diff --git a/08_neural_networks.ipynb b/08_neural_networks.ipynb
index f80f89549a370663b6559d55beda1969471440f1..83268a953d108b7461808ebd066610ea0a37c756 100644
--- a/08_neural_networks.ipynb
+++ b/08_neural_networks.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -102,13 +102,18 @@
        "    }\n",
        "    \n",
        "    div#maintoolbar {display: none !important;}\n",
-       "</style>\n"
+       "</style>\n",
+       "    <script>\n",
+       "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
+       "        return false;\n",
+       "}\n",
+       "    </script>\n"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
       ]
      },
-     "execution_count": 1,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -132,7 +137,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Introduction to Neural Networks\n",
+    "# Chapter 8: Introduction to Neural Networks\n",
     "\n",
     "\n",
     "\n",
@@ -166,7 +171,7 @@
     "\n",
     "1982 - Hopfield Network\n",
     "\n",
-    "1989 - CNN kernels trained via backpropagation\n",
+    "1989 - Convolutional neural network (CNN) kernels trained via backpropagation\n",
     "\n",
     "1997 - Long-short term memory (LSTM) model\n",
     "\n",
@@ -177,19 +182,6 @@
     "2015 - ResNet"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Feed-Forward neural network\n",
-    "<center>\n",
-    "<figure>\n",
-    "<img src=\"./images/neuralnets/neural_net_ex.svg\" width=\"700\"/>\n",
-    "<figcaption>A 3 layer densely connected Neural Network (By convention the input layer is not counted).</figcaption>\n",
-    "</figure>\n",
-    "</center>"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -203,6 +195,19 @@
     "* Development of high-level libraries/APIs have made the field much more accessible than it was a decade ago"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Feed-Forward neural network\n",
+    "<center>\n",
+    "<figure>\n",
+    "<img src=\"./images/neuralnets/neural_net_ex.svg\" width=\"700\"/>\n",
+    "<figcaption>A 3 layer densely connected Neural Network (By convention the input layer is not counted).</figcaption>\n",
+    "</figure>\n",
+    "</center>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -235,7 +240,7 @@
     "Step 2: A **step** activation function is applied\n",
     "\n",
     "$$\n",
-    "f(weighted\\_sum) = \\left\\{\n",
+    "f = \\left\\{\n",
     "        \\begin{array}{ll}\n",
     "            0 & \\quad weighted\\_sum < threshold \\\\\n",
     "            1 & \\quad weighted\\_sum \\geq threshold\n",
@@ -248,24 +253,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "tags": [
-     "hidecode"
-    ]
-   },
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxcAAAI2CAYAAAAip3UbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3XmYJWV99//3MEPDsM2ADoLsBv0SiSjCIBoDKHFJYkREokGToI8mAcWYuCCJwcQlgDExRJAncQE3HhViUH9JNKLIIqggRBCdbyCyBQGHbVgcmK1/f1S1NE1XT3V3dfddp9+v6+qr+py6z11318zVfT7n3hYMDw8jSZIkSdO1yVw3QJIkSdJgMFxIkiRJ6oThQpIkSVInDBeSJEmSOmG4kCRJktQJw4UkSZKkThguJEmSJHXCcCFJkiSpE4YLSZIkSZ0wXEiSJEnqhOFCkiRJUicMF5IkSZI6YbiQJEmS1IlFc90ASZJGi4gXAscD+wHbAAuA12bmWXPZrpkSETcCuwHPy8xvzWljJGmaDBeSVKCIWAS8BngV8HTgccCDwO3AT4CLgW9m5vfGvO4ZwMuAG/v4Zjwifg34D6qe9fXASmAYWD2X7ZqKvv9bSNJUGC4kqTARsQz4d2D/UU8/RPUJfgB7Ab8JrAKWjnn5M4B3AxcCZ810W2fAm6mCxReAozOzd6FilLb/Fv9D9e/781lokyTNKMOFJJXnM1TB4n7gvcCnM/N2gIjYGngWcDjwW3PWwpmzd338dM+DRWuZeehct0GSumK4kKSCRMRewAvrh6/LzHNHn8/M+4HzgfMj4q2z3b5ZsLg+PjCnrZAkTcmC4eHhuW6DJKkWEUdSDQkCWJyZD03itRv7hf6YCcMR8VzgTcBzgWVUb+qvAj4OfC4zh8eUPwS4ALgpM3ePiN8G/oxqCNCmwDXAhzPz7LbtbtH2CzPzkIjYHbgBIDMXNNTzqPaNOXcj9cRp4GrgXVQ9QE8E7qQainZiZt42QTt3Ad4CvKiuC+AW4DLgM5l5QYufB0b9W2xsQndEPAF4B1VP1a7AWiCBzwOnZebD47zmLOAPgL+m6v06Dngt8GSqIViXAn+VmVdspJ2SNCkuRStJ5dppkuXvAO6rv19bPx79tWZ04Yg4hWpi+Cvraz0EbAscCpwNnB0RjX8nIuItwJeBg+unFgMHAp+NiNOm0PY7gA3143tGPXf3JOvamJ2BK4E/BbanmjD+ROD1wKURse14L4qII6je1P8Z1fCtRVT3eS/gdcCZo4pP6t+iSUQcAPyovmYA64AhYDnwQeC7EbH9BFUsAv4N+BDwy1ST5LelCioXR8Sz27RDktoyXEhSWb4/6vvT68ndrWTmDsCf1A8vzcwdxnxdOlI2Iv6E6tPwO4A/BJZm5hJgS6oVqm6vj8c3XG4Z8AHgU8COmbkt8Hjg7+rzb4yIoybT9rr9t9RPvXxUu1/etp6WPkwVXp6TmVsCWwGHAfcCuwMnjH1BRDwH+BxVgLoAOADYIjO3A5ZQ9YB8c/TPQ8t/iyZ1yDkP2I6qR+iAzNymbu+R9c/wdOCzE1TzRqog8kpgq8zcun7ND4HNgVM31g5JmgzDhSQVJDN/QvWGHaqhN/8bEedHxPsi4rDJhI0mEbEUeB9VT8WLMvOjmbmqvv7qzPw88HKqT/TfHhFD41SzBfAtqhWd7qhfe09mvg34ZF3mryNi3OFLc+xh4Ncz8zKAzFyXmV+muicArxjnNR+i6gW4iOqeXT4yZCwz78/M8zLzdR23803AjlSh54WZeXl9vfX1XJxX1eV+PSKe31DHUuCwzPxCZq6pX381cHR9fnlE7NpxuyXNY4YLSSrPG4C/pxo6M0Q1TOkvqD7F/llEfC8iXj2NN+5HUH36fX5m/mC8AvUb7xuohtDs11DPSWPnZNTeXx/3pPqUvDT/nJl3jfP8efVxj4jYcuTJepL9AfXDd2Tm2pluYG0k5HxsZLWw0TLzP6nmegD8TkMdF2fmJeO89vvA/9YPf2W6DZWkEa4WJUmFqT9hfms9J+JwqjkN+1O9WV9ANczlM8BhEfGqzNzQWNn4nlMfnx8Rj3nTOsp29XEXHnkTO2It8O2G9l8XEbdRfer+TOC/Jtm+mXZ5w/O3jvp+KdWmhVDNIwG4OzO/O2OtGqXuLRp503/BBEW/CTyb6j6Pp+lnhern3ZkqQEpSJwwXklSozPwZ8E/118iqQb8NnEj1hv9Iqjf4kx03v2N93KL+2pjxytw5Msymwa31daY9jGsG3D/ek5n5UESMPNx01Kkn1MebZ7JRY2zHI6MLbp2g3EjvQ9N9HvdnrY2sRLbpBGUkaVIMF5LUE/Xcho9FxHlUE3KfQLVK0WTDxcib1lMz8y0dNlEzY/O5boAkteWcC0nqmcy8E/hS/fApU6jijvo4nYm8j2+Y6D3iifVx5TSuMda6kW8ioukN95IOrzeii/s1WXfzyLK8E1135/rY5X2WpCkzXEhSP43MBxg7NGnkDelEk71H5k8cEhGLJyg3kU2pxvo/RkTsySPh4sop1j+ee0d9v3NDmeUdXm/Ed+rjdhFx4IQlH63Nv8W46iFnP6wfPm+CoiOrRHV5nyVpygwXklSQiNgjIn5pI2W2AF5WPxw7WXpk47alE1RxDlU42ZZq/sZE15posu8JDStWjewTcV1mdjaZOzMfAG6sHx429nxEPI5qI7xOZeYK4Hv1ww9ERNs5Cm3+LSZybn08OiJ2HHsyIl7IIwHvC2PPS9JcMFxIUln2BjIivhgRvzP6TWVEbBkRv021q/Ye9dNj51tcWx+fGhHPGu8C9TKsIwHgnRHx0Yj4xfCqiNgiIp4XEf8MNG329nOqJXI/PrJDdEQsrVe4Gtnv4a9a/LyTNfIm+l0R8dKIWFRf+0DgfKqle2fCn1Htbv1rwFcjYv+RExGxdUS8KiLGbma30X+LjTgNuI1q475fXDMiFta7hX+uLnd+Zn6zoQ5JmlVO6JaksqwFFlItQXs4QESsphr+NHo+wXrgxMz84ugX18vAXgQcBHwnIu7mkRWDXpWZ36nLfTgilgDvofq0//UR8WB9naU8MpTnxoZ2rgT+gWpzuaMj4t66fSMfWp2emWdP/sffqJOp9n94EtW8k4cjYh3VzuI3A28GPt31RTPz2xHxGuAsqqFIl9f/LqupeoAWADeNeU2rf4sJrnlPRLwM+CqwT33N+6mGpI3MObkaeHUHP6IkdcKeC0kqSGZ+DQjgbVSbul1fn9qKas7BlVRv6p+emX/TUM3LgY9QbYK3FbBb/fWoSdCZ+T6qTe7+GbiO6m/ClsBPga8B76D6pL6prf8AvBS4sH7tQ1TzE16TmW+axI/dWmbeQ7VPxz/X7dwEuAv4MNVeD//b/OppX/tzwC9T9Sj8d/30ImAF8DHg98d5Wat/iwmu+T3gqVQh7r+pgsU64Arg7cCz6iWLJakIC4aHx9tcVZKkx4qIQ6g2dbspM3ef29ZIkkpjz4UkSZKkThguJEmSJHXCcCFJkiSpE4YLSZIkSZ1wQrckSZKkTthzIUmSJKkThgtJkiRJnTBcSJIkSeqE4UKSJElSJwwXkiRJkjqxaK4boMe4CtgDeAC4fo7bIkmSpMG1J7AVcAOwbxcVuhRtee4Flsx1IyRJkjRvrAKWdlGRPRfleQBYsmHDMOvWrZ/VCw8NVf8d1qxZN6vX7RvvU3veq3a8T+15r9rxPrXjfWrPe9VO3+7TokUL2WSTBVC9/+ymzq4qUmeuB3Zat249q1atntULL1u2NcCsX7dvvE/tea/a8T61571qx/vUjvepPe9VO327T0uWLB4JRJ0NxXdCtyRJkqROGC4kSZIkdcJwIUmSJKkThgtJkiRJnTBcSJIkSeqE4UKSJElSJwwXkiRJkjphuJAkSZLUCcOFJEmSpE4MzA7dERHAi4HlwP7AU4AFwJGZee406j0KOAbYB1gIrADOBM7IzA3TbbckSZI0KAYmXFAFgD/pssKIOB04FngI+AawFjgUOA04NCJeYcCQJEmSKoM0LOqHwN8CrwT2BC6cTmURcQRVsLgd2CczX5KZhwNPBn4MHA4cN60WS5IkSQNkYHouMvNjox9Xo6Sm5YT6eHxmXjfqOndExDHAt4B3RsSH7b2QJEmSBihcdCkidgb2A9YA54w9n5kXRsStwE7AgcCls9tCSZpfNgwPc90t9/LNH/yUtWs38ODP18x1k4q25RZDAN6njfA+tee9ameq92nRwgXsudMSYtelLNyk3wOLDBfj27c+XpuZqxvKXE4VLvbFcCFJM2bD8DCf+uoKLvrBbXPdFEmaUcv32p4/fOlTex0wDBfj26M+3jRBmZvHlO3U0NAili3beiaq3qi5um7feJ/a8161430a37U/uctgIWleuHzFz3jxr+7BAU/dYa6bMmX9jUUza6v6+OAEZR6oj74bkKQZ9KMb7prrJkjSrPmfW+6d6yZMiz0XhVqzZh2rVjWNyJoZI5+arlx5/6xet2+8T+15r9rxPk3s3ln+XShJc2nZNpvN2t+DJUsWMzTUbRyw52J8I70SW05QZqR3w3cDkjSDhofnugWSNDsO3PsJPO1Jj5vrZkyLPRfju7E+7jZBmV3GlJUkzYCmbLHXrkvZa7dtZ7UtfbHllpsB8OCDD89xS8rmfWrPe9XOVO/TooWbsOdOS9hzpyVsssmCmWjarDFcjO+q+rh3RCxuWDFq+ZiykqQZMX682Gu3bXnpr87Imhq951C7drxP7Xmv2vE+OSxqXJl5C3AlMAQcOfZ8RBwM7Ey1e/dls9s6SZpfmoZF9fuzPUkaTPM6XETESRGxIiJOGuf0yHOnRMSeo16zPfCR+uHJ7s4tSXNkgfFCkkozMMOiIuKZPPKmH+Cp9fFvIuJtI09m5oGjyuwIRH18lMw8NyLOAI4BromI84G1wKHANsB5wGmd/hCSpMew50KS+mNgwgXVG/5njfP8k6daYWYeGxGXAG8EDgYWAiuATwBn2GshSTNvuGHOhR0XklSegQkXmfktJvlBVmYeDRy9kTJnA2dPtV2SpGlyKVpJ6o15PedCklS+pmyxwK4LSSqO4UKSVDbnXEhSbxguJElFa5pzYbqQpPIYLiRJRWteLcp0IUmlMVxIkiRJ6oThQpLUS87nlqTyGC4kSUVzEz1J6g/DhSSpaM0Tuo0XklQaw4UkqWxuoidJvWG4kCQVrXETvVlthSSpDcOFJKlspgtJ6g3DhSSpaE1zLswWklQew4UkqWiNHRdO6Jak4hguJEllc0K3JPWG4UKSVLTmnotZbYYkqQXDhSSpbA276JktJKk8hgtJUtEaR0XZdSFJxTFcSJKK1tBxYc+FJBXIcCFJKpzpQpL6wnAhSSqaPReS1B+GC0lS0dznQpL6w3AhSSqb+1xIUm8YLiRJRRtuSBf2W0hSeQwXkqSyNY6LmtVWSJJaMFxIkorWnC1MF5JUGsOFJKlojatFmS0kqTiGC0lS4ZzRLUl9YbiQJBWteSnaWW2GJKkFw4UkqWyNm+iZLiSpNIYLSVLRGgdFmS0kqTiGC0lS0YYbZnSbLSSpPIYLSVI/mS4kqTiGC0lSLznnQpLKY7iQJBXNfS4kqT8MF5KkornLhST1h+FCklS2pq4LSVJxDBeSpKI1b6LnuChJKo3hQpJUtsZN9CRJpTFcSJKK5qAoSeoPw4UkqWiNm+jZdSFJxTFcSJJ6ynQhSaUxXEiSiuY+F5LUH4YLSVIvmS0kqTyGC0lS0ZrmXJguJKk8hgtJUtEa97kwXUhScQwXkqR+MltIUnEMF5KkojkqSpL6w3AhSSracMPAKFeLkqTyGC4kSWVr3KLbdCFJpTFcSJKK1jih22whScUxXEiSytYw6cJsIUnlMVxIkormqChJ6g/DhSSpaM2rRZkuJKk0hgtJUj+ZLSSpOIYLSVLRhp1zIUm9YbiQJPWS4UKSymO4kCQVrWnOhWvRSlJ5DBeSpKI1ZotZbYUkqQ3DhSSpbE1zLkwXklQcw4UkSZKkThguJElFa55yYdeFJJXGcCFJKlrjDt2SpOIsmusGdC0ijgKOAfYBFgIrgDOBMzJzwyTr2hk4HnghsCvV/MFbgG8AH8jMn3TYdEnSeJp26LbjQpKKM1A9FxFxOvBZYH/gYuDrwFOA04BzI6L1zxsR+wLXAG8CtgC+BnwVWAz8EfCDiHhOpz+AJOkxhu27kKTeGJhwERFHAMcCtwP7ZOZLMvNw4MnAj4HDgeMmUeXpwFLgo8CTMvNlmfkyYA/gE8BWwBkd/giSpPE09Vy4GK0kFWdgwgVwQn08PjOvG3kyM++gGiYF8M42vRcRsTnw7PrhuzNz7aj61gLvqh/uExFbTLvlkqRGjf0WZgtJKs5AhIt6bsR+wBrgnLHnM/NC4FZgB+DAFlWuB9a1KPcgsLp9SyVJk9W0Q7fZQpLKMxDhAti3Pl6bmU1v9i8fU7ZR3TvxjfrhX0fEpiPn6u/fWz/8eGY6GFiSZpTpQpL6YlBWi9qjPt40QZmbx5TdmGOpJnC/AfiNiLiifn45sC3wD8A7JtlOSdIkNfdcmC4kqTSDEi62qo8PTlDmgfq4dZsKM/Mn9WpQnwJ+A9h51OkrgItHz8Xo2tDQIpYta9XUzs3VdfvG+9Se96od79P4Fi0av5N922238J5thPenHe9Te96rdubzfRqUYVGdq4PFD4E9gcOAZfXXy6h6Lv4lIk6cuxZK0vzQvEP3rDZDktTCoPRcjPRKbDlBmZHejfs3VllELAXOq+t7zpjN8r4UEdcCVwN/GRH/b/TqVF1Zs2Ydq1bN7lzxkZS9cuVGb9G85n1qz3vVjvdpYmvXrh/3+Xvv/TkrNx+UP2Pd8v9UO96n9rxX7fTtPi1ZspihoW5/jw5Kz8WN9XG3CcrsMqbsRH6LqpfiO+Ptwp2Z1wPfpQpnh7RtpCRpCpxzIUm9MSjh4qr6uHdELG4os3xM2YnsWh9XTVDm3vq4XYv6JElT5JJ8ktQfAxEuMvMW4EpgCDhy7PmIOJhqQvbtwGUtqvxpfdxv9DK0o+rblGpfDYAbptJmSVI7jatF2XEhScUZiHBRO6k+nhIRe448GRHbAx+pH56cmRtGnTspIlZExEk82n8AP6fqwfhQRGw26jWbAf9INczqHuBrnf8kkqRR7LuQpL4YmJlwmXluRJwBHANcExHnA2uBQ4FtqCZonzbmZTsCUR9H1/WziDgW+DjwRuDwiLiyPr1fXf5h4HWZOdHQKUnSNDWvFmXXhSSVZpB6LsjMY4FXUw2ROhh4EXA98CbgiMwcf8mR8ev6JHAA8GlgDfCC+ms1Veh4Zmae1+kPIEl6LDfolqTeGJieixGZeTZwdsuyRwNHT3D+SuD3O2mYJGlKGgdFmS4kqTgD1XMhSRo8ww0zus0WklQew4UkqZ+ccyFJxTFcSJKK1rgU7ew2Q5LUguFCklS05tWiZrUZkqQWDBeSpLI1dV1IkopjuJAkFc19LiSpPwwXkqSyOedCknrDcCFJ6ifThSQVx3AhSSracEPXhdlCkspjuJAkFa1xPrdzLiSpOIYLSVIvGS0kqTyGC0lS0VyJVpL6w3AhSSqccy4kqS8WdV1hRCwA9gWeBewIPB5YDNwF3AmsAC7JzDu7vrYkafA0dlyYLiSpOJ2Ei4jYBHgJ8Frg+cBWY4osYMzfh4hI4HPAWZl5cxftkCQNnqZhUQtMF5JUnGmFi4hYDLwFOA54Ao98jrQGSKqeinuAh4Bt66/dgR2AvYB3AydGxH8C787My6fTHknS/OFiUZJUnimHi4g4FngXVVAAuAz4AvBt4OrMXDPBa3cCllP1dhwOvBh4UUScB7wjM/9nqu2SJA2WYWd0S1JvTKfn4jRgFfA+4OOZeVPbF2bmrcCtwHkR8cfAbwBvowoaPwDeM412SZIGSPM2F3ZdSFJpphMu/gI4PTPvm04DMnMd8BXgKxHxq8DS6dQnSRowdlxIUm9MOVxk5kldNqSu89td1ylJ6jc36Jak/nCfC0lS2RrmXJgtJKk8hgtJUtGa97kwXkhSaTrfRG9EROwM/ArV8rObTlQ2Mz81U+2QJPVb8z4XkqTSzMQO3c8GPkS11GxbhgtJ0uSYLiSpOJ2Gi4h4LvB1YKh+6nrgDmB9l9eRJM0fTftcmC0kqTxd91y8H9gMuBQ4KjNv7rh+SZIA97mQpBJ1HS72o5p797uZeUvHdUuS5iE36Jak/ug6XKwG1hosJEldcZ8LSeqPrpeivRLYKiK26bheSdK85ZwLSeqLrsPFB+o6395xvZKkeap5WJTxQpJK02m4yMxvAMcB74iIj0bEL3VZvyRp/nFYlCT1R+f7XGTmRyJiO+A9wOsi4iGq5WibDGemIUSSND4ndEtSb3S9z8VmwOeB366fWgAsBnaf4GX+2ZAkNRpumnNhz4UkFafrnos/B14KrKPadft84Ge4iZ4kaaoaPoJa4JwLSSpO1+HiNVR/Bv44Mz/Rcd2SpHnI+dyS1B9drxa1I7CWqtdCkqQZY7aQpPJ0HS5+CqzJzHUd1ytJmqealqJ1zoUklafrcPFFYMuIeHbH9UqS5q3GxWhntRWSpI3rOly8F7gO+HhE7NFx3ZKkeah5Ez1JUmm6ntB9OPB/gXcDKyLiHOAa4LaJXpSZztGQJE2Kw6IkqTxdh4uzqPqvR37l/279tTGGC0nSuOy5kKT+6DpcXISb4kmSOuQmepLUH52Gi8w8pMv6JElyEz1J6o+uJ3RLktQpN9GTpP4wXEiSeslsIUnlMVxIkoo1PMFs7gVOupCk4nQ65yIi1k/hZcOZ2fXEcknSAHCFEEnql67f1E/lYyQ/epIkja9xMrckqURdh4uN7cq9BFgOvAXYEXgtcHXHbZAkDYimZWhNF5JUpq6Xor2pRbGrI+LTwH8AHwf267INkqTB0TTlwmVoJalMczKhOzPXAG8GHg+8ey7aIEnqL+dyS1KZ5my1qMy8FrgPePFctUGSVLYJFouSJBVozlZpioghYAtgs7lqgySpdOOnC3suJKlMc7nPxVFU4eanc9gGSVLBmnsuTBeSVKKu97nYdSNFNgd2Bg4D3kD1kdQ5XbZBkjQ4mrKFPReSVKauh0XdMImyC4DvAu/tuA2SpEHhSrSS1CuzvYneeuBe4BrgC8DHMnNdx22QJA0I97mQpH7pep+LuZzDIUkaMO5zIUn9YhiQJPWP2UKSimS4kCQVq7nnQpJUoq5