUrK2t2bRpE3FxcXR0dHD+/HnpqIWGhjJ//nxJFZkzZw7z58/n3r17LF68mFdffZXExESjg7ynpyeFhYXcunVLFvjA14etydYGVXZNGhkZIT09nYsXL8oIo4jyjP28iMZWVlZiYWHB4OAgUVFR+Pr6yuDGpUuXSEtLw9TUlFdeeYXvf//7km8tIpbCeRU1EWDslD2uIyLqKWJiYliyZAm1tbW0tLTQ1NTE+vXr2bFjBykpKezduxe9Xs/cuXOZMWOGbGjS3NxMQ0MD6enp9Pf34+Pjw/z581mxYoXcCz/66CNOnz6Nh4cHfn5+hIaGSsezoqKCS5cu0dzczKJFi9i+fTvTpk0DYP78+cyfPx9bW1vS0tKoqKigpqaGvr6+SXFcdTodXV1dkt6izMwJmt/Zs2f5+OOPycrKks9U8KoFJUCn0xEUFERwcDAdHR2o1Wr6+vqwsbFBq9Xi6upKU1OTLAI1NTU1KlaebAmsvr4+rK2tMTExobi4mN/85jd88cUXdHZ24ubmRk9PD4WFhXR0dKDT6UhJSZE29JtqOb6r4mql3b1z5w6ffPIJhw4doqWlBVdXV1mcJQogzc3NWblyJQkJCVy6dImPP/6YqqoqqqqqZGGzOHQqswpiTba2tsqfffXVV1RWVmJtbY2pqSkhISHSie3u7sba2prIyEhmzJiBh4eH/Nw3YcJWVxQ9tLW1kZGRwcmTJ7lz5w6NjY2ys9WVK1cIDAwkLCwMJycn+bKKi4s5cOAAeXl5UuIKRg3K9OnTSU5OxsLCgtraWjIzM7lw4QK9vb0EBQWRnJzM1q1bH/piBEfMy8uL+vp6AgICMDExkRyuiUKZFrl06RIffvghZWVlzJkzhx//+Mds3LjxgU34xIkTXL9+nebmZoKCgoiJiaG2tpaOjg6CgoJYs2aNjEgNDQ3h6elJc3MzdXV13Lp1i+TkZFxdXenr65OLNiQkhDfffJPy8nLS09PZvXs3UVFRzJ0716hw40khIksi5drY2EhfX58U8r5165bUM42MjMTe3h4TExPKysr46quv+Oyzz6iurkatVlNQUACMOkF6vV6mzsX7s7W1RavV0tbWhomJCR4eHri6utLY2MjRo0f5wx/+wK1bt3Bzc2PdunUsXbpUOpITiZgr+Z+dnZ0cO3aM3bt3U1dXx8yZM/Hw8CAzM5O2tjbc3d2NHOLx0qMuLi5GtJfOzk4yMzM5cuQIBoMBExMTsrKyZMeeoKAgfHx8JE1FzBOtVsvx48c5e/Ys5ubmzJ8/X6bMJuq4is/W1NTQ3Nws15lwzt3c3Pj5z3/Ojh07AAgLCyMiIoILFy7I4ggREQWIiIiQ7S+VEGvA0tKSF154QVIAxH2I+dfS0sL9+/el8Tt8+DCXLl2ip6eH6OhoLC0tn6o1s6h+h9EinM8++4zf//73VFVVYW1tjZWVFU1NTUZpxenTp/ODH/xARtNhNEJ94cIFvvjiCzIyMggKCmLBggV0dHRw7Ngx9u/fz8DAADY2NsTHx8sonZWV1SMLup5kQ2pra6O4uJj29nYCAgL47//9v6PRaPjZz37GhQsXKCkpwcrKCjs7O7km7ezsePXVV/nJT36Cv7+/3ERramrQaDTMmjULNzc3+R2mpqasWLGCFStWMGvWLKKjoyXFQlSgd3Z2ykNrRUUFp06doq+vD1dXVzw8PCZNs1dZZAaj2adr165x4MABTp06ZUTpUEZjBU/a3Nyc/v5+dDod58+fp7m5mfDwcJKTkwkICODKlSv88pe/pLa2lhUrVvDWW28RFRVFf3+/zOqIsfT29nLt2jWKi4uxtLQ0imw/7gFZbPIxMTGyUPjAgQNkZGTg6+tLZGQkS5YswdfXl7a2Nry8vOjp6cHOzg4zMzPmzJmDVqslMDCQzs5OZsyYwZw5c5gxY4Z0iIeGhvjoo484fPgw/v7+/PjHP8be3p6ioiLOnDlDeno6NjY2bNiwgblz5wKjGR0fHx8AoqKi0Gg0NDU1GemiPy2UihzKoIKgT2RkZPCzn/2M69ev4+rqKvnuMTExrFixQgYLbG1tGRkZoaGhgbq6OgIDA/Hy8iI0NJTe3l7Cw8Npa2sjNTWVmzdvUlhYSFNTE0FBQc+kiFB5vdu3b0undd26dcTHx1NdXc3p06dJTU3Fzs6O6OhoacOF06s86Cn/v1J9aTz95fHuZTLGKPYWvV7PwYMH+eKLLwBYsGABM2fOxN3dncrKSq5evUpNTQ1+fn4kJCSwePFiFi9ejKenJz//+c+pqKiQWWQRvKuvr+fu3bsEBwcTFhZGQ0MDmZmZlJeXy4LLGzduyPFZWFjIgBGM0hSmTZvGiy++yGuvvSbX/DfthxNyXEV0s7q6ms8//5w9e/ZQU1ODtbU1FhYWMm3e3NxMRUUFHR0duLm5Sd5ZfX09t2/fxmAwkJKSgqOjI2fOnOHEiRPY2dlRU1PDkSNHKCsrIyoqShYSVFRUyAjPeKiurubEiROcOHGC/v5+UlJSePnll0lKSsLOzm5CHFfxWQsLC4aGhsjKymLPnj3k5eURHR3N+++/z8qVKx94qDqdjps3b9LQ0MC8efPYunUrVVVVnD17ls7OTiorK2lsbGRgYICysjKqqqqIiIhg0aJFZGdnU1RUJI2KqLAXmDt3Lt/73vdoaGggLS2N/fv3S6fW3Nz8qTk2w8PD3L59m0OHDnHlyhUpMabX62lvbyctLY1r166RkJDArFmzUKlUXLp0Saad582bx5w5c7hx4wYVFRWsXr0aR0dH9u3bR0lJCX/605/Izc1lYGCAkpIS7t27R0BAANu2bcPHx4djx46xb98+Ojs7iYiIYPv27WzatInIyEh5jxNxeJQLPTs7mz/+8Y/k5+czc+ZM/v7v/x6VSsX//b//l56eHrZt20ZcXJyMpolN9WHOyMjICL29vbS1tcluOwaDQWYI+vv7CQ0NxdXV1Sil19/fb6QXu2rVKpYvXy51CCcSuVNuPs3NzbS3t+Pp6Ul4eDiVlZWyJaLIPqjVanx8fHB0dKSzs5OkpCT+7u/+To57ZGTksQ534/GUzM3NMRgM5OXlkZWVBSBPzhUVFWRlZXH//n0iIyOfeI4q+dwiCrJ79266urpYsGABW7ZsISwsjPr6es6dO8eNGzcwNTVlwYIFsrBFwMPDgy1bthAdHS07mkVEREiO/YcffsiJEycYGhoiISEBDw8PYmNjiY2NHdeGPC1/V3BpLS0tiYyMJCoqirt375KZmUlnZ6fklAkx/VmzZrF582YjRysgIIB58+YRFRXFtm3bmD59uoxoeXt7s2nTJlQqFfb29lIwXqQI+/v7KSwspLS0FIPBQF1dHf/8z//Mnj17iI+PZ8uWLcybN++xo0rfBHF40ev17Nmzhw8//FBydZUQBz4l597Ly4vBwUFqa2tpaGigo6OD1NRUjh49iru7O/X19dTW1hITE8O6devknOvt7WVoaMgoRXnx4kX2799PfX098+fPlzrgMP48Hw/Kz82cOZPvf//72NracuTIEU6ePEl7ezvbtm1j6dKlREZGMjw8TH9/v5wvTk5OMrIlinzt7OxkAa6bmxvr16+nrKyMw4cP8+GHH9LU1ISPjw8tLS3k5ORQWVlJWFiY0f0r7YOyGcVkBDkENBoNPj4+jIyMUFZWRl1dnVxrly9f5uc//zmXLl3Cx8eH9957Dy8vLzo7O/H29sbV1ZV79+4RGBiIm5sbjY2NfPDBB1y6dIkdO3bwwx/+kBkzZuDk5CT5lkKjt6mpyahWYrKgVA6CUd31/Px8+vr6iIiI4JVXXmHZsmXk5+fT0dHByZMn6e7ulrz/wcFB9Hq97IApsjEiKiwCRMpaEkGdG9tMRNlQYjLoSmKeZmdnc/XqVbRaLS+99BI7duwgOjoaf39/srOzaWhoYGRkhMTERPz8/OTfp6SkUFpaytmzZyksLARG5+Zrr72Gp6cnpaWlsrBcKDxVVFTI2oDBwUGp6JGRkSGz7YJmcOPGDaytrXnxxRflfijqCx6GCT0RMzMzenp6uH37Nvv27ZPRjZ07dxIdHU1qaioHDx7E3NwcX19fI64LjG6yzc3N+Pv7M3/+fGxsbKitrZVcrZKSEq5fv461tTULFy7EzMyMjIwMyckTp1rhjIrNtquri7KyMgoLC3FycmL16tVs3rz5iTYTZRV0S0sLBw4c4Ny5c7i4uLBt2zbWrl2Lvb09nZ2dknfV09PDkSNH+PLLL9FqtcybN4+dO3eSk5NDfn4+RUVFODk5YWlpSWBgIIsWLZIn8KamJtLT06WOn4eHhzyNGgwGBgcHsba2ZuXKlWRkZPDpp59y/PhxZs6cSWhoKPC1ssPjQtnhpaGhgWvXrnHo0CEyMjKkYRVyY2IhZWZmkpOTw9mzZzEzM6O+vh4zMzM2bdrEe++9R3R0NHPnzqWiokJqzw4NDbF7925OnDjBrVu3cHBwkFW39+/fp6enB1tbW27evInBYGDlypWSOykWjljUj7t4RbRVOOO///3vSU1Nxdvbm/fee4/NmzdLTVK1Ws2qVauMRKwf9ryU3ctsbW2JiYnhrbfeoru7m56eHq5fv05dXR0qlYqAgAACAgJktLi3t5cTJ07w29/+ltzcXGJjY3nttddITEyURmoi5HXxN4ODg1RWVsrNd/369QwPDzN9+nS6urqIiYkxioQIZ8bZ2VkWjSlP+0p5t4fxmZW6lUquqampKe7u7kRHR5OSkkJ/fz+ffPIJjY2NNDQ0EBERMWEDLCpRhdOalZXFb3/7W/bs2cPQ0BAbNmzgjTfekFwzGOXX37x5k4GBAcLDw3FwcECv18vsi1qtxsLCghkzZjBjxgyj79u5cyeNjY0cOHCAs2fPkpOTg5eXF7GxscTFxRESEiIzDkIyzc3NTcoBTlRGy9bWFldXVywsLGhubqayspKoqChCQkKIjo6mqqqKsLAwqWscFhbGm2++SXx8PIDcwGfPnk1YWBghISHExMQAyE1SVJcrocwCWFpaotVqGRwcJCgoSM71vLw88vLyqKuro7+/n+XLl2NjY2OUiZrouxTFnC0tLZw8eZI//vGPciO0tbWV1xaHQ6Uzq9PpZORUHDIHBwfx9vZGq9WSkZEBjM7zwMBAAgICZORZSQUqLi4mNTWVffv2cfPmTYKDg3nhhRdkxT1MbC0KZ0WtVjNjxgzmzp1LZmYmV69e5ejRo+Tn55ORkcGGDRtITEyUEV8RIBGcTiUE9UytVhMbG8umTZsoLy8nLy+PEydO4O7uTldXl6RT9Pf3k56ejr+/P56enjg4OEgnqL6+3oge8TQV8Mr37uPjw7x58zh8+LDko06bNk0Gta5evYq3tzdvv/02b7zxBj4+PpSWlpKens6+ffswMTHhlVdeQaPRcPXqVX7961/T29uLt7c3r7/+OnZ2dkYqDyLi7ujoKPm0IrvztE1PlBm63NxcsrKyJKXLYDBgb2+Pt7c3zs7OBAUF4erqirW1Nba2tpIWoVKpHlBCGvvclKoME4FSQeVJ3p9KpaKjo4OioiLq6+vx8PBg9erVrFmzxuh6KpWK/v5+6uvrZXq/sbGRixcvcvfuXdra2oDRDOS8efMIDw/HxMTESIVEHMja29ulrbWzs8PNzQ29Xs+1a9fkgaClpYXLly9jMBi4fv06e/fu5ZVXXsHJyekb/ZkJWyCdTicLS2CUU7V48WIWLVokhZTd3d1ZuHAhfn5+Rl5zfX09/f39ssiora2NiIgI1qxZQ2xsLG1tbXR1dcnuG8JpERuXiISKFKyAn58f8fHxUoMyICDAiDv5JE4BjBb0nDt3ju7ubrZv386aNWukLJOFhYWslq+oqODWrVvU1NQAXzu/ycnJ/P3f/z25ubkEBASQmJgoTxYDAwNcvHiRX/3qV3R2dtLQ0MDhw4fRaDSysE3psLm5ubFkyRLS0tLIzc0lJydHGj9lZO9xxicma319PUeOHOGjjz4iPz8fb29v1q5dK41MVlYWer0eBwcHublWVFQAEB4ezssvv8xLL71EeHg4AKtWrZInxKGhITZu3EhFRQUHDx6kubkZLy8v1qxZQ1lZGfn5+WRmZmJhYYG3tzcbN25kx44dREZGGhmiiS5WocPa1dXFwYMH2bNnDxYWFrzxxhts27YNGD3p7dy5c9x2jONBFK4JZ1+j0ZCcnMy8efNkUeHvfvc7fvnLX6LX63FxcSEoKAgYPfycOHGCzz77jOvXrxMSEiJP78Jhnij3UyluLvqxBwcHk5ycjJOTE0uWLEGn0+Hg4GCkESr+zmAw0Nvb+4DD/k2ddoRDq4wKwNdUny1bttDd3S2zCHv27KGrq4vu7m65+UwEyk2poaGBDz74gF27dmFhYcFbb73Fm2++yYwZM4zmx4wZM4iMjJSbhFLKbbwiDuV4/f39Wb16NXV1dVy5ckUeJnNycjh06BD+/v6SEyZSucnJyUybNk3y4h4Xw8PDODo6EhYWRkBAAEVFRdy8eVNyU+fNmyelyBobG9FoNKxdu5Zt27ahUqmkjQkPD5cczrEb4sPWjSgoEe/R29ubuXPnEhAQgJ+fH46OjqSnp/P5559z7tw5bGxs8PPzk4edJ4FSgunSpUv88z//M9XV1fj7+0v+sJWVlSzgFTrEStTV1RlRWWxtbXn33Xfx9vZm165dXL58meHhYYqLiykoKGDJkiVyAxSKDJ9++imnTp2ivb0df39/tmzZIguFxt7n40CpvdvU1ERFRYXc4GGUh/rv//7vNDU1ER4ejpWVlSzGetT7EU6+Wq1m/vz51NXVERwcLBuXiAi8eC579+7FxMSE119/HScnJ4aGhmhqauL27dt0dXXh6+uLt7f3U8kpCpqgaMIzb948EhMTqaysZO/evbS1tdHe3s7FixdRqVTs2LGD7du3S65/Y2MjX3zxhVRfEEoPmZmZ9Pb2AqO2WSgViPlcW1vL/fv3ZWZCHMAnQ4YRvt4ztFotBw4c4He/+51s5w2je684/AiO9fDwMM7OzvLd9/T00NfXJ+fRWJSXl1NfX4+NjQ2+vr5GOuHfBFHY/DQR5uHhYUnt0ul0VFZWkpGRQWNjIyUlJZSVlclMxqFDhzAxMWH69OmkpqZy4cIF6QckJyezdu1a1qxZM+73eHl54eHh8QBFQtgcNzc3du7cycDAAL/85S9lIXZXVxc/+9nPaGlp4a/+6q9wc3N7pO82Icd1cHAQNzc35s+fz507d6ivr6evr499+/aRn5+PnZ0dr7/+OuHh4URHRxttxqLFntCzNDc3586dO+Tn58u0op2dHW+++SZ9fX0cO3aMtLS0B7QNxUQ1NTWVJG8HBwemT5+Ot7c3zc3N1NbWSqd3oi9bnPgHBgakXqynpyebNm0iJiZGnn6srKwwGAwcO3aMP/3pTxQUFMiNoLCwkEOHDhEZGYmLiwtr167F0dHR6ORfWVlJamqqLKro6elh165dlJeX89JLL7F8+XK5aYvTVlxcHElJSeTm5spK/rCwsAk5BP39/fK6V65cYdeuXeTn58tq5t7eXvR6PfHx8TKNM2vWLOLi4qitreXWrVv09/dLLT1PT095bSUXztTUlJkzZ/L+++8zODjIkSNHsLKy4qWXXpL6pTCahli/fr3kggkoGxJMBOLztbW1MgqzZs0aNm/eLNMVIyMjRgb8cTarsfNIeSJ0cnJi6dKlpKamcvXqVZk+6urq4oMPPmD//v0UFxcTHh7OO++8w0svvWRkuCYawRKbd0lJCdXV1ZiZmREQECCN5ngapVZWVvK9DwwMSF3TseNS/ns8J1b8W/lzU1NT3NzcSE5Oltzl+vp6LCws0Ol0ssnIRObp8PCwUd/2U6dOcebMGQC2bNnCm2++KdOjosmASqXC0tLyG79nYGBAysOIw5+5uTkqlYro6GimT5/O1atX5WeFlFtHRwe2trYYDAbMzMxITU3l0qVL7Ny5k82bNwOPL1MnNuHo6GiSkpK4f/8+p06dore3VwYD/P39UavVNDc3o9PpmDZtmpwrysinco2Mp4c69mdjP+/l5cWiRYvQ6/XY29vj6+vLunXr8PDw4O///u/JzMzk7t27RoVBjwsxh5QazVeuXJHyQnq9Hq1Wi7e3NzExMVRXV3P79m2jbI/QWB4cHMTV1ZWYmBjS0tLQ6XT4+fmxY8cO4uPj+c1vfsOJEye4f/8+R44cobe3F1dXV7RareSlp6amYmlpycaNG1mzZg3z5883ol1M1N4on7NoMFJeXi4l9erq6qivr5eKCOI7xMYuHEEwbu+tnMO+vr689NJLzJkzh8uXL7N3717s7e1JTk6mrKyMnJwcDAYDXl5ekg5hZmZGWloap06dQqfTERcXJzNhTyOlKJwQGKXdvPzyy7S1tXHhwgU+/vhjmYG0tLTEyckJd3d3TE1NKSsrIy0tjZKSEnmtpqYmzMzM8Pb2JiAgACcnJ5KSkh5QkWltbZVBoaKiIr766iu2b9+Oo6PjA5zSJ4Fwhm/fvk16erpUL5o5cyYxMTGsWbNGFicL+qKgZt2+fZv9+/eTl5eHTqeTcm2RkZHEx8djYmLCrVu3uHDhAvfv38fCwgInJydZROnl5UVzc7PUhIevg2dCdzo6OloGGcbrEvg4sLGxwcPDA41GQ2VlJb/85S+llnxjYyOWlpZ4enri4eFBa2srp0+f5ty5c9TW1gKQlJTE6tWrmT9/PtOmTcPZ2Vl2ElU2+HlYtk68H6VU1rJly2hubpZyfEVFRZw/f57k5GSpoPEwTGjHFJtDSEgI7u7umJiYUFdXx6FDhzh06BBvvPEGP/3pT42kdMTJsre3V1ab2djYYDAYSE9P59atW6SmprJq1So2bNggNd8OHTrE4OAgycnJUh9ODF5ARD0B2be4srJSFkSJ0P3jclyVka+CggJu3LiBXq9n5syZshJXbFqiF/Ovf/1rrl69ikqlwsHBgd7eXvLy8vjkk09wdnYmNDSU5ORkoqOjjbT3du3axeHDh2ltbZXqC42Njezbt0/2f09JSTEqMPP392fatGnY2tpSXV1NcXGx7E7yuBCR6tbWVo4fP87t27eZPXs2K1euRKvVkpeXx8jICAkJCSQlJVFXV0dERIQkoG/fvp2+vj4sLS0lB01ZdCMMjtisFi5cSG1tLWfOnEGn0+Hv7y+NUFRUFD/4wQ9YsmSJ/NvBwUEpoP0kEPdUX18vDVBKSoqMFolTurKt7JOmPpUdfzw9PQkKCpIav6dPn+batWv8+7//OzqdjoSEBF5++WW2bdtmlOp6knZ4ooK6pqaGrq4ubG1tZVpUnKhFRx4hn9Pd3S2J9ebm5kYtLh/GfRtbXCA+L/5tMBgoLi7GYDAQHh6Oh4eH/Fx3dzf9/f2yBbKIkjwuxJrt6Ojg+PHjfPzxxzQ2NhIdHc3ChQuNbIKytbCyM8vDjPt4nXDEe/T29iY0NBQ3Nzeqq6uxtbVFp9Ph6urKqlWrcHd3p7a2VhZLCp3RmTNnEhQUNKGKdBgtTpgzZw63bt2ShVqJiYloNBoiIiLw8fGR0Xvlc1GueaWdHW/TeFRUStkFTnl9QDYt6OnpkYePiTquSge7qamJgwcPcvPmTXlYaGlpkdxPGxsbHB0dsbGxoaenR84/0Z5XZBUsLS25f/++0bwSWrY2NjbU1dWRkZEhD65K+Pj4sGXLFl599VWjjnVi3E+aSh8YGKCiooLMzEzUajUrV65Eo9GQlZUlu1g1NTXh7+8vbQ+MLzM4dr8yNTUlMDCQwMBA2tvb+eijj9Dr9fj6+jI0NEROTg7u7u5oNBoaGxuxsrIiIyODTz75hLS0NMLDw1mzZo2MzD9NgZZ4RsJZWb58OSMjI2i1WtLS0iStz8HBQdpHQLbdFfQWoTTj4ODA0qVLZcHp3LlzH4haenh4EB8fT0tLC1VVVfz617/GxMSEt956S+qnP030VWitK6Plbm5uzJgxQ/ofPT09VFVVcfXqVRoaGnB2dqampoZLly5x/fp1OS6BsLAwlixZQldXFzdv3qSqqkraeuGgXrt2jYCAAKqrq6mvr5f7kQi6Cd32zZs3s2DBAtm2eaJzVDRCCgsLY/HixbS0tEiFGRiNkvr7+xMaGoqXlxddXV2kpaWRmZkJjGa0Z86cydq1a+U++qgM2sMKzeBrPVlTU1NcXFxISkqS1CRx3fr6erq6uh4ZlZ7Qjm1lZcXAwAAZGRlkZ2fT1dWFRqPB1NQUa2tr3N3dH1qBqlygohJRyWESfXOPHDnC559/TmVlpWxkICQ+gIc6acKIWVpaStKvwOM6BkrHNT8/n+zsbOzs7GQlOiAlsq5fv84vfvELsrKycHR0xM7ODp1Oh6mpqWwzaGpqyq1bt7h//77k+Yhn4e7ujoeHBzU1NbKnfGRkJKWlpdy8eVNqxK5YsUKORRQoWFpa0tfXJ9vDTsTJs7S0ZGRkhKysLLKzs7G0tOSll17ilVdekZECoVvq4eGBVqs1WiiC1wtI7UgTExOj9pTieQv+l6WlJVZWVuj1etleEUZpJsHBwfLak6GHJw4XOp1OOsHKrlvKys6n4XuJvvGCZD88PCyjuOnp6eh0OnkKX79+PW+88Qbz5///7L13dFzXee79A2aAGWAGwKD3DqIXgiAIsDewd0kkVazqFltJbMdedu69X7Jyk9ixc11iXxfZVm8UKVIUq9jETrCgk+i9915mgEH7/sDdW2dAUCJIUKIUPGtpScK0s8/Z5S3P+7xL5GK8X0F+ETUV91h45OJZCGNBHKg3btygsLAQwKLv+eS0/1TjVN4n5fvLy8v56U9/SmtrK//zf/5P0tLSgAmnKDMzU6ppeHt7TztFqVar6ejo4OzZs7z11lvcuHEDQKbklWlk5b1UjmU6hUTCwHJwcGDRokWsXbuW8+fP09DQwOjoKPPnz+dHP/oR0dHR1NTUcPr0aSnlVFhYSHp6Oq6urnfdblrpLIWFhZGQkCAli3p7e2lqaqK+vp6nnnpK8r0F73EylE7F/RasWFtb09fXR35+Pu+88w7Nzc2EhITIQpnpQjwXk8nE5cuXef/998nLy8PFxYWQkBDZ4ay6upozZ84wZ84cYmNjyc3NxWQyyflmb2/Ps88+S0hICO+99x5dXV0kJyfj7OzMpUuXeO211zh+/DhDQ0M4OTnd1p0KJozbH/7wh+zcudOiw9O97jvKdL/ZbJb7fkpKCrt376agoIA33nhDyv44Ozuzbt06goKCpLKDct4Kp0spTwjIc9LOzo6YmBjmzJnDpUuXOHjwoJSqq6qq4pVXXsHZ2Rmj0UhmZibFxcXo9XqefPJJi2YiM9G4RuwLdnZ2rFixgpGREV5++WVOnTqFk5MTW7duZfny5TJbKmgGg4ODhISE8Oyzz7J8+XJJd/Hw8GB8fHxKjc+4uDi+973vER8fz+uvv052djYffPABkZGRLFmy5L7kIGHi3hsMBvz9/aVDX1paio2NDSUlJTg7O0vlA5EprKqqor6+nu7ubgwGA6tXr8bDw4PGxkaKi4tpaWnhjTfekNm3pUuXsmTJElQqFTk5OTK6K6TwlNFpIVHZ3NzM8ePHaWlpoaqqitTUVKnso3wGnwXxnsDAQF588UXWrl0ruesiEuvi4oJOp8PBwYGRkRGWLFnC0aNHuXjxIjU1Nezdu5fQ0FBiYmIkRfLT7udUagqARYvmsrIy9u7dy+XLl2lqagImaHjOzs6fuddMy3AVZO/Lly9z7do1zGYzKSkprFq1isDAQCkWr9TpE7C1tZWH19jYGD4+PuzevZuhoSEMBgNJSUkUFRWxd+9empubWbhwIT/5yU/YsGGD1IBUpo57enqkvltnZ6dsj+rl5UVERIT8relwXEWkZmhoiNzcXGpqaqTGmFgcgqJw6dIlzpw5g6OjIwkJCVRVVckGDCKdKAyozs5OiwctUnHd3d2SV2IymXB1dcXV1ZXm5maOHDmCs7MzQUFBskBDjF9MbPFMpgNra2va29uprq6mr68PR0dHaXQDspJ6ZGSE1tZWdDoddnZ2GI1G6uvrMRqNuLi4SDmzyY6KkNVSq9XyGYgDvb29nbNnz0r9TH9/f5ycnCx6jt9vBaUw2jQajWydW1tbS01NDT09PTg4OBAcHHzfm51SMks4AhUVFbi5udHf309eXh7u7u5s376dZ555hmXLllnI+9zvOIXhajabcXZ2ltkFUaUurqunp4eqqioyMzPlpiui+DB1alQUwAhuLyDVB0QKV6vVUllZyenTp+ns7OSRRx6RqZ9jx47x0UcfMTw8TGJiInFxcZJaMx3jx2w2Mzo6KqvhBTdwcu9spQNwv86ItbU1AQEBrFq1SnIWx8cnWhYajUaMRiNVVVUUFRVhNBoxGAxS3WM6UWWlweLp6SkLv3p7e+np6aGpqUlG0wWUzrh4FiJ6NlXkXplVmOr/zWazBWdycHCQjo4OsrKyOH78ONnZ2ej1ejZs2EBiYqKMot3tPVYGArKysti/f790QGJiYoiOjqa1tZWOjg6am5upr69Hq9Xi5uaGVqtldHQUe3t7qaEp9B9zc3MZGhrCzc2N7OxssrOzOXbsmPzdxMRE/Pz8ZGFaTU0Nly5dIjAwkNWrV+Pr68vY2Jjked+r5JDSUTCbzXK8oriks7NTOuktLS3Y2dnh6+t7R+djcjRNZDiVc100TOnt7SUvL0/+vaysjNraWsmhHRoaIjg4mF27drF79258fHwsNLvvF8oglJOTE2lpady4cYNTp04RHBzM9u3bSU1Nle8PCgpiw4YNGAwGfHx82Llzpwxa2NraWkRZxd4j9hqNRkNsbCxBQUH09/dTXV1Nfn4+165dIyIiQjoh97qvCr64kHjq6emRXQ0rKirQarVShg2QQaXR0VEiIyPZvHkzjz32GB4eHrS3t1NZWcn58+f5+OOPAVixYoXUore1taW2tpYzZ85w4MABmpqaiIuLIykpSVIkRAMc4ZycOHGCzMxM0tLSePzxx1mxYsVdO8jwSbBBo9EQGhpqESy6E4QsmaB4Cqk64fQIG2+q/fxO+8Pkwk6VSiXrmYaHh2lvb2dkZETu759ab/GZI5gEGxsb9Hq99ExEqikqKoo5c+ZYtEGDT6IhdnZ2GAwGrKyspOzCo48+ytKlS+ns7OT8+fPs379fGq3//M//TFpamkVVtMD4+DhVVVUcOHCAw4cP09LSQk9PDzCxsJVduyZ3s/o0iN9qaGigqKiIwcFBefCKGzg6OkpFRYXk6oSGhhISEmIhxBsUFMT4+DgFBQWyAk9EjcXDCwsLIykpiXPnztHZ2UlFRYXcuMUYhUem0+lk0YYwXoWxd69pH1FU0N3dTU5ODr29vdTX1+Pt7Y2Pj480pufNm8f69esZHx+XFYHx8fGsWbPmtv7FY2NjlJeXy7aTorOSg4OD5NacOHGC1tZWHBwciImJkR65MLbuFyLl5ObmhsFgoKKigtzcXBoaGigoKGDRokU8//zz8n7eK0RFq42NDdnZ2bzzzjtcuHABT09PYmJi8PLyYtWqVaxcuVJGWACpJ3m/EFxrEekWG4lyoSvT9soe6jqdzsLYm7w5jIyMUFhYSF9fH0FBQfj4+Eh6hVarlWu4qKhIRtQrKyu5ePEi1dXVvP322+Tk5BAZGcm6detkinI6a1EQ+VesWIFer8doNHLixAkcHR1JTk7GYDBYpJ3uF8r7YWtri4eHh3R+YCK6/Itf/IKRkRHy8/OprKzEzs6O5ORkHnvsMZYvX46bm9u0oiBiY/b29pYi+jCxhz355JNs27btjl1mlEbOnaIfk69j8nPu6OjgypUrnD9/npKSEjo6Oujq6qK+vl5W7D/66KM8+eSTREdHy2j+3UJpuIr21WNjY0RERJCamkpERAS3bt2SUSeY4MCKfdDFxYXx8QmRfycnJ9LT02lsbKSlpQWdTkdtbS2ZmZmShyfG7O7uzpNPPsnKlSsZHx/n5Zdf5saNG/T19Um6jFCGuJ8ItfKzohbD3t6egoIC9u3bJ1tqwid6lXeqlh4bG6O+vl5qkYuxTH621tbW7Nixg76+Pv7t3/5NGhSC4y4CDeHh4axdu5bU1FSpMnAvFe13C7PZLLtHBgYGEhUVJaOsKpVKUjS2bdsm7YE7QawDQTkzmUzY2dmh1+tZtWoVhw4dori4mLq6OklNgOntL1P9noeHBy+88AILFy6kqKiIwsJCWR0vCt16e3sJCgoiKSmJkJAQAgMDiY+PlwouwcHBJCcnk5CQQHJyMq6urqSmpsouYSqViri4OHx8fPD398doNLJw4UJCQ0NlO19hJ82ZM0dW4re3t/Pee+9hMplwdHRk4cKF01JTuNt5rgwuKNsDr1u3zkLLfLrUjKmoTImJifzqV7/CbDbz9ttv89Of/pTGxkZaW1s/M8gxrRNURAeWLFlCSUkJhw4doqioiLfeeovs7GyWL1/OkiVLCA4OthApFxIJom/9lStXOHjwIGvWrJGFWceOHaOhoYFVq1bx4x//mDVr1kgDTVTVCQjJhlu3bkluhNCyW7dunUzJw/QKX8R7xeYoOiUpyftjY2PU1NRQVlaGjY0Ny5YtY/v27Tg6OvJf//VfwISmn7+/v6xMDAgIkJV2yrRmSEgIsbGxFBUVyeYNSrS2tpKZmUlERIQ0tERIf3BwkL6+PllQMR2IfssiCtbY2EhXVxfnz59ncHBQpkZcXFwYHh6W/dvLyso4d+4c1dXV2NnZERcXJ6/Zz8+P/v5+Tp8+zcmTJ4EJ3TgRFREbbHl5ufTIlQthJtJX8InhGhwczPz586mtreXq1asyQt/Z2Ul4eDgbNmyQlIe71cFVevTNzc0cPXqU4uJieV8GBwfx8/Nj9erVrF+/ntjYWIsCo5kyWmHCGfDz88PFxYXGxkauXLnCwoULsba2tjB2HB0dpRKIQEBAgNz0BgcHLTiSIkV/6NAhLl68SHx8PM8//7zs+CNQWFgoReO1Wi1nzpyR/aqzsrLw8PDgqaeeYu3atdKAmk6kRzh4Xl5eLFiwgAsXLnDy5ElsbGyksyN4kOL/pyudJn5HRCLF9el0Otrb26XhIaIr58+flzz9hIQEVq1axZIlS0hJSZERo+mknQVPTBRhODs7U11dLZuVhISEcPDgQa5fv463tzcLFiwgKirKIv061bwVBrE4dDo6OrCzs7vNaOrv75dSRsqimTlz5rB48WJWrlwpZcCmKuz6LCid6pqaGou2qK6ursTHx6NWq2W0VNB8YKLAUKVS0dDQgJWVlVTn6OrqknUGFRUV9PT0oNFo8Pb2pr+/n87OTvr6+mTqdXR0lK6uLpkWFc94utJlU0EpsSYccU9PT0pLS3n77bct5mF5ebmU4NLpdERGRhIeHo6zszNWVlZkZmZy6NAhBgYGWLt2LatXr5b7U35+PpcvX8bW1pb58+djZ2cnW4eLtHtUVJSk7On1enx9fS240TOR5VFCzDFlBlQ8X71eb5Hx1Gq10mhWGltGo1HuiWK+TiXZpSwA8vHxkU5rf3+/RcDjXikfyoJTHx8ffHx8SEhIoKGhQe6PV65coba2lsHBQYKDg9mwYQPz58+XrZHF3iMCS4KfrsyYCMfP2toaV1dX1qxZY5GZ1Ol0FpSq1NRUXF1dqa+v5/3335eUqaKiItnBcToQfHHh8IvrUUa2hTSevb09o6OjNDY2AhPBj6NHj1JQUEBKSoqseYFPnqOy2FU4HVM5iP39/VJXWtguq1at4uWXX5bn9MDAwKfKVE5bVcDGxoa5c+fy2GOPYWNjw4ULF7hx4wY3btygvr4eV1dXvLy80Ol0MuUoLOekpCSWL1/OyZMn+fOf/0xOTg4qlYqMjAza29tlVyoRqVN+VqQJRSFGb28vHR0dMlX/zDPPsH79enx8fCxu4HQN15GREbq7u2UBkru7u8VkGhoaor6+XkYFFi9ezIoVK6iqqpLviYuLIzIyUragFQLYonJZwNPTk4SEBM6ePSvbcIoOQGNjY5jNZjIyMoiOjiYpKQkbGxuKioro6OjAyckJnU43bd6ZCMULSQ7RiSQwMBA3Nzdqa2tpbW3FxsaG0dFRLl++LPUGS0tLpRbvwMCATD+JNF5jYyMnTpyQVIDz589LYWblZrRu3Tr+/u//nqCgILloZioSIH7Hzc2Nbdu20dLSwsmTJxkYGMDW1haDwYDRaLRI697thidkU2CCx3no0CFppOv1eqytrenu7sbV1VXqQhqNxtue+/3CbDaj0+mIj4+X3VzefvttPDw82Lx5M/b29gwODmI2m8nNzeXjjz+WGQHRnnFwcFAeMMpDvKOjgxMnTrBv3z6Kioo4d+4c4+PjUkRc6HAePHiQ8+fPy/uXn58vqQjBwcF87Wtf48knn8THx0dGh6crMyS+28bGRvKempqaKCsrIyUlxYK7LMYg1r6IMInXPu13VCqV1ExWq9VkZ2dz8uRJysrKMBgMrFixgpCQEFpaWqSE35YtW1i2bJmFRqPyuu8GSsMuJCSE6OhocnNz6e3tpbOzk/z8fH73u99x/vx5tFot3/72t3nyySdJSEhAo9EwNDSE0WjEysoKOzs7KfclUoNtbW0UFhbK6LCQzhKHhVCASEhIwGg00tjYSEBAANu3b+eb3/ym1IkWe++9ptTBMhpWW1vLpUuXZEcw8Zr4t6ALjI2NScF50apZXIPQdZ0/fz7u7u5UVlbS2NjI2NgYbW1tVFdXYzKZuHjxolyj8+fPl0GIqaKZ9zsu0fpVOMhCGtDa2pqmpiZ++9vfAp8UiD3//PP4+PhQU1PDsWPH+Otf/yoLY2pqamTw5pVXXuGPf/wjjo6ObNy4EbVazUcffUR3dzff/va3+ed//uc7XptYBzO5/ygh7qFOp5OGxsDAgGzOIigswjlWrpOpos/i3INPonrKIsu8vDzpUIpiPIGZyLyIa1QWLMJEoEJwdHt7eyWNRdmlbjJ0Op0s4lVmhsSZJyLhQrlEaUyqVCo0Gg1z584lIiKCiooKDh8+jEajuadzHybWzuSukJMhmkkBUvEhPz+fnJwcMjMzpTLQM888Q2JiIjqd7jM1V0UBt3BMxDwRdShms5lLly7R0tIiGxl81nyd1mxWflliYiL+/v6sWrWKX//615w7d04S4wE5ccWktbKaEKr9yU9+gr29vay6FhWla9eu5cUXX2TFihVT/p4ohhFakzU1NRQXF6NSqVi5ciU7d+6Uv32vhTfCgxY6gkoZFwERpejo6CA8PJzw8HDGx8dJT08HJjZdBwcHKSul0Wiws7OTB5pIn4yPj+Pq6kpYWBhubm6UlJTQ3d0tq2MFNzMrKwt3d3dZCPXqq6/S399PXFwcCQkJGAyGaemACt5UdHQ08+bN4+LFi+Tm5uLm5sajjz6KXq+npaWF0tJS2WmjsLAQV1dX+vv76evrw2w2c+bMGTleT09PtFotzc3NkrIh7pXy+el0OhYsWMCaNWsknUOpQjATUC7KZcuWUVdXx5UrVxgYGGDDhg08/fTTLFiwwIIjdLebunJOCZWH+Ph4PDw88PPzIzMzk/z8fIu2ozMd6YBPDouQkBA2bdpERUUFeXl5/PM//zOnT5/Gy8tLcqsLCgooLCyUVB2j0SgdzVWrVlkYIwMDAxw8eJCXX35Z6vUCvPnmmxQWFjJnzhw0Gg1VVVWSv+Xv709sbCwtLS1kZ2cDsGvXLr73ve/h6uoqpdym65iIAixra2ucnJzw8/PDwcHBQuxcWeGurHItLS3FaDQSEBCAwWCYkg8uoqxik25vb+fy5cuUlpaSnp7OpUuX0Ol0PPLII+zcuZOQkBAGBgYkF93Pz+82+tK9qEMICHkjUVTzwQcf4O/vLx2OwcFBbt68KaOuAKdPn2b//v2MjIzw2GOPsWrVKmmUDg8Pc+DAAQ4dOkRDQwNGo5H4+Hh+8IMfsGzZMmAiar9hwwZWrFjB6dOn+eMf/0hDQwM9PT0W+4kyQjMdKN+vTA23tLRw7NgxMjIy0Ol0sjBD+V53d3dcXV2xs7MjLy9PFqaJvVU4b4sXL0ar1ZKTkyO77YyOjspCmlOnTlFQUEB4eDjLly+3iOLMxLpU3id3d3deeOEFfHx8ZMGJwWDAy8uL4eFhCgsLKS0tlaoUwnFpbGzk+vXrMiuSm5vLf/zHf7B3715sbW0pKCjAbDbT3t7Om2++KX8vKirKQhlhMoTDeC/P7rOgrBJXqVSyGQdMPF/Rdn3yPVZGJqeCKCQdGhpCr9fj6OiIk5MTWq2W+vp6Xn31VdlZc+nSpRZyjPf7PJWKJJMRGBhIaGiolB87fvw4jo6ObN68+Y7fNzg4KOlZyvNfqYIiVFeUigJiv2xoaCA3N5esrCyOHDlCT08Pq1evJjU1FYPBMO2agbuBcj47Ojrywgsv4OXlRVZWFiUlJfT29vLWW29RW1vLrl272L59+x3pTAJlZWXSVktJSZEFyq2trZw/f56LFy/ywQcfMDAwQHR0NDExMbi6un7q2Tnt4iyx2BwcHHB0dCQ4OJj09HSuXr2KwWC4LUIpIHgqy5cvZ3BwEC8vLzo6OqR3s2PHDtasWQNYSiYovRHxvRkZGZw4cYL29nZWrFhhQVYeGBiwqJqeLoaGhuTGaG9vf1s3DLVaTX19PYODgzK9J6RiYMJwqqysZGxsjM7OTpycnDAYDLdNMGGsubq6WrwmPMyWlhZ5LzIyMsjPz6enp4euri4p2C8OMGXv+s+CWEAODg5s3bpVVvPm5OTg5OREWFgYPT09MkXg4+NDW1ubLDIQEIVVdXV11NTUyL9FRUVJxQPhabW3tzM8PIyDgwOJiYmS86i8DzMJobRgZ2eHv7+/pEasXLmSzZs3WxDMp7PZKe+xh4cHjz/+OGlpabi4uDA2NobRaCQ/P5+ysjLZBW0mCs7udB1arZa1a9diMpkkr3T//v1yUxsYGGBoaIjIyEjWrFmD2Wxmz549nD59Gr1eT29vL4mJiWg0Gtrb20lPT+fPf/4zt27dIiUlhaSkJFpaWkhPT+f8+fNkZmYyOjoqeWWpqamsX7+euXPnygYBFRUV0uiA6Xd1U0IZCY6Ojmb+/PmcOHGCAwcO4O3tzaJFi+TmLdZCSUkJ77//Pp2dnSxdupRVq1bd1plIeQ8HBgaoqKjgww8/5ODBgzJDArB582aeeeYZiyITJYSixr12JBLXIJy6tWvXkpeXx5/+9Cdef/11oqKiLOhDDQ0NMvLY3t7OgQMHeOONN4CJ6I6Hhwfx8fHo9Xq6u7u5fv06H3/8seQ/V1ZWsnbtWmm4CqcTJtb5uXPnKCgoICcnh9LSUulczkRaXRidKpWKwMBAzGYzHR0dVFdXMz4+LosxRKYgJCSE0NBQhoaG5H6q0+nkmQAT7Wx7e3tpbGyU3FWdTofBYKCjo4OPP/6YS5cuYWtry4YNG1i9erUs+pqpKKS4LyJ4kJycLDVpGxoa0Gq1eHh4YDAYqKys5L333uPcuXOUlJRw7do1NBoNFy5coKqqiuDgYCIiIhgcHKS4uFhyf62srEhISMDHx4eBgQG5t2zYsIHo6GhZzCRkw0Rq9kFyWgWEcotarcbPzw+tVivTvX19fdjb28vIr62trcU8KiwspLGxEV9fX7l+r127xl//+ldaW1uxt7fH1tYWV1dXqQVbUlIis2mpqanY2dndVnR4r5iKkigKVAMCAnjmmWcYHx/n7Nmz7Nmzh56eHkZHR0lKSpKZRREI8PLywtHR8Y5cXmGsClnJySgrK+Po0aPs27ePGzduMDY2xoIFC3jsscdkw5975fR+GpT30MHBgW3bthEUFMSHH36IlZUVBQUFDA4OygYtNTU1bNq0CXt7ezo6OhgeHpYZXWdnZyorKzl8+LBsYrB06VK2bdtGWFgYDQ0NXLt2jX379tHf34+XlxePP/64rAf6tPFNe+UqCwKsrKxoaWmR0cXKykoyMjJwdna+TYtN8MSsrKxYvnw58+fPl5FHGxsbC56maAIAn0RBxeGXn5/Pn/70J86fP09AQADPPfccCxcuBJDh+/uBMLbu1Lygvb1d0gJCQkIkaXz9+vXk5uZSUFBAbm4urq6uDA0NWbQvU6bblP+tjAgNDAxQXV3N0NAQarVakr7Ly8tRqVRs3ryZLVu2yBaM4t7eLYSUhZWVFcuWLZP3/vjx47z77rtotVpphC9fvpyVK1dy4cIFzp07Z/E9jz76KMuXL+ell17i5MmTeHl58eMf/5h58+Zx6tQpjh07Rl9fn4XWouC13ItU2XSgVJ9oa2ujr68PZ2dnybEWmO7BpVzUBoOBJUuWSKehs7NTyhYJwXMhoTbTUHrmQpzcw8OD8+fPU11dLQvHrK2tCQsLY/v27axfv57y8nKam5s5dOiQ9OCTk5PR6/UUFhZy8eJFGhoaiIqK4vnnn2fDhg20t7dz4sQJsrOz6ejooKKiQhZtbdmyhe3btxMdHU1bWxtXr16loKBASkRFRUXJjfteIpLK94eFhfHYY4/R0tJCTk4Ov//97zl06BD9/f0sW7aMb3/725hMJl599VXee+89mbHw9vaW+8Pka2hpaeH06dMcOnSIy5cv09zcLF+LjIxkxYoV0mid6vrFgXO/c1jwAIODg9m4cSPXrl0jJyeHW7duWRxqZrMZjUYj6wLy8/PldQgFBME9E9J5AQEBMnpuY2NDR0cH7e3tkkMq0NHRIaNzWq12RjjnyvsiAh22trYsWrSIxMREOjs7OXPmDJcvX2ZoaEhej729PYmJiTg6OtLc3ExHR4ds8y248l5eXqhUKk6cOIG1tTWhoaF0dXVhMpnQarXU1NRw7tw5KioqSEpKsuiOJRRqZhLKvcTHx0cWtAo1DicnJxYtWkRVVRUfffQRJSUlvPHGG1y5coWbN2/S3NzMkiVLeOGFFwgKCuLChQu89NJLlJeXEx8fz7e+9S3WrVvHyMgIxcXFWFtbEx8fT0BAgExvi2f2IPbUO0FJt3B1dcXBwYHu7m7JDxVZEaVij7jOffv2cfjwYZ5++mmioqLo6OggPT1dNv8wGAy3yZp5enry7LPPsmvXLhltnQmKwFQQZ6XZbMbV1ZUnn3wSPz8/dDodR48e5fjx4zQ3NxMVFYW9vT3W1taSE7tmzRqefPLJKb9X1OfY2NgQFRVlETUGZNfHt956i6qqKgIDA1m/fj2PPPKIRXvV+211+2lQ6kVHR0fT0NAg19qqVatQq9WcOnWK//iP/+DcuXPo9XqpvxoYGMiSJUvw9/enpKSE48ePy4YjV69e5ezZs6SlpaFWq7l16xZms5nExER+8IMfsG3bNhwcHKSjcydM23AVi0Lw/TQaDWFhYQQEBJCfn89Pf/pTjh49KquRQ0JCZLGSgL29/ZQGZllZGQMDA7i7u8tiJLVaLTeFjIwMfv/737Nnzx6ZxhNetIjM3u+GpNPpZC/i6upqrl27RmJiIvb29rS2trJ3714yMzMxGAzExsbKMHlISAgeHh4UFBRgbW1NYGAgDg4OMr0In3BblFISQvIHJjaB1tZWxsbGmDdvHhs3bmTu3LmMjIzQ1NSEra0tcXFxxMXFySjSvURDRHpHpVKxePFibGxsiI6OprCwkP7+flngs2bNGvz8/KT+Z1hYmKw8dnd3JyYmRqaH4uLiWLt2LeHh4dy6dUtGzJXXZm9vP6XhOhNcMyXEHBgaGqKzs1OmFYVzNDQ0JPmAIqKlnGeTITYvkQlQFhsIw0L0ZRav3atc2XQgjCl3d3c2btwoU/ZC+F+r1eLl5SWNmfDwcL71rW+h1+vJysqSvMDBwUGZktZqtSxZsoRFixbh7e2Nt7c39vb2rF69muHhYc6dO8frr78u02piHbu7uxMaGoq1tTUFBQXcunWL4OBgi+K06ToKyvcbDAa2bt0qDa+8vDzy8vKkvqKQxjt79qxMuV68eJHY2Fjs7e1RqVR0dHTIqI8ofDx8+DD5+fkEBweTkpJCR0cHeXl50nEUEBJvQmngfvu+K6E0ToUM4Mcffywl1np6enB0dCQmJobg4GAp8yauz8XFBQcHB9zd3eUcd3V1ZcmSJdTV1WEymWhqasLZ2VlKXomIeE1NDdXV1ZKz7Obmdls3qXuVT1Lev/DwcEJDQ8nOzqakpIS5c+fKTj2Cky3WzPz584mPj6empoaqqiq5byp56UajUcrnBAYGsnLlSoqKijh//ryU9yooKCAsLIxvfOMbFlHzB8H3nJw6F8aZ0M2GCQPL2dkZOzs7TCYTxcXFFBcXS+MsOjqaFStW4ObmhrW1NRkZGbL+YPXq1VLGKDQ0lLGxMXmwf56G6mQof9vJyQkXFxeqqqpkahgsNdyVvG43NzeZlerq6uLWrVtkZWUBsGbNGjZv3kxnZ6ekkohi6WXLlkn+9eRreBDjU86XZcuW4ejoSFBQEAcPHiQzM1MK9bu7u6PVajGbzVRXV1NTU4Onp6fUW7e2tpZc8vr6eqytrZkzZw5JSUn4+PhIIz8zM5ODBw9SVFREQEAA3/jGN3j66aelDTWZw/+gxi0gGrYYjUbUarUsTPP09JROv/IMr6+vp6CgQEZhBwYGiI2NJTQ0lOLiYvLy8iguLpadT+fMmcNTTz3Ftm3bLKhOM9Y5a/LAxEJcv3499fX1fPjhh1RWVkrrGiaqb3ft2sWGDRvw9fWVvA8RNYIJLmRVVRUFBQVSWHrr1q3odDp5s7Kzs/nP//xPDh48KEWVd+/eLb1owX29H4iIRnh4OAkJCVRXV/Pmm28yNjYmOYx79uwBJqKRc+fOlV20RDWelZUVCxYsYOHChZw+fZrCwkJqamro6+uTE1OZ1pjcP12kH5cuXcrzzz9vURl6p+cwXShTlNbW1qSkpJCSkiKJ4sqituLiYqlPGxkZSUdHB1evXqW+vp7m5mZpPAlj1GQyySinaDMqjCIhVSOM/fst+JgKyjkgOnEJo0lJOhd/uxuvVXAhlVEo8awFf6y7u5vW1lYGBwexs7OziDQ8CI6Z0mgS2qbR0dEWzTqUr4u5vXHjRjw9PXnvvfc4c+YMPT09ODk5ER4eTmtrqyxKUHq7bm5u8tA0GAykp6dz7tw50tPTZY97+CSqJlK+ykPqftam2MTc3d3ZsmULzc3N7N+/36INZHFxMTDBy4qPj6enp4eGhgb27dtHWVkZarWa/v5+2T60ublZdqqCiYLB5557joKCAv7jP/6D4uJi0tPT2bx5M56enuj1+gdCa4GJ+Sjuj6urK7t372bp0qUcOnSIv/71r+Tk5Mg52NLSwscff0xGRoaMPnZ1ddHc3ExZWRmBgYF4enrS0tJCTU0N7e3tcv22tbVx/fp1dDqdlNopKysjIyODq1ev0t3dzY4dO9iyZcs9K7MooTx45s2bx5o1aygtLeXcuXPS+W1ubpYGqZWVFevXr+c73/kOQUFBZGRkSKOut7fXYs739vai1WqZP38+q1evxtnZmZycHNnkRKR416xZw/bt23FwcJD8/gdVqASf3Cuxt4kqbuHA9fb2ynNvdHRUUhw8PDyYO3euLAgS61WsI7FnCgP/fjOLM4XJkebk5GTKyso4c+YMK/6ffqnIAClVHWCC6rFq1SoWL16MWq0mNzeX0tJSPDw8+Ju/+RvZRnk6NRwPAsJWEXqvcXFxLF26lOLiYhnlF8W57e3tmEwmKZ8loocdHR0WTVMEbGxsCA0NJSgoCCcnJwYHB6mqqqKyshJfX1+2bNnCo48+Ko3W+2nXOx0oecgjIyPSGbS1tSU4OJhly5bJ7meHDx+muLiYoKAglixZwvDwMHl5ebL7VUpKCrt27WLhwoUUFxdz5MgR0tPTqayslM0bFi9ebDGuzzLK73kFKydsaGgo3/rWt0hNTaWsrIyKigrOnTsnNT1bW1s5deqU9KxFVbdIcQjLWxT2dHV14enpycDAAFlZWQwODpKfn8+xY8dwcHDgG9/4Bl/72teIjY2VUhQzaRyEhoayY8cOGhoayMzM5Kc//SmOjo6S57l161a+8Y1vyMPc2tpaVu3q9XrS0tIIDw8nICCAnJwcsrOzqampsZCQEA9Go9HIKsqoqCiamppkqkUUuE2F++38BJ+Q0cX3iKpDJZT3VNntTOj3BgYGYmtrS319vYx0tbS00NbWRlJSEu7u7jQ1NcmqTIPBYNF3eaYPEWUEVynZ0t/fT0tLi4xw30maanJK+E4pbiEB4uTkxPDwsKy8hImqYaHFeLdSW/eKu/G+xRoTG4OPj4/URg0MDOTb3/42tra2/PnPfyYvL4/m5maLuaccv6enJ/Hx8Vy4cIGbN29KziVMrAMxf8T6ngkoxxYWFsa6devIzMykrq4Og8HA+PhEo4Xw8HC+8Y1vkJKSQlZWFn/9618pKSmRLZQFVUnwYicL+oeHhxMdHU1RURG/+tWv+Pjjjzl48CC7d++WCgYzse4+DWK++Pj4sGbNGjIyMrh16xY9PT1cvnyZ2tpabGxsqKqqktQGjUbDjRs3yM/P54033sDe3l46kEp96fHxcc6cOcOVK1dwdXVlfHyc9vZ2hoaGJL/sqaeeYu7cuajVahnpvNd9VUlpCQgI4JFHHmFwcJADBw5QUFAg9/+RkREMBgMbNmzgu9/9LkuWLKG+vp7KykoLPXAl583Ozo7t27fzox/9CGtra375y1/KaJ3o6JiWlsaGDRssHOWZzu5MBeW+qmwWAxOGh9hDTSaTbO25fPlyi/NB8C2F8y2uW/nf4nsf5Hz8LCjPi7CwMJ544gmKi4vJzMzkn/7pnzh16hRubm5ER0ezaNEimUktKiri/fffZ2BggG3btmFjY8PNmzfp7u5mzZo1hIeHy++dymhVUgkfNERW09bWlsbGRi5cuMCRI0coKirCYDCwY8cOYmJiuHTpEocPHwYmjHJ7e3t0Op3k/MJEVHpoaEiquri5udHd3c2FCxcYH5/oEGdjY4Ovry/r1q3jmWeeseC0PmjOsnLMAkNDQ3R3d8sujeIcCQ8PZ/369bJbmLe3Ny+++KLMrAwMDMjiuuDgYBkAiYuLo76+no6ODjQaDXPmzCEoKEjOdyXV7064r4irUpc0LCxMFt00NTWxYMECKanT3t7OhQsX7vhdtra2ODo6Sq7s+++/LyWh8vLypNcdGBjIrl27eO655ywiSzO1cIUhY2dnx5o1axgdHWXv3r0ymhMeHk5SUhIvvPACy5Ytk4tWrVZLzt/w8DBJSUmo1WrmzJmDVqslLy+PgoICuTF1dHSgVqtxdnaWXSn0ej1Lly6VY/b29pZGvqAUCB6TkFi5X0xuwSuMNMHxdXR0RKVSyfB9aWkpAwMDqNVqAgMDCQsLIzIyEjs7O6qqqmhsbJR0gt7eXultDQ4OcuzYMby8vKRBN/kgmkkIg1in00nKSmNjIxcvXiQhIUFGCEXnMpiIeLi6usp7onSGjEYjdXV1dHR0oNPpCA8Pt+Bk9/f3c/HiRYqLi/Hy8pKReHjwG6tyHigbEgiIuaKspjYajTIqIDZI0Trz1KlTFBYWykgQfHIQizUfHR2Nj48P1dXVckMWY1XOqZkyEsQYhRGj1WplxDs2NpaRkRHKy8vZtGkT//AP/4BKpZJ93PPy8m5rbmE2m/Hy8iI4OJhr167JNPn169dJS0tjy5YtXLhwgatXr3Ls2DEWLFggDVfBR51piHkiumHZ2tri5+fHli1bMJlMUiJJOM/W1tbMnTuXxMREbG1tuXHjBgUFBTQ3N8v7pdfrCQoKko6USqWSAv9iXwkODiY4OJilS5eSlpZmoT080wZRdHQ0zz33HGFhYVy8eJH8/HyKiooYGhpi8+bN/OQnP8HPz49bt25RVlZGZ2enhbydKHiFTwT9XV1dycvLkw0GBAwGAxs3biQpKUn+7fOIVIHlOhBzVSA4OJi0tDTZIra4uJjAwECWLVtm0RRFKNEINR0BnU5nIRf1RUOpBarValm5ciUFBQW0t7dTXl5OZWWlTPF3dnby6KOP4uvrS0VFhZQp/NrXvkZDQ4OsoxABKZiIMJtMJvnshAH5eY7dZDLJCHdxcTH/9m//RlFRETCR4RGGaHd3N7a2tixevFimvZubm8nMzJSyb66urlRXV6PRaHjsscdYunQptbW1FBYWYjabcXFxwdXVFXd3d5YsWSLnr6C3PchsgRLKvdtoNMp9Z6psnFAJUKvVxMbGotfrpaSpEqOjo+h0OqKiomQx3r3ivu7CnSr5vL292bp1K/7+/ly7do2TJ09y9epVbGxsWLJkCeHh4VJHTxhGogJt3759dHZ28tFHH0kukJWVFSkpKTz99NNs2rRJFsHAzPTnFlCOxcfHh0cffZSEhASampqk5IePj89tD8/a2hpfX1+cnJykPt3g4CAxMTGEhYXJFnAhISFYWVnJKllra2vS09NpaWnB3t4ef39/li1bxrPPPislljQajYVsz4NYsEoPR2y6wqhUdjkRm1BoaKjU9AwPDyckJITs7GzOnz+P2WymrKyMsbEx/P39SUlJwWAwoNPpCAgIuO+OVXcDZSRXaAe/+uqrfPDBB8TGxvL8888DcP36df785z8zPDzM9u3beeSRR6SBYjKZZPFbbW0t//mf/8mJEyeYO3cu//qv/ypJ8n19fZw4cYKjR48yMjLChg0bSElJkdcyVSvOB4Wpsg5K7UClQSNaM4u0VFJSEsHBwajVampra6WBAJ+s89HRUZycnIiMjCQwMJDi4mKKiopkKk8oKIj2lzNluAr1B5VKJZstlJeX4+vry/LlyykrKyMrK8vCYHB3d+eb3/ymdMrEfREFkM7Ozjg5OfHBBx+QnZ1NQUEBhw8fJj4+npiYGFavXk1WVha3bt2isbGRefPmyWt5kBCFqePj41I1IiQkhNOnT3PgwAGuXbsGwPbt23nxxRdJSUmhu7tbymiJrJWQERP6sO7u7lKMX9B8NBoNvr6+spGFUrZvpjCZ0uLv789zzz3Hli1bOHz4ML/73e9kUVl0dDQHDx7kd7/7Hc7OzvT29srDPC4uDpPJxK1btxgYGGB8fJy8vDwqKytlFyUlNBoNBoNBpmrhi+OCKu9BcnIyISEhaLVa9uzZQ3FxMXq9noiICAuJPhsbG7mHiQwRcJtj+jBAaQfY2dmxZcsWXFxc5JwsKyvj+vXrUuIqMTGRsrIy7OzsGBoa4tChQxiNRqqrq2VRpJ+fnyzQUXJkZ/K8v1so73dHR4eFZntfXx/79+9Hq9VibW3N8uXL+du//Vu2bt3K+Pg4R44cIScnh+HhYfr7++nu7mZ4eJiwsDC2bdvG9u3bMRqNtLW1odVqZaBhcnexz/McAUulos7OTsrLyxkfHyc4ONhinoqMiYCIJE+FmbRd7tt8VxZrKTvXeHh4sGbNGrq6ujh+/DharZY1a9bwt3/7t8TExEjvWBS1ODo6UlZWhkajIS8vDysrK6qqqqiuriYiIoJdu3axY8cOWYEnisNm+mEqNzknJycLj12Jyfp4VlZWFrqS1tbWUms1Pz+fQ4cOyZZ4gmw+OjpKbW0tPT09eHl5MTAwgKenp0wNfF6YnA5U8oVtbW0t+FSiQ4xIv82dO5fly5eTnZ3Ne++9R25uLnl5efj4+JCSksK8efPw8vIiICAAJycnWRQymfQ+k1AevgEBAezevVv2tv7jH/+Ii4sLvr6+nDt3jnPnztHd3Y1Op7MQte/r65OGa319PadPn6apqYnR0VFKS0sJDAwkPz+fkydPcvLkSYqKikhMTGTXrl3Ex8ffUxen+8WnpXWVf9fr9Xh7e6PT6WhububWrVskJSXh5eWFi4sL/f39skMUfJIOFI6m6Ppz8uRJSktLqaioIDIyEgcHB7mJzeThKriJgJRXaWtrY+XKlbLidXh4WMoiCdmkO22gIkIAE4VA69ev54MPPqCkpISamhqSk5NZsmQJBw8elIUVnxeUqiNCAiohIUH2Qa+pqcHV1ZW1a9eyatUq4JOC0mXLllnIZ2k0mts0Fj09PYmMjLzj7z8o3U/4pAc9THB5IyMjMRgM9Pb2cuHCBQwGAydPnpRV5UIiy9vbGw8PD7q7u2XXpIGBATIzM+no6JBniaOjIy4uLlJPOjs7m7lz58pM14Mc26dBeWCHhIQQFxcHTFRY6/V6nJyc5HoUUMp1icJQ8d/Dw8NoNBoL51Ap1v95Y/K+M2fOHDw9PUlJSaGxsZGsrCzeeecdsrOz+cUvfkFERAQ9PT1YW090SnvnnXdkrcX3vvc9tm7dCnzibH/RkWXlHh4cHMyTTz4pC5CHhoZoaWlBrVazZMkSnnzySbkuraysZNtiEQjw9vaWvGyhdmJvb29RDKmEmLOf9z1Q1icMDAxQU1ODra0tc+bMua3xi9JwFRSz7u5uzGazrHkQDohoMCEycoKLPl3DfMZOVWXBjxCCHhwcJDs7m4yMDDw9PUlLS5NSClNx8+Li4ti9ezePP/44tra2vPzyy7z88svY2dnh6+trUUk/00U9ApO/U3kAT94kJkNcl0j1RUREkJSUxLFjx2hqauKdd96x4GCKTl0wcf9EH3iB++WY3StEG0xbW1t0Op1Fis3X15eFCxfKyKmtrS0bN27kwoULZGdnS6N84cKFLFiwQPapFqlKgQc5LuWGb2try4oVK3jyyScpLS0lMzOTf/zHf8Tb25v29nYZoRJzVkAZUVcKSQ8MDHD48GHZuEFUoIeEhPDYY4+xcOFCOa6HKTKivNcajUZqrSpVL7y9vXF1daWqqsrCcBXFQ6LS3t7enqCgIGxtbamqqqKkpITIyEj6+vro7u7G09MTZ2dniw1/pp610WhkdHRUVpKHhYWRkZEh9xSj0SiLQO5ERREReXGw7N69GwcHBwuOd3R0NBs2bKC5udnC0P28OGYiBWs0GrG3t8fb21s2GxHPQPCWhX6n8kBRYqr7MHmOivX4IMdna2trwT+HCUMgNzeX06dPc/PmTXnwqdVqOS97e3upr69nYGBAPrv29nba29vlga7kiYrioHfffZfAwEBpuIrMwOf1DKeC2GNEoxuj0UhFRQVZWVl4enrKuaYskFWek8ruaDMtPj9TUKlUODs74+zsTGxsrFTlef311ykqKpLthZUF2gkJCXzta19jwYIFUof7izZYBZT3OSYmhh/+8Ifk5+fT2Ngon5PBYCA1NVUWUwtbQHTHrK6uZmRkhM2bN7Nr1y5iY2MlLU9ErJUSnJ/Hevw0KM+u1tZWqqqqsLKyIiAgwMLBUj4npSSbg4MDw8PDt9GqhCrP/WLGw0GCgzIwMMCZM2c4ceIE4+PjbNmyhU2bNsnFONWktLW1JSYmRvIHV6xYwaVLl6ipqSEjI4OVK1diZ2cnOZgPMpoluo6ICSgiIIBMW05+v7LYQKVSodfrmT9/PgsXLuSjjz6S7xPQ6/VS0N3T05Ply5cTHh5+WyXq5w0xdkCm2wSCg4NZtWoV0dHR8t4sXLiQf/qnf2LPnj3k5OQQHBzM1q1bZYXs5AX4eaV7xG+o1Wo2btxIf38/+/bto7i4mMrKSskVMxgMBAUFWRgoyjELiTCYMFz37t0rXwsMDGTVqlWsXbuWRYsWyTTKg4wo3wuUlAFRWOfq6kptba2sjBWUFKEuIaDcTAW8vLzw9fWVjQtcXFzIycnBZDIREBBAaGiohcNzP4eQ8j4GBgbyta99jbGxMVavXk1ISAhRUVGkpKQQFRUlN1XhGE9VkKPk7IrKdH9/f4aHhyUH28PDg69//etyPAKfF09SXKcymmE2m+nr62NgYEBGLTQajZRpmwrK4h7x/JQRHMGLFgfwgzQWxGFsNpsZGxsjKiqKZ599Fnt7e6lBPDAwgMFgYPfu3ZjNZg4ePEhdXZ1saCIKeQXGxsaIjIzkm9/8JitXrkSn01FaWkpDQwNXr17l2rVrfO9735Nj/aLXpJiLIvo8NjZGeXk5v/zlLzEajWzbtg0fHx8LtRkl1eXzaCpwv5hMzXB3d+eJJ54gOjqaq1evkpGRQV5eHnV1dbi4uPDYY4+xevVqBgcH+c1vfoPZbGbDhg2sX7/+CzsDlVA6eXZ2dkRHR+Pn50dPTw8qlUoWeiozPOL5ent7s3PnThYtWgRAUFCQhVKQWN/CURVr5IuMoIPlfl1TU0NzczOBgYH4+PhYZGCVLXofNI1KiRldxYODg5LrUVVVxf79+8nPzycqKoodO3YQGhrK+Pg4AwMD6PV6C61LEalU3pTo6GiSk5N57bXXuHTpEt/85jdxd3fHxsbmgafvpmt4KCOIyshdfHw8Tz/9NKOjo5w5c8Yi+iGqSuGTsQIyevRFYTJ3OS4ujtTUVCmsHBMTg7W1tVQZ0Ol0bN++HU9PT3JycvD19SUpKcnCE1OmPD6vCLLyOYSEhPDss8/i7+/PjRs36OrqoqWlheLiYtk96caNGyxZsgSVSiULmIqKijh8+DAtLS1otVpiY2NRqVQyyrp8+XLWrFljQTYXnMwvilN3JyglXby9vaXOcFVVFaWlpVRXV9Pd3Y2NjY0Fj0kc+MrIQ3h4OCtWrGDfvn28+uqr3Lhxg+rqavR6PYsXLyYqKgq1Wn3XVaKfhsnPUQh7C0dj4cKFqFQqKQQOlqnWz4KDg4OFoyIiB8qU+heRtpwcnfD09CQxMVGmzsWhLroHiWsXEA7jpxk6X4QRJOaRVqtl+fLluLq6EhAQwP79+8nIyMDPz4/HH38cPz8/9Ho9e/futShKc3BwwNfXl+7ubpqbm3FycmLr1q2yONjLy4vGxkYpni7W44M2zO8GyiYLsbGxpKamcu3aNYaGhujt7ZXPUTiRIsXa0dGBp6cnbW1tUnJPyEyJ79Pr9Q9UlP5uoTT0zGYzKpVKUgeFJNKZM2f47W9/S3NzM2NjY3R0dHDo0CFOnjwJQHl5uRS7Fzzlz7Oq/k7jEo6wo6OjRYEufOIECvojTOxdERERFvQ/5T78MDyvqaBcJ1ZWE53A4uLiiIqKsjDQ7e3tZXBLZK3gwSt4zKjhqrzQjIwMzpw5g1arZf369TJdo4y+iQItgckGU3BwMIsWLeL48eNUVlZy8eJFmaJU8u4eNgNBjGtsbAwnJyd27NhBd3c31dXVMk0CSOM7Pj6ehQsXWoz9i9xgBe9EQHTB0Gg0BAUFWeihKhdecnIysbGxUjNV+Vy+CG6ZgJgjPj4+bNu2jQ0bNjA+Pk5DQwNHjhzhzTff5OjRo3R1dbFx40ZCQkIwGo0UFBRw6dIlsrKy0Ol0PPXUU+zatQsnJyfGx8fx8vKS/dSVeFgjIspIupeXl+SLZ2Zm8t5771FZWUlHRwd+fn4WnCtlpkEgMjKSrVu3kpOTQ25uLufPn8fJyYkVK1aQlpZmIR91v/dDOW+0Wu1tm31kZKTcFwRmOrL2RXEHlfcuJSUFBwcHDAYDMTExt713Mh7GvVEJkbqPjY2lubmZo0eP4ujoSFxcHJ6enoSFhfGP//iPqFQq3nvvPQYGBvD29iY0NJRVq1bR2dnJn//8Z2pqarh69SpBQUGyO9+uXbtIS0vDwcFBzoXJmtlfBJRFsIsXL+bnP/85paWl2NrakpSUJPU6hWGj0+lobW3lxIkTVFZWSudSpVJhMplk1E+cIaGhobdpyX6RmMxdtLe3Z/78+fj6+lJaWsprr73Gyy+/jIeHB62trdJYFwoDYk95WPBp9/Nuz7iHLRs3FZT7XWxsLI899hjx8fFERkZayFY5OzsTHx/P6tWrmTNnjkU3wQd5Ds7I3RODEAd4fn4+R48epbm5mTVr1rB79+7bpD4EJhs38EmYXafTkZqayrx58/joo4/493//d9RqNc8884wkdj+MkS0BcWiLwrTx8XEKCwvp7u6ms7OTzs5OXFxc2LhxI2lpadLgtbKy+kIFlyfzT4OCgqSEFGDh/QrCtdholZGrO33f5w0lr1h5fW5ubjg4OGA0GnnnnXe4dOkSN2/exMXFBY1GQ3NzM93d3dJImzdvHt3d3fT29hIbGysPmfHxcYxGIxqN5oGJ1M8ElJuJWq1mxYoV5ObmUlhYSG5uLjARxUxLS5PRK7A0xEU6S6/Xs2jRIr773e9y5swZhoaGiIqKYtmyZbICf/JnZwrCkFauFbFe7qWCXKTkhbav2IdEwelU1KDPA5M3/8jISIKDg2WkZqq982Gde1NB0AJgYs+vr6/HycmJqKgoC83h5ORkLl++TH9/P6mpqbLldWlpKVevXuX8+fP8/ve/x9nZmc2bNwMT9B/x3fDg9XfvFsprcHV1Zfny5SxZskTSPgSE828ymejq6uKnP/0pPj4+9PT0yOKssbExent7cXR0xGg0SiH7h8VwVe77o6OjDA4OYmVlJTnbL7zwAqOjo6SnpzM6OsojjzzCxo0b6ezs5Ne//jXnzp0jISGBwMBAgoODUalUkhbzRT5LkdafnDGeynAVe4tIo6vV6s9dIeBeoNx34uPjZWc+QcUS1+/g4MDixYtxd3fHwcFBZrwedKBqRg1XgPb2dt59910++ugjHBwcLOSBBgcHb4vETQXlhA8LCyMtLY3Lly9TU1NDXl6eTDs/jNIgApONT6FzOzY2RnNzM5WVldJwjYmJsYhQPeyTevKBqhSef1gxuehNFDyEhITwjW98Ax8fHw4dOkRmZibV1dV4eHjg5eXFvHnzeP7559m2bRsXLlzg3//936mtreW5557jxz/+MQaD4Qs1bqaDyXNy1apV9Pf3y8YDACtXrmT79u2S6wmWqXrlgeHh4cFzzz3Hzp07pdSN2NiUzR9mGp/2nfeydu7kKH6RzuNUmCra/GWGcs+orKykoaGBkJAQ5syZY2F0DgwMMDAwwNjYGKGhoaxbt052/1q8eDE3b96ktLSUyspK+Rmj0Wjh0DwMRuudIKg0SkPTwcGBoKAgoqKiyMnJobu7WxoDgk9pY2ODwWDAxcVFtmZ+WMepUqks9gZASmPm5OTQ19fH/PnzCQoKorOzk7KyMl5++WWOHz9OcnIywcHBwMNzPt6t8TzZsf6yQHmWubq6SjUgATF2tVottaCVeNDBqhkxXJUXeOPGDQ4cOIDJZOKxxx5j+fLl8rW7XVTKKKpWq2Xr1q04ODhQVVXFokWLpEf5RZKX7xaTZZGsra3x8fHB3d1dVr0rJ/XDsCgnQ1modidFBfhEPP3T3vNFY3R0VEbShKBzSEgIu3fvZv78+VRVVcne8KLrR2pqKjY2NphMJklUb25uxmQyScP1ywAl/8jKygpfX1+2bduGu7s7+fn5UhJMVAF/Wkc6ZbRTaWRMfv3zgFhjX3Qk5vPCFx1JmymIfa+vr4+qqiqGh4cJDAyUOqcCfX19dHR0yK49Sm7v5s2bsbKyori42KK4UhSNPMx7kZi3ykNe7LEODg4sXboUFxcX2cJWo9FYyAeJc1Kj0eDh4YGPj49FCvphXQuCriRkM9euXWsh8u/i4iK74926dYvLly+zceNGDAaDhTLFLB48Ju81d5PR+jz2pxkxXJUVyz09PVhZWREfH8/u3bstqs/vNio3+YBVRiuVr38ZvBhxmIpKbWHEKr0wZeu+h/FAultOzpfBcJhcrCJI5O7u7ri7u5OamnrHz9rZ2bFo0SLa2tqIjY2VBptS1uzLAOUc8/Hx4bHHHuOxxx677X13E9kcGRmxKCj5PKrTJ+PLMO9mEg/jHjEdCCfDxsaG0dFRiouLZQvYoKAgwsPDLYp0/fz8SEhIQKvV4u3tLZuDqFQqqRMtersL6HS6h/4+fdq8Fd3fBB3pqwRlYwVRzCSKzUQh3YIFC1i3bh2FhYUcPHiQoKAgdu7cib+/vyxe/u+05r8oKAvS7hRFFYEtkYn9PNbdjDKEra2tiYqKYufOnbi5ubFy5UqL9oz36/l+2SeqiBBPNY6HfZP9KuNu731QUBCbNm2ir6+PuLi42+gS/x0x2dmancez+CwojQ6z2UxlZaXsRqTU6xbFW0lJSdjZ2UkBdBEAEcEQ0dZ5ciX0LB5uKKlEIjgi9LT9/f3ZsGGDbL38q1/9Cjs7O772ta/h7Ow8G3X9HKGsEbkTPu/zb0YjrgARERE8+eST2NnZSV7EvRqsSmK3kP0QsiZfNkxluD9IHuAs7g7KOWY2my2ih/CJJJGVlRXBwcFSWNnJyUnOwy/zMxS90EXKUshI3e3B/2Ud9yy+OEx2dFxcXKR4u1CfgU/aToaEhODn53eb2okokvkycOzvBSMjIzIKqUy/To58CTrEwyD3NR0o5RIBWbglMG/ePP7u7/4OtVpNW1sb4+PjtxVhzuLzwWdl3z5vR9FqmhPgyzxb7ubOftXHB1/9MX7VxwezY3zYMTtPJzDlGJVG2NjYGK2trZSVldHf3y+VE8Cy6PcLwOwznMAXMkZBGQBIT0+XLbWFYony9U/BQz3GGcJ/y3k6o4brZFKukrv5EOC/5QOeAl/1MX7VxwezY3zYMTtPJ3BXY1T2L1eKt1t80SS978mviYzBDJ41s89wAl/IGAVNRKC9vR2dTicL8+6yAOihHuMM4b/lPJ3xiOsD2kRmAv8tH/AU+KqP8YGOb7J23wxj9hl+gq/6GL/q44Ov/hi/6uODL3CMosWv6B4m/jYNu+KhH+MM4L/lPJ2u4TqLWcxiFrOYxSxmMYtZfCF4qEKis5jFLGYxi1nMYhazmMWdMGu4zmIWs5jFLGYxi1nM4kuBWcN1FrOYxSxmMYtZzGIWXwrMGq6zmMUsZjGLWcxiFrP4UmDWcJ3FLGYxi1nMYhazmMWXArOG6yxmMYtZzGIWs5jFLL4UmDVcZzGLWcxiFrOYxSxm8aXArOE6i1nMYhazmMUsZjGLLwVmDddZzGIWs5jFLGYxi1l8KaCe5vs/1zZbIyMjjI6OYmVlhVqtnlYL2dHRUdkm7v/hv2VrtCnwVR/jV318cB9jnGJdYDQaMRqNqFQq1Go1IyMjjIyMYG9vj06n+/QL+X8tnid/56dgxsY4MjLCwMAAKpUKvV5/t7//eWB2nk7gqz7Gex7f8PAwo6OjWFtbY2tre69fcz+YfYaf4Ks+xq/c+Kbb8vUrdwMm4as+Pvjqj/GrPj6YoTH29fVRUVFBcXExnZ2dqNVqNBoNQ0NDjIyMEBISQkpKCs7OzhM/Oj6OldXdXuIdMSNjHBoaoqysjNLSUjw8PFi4cCEqlYqxsTGAaTm5DwCz83QCX/UxftXHB7NjfNjx33KeTjfi+rlgbGyM8fFxiyjO0NAQXV1d9PT00NvbS1dXF+3t7XR2dmIymRgbG0Oj0RAdHc3ChQtxcHBgfHyc0dFR1OqHcpizeIghov1iHtrY2Fi8PtUcfZgxNjYmjbnBwUFu3LjB8ePHuXjxInV1dQwNDQGgUqkYGRlBrVaTlJREc3MzCxYswMrKioaGBvr6+rCxscHOzg5XV1ciIyPRarUA8nMPAsLBFoZzU1MTR48e5ejRo6SkpBATE4Ozs/PDYrjOYhaMjo5aZA2trKwYGxvDxsbGYj/p7e2lsbGR/v5+RkdHMZlM9Pb2YmNjQ1BQEIGBgdjb23+BI5nFLB4uPJQWnTh0hoeHaWlpobS0lMLCQhoaGmhtbaWrq4u+vj46Ozvp7e2VqU2AuLg4GhoaWL9+Pd7e3qjVaotDexbTgzAEhMEwPj5uYUSIf74KEGOztrZGrVZbGGHCCbKyssLa2tpiPn1aJFKk0qfKbEz+ngeJkZERmZLMz8/n9ddf58iRI7S3t2MwGLCzs2N8fBy1Ws3o6CjNzc1cunQJo9FIbm4uVlZWlJeX097ejlarRavVMmfOHB5//HEWLVoE8LnOA5VKRUtLC1euXKG7u5vdu3ezYMGC+/7eyQbyF42xsbHb1iB8cp2f5xyaxd1B7AcqleqOjm1/fz/Nzc1UVVWRl5dHUVERvb29jI6OMjg4SG9vL2q1mrlz57J582YWL16MnZ0dw8PDjI2NoVar/1vMAeW++bCsyVl88XgoDdexsTE6OjpIT0/n6NGjXL16ldraWgYGBuQmrtVqcXJywsHBAWdnZ8bHx2lububkyZOUlJQwODjId77zHWAiwjTrsd4/rKyspCEGExvmV20zuRN1ZmxsDLPZLDlpynF/1j0QRu/Y2Jh87+dl8ItD1MbGhvHxcWpqavjggw84dOgQAM8//zxpaWm4urpiZWWFVqult7eXCxcucOrUKTIyMkhPT5cRImHMd3d3c/36dYaHh7GxsSEpKUke0g/CURT3Svyev78/ixcv5p133qGmpoYrV64QGhqKq6urxbjv57ceBoyPj0unXNxTsQbFc53FlwtDQ0Ps3buXAwcOUFxcTFtbG/39/cDE3LO1tUWtVjMwMMDVq1fp6OjAx8eH6OhoyY2FT9bZwzRfZxrizPkqj3EW08dDY7gq04wNDQ3s37+f9957T0Z7vL29iY+Px2AwSGPVzc0NV1dXHB0dsbKyora2lvfee4+ioiJOnz7Njh078PLy+oJH9uWEKByYbIBM9bfR0VGGh4dlpPLL5v2Lg0BESIaHh+no6KC1tRWTyYSHhwfBwcEWzk93dzdmsxm9Xn+bUySMDWtra1nwdKcU+oNObYt1ZWVlhclk4sSJExw8eJDOzk7mzp3LsmXLePzxx2/7/aioKEZHR6mqqmJoaAhPT08WLlxIZGQkQ0NDpKenc+PGDQ4cOIBer8fDw4PAwEDgk7nzoMezYMECUlNTOXbsGKdPn2bhwoXScDWbzbc5GEoI429kZEQaADY2NlhbWzM2NiYjWyqVSj7HB314jo6Oyn9EStnW1vYz6Shi/Skh1unncd0PAsPDwzL7Adx1ke7k7MbnadgJA8vKyorh4WE6Oztpamqiu7ub/v5+Sa/Jy8vjt7/9Lbdu3QIgMjISHx8f3NzcsLGxQaPR4ObmRllZGQcPHuTEiRMsWrSIsLCwOwZgxsbGGB0d/co4MsJZE2td/E1EsuGTZy2yYLP474OHxnAVk7Ovr4+jR4/yf/7P/6GpqYmIiAjWrVvHsmXLiIuLw9PTE3t7e6ytreWkFRtcT08PAD/72c+oq6ujvLwcLy+vL6pq80uN6XA3xeH+ZTwgAYuNr6enh+zsbDIzM8nJyZEG3q5du4iPj6evr4+CggKKiooYGRkhNTWVxMRE4JOK/TtFwkZGRjAajVhbW8sqeDGPHxSU19TX18fHH39McXGxfL2uro6mpiZ8fX0BMJlM2NnZERwcTEhICFZWVjg6OvLMM8/w7LPPEhYWBsDly5f5/e9/z969ezl8+DApKSn4+fnJufCgoDTE9Ho98+bN4/Lly+Tk5FBUVERqaqoc96dBHIDKaxXfq6z0/rzpDyqVakq6wvj4OP39/RiNRgAcHBykEaNcfw8b1eFeMXn93K0B/kUZMMqoYE9PD3l5eVy/fp3s7Gzq6+sxm81otVo0Gg21tbWUlJTg5ubGzp072bJlCzExMXh6espIularpbCwUK7Zc+fOMX/+fJKTk6f8/a8aXWAqR3/y375K453F9PCFG65KPpDRaOTgwYP84Q9/oKmpidTUVP7hH/6BlJQU3N3dsbOz+9TvcnZ2lkT2gYEBuru7GRkZ+dIU0DwMEKlYmOBhVVZWYmVlhbu7O2NjY9TW1lJXV4darcbHxwcvLy8CAgIsDpWhoSGLFPVUG4zwlr9Ig1cUX4kNsbW1lUOHDvH+++9z69Yturq6GBoa4vr161y9ehVfX1+GhoZoaGigpqYGg8GA0WgkKCgIZ2dn+vr6UKlUODg4yO+vrKykvLyckpISSkpKaGlpwcbGhpiYGDZs2EBycrKM0DyIaIkyQlVZWUlFRYV8Tfzu4OAgMGFYd3V1odFoZLSut7cXNzc3kpKSpNEKsGTJEoaHh8nPz6egoIALFy4wd+5cwsLCZHX/g6BDKNeynZ0dCxYsIDIykoyMDIqKiqThPTQ0JOfWyMiIRWTGxsZGPnPl9Q0ODtLd3Y2Tk9OUe43ZbAaY8ayCiFAraSQC586d48KFC7S3tzM0NMTAwACDg4NotVqio6NZsWIFqampU45HOa6pCgwfRpjN5invr3JcIhprZWUlC6CEszHZuBEUHxsbmwd6DojrGRkZ4dKlS7z88sukp6dLmpqtra0sLIaJ9bN7927S0tKIjIyc8jujo6OJi4vj5s2bVFRUsGfPHi5fvozZbKanpwdbW1vc3NyIi4tj0aJF8vmKbMNXAV1dXfT29qLX62U2RTxzjUYj3yeyFMoI7f1iZGQEs9ks6Rti/oyOjmI2my0ydcr5Jc428Y/IFNztdQ0PD1tkMMVvwsTeM9PzWKwnGxub+7p3SgrTg3YqPlfDVfkwRUX24OAgarUaGxsb6urqeO+99ygoKCAyMpIf/ehHPProo8CEMWQymbC2tpZpI5jwukwmEzqdDhsbG+zt7VGpVJhMJgYGBjCbzQ+c3zo5yqEsYBJ/f9gjICJlLRZKb28vH3/8MadOnWJgYIDg4GAcHR2pqqri5s2bmM1mfHx8CA4OlpEAb29vNBqNxYYivlt5byZP7C+KN6tMOzU0NLBv3z7+8pe/UFxcLCWWxsfHqaqq4vLly/IanZ2d6erqorm5mcOHDxMXF8fq1asxGAzyuzs7O0lPT+fs2bNkZ2dTWFhIW1ubfN1gMNDX14eXlxf+/v4PZHxijY2Pj9Pa2sr169dpa2tDo9Gwfv16Fi9eTFRUFE5OTsDEszcYDPLZuLu7Ex4eTnBwMN7e3oyPj9Pd3Y21tTVOTk4sWrSIxYsXU1paSl5eHsXFxdK4FcbYTG+yyrlhZ2dHUFAQnp6ejIyM0NPTI3/PYDDI906ej+L6BgcHGR4epq+vj6qqKgoKCmhqasLd3Z2EhARJD9FqtdL4UN7byddzrxDXPDg4SFtbG+Pj4zg5OVFYWMhLL73Evn37pvycra0tBQUF9Pf3Ex0dLXnMwojTaDTy+sU1K9PvDxPEviDu8eDgIKWlpRQXFzM6OkpgYCAhISF4eHhYGOBTqX0Ih1Q4zsrxz/TeImgm1tbWGI1G0tPT+ctf/sKRI0ewsbEhLS2NsLAwamtruXDhAgBz587lO9/5Do8++igajcbimoeGhlCpVNjb29PV1YWLiwt6vZ7CwkKqq6vRaDTScLKyssLBwYG5c+fS1NTE2rVrcXFxeWiM1qkKeSe/LvZUAUF3sLKyoqysjPPnz1NTU0NAQABLly4lKipKZiaEYalWq++KUjNdTKZ4iWtVqVSfGkS703UoaSxTZdmUjvXkef0g1FqUa2Ty3ya/T2mET+baT1WMOJVNpPz/+8XnbrgKz0gcbEo+XE1NDeXl5dja2rJ7925WrFghP6vRaCw8bXEjhUctJpJOp0Oj0TA4OEhPT8/nUpg1+WEI2RNl1efDbriKqIVarcZsNnP06FFef/11rl27Rl9fH1qtVkZde3t7MZlMZGVloVKp8PDwIDY2lhUrVrBy5UoSExNvq8gXEEascnELD1p5cD1ITD7Aa2treffdd3n11VcpKysjMTGRF154gdWrV2M2m8nJySE3N5fS0lK8vLxITk6murqa119/nRs3bvDBBx8QHBzMnDlz5Pd98MEH7Nu3j5s3bzI6OoqzszOLFy8mLCyMqqoq0tPTOX/+PKmpqZK3PdMQHM3x8XFKSkq4cOECra2trF27lp///OdERkbS2dkpI6TW1tYWG/KCBQv4xS9+gYuLCzExMXLTEs/OxsaG8PBwfHx8aG5upqGhweIeP2iMj49jNBplFEuv11sYPtbW1lMarYODg5SXl1NeXk5eXh5ZWVmUlpbS0tLC4OAgNjY2eHp6EhUVRUJCArGxsSQkJBAeHi7njPIQu1coef0mk4lTp05x+vRpGhsbsbKyoquri5ycHIvPGAwG0tLSMJlMXLx4kWPHjtHc3Iy3tze2traMjY1hZ2eHt7c34eHhpKSkEBoaKu/Xg+Qf3w8mc7Hfe+893n//ffLz8xkYGCAgIID169ezc+dO5s2bN+V3dHR0UFVVRV9fH0NDQ6jVaiIiIqRj+CCKmZTnUGZmJr///e85cuQIBoOB73znOzz//POMjIzwX//1X5hMJoKCgnjuuedIS0uTc1OZnVDSV2xtbaWxXllZyeDgIJGRkdIpGx0dpba2lsOHD3Pz5k2qq6v57ne/i6OjI+Pj4wwPD3+hRqwyAneney4iiWL/F2d3VlYWH3zwAceOHaO6upqAgAAKCgrYuXMnCxYsYHh4mOLiYurq6nBxcSEqKgp3d/cHOh5xrfe6foRzIpRClEbiVNQlgLa2NlQqFS4uLhZ/f1BKSXdy7sS1T6akCE6++PunFS3P5Lp74IarKID4rMKd0dFRmpqa6O3txc/PTxZa9Pb2MjY2hl6vv2OqS3T36erq4urVqzQ0NBASEoKLi8tn0gumC2XxhEgBiMNLpCSnSkuJAorJn3lYoHw2N2/e5P333+fMmTM4OTmRmppKf38/+fn5AHh5ebFq1SocHByoqKigoKCAjz76iOzsbDIyMli/fj0RERHo9Xr8/Pxwc3OTvyN+Y2BggNHRUezs7CxSt4DFfXpQEIZVW1sbH374IW+88QZVVVUsXryYv/mbv+Hxxx+Xvy8iqk1NTRgMBsLDw6mrq8NsNvPSSy/x+uuvYzabefrpp9FqtZw4cYJ9+/ZRXFyMp6cny5cvZ+XKlcybNw9bW1veeecdLl++TEdHB0aj8YEYeeJ7dTodVlZWFBcXk56ejpWVFUFBQVL2SkQTBUSRj62tLQEBAQQEBFh8r4jOwkRK0tPTE1dXV8rLyy0MV7HmZxrKDdtoNFJWVkZnZyd6vR47OzuKi4spKSkhPT1dRoZ1Oh2Ojo5yP6iuriY9PZ3s7GwqKyvp6+tDp9Ph4eGBwWCgv7+furo6KisruXr1Kn5+fsTExJCSkkJycrI0HuD+opjKz2RlZfHOO+9w+vRpSd0YHx9Ho9HIZ9Da2kpUVBTPPPMMc+bMYc+ePbzyyiucP38etVqNq6urTGE6ODgQFhZGfn4+K1euJD4+3iJaKShUn3aYCONH0Gke5J4lrqu7u5tDhw7x29/+lry8PHmfc3Nzqa6upr+/H7VaTUhICK2trTQ3N9PR0UFNTQ0lJSVUVFRIio+9vT3R0dGkpaWxfPlyPD09gZk79JX0nhs3bvDSSy9Jo/UHP/gB3//+93F0dKSoqIja2lqGhoZYuXIlO3fuxMPDQ1I4lGlk5Z6n0+lITEzk8ccfJyIiAicnJ6Kjo3F2dsbGxobh4WEKCwvZv38/BQUF7N27V1JHvkgos2fK+yxkK8V8EsWHgIWBbWdnx/Hjx3nttdfo7u4GoLy8nDfffJPKykqSkpJQq9XU1NTQ2tqKVqslMjKS1atXk5ycjJ2d3ZQdAu/22sU1l5WVcevWLezt7UlMTJTzp62tjcrKStra2hgdHcXV1ZWAgAA8PT2lGoTJZGJ4eBiTyYRarcbLy+uubJGRkRFqamrIz8/n1q1bNDc3o9FoCAoKIjIykujoaHx9fWUR6b3OY/FZs9lMbW0tg4ODBAUFodfr5boXDod4VsrPDg8Po9FoLJ7b2NgYPT092NjYoNPpLBxlcZ1KG+l+8MANVxH6/iyoVCpcXV3RarX09/fLSaHX6y0iR3faaIuLi9m7dy8vv/wyAMnJycTGxmJnZzejnB/hFSkrSJWv3QlKGaWHMfpqNpvp6Oigvr6eDz/8kGvXrmFvb8/jjz/Od77zHTo6Ovj5z3/O1atXWbNmDX//939PbGwsxcXFHD58mPPnz5OVlcX+/fu5ceMGnp6eBAcH88QTT7B9+3ZgYtL29fVRWVlJUVERZrMZd3d3goODCQ4Olg7Ig6yEFgtWpVLR3t7OkSNHePvttykpKSE5OZlvf/vbPProo/IAEUaJv78/Pj4+8hl7enqybds2KisrOXz4MK+99hpXr17FYDBQVVVFa2srCxcu5Pnnn2fz5s14e3szMjLCiRMnyMjIYGxsjLCwMGJiYnB0dJxxjqutra2MEPT395OVlUVLSwseHh40NDTws5/9DL1eT3x8POvWrZNRqc9K7yu1bG1sbPDx8cHJyYne3l7a29tn7PrvBGVq0Wg0cuvWLbq7u/H19aWyspKf/exnXLlyhcrKSmBCNk9wHIWR3dXVRXV1NQD+/v4sX76cpKQk4uLi8PHxobu7m8zMTG7cuEFhYSHFxcXk5uZy7NgxVq5cyY4dO0hOTsbX1xedTndPh4fS2G1ubiY9PZ0LFy5gMplYsWIFPj4+mEwmrKys0Ol0DAwMUF1dTWhoKH5+fkRGRvLiiy9iNBo5evQoer0ef39/hoeH6enpoaWlhRs3bnD9+nU++ugjduzYwdatW4mKikKj0VjogN4JIo34IOWIJlfDnzlzht/85jfk5eWRkJDAE088gYuLC8ePH+f48eO89957GI1GoqOjaW5uloWSjY2NkoOsxJUrVzh9+jT/8i//wrPPPgvMnOqFmFdms5nDhw+zZ88eHBwc+Na3vsXf/M3f4OjoSGdnJ3v37iUrKwt3d3cWLlyIj4+PHPunKV/AhOJAaGiodDREVEtkHcXa/ad/+idqa2vJzs4mPj4ee3t7eU8/bzmpO91bZURxqnS0+FtHRwfZ2dl0d3cTGBiIVqulpKSE7u5ujh07xsmTJ+V3CFqglZUV1dXVGAwG4uPj7/naxfnQ29vLBx98wG9/+1v0ej0/+MEPePrppzEajezbt4+jR49SUlKC0WgkMjKSNWvWMG/ePFQqFXV1dTIo0dHRgaOjIxs2bGDhwoWfGYzJz8/n3XffZd++fdTU1ADIQNjcuXN58cUX+drXvgYgC/6mA2W6f2hoiIyMDPbv38/g4CBPPfUUS5culfNLrP3JUHJvBTo6Orh16xYVFRU4ODgQHR1NaGioNNaVXN+ZCNQ8EMNVFHxYW1vLiA9MUAFESqO7uxsrKyvs7e2Ji4tjzZo1JCcnExERwalTp3jttdfw8fFh1apVcrIPDg7S399PV1cXLS0tNDc309zcTEtLC5mZmZw9exaz2UxaWhpPPPEEQUFBwP2FqIeHh6WXIMj/SuNzdHSUtrY2bG1tZTi/t7eX0tJSent7sbW1xcvLi7CwMIvrMJvNcqNVLujJIXnxsB9E9EppLGVkZLBnzx6Ki4uprq6mvb2duXPnsm7dOrkRqFQqysrKiI6OZv78+cAEX8vDw4Nly5Zx48YNTpw4wblz56itrSUrKwudToebmxtRUVGUlJRw5MgRzp8/T1NTEyMjI+j1enx8fIiIiGDRokWsWLHCgvM5k5vu+Pi4BXWkvLyct99+m4yMDFxcXEhJSSEhIUEutr6+PgBpnCgj61ZWViQmJvL973+foKAgjh8/TklJiVyUvr6+PPvss3zzm9+Uv//ee+/xl7/8hatXrxIUFMSmTZuIiIgALA2ye4Wy2Ez8k52dzcGDBzlz5gwwYezl5OTQ29tLZ2cnBoOBI0eOsGXLFpYsWWJRKKIUOxebnXLuq1QqnJ2d8fDwkJGGgYEBdDrdZx7I9wrlfTKZTNy6dYuWlhb8/f1ltkWv15OQkICLiwujo6MyMtfY2EhtbS0wkXL/2te+xrp16/D29sbNzU2qIgAkJCSwbt06qqqquH79OidOnKCoqIiDBw9SVlZGVFQUa9euZdeuXTg6Osr7dS/Oh6DnGI1GfHx8ePzxx1m6dCn9/f1yDo6OjkrKjp+fHwAeHh688MILLF68GK1WK5tIaDQaiouL+d3vfkdubq6MVpaVlfHMM8+wfPly+XzutL6GhobQaDQP3NEWcmQ2NjYMDQ1x6dIl8vLyCAwM5Nlnn+Xxxx/H29ubyMhINBoNH330Ea+++iparVZGgUWHKaGEYTAYcHV1paOjg3feeYfq6mr2799PREQE8+fPl8/ofiOvYq5UV1eTnZ0NwObNm9m1axceHh4AlJaWcvLkSdra2tiwYQOxsbEWn/+s3xf0qTsFXpycnFizZg1vvvkmly9fpqqqio6ODuzt7S1UJh4UlNxHZUHR+Pg4BQUFtLW14eLigr+/Py4uLhZzKT8/n8zMTPr7+zGbzYyNjeHm5kZ7eztdXV3Y2dkxMjJCS0sLAEFBQXh4eNDU1ERdXd1t15GdnU1+fj5+fn63pdbvZhzirO3u7ubs2bOcOHGCpqYmAF577TV6enpobm7mww8/pKGhAY1Gw8DAAO3t7dTV1XH48GGGhoZoamqSHGSj0Yirq6t8j62tLXV1dTQ3N0vZxLGxMRntTE9P5+DBg3R3dzNnzhxiYmLo7Ozk4sWLXLt2jZSUFHbv3o2NjY2UDJsOzGazpKhkZ2fz61//moMHD+Ls7IyjoyPOzs7ExsbKNWJlNdExsbCwkJaWFpkN12g0tLa2cuXKFXJzcykqKqKmpoaWlhasrKxYuXIlP/jBD4iLi5MNbfR6PU5OTnIO3E+nxRk1XJVkX+UG3tLSws2bNzlz5gwXLlyQoWkRWYuLi6OzsxNvb28ZdTt37hxz5sxBpVLh6elJY2MjdXV1VFdXU19fT0tLC21tbTQ3N9Pe3k5/fz9arZZt27bxjW98gxUrVkhv5F4OkzuNxWw2YzKZMJvNdHV1UV5eTm1tLVZWE1qzwjvMyMigvb1dpvoWLlzIvHnzpDqCVqudVhT4QVThi3HV1tZy5MgRXn31Vdn6EyakktLT0/H39ycxMZFly5axbNky+boorPPx8cHHx4cVK1aQmJiIjY0Np06dYmxsjLNnz6JSqdi0aRP5+fn84Q9/oK+vD4PBgFarldIw586d4+TJk+zevZudO3cSEREhN997hbI4YKr7Vl1dzY0bN4AJg66goIBDhw7R09NDXFycRbGVklstFpuTkxMrV64kISGB5ORk3n//fS5cuEBPTw/e3t6S81pVVcWf//xn9uzZQ21tLXPmzOGpp55i7dq1cr7PBC1CHKRms5nOzk6KiorYs2cPe/fulTzQ/v5++vv7cXFxITAwkIGBAU6cOEFFRQW1tbXSmHZwcPjMdaNMk4+MjJCRkcHRo0dZv349Dg4OFpmJmYLgiImoSFtbGyaTifLycgwGAxEREWzbto3FixdbGA8ffvgh169flzxWDw8PEhISWLlypXwG4vtHRkbknF6wYAHOzs5UV1dTXV0tlRTy8/OpqqqSzx6m53yICnS1Wo2bm5vU6Ozp6aGvrw8nJyfJTZ0KwnmKiooiKirqttcXLlxIS0sLY2NjtLW10dTUxNtvv013dzdGo5Fly5bh7Owsr0Mpy6ZSqdBoNIyPj9PT08Po6Cj29vZSbeJeMZnzKIwykRnIzc0lOzsbKysrtm3bxrZt2/D29gYmqvAFBeLYsWP09fURGBhITEwMkZGR8t+hoaEWz9Pd3Z2f/exnXL9+nVOnTkmah3jO95OJ02q1DA4OcvPmTcrLy3FyciItLY2EhAQ5JnFmubi4sHHjRgvH8G5+W9wzZdtY4STChFPt5OQki7w6OzulZJr4PMwcv1BZqDPZkVVWpZeUlPDee++RlZUllQ/Cw8MJCgoiIiKCsbExzp8/z8svvyzPSWHsaTQaRkZGsLOzk/QjOzs7UlNTCQwM5ObNmwwPD9Pd3S1rXGDCGRX3arpQ6j6Pj49TWFhIR0eHVI7Jysri1q1bDA4OYmdnx8qVK4mNjaWtrY0bN25QVlZGVVWVPNsNBgP29vYMDQ3R29vL/v37OXPmDDqdjvb2dtrb21GpVPK89fT0xNvbm5KSEkZGRti9eze7du0iPDyczs5OXnrpJRlYqqioIDIy8p7sGjHn6uvrOXz4MMeOHZOvnTp1CldXV0JCQrC3t6exsZHc3FwyMjK4cuUKtbW1REdH09bWhq+vL+fPn2f//v3cunWLkZERnJycsLa2pquri9deew0PDw82b95MeXk5lZWVuLm5kZCQQFxcHC4uLhZZzenOzxk1XKfy4PPz83nttdc4ffo0JSUlmM1m/Pz8ZKSpoqKCs2fPUlBQQHBwMAMDA9jZ2WEymTh69Ch5eXmoVCq6u7vp7Oykra1Nbtru7u44OTkRHh7OnDlzWL58OcuXLycoKOi+CrKUXqQSXV1dZGRkkJ2dTVFREXV1dXR1dUn1AjH+np4eBgYG5CY/PDzM3r17iYiIICkpibS0NFauXDkt/q2SG3S/XLPJklcfffQRp0+fxmw2YzAY0Ov10jn41a9+JfmOSvL7VFQJgEWLFvHss8/i6+srU6xHjhxBo9HQ2dlJf38/c+fO5R//8R9xcXGhrKyMkpISLl68SG5uLv/5n//JrVu3eOaZZ1i9evV9dUISh5PyvonFMjQ0RGNjo9w4BgcH5Txsa2tDr9dLfVYx3yZrB4vrcXFxYefOnYyNjVFaWkpPTw9tbW1kZGRQX1/PgQMHOHz4MICkD6xZs8Yisnw/z1SQ/cXYLl26JJt3VFRUSKNVGYHR6XQ8+eSThIWFcfjwYS5cuMCbb77JpUuXWLhwIbt27WLu3LkAd+SLjY9PaIsKg62oqIif//znDA8Ps3nzZmkgzKThKgyqvr4+SkpK5PMbGxtj1apVPPPMMyxYsAA7Ozv0er0s0HrrrbdobW0lMDBQyrr94he/oLa2lmeffZbQ0FB5H5XX29TUxIkTJzh69CjDw8PSkD179ix5eXmcOHGCwMBAPDw85LXd7XiVEQeRWrt69Sp/+tOf6O7uZu3atcTExEjNXyXuJpK2Zs0aIiMj6e/v58qVK+zfv5+jR4/S1tZGY2Mj27dvx9vbWyqziPsoMgxVVVW89tprmM1mNm7cyPz58y2MwulCcOMAKZMn0r319fWcP3+ewsJCPD09Wbp0KSEhIcAn+9WyZctwdXVl+fLlqNVqgoKCcHV1lcbbVNeWnJxMUlISFy5coLCwEKPRKB3Smchy9Pf309jYKItofHx8ZJvx/Px80tPTaW5uJjU1lRUrVuDs7CzPirs1PJSV6JOrtAEL5QSz2WzRjOJB0ASUmRjlGMTvlJWV8f777/P+++9TWloKTBiVOp0OFxcXli1bRnR0NGfPnuXmzZtotVqCgoIkrU/I0olsg5OTEykpKURERMhgUWtrK/b29hZGanh4OElJSbi7u0+b4yrqVpSKASqViuDgYLy8vKiqqqK4uBiNRsPf//3fs3PnTtzd3amsrMTLy4sbN25IJZrIyEgcHR2xsbGho6ODM2fO8Morr1BVVQVAWFgYoaGhUjmirq6OsbExKisrMZlMLFmyhK9//eukpqZKdZD6+nppQ2VnZ+Pn5zflvvBpz0w4Fv39/Xz44YccPXoUjUbDggULGB8fJzc3l3PnzrF48WJUKhV79uzh7NmzNDQ0MDg4yODgIDU1NZSWlqJSqaisrGRgYAB/f38SEhJYsWIFjo6OvP3221y4cIE//OEPnDx5kqamJnp6erC3tycgIIDdu3fzne98R9ZLjIyMTNsInxHDVenVmUwmKisrJTH56NGjHDx4kObmZkJCQpg/fz6JiYny0C4pKeHy5ctkZWWRmZkp5axgQqJIWfCh1+uJjY3F19cXR0dHKSXk5+dHWFgYc+fOnZEwtDDIhoeHaW5upr6+noqKCnJycrh+/ToFBQWSNK6Ek5MTtra2WFtbExYWRlRUFHq9npKSEoqKirh48SK3bt2irKyMwsJCAgMDZfjc0dFRckCHh4dxdHREr9ej0Whwd3e3mKT3221JHNDW1tbU1dXx8ccfk5ubC0ykY+bNm8f4+Dg3btzAZDLJ6xAGg4gWi5SDaEOo0WjQarUsX76ciIgIbt26xZ/+9CcyMzO5desW1tbWuLq6smHDBnbv3g3A6tWrqaurIy0tjQMHDnDw4EGOHTuG0WjExsaGTZs2YWtrO63JLaLTKpXKIqoxPDws51ZLSwtVVVUyUj537lwZtRdpGwEluVxZBQoTYuMODg5oNBoLL7impoY//elP8rcMBgNr167lySefJC0tTR6y91PcIyAOf5jgeh84cIDXX39dppIEV0lE1sT9GRwclEZ5T08P3d3dUtnD3d1dRgGUB8Dk63R2dmbVqlWMjo6yf/9+cnNzOXHiBPHx8Tg6OlpIp9zPAarsJgUTxUxvvfUWN2/eBGDp0qU8//zzbNy4EZhwTASXsa+vj7KyMkwmEwkJCcTExHDkyBEyMzP5zW9+Q1BQEL6+vmg0GpkFEs0iLl68yIkTJ6Qx4OvrS0pKChqNhnPnzvHhhx8SFhbGE088ASAjMncD5f4UGhrK3/3d32Ftbc2VK1d49dVXyczMxM3NjRUrVvDII4+g0+kwmUwWWaCRkRFZSKGMmo6MjBAeHk5cXBwqlYoFCxbg7+/Pu+++K5UK9Ho9u3btQqPR3Gb0tba28sYbb/Cb3/yGkJAQFi1adM/OlTKSq/yOzs5OqQIzNDREeXk5Q0NDREdHy2wFTBiHzs7OWFtbExcXR1xc3B1/y2QyyT1LrVaj1Wrx8vLCxsaG/v5+C0NnRrh2/09CLjg4+LbGIjU1NRQWFmJra0tkZKQssptOCv9ORapKbmN/f7904CYXBs+k0SrODKVSx/j4OAMDA4yMjEiJvzNnznDgwAFaW1uJjIzE29ubgYEBSktLLTSwm5qaGB8fl4VVQoO9vr6es2fPSvmwefPmsWXLFvR6vSzGEmvMyclJFvv4+PjIiPbg4OC0nCwR6BoeHubKlSvcunWLvLw8bG1tiY2NJTU1lfLycvz8/Pj2t78tuwS6urpKPWl/f3+Sk5NvWycBAQEMDg6Sk5NDeHg4ycnJkrs7MjJCaWkpr7/+ujyDVSoVxcXFBAUFyXUgKIsmk4nOzk45x+8WymBceXk5p0+fJj8/HwcHB7q7u2lvb2dgYIDCwkJeffVV+vv7+fjjj+ns7CQyMpLk5GRGRkbIzMykoKAAgMDAQB555BFSU1NJSEhg0aJFwESA78KFC/T391NVVSXpZM3NzbIT6qpVq1iwYAGDg4MW+/rdZpZnxHAVP2Aymbh+/Tp79+4lLy+P/v5+amtrGR4eZu3atTzzzDMyRaWUwXj00Ue5fPkyly9fpqKiQlaPKmEwGFiwYAGPP/4469evx2AwMDo6Kr2+yQO939Rrb28vN2/e5OzZs9Iz7Orqsvh+ZVu6tLQ0GSEcGBjA1dWVhQsX4uXlRXFxMZcvX+bSpUtcunSJY8eOcebMGTQaDQaDgZCQEHx9fTEajdTW1tLf34+/vz9eXl4YDAZSU1NZs2aNjHjeL99VpER6enpkCkTA19eXjRs3smjRIrq7u2loaMDf31/y+JSOhYBQBRCHp6urK76+vkRERMgil5KSEnQ63W0G6NDQEN7e3gQGBjJ//nxiY2P5r//6L86dO0dgYCBJSUkEBARMq53h5Ejw+Pg4ZWVl1NbWolarcXJyoqqqiszMTIaHh9m5cyf/+3//b6ysrGhra8PT09NCnurT7rcyfdrS0iKjmzBhvOp0OpYsWcLWrVtJS0sjODjY4tC5Xw6h0kErLy/n3Xff5cyZMxb8J2UERjg9jY2N/OUvf2FsbAyTySQ1P8UmdvnyZaKjo3F1dZXG/+QohpWVFcHBwURFRbFhwwYcHR159dVXqaiooKGhgYiICAvJn/uJKosKVTEHrl27xqFDhwBYuXIl/+N//A9Wrlwp36+s1O7o6GBkZAQHBwdWrFjBt771LVJSUvjOd75DfX09dXV10iETBoVarZZFTsp5Nzw8jIeHB0uXLqWsrEwqaQjDdXh4eNqG68jICDqdjkceeYS2tjbKy8slNQEm1sgjjzwCICUExWfvlIERa1wYG+Hh4Xz3u9/F3d2d3/zmN1y/fh0vLy8pmaW8z7m5uezdu5dXX32VgYEBoqKiCA0NRavV3hOPd/L8NpvNlJaWkpOTg0ajIS4ujra2NmlsuLi4WPzGdNL5Yj0qO58pZYxmOvooajR2797NyMiIRYtxkRJ2cXEhICDAwuCbyeuora2VdRZ+fn44Ozs/kN9RQjRXqampoa2tDbPZLAsfjxw5QmFhIbGxsbz44ousWbOGjo4Orly5Ql5eHkVFRWRkZMi5lJCQwNq1a0lNTcXBwYG+vj6io6MZGRnhypUrkqoiirXnz5+PSqWiuroaZ2dnXF1d5R52L+MVfG6AY8eO8frrr3Pp0iXGxyd0dZ2dnXn88cdlpF6ZedTpdCQnJ8vCrKnOisjISL7//e9L7XNhuwg6xLx588jPz5eGa25ursxO//CHP6SmpoZDhw7R3d3NggULCAoKmpZ8oqjPAaRTIBz+vr4+CgsL5bnQ0tLCu+++y9DQEFqtlk2bNvH1r3+dZcuW0dXVxcGDB/n4449xcXFhy5YtrFy5EmdnZ4vshYeHB/Pnz0etVkt5TE9PTy5evMgvf/lLWltbqa2tZcGCBTI7IXC39LL7su7EYSKMuI8++ojXXnuNK1euWBh5ACEhIaSkpEhpJLHZ2traEhUVhZ+fHwsWLKCuro6KigqKiopoamrCZDJhNBppb2+nurqaS5cuERYWxtKlS2+7HhF9uFcxYnEwt7W1cfjwYfbt20dubi5dXV3o9XoWL17M3LlzcXR0pLi4mKtXr8oq4Oeee07yakVfauHxzZ07l6ioKJnGEORumOBW5uXlcfXqVUlQByzacp46dYrz58+zePFikpOTCQsLs+CGTWesSoWF0tJSTp8+Lasxd+zYwaZNm0hJScHb2xtvb+/b+HN3cgiUxWpiDEpdTWEAiIifgNFolIvQ29ub559/nrq6OllYIsSn79YRURpylZWVpKenk5+fT3FxsXSi3NzcsLW1lQUVUVFRclNSyj19GsTiEkZoXV0dV69epbm5GUC2KA4ODmbevHmyWAg+qaSeiS4vyvHm5+fL4iHh0AlPfTLGxsYkT87Ozo6dO3eSnJxMeno6H330EdXV1TQ3N8s5puQLCwiOolqtlukiwb8bHBy0eP/9RreUBYoZGRlcvnwZmJhjO3bsYM2aNcCEkWpra2sRbRFcbHd3dylgvm7dOiIjI2lsbLSIWCmfh9CIVToaOp2OqKgo2tvb5ZxRVrNPZ5xiHVhZWdHc3MylS5c4ceKELEbx8PAgMjKS5cuXy4NVaLUq8WlzSERjbW1tMRgMpKSkEBkZKTNAoaGhUiu1p6eHjo4Obt68yYULFxgbG2Pbtm08//zzMm0/HadZeQCZzWby8vI4efIkeXl5NDU10djYCExkefz9/Wlvb2d4eJiqqioKCwuJjo4GPokuikyRWD9KhRDxz2RVDOF8jI2N4ejoaGHQzoRRZ2try5w5c3BwcGBwcPA2LVGltN9MFtgqC0UrKytpbm6WrZqFbNO9SkLdCYJiowxGiAp6oRCjUqmoqKhArVYTGxvL/PnzpaxecHAwK1asoKGhgevXr8s5lpSURHx8vDwHHBwc2L59uyzCvnnzJm+//TYGg4HBwUFMJhNdXV0MDg7S1dUl5ZeUa346z1Y8l/Lycg4ePMjJkydxd3cnJiaG4OBg1q1bR3h4uMVnjEYjIyMjMvuopAUODAzIKLAoIpz8eaXakqenJz/84Q9JSEjgwoULnD59mubmZvbv309HRwf5+fmyocXixYtJSEiQail349QJIxQmHH5RsAhImT9RGCmKVwF8fHx4+umn2bFjBzARXX7iiSdISUmRygGTdbJHR0dJSkriJz/5CY6OjoSHh+Pr64uNjY0M6PX391sECEZHR6UijZubm4Utcaf5e9+Gq3hgt27d4rXXXuPo0aMEBASQkpJCU1MTRUVF+Pj44O7uzvDwMGazWaZexcYj9CYTEhJISEgAJqJVRUVFtLS00NraSnZ2tlQbyM/P51//9V9Zv349MJEq0el0t3W6mC6Ed15UVMTbb7/N+fPncXJyYtu2bSxatIjU1FTmzp3L+Pg4J06ckMVDGzZsYNmyZfIgE+masbExKWiu0WhkJyZPT09aW1txd3fH2tqa7Oxszpw5w+DgIImJiYSFhVFYWEhFRQVarZaamhr++te/cvToUTZs2MCmTZtYtGiR9O6nk4YVh57RaOTq1asyHbNr1y7+8R//keDgYMbGxqSAt3KDv5vfmJwO9PHxwc3NTYqCg2UfeZHSGxoawsbGBldXVxYtWsS7775Lb28vra2tssXldCDat77yyisytSE2mPLycqkpCBMpSzEXOzs7cXJymtaGPz4+jslkkhuZVqslKSmJ7373uxadpJTt8GbqEBPXKdI8wuGxsrJiaGjIwjgSm4WLiwuenp6y+5fBYJDPaXR0VKphCLL9Z41bbJ5DQ0OSejBZ0ux+jAQRmbG2tqakpIR9+/aRl5eHlZUVkZGR2Nvb09/fb9EWcjIfUHSlysvLY8WKFZSWltLR0SHbqCqLEgXEsxS6qjCRtoyPj+fjjz+mq6sLg8FgEWW72+eq3DtbWlrYt28fv/zlL6mrq8PR0VEWjm3fvp24uDhZqa2khdwNxMEitBnt7OyIjo4mPT2dzs5Ojh8/zqlTp2hvb6e7u1s6zwaDgXXr1vHtb3+bpUuXyt+fzm+LKPvo6ChZWVm89tprslBQo9Hg4OBAb28vVVVVkjLV1dWFWq2moaGB3t5eHB0d5XO8m3UjxinOgba2Nmpra9FoNPj4+Mjvmsxlvh/o9Xq5zpVOorOzs8xitLa2ymzT/TpxygO9oaGBrKwsOjo6ZHBEnGPKxjwz8VvFxcUcPHiQAwcOkJeXB0ysEWGAGY1G+vr6GB8fx9HRET8/P7RardzbDQYDBoOB2NhY1q1bx/nz5ykrK5PFOjARARRnwqZNm6itreWdd97h3LlzwMQ+osz6iUDB5GLa6TxbGxsbenp6uHbtGlevXgVg+/btrFy5kv7+fgYGBrh58yaBgYGyuYOyhkZZdCjGqYQI8In1ozxPxd/FPlZfX8/ly5fp6enh+vXrXLt2DSsrK7y8vFi5ciXr16+XqiLTnb8tLS1cuHCB3NxcHB0dWb16NY899hjr16+XrbuF4WpnZ0dERIRUFBL1DH5+fvL3AYv9HibOo9jYWAv1DFFA19fXJ98/PDzM0NAQ1dXV5OTkUF9fj729PfPnzychIWHKxjFK3LOVpwyvV1ZW8tZbb3Hq1Cm0Wi1PPfUUu3btkqL1VlZWzJ8/X27wypat4r8nb4iBgYG4uLhI2aiVK1cSGRnJH/7wBzIyMjh16hTR0dF4enpaGMH3sxkJw6W8vFwSqbdt28Z3vvMdoqOjZbockD2mrays8PT0tJDfUPYsnnw9IvUt0oPDw8PMnTsXnU5HSUkJW7duZcOGDRQWFlJfX09QUBDFxcW88cYb1NTU8Oqrr5Kens6PfvQjvv71rwPT49WJSG1WVhYnTpygoaGBhQsXsnHjRoKDg+V9gHurSBXRHbGYd+7cSXh4ONeuXWPPnj1UV1fT2dlpMX/EAhYboHBCRkdHJVfxbqFWq2ltbeXMmTMcOXJEGq0RERGkpqYSFRVFV1cXp0+flhHXGzdu8Mc//hF3d3dCQkJklfin8U8ne4Xh4eGkpqZy+vRpKioq6O/vv62XtpgXM3FgKlUvRkZGKC4ulgb5VLC1tZXG2dKlS9mxYwdHjx5l//79NDU1sW/fPov7JaqAlbIok+/D5L+JyJJIUc9kxBUmqEgZGRl8/PHHsrtUbW0tx48fx83NjY0bN8rrVRYjiLT50NAQv/3tb2XxpDBoJkcxxbr19vYmJiYGDw8PrKysWLZsGWvWrMHOzo5bt25RV1eHv7+/lN2Du89+KKMgJ0+e5E9/+hN1dXUkJCTw/PPPs3DhQnx9ffH19ZWfuZ95I+QJAwMDWblyJYWFhZw/f57GxkYcHBxwcHDAw8MDV1dXIiMjWbBgASkpKYSEhEgjcLq/LwzX6upq3nrrLfbt24e9vT0rV65k7ty5+Pr60tjYyJkzZ8jPz5dZKFdXVxwcHO55/1GioqKCqqoq5syZIx0A8b6Z1E0WUD7/kJAQIiIiZF1EVVUV0dHR963MIDRdYYImkJeXh9lsxt/fXyppzJQMlpIrevz4cf7v//2/tLe3ExkZSWJiomyNbGNjQ319PadOneLo0aPY29sTEhJCQECA1AydfEYtWrSI6Oho7Ozs5H4v9jPBWf3617+Oh4cHr7/+OtnZ2VLuzdXVVQY11Gq1lLQTmO497uvro7GxkY6ODhltHR8f56233uLGjRusW7eOH//4xyQlJclAyuRCOaXygxJKOpa1tTWDg4NSWcfGxoaWlhaOHj3KoUOHuHnzJq2trfJ7Y2JiSExMZNGiRSxcuJDw8HD5/Xc7f4XzkJGRwfXr19HpdLz44ov83d/9Hd7e3jIwKDI9AHPmzGHBggXSrrmT06rkzt4piyH2XhEMEyoNlZWVnDlzhoqKCgYGBtBqtaxfv56nnnqKBQsWfCod4p4NV+XEuHXrFseOHcNsNhMeHs7SpUtlRXJSUpLU6/ysDUgU+YhNRXnhQl6opaWFv/71r1y7do38/Hz8/f3vKrR8t+jr66Orq0sSwPv7++nt7bVozQjg6OgoU1lgKdMjrkcZARaelUajsfBYxHfpdDoqKyulxxEdHc3g4CDOzs60tbUREBBAVlYWp0+flgU4S5YsISIiYlqL1Nramo6ODgoLC8nJyUGtVrN+/XqWLl3KyMiI3AjulS8En7S8ValUBAYGEhgYKLv4VFdX09PTY2HYieet7Igk5NImG0B3A2HwimcFyOfo5OREUlISQUFBHD58WHq11dXVeHh4SE3MqKioz0zlj42N0d/fL+kFUVFRODs709fXR0VFBZWVlbII8X6ld6b6bTHXh4aGZBcZQQ9Q8lrFe2BCcD8tLY1HH30UnU5n8bn6+nocHR1ZvHgxGzduJCgoyMIpVGoNC66l0qkQaTGht3wvsjRKiPVsY2OD0WjkxIkTvPXWW7K4yNbWFqPRyOXLl2W18Zo1a5gzZ44Fx9Pf359NmzZx4MAB6urqePnll2XhZWxsrKTwCONVjNfW1paYmBg2btxIdHQ0q1evJjExkZaWFjIyMhgYGGDOnDky2gbT59ZXVlZy6NAhiouLmTdvHj/84Q/Zvn27jOiIArpP0/KcDLEXwSeGlLICPDExEV9fX6kgsHHjRlJTU2XUMyoqyqJjmohgTnc/EPq0ogC3p6eHefPmER0djcFgYO7cucTExFBSUkJLSwve3t5SN1OlUknDXpwJgl5zp/1uZGTEIiiiNOqioqJITU2V/E9xmIrndb9NT5QFoWJ9xMTEkJaWxqlTp8jPz+fs2bN4e3vLa7jXgsXJmQwxL/Lz89m/fz+PP/44bm5uUm5JcBzvxWAWjvDw8DDZ2dm0tbWRnJzM97//fZYsWXJbZ73o6GjCwsJQq9UkJiZKY1W5d4hubHZ2dtLQBstsnXA8g4KCeOaZZ/Dy8uLo0aNcu3ZNqjiIa/P09CQpKclCPm6661Cv1+Pl5YVOp6Ouro69e/ei1+s5ffo0AGfPnuUHP/gBMBGNrK2txWQy4erqiqurq6SojI+Pyzns4eEhxyRsmb6+Pk6dOkVDQwPJycnExMSQk5PDb37zGxk0CA4Ols1hNm/eTEJCglRdgE/W93RsHaPRKAvN+/r6ZEQ+Pz+fV199lePHj8t5OzY2RkREBKtWrZJaumq1Gnt7e8n7FXNqKuNZKVEm7AiTyURPTw9ms5n29nbeeustYCIj4ubmJuVFz507R2pqKnFxcTNruCojPTAhgXPu3DkZoRQakAIajWZaxQpTeffCw3FycpIc09zcXI4fP46vr6+kF8xEJEuE+t3c3CgpKeGDDz7A2toaFxcX5s2bJ6vrJ0NEn+50DZ+2aej1epYuXcqiRYvkfbWzs5P3zcXFhaeffponnniCV199lf/1v/4XBQUFXLt2DS8vr7vmZQqMjIwwMDAgq3UXL14sPStBhJ9pUr9Op5P8r8kpbPG7YuyCGyuUKaYjtDw2Noa3tzdLly6lqqqKrq4uysrKaGho4ODBg7S3t/PNb36TzZs34+vri1qtlpSUW7duUV1dLTmSgtd3J1hbW1scrllZWdTU1GBjYyMFtwVmul2mcg6OjY1hNBol7+pOsLOzY9myZbKzzubNm4mOjqaxsVHqIRsMBqKjo2XqCm5fV2KeT+YTiupiwd+63zmkdEQrKir4y1/+wqlTpyyuw8/Pj6GhIc6dO8fVq1e5ceMG3/72t1myZIk0RmJjY/n+97/PggULOHfuHMXFxbS0tBAWFsaGDRtIS0uz0IBUbsZ+fn584xvfkEYeQE5ODsXFxeh0OhYuXCil/WB6URCj0UhmZiY3b97Ezs6O3bt3s2XLFos05J0Oh0/DVNFx5Xyprq6muLiYvr4+kpOTefrpp2XNgKBcKHGvXGwrKyv6+vpoaWlhYGAAGxsbnJ2dKS8vJz09HXt7ewwGgxSh37BhAxkZGZSXl1NXVyfbSirH81nGlyhWGxkZoaKiQvJoDQbDbenHyZ2o7gdKRQdhAKhUKry9vXFwcKCsrIzi4mLa2tqk4aossrtbiKyGQEBAACtXrqSyspKCggL+v//v/6Orq4sXX3xR7j/3Q00SnzOZTJIyM3fuXBYtWnSb0QqwfPlyFixYAGBx7ot1PFmV4E5QdmxzdHRk27ZtpKamsmfPHn79619bRAdFIbSox5huAEsoIiQmJpKUlERdXR3nzp2zyLAK+orAsWPHuHHjBikpKWzcuBE/Pz+sra0pKyvj8OHDGAwGi+YkMFHw/eabb/KHP/yBlpYWNm3aRGxsLFlZWVRXV8usTlpaGuHh4URFRU2p1zpduhBMPAs/Pz+CgoJoamri1VdfpaCgALPZTEZGBj09PYSFhclgTGxsrNRsF9KeYq2IjOqn2TqT3yNoZGJOtLW1ERQURFpaGosWLeLmzZu88soraLVaPDw8LO7bVLjniKvJZCIvL493332Xt99+m5GREXbt2sU3v/lNwsLCZM/aycbop20QU72m5CLCRAg7KSmJ06dP88orr9DQ0MBzzz3HqlWr7jm9JDA2NoanpyexsbGyLR9MVIcKUWdlGl2px3e3Y1Nqi4q/KzsdCSNESEAJnpKtra0UlhcdSpSFUNOBOAjUajU6nc6iClVpBN9PZxklWV1wm5UC+SIaOjQ0hLW1NcPDw9IIdHFxwdbWlt7eXoxG423Rw0+DuK9hYWHs2rWLqKgo6urqqK2tpbu7m+DgYNk2U3R4ampqIj09nZdfflkau2azWXqWQ0ND8jmJqIqIBIruKQcPHuTXv/41lZWVrFq1iueee85Ctmcmo60wddRFePzwSXpIRK3HxsbQaDTMmTMHHx8fRkdH0Wq1REdHEx0dzdDQkHQQJx8syrmrnOfW1tbSSe3u7qaiooKRkRHCwsKYM2eOBS95uvNIWQnb19fH0aNHOXnyJC4uLuzevZvr169LqkdqaioeHh5kZGRw9uxZ+XxDQ0OlJFpERASenp4kJCRQW1sri7hiY2OlyL3ygBcUJb1eL8dYXV1Nfn4+Z86coampCX9/f6nrKj4znefc399PS0sLfX19eHt7y/TY8PAwra2tUvtSial4y+J5iH3S3t5ejkPsIR0dHXR2dlJdXc2ePXs4c+YMvr6+bN26VXbBA6TRKriu9xqpExAGnNhrwsLC8Pf3p7u7m6ioKLq7uxkZGaG3t5empia6urqk5E9HRwd6vd6CPweWe6hwNiYb+CqVCl9fX+bMmUNubi5lZWXs2bMHd3d3QkNDSU1NvW2eC7m8ex2viPCLOVBWVsahQ4eoqqoiMDBQdhlUXuO9QHl97u7ubNmyBXd3d1555RXOnz/PH/7wB/R6Pc8///xtTVSmK72nDCwIiCK7+Ph4goODLRR+BHdZYPIZoty3BPfzToa14EIKQ8jf359du3ZhNps5c+YMWVlZsr4lNDRUfrdS9nA6CAsL47nnniM8PFwWg4sCbLPZzNGjR2UXvhMnTkhxfrVazRNPPMHAwADvvPMO+/btk+n96OhoGhoaZFr8rbfekkG+vXv3sm/fPsxmM4GBgWzdulVqN0+WwFRq5053bGNjY2i1WubOncszzzyDVquloKCAkydPotVq8fX1JSQkhNbWVtrb23F0dLSYp8o9aCqbQDg0Sim2ye9xc3Nj7ty5pKWlERQURExMDPPmzSM8PBw3Nze6u7vR6/X4+fkRFRUlawvuVNsyLcNV6clUVVVx8OBB3nrrLbq7u0lNTeXFF1+UVvp0N/E7QYSoBfz8/Ni6dSt2dnacPn2aDz/8ECsrKwICAkhMTLwvvUij0YherycqKkp6Bjqdjk2bNpGYmCgNLEAaLQJ3azB/FrfK2traItIlHtzw8DDvv/8+b731FiaTibi4OOLj43F2dp62Zq2trS16vR4bGxup3SlI2K2trTJKPvn5KSvL76ZIQhh7NjY2uLi44ObmhlarlZI/AQEBcpNTfp+oSBcH83SoAsJ4E5E2JUl88px0dnZm3bp1kjhuMBikHJiyw82dFo/ZbKa3t5fTp0/zu9/9jpycHObMmcO6deskB8vGxgZHR8cZj7gq55mtrS0+Pj5STF4UBQoodX91Op3kVon0pqCwKAt5Jv+G+H9hNIhUnlqtlkU+Fy9eRK1Wk5ycTEJCguS23UvHJSUH9OzZs+zbtw+A3bt3873vfY93332X7Oxs6uvriYiIwMPDAzc3N1pbW7l58ya1tbUyhS8KQg0GA/PmzWPevHkWv6VMrQPS2BVRg97eXq5du8YHH3xASUkJjY2NmEwm2WJUYLrUCAcHB7y8vLCzs6OpqYmbN2/KdoqC2yoiloODg3h7e8vis8+CyWSioKCAuro6hoaGaGtr4+bNm2RmZpKbm4tWq2XHjh1s2LBBCr8LZxZmxtEaHR3F2dmZ4OBgXFxcKC0tpbOzkx07dsjWyt3d3Wzfvp1jx45x/fp1Ojs7cXFxwdvbW7awHRoaoq+vTxbuuLu7T7mHCnqQSM2Gh4ezfv16ampqqKur46WXXgKQrayFJrgwEu6X8yqoMyJbdPDgQd544w1GRkbYuHEjmzZtwmAwWMgo3i9sbGwICwsjLCyMwMBA/uVf/oWzZ8/y0ksv4erqyrZt2+S1TW65ejcQ69bW1lZql964cYOBgQE2bNjA008/bVG7ItaRMJCV637y2Tw5enyn8cEne5i/vz8vvPAC8fHxvP766xw8eBCTyWQhQ3gvlBaYiEpu3rxZ3rPf/OY3nD9/Xr7v5MmTHDhwQFJnzGYzBQUFvPvuu2i1Wqqqqvjd734nnbEjR45QU1NDSUkJJ0+e5NKlSwwMDBAbG4uHhwd1dXWUl5fj5eXFxo0b2bVrFwsWLLCQHxRBpvuZm+J+/P/tnXlQlVea/z/sy2W/cO8FWa4iiyAKAhEVcItE26Vj3KJJnElip7uTzExNddfUVE/VpKama2ZqMpNO1ySdTibp7EknMe5LOioqisgiguzKKvu+c+EC3t8f/M7Je69oBDFR536r/EO923nf857znOf5Pt+vTqdj27ZtzJ07l5ycHLkOLFmyhPHxcT788EMaGhoYGRmhpaWFxsZGdDodw8PD8mAoYiBxOBDa7beC2EuE7JdQQ1i0aJEMzC9evMjFixfp6+vDz89P0uuMRuPMBK7Kk0xJSQmnT5+mp6eHxMRE/vZv/9ZMD3Amie/Kye/v78/mzZtJTk4mNDSUN998k6KiIoqKiggNDZUp5ulkC8XG4+7uLsfp5+dHSEiIDLBE5lA5PuEIczcTTMmRmgxCJqaxsREXFxfi4+OJjo6Wv+lOF8EbN27g7u5OYGAgGo2GkpISTpw4QUJCAgaDgbfffpvm5mZ+8YtfSEFhcS2F9pwlJ3UyKE/q9vb2qNVqkpKSmD17NrW1taSnpxMZGUlAQACjo6O0trZKftj58+fp6+tDq9XKYHeqmOwAY2lGoLS8LSgokAeCFStWfO/nd3V1cf78ec6ePcuxY8coLy9n4cKF/PrXvwbgv/7rv1CpVGzatInly5fLg9BMSdQoOWOOjo7ExMSQmJgoLZUtXyeglI0R813wpcT1UtpyWv7mnp4e8vLyZBODra0tV65ckUHdnDlzpOi98jumCmUGXvhhh4SEsHTpUvR6PWvWrKGsrIwLFy6QmZnJwMCADNadnJyka9b169dpaWmRbjaTwcbGRnafj4+PS1MTmFA3+eSTT9i7d6/spAZkSUv53E1lvRENlQsWLCAyMpLa2lrefPNNAJ588kmZ8Th48CB/+tOfGB8f55e//CVPPvnk9362yWTi5MmTfPTRR1y5ckU+u83NzYyOjhITE8P69evZunWrbCxTBhzimtwtRLVo4cKFLFmyhEuXLvH1119jb2/PM888w5IlS3BwcCApKYna2lqOHz8OTGRnIiMj0Wg0mEwmCgsLOXXqFMXFxSxdupTnnntuUmfEffv2ceHCBdatWyeNKFJTU7G3t+fdd9/l5MmTjI6O0tDQwDfffIO3tzexsbFs3LiRTZs2ycPCdLRqwbyiWFNTw7lz5+jv7+exxx5j586dZpn9mWqeUs65hIQE9uzZQ19fH3l5ebzxxhucOXMGGxsbVqxYwc6dO6WCy52U6+G7fdzV1ZV169ZRVVXF0aNHuXbtGnFxcWbVMJE9hZvXEPFv02mgVso+trW1UVlZKXVEy8rKqK2tJTs7m/nz55uZ5UxnDivXZsHF9fPzk1KdBoOBWbNm4e/vT1dXF1euXOHcuXPU1tbS3d0tjYkaGxt5++238fb2pq+vj+vXr+Pq6sqTTz7Jjh070Ov11NXV0dLSgkajISoqiuDgYLM9aiqJottBeR3UajXJyclER0fT3t6Og4MDOp2OoaEh7OzsGB4epqSkhPT0dNzd3fH392d0dBR/f3+WLl2Km5sbV65coaioCI1GQ1JSkhklbrLDiYBKpZI9T0oaSXZ2NpmZmQBmrqe3u39TDlzFZiIcoGJjY/n1r3/N9u3bASSXaSZO7MqLIIImNzc33Nzc5OludHSU9vZ2qqur6e3tvavAVblYLViwgMDAQDo6Oti/fz8+Pj6kpKTITV9QGER63DL7eicPjTIgGBgY4MqVK/T19TFr1iyp+9bf349Go8HZ2ZmgoCBmzZpFX18fKpXKLBi6U4hGj/DwcB555BEqKir46quv5On4D3/4Azdu3GDLli0A0v9arVbfVm5MWb4UjWg2NjYMDg5K+kFwcDA+Pj6UlZVx9OhRyUcVskwjIyN0d3eTlZVFf38/y5cvlw5MU9lMLOeMUoBcZGSVyg/V1dXU1tYyPDxMRUUFx48fZ/78+dTV1TE0NCQ7XgUveGhoiNraWjIyMsjOzpYyWM8//zxPP/00+/fv59ixYzJLJixIRWlsprOvMEHxWLlyJV1dXaSnp3P16lXpAe7k5ER/f798LpXfb3kAm4w/pexibmho4PPPP6esrEyKqhcVFVFaWkpwcDBPPfWU5Jxbfv5UoNzYBdHf29tb+rIvXbpUGnVcvXqVqqoqmpubCQkJISUlhcDAQKqrq9m3bx91dXWsX79eyucZjUZZQhel1PLycj766CPa2tqYN28eCQkJaLVacnJyePfdd6mrq2POnDmo1Wpp6yv+iAzBdLrfZ8+ezZYtW6iurubq1au8+uqrdHR08MQTT9DR0cGf//xnKQUksh1RUVE3lQxFQ2JHRwf5+fmcOHGCjIwMs+/U6XQsX75cHvyVigXTORx+H8Tv8/Dw4IknnqC5uZkDBw7wxz/+kby8PJKSklCr1dTX11NTUyMPHsrst42NDX19fZw9e5YzZ85gZ2fHk08+iaurK5WVlTQ0NDBnzhzGxsY4e/YsX3zxBTBh/zl37lx0Oh1PPPEETU1NlJeXU19fT2BgIB4eHrS0tHD69Gm6u7sZHx+XDYl347go9pzOzk46OjpwdnZm2bJlxMTE3DI5ITL+ykPDnQZ44lAiDglr166lqKiIvLw8cnNzyc3NBSb4lQsXLmTBggVTGp+S5hcXF0dycjLZ2dnY29uzYMECM0rdZI1zSt64kuox2dhuZRShdFa6evUqv/vd73BxcSE0NBR7e3t6enrIzMwkKSlJJs+mYyMKE/utcKjr6urCZDLJhlZbW1uGhoakm+Dly5fp7e2ltraWuro6wsPDpSB/VVUVZ8+elbSA1NRUNm7cSGpqKvHx8djZ2ckG9smugaDXzCTEc+Xs7Cx12gW8vb15+umnGRgY4LXXXqOwsBCDwYCtrS3t7e1ERkZy48YNYmNjycvL48yZM1JNYu7cuZLOodVqb7q3Yu9WUtnEvx8/fpxPP/2Unp4eVq1axfLly+X/3y6GnNKVUS4ojY2N9PT0EBwcbNZVO52y4K1gOXnF97e1tfHaa6/x+9//HpjIwlpywaZz2lJ2uT/66KO0trby/vvv8/nnn1NdXc1vfvMbNm3aBCCbUO4mM6HMYDc1NckMyaJFi1i3bh02NjZUVVWhVqvR6/X09vZKnc3JLGenAr1ez4YNG6ivr+fkyZO8+eab8jSu0WjM7vWdKAwoT9dKDqTl5ioezOLiYmnxKMrPSoimMaHcMJ2FSGTAle8TpXTlb5w9ezZLly4lPz+f/Px8XnrpJcLDwxkfH6ezs1OKXY+MjMgyiZA1EQ/ixo0b5UPn5eVFZGSkJN1P5lw1U7CkRgQHB5Oamsrhw4fJysqSAtkXL17EYDDQ3t7OwMAAPj4+Nz2nt8oEKQ9Gvb29ZGZmcvXqVQoKCnB1dWVoaIjZs2eza9cunn32WYKCguTnTDdwVS7aERER6PV6GXxs3LgRW1tblixZQmxsLLa2ttTW1pKXl8f4+DgrVqzA39+fzMxMGcDV1NTg6OjIypUrpeKAcs5lZWXx4YcfcuPGDc6dO8cnn3yCn58fBoOBuro6kpOT+fu//3tsbGx49dVXycrKorq6mubmZklHmcpaoDQU2L59O+7u7vzP//wPmZmZvPbaa6Snp+Po6Ehpaal8z5kzZygtLSUyMhKdTif5yzY2NlKnVvwmGxsbqa7Q1NQkKU/PP/+8lHu7G1vsO4GQGbO1tSU5OVny6ffu3UteXh55eXnSvEasHyaTifb2dtl4K/iwQg+7t7eX8+fP4+Liwrfffsvly5fRaDQEBARQXV0t3Zaio6OZNWuWPNwL6tPY2BhJSUk89dRTXL16lT/+8Y9cvHgRe3t7abOt5PdNBcoMmYuLi7w/8F1QN9nzLwJVZeA61UOQeEa9vb0JCAiQPREC165dIzs7Gz8/P7OA5fug7F43GAy0tbXR1dXFokWLSElJwd/f36ykbYnJ1pTva2C2/H/l+3t6eigsLKSmpgYvLy8GBwelkonS9OhuMtqCUiXmgeCgCiMQOzs7hoaGGB8fZ//+/djY2LBjxw527twpHaPS09MxGAzk5OTg4eHBz3/+c3bt2gUgew9udw3uBW61vot1wN3dneTkZDIzM/n2228pKCiQPRw1NTW4uLiwZs0aGhoapBnFl19+KU2fUlNT2bp16y0PwSaTiYyMDOzs7EhISKC4uJjXX3+d3NxcIiMjeeGFF6T7oejJuBWmtGopmzTEgpeTk8Pnn39OW1sbCQkJqNVqjEajPGUpN67plKFEFs7T01MuQsePH+e9994DIC0tjaeeeoqoqKg7tum8FZRBQEREBE899RTOzs784Q9/IDs7m9/97neMjo6yePFiM0mrq1evUllZiUajITY21szG7E5/x9jYGO3t7VLzLzc3l7GxMRobG1GpVOh0Ojo6OqipqZHyWdMZq7hvtra2rFixAltbWwICArhy5QotLS20trZiMpk4d+4cERERZtf14sWLVFRU4OLiQmxsLCEhIXLRcnFxkVkfZRlPSTC3t7eXf3d2diYwMBBPT09cXV0lqd/d3R0fHx+5UCitLaeKW20AygY7GxsbQkND2bx5M4ODgxw5coSmpia6u7vx9vbG3d1dbq7CLlbwvdzc3MjLy5NNX2JOeHt7ExMTQ2FhIY2NjWbi9jNVIlRCZHLF5itO/aJxqL+/X/I0xW/y8fGRcjl1dXU4OTkRHBw86fVS/mY7Ozt6e3uBiQVdSLZt376dZ555RmYfJysVTgXK+x0dHU1MTAyHDx/ms88+Izw8nHXr1uHp6Smz+RqNhqCgINrb22VDz7x58wgICGB4eJijR48SHBws741ybWpsbCQ/P58bN27g4+NDYGCgfB5gomlj586dPPHEE1y9elW+r7e3V7r7iUBlKhCZbA8PDzZv3oy3t7fMsJaWlmJjYyO5vh4eHjg5OXHjxg3KysooLi6WTaHi/osgIygoiGXLlrF582Y6Ozv54IMP6OrqIjAw0EwBQSkHda+gFF6Pi4vjxRdfZMGCBRQWFlJXV0d3d7d0T9TpdBQWFnLmzBk++OAD8vLymDNnDr29vVRXV2NjY0NBQQGvvPKKPISJoHdsbExudOXl5TLw9ff359y5cxw7doyKigpgosmuoKBAygPBRKXQ19cXT0/Pu+qTEOu+WKOFQ53QqVRKDonXC03QyTJV8P2qDpYJAtFXYDQacXd3lw2wBoNhUqON20GZXLly5QoXLlzAzs6ORYsWyQPbZIGryWSSdBg7Ozt6enpoaWmRNuZKWDZ9WkKI34+MjODj48PmzZv58ssv5b1LSEggLS3NbG5Pd14rx6DRaPDx8WFsbEx+t4CzszMqlUq6pa1du5aNGzfK/1+zZg0tLS2SfqTcEydzFRT0w5mg6NwOyj4FZY+DuF4RERH85Cc/oaysjLa2NjZt2oRKpeL48eMcPnyYpqYmlixZQmhoKLm5uVy6dEkeGIaHh0lISCAyMpLh4WGGhoZkP8X4+DjHjh2TtKeEhAQKCws5ffo0Op2OPXv2sHr1ajN+7+3imindXWWnqviClpYWzp8/T0hICNHR0djY2NwUKU8WsN7qFKZcNIaGhigpKSE/Px9/f38SExMpKyvjww8/ZGBggNTUVH7729+aZRAsP2+qEO8TDhAhISGo1WpeffVVzpw5Q2dnJ2vXrmXDhg1ERERQX1/Pvn37yM7OZuXKlURHR8vA9fs6OJUPl5+fHytXrqSpqYnc3Fzy8vKkc09nZ6c85QQGBpKSkkJ8fLx871SyWmLRFBJfGzZsIDQ0VDqVff3112RnZ0uLvZdffhkfHx9yc3N55513OHbsGFqtln/+53++ycaupKSEsrIytFotEREReHl5YTQaZXAhuLEODg7MmzeP3bt3s2zZMsmX9fX1xcvLa9KmsHshFi7mmq2tLbGxsZJAXlpaSnNzM8PDw1LsWnhMu7q64uLigl6vp7u7m9/+9rekp6czNjYmFyfhTDU8PCx1UoODg+9J0Arm3fDi3sbGxrJw4UK5qZ8/f146w5w9e5Y5c+agUqlobm5m7969qFQqduzYgU6nk8GGmJ/K320wGOS/i2YoX19fli1bJl3XLCWlpgPlsxESEkJycjJFRUUUFBTwL//yL1RWVrJ48WKpPiE2g87OTgYGBkhMTCQoKEjaXwKcOHFCzsW4uDhggqt84cIFKisrcXR0ZOPGjVKUu6WlBXt7e7RaLWq1WvqzCw6xk5MTIyMjDA0N4eLiIjMad7r2iDGKjEVaWhqhoaGSwtPU1ERFRQUVFRXY2dmxYcMG5s+fT0VFBdeuXZPmCSK40Gq1hIaGotPpSEhIICwsjPLycg4ePEhRURGFhYVUVVXJsd/roBW+W5vEHBINk0NDQ1KP09nZmfDwcFQqFadOncLJyYnTp0/LrKwSAwMDtLS04OTkRFBQEJGRkYyOjlJYWEhHR4ecB9nZ2TJbJDjZIvDPz8+XWsAjIyO4ublJLWsnJ6dpOfWJMYqA1NPTE5VKxdjYGDU1NbS2tqLVam95zUUgIdYjyz6K280rywZWZSWwv78fQF4vpYLMnUDsqTdu3CAvL4/i4mJmzZol10u4OUEgfouIA/r6+qS6wtq1a0lKSgLMTUJEMKXMvItr1dbWRl5eHo2NjSQkJPDKK68QERHBr371KwYGBoiLi2P9+vXSQGemGsPd3d3x8vKiu7tbWtD7+/vLg6IYq7Ozs6QvigOkj48Pq1at4siRI5w8eZLMzEyWL1+Ot7e3mVLGj4FbNYibTCZ8fHxITU2lpKSE/v5+/u7v/o6IiAjCw8P593//d/Lz8/H09MTd3Z3i4mKMRiMeHh709fWRkZHBokWLpJug8hk6dOgQv//978nMzGRsbIxvv/2WkZERPD092bNnj9QetpRbvRWmFbh2d3fT2dkJTNzcRx55hJiYmFt2vIqShWVXmjJwEOVo5QMq+JdCu1Gn01FXV0d5eTl6vZ7HH39cNigpf99Mwt3dnS1btmAymXjvvfcoLCykrKyM48eP4+vry+joKLW1tRiNRuLj4286Sd0OykVMq9WydetWKe0h+CShoaH09fXR0NAgO2WDg4PNMr7T0XlUdv1HREQQExPDkiVLqKurIzs7m/b2dql7ajKZKCkpoaSkhLa2NlpbW2lvbzf7zOLiYj788EOOHDkCTHDM5s+fT3h4OHFxcQQGBlJcXEx9fT0qlYqEhARWr14ttfduBUu915mEcr7Y2tpKX+Xly5fT2trKN998w9GjR4mKiuLFF1+U98LGxgZ3d3cuXboksw1KnUi1Wi1d3cRBJDo6ekoi8tPBjRs3zA6V4prZ29uTlpZGfn4+WVlZfPXVV4SFhZGWlkZFRQUHDx7EZDKh1+tlU4uoPggJFqPRSG9vL5cvX5ZZm8HBQflakR2aKSqEMggMDAxk48aNGI1GPv30Uy5fvixVKcRBTOg+9vb2YjKZiIqKIjw8nPLyclk2rays5MCBA9KNZmRkhLNnz3L8+HEaGhqkBEtLS4tcs2xsJty5srOz8ff3p6ioSGZihUe6Uo3hbudpaGgoXl5eshnzq6++oqOjAwcHB+Li4ti9ezddXV1UVVWZlb+VihGOjo6S6+/j48O8efM4e/YseXl5ZoHrTNNWbgdLh0RXV1fZDa/EsmXL8Pb2ZsOGDdTU1HD9+nV5qG5paSE6OpotW7bIRhxROaiqquLMmTP85S9/4dq1a7S1tXH27Fk6OzsxmUw8+uijJCQk0NHRQVlZGZ2dnfLaxMfHs3z5cllZmm5Ar1zvhZoCQEZGBsnJyYSFhU2qad7a2sqlS5fo6emRWrezZ89Gr9ebCfIrBfqVsMx2CpF/JRwcHAgODsbT03NKFBHxutraWvLz8xkcHCQ1NZV58+ZJvr4yI2wymRgcHESlUmFra0tLSwvvvPMO77//Pm5ubvJgJuIAsXe1tbWRk5ODg4MDEREReHt7y8xsQUEBr732GpWVlfzTP/0TSUlJJCYmSsOKwMBAs9jjbhIEyufX3d0dPz8/2traqK2tlbJ1Sh6qyWSS0nniuoteIL1eL2kZVVVV0s75+7i+PxZExWb27Nm89NJLGI1GIiMjsbe35+mnn6avr49PPvlENsPa2try3HPPsXDhQvbt28fp06f5+OOP0Wg0khYBcOTIEV5//XUyMjKkw1l9fT2+vr488cQTbNmyxawx8k72yCk9oaLUUVpaSn19PQCLFy/Gz8+PqqoqvLy8CA4OpqOjA4PBgEajQafTmWVgxSYzWbAlmiZE5qqtrY1Lly5RVFTEjRs3ZFfvnDlz2LlzJ6tXr5Yb10x6T8N3pHeTyYROp2PHjh14enpy4MABGYAVFxcDE+XwxMREM+L7VIJosZAEBASwfv16wsPDpXOGUvt0shs6ncmvfL3BYJDag2q12qy0LxwuBJ9WeR+PHTsmS/1lZWVkZWVx4sQJKdJcV1dHZmYmGo1GlgEvX75McXEx8+fPJyUlRU5W4bQhAmqRNVQS+u81xObv4eGBh4cHOp2OM2fOkJOTI+15YeJei9JRbW0tLS0tN5HSVSoVMTExREVF8e2335Kenk5iYqLUyxTfNdMHLUGQh+/4xCJzkZqaSmtrKw0NDWRkZEjnpNraWpqammhoaOCzzz5Dr9fL5irLEnhGRgZHjx6lq6sL+C5wHR4epq2tjd7eXjMd4LtdmMX7Rdn/qaeews/Pj6NHj3L58mWqq6tlSdIS169fZ3h4mMjISHx8fMjPz6eiooKamhopnXP9+nXOnTvHxYsX6ejoAODUqVPY29vLsY2OjlJfX096ejr9/f3U1dXJ77uVxeNUIdZCQbURm7BWq+XSpUvSsUYEyZaNFZYQ66EoQ6empnLy5Enq6+sZGBgwu74/FJQOgiKoUgZi4qDg7OxsJlnW0NBAZmYmH3zwAZ2dncyfP59f/epXN6kKxMbGsmDBArRaLfv376egoEA2laxbt47NmzdL8fX6+npZRg8NDSU0NFTycZWZvqlCGZjb2tqyevVqcnNzOXfuHH/6059QqVSsXr0aZ2dn2RwoxO7Pnz9PT08Ptra2uLi4EB4ezrJly6TNp3iuxTqpbJoSzVkiwyXk6mBiLRL7k3K9vVM4OztjMBjIz8/n2rVr+Pn5sWPHDlb8f+UV8VlCTs3BwUHuITU1NXz55Ze88847NDY2Sikwsb4bjUZ5H69fv86nn34q+aLJycnyN7S2tpKXl8fw8DCXLl0iLy+PkydP0tDQgFarNQsm4e7MXpT3Xkgjzp07l4ULF8pAWimfpVKpZOAqDo9ifRC0N0CWzm8nD/ZjQ1w3JycnWU0VCUZfX1+p5nHkyBHq6up45JFH2LNnD4sWLUKr1dLc3Ex+fj5vvPEGdnZ2REdHk5mZyfvvv092djZ6vZ5nnnmG0NBQGhsbcXV1JTk52axye6dJuClnXNvb26mtrZWnw97eXvbu3Utrayvr1q1j4cKFZGdn09PTQ1paGo899hghISEMDw/LzSQsLOyW2VnlQyW4QWq1mpCQEEJDQ/H39yciIoKVK1dKTst0LQnvZLwCGo2GnTt3smrVKkpLSyktLeXq1avSJnPFihVmzldTadxSPiw6nQ5fX9+bAptbnULudszKh3xkZEQ6zcyZMwetVitF3l1cXOR9rK2t5fDhw5w5c0Zu8kajEV9fXx599FEiIyPp7+8nLy+P0tJSyS0TWLZsGUuXLsXDw0Nu/s7OzrLkNRMSIFOF5XeJMQkXnu7ubqlXKJoBhoaGMBgMMgOrREhICEuWLOHixYucO3eO5cuXmwWut7OunKnxCHkTQJZDS0tLefvttzl06BAmk4mAgAC50Rw8eJCkpCRJd1GqQwjR7TNnzmAymXBzczMLgoxG45SMIu50DEqEhITw9NNPs2rVKrKzs6mpqaG/v1+WlQMDAyVPUghur127loaGBmpra4GJOd7Q0EBOTg4lJSUUFhZKi0ZABrCOjo6S22xra0tFRQWVlZVSu1a4z7W1tUkRdMuK0VRhmVEbHBzEYDCYOUgJ3C5rJrLV4+PjeHh4kJSUJDPuyoPpD/l8Kb9TWREQY7rV+hYYGEhYWBje3t6SlnGrgDssLIyf//zneHl58dprr1FTU8PKlSv5zW9+g6+vL8PDw7IPQXDolLJ+d3s9xP0Tc2DFihVSf7agoIDf/va35OTkEB4ejtFopLS0lCtXrlBZWYnRaJRzqLu7W1YCdu7cye7du830qC3nmKhYwoQjUU1NjXR6W7duHUuWLCE1NVU2G001sOvp6aGmpobm5mZZTRIwGo2yIVtJEaqsrOS///u/OXjwoHy+fHx8CA4Ovmnejo6OcuHCBU6cOIFKpWLx4sVSinFsbIzm5mZZDSktLeXf/u3fuHTpEgaDgejoaDOXP3E9pgtl4BQSEsLPfvYzydVVq9Vm3H1hViEOIYLqoAyidTodHh4etLa2cv36deLi4qRc190Y/PxQEHrfovIluKjDw8MEBgai1WpxcHBg7dq1NDY28h//8R9kZWXR0NCAr68vNTU19PT0oNfr+cUvfsG2bdsIDg5meHiY8fHxm2gTdxwzTXUgHh4eBAQEoFKpGB0dlXIbAB9//DHffPMNnZ2dcrPLy8vD29ubwcFBGhoaMJlMJCYmsmjRIsbHx2lvb0etVksJG7GAdXV1UV5ezvXr11GpVKxatYrHH39cap0pidL3gv8I5rJKgncRGBhIYGAgSUlJkgdna2tLSEgIOp3O7MJPZQMT3ECl5JTyJCd4s+I136ejeqcQJVaYuOYiYyqse4uLi9HpdKSkpDA2NkZ5ebnkr/j5+TE+Pk5XVxfu7u6sWLGCTZs2MXfuXLq7uykpKaG0tJSWlhaGh4exs7MjJCSENWvWSKqDchGeiezVdKHc7EUGw85uwi99dHRUBjTK0rloGLAUYRY6dStWrCA9PV02hwge1r3ItlpCXEfl7/L39+e5556jo6ODDz74gAMHDrBgwQIZ3I6MjPDVV1+hVqvZsGEDnp6e1NXVUVxczKlTp2SwK66XEmLhvhcQi7ydnR0qlYqwsDBCQkKks1pAQAADAwP09PRILqODgwNXr17FaDTS0NBAUVGR/Lz9+/dTUlJCT08PZWVl9PT0oFKpmDVrFp6enjQ1NZnZO4qDCkyoR8TGxrJ3714qKyuprKyUmsNg3oU9HYiN0N7eXs4vAUt1BxcXF3nAUG6mQpNXrKX+/v7s3LmTlJQUswDoXq2bt8NkfEjLUreweXZzc8PGxgZXV1fZ6NTS0kJzc7NcYwQXVARqfn5+bNiwQXIih4aG5Dgn67+AicBJmcW8W4gSuqurK2vXrsVoNPLee++RmZnJ//7v/8quf9G4aW9vT0pKCgkJCeh0Ourr6zl+/DgVFRV8+eWXDAwMkJaWxqpVq8y0iAUvVJjhmEwmTp06xYkTJwDYtGkTf/M3f8PcuXNl6R6mHrja29vLuVZbW8v777+PwWCQ1ugBAQGyiipoD3v37pUqHTqdjs7OTjw8PMwk2BwcHGhsbOTEiRN89tlndHV14efnh729Pc3NzdKl7sCBA7Lql5OTA0wot6xfv55du3YRFRVldl9nSvNUyEYpYTAY5CHSwcGBtrY2+vr6zA6Sys/w9fXF1dVVWvKuW7fOLHC9XyEqIMI5T9A6hDWu5Wvd3d3Zvn079vb2/PnPfyYvL4/6+no0Gg2rVq1i8+bNbNy4UZpYWNpKTxVTelLFJp2QkEBqairl5eX09vbi5uYmfdINBgOLFi3CYDBw+fJlSYIX2QiY4KwI9YHm5mZ8fX15/vnn2bJlC729vdTU1FBdXc2hQ4doaWkhOTmZRx55hPj4eLkY36tNcjIoOSlioRUlZUuO1nQxWTBzrzmRgBnFwsnJSR4IWltbqa+vp7+/XwakwuN8ZGSE2NhY1qxZg0qlYnBwED8/PxISEiRnVa/XywluMpmkZa5oYhH4IRpE7hTKxggvLy/UarXszhUBhPJQ0d3djY2NDX5+fmYqD0K7NiEhgbVr11JQUEB3dzcNDQ3Mnj37nmdbJ4Mo+8+bN49t27aRmZnJtWvXyMnJkb/HZDKRlZVFX18f7e3tREREcOHCBfbv309tbS1ubm7odDq5WAuMjY0xNDRkVrKfyTK0sgQrPls088GEP3p9fT2HDx/m2rVr8j3Hjx832xyEgkVjYyPl5eVma1JERARbtmwhODiYvLw8vvzyS5kpElnC+Ph4/vEf/5HY2FgaGxspKyujrq7OTJrubnV6lY2Iys3Y0dHR7O8qlep7G4iUG2hCQoKZtSvcXUl1pjDZQdWSByqaPRwcHMzWfQ8PDzONT7E/6fV6Vq5cyaFDhzh06BBRUVH81V/9lTxcWGpCz3QAr6RFeHp6snPnTgICAvjoo4+ktq6npycjIyM0NjYSHx/Ps88+y09/+lMZmKalpfHuu+/y7bff8tZbb5Gfn4/RaJR66ZNRxwRfvbi4mMjISGnyAMj1d6owmUx4enqycOFCkpOTOXz4MG+99Rbnz59nwYIFxMXFsXjxYubNm0dXVxcHDhzgs88+o6CgQB7etVotx44do6amhoyMDAIDA6mqqqK8vJySkhIOHjzIlStXgIl5LSg9OTk5XLx4EZjIvI+NjdHf3y9L+Nu2bZNuTOK3znTiQ7mOWR66fHx8CA8Pp6+vT5qRWHbDBwYGEhcXJ7Pg4vN+SJrOdGA5tyybLJUJDMGzDwgI4OWXX2bevHkcOnSIvr4+5s+fz7Jly4iOjpZVyakqLk2GKUUN4oH08fFh9+7dJCQkcPXqVb755hvy8vKIjo7m5ZdfJi4uji+++EJyUhMTE5k7d65Zul9wZIeHh2loaOA///M/OXbsmLQb6+7uZnR0lPnz57Nz506pvyhwt2W56UCI2Vt2fArM1O+ZiRs7FYjv8fDwYPny5RQXF3P58mVMJhMuLi4kJSWRkpKCTqcjPT2dgoIC0tPTGRoaIigoiISEBJYuXUpoaOikn29jY3OTzi7cfxwf+O43OTo6SrF7o9EodfvEZj8yMkJfXx/Ozs4EBASYlarE/XNzc+Oxxx6TLlNCKurHgHKhnD17NosXL6apqYnBwUEzjdzR0VFKSkp49dVXcXFxkdny6OhonnnmGQYGBnjjjTfMgjXB+Z1pqsBkY1DKPglERUXxwgsvEBYWxldffUVmZiYmk4mwsDACAgJwcnLC19dXNgnm5eVx+vRpOjs7qa+vZ3h4mEceeYTnnnsOtVrNggULCA8P54svviAjIwMvLy8ee+wxnnzySVnCFDah7e3tkl4DM9vwJBo/RJZ/OofY6UgQ3i8Q11KtVhMTE0NMTAyzZs26qflQQDR22NjYEBUVRWRkJFlZWezfv5+lS5fKwHV4eFgeUu9llUdce8ExF66Pogv966+/lja0/v7+ZtlUYcVbU1PD5cuXyc7O5oMPPqC2tpaIiAjp7nbjxg1pC3zkyBFOnz6NRqPh8ccflzbeMP1DislkwtHRkQULFrBnzx78/PzIzs6msrKSoqIijh49il6vR6PR0N/fT3l5Od3d3cyZM4cdO3awfft2BgYGqKur4/Tp07zyyiscPnyYtrY2rl+/Tk9Pj+xM9/DwoL29nY8//pi+vj7ZMCqE+x0dHWWmV1jcKhMf9yJoFeuNqHqKDCRMUAn+9V//ldHRUcnJFvQTgejoaH75y1/S0dFBaGioPHze7xSBySAy/Eo6n3jelEhNTUWv12M0GlGr1fj5+ZlVr5WKS9OtPk4pcBXdw/b29lLWpLGxkcLCQpmFe/bZZwG4fPkyLi4uaLVann/+eZYtW4anpye9vb1kZWVJQfC2tjbOnz/PtWvXKC4uxtnZWUp3hIWFsX79eh5//HEzkrOzs/OPki2wbCpTmiIoLTPvFj80t1O5wK5ZswaDwcDJkyfp6OjgkUceITU1VTbZ/eQnP6G5uZmKigoyMjKkh7HwdzYajXKxE52W8N1pVZTkZvJ6zSSUhwaVSiUXy66uLgYGBmTzkWhIamlpwdPT00zs21KD9Pnnn8fV1VXaa8IPH7RbHvoCAgLQarVUV1cD32lG+vj44Ofnx8DAAH19fej1esLCwti6dSu7du0iMzOTDz/80CxwNRqN9PX1YTAY5L/di/FZlnPFIujk5ERERARqtZrGxkaysrLQaDS8+OKLpKSkSK/tsLAwXF1dWblyJfHx8eTm5rJv3z6qqqoICgqSHGZhw1pfX09GRgZarZaNGzdK5y2RUQ8ICJAbsPI33e0YBezt7SUdp6ysTLrwiO+5k2tsuWEIXt6DALFe2NraEh8fz1//9V/j5uZmJulkWdoVfw8KCmLLli24uLgwa9Yss+y0k5PTD1LpEd8hDoZRUVFm/NCGhgbeeustOjs76evrM+PVe3h4sHjxYmJjY2XVMjs7m4KCAnQ6HXq9ntmzZ+Ph4cHg4CBVVVVkZGTQ0dHBypUrWb16Nd7e3lIr+E4tXi0hrqenpydpaWmEhYVRWFjIxYsXuXz5sqzCFRQUABO9IJs2bWL9+vWsW7dOmpH89Kc/paamhtraWo4dOyYrCKIZNCoqitHRUXJycsjJycHX15ekpCTWr1/Phg0bzCgGSogM571YSyejjyhlBz09PeWaoHyPMjZRHjDguwOE5eseBNxOpkpQGYWqjTKJJSiOgsY0E+Oe8tNrOUm6urpkB67y4RALuIODA56enuj1etzc3AgKCpKWaU5OTly/fp3ExESuX78uO9t9fX3x8/NDq9VKcjN8d/q7HzAZN+tBhGXGYe7cuezZs4cdO3ZI4WRx/b29vdmyZQthYWGUlZWRm5tLVVUV3t7eZt20gn5wK4vY+zFgFVAS5t3c3HB0dKS7u1tqhSo1aWEigG1qapKi/GB+8HB2diYiIuIm6a0fGpYlr1txrIKDg3n00UcJDg7G19eXoKAgvLy8CA8Px97eXlrIKiGa15T0gR8q06f8/L6+PqloEhISwqZNmwgMDJQNdCJ48fb2Ji0tDTs7O86ePUtVVZXZwQO+c32CiYyfVqs1U7vQ6/V4e3tTUlJilnG928BVOTdUKhVxcXEEBQXR2NgoG8ym+7k/Jod8OlD+1pCQEHbv3o2NjY3kx1lma5QbolqtZvv27bJUrjw0/tABg/I3KtcXwa2F70ToLalUOp0OnU6H0WhEo9EwPj5OeXm5DGYFd9VkMpk1S4rmF3t7ezOK21RheTAQcoxr1qyhq6uLsrIy8vPzqaurk8Y0QqBe6Tn/+OOPo1arycvLk7bmwhFv1qxZaLVaRkZGyM3NpaSkBK1WS2xsLEFBQTc1vlpe2x9jTk/lOx/EIHU6uNU478V+N63AFSYW6IGBAZqamqTIsfJHC+6RsCEcHh6WC45SUSAiIgJfX1/puOTm5jZpsCPIz/fLwqtsKHpYIBZPb2/vm4SqxcIXEBBAQECA7FStra3Fx8dHBrfKe/cgPqzKMoiPjw9eXl4MDAxIMwgBb29vli9fTmNjI7a2tmZuMJbjFn+/Wzepu4GlQPno6OikMlKOjo7MnTuX9evXm2kFKz9HzA0hwA8TG+W9pgpYQmmpOT4+Tmtrq2yiExs+fMfPEpQGlUqFu7s7Hh4eMlOg5ACOjY0xMDDA0NCQlDpzdXXFYDDILHxgYKCcG62trfK9d8tdU84VOzs7YmJi2LNnD5GRkWYc1am67DxoQasSQqJKKbU2WUe2Mgh0cHAgKChoUnrOjxW4Go1G2YBkZ2cnpQiFfJVScUG8Xq1Wo9FoMBqNpKWlERsbS319PUVFRXR2dkqLX+Ei19/fT21tLenp6YSGhjJv3jxsbGxu4vVOFcqMoUqlQqVSoVarCQsLY/HixXR2dspmJiVH2WAwSKdBrVbLsmXLMBgM+Pj4yOdTwNXVlUcffZTExESz/UdI3okmRJiY/5OVqX8oiMO/WEMdHR0nnVeCbiBK4w/inninEIGryWSSMlpC53emg9cpB65iQRWnw/HxcZlxVXb6h4SEsHDhQs6dO8df/vIXVq9eLZspRKOIgKU0lmV2CO6vJp6HFZbdviJYnWzT8/T0JD4+3szB62GAcpwajYbk5GQ6OjoICwuTJ3+TyYRarWb9+vXMmjWLvr4+sya928kU3Q8QygmTLfqT6Q0q9VmVGVdlw5qXl5cZj/mH2FBECUop/TU4OCj1FcVhWRwYhJQVTGS7hHwNmN8bk8lEd3c37e3tkn+n0WjMxicCX5i4ZjMtbaMs0e7evZtt27aZBTU/hiLAj4XJ5tLtrvX9GqA7Ojqayf+4ubnJbKmogCgrFc7Ozri7uzM6Okpvby9hYWGSitfb20tbWxvHjh1j3759tLS0yKCxoKCAr7/+2qxZ9m4DV8vrrdyjtVqtmUOdMrur3OednZ2lKcNknyO+RwStyv1nMuOGHxt38rtmUq3iQYFS0eReYcpXVDnRbty4IbltQipBYP78+ezatYvCwkIyMjK4cOECixcvlu9TNh0ob6zYjMRDfKtGKCvuDQQBW5CwxfVXZtrvRqT7focyq+/t7c2zzz6L0WiUMlZK+Pr6kpycLKsFApan6vutQUZkeQRdx8bGhpGREbMTs9JLXVlGnyxroFKpiIyMNMvQKrnT9wrK7Dh85+gnRNDFGCb7HSJwF9JyynszNjZGR0eHLM27urri5+cn3yeyCGJxFtdsJqH8PZMZttwvc+mHgliXphIIKHnAP1ZJ2RLKNcTDw4OQkBDpJiSy/0pdWSHH19LSIhNEgMywpqWlUVZWxqVLl/D29mbz5s3Y2dlx7NgxM2rJTM1PpWSg2L8t+z6U90lc88kajkWzs4B4j9CEFRrK91Ol1Yr7A3cVfQjhXcFNVXZF+vv7s3HjRkpLS8nNzTWzmnN1db1pIioXmPslM/V/ESIzdavDgjJoEYvXw3SqVJLvHRwciImJuek1okxkMpnMKATKDIHl639sKJ8pNzc3AgICsLe3N9MJNZlMeHl5ERkZKbMeljQIDw8PUlJS0Gg0NDU1kZWVhUqlYs6cOQQEBAA/Hq1HNMEIOou4L5N5vovSnhD4t2wsc3NzIyoqit7eXqKjo81sXcV3CU6hCPqV/z9TUAYKImD+v4jbNYbcCvdjWVb5m0JCQti5cydqtZrQ0FAppyRgY2PD7NmzWb16NXq9XlYsYcIUwNXVlYCAAKKjo7G1tWVkZIT4+HjZtBUcHCxfP1PJn8l6FyxNYybLton1R1nJu1UPBNxsxmGFFUpMeRVUbkZ2dnb4+vqyYMECenp6pDMHTAQ1/v7+/MM//AM9PT1otdpJBXqVuB/lkayYHPdbJmOmcafd2lN5z48J5Sag0WhYsmQJp06duqnhR6/Xk5iYKK0MLQ8xOp2On/3sZ7i4uFBWVsbrr7/O2NiYfPYts6D3EpaHBF9fXxISEjAajZLbp3yt8ndZrjWWAYNer+fFF19kw4YNZoLbltUhuLea0spn7H6eX1bcGZRBXXh4OC+99BJ2dnay/0P5nNrb2xMXF4dWq5UmF2LeCgUFT09PUlNT2bp1Kw4ODvj7+5OcnMyiRYtu0gG+15ip+WmNA6z4Pky7OQuQEh+7du1ieHjYTOpDkJGF09T3wTpRHyw87BupGJuQ95rMqUxZBrvfqwSWWeLY2Fi2bduGk5OTdGhyd3dn1apVsiw+GVxdXWUmx8/PTxoxiCaYH7KD1vKah4eHs3XrVmBChkYpPSPGr+S0+vv7k5KSIt+r/FxhtBIXFzfpeIRcT1tbGzExMfK33IuM6P0+t6y4cyjXjMkUOizh5uZmNjcFhEU2TMzdF154gZGREZmVvZM9d6Ywlb3gTl77MO8rVswMbKaYHbm/7R5ujzt5Gh728cHDP8aHfXxwF2NUBm8dHR1UVlbS1NTE6Ogofn5+zJs3T9oc3qOA/L6Zp8PDw5SUlFBdXU1oaKgUERf839ttoML+uLS0lMDAQGlM8P+pU9Z5OoGHfYwP+/jAOsb7Hf8n5+mMB66WjShChF7Z0fsj4f/kDZ4ED/sYH/bxwQyO0WQy0dfXJ73e76SkODo6Kl2KLLlud5Atua/m6cjIiJS9EqoBIjN9O1UNmLgOAwMD2NvbmylO2NxZysg6T+9v3PN7eKtGJsvXCBrLZOYRkz1zovHZwcHhdtUP6z38Dg/7GB+68d114CoaB0Sn+X1MqP4/eYMnwcM+xod9fDADYxRNP5bNkFPll4lNUmmF+D24Z2P8vk3+pi+4Cy7d97zXOk8n8LCP8b4Zn9DNnAKX1XoPv8PDPsaHbnxTDVytsMIKK6ywwgorrLDiR4GV9W+FFVZYYYUVVlhhxQMBa+BqhRVWWGGFFVZYYcUDAWvgaoUVVlhhhRVWWGHFAwFr4GqFFVZYYYUVVlhhxQMBa+BqhRVWWGGFFVZYYcUDAWvgaoUVVlhhhRVWWGHFAwFr4GqFFVZYYYUVVlhhxQMBa+BqhRVWWGGFFVZYYcUDAWvgaoUVVlhhhRVWWGHFAwFr4GqFFVZYYYUVVlhhxQOB/weRSlvhGyyjwQAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x432 with 72 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "pwk.plot_images(x_data.reshape(-1,28,28), indices=range(72), columns=12, x_size=1, y_size=1, y_padding=0,spines_alpha=0, save_as='01-Sheeps')"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Step 4 - Create a discriminator"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"discriminator\"\n",
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "conv2d (Conv2D)              (None, 14, 14, 64)        1088      \n",
+      "_________________________________________________________________\n",
+      "leaky_re_lu (LeakyReLU)      (None, 14, 14, 64)        0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_1 (Conv2D)            (None, 7, 7, 128)         131200    \n",
+      "_________________________________________________________________\n",
+      "leaky_re_lu_1 (LeakyReLU)    (None, 7, 7, 128)         0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_2 (Conv2D)            (None, 4, 4, 128)         262272    \n",
+      "_________________________________________________________________\n",
+      "leaky_re_lu_2 (LeakyReLU)    (None, 4, 4, 128)         0         \n",
+      "_________________________________________________________________\n",
+      "flatten (Flatten)            (None, 2048)              0         \n",
+      "_________________________________________________________________\n",
+      "dropout (Dropout)            (None, 2048)              0         \n",
+      "_________________________________________________________________\n",
+      "dense (Dense)                (None, 1)                 2049      \n",
+      "=================================================================\n",
+      "Total params: 396,609\n",
+      "Trainable params: 396,609\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
    "source": [