Xi9oc2BV4KDNvHnNuC6rduA+m2tviq8D7M/OBLtsgSRok7nMhSX3Sdc/FHwE/Bv589JMRsRC4CHgbcADwdOAdwPkRMWcb+UmSyta8QbfpQpJK1PUb+xfXx0+Pef5VwDOB1cCp9fHPgOVU+12c0VUDIuIo4BhgH2AhsAI4EzgjMzdMob7FwHHAkcCTgSGqjf++D/xjZn67o6ZLkloyWkhSmbruuXhKffzBmOd/l+oDqL/MzD/PzPcCr6f6+/Cqri4eEacDnwX2By4Gvl636TTg3IiY1M8bEXsAVwOnADsBFwD/BtwNvBx4XldtlyQ9VuOcC9OFJBWp656LZcB9o+dR1G/oD6offmZU2S8BG4C9u7hwRBwBHAvcDhyUmdfVzz+BKhQcTtUDcWrL+rakCidPAt4JfDAz1486/zjgcV20XZIkSRoEXfdcDFFN1h7tacBWwI8z82cjT9ab590LbN3RtU+oj8ePBIv6OndQDZMCeOckei/eBfwScHpmnjI6WNT13pWZ/z3dRkuSmg03dF0ssOtCkorUdbi4DdgsIn5p1HMvqY8Xj1N+S+Cu6V40InYG9gPWAOeMPZ+ZFwK3AjsAB7aob4hqLgjA30+3fZKkqWme0C1JKlHXw6IuBl4N/F1EvB54ItVQpGHgP0YXjIgnU/Vy/LSD6+5bH6/NzNUNZS6nmjexL3DpRurbj2rI062ZeUNEPJNqWNX2wB3Af2bmJdNvtiRpQqYLSeqVrsPFB4FXAr9N9SYcqknbPwL+vzFlf7M+freD6+5RH2+aoMzIvht7TFBmxNPq460R8UHgrWPO/2VEnAe8JjMfbN9MSdJkNGULR0VJUpk6DReZeXVEHE61OtPuVBO2vwW8fpxlYEeGHZ3fwaW3qo8TvdEfmWTeZo7HdvVxX6p9Of6B6me6i2py+keAl9XHP5hsY9sYGlrEsmVdTUeZnLm6bt94n9rzXrXjfXqsRZs9NO7zCzfZxPvVgveoHe9Te96rdubzfep8A7vM/HfgSRGxDHhgvGFK9cZ5r64f/rjrNnRgZC7KpsBnMvNPR537ckT8FPge8HsR8Z7M/J9Zb6EkzQONo6LsuZCkIs3Y7tiZuXKCc+t47F4YvxAR/wIszcxDW15upFdiywnKjPRu3N+ivtFlPjr2ZGZeERHfp9pP42Cg83CxZs06Vq1qmj4yM0ZS9sqVbW7R/OV9as971Y73qdk99z887vPDG4a9XxPw/1Q73qf2vFft9O0+LVmymKGhbuNA16tFdeU5wCGTKH9jfdxtgjK7jCk7kRsavh+vzA4t6pMkdcmeC0kqUqnhYrKuqo97R8TihjLLx5RtUx80b5T3+Pr4QMN5SdI0Ne5zMcvtkCS1MxDhIjNvAa6k2sTvyLHnI+JgYGeq3bsva1HfrTyyitVjhmZFxLbAM+uHV0yt1ZKkqXITPUkq00CEi9pJ9fGUiNhz5MmI2J5qVSeAk0evWhURJ0XEiog4icd6f33884jYf9RrNgfOAJYA36dFWJEkTU1Dx4UkqVAzNqF7tmXmuRFxBnAMcE1EnA+spep52AY4j2o52dF2BKI+jq3vKxHxd1R7XFwaEd+hWor2AKrNAW8Ffjcz/dMnSTNkuGG9KDsuJKlMg9RzQWYeS7XE7ZVUqzi9CLgeeBNwRGaun2R9bwOOAC6h2ljvN4GfA38P7JuZ13XXeknSYzR8fGO2kKQyDUzPxYjMPBs4u2XZo4GjN1Lmi8AXp90wSdKkNXcNGy8kqUQD1XMhSRosTeHCYVGSVCbDhSSpXM7olqReMVxIkoplz4Uk9YvhQpJUrsYJ3aYLSSpRqRO6LwO2netGSJLmVuOgKLOFJBWpyHCRmS+f6zZIkubecMOcC7OFJJVpyuEiIn6/q0Zk5qejnqSRAAAgAElEQVS6qkuSNA846UKSijSdnouzmGgJ8skxXEiSHqNpsSijhSSVaTrh4iKaw8UzgCX197cAt9bfPxHYtf7+XuAH07i+JGnAuVqUJPXLlMNFZh4y3vMR8UHgYODjwN9k5g1jzu8OnAC8AbgiM98+1TZIkgac+1xIUq90OqE7Il4D/ClwSmaeMF6ZzLwR+KOIuAs4PiKuysyzu2yHJGmwLbDrQpKK1PU+F28ENgAntSh7cl32jR23QZI0IBqHRc1qKyRJbXUdLp4K3JeZ922sYF3mPmDvjtsgSRoUpgtJ6pWuw8UwsCQitt9YwbrM0o6vL0kaIGYLSeqXrsPFlVS/8z/QouwH6rJXdNwGSdKAaNpET5JUpq536P4AcAjwexGxE3AK8O3MXA0QEZsDzwXeARxK9aFUmyAiSdIo9l1IUok6DReZ+dWIOJ5qsvbz668NEbGqLrKEqrdkAVWwOD4z/7PLNkiSBkfjJnpmC0kqUtfDosjMv6Xa5+Jb9VMLge3qr4X1c98ADsrMD3Z9fUnS4DNbSFKZuh4WBUBmXgIcGhHbAvsCy+pTK4GrMvOembiuJGmwDDdN6TZdSFKRZiRcjKhDxDdn8hqSpMHVOCzKdCFJRep8WJQkSTPObCFJRZqRnouI2AP4U+AFwC7A5pm5aNT5pcCbqSZ1n5yZa2eiHZKkfmvuuZAklajzcBERhwOfArbgkd//j/rzkJn3RsSvA78K/Aj4l67bIUnqv6Y5F64WJUll6nRYVETsBXwW2BL4Z+Ag4M6G4h+nCh8v6bINkqQB0riHnulCkkrUdc/F24HNgQ9l5lsBImJ9Q9mR/S0O6LgNkqQB0ZQt7LmQpDJ1PaG79a7bmXkb8HOqORmSJD2Wcy4kqVe6Dhc7APdn5h0tyz8EDHXcBknSgHCfC0nql67DxYPAlhGxcGMFI2JrYClwd8dtkCQNCPe5kKR+6TpcXFvXuV+Lsq+sy36/4zZIkgad2UKSitR1uPgC1a/890ZEY90R8TTgZKrRtJ/tuA2SpAEx3NB1YbaQpDJ1vVrUPwGvB34d+EZE/OPINepAsRvwG8DRwGLgEuDzHbdBkjTgDBeSVKZOw0Vmro2IFwNfBg6m2udixH+N+n4B8B3g5ZnZuIq5JGl+a5pz4Vq0klSmrodFkZm3A88B/hC4FFhLFSYWABuA7wHHAAdlZtMGe5IkNe9zMautkCS11fWwKAAycx3wMeBj9cpR21EFmbvqc5IkbVzTnAvThSQVaUbCxWiZuR5YOdPXkSQNHsfNSlK/dDosKiJ+EhHfmUT5iyPif7psgyRpcDRPubDrQpJK1HXPxe7A5pMovzOwa8dtkCQNCrsuJKlXOp/QPUmbUk3yliTpMYYb0oUdF5JUpjkLFxGxDbA9cM9ctUGS1E9mC0kq07SGRUXEPsAzxjy9OCJ+f4KXLQCWAi8HFgKXT6cNkqQB5j4XktQr051zcThw4pjntgHObPHaBcAa4KRptkGSNKDc50KS+mW64eJG4KJRjw+m2jTvsgleswG4D7gW+HRm5jTbIEkaUI07dEuSijStcJGZnwQ+OfI4IjYAd2fm86bbMEmSGvsu7LqQpCJ1vRTta4HVHdcpSZqnmnouFpguJKlInYaLuidDkqROOJ9bkvplrve5kCSpmXMuJKlXuh4WRUQsBN4AvAL4FWDbjVxnODM7b4ckqf8aN9Gb5XZIktrp9E19RGwNnA/sT/vf/f6NkCSNr2nOheOiJKlIXfcYnAgsBx4GPgqcB9wKPNTxdSRJ84CjoiSpX7oOF0dQ/S04JjPP6rhuSdI807halB0XklSkrid0PxFYB3y243olSfOSfReS1Cddh4uVwOrMXNtxvZKkeai558KuC0kqUdfh4qvA1hHxyx3XK0nSLxgtJKlMXYeL9wD3AKdGxKYd1y1JmmcaB0WZLiSpSFOe0B0Ruzaceh1wFnBFRPw9cAVw/0R1ZebNU22HJGlwDTeMizJbSFKZprNa1A0bOb8E+ESLeoan2Q5J0nzjnAtJKtJ03tR39ZvdvxCSpHE1Tuie3WZIklqacrjIzK7na0iS9CjDDbMu7LiQpDIZECRJ5XKbC0nqFcOFJKlYTdnCfS4kqUyGC0lSuZxzIUm90ukqTRHxzUm+5GHgXuDHwNcz87Iu2yNJ6remORemC0kqU9dLwB4y6vthmn/9jz03DLw7Ii4Dfi8zN7bMbaOIOAo4BtgHWAisAM4EzsjMDVOtt677b4AT6odvz8wPTqc+SdLEXC1Kkvql63DxWmA74C+p9rm4ALgY+Gl9fkfg14DnUe3k/T5gA7A/8HLgOcD5EbFvZt432YtHxOnAscBDwDeAtcChwGnAoRHxiqkGjIhYDryDiUOTJGlW+GtYkkrUdbj4EnA5sBp4cWZ+b7xC9Rv1fwX+CHhWZp4aEe+mCgS7A2+mCh6tRcQRVMHiduCgzLyufv4JVCHncOA44NTJ/lARsRnwSeAO4HvAyyZbhyRp8hp7LswWklSkrid0nwg8Cfg/TcECIDMvB14PPIWql4PM/AnwFqqPow6bwrVHhisdPxIs6nrvoBomBfDOiJjKz/we4JeBPwZWTeH1kqQOmS0kqUxdh4vDgNWZ+dWNFazLrKbqURjxH8A6YM/JXDQidgb2A9YA54xzrQuBW4EdgAMnWfezgLcCZ2fmVybzWknS9DihW5L6petw8URg/STKr69fA0BmrgHuAzaf5HX3rY/XZubqhjKXjym7URGxOdVwqLuBP5lkmyRJ09WYLUwXklSirsPFXcBWEbHR3oG6zFZUb9xHnlsELAXunOR196iPN01Q5uYxZdt4PxDAcZk52TZJkqapcYNus4UkFanrCd1fo1ox6syIeHFmjvtmPyJ2pVoedphqKNSIp1AFnolCwni2qo8PTlDmgfq4dZsKI+I5VHNAzsvMz0+yPdM2NLSIZctaNbVzc3XdvvE+tee9asf79FhbbTV+R/bizTf1frXgPWrH+9Se96qd+Xyfug4XJ1LNu3gK8KOIOBe4BLitPr8j8FzgCGALquVo/2rU619dHye7GV+nImIxcBbVEK1j57ItkjS/NfZdSJIK1Gm4yMxbI+L5VJOqnwy8pv4aawFwPXBkZv7vqOe/C7wBOH+Slx7pldhygjIjvRv3t6jvb6ja/7rMvG1jhWfCmjXrWLWqafrIzBhJ2StXtrlF85f3qT3vVTvep2b33f/QuM8//PBa79cE/D/VjvepPe9VO327T0uWLGZoqNu+hq57LsjMqyPiacBRVBvj7Qs8vj59J3AV1R4XZ2fmw2Ne++UpXvbG+rjbBGV2GVN2IodTbe73BxHxB2PO7VUfj4mIlwDXZ+brW7ZTkjQZTrqQpF7pPFzAL1Z9Oqv+mg1X1ce9I2Jxw4pRy8eU3ZhNgIMnOP+k+mtpy/okSZPUlC3cRE+SyjQj4WK2ZeYtEXEl8EzgSOBTo89HxMHAzlS7d1/Wor7dm85FxFnAHwBvz8wPTr3VkqSNatii22whSWXqeinauXRSfTwlIn6xCV9EbA98pH54cmZuGHXupIhYEREnIUkqTvOoKOOFJJVoyj0XEfH79berMvNLY56blMz81MZLbbSOcyPiDOAY4JqIOB9YCxwKbAOcB5w25mU7Uu1jseN0ry9J6l5Dx4U9F5JUqOkMizqL6kOlBL405rnJmna4AMjMYyPiEuCNVPMlFgIrgE8AZ4zutZAk9ZjpQpKKNJ1wcRFVkLh5nOfmTGaeDZzdsuzRwNGTrH/Sr5EkTc2wcy4kqVemHC4y85A2z0mSNFWNq0UZLySpSIM0oVuSNGia04UkqUCGC0lSscwWktQvM7LPRUQsoNrl+gVUO2MvzsxDR53fEtgPGM7Mi2eiDZKkAeByUZLUK52Hi4h4MvBF4Kk88ut/7F+Hh6hWcNojIg7OzEu6bockqf+ccyFJ/dLpsKiI2BY4H9gbuAY4EbhvbLnMXA/8E1X4OKLLNkiSBkdjx4XZQpKK1PWci7dSDYP6GrB/Zr4PWN1Q9sv18Tkdt0GSJEnSHOg6XBxG1Yv91sxcN1HBzExgDbBnx22QJA2I4YaBUfZcSFKZug4XewAPZeaPWpa/H9i64zZIkgZF43xu04UklajrcDHcts6IWARswzhzMiRJguYJ3WYLSSpT1+HiBmAoIp7UouyhwKbAjztugyRpQAw3zOg2W0hSmboOF/9G9Tv/TycqVO9z8bdUH0p9qeM2SJIGnelCkorU9T4Xfwf8IXBsRKwCPjT6ZERsDbwYeA8QwK3AGR23QZI0IJr30DNdSFKJOu25yMw7qVaMug84AbgdWAYQEXcD9wCfowoWdwMvy8wHu2yDJGnwuVqUJJWp62FR1LttPx34f8D6+hoLgKX19+uBzwP7Zeb3u76+JGlwNE7oliQVqethUQBk5s3AayLiDcB+wI5UweIO4IrMfGAmritJGjBNE7rtuZCkIs1IuBiRmauBS2byGpKkwdXcc2G6kKQSdTosKiJ27bI+SdI857goSeqVrnsuboiIm4CLgAuBCzPzJx1fQ5I0TzRlC/stJKlMXYeLDcDu9dfvAUTET3l02MiOrylJGlCNm+iZLiSpSF2Hi6XAc4CD66/lwE7A7wKvAoiIn/HosHFtx22QJEmSNAc6DRf1nhVfr7+IiM2BZ1MFjUOAA4AnAEcCr6jL3JWZ23fZDknSYGjcRM+uC0kq0kyvFvUQcEH9RUQMAS8C3kXVqwHwuJlsgySpv5xzIUn9MqPhAiAitgV+jUeGSj2dR69Sdf1Mt0GS1FdNXRez2wpJUjudh4uIeDxwEI+EiV+h+jMw8qdgBfV8C6o5F7d13QZJ0mBoHBY1u82QJLXUabiIiGuBveqHC6g+cvohj4SJizJzZZfXlCTNQ865kKQidd1z8ctUgeJ+4MPAqZl5Z8fXkCTNE/ZcSFK/dB0u7gO2qb/+HDguIi4BvkW1/OwVmbmh42tKkgbUcMOcCzsuJKlMXYeLbYFn8Mh8i18DfrP+GgYeiIhLqcLGhcDlmbm+4zZIkgZF03JRkqQidb3PxTBwVf31DwAR8TQe2efiIKqlaF9Yv+TnEfHtzHxxl+2QJA2GxqVo7bqQpCLN+FK0mXkNcA1wGkBE/BZwItU+F1sCL5jpNkiSeso5F5LUK7Oxz8Uv8cgwqYOBXcYUcQ6GJGlcTXMuTBeSVKaZ2OcieHSY2LE+NfKnYD3VsKmLqOZdXNx1GyRJg6F5tSjThSSVqOt9Lm4HltUPR37zrwUu55Ew8e3MfKDL60qSJEmae133XGwPPAR8l3rTPOCyzFzd8XUkSfNAY8+FHReSVKSuw8VBwPcyc03H9UqS5qHGfS5muR2SpHa6Xor2ki7rkyTNc81r0c5qMyRJ7Wwy1w2QJKlJY7aY1VZIktqacriIiHdHxNIuGxMRz4+Il3ZZpySpx0wXktQr0+m5eDdwY0S8PyL2mGolETEUES+PiG8DXweeMY02SZIGiHMuJKlfpjPn4o+oAsYJwDsj4nvAOcC3gf/KzIebXliHkeXAbwGHAVvXp84BPjmNNkmSBkjzlAvjhSSVaMrhIjM/GhGfBv4EeDPwLOCA+vT6iLgeuBO4B1gDLAW2BXavj1B9+LQB+HfgrzLz+1NtjyRJkqS5Na3VojLzIeCUiPhbql6I1wLPB7YB9prgpcPAj4HPA2dm5v9Opx2SpAHlPheS1CudLEWbmRuArwBfiYgFwNOoejF2BB4PbAbcTdWTkcClmXlPF9eWJA0u53NLUr9MOVxExE+An2XmgaOeOwhYk5nfAa7uoH2SpPmsaYtuSVKRptNzsTuw+ZjnvgXcBuw0jXolSQKaey4cFyVJZZrOUrRrgcXjPO9vfElSJ5o6LvxDI0llmk64uAXYJiKWd9UYSZIezXQhSX0ynWFRXwbeAlwcEVcDD9TPbxcR35xEPcOZeeg02iFJGlD2XEhSv0wnXJxItSrUocD+o54fAg6ZRD3O1pMkjctN9CSpX6azid4DwAsi4qnA3sAWwJnAKqoeDUmSpsePnySpV6a9z0Vm/gj4EUBEnAmszsxPTrdeSZKGG9KF/RaSVKZONtEb5a95ZO6FJEnT4y56ktQrnYaLzPzrLuuTJM1vzdnCdCFJJZrOUrSSJM2oxtWizBaSVCTDhSSpYM7olqQ+MVxIkorVvBTtrDZDktSS4UKSVK7GTfRMF5JUIsOFJKlYjYOizBaSVCTDhSSpWMMNM7rNFpJUJsOFJKl/TBeSVCTDhSSpWI1L0ZouJKlIXe/QPeci4ijgGGAfYCGwAjgTOCMzN7SsYwh4IfBbwHJgF2BbYCVwGXBaZn6r88ZLkh7F1aIkqV8GquciIk4HPgvsD1wMfB14CnAacG5EtP15DwK+AvwxsBNwOfCvwN3AEcAFEfGeblsvSXqMpq4LSVKRBqbnIiKOAI4FbgcOyszr6uefAFwAHA4cB5zaoroNwL8Ap2bmxWOu80qqAPOXEXFBZl7Q3U8hSRqtuefCrgtJKtEg9VycUB+PHwkWAJl5B9UwKYB3tum9yMxvZuYrxgaL+tzngbPqh6+ZXpMlSRNqnHMhSSrRQISLiNgZ2A9YA5wz9nxmXgjcCuwAHNjBJa+qjzt3UJckqYGDoiSpXwYiXAD71sdrM3N1Q5nLx5SdjifXx9s6qEuS1KBxnwu7LiSpSIMSLvaojzdNUObmMWWnJCJ2AI6uH/7LdOqSJE2V6UKSSjQoE7q3qo8PTlDmgfq49VQvEhGLgM8AS4BvZOZXplrXxgwNLWLZsik3dVrm6rp9431qz3vVjvfpsYaGxv8ztWTJYu9XC96jdrxP7Xmv2pnP92lQei5my/8FDgVuwcnckjRnHBYlSWUalJ6LkV6JLScoM9K7cf9ULhARpwL/h2qp20Mz8/ap1NPWmjXrWLWqafrIzBhJ2StXTukWzRvep/a8V+14n5o9/PC6cZ+/777V3q8J+H+qHe9Te96rdvp2n5YsWdzYQzxVg9JzcWN93G2CMruMKdtaRPwd8GaqHboPHb3UrSRp5jRN6JYklWlQwsXI0rB7R8TihjLLx5RtJSI+APwZcBfw65n5o6k1UZI0WY2b6DmhW5KKNBDhIjNvAa4EhoAjx56PiIOp9qS4Hbisbb0RcTLwduAe4AWZeXUnDZYkTY/ZQpKKNBDhonZSfTwlIvYceTIitgc+Uj88OTM3jDp3UkSsiIiTGCMi3gccD9xLFSwm1eMhSZq+plFRZgtJKtOgTOgmM8+NiDOAY4BrIuJ8YC3V6k7bAOcBp4152Y5A1MdfiIiXAn9RP7weOC4ixrvsisw8ubMfQpL0KMMNA6NcLUqSyjQw4QIgM4+NiEuANwIHAwuBFcAngDNG91psxHajvt+//hrPhYDhQpJmSuN8btOFJJVooMIFQGaeDZzdsuzRPLLb9ujnzwLO6rBZkqQpaJzQbbaQpCIN0pwLSdKgaZh0YbaQpDIZLiRJxXJUlCT1i+FCklSs5tWiTBeSVCLDhSSpf8wWklQkw4UkqVjDzrmQpF4xXEiSesdwIUllMlxIkorVNOfCtWglqUyGC0lSsRqzxay2QpLUluFCklSupjkXpgtJKpLhQpJUrMZ9LiRJRTJcSJKK1Tzlwq4LSSqR4UKSVC67LiSpVwwXkqRiDTekCzsuJKlMhgtJUrkaei4WuF6UJBXJcCFJKlbjqCizhSQVyXAhSSpW0yZ6ZgtJKpPhQpLUP6YLSSqS4UKSVLCGCd2mC0kqkuFCklSsxmFRZgtJKpLhQpJULLe5kKR+MVxIksplupCkXjFcSJKK5SZ6ktQvhgtJUrncRE+SesVwIUkqlqOiJKlfDBeSpGK5WpQk9YvhQpJUMPsuJKlPDBeSpGI1RYsFdl1IUpEMF5KkcjVO6JYklchwIUkqVuOgKNOFJBXJcCFJKtZww4xus4UklclwIUnqH+dcSFKRDBeSpGI1LkU7u82QJLVkuJAkFat5tahZbYYkqSXDhSSpXE1dF5KkIhkuJEnFcp8LSeoXw4UkqVzOuZCkXjFcSJKKNWy6kKReMVxIkorlalGS1C+GC0lS/zjnQpKKZLiQJBXLngtJ6hfDhSSpYOOnC8OFJJXJcCFJKlbjLhemC0kqkuFCklSs5mFRpgtJKpHhQpLUO87nlqQyGS4kSZIkdcJwIUkq1nDDuKgFdl1IUpEMF5KkYjVO6JYkFclwIUkql+lCknrFcCFJKlZTtnBUlCSVyXAhSSpX05yLWW6GJKkdw4UkqVjNm+gZLySpRIYLSVKxmjfRkySVyHAhSeof04UkFclwIUkqVuM+F7PcDklSO4YLSVLvuImeJJXJcCFJKlbTnAtJUpkMF5KkYrnPhST1i+FCklQw51xIUp8YLiRJxWoeFmW8kKQSGS4kScVyWJQk9YvhQpJULid0S1KvGC4kScUabppzYc+FJBXJcCFJKldDz8UC51xIUpEWzXUDuhYRRwHHAPsAC4EVwJnAGZm5Ya7rkyS153xuSeqXgeq5iIjTgc8C+wMXA18HngKcBpwbEZP6ebuuT5I0OU2rRZktJKlMA/PmOCKOAI4Fbgf2ycyXZObhwJOBHwOHA8fNVX2SpKlwzoUk9ckgDYs6oT4en5nXjTyZmXdExDHAt4B3RsSHWw5n6rq+4q164GHufeBh7rn7wbluStF+vr56s+N92jjvVTvep2bucyFJ/TIQ4SIidgb2A9YA54w9n5kXRsStwE7AgcCls1lf6VY98DCn/+sPuf7WVXPdFElqxZ4LSSrToAyL2rc+XpuZqxvKXD6m7GzWVzSDhSRJkrowED0XwB718aYJytw8puxs1jdpQ0OLWLZs65mo+lFWPfCwwUJS72y/bGsWLhyUz8dmzmz8HRkE3qf2vFftzOf7NCi/mbeqjxMNWH6gPrb51+66vmJtsfkihjZdONfNkKTWdnnCVgYLSSrUoPRcDJw1a9axalXTiKxuHfKMJ/Kfl98yK9eSpOl6yXOfxMqV9891M4o28qmp92li3qf2vFft9O0+LVmymKGhbuPAoISLkV6ELScoM9Ib0eZfu+v6ivY7z9+Tx22zOdfedA/33P8w69cPxOJXM2bkE1Pv08Z5r9rxPrXz+CWb84IDd+eQZ+7cmz/ckjTfDEq4uLE+7jZBmV3GlJ3N+oq2yYIFvGD5Lhz1m08F+pO250rfPpWYS96rdrxP7c3nccyS1AeDMmj1qvq4d0QsbiizfEzZ2axPkiRJGngDES4y8xbgSmAIOHLs+Yg4GNiZarfty2a7PkmSJGk+GIhwUTupPp4SEXuOPBkR2wMfqR+ePHo37Yg4KSJWRMRJPNak65MkSZLms0GZc0FmnhsRZwDHANdExPnAWuBQYBvgPOC0MS/bEYj62EV9kiRJ0rw1SD0XZOaxwKuphjQdDLwIuB54E3BEZq6fy/okSZKkQTYwPRcjMvNs4OyWZY8Gju6qPkmSJGk+G6ieC0mSJElzx3AhSZL+//buPEyuqk7j+DcLKCEkYZNVBBVeBYSwREGBEMKICvrIJjgiyyjjILIosugghMUBdFADKA6ixgUVQcEHUNmEGDZlVZDJT2AIIJDIDkEkkPT8cc4llUp1d1Xn1tJV7+d5+rldde89dc6pk8793bNcM7NSOLgwMzMzM7NSOLgwMzMzM7NSOLgwMzMzM7NSOLgwMzMzM7NSOLgwMzMzM7NSOLgwMzMzM7NSOLgwMzMzM7NSjOjr62t3HmxJfwPWWbSoj1dfXdjSD15++fTA9gULXm3p5w43rqf6ua7q43qqn+uqPq6n+rie6ue6qs9wq6fRo0cxcuQIgEeBdctI08FF53kWGN/uTJiZmZlZz3gOmFBGQqPLSMRK9SCwATAfuL/NeTEzMzOz7vVWYCzp+rMU7rkwMzMzM7NSeEK3mZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVwsGFmZmZmZmVYnS7M2CtJ2lTYHdgMvBmYG3gZeBe4ELg3Ih4eYhpC/gSsBOwKjAX+DVwckQ8vuy5bx1JKwIfBibln4nAGOCKiNhtiGnuCFw3yGHbRsQtQ0m/HZpRTxVpd017qlRmuYZ7m5L0r8AhwGbAKGA28H3S36FF7U6vU5RVLkkzgAMGOCQi4m3LkNW2yP+m3kf6G7Q1sBEwAtg7Ii5ehnS7rj2VXVfd2KYkLQ+8F9iVVE9vBFYGngBuBs6JiOuHmHbXtalqDi5602+BdYB/ArcBfwDWALYFtgH2l7RzRDzdSKKSJgO/AVYA7gB+D2wO/Aewp6TtIuKvpZWi+TYEftyktOeRvodanmjSZzZLU+qpC9sT0NRyDbs2JembwKdJf4uuBV4BpgLnAFMl7dXghXOp6XWKJpXrRuD+Gu8P16D9EOCIMhPs1vZEE+oq66Y2tQNwWf59LnAr8CKwMbAn6W/1KRFxQiOJdnGbWoKDi94UwAnAzyNifvGmpPWBy4EtgK8z8J2IJeS71z8jXTAdFhHnVOz7b+Ao4KeSto6IvjIK0QIvAN8jBWC3k+rl2yWlPTsiDiwprXYrvZ66tD01u1zDqk1J2pP0n+xcYIeIuC+/vwapJ2Z34DBgejvS6xRNLNf5ETGjxKy22z3AV1n8d+i7pN75IenW9pSVWlcVuqlNLQJ+AUyPiFmVOyTtA1wAfEnSdRExWM9xcV43t6kleM5FD4qIqRHxvcrAIr8/h3T3FOAjuVuwXgcBawLXVV4wZccCDwBbAu8fWq5bLyIeiIhPRMS5EfFH0tAxq9Kkeuq69pR1a7mG4gt5e2zxnyxARMwj3VkFOE5Svf9PlZ1ep+jWcpUqIs6PiGMi4ucR8UAJSXZtvbrlDH8AABEQSURBVDehrrpORPwuIvaqDizyvguBGfnlfg0k27VtqtqwL4CV7s68fT1pLHi9Ppy3F1TviIiFpLu1lceZDaRb21O3lqshktYFtgIWABdV74+ImcCjpEBsm1an1ym6tVydzvVudSiuldat5+Bea1MeFmXVNszbBUAjcy62yNtb+9l/a9VxvW4NSSeS5r68CNwN/CoinmpvtjpGt7anZpZrOLWponx/iYiX+jnmVlJZtgBuanF6naKZ5ZoiaTNgLGm+zg3A1d0w3rsE3dqemq2X2lRxrVTvfJKealMOLqzacXl7eb0rRkkaB6ySXz7Uz2EP5+0Gy5C3bvI2YFrVe2dLOi4izm5DfjpGt7anFpRrOLWponz91QM0Vhdlp9cpmlmu/Wu8d6+kfSPi7gbT6jbd2p6arSfalKQ1gQPzy1/UeVpPtSkPi7LXSDoQ2Af4B/DFBk4dW/H7i/0cU8zvWKnxnHWV50iT5bcndX+uRBpjfz5pKNpZkj7Zvux1hG5tT80q13BsU0Vd9FcP0FhdlJ1ep2hGue4CDietejOWtBT5bsCf8nvXSFqn8ax2lW5tT83SM21K0mjS6ojjgWsj4rJBTin0VJtyz8UwI+krwIeGcOrUiHh0gHSnAv8D9AGfiogYYhY7QrPqaVlFxJ0sHqtZuBM4WNKfgbOAMyT9aKjPGmlEp9ZTJ+rUuuq0NmWdLSK+UfXWi8AVkq4GZpLGe38B+Eyr82bDU4+1qW+Tlo59hMYmc/cUBxfDz9qAhnDecv3tkLQd8CtgeeDwiGj0mQWVq06tSLqTWq2I2l9oMO2hKr2eWuCbpCWCVwPeRXr+QbN1Yj11YnuCZa+rdpSrHW2qHkVdrDjAMY3URdnpdYqWlSsiFkg6jfR/wQeWJa0u0K3tqaW6rU1Jmg58grSU7NSImNvA6T3VphxcDDMRsR8lRsuS3k16MvCKwDFDGZsdEc9Leob09Mo3AX+ucdgb83bOELPaaJ5KradWiIhFku4jXQi2pAu5E+upE9tTztcy1VU7ytWONlWnOXn7pgGOaaQuyk6vU8zJ21aVa3bedlJbaYc5edtt7akduqJNSTqTNPTrCVJgcd8gp1Sbk7c90aY856KHSdqG9ETflYDjI+Kry5DcHXk7qZ/978zb6uEbtqRi+d/5Ax7V/bq1PbWjXJ3YporybSJphX6OmVR1bCvT6xStLlcntpV26Nb21A7Dvk3lIbGfA54Cdo6Ie4eQTE+1KQcXPUrSO4ErSYHFtIj48jIm+au8/ViNzxoF7JtfXrKMn9O1JG0ObESa93Jbm7PTbt3anlpark5tUxHxCCnQWh7Yu3q/pMmk9ePnAje3Or1O0YZyfSRv+1squSd0a3tqk2HdpiSdDhwNPAP8S0TU6nEeVK+1KQcXPUjS1sBVwDjglIg4qc7z3ilptqTZNXZ/n/SPYoqkQ6v2nQ68hRSN/2boOR8eBqonSYdLWurhhJK2BS7OLy+MiHrXzh62erQ9DalcXdqmTsvbMyS9tXhT0huAb+WXp1eukS/ptFwPp7G0htMbJkqrJ0kTJe2WA9nK90dLOoo07APS6mNdr0fb05D0YpuSdCpwLPAsKbAYtEfBbSrxnIvedBVpGbVngfUkzejnuM9HxJMVr8fQz4TWiJgvaV/SRdE5kg4C7gM2B94OPAl8NCL6yilCa0i6BFgrv1w9b98j6ZaKw06JiCsqXvdbT8DJwJmS7gIeBEaQHsazWf79RuBTJWW/Zcqup25tT8tQrq5rUxFxsaRzgUOAuyVdA7xCWollHHApcE7VaWuR6mGtqveHml7HK7me1if1ij0t6Q7g76RhK+8gLViwiDT37srmlKZ5JG3J4gs0SEugAvyXpM8Xb0ZE5dOPe649Qel1tT5d2KYkfQj4z/zyfuAwqeaf4NkRcXrF655sU9UcXPSmlfN2AnDAAMdNI13s1CUiZkragrQ6zVTSH5d5pCVuT+rAO6f12IKlJ2BNIK28U1id+n2Z9DyCTUjDVcaQnoR+NfBT4EcRsXDIuW2fsuupW9tTM8o1bNtURHxa0g3AocBkYBRpAuj3gHMbvYNXdnqdosRy/QmYTprbszGp3fQBfyP1qn0zIm4vOfutMo4l/94UNqzxXl26tT1Rbl11a5tapeL3rfNPLTNJvc516eI2tYQRfX3D6safmZmZmZl1KM+5MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDMzMzOzUji4MDPrUZIOlNQn6fqS052R051WZrqt0qx6MTPrBaPbnQEzM7OCpInAh4E5ETGjzdkxM7MGuefCzKx3PQcE8HC7M1JhInAicGCb82FmZkPgngszsx4VEZcAl7Q7H2Zm1j3cc2FmZmZmZqVwz4WZWYtJegB4M7BbRFxRte9s4DP55TYR8Yeq/T8F9gVOiohpFe+PBD4G7E8aWjQeeBKYBXytOp18zoHA94GZEbFjjf2jgMOAfwM2BOYDfwBOi4gbJfXlQzeIiDn9lLVI46Ccxj+Bm4BpEXFb1bF9FS8nV70GmBIR11edsx2pvrYDVs95vBP4LvCziKhOozhvbWAasCuwKvAYcClwcq3jh0rSSsCRpHkkGwGvI30vjwHXAT+IiHsqjp8BHEDV91uV5vXAZOCgynkp1d+npI+S6n5T4GXgBuCLEfG/+fi1gC8CHwTWBP4GnA98NSIWllF+M+s97rkwM2u9mXm7Q419kyt+H2h/kUZxAXsl8ENgZ9LF8kvAWsBHgJskfYYGSFoOuAz4OvAO0s2o0aSL8esl7VlHMqOBK3IabwcWAivnNGZJ2rbq+HnA8/n3V/Lryp8FVXk8gxQ87QOsQwpcVgamAj8BfpKDruqyvR24CzgYWBt4lXRx/VngVmCVOso2KEnjgVtIAcuWwBhS8LMGsBXweWC/Mj6rxmefQaqDSfmt1UgBzixJG0naEPgjKTBbhfRdvQU4DTirGXkys97g4MLMrPV+n7eVgQSSViXdZX6hn/0bkgKGBaSL1kIRVNwB7AKMiYjxpIvG40kX9dMlvaeBPB4PvD+feyQwLiJWBtYHfku6wz2YQ0kXt/sAYyNiJWBz4B7g9cD0yoMjYk3giPzypohYs+rnpuJYSUcAx5CCjn8HJuQyr0jq2Zmbt8dWfkYOmi4m9XL8HzA5IsYCY4EPkXp8TqijbPU4AtgYeALYDXhdRKySy74RcBzwQEmfVWkiKVA6EhgfEeOAzUiT91cFTgd+DDwCTMz7x5G+c4BDJG3ahHyZWQ/wsCgzs9Yreh22kjQ2Iubn19sDI4ALSD0O20kaGRGL8v4i2PhjRLwEIGln0h3pAHaKiOeKD4mIZ4AvS1pIuiP9BdJF7oByT8hR+eUJEfFaEBARD0nag3SHf8IgSU0Ato+IGyrO/3MevnMbMEnSehHR0GpVkiYAp5J6KnaJiD9VpP8ScKGkh4EbgaMlnRkRRa/HvqQL/gXAByIi8nmLgMtyj8zvKcc2eXtm5fC3iHgFuA84o6TPqTaeNOys8nu7W9LBpLLtDjwDvDkins37/0FqKzsBOwF7kIJAM7OGuOfCzKzFIuJB0vj20cC7K3YVwcN1pPHx40l3oav3z6x474C8/U5lYFHlgrydkudADOa9pB6Af1JjiEy+OP5aHenMqgwsKs6/nVR+SD01jdqT1NNwTWVgUfUZNwMPkoZJbVWxa6+8/WURWFSdN4vygotiiNdaJaVXrwXU/n5uJH2nAOcWgUWVa/PWPRdmNiTuuTAza4+ZpAnYk4Gr8nuVwcO6pGE6k0nDnar3F4rg5HhJRw/ymWNIw2L+PshxW+TtXRW9KtVmDZIGpN6N/jxKKuPKdaRTrSjzTpLmDnBcMXfijcDN+fct83bm0oe/Zia157s06tekIWGH5yFvPwFuiIgXBj5tmc2p9RkRsUjSk6R6769XYl7eDuV7MTNzz4WZWZsUF7eT4bXJv5sDsyNiXo39G5Aukl8lrbZUKO6KTyBNFO7vpzCmjrytlrePD3DMY3WkM9BFdHEHfbk60qlWlHkMA5d5uYrjCqvn7UD5f3QIeVpKRPwQOI801G0/UrDxrKQ7JZ2cV2tqhoG+t4WDHFPsH8r3YmbmngszszYpht5MkrQCab7FSBYHFXeRhtVsL2kEi3stbo+IFyvSKW4S7R4RlzY5z52iKPP0iDiyrTkZRER8StJZpDk0OwDvIg11mwh8TtLuEXF1O/NoZlYm91yYmbVBHu8/D1ge2JbFwcP1ef9C0ryLVUhLwdYaEgWLh7GsV2L2nszbge6st3oeQaVlKfMTebv2AMcMtK9hEfGXiDgxIqaQepg+CNxNmtfyg7yCVeHVvH39AEmOLzN/ZmZlcnBhZtY+lUvS1goeBtsPi+cSvL/EfN2ZtxMlje3nmO1L/LxKxcpYIwY4pijzjrnXpxHF/JWB5lRMHmDfMomIBRFxObB3fmst0sMFC8Uk63VrnS9pRdIzQ8zMOpKDCzOz9ikChd1IE43/GhGP19j/cWAD0nj46tWXZuTtLpLeN9CHSap3ku5VwIuku+eH1khnNOk5Cs1QrLA00DK3F5HytzKDPJOiRpkvyts98nNDqo9/N+VM5kbS8gPsfqni99dV/H533r5XUq3ei89WHW9m1lEcXJiZtU/RM7ElMIqleyVuI11EF09Zvisinq88ICJ+C/ySdKf/EklHSyomLSNpNUl7SbqC+paPJa809PX88lRJhxU9BJLWIz2EboM6y9iov+TtxpLe1U/+niI9swPgOEnfkbRRsV/SGElTJJ3HkpPfAS4E7iVdoP9a0nb5nJGSdiXV5fOU4xpJZ0naobKHRdImLA4KH2dxQAHpqegvkSae/1DSG/I54yX9JzAN6G/JYTOztnNwYWbWPvcAT1W8vr5yZ0RUrwzV3/Kp+wOXknoavgLMk/SMpBdIcwwuAj7QYN5OIfVgjCY96+J5Sc8ADwG7Ap+sOPblBtPuV0TcRwq6RgO3SHpK0pz8s03FcWcDXwL6cl5C0nxJTwPzgd8BB1M1dyE/o2NvUr28FZiV62k+cDlphauTSyrOOOAw0vc2X9LTkl4ife9TgH8AH8/fc5G/p0lP7ibnc16u96dJDw48mTTZ38ysIzm4MDNrk4joY8nnRdQKHmrNwahO58WI2J00vOqXpGVWx5Au0O8Hfg4cRLrQrTdvC0hBxFGki+GF+ecKYEcWP2wNFs8TKMsewLdID8EbC7wp/1QHCqeSlu89j/TE65GkSdKPAVcCx1BjbkhE3Etarel8Us/BcsBcUm/NJNKFfBk+CZxIeijiw0DRezEbOAfYNCKurT4pIs4iPR/jFlIAMpL0ALzdI6KswMfMrClG9PX1tTsPZmY2zEiaClwDPBQR67c5O2Zm1iHcc2FmZkNRPA3cz2gwM7PX+CF6Zma2FEmjSJOfzwdujojn8vubACcBuwCvkOZjmJmZAR4WZWZmNeTlZl+peOt50g2pMfn1IuCQiDiv1XkzM7PO5Z4LMzOrZSHwaVIPxTuAN5CWy32INLH8GxFxR/+ndw9J+wDTGzxtUkQ80oz8mJl1MgcXZma2lLyS1bn5p9etAKzR4DmjmpERM7NO52FRZmZmZmZWCq8WZWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpXBwYWZmZmZmpfh/BFXdWlYTMp8AAAAASUVORK5CYII=\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxAAAAIzCAYAAACQtv/RAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmYHWWd9/93SEgISQgIERERkOWLgCgK8yiKooIKKoPruI6oM4zOiI/+XBiX0REdH9RRdFTUcUEdt3FU0AGEARQBxQ0d2b8sIqBsUSCQEAhJ+vdH1ZEmnOqu7q7uqkrer+vqq9JVde66+4ar+3zOvc0aGRlBkiRJkurYqO0KSJIkSeoPA4QkSZKk2gwQkiRJkmozQEiSJEmqzQAhSZIkqTYDhCRJkqTaDBCSJEmSajNASJIkSarNACFJkiSpNgOEJEmSpNoMEJIkSZJqM0BIkiRJqs0AIUmSJKm2OW1XQJJUT0QcDPw18Dhga+Bu4Hrgh8AXMvP8MV67E3BtZt4zE3WdiIiYDfwTcDiwDXAr8NbM/HKb9RpPRGwE7JyZl486dwDFf48/ZeZWbdVNkqaTPRCS1HERMScivgGcArwImA1cANwE7Aj8PfCLiPjQkNduHBHvBS4G5s1crSfk7cC7ge2BK4GbgWtbrdE4ImIf4BfAEW3XRZJmmj0QktR97wP+CkjgxZn568GFiJgPvB54P/DmiLg2Mz8+6rXbAu+cycpOwgvL479kZtfrOvA64NEUvQ2j/Rx4OLB6xmskSTPEACFJHRYRCyjerAK8MDMvGH09M1cCH4iITYF3AW+PiE9m5toZrupULCmP57RaiwZk5p3AZW3XQ5Kmk0OYJKnbdgUWAHevGx7W8dny+CBgu2mvVbMGH2bd3WotJEm1zBoZGWm7DpKkChGxJ3Bh+e2BmXnmGPc+imIC8u8zc01EfBF4xZBbd8zM34163V9SzKPYhyKs/AE4CTgmM29Y5xmHA8cDnwGOBj4EPA3YhGKI1WeAz9fpAYmIs4AnDbn0pcw8fNT1IzPzE0Ne/0vgMcArM/OL5bkDKIYVnUwx7OsdFEOkHgLcBpwBHD164vOo8jYG/hZ4ORDAfIo5GV8Djs3MuyJiB+DqMeo8eP79JlFHxCYU7fwiYHeKD/F+C5wAfCQzb13n/i9S/Pd7AXAFRQ/TE4FFwFXAV4EPZ6bBS9KMsgdCkrrtMoo39AAnRMTRERHDbszM/83MazJzTXnqcuCXo245D/gxcBdARMyKiH8HTqQIAXcDF1Gs8PR64IJysvAw2wA/A14CLC3r+Bjg34H/jIg6Q2QvLOszmC9wUfn9/d7cT8Ii4FzgbRSTxy8FtgJeCvw0Ih42+uaI2ILijf8ngcdSTFC/imI+w/uBk8qAcVdZx5vLl/6hTp0jYglFe32YIqhdSxG4gmKOyv9GxG4VL38KxdyKZwM3lnXbHfgX4JvjtoQkNcwAIUkdlpmrgSOBEYo3xf8EXBYR10TElyLi8IjYpuK176f49HrgaZn5hMy8sfz+jRSfuF9P0bvx4MzchyJAHEfxhvs7EbFoSPGHApsCT8rM3TNzN+CpwO3A84HX1vjZjszMJwDLylNHlvV7/3ivreGJFMO5DszM7TJzb2BPijfgWwBvWuf+Y4HHUwSBR2TmwzNzT2Bv4AaKn+2tmXljWefvl6/7Rs06fwPYiyIk7VG22d4UK0/9AHgo8L2yl2JdrwVOB7bLzEdk5vbA/y2vHRoR+9ZqEUlqiAFCkjouM08ADgauGXX6oRR7QhwP/D4iTo+IR9cts3yj+vby25eNHhqVmSsy8x8oPjHfDnhVRTGvzMyzR73uB8Abym//MSJm1a3PNHnDOj/XZRQ9DFDspQFARGxL0ZYjwHMz86JRr7mQojcGiqFNExYR+1P0ItwFPCszLx1V/vXAYcDvgV2AVw4p4hbgBZl506jX/RtFD8l9fhZJmgkGCEnqgcw8DdiZIkh8mnvfPELxu/xAir0g/q5mkY8HtgRuysx1lyId+EZ5PHjItWsy83tDzn8VuBN4MMWn920Z4d5egtGyPG426twhwCzgZ5l58ZDXfBd4FJP/eZ5ZHk/JzGvWvZiZd1AEQYBnDXn9WeVqW/d7aXncbMg1SZo2LuMqST1RDmc6tfwiIrajCA4voHiTvxFwXET8pPzkfCy7l8eFEXFuxT0PKI/D5lz8csg5MnNVRFwBPJIi8PxqnHpMl+WZefuQ84M34rNHndupPF7EEOXu3b+ZQl12LY+/HuOeQTvtOuTaH4acg+E/iyRNOwOEJPVUZl5H8cn18RHxFOB7FKsovZp7hxJVGXxqvYCiN2Isi4ecu3XIuYE7xnjdTFk1zvXRw6u2LI/Lp6kugzkkd4xxz+DZw+abTORnkaRpZ4CQpA6LiK9RrAp0VGb+V9V9mfmDiPgcxeTaXWoUvaI8npSZz55E1TYd49ognPxxEuUOU/UGeaw6TMSd5XFBQ+WtaxAOxhpqNAhb0xViJKkxBghJ6rZFwI4U4/QrA0RpMMn2TzXKvaI8PrzqhnLPgwcBv83Mm9e5vPv9X/HnydmDYTiX1KjHWAbLu84b8pxZZd2aMFiCtepnmgP8iGI1pn8YPZm5psFchbHmUDymPF45wbIlacY5iVqSuu0/y+OLx1quMyJmA88pv/2fUZdGb+g2+pP8syk+7d4pIg6sKPbzFHtHfHjItUdFxF5Dzr+MYlO5yzIzh1yfiMEwqWFzMJ5AsRxrE/6HYtL14yJiWO/NU4H9gAO4t1dl0K51hg+dXB4PiYjt171YLpP716PqIkmdZoCQpG77BsWb+HnA6RFxZETcZ25BuQHZd4F9KSbq/ueoy6OHxPz5zWu58s+x5bdfHR0iImJ+RBxLsfToGuCjFXX7ZkTsOup1zwA+Un77T7V/wmo/KY8viYg/z9Mol6v9UgPlA5CZV1D07mwEfDsidh71rL0odtcG+LdRm/QN2vV+gWBI+edQbFI3j2JDuj9vGBcRD6bYyG9bil2pPzu1n0aSpp9DmCSpwzJzdUQ8iyIUHAj8G/DhiLiKYtO2bSj2agD4BXBYuWrQ4PW3RMTvgYcAZ5evO7xcrvRoYDeKVZxOj4hrKD5h34V7x+v/XWaeP6RqNwAPBC6NiAsp5iMMPr3/18z8VgM//hcoNtHbETgnIi6hWHFoN4ohWF+j2Am7Ca8BHkaxS3RGxMXAXIqfaSOKla+OGXX/BeXxeeXPf1ZmHjlG+S+h6F14BHBJRFxKMTl6T4q/xdcAzymDnSR1mj0QktRxmXlLZh5EsUfA8RSfVG9NsTfBRsApFENgHlduTLau51OEi/kUS5buVJa7Gvgr4EUUOx0volh+9S7gBOCJmfn5impdD/wFxafnOwBLgDOBZ2fmW6b2Excycxnwf4CPA9dRvJmfT9Fzsi+wtInnlM+6FdgfeDPwvxRttH3579dRbAA3ejWkL5b1uLms1yPHKf9Gisnwb6XoJdqeYpnbSyh6a/bOzAuqS5Ck7pg1MjLSdh0kST0REYdThJjzM3OflqsjSWqBPRCSJEmSajNASJIkSarNACFJkiSpNgOEJEmSpNqcRC1JkiSpNnsgJEmSJNVmgJAkSZJUmwFCkiRJUm0GCEmSJEm1GSAkSZIk1Tan7QpswH4N7AgsB65suS6SJElaf+0MLASuBvaeamEu49qe24DFbVdCkiRJG4xlwOZTLcQeiPYsBxavXTvC6tVrZuyhc+cW/8lXrVo9Y8/sK9uqHtupPtuqHtupHtupPtuqHtupvr611Zw5s9loo1lQvP+cenlNFKJJuRLYdvXqNSxbtnLGHrpkySKAGX1mX9lW9dhO9dlW9dhO9dhO9dlW9dhO9fWtrRYvnj8IPY0Mm3cStSRJkqTaDBCSJEmSajNASJIkSarNACFJkiSpNgOEJEmSpNoMEJIkSZJqM0BIkiRJqs0AIUmSJKk2A4QkSZKk2ta7nagj4nDgeGD/zDx3Aq97MPBu4CBgG+Ba4CvABzPz7mmoqiRJktQ761UPREQ8Dvj4JF73EOBnwBHAbcDJwGbA0cCpEbFxk/WUJEmS+mq9CRAR8VzgNGDhJF5+HPAQ4J8y89GZ+XxgZ+AM4ADg9U3VU5IkSeqz3geIiHhIRHwZ+DYwG7hpgq8P4FnAVcD7B+czcwXwamANcGRjFZYkSZJ6bH2YA/E+4OXAL4FXUQxh2noCr386MAv478xcO/pCZl4bEb8C9o2I3TPzkobqLEka4rbld/Obq2/hxj/dyYo7V7VdnU5bsOlcANupBtuqHtupvsm21ZabzeMRD9uSB2y2yXRUa8asDwHiMuAVwFcyc23RoTAhe5THi8Yof1/gEYABQpKmybU33cGHvv5rVty1uu2qSNK0mTd3Nm964aPY+SGL267KpPU+QGTmMVMsYpvyeEPF9cH5ifRq1DZ37hyWLFk0HUWPqY1n9pVtVY/tVJ9tNdzHvn2B4UHSeu/uVWv45llXcuwbD2i7KpPW+zkQDVhQHu+suL6yPE5mcrYkqaZLrr6l7SpI0oy4+vrbWbNm7fg3dlTveyAaMPivN1JxfdY6x0atWrWaZctWjn9jQwaffC5deseMPbOvbKt6bKf6bKtqIyMj3LO6v39MJWkitnvgQm65ZcWMPW/x4vnMndvc2357IGB5eZxfcX0wy2Xm/itL0gam6hMcSVrfzJ83m5c9bcJzdjvFHgi4vjw+qOL6eHMkJElTNUaCOGz/HWeuHj2yYME8AFasuLvlmnSfbVWP7VTfZNtqy802YY8dH8DmC+dNR7VmjAHi3tWXdq+4/vDyeOEM1EWSNkgjFQli1iw49PEGiGEcElefbVWP7VTfht5WDmGCU8vjoRFxn/aIiIcCewPXuAeEJE2fkYoeiFnTM/1MkjQFG1SAiIiHRsRuEbHV4FxmXk0RIgI4etS9C4DPUexu/eGZrqskqeiBkCR1ywYVIIAvA5cCr1vn/D8ANwLviIgLI+JbwBXAQcD3gU/NaC0laQNT1QMhSeqeDS1ADJWZvwX+AvgisAR4JnAr8DbguZnpzkaSNK2q50BIkrplvZtEnZkHTPLadcArp6FKkqRxVPdAmCAkqWvsgZAkta5yJ0/zgyR1jgFCktS+ylWYJEldY4CQJLWuah8IE4QkdY8BQpLUOveBkKT+MEBIkrrL/CBJnWOAkCR1lvlBkrrHACFJal3lECYThCR1jgFCktQBlQu5zmgtJEnjM0BIklpXuY+cJKlzDBCSpNZVr8IkSeoaA4QkqbOcAyFJ3WOAkCS1bqSqC0KS1DkGCElS6yqnUNsFIUmdY4CQJLXPDghJ6g0DhCSpddU9EDNaDUlSDQYISVL7KuZAmB8kqXsMEJKk1lWOYLILQpI6xwAhSWqd+0BIUn8YICRJ3WWCkKTOMUBIklpXtQ+E+UGSuscAIUnqLPeBkKTuMUBIklrnRtSS1B8GCElS60Yq1mGyA0KSuscAIUlqn6swSVJvGCAkSa2rHsFkhJCkrjFASJJaVxUgHMIkSd1jgJAktc9Z1JLUGwYISVLr7IGQpP4wQEiS2lc5idoEIUldY4CQJLWucgCT+UGSOscAIUlq3UjFHAjzgyR1jwFCktRdToKQpM4xQEiSOsv4IEndY4CQJLWuahVXOyAkqXsMEJKk1rkLhCT1hwFCktQ+N5KTpN4wQEiSWle9kZxjmCSpawwQkqT2VW4kJ0nqGgOEJKl1biQnSf1hgJAktc6N5CSpPwwQkqQOM0JIUtcYICRJrXMfCEnqDwOEJKmzzA+S1D0GCElS60ZchkmSesMAIUlqXeUQJhOEJHWOAUKS1F3mB0nqHAOEJKl11T0QkqSuMUBIklpXNQfCVZgkqXsMEJKk9rkVtST1hgFCktS6qvxgD4QkdY8BQpLUPudASFJvGCAkSa1zHwhJ6g8DhCSpde4DIUn9YYCQJHWX+UGSOscAIUlq3UhFF4T5QZK6xwAhSeosA4QkdY8BQpLUuqo5EK7jKkndY4CQJLWuMj/MaC0kSXUYICRJ7auaA2GCkKTOMUBIkiRJqs0AIUlqXfUUCLsgJKlrDBCSpNZVBQhJUvfMabsCTYiIA4G3A3sBc4HzgWMy87QJlPFY4J3AfsBC4Drge8DRmXlr45WWJN2raidqOyAkqXN63wMREYcDp1O88f85cB7weODUiDiiZhl/CZwDPBO4AjgF2AR4A/DziFjSfM0lSQMj9kFIUm/0OkBExDbAp4FlwD6ZeUhmPp0iQNwOfCwith2njDnAZyja4nmZ+X8y8zBgJ+C/gZ2Bd03jjyFJquqBmNlaSJJq6HWAAI4E5gHHZuZFg5OZ+QvggxS9COP1QuwFbA38JjO/M6qMu4D3lt8+sclKS5Luq7L/wTFMktQ5fQ8QzyiPJw65dkJ5PHicMtaWxweWvRGjbVUeb5lE3SRJNVXtRG18kKTu6e0k6oiYBexOEQAuHXLL5eW1PSJiVmZWfcB1McWE6e2A/4iIdwI3AI8DjivL+EjD1Zck3YcJQpL6os89EFtQDF/6U2auWvdiZq4G/ghsCiyqKiQz7wGeD/wBeBFwJbACOINiRaeDM/O/G6+9JOnPqnsgTBCS1DW97YEAFpTHO8e4Z2V5XEgxqbrKlcBXgTdRLAF7M/AY4MHAWyLil5k5LcOY5s6dw5Illflm2rTxzL6yreqxneqzre5vs6Urhp6fN6+d35F9YvvUZ1vVYzvVt6G2VZ8DxGDuwlhr/81a53g/EbElcC6wLXBgZp5Vnp8HfAL4G4o5Fk6klqTp4iquktQbfQ4Qy8vj/DHu2aQ8Dv9oq/AWYDfgrYPwAJCZd0fE3wP7A/tHxP6Zec4U6jvUqlWrWbZs5fg3NmSQlJcuvWPGntlXtlU9tlN9tlW125YN70y+Z9Vq26uC/z/VZ1vVYzvV17e2Wrx4PnPnNve2v89zIG6nCBFbDVk9abC/w1bAXZl52xjlHFAeT1/3Qjk/4ozy272nVFtJUrXKnaidAyFJXdPbAFGuqnQJMBvYdcgtQfHzXThOUZuXx9UV1wfn5060jpKkehzBJEn90dsAUTq1PB425Nrg3CnjlHFZeTxk3QsRMRt4SvntbyZcO0lSLZWrMNkBIUmd0/cAcTxwF3BURDxmcDIi9gHeSrEK03Gjzu8UEbtFxOJRZfx7eXxHRDx+1L1zgA8Bj6DYK+IH0/ZTSNIGzz4ISeqLXgeIzPwdxdKrmwHnRcT3I+JU4CcUez8ckZk3j3rJmRSbzj1nVBmnAMeUZZwTET+JiBOBq4A3AjcBL8zMNTPwI0nSBqm6B8IuCEnqml4HCIDMPA54NvBTihWT9qVYlvWgzPxKzTLeVpZxBvBwiuFMaymWcd07My+ZhqpLksZhfJCk7unzMq5/lpknASfVuG+HqZYhSWpe5QAmE4QkdU7veyAkSf03UjGGyfwgSd1jgJAkdZdzICSpcwwQkqTWVU6intlqSJJqMEBIklo3UjELwg4ISeoeA4QkqX1uAyFJvWGAkCS1rio/uA+EJHWPAUKS1D7nQEhSbxggJEndZYKQpM4xQEiSWlc5iXqG6yFJGp8BQpLUuqplXI0QktQ9BghJUmc5h1qSuscAIUlqXXUPhCSpawwQkqTWOQdCkvrDACFJal/lRhAzWgtJUg0GCElS66rzgwlCkrrGACFJ6i7zgyR1jgFCktS6kYpZ1OYHSeoeA4QkqXWVQ5hMEJLUOQYISVL73EhOknrDACFJap09EJLUHwYISVL7nAMhSb1hgJAkta56BJMRQpK6xgAhSWpdRQeEPRCS1EEzEiAiYuOZeI4kaT1jgpCkzpnTZGERMRvYH3gy8CRgB2AJsElEjAA3A5cDPwFOy8wfNfl8SVI/uQ+EJPVHIwEiIrYE3gC8Gti6PL3u7/1ZwIPKr/2BoyLiD8DHgM9k5vIm6iJJ6p/KVZiMEJLUOVMKEBExDzgKeAuwAFgD/Az4MXAxcCVwO7AC2BzYEtgWeCywH7A78EHg7RHxUeCYzLxnKnWSJPVQdYKQJHXMpANERDwe+CKwE/Bz4PPANzNzWY2XH1+W8WDg8PLrPcBfRcSrM/Nnk62XJKl/zA+S1B9T6YH4EfAr4KDMPHMyBWTm9cD7gfdHxDPLf58LOOlakjYkLsMkSb0xlQDxssz8RlMVycyTI+IU4CVNlSlJ6gfnQEhSf0w6QDQZHkaVOQJ8telyJUndVtkBYX6QpM5xIzlJkiRJtTW6D8RARGwO7AksYpwRrJl5ynTUQZLUHyMVg5jsgZCk7ml6I7k5wHEUqyrNrvGSkabrIEnqoco51CYISeqapt+8vxv4m/LfdwN/AtzXQZI0pqpJ1OYHSeqepgPEyyj+DrwZ+LfMXNNw+ZKkDYj5QZK6p+kAsQ1wVWYe23C5kqT12Ij7QEhSbzS9CtMNgL0OkqRGOAdCkrqn6QDxTWDniNir4XIlSeuxqg4ISVL3NB0g3gNcApwQEQeVqzJJkjSmyp2o7YCQpM5p9A1+Zt4ZEUcBJwGnAqsj4naq/zaMZObWTdZBktRDdkFIUm80vQ/EQcD3KKa9zQI2BrYc4yX+xZAk2QMhST3S9BCjd5Vl/hr4FHANsKrhZ0iS1jduBCFJvdF0gHgkcBvwpMxc3nDZkqT1VGUPxIzWQpJUR9MB4h7gasODJGkiqvaBcAiTJHVP06sw/RjYJSIWNlyuJEmSpA6YjmVcNwE+FxELGi5bkrSeqtyI2i4ISeqcpocwbQt8Cfgb4MCIOBf4A7Ci4v6RzDyq4TpIknrGORCS1B9NB4gTuffvwAOAQxn778IIYICQpA1eVRfEzNZCkjS+pgPEl3FvB0nSBFUOYZrZakiSamh6J+rDmyxPkrSBcw6EJHVO05OoJUmaMHsgJKk/DBCSpNaNVIx+tQNCkrqn0SFMEbFmgi8Zycym52FIkvrG2XOS1BtNv3mfyGdFyxp+tiSppyqX67MLQpI6p+kA8Ygxrm0KbAP8JfAK4AuZ+aaGny9J6iPnQEhSbzS9CtPFNW77XkT8Bjg2In6ZmV9vsg6SpP6pmgNhgpCk7mlrEvUngT8Cr2/p+ZKkDqlehckEIUld00qAyMw1wLXAnm08X5IkSdLktBIgImIzYFfgnjaeL0nqlsoeCDsgJKlzml7GddMxLs8C5gEBvB9YCJza5PMlSf1UuQ/EDNdDkjS+pldhuqPmfbOANcAxDT9fktRH1eu4zmg1JEnja2sfiAuAd2XmOU08NCIOBN4O7AXMBc4HjsnM0yZQxgLgrcALgR2BO4FzgaMz85dN1FOSNDHGB0nqnqYDxI7jXF8N3JqZdzb1wIg4HDgeuBv4ATAbeDJwakT8XWb+e40yHgD8kCKA/AE4BdgJeDbwtIjYPzN/0VSdJUn3VbkRtQlCkjqn6X0grmmyvPFExDbApyl2tX5CZl5Unt8XOAP4WEScnJl/GKeoYynCwzeAV2TmqrKcNwMfAj4HPHJ6fgpJkttASFJ/zNgqTBGxTUS8NiJeFxG7NlTskRQTs48dhAeAsrfgg8AmwBHj1OuhwMuB3wKHD8JDWc6/UgyHWhARSxqqsyRpHZWTqJ0DIUmd0/QQpsGn/+8HLsrMN5bn9qNYcWlBedvaiHhHZn5wio97Rnk8cci1E4D3AQcD7x6jjOdSfMj1ycy8e92LmbnPFOsoSRpH5RAmSVLnNL2Ma1DMJZhPscrSwGcolm29EbgU2B/4fxHxs8z80SSfNQvYHVhblrmuy8tre0TErMys+vv06PL484hYCLwIeAzFfI0zge+O8VpJUhP8LStJvdH0EKY3AZsC3wX+DiAiHgPsAawEHpOZTwVeSvGp/+um8KwtKIYv/Wn0sKOBzFwN/LGsz6Ixytm5PG4FXAR8FnhNWbcTgNMjYqzXS5KmyFVcJak/mh7C9BSKvSBenpkrynPPLo+nZuYNAJn5XxFxLLDfFJ41GA411opOK8vjQuD2insWl8fjgauAF1MEib2A44CnUvSgvGQKda00d+4cliyZ+XzSxjP7yraqx3aqz7a6v0022Xjo+UWLNrG9xmH71Gdb1WM71behtlXTPRAPBq4YFR4Ank7x4dL/rHPv9RSf+k/W2vI4Vsf3rHWOw2xSHlcBB2bmeZl5R2b+mKLudwAvbnDityRpHSMj7kQtSX0xHTtRD96QExFbAPuW3565zr0PYuzeg/EsL4/zx7hnUJcVY9wzuPa1zLxt9IXMvDEivkcx5OpJFPMqGrVq1WqWLVs5/o0NGSTlpUvrbhq+4bKt6rGd6rOtqq1cec/Q88uX3217VfD/p/psq3psp/r61laLF89n7tzm3vY33QNxBbBLuT8DFCscbQRcmZlXDm6KiIOAhwCXTOFZt1OEiK0i4n4tUp7bCrhr3WCwjqXl8XcV1wd7W0ylt0SSNCY3gpCkvmg6QHwH2Bg4MyI+AnyY4q/ClwAiYquIeCvwrfL81yf7oHJlpEsodp4eNrwoKH6+C8cpanD9wRXXH1Qel1ZclyRNUcUIJvODJHVQ0wHi48D3gd2ANwCbAT+nCBJQvNE/hmJVpG8Dn5ri804tj4cNuTY4d8o4ZXy/PD5n3Z6MiJgLPLn89pxJ1VCSNK7qVZiMEJLUNY0GiMy8JzOfCTwLeBvwQuCJozZouww4DXhFZr4wM9dUFFXX8cBdwFHlcrEARMQ+wFspVmE6btT5nSJit4hYPKqMM4DfALsAH42I2eW9GwH/CuwInJ6ZOcW6SpKquA+EJPVG4ztRA2TmKQz55D8zb6HYGXqoiHgbsEtmvqrmc34XEW8CPgmcFxFnUvR4P4XiZ/vrzLx51EvOBLYHXgl8sSxjTUS8GPgB8A/AsyLi18AjgJ2A64Aj6tRHkjQ5IxUJwv4HSeqepocwTdUhwCsm8oLMPI5ir4mfUuxwvS9wLnBQZn6lZhmXAo+iGII1qMfGFMHkLzLzdxOpkyRpgirHMM1oLSRJNUxLD8RMy8yTgJNq3LfDGNduAl5ffkmSZlB1fjBBSFLXdK0HQpK0Aapchcn8IEmdY4CQJHWAs6glqS8MEJKk1lUv4zqj1ZAk1WCAkCS1r3IjOROEJHWNAUKS1LrKAUzmB0nqHAOEJKl1IxWzqM0PktQ9BghJUneZICSpcwwQkqTWVS7jaoKxTX07AAAgAElEQVSQpM4xQEiSWucqTJLUHwYISVL7qrogJEmd07UA4WdNkqQ/m2UXhCR1zpy2K7CO9wFbt10JSdLMqhzCNKO1kCTVMekAERFPbKICmXn2qH+f2kSZkqSecQSTJPXGVHogzmLqv/JHplgHSdJ6wEnUktQfU3nzfgvDf+fPBRaV/14JXA7cBswHdgU2L193GXD7FJ4vSVpPVG0kJ0nqnkkHiMzcat1zEbEIOBvYAXgj8PXMvHvU9VnAc4DjymcfOtnnS5I2BHZBSFLXND186GhgL+DAzPzhuhczcwT4TkRcD/wE+ADwqobrIEnqmcqN5MwPktQ5TS/j+gLgimHhYbTM/ClwCfDMhp8vSVqPmB8kqXuaDhCbU8x7qGt+w8+XJPVQ5RwIE4QkdU7TAeK3wJ4RsdtYN0XE44DdgUsbfr4kqYeq94EwQUhS1zQdII4HZgMnR8T+w26IiGcDJ1L8vfhUw8+XJK1PzA+S1DlNT6L+JPBs4ADgrIj4PUUvwwpgIcUE6wdS/En4emZ+seHnS5J6yBFMktQfjfZAZOYq4FnABynmQmwHPI1i6daDgK0p9oR4E/DyJp8tSeqvkYpBTK7CJEnd0/gu0Jl5J/CPEfFu4InALsBi4FYggXMyc3XTz5Uk9VjlPnImCEnqmsYDxEC5gdzp5ZckSZUqJ1GbHySpc6YtQETEVsBTgAA2y8y3RMQmwOPG2ydCkrSBqZgEYX6QpO5pPEBExMYUO0y/Fpg76tJbgJ2AMyLi18BfZuYfmn6+JKl/HMEkSf3R6CTqiNiIYonW/wtsDFwA3DLqlkXAWuDRwI8jYssmny9J6qfqVZhMEJLUNU3vA/Eq4GDgMmCvzNy7/DcAmflTiiFNF1Os0PSWhp8vSVqfmB8kqXOaDhCvpOiJfl5mXjLshsz8LfBcip6IQxt+viSph0acAyFJvdF0gNgTuCwzLxvrpsy8Argc2LHh50uS1iMGCEnqnqYDxByKnoU6VgFrGn6+JKmHquZAuI6rJHVP0wHiKmDXiFgy1k0RsTWwR3m/JGkDV5kfZrQWkqQ6mg4Q36ZYfekz5XKu9xMRc4HPA7MpVmySJG3oquZAmCAkqXOa3gfiw8DLgL8EfhMRJwLbAETEYcDuwCuAXYDrgGMbfr4kqYcq94GQJHVOowEiM5dHxIHACcCjgKNGXf52eZwFXAEclpm3Nfl8SVI/VU+BsAtCkrqm8Z2oM/OaiNiHYqnWQyl6HTYDVlAEh5OBr2fmqqafLUnqKbsgJKk3Gg8QAJm5FvhW+SVJ0phGKhKEHRCS1D2NTqKOiB9ExEdr3vtfEXFFk8+XJK1fZrkOkyR1TtM9EAdMoMy9gIc0/HxJUh+5jqsk9cakA0REBPDeIZd2i4hvjvHSWcBDuXclJknSBs78IEn9MekAkZkZEQ8AnjLq9AiwFfD8msUcN9nnS5LWH5U7UUuSOmeqQ5heA7x01PfvBq4Fjh/jNWuB5cAFmXnmFJ8vSVovVCQIuyAkqXOmFCAy80rgPYPvI+LdwLWZ+Z7qV0mSdF9VPRBOopak7ml6I7lGV3WSJG0YqjeSm9FqSJJqmJZ9IAYiYiNgk7Huycw7p7MOkqQecA6EJPVG4wEiIv4P8C5gP4odqMcyMh11kCT1ixvJSVJ/NPrmPSIeDfwI2Jh6U9/80yBJGmMOtX8mJKlrmv70/53AXOAiij0iLqFYcUmSpEqOYJKk/mg6QDwBWAk8LTNvbLhsSdJ6qnIVJjsgJKlzml41aSHFHnOGB0nSBNgHIUl90XSAuAJY0nCZkqT1XPUyrnZBSFLXNB0gvgRsGxEvbrhcSdL6zI2oJak3Jj0HIiI2HXL6C8BzgM9FxI7Ad4HrgburynEfCElS5QAmE4Qkdc5UJlHfMc7195ZfY3EfCEkSIxWzqM0PktQ9U3nz3sTvdf82SJKqOQdCkjpnKgFix8ZqIUnaoFUu4zqz1ZAk1TDpAJGZ1zRZEUnShqt6FaYZrYYkqYamV2GSJGniqrogJEmd0+gE5oj4wgRuX02xa/WNwK+BMzPznibrI0nqB/eBkKT+aHoFpMO579+BYb/5170++P6KiHhRZv5vw3WSJHWdcyAkqTeaDhCvBJ4HPAtYDpxA0btwB7AI2JNin4gtgAuAnwKbAwcAuwInR8SjM/OmhuslSeqwEROEJPVG0wHiSuAQ4OfAYZl547o3RMSbge8AjwNelZm/ioh5wH9QhI/XA++YyEMj4kDg7cBewFzgfOCYzDxtsj9IRHwfeAbw5Mw8a7LlSJLG5ypMktQfTU+ifhewBnj+sPAAkJm3AS+m+LtwdHnubuA1FDtWHzqRB0bE4cDpwH4UweU84PHAqRFxxGR+iIh4LUV4kCS1yTkQktQ5TQeIxwIXZubvx7qpHKJ0EfCEUeduAa4CHlr3YRGxDfBpYBmwT2YekplPpwgQtwMfi4htJ/IDRMROwIcm8hpJ0tTYAyFJ/dF0gLiHYk5DHZsPef5qih6Muo4E5gHHZuZFg5OZ+Qvgg8AmQO1eiIjYCPgysAq4eAL1kCRNAwOEJHVP0wHiYmDHiHj2WDdFxCHAwyh6IQbnFgG7ABPZoG4wzOjEIddOKI8HT6C8oyiGQr2OYnlZSdKMsAtCkvqi6QDxcYpf91+PiH+IiE1HX4yIBRHxGuDrFH8tPlWe3w74DDAf+H6dB0XELGB3YC1w6ZBbLi+v7VHeO155ewH/DHw7M79Wpw6SpGZU7gNhgpCkzmk0QGTmt4BPAJsC/wbcGhGXRcT5EXE5cCvwSYolXT+bmf9RvvTrwIuA24CP1nzcFhTDl/6UmauG1GU18MeyLovGKigi5lKsAnUb8Nqaz5ckNaRyDoT5QZI6p+llXMnM10fE2cA/AY+g2N9htEuA92bmf446tyVwMvC2zLy55qMWlMc7x7hnZXlcSDGpusp7KZaAfU5mLq35/EbMnTuHJUvGzDfToo1n9pVtVY/tVJ9tdX8bbTQ8KTzgAQtZssX8Ga5Nv/j/U322VT22U30bals1HiDgzz0R3yqHJj2cIiCsAC7JzCuH3P/wSTxmbXms6vmGe0fPVn6GFRGPB94MfCUzh82lkCRNM3sgJKk/piVADGTmdcB101T88vI41kdTm5THFcMuRsQC4EvADRQrOs24VatWs2zZyvFvbMggKS9deseMPbOvbKt6bKf6bKtqa9auHXr+lltWMHLP6hmuTT/4/1N9tlU9tlN9fWurxYvnM3duc2/7J11SuZISwA8zc+U652rLzFMmWYXbKULEVhExp5zzMLp+c4CtgLvKzeuGeS2wE3AB8ImIGH1tj/L4joj4G+AzmXnOJOsqSRrLWH3JkqROmUoUOYliGNHuFCseDc5N5M/AyGTrkJkjEXEJ8BcU8ywuWeeWoJgkfuEYxSwsj3uVX8McWB7PAAwQkjQNKldhcgiTJHXOVALEtRS/8+8Zcm6mnEoRIA7j/gHisPJY2cORmf9MsXTr/UTEGcBTgSdn5llTrKckaSwVkyDMD5LUPZMOEJm5Q51z0+x44K3AURFxWmaeDxAR+5TnVwLHDW6OiJ2AjYEbMnPZDNdVklSh8pMnuyAkqXOa3khuRmXm74A3AZsB50XE9yPiVOAnFHs/HLHOsrBnUmw695yZrqskqVrlKkwzWw1JUg3TtgpTRMwGHkMxF2FxZn4iIjYGHpqZVzX1nMw8LiKupehx2B+4GzgX+JfMPLOp50iSWmCCkKTOmZYAERGvB94GPHDU6U8ADwMujogTgVdl5libu9WWmSdRTOAe774dJlDmgePfJUlqwohzICSpNxofwhQRnwOOBbYGbuO+O0U/qHzmc4CzImLTpp8vSVp/zHIOhCR1TqMBIiKeB7yKYmO2gzNzS+B/B9cz80fAk8rrjwTe2OTzJUn9VDUHQpLUPU33QLyWYjGNF2TmacNuKDdjO4yiZ/oFDT9fktRD7gMhSf3RdIB4NHBVZp431k2Z+UvgSmCXhp8vSeol50BIUl80HSA2AVbUvNd9GCRJwFhDmIwQktQ1TQeIa4GIiAVj3RQRmwF7ANc1/HxJUg85hEmS+qPpAHESRS/Eh8e571hgHnBKw8+XJPWRk6glqTea3gfiA8DLgb+NiF2A/wQeABARjwJ2B46g2PDtNuBfG36+JKmHRqrmQNgDIUmd02iAyMylEXEwcCLwZOCAUZfPL4+zgD8Cz8vM65t8viSppyp6IGY5B0KSOqfxjeQy81fAnsBRwI+BW4E1wO0UIeI9wB7lcq6SJFWPYDI/SFLnND2ECYDMvB34UPklSdKYqlZhMj9IUvc0GiAi4nTge8DJmfnbJsuWJK3PnAMhSX3RdA/EU4GnAB+NiMuA/6ZYmenHmekaG5KkodwHQpL6o+kAcSjwjPLr4eXXW4BbIuL7FGHi1HKIkyRJY7IHQpK6p+lVmE6iCAmUy7g+AzgYeBLwMuClwOqIOJeydyIzr2yyDpIkSZKmz7RMogbIzCuAK4CPR8Q8ihBxcPl1QPn1r9NZB0lSP1ROorYHQpI6Z6bevG8FLAEWArNxUKskaZTKjeT8cyFJnTMtASIitqfocRh87VhemkWx1MZFwA/LL0nShs5lNiSpN5pexvVLFIFhu/LU4KOj5N7AcFZmLm3yuZKkfnMRJknqj6Z7IF7OvX8Hfgx8Ajg7M29s+DmSpA2A+UGSuqfpAPFLYG+KeQ6PL/99TkT8EDgLOD8z1zb8TElSj41UbwLBLGdRS1LnNL2M619ExGYUKyw9tfwa7AsxAiyPiHO4dzjTr91gTpI2bP4RkKR+aXwSdblJ3PfKLyJia+7dofqJwCEUS7kCLAMe0HQdJEk9UrWE68zWQpJU00bT/YDMvCkzvwa8Bng18FlgNcXfhsXT/XxJUrdVLeFqgpCkbprWfSAiYi/gwPJrf2BT7v2T8Bvg5Ol8viSp+yo3kTNBSFInNb2M6/bcGxieQrGBHBShYQXw3xSh4ZTM/EOTz5YkrV+cPy1J3dR0D8Rvy+Pg1/5VFIHhZOBHmbmq4edJknpujEWYJEkd1HSAWA2cTRkaMvOKhsuXJK13hicIeyAkqZuaDhBbZubyhsuUJK3HqnsgTBCS1EWTXoUpIr4UEduOPjfV8BARD4uIr06lDElSv1TlB3sgJKmbprKM6wHAFRHxoYh40FQqERG7RMQngUuBx06lLElSz7iKqyT1ylSGMO0JfAT4/4DXR8RJwNeB0zNz2XgvjojtgKcBhwP7lac/BRw1hTpJknrGfSAkqV8mHSAy8w7gbyPis8AHgOcAhwFrIyKBiylWZVoG3EmxadyWwLYUvQwPLouaBZwCHJ2ZP59sfSRJ/eQ+EJLUL1OeRF2+6X9yROwHvBY4FNi9/Br2Z2HwF+F24DvARzPzgqnWQ5K0njE/SFInTTpARMTLgGsz82yAzPwJ8JOImA3sAzwJ2AFYAmwO3AXcDCTwM+A894WQJFX3QEiSumgqPRAfAm4E9h6ciIgvAJmZH6AICZIkjcN9ICSpT6ayCtMW3D+AHA48cwplSpI2MNUbUZsgJKmLptIDcQOwe0S8BzgXuLs8vzginli3kMEQKEnShskhTJLUL1MJEF8C3gW8c9S5EYrlXX9Ys4yRKdZBkrSecgiTJHXTVN68Hw2sAV5AMVF6DsUyrasplm6VJGlcI1VdEJKkTprKPhBrgfeWXwBExFrgp5lZewiTJGnDVhUfZtkFIUmd1PTwobOB3zRcpiRJkqSOaDRAZOYBTZYnSdoAVE2itgNCkjppKsu4SpI0ZZVDmGa0FpKkugwQkqR2OYlaknrFACFJalVlfHAMkyR1kgFCktQqN5KTpH4xQEiSuskEIUmdZICQJLWqaiM584MkdZMBQpLUSW4kJ0ndZICQJLXKRZgkqV8MEJKkVo1UrMNkB4QkdZMBQpLULldhkqReMUBIklpVPYLJCCFJXWSAkCS1qipAOIRJkrrJACFJapezqCWpVwwQkqRW2QMhSf1igJAktatyErUJQpK6yAAhSWpV5QAm84MkdZIBQpLUqpGKORDmB0nqJgOEJKmbnAQhSZ1kgJAktapqESbjgyR105y2K9CEiDgQeDuwFzAXOB84JjNPm0AZBwNvAPYFFgI3AN8H3peZv2+80pIkwFWYJKlvet8DERGHA6cD+wE/B84DHg+cGhFH1CzjH4FTgAOBLP8N8HfAryJit4arLUkacB8ISeqVXgeIiNgG+DSwDNgnMw/JzKdTBIjbgY9FxLbjlLE78D5gOfCEzHxcZh4G7AwcBywBjp/GH0OSNmjVPRB2QUhSF/U6QABHAvOAYzPzosHJzPwF8EFgE2C8XoiXA7OBj2TmeaPKuIdiSNNS4LERsX3DdZckwRj7QEiSuqjvAeIZ5fHEIddOKI8Hj1PGKuAC4Ox1L5Qh4ury2wdPpoKSpLG5D4Qk9UtvJ1FHxCxgd2AtcOmQWy4vr+0REbMyc+jfqMx8N/DuimcsKJ8B4ERqSZoG7gMhSf3S5x6ILSiGL/0pM1etezEzVwN/BDYFFk3yGUdRrMj0i8y8brIVlSRNhhFCkrqotz0QwILyeOcY96wsjwspJlXXFhGHUCwNuxZ464RrV9PcuXNYsmSy+Wby2nhmX9lW9dhO9dlW93XHqrVDz2+88Ua2VQ22UX22VT22U30balv1OUAM/uKMtf7frHWOtUTEM4FvUUyu/sfMPGvCtZMk1VI9hMkeCEnqoj4HiOXlcf4Y92xSHlfULTQiXgV8hqJtjs7MD0yuevWsWrWaZctWjn9jQwZJeenSO2bsmX1lW9VjO9VnWw13663DO5JXr1ljW43B/5/qs63qsZ3q61tbLV48n7lzm3vb3+c5ELdThIitIuJ+LVKe2wq4KzNvq1NgRLwX+DxFz8MbywnWkqRpNDJmR7IkqWt6GyDKVZUuoXizv+uQW4Li57twvLIiYlZEfA54J3A38KLM/GiD1ZUkVajaiNohTJLUTb0NEKVTy+NhQ64Nzp1So5wPA6+m6NV4emZ+s4G6SZKmwvwgSZ3U9wBxPHAXcFREPGZwMiL2oVg5aSVw3KjzO0XEbhGxeNS5ZwBvBFYDz8zMH81U5SVJY/VASJK6qM+TqMnM30XEm4BPAudFxJkUf3OeQvGz/XVm3jzqJWcC2wOvBL5Ynvvn8ngT8JqIeE3F4/4lM4dtWCdJmoKqORCzTBCS1Em9DhAAmXlcRFxL0eOwP8UchnMp3vCfOdZrI2JTYN/y222Bl45x++cYvuO1JGkqKudQmyAkqYt6HyAAMvMk4KQa9+2wzvd3UkzCliS1pCo/2AMhSd3U9zkQkqS+cw6EJPWKAUKS1KrKfSBMEJLUSQYISVKr3AdCkvrFACFJ6ibzgyR1kgFCktSqkYouCPODJHWTAUKS1EkGCEnqJgOEJKlVVXMgXMdVkrrJACFJalVlfpjRWkiS6jJASJLaVTUHwgQhSZ1kgJAktaqqB0KS1E0GCElSq6qnQNgFIUldZICQJLXLLghJ6hUDhCSpVSMVCcIOCEnqJgOEJKldFT0Q5gdJ6iYDhCSpVZUjmOyCkKROMkBIklpVtZGc8UGSuskAIUnqJhOEJHWSAUKS1LKKSdQmCEnqJAOEJKlVlUOYzA+S1EkGCElSq9wGQpL6xQAhSWqXCUKSesUAIUlqVeVGcjNcD0lSPQYISVK7KudAGCEkqYsMEJKkVjmCSZL6xQAhSWqVqzBJUr8YICRJLbMPQpL6xAAhSWpVdQ+EXRCS1EUGCElSJxkfJKmbDBCSpFZVDmAyQUhSJxkgJEmtGqkYw2R+kKRuMkBIkrrJORCS1EkGCElSqyonUc9sNSRJNRkgJEmtGqmYBWEHhCR1kwFCktQut4GQpF4xQEiSWlWVH9wHQpK6yQAhSWqXcyAkqVcMEJKkVlXNgTBBSFI3GSAkSa1yFSZJ6hcDhCSpo4wQktRFBghJUqsqeyDMD5LUSQYISVKrKveBmOF6SJLqMUBIktpVuY7rjNZCklSTAUKS1Krq/GCCkKQuMkBIkrrJ/CBJnWSAkCR1kvlBkrrJACFJatVIxTJMrsIkSd1kgJAktapqDoR9EJLUTQYISVK7qhOEJKmDDBCSpFZVrsJkB4QkdZIBQpLUrqo5EDNcDUlSPQYISVKrKkcw2QUhSZ1kgJAktaqiA8IeCEnqKAOEJKmbTBCS1EkGCElSqyr3gZjhekiS6jFASJJaVbkKkxFCkjrJACFJald1gpAkdZABQpLUKvODJPWLAUKS1C6XYZKkXjFASJJa5RwISeoXA4QkqVWVHRDmB0nqJAOEJEmSpNoMEJKkVo1UDGKyB0KSuskAIUlqV+UcahOEJHXRnLYr0ISIOBB4O7AXMBc4HzgmM0+bQBm7Au8BngBsCVwJ/DtwXGaubbzSkiSgehK1+UGSuqn3PRARcThwOrAf8HPgPODxwKkRcUTNMh4J/AJ4EXANcCqwHfBx4MvN11qSNDBSMYva/CBJ3dTrABER2wCfBpYB+2TmIZn5dIoAcTvwsYjYdpwyZlGEhM2Al2fmEzLzucCuwAXASyPiedP5c0iShjBBSFIn9X0I05HAPOD/ZeZFg5OZ+YuI+CDwPuAI4N1jlHEQxdCnszLzK6PKWBoRfw+cC7we+PY01H/GrVmzluv/uII//Wl521XpvDvXFJ+K3nrLipZr0m22U3221XDLVqwaet45EJLUTX0PEM8ojycOuXYCRYA4mLEDRGUZmfnjiLgZeEJELMrMO6ZS2bad8cvr+O65V7PirtVtV0WSxuUqTJLUTb0dwlQOPdodWAtcOuSWy8tre5T3VtmjPF5UcT0p2mn3SVa1Ey6++ha+dsYVhgdJkiRNSZ97ILagGL60NDPv1/+dmasj4o/AA4FFFHMihtmmPN5QcX1wfusp1LXS3LlzWLJk0XQUfR957tXT/gxJatKCBfNm5Pdj39lG9dlW9dhO9W2obdXbHghgQXm8c4x7VpbHhVMop04Znbd44by2qyBJE7LDNpu1XQVJ0hB97oEY7M1QuYQ4967hMdYQpvHKqVPGpK1atZply1aOf+MUPWL7zVk4f2OWr7xn2p8lSVO17ZIFPHTLTVm6tNdTz6bV4JNP22h8tlU9tlN9fWurxYvnM3duc2/7+xwgBssIzR/jnk3K41hLnoxXTp0yOu+BW2zKUS/Zm3MuuonLr72VVfesabtKnTd7dtFBt2aN+wiOxXaqz7Ya38azN2KvXZfwvCfvzNpVztmSpC7qc4C4neLN/1YRMScz7/OXJiLmAFsBd2XmbWOUcz3wKOBBwGVDro83R6I3tl2ykCNfWPw4fUnMberbpwttsZ3qs63qsZ0kqdt6OwciM0eAS4DZFJu+rSsofr4LxylqsPrS/VZZKldv2g1YUz5LkiRJ2qD1NkCUTi2Phw25Njh3yhTK2A9YApzb9z0gJEn/f3v3HS9HWe9x/BMSepeaSG8/QKSFoAihBxAMoBT1IoIKQVC4AgLWK0ZERBAFjYglXG/iFSWCQGhSQhOkBC81v9BCCcEISjch7f7xeyZnsuyenXN2cvbs7vf9euU1OTszzz7z7LOz85unjIiIlKHVA4ixwCzgDDMbmr1oZjsApxMzKI3Jvb6xmW1uZivn0rgNeBQYYWbH5rZdI7fv+YvvEEREREREWkdLBxDuPg04FVgJuNvMrjOz64G/EM9+GOXuM3O73Ew8dO6juTTmA58lxlNcYmb3mNkfiQfIbQ38wt2v7ovjERERERHp71o6gABw9zHASOAeYDgwDLgTGOHu4wqmcS/wAWACsCmwD/As8Hng+MWQbRERERGRltTKszAt5O7XANcU2G6DbtY9BhxaYrZERERERNpOy7dAiIiIiIhI31EAISIiIiIihSmAEBERERGRwhRAiIiIiIhIYQogRERERESkMAUQIiIiIiJSmAIIEREREREpTAGEiIiIiIgUpgBCREREREQKG7BgwYJm56FTvQC8d/78BcydO6/P3nSppeLh4++8M7fP3rNVqayKUTkVp7IqRuVUjMqpOJVVMSqn4lqtrAYNGsgSSwwAmA6s02h6CiCa51Vg5WZnQkREREQ6xmvAKo0mMqiEjEjvPANsCLwJPNnkvIiIiIhI+9oEWIG4/myYWiBERERERKQwDaIWEREREZHCFECIiIiIiEhhCiBERERERKQwBRAiIiIiIlKYAggRERERESlMAYSIiIiIiBSmAEJERERERApTACEiIiIiIoUpgBARERERkcIUQIiIiIiISGEKIEREREREpDAFECIiIiIiUpgCCBERERERKUwBhIiIiIiIFKYAQkREREREClMAISIiIiIihQ1qdgZk8TCzZYFTgcOBTYAFwBTgUuCn7j6/B2ntAHwLGAasADwK/Njdf1tytpvOzM4kjnVdd3+hB/utCzzXzSZ3ufsuDWavX+ltWaV9NwO+DewCrAY8CVwCjOlJ3eyvzOxw4GRgS2Ae8BdgtLvf24M0hgO3d7PJeHf/VEMZ7WNmtjfwNWBrYCngAeAcd7+hB2m0dd2BxsupQ89HRwNjgeHufmcP9htCnMdGAIOJchsHnOvusxdDVpuqN+VkZoOAN4Gla2wy3d3XKSeHzWNmA4HjgaOALYCBwNPA74AfuPusgum0/TkKFEC0JTNbAbgV2AH4J3Ab8SP0QeBCYC8zO8Td5xVIawQwkWitug14G9gLGG9m73P3ry+eo+h7ZnYw0Nvj2S4tHwIerrLee5luv9RIWZnZNsSF8UrAXcB9wB7ARUQdbamL4kq5wOoN4BZgVWB/YF8zO9DdryuYVFan/gI8U2X9XQ1mtU/lLlxmE+UykPjcrzez49z9kgJptHXdgXLKic47H+1E1IGe7rcOcDewDvAgMBnYGRgN7Glm+7j7nDLz2ky9LSfiRsjSwFPAPVXW/7ORfPUHKXj4E3AAESzdA8whziujgQPMbE93f7tOOm1/jsoogGhPXyeChzH+HEEAABUJSURBVJuBQ939VQAz2wC4ETgIOAb4eXeJpFaMcenPEe5+a3p9Y2AS8DUz+6O7P7AYjqFPmdkJwI/o/Xci+8E+193Hl5Or/qmRsjKzAcBviJPrke4+Lr2+BnATcISZXeHuE0rMcp8xs6FE8PAssLO7T0+vHwBcCYw1s43q/QglWZ063d1bKlioZGaDgYuB14Bd3P2R9Pow4nP/sZlNzMqrRhptXXegnHJKOul89DGiZX2FXuw+hggevunuZ6X0lie+q3sDJwHnl5PT5mqwnLL6NNbdv1tapvqXY4jg4SFg/9y5e3XgKmAn4JvAV2sl0AnnqDyNgWhPR6XlqCx4AHD3acBp6c9PFEjnSGBNoqvErbl0ngK+kv48qeHcNpGZbW5mE4GfEj/ab/QyqewE2/LBVC0lldUIolvGpOzkCuDu/wBOSH+2cp06NS2/lb/Ic/eJxI/3WsDHC6a1HTAf+FuZGWySE4k7mBdkF8UA7n4fcC6wDDCqThrtXnegnHKCzjgfrWNmvwEmEK00f+/h/gZ8hLirfnb2uru/BXyO6Hp4YmkZbpJGyylp+/oEHJ2WX6o4d79MdGuC+tdNnXCOWkgBRJtJ3ZeeAO5196erbDI1LYcUSG6/tLyyyrqriRPsh3ucyf7lYqJ7yZ+BofS+KXY7otlzar0NW1gZZVWzTqW77DOBXcxsxd5mssn2I8YbXVVl3RVpWfc7Y2ZLEd0GpqQLmlbX3bmkaLm0e92BcsoJOuN8dBZxk+t+omvIlB7uvy8wALi6sl+6uz9HdGda38y2LCGvzdRoOUFXADG5rEz1Qy8TZVNtnFrR66ZOOEctpC5Mbcbd3wR262aTYWlZZNDr+9LykcoV7v66mb0IrGtma7l7b+5q9Af3Aee7+9UAcVOqZ8zsPcB6xMn1FDM7EtgUeBW4BjjT3V8sLcfN03BZ0U2dSpxo9doS+Gtv3qBZUveTVYEX3P1fVTbJfrjfXyC5rYAlgWlmdhZwCLAB8BJxJ/GsfOtif5aa9bckWlMer7LJ1LTufWY2wN0X1EiqbesOlFdOHXQ+mkK0to9z9/m9OB/Vq09TiN/L9wOP9SqH/UND5ZTq5bbEuedAMxtFDDCeRXTLOdPdW35MjbuP7GZ10eumtj5HVVILRAcxs6WBb6Q/i/TBG5yWM2qsz15fq5F8NZO7n5ZdEDcguzuzPdEUPpMYxD4IOBZ4wHp5td2flFRW7Vynyjy2rE7tD3yJmAnkTiJAORX4a+pX2wpWJbrlvOLu71SudPe5xN2/5YDu7sy1c92B8sqpU85H57j7bxqY1abd6xNQSjltRPTpX5sYNzmLqE+ziC4995nZzqVkth9KAdTo9Ge966aOqFMZtUC0ADMbT3QZqecKd686wCd9CX5F3Il6PP2/nuXT8t811mev92ZQVunKKKdeyn6wHwVGuvszKT/LA78APgmMJwa29wtNLKusTtUaRNyydQq4Nv2/1rFlUwAWObasTt0GHJb60GYD+n5HzIR2MdEy0d/V+8xh0c/99V6m06/qTi+UVU4tdz5qknavT2XJ6tN04CPu/jdYOLXrOcQNjcvMbJOi05y2mLOJXh1/B35QZ9uOqlMKIFrD+kCRO0aDq72Ypif7JXAE8C/gYwXnt54HdNelYEDFstkaKqcGXEDcmXgjDbgCYjCemR0D7AoMNbMPunu1KfCaoVllld0Fa8c6Ve/YMkWO7WRiyuUZ7r5wsLq7v2xmnya6s3zUzAa7e627Xf1FkXIp8rm3Wt3pqbLKqRXPR83Q7vWpLBOILnHz8l3f3H2umZ0O7E7cZDmYuLnRNsxsNDFhzGzg8OxGTjc6qk4pgGgBjTzwJ911+l9gJDHodR93LzqI6i1gFTNbpsadhWVy2zVdsx6MlJ6nUW2eftz9bTO7hRjENpTqc2j3uSY+ROrNtFy2xvqWrVNp/m8o4djS3PNVB8C6+4tmNhkYTnRTmVg0j01S7zOHYmXTUnWnF0opp1Y8HzVJu9enUqQbiM/XWDffzK4l6tJQ2iSASK0rPyVmPJtF3HTt7qGemY6qUxoD0cbMbC2iC8RIYvDPrj18ZkN2t2HtGuvr9feT8FJaLtfUXPQP7Vynsqn/+uLYWqlOvU78sK6efpgXkV5bHZhVZ2B4O9cdKK+c6mmlurM4tXt96ittVZ/STJZXE8HDq8C+PXj4Z0fVKQUQbcrM1ieesDmUeBLpTu7+aA+TyWYSeNc0dma2EjGl2T9aeAamUpjZt8zscjOrNbvOhmlZZOardtddnRoAbE50nWu5WU9Sd5GZwDo1punbIi2rPRl4EWZ2oZldYWZr1tikZepUuoP5GDEH/WZVNjHit6heubRt3YHyyknno8Jq1qek8Pe1nZnZF8zsMjPbu8YmbVOfzGxV4iG5+xGtLsMLtjxk2vocVUkBRBtK0/jdRHyxbye+BL35cl+flgdXWTeS+KG7tsq6TrM1MZj18MoV6QJwH2AOMXNFp+uuTn0IWAO4M9/vv8VcT3wvqk0JmB1zke/Mzmn7d6VjZlsRAxtfoXUe7NTd5160XNq97kA55aTzUTFZWR9oZotcC5nZesR37Fl3b4uLvQZsRNSloypXmNkywGHpzxv7MlNlS8/eybpjPQZ8KP8wx4I64Ry1kAKI9jQG2AR4ENjP3V+rt0N6yvDmZpZvhpxA3FE92sz2z227ETH7wgLgh6XmvJ8zs41TOa2ce/nnaXlqfjq71BT6a2IKvF+6+0t0kBpldRsxO8wIMzs2t+0aRL0FOL8Ps1m2nxHfi++bWXZnDjM7gHjS6QxiTBK5ddW+e1mdOtvMNs9tuwYwlghSzq023Wc/NZboS3yGmS2c1crMdgBOJ2YnGZN7vRPrDpRTTjofVTCz9VI5rZ69lmanup5o2Rmd23Z5YtKRgbR+feqRauVEzNg4DzjCzA7JbbskcBEx0cR1Pewe3R+NJh609zywe72brh18jlpowIIF9SYMkVZiZlsQFXgA0fpQdfAT0fXo5Nx+WUXYw90n5V4/kAgkBhJfjjeIKSSXA77u7meXfQzNZGbTiBPiutVOILn1n3H3S3Ovnw+cQszCcBcxX/twos/yHUQg1930jC2ngbLaEbiZmMrur0S/0d2JefB/4e6jFmvGFzMz+z5xsfc2cZwrEtMAziHqwa0V27/ru5fuiF4GHAq8Q9Sht4A9Unq/B/4jDZhtCWZ2AjEwcQ5RLgOAPYnJPD7t7uNy206jA+sOlFZOnXg+mkR8z4a7+5011n3b3c/Mvb4RUT5rE91PnLhTPBi4DjgwPX+jbfSynE4CfkTUxfuA54APAOsQD6rbzd1n9kH2F4vUa+MFYvDzZKo/yBEAd/9U2mcaHXqOyqgFov3sRtcUYbsSU7dW+/fRIom5+1UpzRuJJt3dgIeIKc3aKnhohLufSjTz3kWU037E3ebTgb3a7ce6Ee5+L/HjM4F4Lsk+wLPA54Hjm5i1Urj7GURrw+PA3kR/2InEOKRC3UbSQ58OJ8rkIeKiZq+U5rHAJ1opeABw9zFEl6x7iIvZYcTD8UbkL4rrpNHWdQdKKyedjwpw96eBHYFLie4lBxBTnX+VmHmnrYKH3nL3C4ERwA3E9+4jxA2S7wLDWjl4SHaka+ak7al93XREvYQ64RyVUQuEiIiIiIgUphYIEREREREpTAGEiIiIiIgUpgBCREREREQKUwAhIiIiIiKFKYAQEREREZHCFECIiIiIiEhhCiBERERERKQwBRAiIiIiIlKYAggRERERESlMAYSIiIiIiBSmAEJERERERApTACEi0oHM7FIzW2Bm55WQ1rSU1kd6se8Wjb5/wfe5POXxzL54PxGRdjao2RkQEZHOY2YrAt8HDgHWanJ2RESkBxRAiIh0pq8C5wCvNOn9hwLHN/H9RUSklxRAiIh0IHefAcxodj5ERKT1aAyEiIiIiIgUphYIEZEmMbO7gQ8Cn3X3sRXrzgVOA5539/Uq1q0CvAzMBlZz91lmtjTRJegIYHPiBpEDvwV+4u6zKtK4FDgKON/dv1yxbijRxWknYFVgCnARcCvwDPCsu29Q45gOBk4GtksvPQz8yN3/kNtmErBb+nM1M1sA4O4DctssAXwa+CywNbB0eu8JwHnu/lqN9/8o8CVgG2ABcEs6llKl9xkFbAmsDfwT+Cswxt1vrNh2GrA+MNLdr6mS1svAasAe7j4pvXY0MBb4MfA9YDQwkvg8ngF+5u4XmdmAlI8TgM2AN4EbgNNSK5OISOnUAiEi0jwT03LvKuv2TMt1zWyjinUjgIHAn1Pw8B7gduACYHvgJeBJ4sL7B8CdZrZakQyZ2ceBu4nBzUsBjwKbAL8mLma78xXgCuLi/UlgLvAh4Pdmdkpuu4eBR9L/5wJ3pX9ZHpYGriIuoIcDrwKPAxsD3wAmVymTLOj6I7ArcUE/DTgIuBfYtMDhF2JmZ6T32Q+YBzxE/J4eBNxgZl8s672IwONBIpD6B3FcWwAXmtlXiM/lYmANImB8DxFE3mxmS5aYDxGRhRRAiIg0TxZA7JV/0cxWpesOPnTdrc/sl5bZ3exLgR2BvwCbufum7r4NsCFwBzFg+Vf1MmNm6xIX7UsC3wEGu/swYHB6/cA6SewMnAcMcfft036/TevOzC5o3f1E4MT0+mvuvou775JL5wfAAUTQsL27b5DSG0JcuG8E/CG1UmR535dosZkNHObuG7n7dsRd+eeIYKphKVgbDcwCdkvvMyzl7etps++Z2XJlvB9wMBFAbZ4+03WAX6Z13wU+CXzC3Ye4+7bALsAcIsj4cEl5EBFZhAIIEZEmcfcHgReBtcxsq9yqPYjzc3ZXvjKA2JfonjPRzHYgura8Ahzs7k/l0n8eOBR4AzjIzLapk6UvA8sCV7j7f7n73JTOW8AxwH119r/F3U9z97fTfrOJ7kwAKwJb1dwzMbMhwOeBd4CPpTLKjucV4u76c0RLy8jcrmek5Tnufnlun6eJ1pR59d67oM2Ilhl399tz7zPP3c8mWmAuJ7okleXY7HN19wXAuen1JYjuYZfl8nE30RoFsG2JeRARWUgBhIhIc12XlvluTFmLRHahuDCAMLOtgfcC96c+7gelVTe5+z8qE3f3mcQ4AKh/Rzq7IL+kSjrzia4y3bmyxvtnU7UWuaj+MNEC8qC7T6mS3iziIj3bFjNbgbjzDjCuyj5P0HVR3ahpRDCyjZmdU9mVyt0/5u6fScFbGV4jWpbyns39/0be7e9puWJJeRARWYQGUYuINNdE4HNEAPGj9NqewFtEcDEV2MzM1nP353h396Ut03K4md1Z4z02TEurlYk07iDb7qEamz1Y4/XMizVef5MIHpapsz90Hc8m3RzP4LTMjmd9Iuh4B3iq6h5xTHsUeP9uuftLZnYh0bJyBnCGmT1BDFyeCNzs7nMafZ+cGanVIZ+Hd8wWfpTvChqJLkwAA6qsExFpmAIIEZHm+jNx4bubmQ0C1iRmUbrB3eeY2a1Et5ndgP+hqxXh6rRcKS2HpH/dWbmbdfnWgbdqbPNGnfRn11lfRHY8qxFjKrqzcsXy7cqL7ZxXG81Yxt1PMbMHgC8Qs2htmv59EXjZzL7m7r8o6e1qfRaZWscrIrLYKIAQEWkid3/TzG4nWiA+QFcrwK255XHA7mZ2JXFRPT03NiC7wPyyu5/fQFbyF6orEl1nKvVFl5gsHz9Jg62L+FdaLmdmA2oEEcs2nrUu7j4eGG9maxItRiOILmBrAJeY2Ux3/1PFbrVaBMoacC0i0icUQIiINN+1RACxF7Buem1SWmaBxO5p/ZJ0dV8CeCItt6iVuJltR9ypfsrdq7YiuPtrZjadGF/xfuCFKpvVHQRdgiLHswWwPHE8/yLGBMwmnhWxJTH1bKWa6fVEml3JgH+7+5Q0xuN3wO9SN7BriM/yU0AWQMxNy6WrpLcKJQc3IiKLmwZRi4g0X/55EMOJrkIPwMJByI8RU5eOSttdXWXfQ8xs9cqEzWxl4GZi/MLhdfJxVVp+psb6z9bZvyfmp2XlXfnr0rrdLdfRP5O6eV1JzAh1CkCa9enPaZNjquwzhGghKMNJwGS6xqsslGaduiP9OTC3KmshqTYGZWSV10RE+jUFECIiTebuU4kHr+1EXGTekU2hmuRnUfp37m/Sk4tvB1YhpnXdJFuXLpyvJJ5ePIOuZzLUcl5K/zAz+4aZDUzpLG1mPyRaQcryZlqulJ57ASycdnU8cQF+jZltn61Ld+vHEWNC3mLRWaFGE4HHSWZ2XHpCc1YGEyg2gLuI3xOzMO1rZqengCbL31ZEdzPoml0LumZROtHMNs9tvzfx8D8RkZaiAEJEpH+YSFe30lsr1uX/vsnd/12x/pNEt50dgalm9oiZ/R/wDHHR/zqwf5X9FpEu3kcRF+LfAWaY2b3Ek61PBu5Pm86tnkKPPEkEK4OAx83s/hQgQAxOvp14AvYDZjbVzCYD04GPE7MMHeLu03N5vw/4T6JF42LgOTO7nyiDbelqoWhIKqPs2RbfB2amvE8lZnoaQnyWY3O7XUBMZbsW8LCZ/c3Mnk55mkr1qVhFRPotBRAiIv3DxNz/J1Wsm0TXbDvXVKzD3V8kgofTia5P6xN9/l8Efg5s4+5/K5IJdx8H7EqMyxhEjId4iniA2w/TZt0GIgXf53WiS9WjRAvJesDGad0bRHeu44A7iZmp3k90BRoP7ODuN1RJ8yfEgObriXEFmxGByHCi21Ep3P0i4vkb1xHB1DbA6kT3pWOBA/MtSO4+DRgG/DfwMvHZzAHOJKaWbbg8RUT60oAFCzQDnIiI1GdmxwNjiFaQssYUiIhIi1ELhIiIAGBml5rZZDOrNbA3e4hdvQfKiYhIG1MAISIimUeA7YBzzGyD7EUzW8rMzgAOJB56N7b67iIi0gnUhUlERAAws+WJGYO2JmYaegJ4m5hCdhWi3/5x7t7SAYSZrQ1c3otdZ7j7YWXnR0Sk1ehBciIiAoC7v2VmHySeA3EkEThsSEwB+yfgQncvbTByEy1DPNG7p54tOyMiIq1ILRAiIiIiIlKYxkCIiIiIiEhhCiBERERERKQwBRAiIiIiIlKYAggRERERESlMAYSIiIiIiBSmAEJERERERApTACEiIiIiIoUpgBARERERkcIUQIiIiIiISGEKIEREREREpDAFECIiIiIiUpgCCBERERERKUwBhIiIiIiIFPb//n5pQVvf+ZsAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fb5a5c5f390>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