-    "# discriminator = keras.Sequential(\n",
-    "#     [\n",
-    "#         keras.Input(shape=(28, 28, 1)),\n",
-    "#         layers.Conv2D(64, kernel_size=4, strides=2, padding=\"same\"),\n",
-    "#         layers.LeakyReLU(alpha=0.2),\n",
-    "#         layers.Conv2D(128, kernel_size=4, strides=2, padding=\"same\"),\n",
-    "#         layers.LeakyReLU(alpha=0.2),\n",
-    "#         layers.Conv2D(128, kernel_size=4, strides=2, padding=\"same\"),\n",
-    "#         layers.LeakyReLU(alpha=0.2),\n",
-    "#         layers.Flatten(),\n",
-    "#         layers.Dropout(0.2),\n",
-    "#         layers.Dense(1, activation=\"sigmoid\"),\n",
-    "#     ],\n",
-    "#     name=\"discriminator\",\n",
-    "# )\n",
-    "# discriminator.summary()\n",
+    "discriminator = keras.Sequential(\n",
+    "    [\n",
+    "        keras.Input(shape=(28, 28, 1)),\n",
+    "        layers.Conv2D(64, kernel_size=4, strides=2, padding=\"same\"),\n",
+    "        layers.LeakyReLU(alpha=0.2),\n",
+    "        layers.Conv2D(128, kernel_size=4, strides=2, padding=\"same\"),\n",
+    "        layers.LeakyReLU(alpha=0.2),\n",
+    "        layers.Conv2D(128, kernel_size=4, strides=2, padding=\"same\"),\n",
+    "        layers.LeakyReLU(alpha=0.2),\n",
+    "        layers.Flatten(),\n",
+    "        layers.Dropout(0.2),\n",
+    "        layers.Dense(1, activation=\"sigmoid\"),\n",
+    "    ],\n",
+    "    name=\"discriminator\",\n",
+    ")\n",
+    "discriminator.summary()\n",
     "\n",
     "\n",
-    "inputs    = keras.Input(shape=(28, 28, 1))\n",
-    "x         = layers.Conv2D(32, 3, activation=\"relu\", strides=2, padding=\"same\")(inputs)\n",
-    "x         = layers.Conv2D(64, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
-    "x         = layers.Flatten()(x)\n",
-    "x         = layers.Dense(16, activation=\"relu\")(x)\n",
-    "z         = layers.Dense(latent_dim)(x)\n",
+    "# inputs    = keras.Input(shape=(28, 28, 1))\n",
+    "# x         = layers.Conv2D(32, 3, activation=\"relu\", strides=2, padding=\"same\")(inputs)\n",
+    "# x         = layers.Conv2D(64, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
+    "# x         = layers.Flatten()(x)\n",
+    "# x         = layers.Dense(16, activation=\"relu\")(x)\n",
+    "# z         = layers.Dense(latent_dim)(x)\n",
     "\n",
-    "discriminator = keras.Model(inputs, z, name=\"encoder\")\n",
-    "discriminator.summary()\n",
+    "# discriminator = keras.Model(inputs, z, name=\"encoder\")\n",
+    "# discriminator.summary()\n",
     "\n"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Step 5 - Create a generator"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"generator\"\n",
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "dense_1 (Dense)              (None, 3136)              404544    \n",
+      "_________________________________________________________________\n",
+      "reshape (Reshape)            (None, 7, 7, 64)          0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_transpose (Conv2DTran (None, 14, 14, 128)       73856     \n",
+      "_________________________________________________________________\n",
+      "leaky_re_lu_3 (LeakyReLU)    (None, 14, 14, 128)       0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_transpose_1 (Conv2DTr (None, 28, 28, 256)       295168    \n",
+      "_________________________________________________________________\n",
+      "leaky_re_lu_4 (LeakyReLU)    (None, 28, 28, 256)       0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_3 (Conv2D)            (None, 28, 28, 1)         6401      \n",
+      "=================================================================\n",
+      "Total params: 779,969\n",
+      "Trainable params: 779,969\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
    "source": [
-    "# generator = keras.Sequential(\n",
-    "#     [\n",
-    "#         keras.Input(shape=(latent_dim,)),\n",
-    "#         layers.Dense(7 * 7 * 64),\n",
-    "#         layers.Reshape((7, 7, 64)),\n",
-    "#         layers.Conv2DTranspose(128, kernel_size=3, strides=2, padding=\"same\"),\n",
-    "#         layers.LeakyReLU(alpha=0.2),\n",
-    "#         layers.Conv2DTranspose(256, kernel_size=3, strides=2, padding=\"same\"),\n",
-    "#         layers.LeakyReLU(alpha=0.2),\n",
-    "#         layers.Conv2D(1, kernel_size=5, padding=\"same\", activation=\"sigmoid\"),\n",
-    "#     ],\n",
-    "#     name=\"generator\",\n",
-    "# )\n",
-    "# generator.summary()\n",
+    "generator = keras.Sequential(\n",
+    "    [\n",
+    "        keras.Input(shape=(latent_dim,)),\n",
+    "        layers.Dense(7 * 7 * 64),\n",
+    "        layers.Reshape((7, 7, 64)),\n",
+    "        layers.Conv2DTranspose(128, kernel_size=3, strides=2, padding=\"same\"),\n",
+    "        layers.LeakyReLU(alpha=0.2),\n",
+    "        layers.Conv2DTranspose(256, kernel_size=3, strides=2, padding=\"same\"),\n",
+    "        layers.LeakyReLU(alpha=0.2),\n",
+    "        layers.Conv2D(1, kernel_size=5, padding=\"same\", activation=\"sigmoid\"),\n",
+    "    ],\n",
+    "    name=\"generator\",\n",
+    ")\n",
+    "generator.summary()\n",
     "\n",
     "\n",
-    "inputs  = keras.Input(shape=(latent_dim,))\n",
-    "x       = layers.Dense(7 * 7 * 64, activation=\"relu\")(inputs)\n",
-    "x       = layers.Reshape((7, 7, 64))(x)\n",
-    "x       = layers.Conv2DTranspose(64, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
-    "x       = layers.Conv2DTranspose(32, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
-    "outputs = layers.Conv2DTranspose(1, 3, activation=\"sigmoid\", padding=\"same\")(x)\n",
+    "# inputs  = keras.Input(shape=(latent_dim,))\n",
+    "# x       = layers.Dense(7 * 7 * 64, activation=\"relu\")(inputs)\n",
+    "# x       = layers.Reshape((7, 7, 64))(x)\n",
+    "# x       = layers.Conv2DTranspose(64, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
+    "# x       = layers.Conv2DTranspose(32, 3, activation=\"relu\", strides=2, padding=\"same\")(x)\n",
+    "# outputs = layers.Conv2DTranspose(1, 3, activation=\"sigmoid\", padding=\"same\")(x)\n",
     "\n",
-    "generator = keras.Model(inputs, outputs, name=\"decoder\")\n",
-    "generator.summary()\n"
-   ],
-   "outputs": [],
-   "metadata": {}
+    "# generator = keras.Model(inputs, outputs, name=\"decoder\")\n",
+    "# generator.summary()\n"
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Step 6 - Create our DCGAN !"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "!rm $run_dir/images/*.jpg >/dev/null 2>&1 "
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fidle DCGAN is ready :-)  latent dim = 128\n"
+     ]
+    }
+   ],
    "source": [
     "gan = DCGAN(discriminator=discriminator, generator=generator, latent_dim=latent_dim)"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
    "source": [
     "gan.compile(\n",
     "    discriminator_optimizer = keras.optimizers.Adam(learning_rate=0.0001),\n",
     "    generator_optimizer     = keras.optimizers.Adam(learning_rate=0.0001),\n",
     "    loss_function           = keras.losses.BinaryCrossentropy(),\n",
     ")"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/10\n",
+      "3942/3942 [==============================] - 34s 8ms/step - d_loss: 0.3027 - g_loss: 20.4137\n",
+      "Epoch 2/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.4399 - g_loss: 1.6530\n",
+      "Epoch 3/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5241 - g_loss: 1.3396\n",
+      "Epoch 4/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5050 - g_loss: 1.2827\n",
+      "Epoch 5/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5329 - g_loss: 1.2248\n",
+      "Epoch 6/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5604 - g_loss: 1.1310\n",
+      "Epoch 7/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5887 - g_loss: 1.0515\n",
+      "Epoch 8/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5921 - g_loss: 1.0297\n",
+      "Epoch 9/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5910 - g_loss: 1.0137\n",
+      "Epoch 10/10\n",
+      "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5892 - g_loss: 1.0172\n"
+     ]
+    }
+   ],
    "source": [
     "imagesCallback = ImagesCallback(num_img=num_img, latent_dim=latent_dim, run_dir=f'{run_dir}/images')\n",
     "\n",
     "history = gan.fit( x_data, epochs=epochs, batch_size=batch_size, callbacks=[imagesCallback] )"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "markdown",
+   "metadata": {},
    "source": [
     "## Step 7 - History"
-   ],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/DCGAN.001/figs/DCGAN01-01-history_0</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "pwk.plot_history(history,  plot={'loss':['d_loss','g_loss']}, save_as='01-history')"
-   ],
-   "outputs": [],
-   "metadata": {}
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/DCGAN.001/figs/DCGAN01-04-learning</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 360x720 with 50 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "imgs=[]\n",
-    "for epoch in range(0,epochs,2):\n",
-    "    for i in range(5):\n",
+    "for epoch in range(0,epochs,1):\n",
+    "    for i in range(num_img):\n",
     "        filename = f'{run_dir}/images/image-{epoch:03d}-{i:02d}.jpg'\n",
     "        img      = io.imread(filename)\n",
     "        imgs.append(img)      \n",
     "\n",
-    "pwk.plot_images(imgs, None, indices='all', columns=5, x_size=1.5,y_size=1.5, interpolation=None, y_padding=0, spines_alpha=0, save_as='04-learning')"
-   ],
+    "pwk.plot_images(imgs, None, indices='all', columns=num_img, x_size=1,y_size=1, interpolation=None, y_padding=0, spines_alpha=0, save_as='04-learning')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
    "outputs": [],
-   "metadata": {}
+   "source": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "source": [],
+   "metadata": {},
    "outputs": [],
-   "metadata": {}
+   "source": []
   }
  ],
  "metadata": {
-  "orig_nbformat": 4,
+  "interpreter": {
+   "hash": "0d4eaa39e9afca7e4a329c71e6d11fd895be2163d24367e6af7052bf3ebf4932"
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
-   "name": "python",
-   "version": "3.8.10",
-   "mimetype": "text/x-python",
    "codemirror_mode": {
     "name": "ipython",
     "version": 3
    },
-   "pygments_lexer": "ipython3",
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
    "nbconvert_exporter": "python",
-   "file_extension": ".py"
-  },
-  "kernelspec": {
-   "name": "python3",
-   "display_name": "Python 3.8.10 64-bit ('fidle': conda)"
-  },
-  "interpreter": {
-   "hash": "0d4eaa39e9afca7e4a329c71e6d11fd895be2163d24367e6af7052bf3ebf4932"
+   "pygments_lexer": "ipython3",
+   "version": "3.7.9"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 2
-}
\ No newline at end of file
+ "nbformat_minor": 4
+}
diff --git a/DCGAN/modules/models/DCGAN.py b/DCGAN/modules/models/DCGAN.py
index 7428af3126a58e4913c3b371bfd1dd86e552bb96..7c24d6bc27a3d4cf36051a5ed6b39ddc8ebe94dc 100644
--- a/DCGAN/modules/models/DCGAN.py
+++ b/DCGAN/modules/models/DCGAN.py
@@ -94,6 +94,8 @@ class DCGAN(keras.Model):
         #
         if isinstance(inputs, tuple):
             real_images = inputs[0]
+        else:
+            real_images = inputs
 
         batch_size=tf.shape(real_images)[0]