-       "height": 283,
-       "width": 395
+       "height": 281,
+       "width": 392
       },
       "needs_background": "light"
      },
@@ -274,9 +286,6 @@
    ],
    "source": [
     "# Plotting the step function\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "import numpy as np\n",
     "x = np.arange(-2,2.1,0.01)\n",
     "y = np.zeros(len(x))\n",
     "threshold = 0.\n",
@@ -288,12 +297,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [],
    "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
     "def perceptron(X, w, threshold=1):\n",
     "    # This function computes sum(w_i*x_i) and\n",
     "    # applies a perceptron activation\n",
@@ -319,7 +326,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
@@ -357,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -394,20 +401,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAywAAAI5CAYAAABD4r4BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXeY3MT5xz+S9s4FF4rBtNBhaOFH6BhMBxuMbTC9dwihQyB0GzCQBAg11EAMmGIIYIw71QZsWkKABBhC72BMcffdSvr9Mdrz3nlvb8+rvR1p38/z3COt9juaefWu9nakr2acMAwRBEEQBEEQBEGwEbfaDRAEQRAEQRAEQWgN6bAIgiAIgiAIgmAt0mERBEEQBEEQBMFapMMiCIIgCIIgCIK1SIdFEARBEARBEARrkQ6LIAiCIAiCIAjWIh0WQRAEQRAEQRCsRTosgiAIgiAIgiBYi3RYBEEQBEEQBEGwFumwCIIgCIIgCIJgLdJhEQRBEARBEATBWqTDIgiCIAiCIAiCtUiHRRAEQRAEQRAEa8lUuwGCIKQDpdROwPOtvN0A/AC8AdyjtX6yQPlhwFDgMa31/hVqprWkPX6l1DKY+PYFVgRmAJOAy7XWn1WzbUuKUuoNYHPgGK31iCUovzlwHLATsAbgAd8CLwN3aq1fKFBmJ8x5NlNr3WvJWm4PlfjcK6U20Fq/F8e+qo1S6jFgCNBdaz2n2u0RhGohd1gEQagEL+f9TQPewfwYGwSMVkpdW8W2CR1M1Fl5GTgDWAbzeegKHAv8Wym1SRWb1+EopeqVUrdiOvAnA2sDXwAfAL2AQ4DnlVL3KqU6Va+lyUIptaJSahRwX7XbEgdKqRMxnRVBqHmkwyIIQuxorbfP+9tOa72F1npFTIelEThHKbV7lZspdBx3ARsA44FVtNZbACsDI4ClgYeVUl71mtdxKKXqgGcxHZXvomV3rbXSWv8a06E7DZgLHElKfnx3EP2BAwGn2g0pF6XU8cBt1W6HINiCdFgEQegwtNZPAXdGL0+sZluEjkEptT7mKvEc4Ait9WwArfUC4HjgPUxnZt+qNbJjuQzYHtNZ2VFrfbvWuiH3pta6QWt9C7BftOlApdTgKrRTqAJKqZ5KqTswnXz5jSYIEXIyCILQ0bwULTeoaiuEjuJwzBXvp7TWP+a/obX2gb9HLw/q6IZ1NEqptYDzope/11rr1rRa60nA2OjlGZVum1B9lFL/h7EFngjMAk6vbosEwR7koXtBEDqaumjZ5gOkSqk1gE+il4s9dKqU2hjzPARa68VsIEqpHYCzgD4Y69H3wGTgaq31h+1tuFJqAMbCsxmwHPANMAHz4Pg3BfRDgJOALYGlMA9UPwP8SWv9QTvqXRo4E3OnYh0gADTwMHCL1np+C/2nwOqR9kpgIGbgg6e01kcWqedoFnUg2qTQMS/A1tFyWivvvxIt+5ZaL4BSam/gGGArYHkgi3kOZALwZ631ty30IcZm1R3zoPtvMZ3mLPBaVObpAvU4UT05/XxgHHBhe9obcRTmWa6vgYdK0F+CuSP5YqE3lVLdMB2gg4HVgJ8wn69hWuuPCug7A7+L9BtiLlp+DDwB/EVr/VMr9VTrc78mprO2K+bz3BmYifnM3KS1fj5P+2mkAdg8yvdnWus18jSdojgOA9aP4tfAg5jzaEGJ7dqJ1gcYKcSaWutPS9EBK2A+X6dgOvo3taMeQUgtcodFEISOZlC0nFTJSpRSFwNTgH0w33XvAN0wD3q/pZTas537+yvmivcAwAf+i/mh/FvgDaXUqnlaVyk1EngM2APTOXsb83xCrv6SHqZVSq0LvIUZSWlDzBXYT4DfAH8GXlFKrdhK8ZHA/lGZLNDWaFzf0XzAhLb+SmGdaPlJK+/n2tQ7+gHeJkqpvwFPYTpwASa3P2F+hJ6FycdyrRS/E2O3WQt4H/PZ2A2Y1DInSikX82P2bsyP7y8xx+go4FXMj/f2sEu0nBLdXSqK1vrfWuuntNY/F3i7E+Zu5SWYiwD/i9pzOPDP6G5OfizLR22+DtgC+BzzY10BF2MGP1i/ZSVV/NzvEdV1BvAr4KPob1nMOf2sUuqQvCKvR8eAqN6Xo225/S0LTAWux3S8vgU+BDYBrgFeKvKZackvtO88KakjFLVnJ6313kkdOU8QKoXcYREEoeJEV3Z/hblquD/mx+sNFaxvCHAFxlZxotZ6VLS9DvhD9N7DSqlfa60/L2F/R2OuTM8FjtRaPx5t7wU8AuyMuTORG0jgYsxV3F+Aw7XWYyN9F8wdj7OAB5RSW2qt/1Ok3jrMD/PVMJ2vw7XWX0bvrQc8ivnB9QiwQ4Fd/Aboq7WeHu2rS7E4tdYTMFfO42T5aDmzlffzbWK9aOPOm1JqIOYOyVxgYIur7DtiflyvEmn+3KL4Upi7JacBt2qtA6VUD2AMsCPmc/F4nv5EzN2In4B9tNZTo3o2xeRljWJtLUCuQ9BqzttBN8w5tafWemLULoW58r8ScC7mbkKOhzGflf8AB+aG/VVKrQzcj+lMjVFKbZK701DFz32naL9dMB2MC7TWC6P3emM64rthOmsPAWitD8i7Q6i11tu32O0IzN24aVEsH0X7+xXwAOYO392YzlBRtNZvYp5DipVix0QQah25wyIIQuwopcL8P4yN5gPM1dLPgB1as5/ExBXR8sxcZwVAa92otR6O+bHVA/MDqhQuiJbn5n60Rfv7AfMDLQvsqpRaWSm1FPD7SHJS7kdbpJ+vtT4beBJjb7mkjXoPxlwB/w4YnOusRPv6AHPVey7Qt5U7Ro9rradH+kat9awS442TXCdpfivv528v2qGK2A0z0tzN+Z0VAK31FCCX7w1bKX+X1voWrXUQlZmF+aENsGHUgcmRe97k7FxnJSrzb8wIXu1l6WjZWuetvZyZ66yA+ZXOogsBfXLblVJ9MR2SBcDe+XOUaK2/xvxI/xJYF9Ohy1Gtz/3mmA7ZV1HdC/P29R1m4IIoNNXm7xil1BYYW+RMTMezyS6ntf4CcxFlNjA4eo5EEATLkA6LIAiVoKUl4g3g0+i91TH2m40qUbFSam3Mj9WART9eW5J7fqBNW1hkyVoP8+NssSFmIw//b4Be0Y+/vpjnJGZg7oAUIudL37ON4XwHRMsHtNa/FKj7SxbdEdi7QPnpRfbdUbRlfcr/PxS2tTOt9RmYjs3QViRzo2XXVt4fX2i3ees9oOkO1pqYztFin6Oos9Saza015kXLuNwNi03ACrwbLfPtTbnP0fhCVqNo5Lbcs0t7Q3U/91rraVrrnsC6rVjncsfRxXSA2iI3ytozWusZBer7Hngu17YS9icIQgcjljBBEGKngB0DaLJf3I2xkLyglFItR46KgdyV9QCYbFwyi5H7MbuuUsrRWhf7obx2tPxUaz23kKCFlWO9aPl27ip+Af4VLbtjZn3/qhVdbl9vFmnfv4Aj8rT5LPZAdDGiuzQXlapvLc8tmIu5s9DaD8v8iRFbuwvTsl5fKdVZKbULJt9rYuLfDGMrg9YvyBU61vn15n5IrxstP205qEEeb0d1l8q3mA5RHDPUz2nljlnOUpd/vEv9HOVrq/m5z+1/vlJqM0xe147+fo2565ijlAuvue+Evkqpl1rR5PJY8AsjH6XUb4CbS6g3x/4tB4EQBKF9SIdFEIQOQ2v9hVJqP8wDv70w/vjhMVeTs/RkgO3a0LqYH0/FrFK5K9VtjmoW0T1azi6iyd9X91ZV7dtXof2U+rBvjt60fczay0xMh2XZVt7PvxOw2NXvlkQWoAuAs1vscwFmtC+X4s8XNBR5DxZNOtgzWhb8sR5R6GH4YnyA+WFf0t3F6FmOtbXW7xZ4e2GBba2xJJ+jan7ucyP8/QVjD8sRYh6sfwAzuECp5L4TVo7+itGzjfdzmvacJ6XcBRIEoQjSYREEoUPRWs9WSk3B2DQ2a0fRQkPoFrL95H5g/kebmcPLJWc/WapEfe5HWY8imvwfRcV+ELZnX6X+sGwVrfUIzMPJcfI+5sr4Gq28nxuK9hut9bxWNPlcgRlSOAvcAryAeZD8I611Vil1FfE8EJ17xqrYyGWlPHOTzziM5WpnpZRb5E5Ejh0x9slvgV9Hz44sCUvyOara5z4arnwy5u7bi5hBAd4G3tNaz4rseu3psOS+E36vtb6uHeUKorV+gcLfR4IgVAjpsAiCUA1yP9TasnNk89Y7sfjV25UKlMkNbbqWUqpe580iniMaaWhd4BOtdVFbCuaqOMCaSqkuhexB0czUq2JGpco9D7FJkR+luavG8zBzcrSGBjbFPCtwfyua3L7aPa9MB/EG5hmKbYDbCry/TbR8ta0dRSOd5SZRPF5rfW8B2aoFti0JuTyuqZTq0Yr9qr2Tn47BWIl6YWx8hdqfz4nR8usyOiuwKJbfFNG0/BxV83N/OuZ8fxboV+A5lvbmOPed0Gq+IptXiOn4FrtLJAhCFZCH7gVB6FCi0YRyQ/C+0YY8fySxQt7yQQW2vYt5wL8rrY/kdDXmyu3DbdSf298XmAs8h7R8M5q74TBgL8xwri9hLGa9gANa2ecp0fLZNq6yj4uWhyqlFrOqRHNg5B4onlw8jKqRGxRg32gujCaiB6+Pjl6OLGFfy7Poiv9iz2MopVZg0eADZV2Q01p/jLlz49F85KxcXZthnqdozz6/Bv4Wvbw6erC9IEqpfYD9opdXtaeeAuQ+R3sppVZv+aZSqjuLzpXc56ian/s1ouXbrTx0f1zeen6ec/tsefcjF/9+0ZDMzYjOrWcxn6kDi7RLEIQqIR0WQRA6jGjyugcw/vi5wD3F9NHDvm9HL6/K/WhXSmWUUqez6MdufpmQRcMa36CUOjiv/oxS6lwW/QBt0x4S7e/q6OVfognt8uN5EPMj+vloor85efu9Q5lZwnP6zkqpv2A6Wg20PtJVjlGYK9e9gdEtJulbD/NDrCtmNLBCI0ZVHa3125iRuboD/8hNzhfNzfM3zFVvjZltvS2+Z9FzI7+PnvEg2t+mmMlIl4k2xfHcQC4/Vyulch3D3HwnpXR2C/EHjE1uJeBlpdSxSqn6vH0vpZQ6L2//D2utH1vCugDQWr+ImZ+lEzBW5U0QGc3DMhozd83HmEk1q/25z93dOUgplZt4FKXUMkqp64FD87T5ec7ZzFbKP6aRhWsq5lmqcS32mYt/GcwgFQ+20TZBEKqAWMIEQYidAiPxOJgfrBtgvncagGOiK85tcSnmKv0OwBdKqQ8wEykuj5lz4hhaPCirtb4n8sGfBTwU/Vj6CjMSUO5h4su11qNLiUdrfVt0Rf14zDMFn2CuJivMD6ZPad55ujKK9WDMD8TPMXOprB8dh3kYS1OxUZvQWjdEV9onATsBnyil/ou56r8R5ri+DRzUypVoWzgJcwV+Z+BzpdR7mJnml8FcnR9SwvMcRM+oXI55GPsIYG+l1MeYh+9zozw9H9XT1sPVbaK1flwpdS1mfpHRSqmPMD+Kf425+zcd2Lad+5yllNoVMxv8NphR826O9u1jPje5jtjfMccuDg7F3D35NfBulIMGYGPMOfkZsG++Hapan3tMfg/D5PA9pdT7GLvWephj8xbGFrZcpMmNwPWfSLcS8D+l1Bd5I9kdEsW/FfCBUupdzPFeH6iP4tqryIhwgiBUEbnDIghCJdiuxd82mE7GfzAzV2+ktW5troZmaK2fxEx6NxFj+dgAM//FEVrrVid+jCaq64d5bsDDPAviYH78D9Zat3WVt+X+TsBMMPcs5of2hphO0DXAZlrrz/O0PuYH4kHAM5gfa5tg7hDcCvxGa/0QJaC1fj9q+3DMnYj1MDOcvw6cCWwdTX5nLdF8MZtj5uGYgTkWWcx8OFu2MgpWa/u6HjMJ4NRoH5tgfsSOxnxOBmHmTtlYKdWeIYdbq+9cYAjGQtgLM0jAGMxn+vMiRYvt82vMeXEgpjP+AyavG2Cu8o8E+mqtj9VaN5YbQ1Tnt1Gbz8NYn1YH1sFYvy7BfCbfLlCuwz/3kR1vU8wzPp9jOkirYToqZwNbA09H8oF55T7AdK4+wgybvHb0vFrumG8Vxf/PKP4NMM/S3AH8XzQhqCAIFuKEYZvzdAmCIAiCIAiCIFQFucMiCIIgCIIgCIK1SIdFEARBEARBEARrkQ6LIAiCIAiCIAjWIqOE5RHNCXAycBTmYTwPM8zjw8A1WusFJe5nPeAyzGzLy2Em4roTuLWUkXAEQRAEQRAEQTDIQ/cRUWflScyMzHMwsy43YkZVWTp6vYvWel4b+/k/zOg1PYCXMaOj7Bzt4wGt9eGVikEQBEEQBEEQ0oZYwhZxPKaz8jawvtZ6N631nsC6mLH2t8YM/dgqSikHuA/TWTlCa7291noIZrjKt4HDlFL7FduHIAiCIAiCIAiLkA7LIo6Olmdqrb/KbdRa/4CxiYGZDKsYu2PGnH9Baz0ybx8zgN9FL0+PpbWCIAiCIAiCUANIh2URPwDvA68VeO+DaNnWzMn9o+Vis2drrXP2sO2VUt2XtJGCIAiCIAiCUEvIQ/cRWuuBRd7eMlp+2cZuNoqW/2mtGmAFzEzBr5beOkEQBEEQBEGoTeQOSxtEz6VcHr18rA35StHym1bez23vXW67BEEQBEEQBKEWkDssbXMVsCPwHXBNG9qlomVrI4nNj5bdYmhXPm8Ca2JGN/sw5n0LgiAIgiAIAsA6mN+xnwC/6ahKpcNSBKXU5cD5wELgwOjh+WLk5lhpbaxop8UyLtYEekZ/q8S8b0EQBEEQBEHIZ82OrEw6LAVQSmWAvwInAguAIVrrqSUUnRMtu7TyfudoObe8Fhast2cQBDRmA8IwJAzBccB1TN8oyNvmOE5FNJXabxI1xcoEYcj3337LF59/Rhj6Tdog6ua6jvkLQvO30oorstqvfoXnZcD1jCjwMf1iB1wXgiDvdUdqqll39TV1ngsENDYGVrZPcl5cU+c5Zeav+jHUas6bn3vpjTOtOS//3EtGnMnSlFLGo76+qeuQ+83bIUiHpQVKqW7Ao5gRv34GBpfYWQH4GtgUWBEz4lhL2nrGZUn5EFilodHnp5/n0dDokw0CMq5L5+iDtaAh27Stvs6riKZS+02ips0ymW7Ude7BpZf8galTp5L1A/xsA04Y0jnjUO9Bgw8LsyGdMg6rr7oKwy6/mp33MGNDBA3zwG8Arx6nrjNh44Km12591w7TVLNuGzTL9awDfyE//tRgZfsk58U1y/bwysqfDTHUas7zz700x5nWnJd77iUlziRpSinj1ndlhd49iejQRxDkofs8lFLLAC9gOitfAH3b0VmBRaODbVhg3w6wPuAD75bX0tbJ+kHkR3MIgSAICYKw2bZKaapZt22aUsqssupqPDZ6DNff9Fd6Lr0sjuPiueC5RuO5UJ8xr7/55muOP/5ITj/tRH6cOQOHAAcHhwD8huavQx9Cv2M01azbEg2Wt09yXlxTVv4siaFWc07cdVkaZ1pzbsV3p+15sO1YhH6xn6AVRTosEUqpemA8sDmmQ9FHa93a8MStMTFa7lPgvT7A8sBLWuvZS9zQNsh4Lo4DIaGxIrkOrus021YpTTXrtk1TahnXdTj00EOZOPFZ+vffCz+AbOgQ4JINHRqy4AcAIX4Ajzz6CDvs2Ifx48cShAEhLnj1hLiEhOa144HjNd9WKU0167ZEg+Xtk5wX15SVP0tiqNWcE3ddlsaZ1pxb8d1pex5sOxaOV6mfr20iHZZFXA5sg7mzspPWuuicK0qptZVS6yuleuZtngL8F9hdKXVCnnZ54Nbo5XXxNrsAITjRstVtldJUs27bNKWUiVZXWKE399xzP3f97T56LLcSDU4djdQRRs++5PPDDzM45dSTOfXUk5nx3beLvS8IgiAIgpAm5BkWQCm1LHB69HIGcL1SqqBWa314tPossDpwDDAiei9QSh0bvXenUuo4zHMtOwHLAHdprZ+qTBQQhsaK5IchfhDiOMaGBDTbVilNNeu2TVNymcC89qMH9PcaMIjNturDVVdfyROPjyLjuXhuiON6eKGP55r9ZFyY8vxk+r0ynfMvGsoBQ/bHCbLguItu2QZZ8+e4xn+a/zouTaX2mxiNQ+hH26xsn+S8uCYsL39WxFCrOc8791IdZ1pzXua5l5g4E6QppUwVLWHSYTFsxaKRvTaL/lrj8GI70lq/ppTaGnPHZmdgY+B/wAXA38pvauuE0eV73w/wg8Bcya837+Vvq8u4FdFUar9J1LSnTNYP8P2gSdOtew8uH341e+05kKEXnsXMH74lcF2C0MUPzYP5ruPgOTBv7mzOOedsxo/5B1cMvYxVV1+H0NRI6PvgZwGPsM6F/NdxaSq134RoAj8LfiOh71vZPsl5cU3Z+bMghlrNebPcpTjOtObcmu9O2/Ng27FgcddHRyEdFkBrPRHalwWt9RpF3nsX2L/MZrUbBwdC8DyXELPMWY9abquUppp126YptUwmLKzZcacdePq5l/jjn6/i4QdHkg3NFQ7X8QnCkGzgEIQhmQxMmz6dffcbzKlnnMtRx5+C53k4GQ/COsh4OGFAmP86qqxsTaX2mxCN63UiDOtwMqGV7ZOcF9e4Xqa8/FkQQ63mvNm5l+I405rzss+9hMSZKE0pZXI/VKqAW7WahdjJPcjtRQ9455b5657rVExTzbpt07SnTKaIpkeP7gwbNpwRI0ex5hprEYYBfgCNoUNj6NIYPZifDWDOvPlcPvxyBg3eiw/+9z9wMuB50bK++evoYbqyNZXab1I0bgbHy9jbPsl5cU25+bMhhlrNeX7u0hxnWnNuy3en7Xmw7VjIQ/dCrBR4sHuxbZXSVLNu2zSllMmttrHfLTbfkqfGTeb008/G9TI0Utfqg/n//Ocb7LbbDtx80/U0NDQiCIIgCIKQZKTDkjJsn3ukVjQllwkxM92XsN9OnTpz/vmXMGHic2y40Sb4TgZcN7pTYzS5eVz8bAM33XQtBxwwmHfefhMZw74D5oKwtH2S8wrOBWFJDLWac+Kuy9I405pzK747bc+Dbceiig/dS4clZSRh7pFa0LSnDGH76t5kk//j8See4uyzz6U+U0fWD5rN3eIHNP1p/R77DhnEFVdeydz5C5Ex7OPXYHn7JOfFNWXlz5IYajXnxF2XpXGmNedWfHfangfbjoVYwoRYsd0GVSuaGC1hLcvUZeo48cSTGTfuabbccuuiFrEgCLjttpsZsNcuvPbaawiCIAiCICQJ6bCkjETYoGpAUwlLWCHNmmuvwyOPj2XosCvp1LUHuC6O4zZZw8DYxOoz8OUXn3PkkQdz6SXnM3vWz3I7PSYNlrdPLBRiCUtrzom7LkvjTGvOrfjutD0Pth0LsYQJcZEUG1TaNZW0hLXU1GcyHHnUMTw1dhI7bL9D00hi+TaxhqyxiEHIyAfuZ8edtuOZZ59GbqeLJazWc15W/iyJoVZzTtx1WRpnWnNuxXen7Xmw7ViIJUyIFdttULWiqaAlrJBmlVVW4Z4RD3DTjbfRc+llitrEvv76Kw4//GDOPPN3/DDzRwRBEARBEGxFOiwpIxE2qBrQdJQlrKUGHPY/4GCmTH2N/gMGFh1JzHNh3NgnGTRwd8aNHU2YXViZW8gp12B5+8RCIZawtOacuOuyNM605tyK707b82DbsRBLmBAXSbFBpV3TkZawQprevVfgr7fcwU033kav5ZYvOpLYjz/+yGmnn8Kxxx/Nd999h9xOF0tYLeW8rPxZEkOt5py467I0zrTm3IrvTtvzYNuxEEuYECu226BqRdPBlrBCmj369WPy5Oc58ODDilrEACZNmsRuu+/MI488RNhsR4IgCIIgCNVDOiwpIxE2qBrQVMsSVkjTo+fSXHPtTdx73yhWWnWNoiOJzZ83m0svvYgjDjuQTz/5UG6nl6DB8vaJhUIsYWnNOXHXZWmcac25Fd+dtufBtmMhljAhLpJig0q7ptqWsEKa7fv2ZcyYSRx51DFAWHQksWnTp7HzLn25/Y7byQbmZrDcThdLWNXrts2WYkkMtZpz4q7L0jjTmnMrvjttz4Ntx0IsYUKs2G6DqhWNBZawlpquS3Vh6CVXMObJiayzripqE5s/fz7Dhl3EAfsP5IMPNIIgCIIgCNVAOiwpIxE2qBrQ2GQJK6TZfIutmPzMVE497SycTKeiI4m98/Zb7Ddkb2684Voa5s+15/a1JRosb59YKMQSltacE3ddlsaZ1pxb8d1pex5sOxZiCRPiIik2qLRrbLSEtdR06dyZs84+l0cfHcPGG21SdCSxxmyWG2+6nv577cZb//43Vty+tkSD5e2rim0gQZqy8mdJDLWac+Kuy9I405pzK747bc+DbcdCLGFCrNhug6oVjYWWsEKaDTbcgMceH8OFF1+G16lb0ZHE3n9fM2T/wfzxT1cyb/78xd4XBEEQBEGIG+mwpIxE2KBqQGO7JaylxvMynPTbUxk7/ll+s8W2RUcScwgY8fe7GbDnzkx78QW7b3GLJSx+je3tE0tYzeScuOuyNM605tyK707b82DbsRBLmBAXSbFBpV2TBEtYIc2aa63FvSMf4rKhV7FU16WKjiT22edfsP+BQ7jgoj/w8y+/YOUtbrGExa+xvX1iCauZnBN3XZbGmdacW/HdaXsebDsWYgkTYsV2G1StaBJiCWup8RyXw484kilTp7PLrru3OeHkww89yMCB/Xjm6UmLvScIgiAIglAu0mFJGYmwQdWAJmmWsEKalVZahfvuf4Trrr+FHssuX3AksfqMsYx9//13nHzysZz826OZ8f139tziFktY/Brb2yeWsJrJOXHXZWmcac25Fd+dtufBtmMhljAhLpJig0q7JqmWsJYaz3PZZ58hjH3qafbaa+/FRhLLt4j5ATwxejQ77rQto0ePJggDqn6LWyxh8Wtsb59Ywmom58Rdl6VxpjXnVnx32p4H246FWMKEWLHdBlUrmlLK5FZtjSFaX67Xstx80+3cc8+DLLPCqkUtYj/++CNnnX0av/3t8Xz7zVeLvS8IgiAIgtAepMOSMhJhg6oBTRosYYU0u+7Rj0mTp7DfgYcXnWzSc2HKlOfp128XRt57F2GQtfc2uFjC2qexvX1iCauZnBN3XZbGmdacW/GG1AA/AAAgAElEQVTdaXsebDsWYgkT4iIpNqi0a9JiCSuk6dGzB5ddcRX33zuKVVb5VauTTULI7DlzOO/8P3DIoQfw6WcfY+VtcLGEtU9je/vEElYzOSfuuiyNM605t+K70/Y82HYsxBImxIrtNqha0ZRSJrdqawxFNH22246nn3uZI44/hazbqVWLGMBrr73GwIF7csftt5L1swU1giAIgiAIhchUuwFCfIShsfX4YYgfhDiOsfQAzbZVSlPNum3TlFwmMK/90L4YStF06tyF8y8Yyu79B3Lpheeh33sHz/HxXAfH9fBCn/pMSMaFINvAdddeyZjxY7n22hvZYJ01IciC44LfYNZzr3O3nfO3WalxCP1om5Xtq4DG9va1SxOWlz8rYqjVnOede6mOM605L/PcS0ycCdKUUkYsYUIchNGlb98P8IMA3w/MpfAC2yqlqWbdtmlKLZP17Y2h1Dg33ngT/vH4WM46+1wct47ArSNwMwRuHY2+g+s4eA64jsO///1v+vfflRv/8icWzJtH6PsEjkvo+4R+1ixxzF/eNhs1gZ8l9ButbV8lNLa3rz2acvNnQwy1mvP83KU5zrTm3JbvTtvzYNuxCCnsougIvGHDhlWtciE2jgbWyGYD5s1vaHLuZDyXOtf0Sf0wbNrmRQ95x62p1H6TqCm1TJeunQBoaMhaF0N74+xUX8eO2+9A/z335l9vvcV3M2bSGIS4BHhOiINj7s6EEIYBb/7rDZ5//mk22GgTVl55VXBCnBCcugyuV2e+FsPsom2Oa51mqa71QMj8xtDK9lVEY3v72qHp2tkrL38WxFCrOW927qU4zrTmvOxzLyFxJkpTShmvjqW6dYn+6/MZMIIOQixhKSL3UHQQhgShgxc9NA3guU7Ttkppqlm3bZpSy3iuQ+jaGcOSxrnRRhvx6D/GcPeIu7nx2j8xv2EBjY4DoUtjaGxwANkAPvjwI/Y/cD8OP+YEzj3r93TrXAdOhqYH+5wMeEG0rIcgWPTaBo2bwfF8cAI721cJje3ta4/G9crLnw0x1GrO88+9NMeZ1pyXe+4lJc4kaUopIw/dC7ESQrOHpAttq5SmmnXbpimlTG7V1hiWMM6Ml+G4Y05g/IRn6NNnexqpa3XuljAM+duddzBgz1156aWXEARBEARByEc6LCkjEXOP1IAmrfOwtDfO1ddYiwdGPcHwK6+ha/dlwHVxHLdprhYw87fUZ+Drr7/g+OOP5ILzz+bnn2aCTePTlzIXhKXtk3kLimvKyp8lMdRqzom7LkvjTGvOrfjutD0Pth0LeeheiIukzD2Sdk2a52Fpb5n6TIZDDj2Mp8ZOYteddyUMA/yAZvO3NGRpmrtl1COj2GHHPoyfMB5rxqcvZS4IS9tXlbH6E6QpK3+WxFCrOSfuuiyNM605t+K70/Y82HYsxBImxIpl9qCa1ZRSJrdqawxxxRnCiiuuyB13jeC2W//Gssv1KmoT+/777zj22CM49bSTmDHjBwRBEARBqF2kw5IybLYH1ZJGLGGFNeAweJ/9eGHKqwwcNATfyYDrRgMQGE3OLua5MGnCWPbeezeeePwRwuxCK2+nU8W6rbUNJEhTVv4siaFWc07cdVkaZ1pzbsV3p+15sO1YiCVMiAvb7UG1ohFLWHHN8sv34oYbb+H22/5G7xV6k/WDZhYxP6Dp75dffuGc35/FEUcdxldffYVtt9OpYt3W2gYSpCkrf5bEUKs5J+66LI0zrTm34rvT9jzYdizEEibESgLsQTWhKaVMbtXWGOKKsxXNTjvvwqRJz3PYEccUtYgBPPfcc+zRb1dGjryPIAwWe18QBEEQhHQiHZaUkSR7UJo1YgkrXdOtew+uuvpaHnjoMVZZba2iI4ktXDCX4cOHcehBQ/joQ91xt8rFEmZH3bbZUiyJoVZzTtx1WRpnWnNuxXen7Xmw7ViIJUyIiyTag9KoEUtY+zXbbLMtT46ZyHHHnYTjUHQksdfeeJ1ddt2Bm2+5iYZsQDVvp1PFuq21DSRIU1b+LImhVnNO3HVZGmdac27Fd6ftebDtWIglTIiVhNqDUqcppUxu1dYY4oqzRE2XLp258IJLGD/uadbfYOOiNrGFCxdy5ZWXMWTfvXj33f8gCIIgCEI6kQ5Lyki6PSgtGrGElafZ5P82Y8Kk5zjzrPNw6zoXHUns/ff+ywH778t11/6RBXPndPjtdCq0X2s1trdPLGE1k3PirsvSONOacyu+O23Pg23HQixhQlykxR6UdI1YwsrXdO7UidNOP5PHHx/Hpv+3adGRxPwgy19vvZk9+u/MG2/8k468nU6F9mutxvb2iSWsZnJO3HVZGmdac27Fd6ftebDtWIglTIiVlNiDEq8ppUxu1dYY4oqzDM26663LI48+ybDLrqKuS4+iI4l9+OFHHHjQvgwfPpQ5c+cs9r4gCIIgCMlDOiwpI432oCRqxBIWr8Z1PY457iTGTniOrbbdsehIYq4TMnLk/QzovyvPP/f04re0xRJWnsb29oklrGZyTtx1WRpnWnNuxXen7Xmw7ViIJUyIi7Tag5KmEUtYZTSrr746d//9Pq6+8lq6d+tedCSxL776kkMOPYDTzzyVH3/+hUrdTqdC+7VWY3v7xBJWMzkn7rosjTOtObfiu9P2PNh2LMQSJsRKiu1BidKUUia3amsMccUZo8Z1HA486GCmvvgKe/Qf0OaEk4+Meoh+e+zMpEkTFntPEARBEAT7kQ5LyqgFe1ASNGIJq7xmhRVW5J57RnLTLXfQs1fvoiOJ/fTjDM444xRO+d0JfP/1l7HeTqecW/BJ1NjePrGE1UzOibsuS+NMa86t+O60PQ+2HQuxhAlxUUv2IJs1YgnrGI3nuQwYMJDxY59m8OAhRUcSg5AJE8ez4y478OijjxKEAbHaUmy/3S8WioKasvJnSQy1mnPirsvSONOacyu+O23Pg23HQixhQqzUkD3Iak0pZXKrtsYQV5wV1iy9zNL85bqbGDnyUZZfebWiFrFffvmZ8/5wNsceeyRfffn5Yu8LgiAIgmAX0mFJGbVqD7JNI5aw6mj67rQLEyZO4aDDjik6kpjnwvTpL9O//67c/bdb8bNLbhOg0rfpbdPY3j6xhNVMzom7LkvjTGvOrfjutD0Pth0LsYQJcVHL9iCbNGIJq56mW/duXHLpZTz04KOsucaaRUcSmztvHhddfCH77Ls3H374EUtyO50lKJNoje3tE0tYzeScuOuyNM605tyK707b82DbsRBLmBArNW4PskZTSpncqq0xxBVnFTRbbbUtzz73EqecdhaB26moTez1119jrwG7c9ttf6Ux27jY+4IgCIIgVA/psKQMsQfZoRFLmB2aTp06c+GFQ3nsifGst8EmRUcSC/xGbrzxOvYdvCfv/Pv1km+nU+nb9LZpbG+fWMJqJufEXZelcaY151Z8d9qeB9uOhVjChLgQe5AdGrGE2aX59Sab8Mg/nuCcc/6A62aKjiT27nvvsdfee/HHP17NvPkLKNmWYvvtfrFQFNSUlT9LYqjVnBN3XZbGmdacW/HdaXsebDsWYgkTYkXsQXZoSimTW7U1hrjitEBTl6njdyefxtPPTOXXm21d1CLm+z533Hkr++zTj9dfe2Wx9wVBEARB6Dgy1W6AEB9haCwxfhjiByGOYywzQLNtldJUs27bNCWXCcxrP7QvhrTmfI211+WBUaMZef/9XH/dn5gz60c8x8dzHRzXwwt96jMhGRe++uJzDjt0Pw487BguuOBSlqp3IciC44LfAIFD6GfNNr/BLHPv526d529Lg8b29rVLE5aXPytiqNWc5517qY4zrTkv89xLTJwJ0pRSpoqWMOmwFEEpdTTwd6Cv1vqlEstkgDlAp1YkX2mtV42nhc0Jo0vLvh/gB4G5ylxv3svfVpdxK6Kp1H6TqGlPmawf4PuBdTGkOeeEDgcfejg777wzwy76PVOnvkDg1hG4LkHo0tjYQCfPwXPAdRz+/vd7mDx5MtcOv5y+2/UBPMI6l8DPgt9I6PuEdS74PvhZ875pAWH+tjRobG9fOzRl58+CGGo1581yl+I405pza747bc+DbceCxR0JHYV0WFpBKbUtcPMSFN0Q01n5CCjkJfmxnHYVw8GBEDzPJcQsc7aYltsqpalm3bZpSi2TCe2NIe05X2211Xnwocd59NGHuWL45cydO4dsmMX1XIIwIBs4BGGI68I333zJ8Scdx76DBnPehZfRq1MXXK8TYViHkwlxwoAw40FYBxkPJ6rcyd+WBo3t7WuHxvUy5eXPghhqNefNzr0Ux5nWnJd97iUkzkRpSimT+6daBaTDUgCl1BBgBNBtCYr/Jlr+XWt9ZWyNKoHcQ8dBGBKEDl70wDGA5zpN2yqlqWbdtmlKLeO5DqFrZwy1knPPczn44EPps/2OXHr5JUyeMI7QD2h0HAhdGkNj3QPIBvDkU0/y3IsvMfTyP3LU4QfieBlwAvDqIQjAC8DJ0PRwopNZtC0NGtvb1x6N6+F4/pLnz4YYajXnbmZR7tIcZ1pzXu65l5Q4k6QppYw8dG8HSqlVlVL3AY8BHvDdEuwm12H5Z2wNay8hVO0B52rWbZumlDK5VVtjiCvOBGhWWKE3t9x0O3+9+S569epNI3WtPpg/c+ZMTjrpeA497BC++WZJviYEQRAEQSgV6bA0ZzhwBPAGsA3w/hLsI9dh+VdcjWoPMieHHRqZhyW5mv577cVzL0xjyH4H4TsZcF0cx22arwXM/C31GZg4fjzbbdeHR0Y9QJhdiNVj7Mu8BQU1yLFIbJzEXZelcaY152WdewmKMzEamYclUbwPHAVsrbV+p72FlVIOsCnwLTBIKfWaUmq2UmqGUuohpZSKub2LIXNy2KGReViSrVluuWW55trr+dtd97LyiisThgF+QLP5Wxqy4Acwa9Yszr/gPA4+9EA+//wLrB1jX+YtKKhBjkVi4yTuuiyNM605L+vcS1CcidFYPg+LE4Zh26oaRSn1ArAjJY4SppRaG/gwehkALwM/Y+66rArMBvbUWr8cc1NfAHb0A3PleGGjT2M2oC7j0qU+A8D8hmzTtk51XkU0ldpvEjW2t0/iLF2zcP5crrhsKLfeeiuuV0fGc8n6AUG2gc4e1HvQ4MPCbMjS3bsy7JILOPHk06jv2h0Af+E88BeC1wm3rjNB44Km116nronT2N4+ORYSp8Qpx0LirMyx8Dp1xXGb7nVMAXaig5A7LPGSs4N9BWyutd5Baz0IWBO4DugOjFJKda5UA7LZPJtRmGd3ydtWKU0167ZNY3v7JM7SNUt1684NN9zICy9MYd31VJNNzAyaALDIItawcD6XXDKUfrvvzn//887i1oegdStLYjS2t0+OhcQpccqxkDgrcyyqaAnLVK3mdPIYsBrga62/zm3UWmeVUudheqKbA/sAD8ddeWOjz08/z6Mh69PoB9R5Lp3rTIoXNGabttVnvIpoKrXfJGpKLdNj6a4QhsycOce6GCTnzTVKbcKTT07g5ltu5o7bbiLrB3iOg+O4ZMOAhmxoBlPxQl574w0232JLzjzz95zy299S74bg1ePUdSZsXAB+A3j1uPXmDnfQMK9pm+0a29vXHs2yPTwgZMYPc2v+WCQtzuV61jXlLs1xpjXn5Z57SYkzSZpSyrj1ISv07kk1kDssMaK1DrXWX+R3VvLeC4Dx0cvNK9qQEGTEKAs0pZTJrdoaQ1xxpkTTqVNnzjzrHJ58cgIbb7xp0ZHEGhsbueaaqxk8qB9vv/0WgiAIgiAsGdJh6Vi+jZZdK1WBjBhlh0ZGCUu3ZoONNmb02IkMHXYZmU5dC1rEcn8f/k9z8MH78cerL2fe7Fk4WDxKTA2OqkM5+7EkhlrNeSHrShrjTGvOyzr3EhRnYjSllKmiJUw6LDGilDpFKTVKKbVbK5I1o+WXlWqDjBhlh0ZGCUu/pkunTpx9ztlMmTKFLTbbgqwfNBtFzA9o+gsCnzvvuoPd++3EK6+8grWjxNTgqDrIsUhsnMRdl6VxpjXnZZ17CYozMZpSylRxlDDpsMTLWsCBmKGRmxE9aH9A9HJyRVtRTdtMlS07VmlKKZNbtTWGuOJMqwZYe511eGjU4wwffg31XZdu1SIG8Mknn3LIoQcwdOhFzJo9a7H3BUEQBEFYHOmwLCFKqdWUUusrpXrlbb4b8IHDlFL75WnrgJuB1YEJWut/VqpdYg+yQyOWsBrRRPlzHJcjjj6W8ZOeZ7sddi062aTnwqhRD7FX/114evJ4rLIE1KCFAjkWiY2TuOuyNM605ryscy9BcSZGI5aw1HIf8B5wam6D1vpd4Ozo5T+iiSP/AXwMHI+ZmPLoSjZK7EF2aMQSVjuaXP4ynsuqq67K7Xfew7V/vpGle/ZsdbJJCPn6m2844shD+d0pJzJj5k9YYQmoQQsFciwSGydx12VpnGnNeVnnXoLiTIxGLGG1hdb6JmB3YBKwLrA3MA+4EthSa/19xRtRTdtMNeu2TVNKmdyqrTHEFWdaNbnVvDKu47DvkP2YMvVV9h60b9GRxAAef/wx+vfbiXHjxhA2q0wQBEEQBJB5WIqitd5pCd97Fni2Ak1qk0JWFqDZtkppqlm3bZqSy4Q0s4TZFIPkvARNXv5alunVa3nuuOPvPDVuHEMvv4QZ330TjSRmrBCeG0Z2Mfjl5x8555wzefKpp7hi+J9ZsffymK7RolvwOQsFLSwxHa6pZt2xaxxCFrcZ1eaxSFqc3qLcpTrOtOa8zHMvMXEmSFNKGbGECXEh9iA7NGIJqx1NviWsUJl+/fszfuzT7L//QUVHEoOQZ559hh132ZEHH3wQP/BJrG0gQRrkWCQ2TuKuy9I405rzss69BMWZGI1YwoQOJzR9YcIi2yqlqWbdtmlKKZNbtTWGuOJMqya32kaZHj178Kc/XsfDD49mxVXXLGoRmz17Fhdd/AeOOuowPvv0k8XeFwRBEIRaQzosKUNGjLJDI6OE1YgmL3+llNl2+76Mm/AChx9zAo7rUWwksddff5W99tqV2269iWzjQhI1kkyCNMixSGycxF2XpXGmNedlnXsJijMxGhklTOhIxB5kh0YsYbWjacsS1rLMUt26cv75l/DII4+z7jrrFh1JbP6ChVx2+aUMHNSf99/XJMY2kCANciwSGydx12VpnGnNeVnnXoLiTIxGLGFCh1NN20w167ZNU0qZ3KqtMcQVZ1o1udUl2O9mm23J089M5cyzzyP0Ohe1ib355psMHNifG2+8noUNDYu9LwiCIAhpRjosKUPsQXZoxBJWI5q8/C3Jfuvq6jn33At54slJrP/r34DrRiOJGU3OLua5EIZZbrvtZvYd3I8335je/tv9YqEoqEGORWLjJO66LI0zrTkv69xLUJyJ0YglTOhIxB5kh0YsYbWjaa8lrJBmw402ZNSoxzjvDxeRydQXHUnsff0Bew/amyuuvJw5c+dhpW0gQRrkWCQ2TuKuy9I405rzss69BMWZGI1YwoQOpyMtMR213yRqSimTW7U1hrjiTKsmtxrDfjNehpNOOJmnn53KZlttX9QiFoYh99x9F4MH92P6tJcWe18QBEEQ0oRMHJkiwtBYTvwwxA9CHCdsmvAuf1ulNNWs2zZNyWUC89oP7YtBct6+/MW139XWWJt7H/wHDz34ENddcxWzfv4Bz/HxXAfH9fBCn/pMSMaFb7/+kqOOPIh9Dzyciy++jO6dMxBkwXHBbzDrude5W/n525ZEU6n9VkUTEvrR9po/FkmL01mUu1THmdacl3nuJSbOBGlKKSOWMCEOwujSre8H+EGA7wfmUm6BbZXSVLNu2zSllsn69sYgOW9f/uLabxjA/gcexJhxk9h1l13xQ4fArSNwMwRuHY2+g+s4eA64jsPIkfez4459eGbyBEI/S+j7BI5L6PtNr0PMzNL525ZEU6n9VkMT+FlCv1GORQLjzM9dmuNMa87LPfeSEmeSNKWUCVn8jn9H4Q0bNqxqlQuxcTSwRjYbMG9+Q5PTJOO51LmmT+qHYdM2L3pIOG5NpfabRE2pZbp07QRAQ0PWuhgk521r8vNXibqX7tmTA/Y7kDXXWptpr73G/IWNNAYhLgGeE+LgmLszIcybN4fJE8fx+aefstlWfejWrRs4IU4ITl0G16sz/2rC7KJtjtt+zZKUsVTTtbMHhMxvDGv+WCQtzqW61i/KXYrjTGvOyz73EhJnojSllPHqWKpbl+g/FJ8BI+gg5A5Lisg91OtFD/LmlvnrnutUTFPNum3TtKdMxtIYJOfty1+l6vY8l/33P5AJE55jj/4DCCL7WWPo0Bi6NOY9mJ8NYOyEcfTrvwuPPTGaEA88D5wMuQcocTKLtnn1zV+XolmSMrZq3AyOl5FjkcQ483OX5jjTmvNyz72kxJkkTSll5KF7IVZCKPRQb7NtldJUs27bNKWUya3aGkNccaZVk1vtgLp79erFX66/mTtvH0Hv3ivTSF2rD+b//PPPnHbabzn++CP49tuvEQRBEIQkIx2WlCFzctihkXlYakSTl7+OqnvX3Xfn2edf5uBDjsB3MuC6OI7bNF8LmPlb6jMwdcrzDBjQjwdGjiDwG0HmLVhMgxyLxMZJ3HVZGmdac17WuZegOBOjkXlYhI5E5uSwQyPzsNSOJo55WNqrWWaZpbnyqj8xYsSD/GqVXxGGgbGE5c3f0pA1NrG5c+dwyaUXMWS/QXz8ycfIvAXNNcixSGycxF2XpXGmNedlnXsJijMxGpmHRehwKmhLaVNTzbpt05RSJrdqawxxxZlWTW61Su3bZpttmDDxOU466RQczytqE3vllenssktf7rj9VrLZ6l0lEwRBEIT2Ih2WlCH2IDs0YgmrEU1e/qrVvs5dujB06HDGjJnEemqDJpuYeXjfaHJ2scaGBVx77ZUcdNC+vPfuf8RCUa4txZIYrLCKiCUsXRrbz70ExZkYjVjChI5E7EF2aMQSVjuaaljCCmm22GJLnhwzgVNPOYOM65H1g2YWsdxIYn4A//3vOwwePIA/X3sNCxqy1LKFgnL2Y0kMFddY2j7irsvSONOa87LOvQTFmRiNWMKEDqeDbSkdst8kakopk1u1NYa44kyrJrdqSfvq6+o59bQzGDNmIptuunlRi1jWz3LDDdcxcO/dePPNfyEIgiAItiIdlpQh9iA7NGIJqxFNXv5sat9662/A42MmcP5FQ6nv0q3oSGKffPwRhx56AFcOv5Q5s2dRaxYKytmPJTFYYRURS1i6NLafewmKMzEasYQJHYnYg+zQiCWsdjS2WMJaajrV1XHC8ScxevQEttlqm6IjiYVhwN333M0uu27PlKlTqCULBeXsx5IYKq6xtH3EXZelcaY152WdewmKMzEasYQJHU4FLSdtaqpZt22aUsrkVm2NIa4406rJrdravhBWX2N1Rj74KNdecyPduvcsahP7/PPPOeigIZz3h7P4+edfEARBEAQbkA5LyhB7kB0asYTViCYvf1a2L3oNDocediRTpr7Crrv3LzqSmOfCE489wsCBezBp4vjUWygoZz+WxGCFVUQsYenS2H7uJSjOxGjEEiZ0JGIPskMjlrDa0dhqCSukWXnllbnjjru57robWWbpZYqOJDZjxvec/LsTOOnkE/n++x+wwrJgmy3FkhgqrrG0fcRdl6VxpjXnZZ17CYozMRqxhAkdTox2knZrqlm3bZpSyuRWbY0hrjjTqsmt2tq+AhoHhwEDBjJ58hQG77t/UYsYwFNPjWGPfjsxevRjhM0qEwRBEISOQTosKUPsQXZoxBJWI5q8/FnZviKaZZZdlptuvoO7/nYfvVZctehIYnNm/8L555/LsUcfxleff9y2bcB264NYwlIRJ3HXZWmcac15WedeguJMjEYsYUJHIvYgOzRiCasdTZIsYYU0u+y6G+PGTuaQQ44oOpIYhEyZOoUdd96Re+8dgR/4WGlrEEtY/BpL20fcdVkaZ1pzXta5l6A4E6MRS5jQ4SyhVSQWTTXrtk1TSpncqq0xxBVnWjW5VVvbV6KmW/duDL/iap54fCxrrLl2UZvYvHlzGXbZJRx26EF88vFHCIIgCEKlkQ5LyhB7kB0asYTViCYvf1a2r52arbfZjqeffZETTjyF0KsrOJJYfcZYxt789z8ZMGA3br7pOhobFmCNrUEsYfFrLG0fcddlaZxpzXlZ516C4kyMRixhQkci9iA7NGIJqx1N0i1hLTXdllqK8y+4iFEPP4Fad/3FRhLLt4gtWNjAlVddwV4D9uC///0vVtgaxBIWv8bS9hF3XZbGmdacl3XuJSjOxGjEEiZ0OCXaQCqiqWbdtmlKKZNbtTWGuOJMqya3amv7ytD8epNNGD1mPL8/70LIdCk6ktg777zN4MEDuO66a1iwcOFi7wuCIAhCOUiHJWWIPcgOjVjCakSTlz8r21empq6untNOP4cxY59h4023KDrZJPjcdddtDNp7N16b/lLb1gJL7BGUsx9LYrDCKiKWsHRpbD/3EhRnYjRiCRM6ErEH2aERS1jtaNJmCSukWU+tx4MPPcpFFw2lvr5zq5NNQsiHH33MPkMGcemwi5k9Zw5WWh/EEpaKOIm7LkvjTGvOyzr3EhRnYjRiCRM6nFYsHqXYQMrWVLNu2zSllMmt2hpDXHGmVZNbtbV9MWo81+PYY07g6edeYqs+Oxe1iAHcf9+9DBrYn6lTni/4viAIgiCUinRYUobYg+zQiCWsRjR5+bOyfRXQrPqr1Rlx/yiuuOov9Oi5DK1NNum58PU3X3HccYdzxukn8dOPP2CN9UEsYamIk7jrsjTOtOa8rHMvQXEmRiOWMKEjEXuQHRqxhNWOphYsYS1fu67Dvvvtz8SJz7LHHv2LTjbpBzDqkVH03WFbJkwYhxXWB7GEpSJO4q7L0jjTmvOyzr0ExZkYjVjChA4nhGZ2jkLbKqWpZt22aUopk712n0oAACAASURBVFu1NYa44kyrJrdqa/sqnPPevVdkxIgHuPOue+mx3EpFbWI//DCD353yW0477XfM+P67xd4XBEEQhNbIVLsBQnyEobFv+GGIH4Q4jrF3AM22VUpTzbpt05RcJjCv/dC+GCTn7cufle3rgJyHIQzYezCbbdWHK68azpOjH41GEgtxXA8v9PFcs9+MC88/O5Fp06dxwcXD2G+fIThBFhyXJqtBkDV/jgt+Q/PXsWtCQj/aviT7qXj7LNFY2T5nUe5SHWdac17muZeYOBOkKaWMWMKEOAijy56+H+AHAb4fmMugBbZVSlPNum3TlFom69sbg+S8ffmzsX0dlfPuPXoy/Ko/ceed99G79yoEbh2BmyFw6/BDhyAA13HwHJg7ZxZnnXUmxx5zCF9+/imh7xPimD/fJ/SzhL5P4LjNXsetCfwsod+4xPupdPts0djYvvzcpTnOtOa83HMvKXEmSVNKmZDF7553FN6wYcOqVrkQG0cDa2SzAfPmNzS5NjKeS51r+qR+GDZt8xynIppK7TeJmlLLdOnaCYCGhqx1MUjO29bk58/G9lUj52uttSaHH34kP86azdvv/JfGICQMAjwnJOOCg2O0Dnz15Zc88cQ/6Ny1G5tsujmu60CYxQnBqcvgOi444aLXXp35dxmTpmtnDwiZ3xgu2X4q3D5rNBa2b6mu9Ytyl+I405rzss+9hMSZKE0pZbw6lurWJfoPwGfACDoIucOSInIPxHrRg7O5Zf665zoV01Szbts07SmTsTQGyXn78mdr+6qR8x49unPZZVcyYuTDrL7aGoRhgB9AY+jQGLo0Rg/mZwOYM28+l11xGYP3GcD/PvwQnAx4XrSsb/46egg0No2bwfEyS76fSrfPFo2N7cvPXZrjTGvOyz33khJnkjSllJGH7oVYMRcvq/owblXqtk1TSpncqq0xxBVnWjW5VVvbV+Wcb7H5Vowd/zSnnXYWrpehkbpWH8x/443X2XXXvvz1lhtpbMwiCIIgCDmkw5IyZE4OOzQyD0uNaPLyZ2X7LMh5585duOCCSxk3/hk22PDX+E4GXDe6U2M0ngueC362gRtu+DP77z+I/7zzb6yfC8L2eRVSPlcFcddlaZxpzXlZ516C4kyMRuZhETqSas/PYPP8EbYeC5mHJdmaWpyHZUn2u+mmv+GJ0WM566xzqfMyZP2g2dwtfkDTn9bvse++gxh+1VXMW9BAJeckoJz92D6vQsrnqiDuuiyNM605L+vcS1CcidHIPCxChxOCEy1b3VYpTTXrtk1TSpncqq0xxBVnWjW5VVvbZ1nO6zJ1nHTSyYwb9zRbbLFVUYuYH/jceutNDNhrF15//XUEQRCE2kU6LCkjSVaRNGvEElYjmrz8Wdk+S3O+1jrr8ugT47h06HA6de0BrovjuE3WMDA2sfoMfPH5ZxxxxEEMvfR8Zs/6GatsKbZbPFJumyHuuiyNM605L+vcS1CcidGIJUzoSJJoFUmjRixhtaMRS9iS7bc+k+Goo49lzFMT2b7P9k0jieXbxBqyxiIGIfePvJ+ddt6eZ597BmtsKbZbPFJumyHuuiyNM605L+vcS1CcidGIJUzocEJwomWr2yqlqWbdtmlKKZNbtTWGuOJMqya3amv7EpDzVVddlRH3PcSNN9xKj57LFLWJffXVlxx22EGcdfapzPzxJwRBEITaQDosKSPpVpG0aMQSViOavPxZ2b6E5BwcDjjwEKZMfZU99hxQdCQxz4WxY55g0MDdmTB+DGF2IVWzpdhu8Ui5bYa467I0zrTmvKxzL0FxJkYjljChI0mDVSQNGrGE1Y5GLGHx1b3iir257da7uPHGW1lu2V5FRxKbOXMmp5x6MsedcCzff/c9S2qPoARNWRaKNGgsbR9x12VpnGnNeVnnXoLiTIxGLGFChxOaa5aERbZVSlPNum3TlFImt2prDHHFmVZNbtXW9iU05/369Wfy5Oc54KBDi1rEACZOnMBue+zMo48+TNhsR4IgCEJakA5LykibVSSpGrGE1YgmL39Wti/BOe+59DJce93NjLj3YVZcZfWiI4nNmzuLSy65kCMPP4jPPv0IsYTVhm2GuOuyNM605ryscy9BcSZGI5YwoSNJq1UkaRqxhNWORixhla277w478NRTkzniyGOAsOhIYi9Pe5mddt6eO+68nWxgTAwVtaXYbvFIuW2GuOuyNM605ryscy9BcSZGI5YwocMJwYmWrW6rlKaaddumKaVMbtXWGOKKM62a3Kqt7UtJzrsu1YVhl17Bk6MnsPY66xW1ic2fP5+hQy/iwAMG8b//fYAgCIKQfKTDkjJqwSqSBI1YwmpEk5c/K9uXspxvseXWTH5mKr875Uzw6ouOJPb2W/9myL4DuPmmv9Awfy4VsaXYbvFIuW2GuOuyNM605ryscy9BcSZGI5aw5KKUOlopFSqltm9nuZWVUncopT5WSs1XSmml1CVKqU6VamuOWrKK2KwRS1jtaMQS1rHt69qlC+f8/jwefXQMG26wcdGRxBqzWa6/4Tr2HLA7b731FoWsDuS2iZ0kcXESd12WxpnWnJd17iUozsRoLLeEZapWs+UopbYFbl6CcqsC04FVgTeBfwHbAZcDuyil9tBaN8bZ1sUIwYmWrW6rlKaaddumKaVMbtXWGOKKM4WaD95/jzf+9To/z5lFhnp22qEva6y9njXtq6jGgvZtuNGGPP7EU/z97ju44fprafCzZAkInQacMF8M7733PkP2G8QJxx3LaWeeT7f6rgjJ5QP9Hm/982Xmzv4FnE702Wl3lNqg2s0SBKGCSIelAEqpIcAIoNsSFL8V01m5RGs9PNrfUsBoYDfgdOC6eFq6OIVsFkCzbZXSVLNu2zQllwkh3xJmUwyS88KaV6ZP56+3XM+rr7yM43k4boYwyHL55T5bb7Mdp5x6Ftttt53VMaQl55lMHb89+TR2230vLrjwPN544xUcx8Vz/DybWEh9BhwC/n7P3UyaPJmr/nwzffpsh4NDSHM7hOkeLbI+NNvWUrMkZZKosaR906ZP46ZbbuKV114h4zp4joMfhiy47FK23roPZ59+Bttts03i47RCU/G6yzz3EhNngjSllBFLmB0opVZVSt0HPAZ4wHftLK+AvYGPgKty27XWc4HjAB84LbYGF6CWrSI2acQSlk7No6Me5thjD+fV16YTBFnCMIQwJAxDgiDLq69N59hjD+cfj4yyNoY05nyttdfivgceZtilV9K1S9eiI4l9+tnnDNlvEL8/7xx+/mU2Zk9iJ7E9zlGjRnHssUfw6muvNstnzv43bfo0jjzqUP7x2KhEx2mNRixhtaex3BImHZbmDAeOAN4AtgHeb2f5fphu6FNa6yD/Da315xh72OpKqQ1jaGvrhKYRhEW2VUpTzbpt05RSJrdqawxxxZkCzYtTp3DhRb8nCINmGpzmZYIw4IILz+HFqVOsiyE2jYXt8xyXI448ihemTGPnXXZrc8LJkfePYOutt2bSpKcXe0+wixdffIELLzqPMAyK6oIg4OKLL2Dayy92UMsEQegopMPSnPeBo4CttdbvLEH5jaLlf4rsH+DXS7DvkqjV0YNs08goYenT/OX6a5q2Oa6D62ZwXKfg6xC4/oZrrYuhFnK+yiq/4v6Rj3LtdTfTfZleRUcS++7brznssMM468yT+eG7b5ERhuyM8/q//JmcLSU3WWihfHouhGHILbfckMg4rdLIKGG1p5FRwpKD1vqPWuv7Wt4daQcrRctvWnk/t733Eu6/TcQqYodGLGHp0vzvg/eZPv2lxSxgxV5Pm/Yi//vgfWtiqKWce57LvkP2Y+xTT7PnnnsXHUkMQp4cM4addtmeJ598kiAMEDuJPXHqDz5g2vRpzSxghSxh+fl85dVX+ODDjxIVp3UasYTVnsZyS5g8dB8vS0XLea28Pz9aLsnD/G1SV+ex/PLdWdjo05gNqMu4dKk3KZ7fkG3a1qnOq4imUvtNoqY9ZUKgV6/u1sUgOV+kGf2PV81JFgJOtCzh9ZtvvsrmW29mRQy1mPOeSy/Fww8/wKRxh3LaGWcw84cZrY4k9uOPP3LmWafyzOR+XHP9Day2irmu5C/0wF8IXifcus4EjXWtvvY6dW2zTBI11az7kcdfZUl4883X2HarTRITp22aytdtfib16tU95XEmR1NKmdy2aiB3WOIld2cmbOV9p8UydrLZPJtRmGehyNtWKU0167ZNY3v7JM72aX6ZNQvHcVu1gBV67Tguv8yaZU0MtZzzvfbem1dfe52DjzgaXBfHcZssRNDcZjR58mS23nJL7rrzdgK/sbl1JWgo/rqQ3SUNmirWPXvWL63mKvc6/y+3bc6snxMVp3Ua29sncVbnWFTREiZ3WOJlTrTs0sr7naPl3EpU3tjo89PP82jI+jT6AXWeS+c6k+IFjdmmbfUZryKaSu03iZpSy/RYuiuEITNnzrEuBsn5Io3n1hOGAWEY4oQhOQuY67qtvg7DAM+tZ+bM2VbEUOs594MMF198OXvs0p8L/nAGX3z+KdnQdCyzYUBDNsTJgOeFzJo9h9+efAr3j3yIa6/+E6v/ahXw6nHqOhM2LgC/oeBrtz4EIGiYlypNVet2OzXZvTxvkSUsl6tFVrDmGtzOzPhhbmLitE1T6bqX7eEBITN+mJvqOJOkKaWMWx+yQu+eVAO5wxIvX0fLFVt5v61nXOIhBCdatrqtUppq1m2bppQyuVVbY4grzoRr+vbdsWkb7bCE9e27ozUxxKqxvX1FNNttvz3PvzCNE076HVmnvuhIYi+//BL999yVu+/+G1k/u9j7QuVpOvfaXW6HmFsiCEI1kQ5LvORGB2tt2OLcVLxLMgJZm4ShGTHHD0P8IMQPwyZ7RP62SmmqWbdtmpLLBPbGIDlf9Hrd9dZn2223x3FdHNfDcd3IAtb66z59+rLueutbE4PkfNHrLl26MmzYVUyc/DTrrL8xuF40kpiD42bw3EVWI79xIddfdxUHHzCQ9//7FgTZRX9+Q/PXkYUidZoq1q3WW48+2/Yh40LGdchElrD817lc5bZtu/XWrLfO2omK0zpNB9Qd+rURZ2I0pZSRUcJSw8RoOUgp1ezYKqVWA34DfKa1frcSlYfRJUTfD/CDAP//2TvvOCuqu41/Z+buUhUbEksiljgm+hq7AlKVKkXEjlHEjgoWNGosWLGjAjZsmNhFqlQRFBvWxJrRaGKJUSOCSN29M+f9Y+4sd2F3uLu3nZn5PXz2M+ec+5w555nHe93Zee45ruf/SbGOtmJxyjm2bpxc+6RdfTWI5+vq5593EVYqlbkhsfCUV1Nev26lUpw3YqR2GsTz2px99t2PWbPncNbZ5wEpPLMCz/SPrjLwPDANA8uADz/4gF69unPXmFtYs2oVynXxDBPluig37R8x/J+stjhwyj2/888fScqysAzfj3R6nS+m4fsUeJUyTc4565xI6tSJU+yxPTeNcqtjrzNKnFz6KDZ8El0qyA1LI2Hb9m9s297Ntu2tgjbHcf6Ff9NiA9dkcVsADwAWcFux5mRggALLMrFME8sy/ThEHW3F4pRzbN04ufZJWfpqEM/X1Q/u2Ilrrx6NgUJ5LqZhojwX5Xm16gaK6665kYM7dtJOg3i+Iad582acf94FzJg1n11334sqlaJKmWCYmCZ4SpH2/COkGXfPOI45bhB//+BvmMrDSFkYZoV/DP4Xn9UWB06559exY2euvmY0HiaeUqRStX0xTTBNUBhcOeo62nXsFEmdOnGKPbZppTCs+OuMEieXPgbZudvSQm5YGo9HgU+Ac9ZrPxv4Dvizbdsf2Lb9LPAZ0B2YBdxTrAkFexJYmb0KgmN22TKNonHKObZunIb0SWmqQTzfkHPMscfy4ISJHLj/Afj7rnj+X56Uh+elOXD/A3hwwkSOPuYYbTWI57U5wfvv//5vD56dNI0RI/9EZYW/yILrQbUyqFYm1cqgKg1pD5zP/smgowZx1bVXs3J1FVgWGCmCfQvwvxGeOVbWrkeRo8H8jjpmMPdNeJR99z+wxgc3c9PienDgQR14+JHHOeLIYyOtUxtOscc2UxhWKv46o8TJpY/swxIfOI7zhW3bB+A/YekN7AJ8AdwF3OE4TrrokyjDF1mLft4ocnLpExR11VAonTHiHNSuHQd3mMS/P/+Ut999i2UrlpOiki6dOtJ2511Je572GsTzWrSatpSV4rRTzqB3955cevF5vP7Ga5kv5Js1+7fU9FOKCffdw4I5zzP6+htp37ELguKiffv2tO/Yhc+++Bd/f+dVVv7yMxhNaN+lO7b9u3WrGQkEgthBblhC4DhOl0a+9jVwchGmtFGkXS/z/17/wZ3n+bXstmJxyjm2bpyc+yj8vSI01CCeh3N2+q3Nvgfui+splv60Ass0cD2lzfzE8xw4We+/bM4ObXfimUnT+etfJjL6ptGsXL0azHTmSY2/J4FlKipT8O23XzN06AkMOupYLrn8Olq1akWwbwF44FbVrme+tBopjmbz23WXnWl/wB4oN82SpasxKppB1n4RcdEZb8/9wJERe50R4uTSR750LygUUpaJYYBCYRjURB+y24rFKefYunEa0gelpwbxvGH+6To/8TycU59/KctiyJChzJr9Al06d0VlVhtLKwMPk3QmIuZ6AIonnnyCTp3bM3vObBQmCoXCBKuydj0Ts4gUR9P5kRCdcfWcEo4lnhfoWpQxEiY3LHGE8u+FUSFtxeKUc2zdOLn0CYq6aiiUzrhygqKu8xPPwzlBNYSz7Tbbcc+9DzDm9nFsvvmWVFNR794t33//HUOGDObc4Wfyv//9iEAgEAgKA7lhiRnqij54nqrVVixOOcfWjZNzHwXZkTCdNIjnDfNPy/mJ5+GcHP0zDJP+Awby4sI36NvvcFwjBWZmhT/T72OZ1PzMnjmdfv26M3XKs6j0Wgw8DDLxl8zeBrXaMlEMbTmazo+E6Iyr55RwLPG8QNdCImGCQkGiInpwJBKWHI5EwvSaX6EiYXWdZ+utt+LOu+7m7vET2Lp1mw0iYq5Hzc+yZcs4/4IRnDjkBL799lvKEvGIeWyGhOiMq+eUcCzxXCJhAh2hwMgc620rFqecY+vGyaVPUNRVQ6F0xpUTFHWdn3gezgmqDTxPt0MOYe7cBRx/wkmhETGA+fPn071HNx5//C94ytvgdYFAIBBsHHLDEjNIVEQPjkTCEsLJ8k/L+Ynn4Zw8/Gu5yaaMvvF2/vLYs2z76x3BNDEMsyYWBn5MrDIFa9es5JprrmLwsYP44nMHrWIgEY7NkBCdcfWcEo4lnkskTKAZJCqiB0ciYcnhSCRMr/kVMxJW17Vo374906bP4eShp2EYfhysvpXEFr/1Jt0O6cy48eOodj2KHvGIeWyGhOiMq+eUcCzxXCJhAh2hwMgc620rFqecY+vGyaVPUNRVQ6F0xpUTFHWdn3gezgmqeV6LZs2acvllVzFj+hzs3X4fGhNbs2YN1113FUcMPIxPPvkYgUAgEGwccsMSM0hURA+ORMISwsnyT8v5iefhnDz9W7++1977MXvuQkacdxFmRdPQlcQ++fhDjjpyALffdiNrVq4g8lERiYTFiyORsORxJBImKCUkKqIHRyJhyeFIJEyv+ZU6ErZ+n6ZNmjB8xPlMmjSDP+y5V+hKYmk3zbjxY+nZuxvvvPMOBY94xDw2Q0J0xtVzSjiWeC6RMIGOUGBkjvW2FYtTzrF14+TSJyjqqqFQOuPKCYq6zk88D+cE1SJci13tXXnm2alcOep6Uk03CV1J7LPP/slRRw/khhuuZsXKlRu8LhAIBEmH3LDEDBIV0YMjkbCEcLL803J+4nk4J0//NtbHNC1OOfVMZsx6kf0P6hi6kphpKB59dCJ9+xzCSwvnE7moiETC4sWRSFjyOBIJE5QSEhXRgyORsORwJBKm1/zKHQmrq0/btm156JG/cv21N9OyRcvQlcS++vprjjl2EOddMJylPy8nr4hHzGMzJERnXD2nhGOJ5xIJE+gIBUbmWG9bsTjlHFs3Ti59gqKuGgqlM66coKjr/MTzcE5QLcG1MA2DY487npcXvUH3nr03uuHkk088Rs8eXZkzd/YGrwkEAkHSIDcsMYNERfTgSCQsIZws/7Scn3gezsnTv8b0adNmGx5++HHuHHsvrbZqE7qS2E9LfmDE8GGcc/bp/PDtf9A6KiKRsHhxJBKWPI5EwgSlhERF9OBIJCw5HImE6TU/HSNh63Msy6Rv3/48P30e/fodHrqSGChmznqeLod05Nlnn8VTHlpGRSQSFi+ORMKSx5FImKDkUGBkjvW2FYtTzrF14+TSJyjqqqFQOuPKCYq6zk88D+cE1TJdi8232Iw7xozj0UefYqttfh0aEVu2bBkXXXw+p546hG//8/UGrwsEAkGcITcsMYNERfTgSCQsIZws/7Scn3gezsnTv0LNr3O3Q5k952WOPm5I6EpilgmvvrqInj278fBD9+K51WgTFZFIWLw4EglLHkciYYJSQqIienAkEpYcjkTC9JpfFCJhdXFabtKSK0ddw+OPPUPbHdqGriS2ctUqLr3sEg4f2JfPP/+CBkU6YhSbISE6y8KRSFjyOBIJE5QcCozMsd62YnHKObZunFz6BEVdNRRKZ1w5QVHX+Ynn4ZygqtG1OPDAdsx/8RXOOnsErlkZGhN7883F9O5zKPfeezfV6eoNXhcIBIK4QG5YYgaJiujBkUhYQjhZ/mk5P/E8nJOnf8WaX9Omzbj88quZ9NxMdrH3CF1JzHOrueOOWxk08DA+ev8dkhSbISE6tY0HSSQsXhyJhAlKCYmK6MGRSFhyOBIJ02t+UY2E1cXZ8w9/4JlJUzj//IswzVToSmIffvQRvfr04qabbmT1mrUkITZDocfSVGdZOBIJSx5HImGCkkOBkTnW21YsTjnH1o2TS5+gqKuGQumMKyco6jo/8TycE1Q1vhaVFZWcc/YI5s57iT32PiA0Iua6LvfeN57DD+/J228t3uB1gUAgiCpS5Z6AoHBQyo8WuErhegrD8KMHQK22YnHKObZunJz7eH7dVfppEM8b5p+W8xPPwzl5+ldKDTvusiuPPz2VRx+dyJ2338yK5UuxDBfLNDBMC0u5VKYUKRO++epLjj/uCI45YSiXXnolzSsM8NJgmOBW+eWgHkQ8stvW5zSmT9E5BsrNtBVqLC11lolT9LHVOv9irTNCnFz6SCRMUAiozJ/oXNfD9Txc1/P/ZFdHW7E45RxbN06ufdKuvhrE84b5p+P8xPNwTr7+lVIDyuD4wScyZdpsDu7QEVcZeGYFnpnCMyuodg1Mw8AywDQMHnroQbp2PZhFC+ej3DTKdfEME+W6NXWF4f9kta3PaUyfYnM8N41yqws6lo46y8Up9tjZ/sVZZ5Q4ufRRbPhkt1SwRo0aVbbBBQXDEKBtOu2xanVVTaIgZZlUmP49qatUTZtlGEXhFOu8UeTk2qdZ8yYAVFWltdMgnm+ck+2fjvMTz8M5TZpVAo33r1watthic4495ji22/7XvLb4TdZUu1R7ChMPy1AYGP7TGQW//LKcmc9P47/f/od9DmhHi+YtwFAYCoyKFKZV4f8KotLr2gyzNmf9ei59isxp0bwSUKyuVoUbS0OdZeMUeezmTa11/sVYZ6Q4ufSxKmjRslnmk4gvgUcoEeQJS4wQfHnTynxhMzhmly3TKBqnnGPrxmlIn5SmGsTzhvmn6/zE83BOPv6VU4NlmRx//AnMmj2fTod0x8vE2qqVQbUyqc76Yn7ag8lTp9Cz16E8P2smCgssC4wUwRdrMVLr2qzK8HoufYrNMVMYVqqwY+mos1ycYo+d7V+cdUaJk0sf+dK9oKBQZO6KQ9qKxSnn2LpxcukTFHXVUCidceUERV3nJ56Hc4JqhK9Fmza/YvzYexk39j623HJrqqmo94v5S5b8yGmnDWXYsFP53w8/IBAIBFGB3LDEDLI/gx4c2YclIZws/7Scn3gezsnTPy00AIZh0rtPX15c+BoDjzga10iBaWIY/t4tlun3s0yoTMEL82ZzWN8eTHr2SVTmS+tR3KuCQo+lqU5t9+SQfVjixZF9WASlRH3r+cv+DPpeC9mHJdoc2YdFr/k1lKPzPiwN5Wy11ZbcetsdTLj/Ybb51TYo5fmRsKz9W6rSfkxs+fKfuejiCznm2CP56uuvieJeFRR6LE11loUj+7AkjyP7sAhKDgVG5lhvW7E45RxbN04ufYKirhoKpTOunKCo6/zE83BOUI3ZtejYqTNz5izg5JNPRRlGaEzs5ZcX0qVLex55aIK/GplAIBBoCLlhiRkkKqIHRyJhCeFk+afl/MTzcE6e/mmhoR5O8xYtuf76W5g8ZSY77rRLTUzM//K+zwniYmvXrOL6G0YxePDR/PMzJzKxGQo9lqY6tY0HSSQsXhyJhAlKCYmK6MGRSFhyOBIJ02t+SY6E1cVpd1B7nn9+LqefdhYmBmnXqxURC1YScz3429/e4bC+PbnjrruoSnvUxEA0jbJQ6LE01VkWjkTCkseRSJig5FBgZI71thWLU86xdePk0ico6qqhUDrjygmKus5PPA/nBNWYX4smTZpywYUXMWXK8+y++x9CI2LV1dXcfPMNDOjfkw8//ACBQCDQAXLDEjNIVEQPjkTCEsLJ8k/L+Ynn4Zw8/dNCQwM4v99jT6Y+P4cLL7oMq7JZ6Epin336D44+eiA33Xgdq1f8go5RFgo9lu6RHd3iQRIJixdHImGCUkKiInpwJBKWHI5EwvSan0TCwjnNmjRh2LBzmDJlFvvsvU/oSmKe53Lf/ffQvWcX3nzzTWrFQjSIslDosXSP7OgWD5JIWLw4EgkTlBwKjMyx3rZicco5tm6cXPoERV01FEpnXDlBUdf5iefhnKCawGux08478dTTU7j+upto1rxlaEzsiy/++TcSIQAAIABJREFUxTHHDuLqqy/nlxW/IBAIBKWG3LDEDBIV0YMjkbCEcLL803J+4nk4J0//tNCQB8cwTE4eejoLFr5Gx05d611JrDLlR8aeeOJx+vTqxvwXZqNDlIVCj6V7ZEe3eJBEwuLFkUiYoJSQqIgeHImEJYcjkTC95ieRsIZzdthhBx5+5K+MvuEWWm2y6QYriQURMVD859tvGXzCsQw750x+/GkZCoVEwmLIkUhY8jgSCROUHAqMzLHetmJxyjm2bpxc+gRFXTUUSmdcOUFR1/mJ5+GcoCrXAgODgUcMYvachfQ+rH9oRAzguUnP0KtnF2bNmoFa/6IKBAJBgSE3LDGDREX04EgkLCGcLP+0nJ94Hs7J0z8tNBSY03rrrbn3vocZN/4BNmv9qzojYsHPsqVLOP/84Zx1xlB++PZrJBIWI45EwpLHkUiYoJSQqIgeHImEJYcjkTC95ieRsMJwevfpw8wZ8zjiiKM2iIi53rrNJkExd95cOnXtxJNPPomnPCQSFgOORMKSx5FImKDkUGBkjvW2FYtTzrF14+TSJyjqqqFQOuPKCYq6zk88D+cEVbkWdXJabdaKW24ew+OPP0eb7dqGRsSWL/+ZSy+7iCFDTuCrL/+9wesCgUCQD+SGJWaQqIgeHImEJYST5Z+W8xPPwzl5+qeFhhJwOnTqzMzZL3H8SadgmBb1bTZpmbB48ev06XMI9907Fjdd3PgNBTqPFnEc3TgSCUseRyJhglJCoiJ6cCQSlhyORML0mp9EworjeYuWzbnssqt48slJ7LLzLvVuNgmKVavXcNWoK+jXvxeO8ykKhUTCIsaRSFjyOBIJE5QcCozMsd62YnHKObZunFz6BEVdNRRKZ1w5QVHX+Ynn4ZygKtciZ5377XcA8154mRHnj8Qzm4TGxN5991369evJ2LF3UlVdtcHrAoFAkCvkhiVmkKiIHhyJhCWEk+WflvMTz8M5efqnhYYyeF5Z2YSLL76cyVPnsOvue4WuJOZ5acaPv5OBA3rx93cXI5GwiHAkEpY8jkTCBKVEuWMDOscadL0WEgmLNkciYXrNTyJhpfN89z1255lnnmPkRZdiWRWhK4l98g+Hw/odxvWjr2XlqtVIJExzjkTCkseRSJig5FBgZI71thWLU86xdePk0ico6qqhUDrjygmKus5PPA/nBFW5Fo3WmbJSnHXG2cybv4i99msfGhHzPI8HJtzPgAE9eOP1Vzd4XSAQCOqD3LDEDDrFBnSLNWh5LRRIJCzCnCz/tJyfeB7OydM/LTRo4vkOO+7MY09N5s9X3kCLlpsStpLY119/wx//eDQXXzSC5T8vRSJhGnIkEpY8jkTCBKWEjrGBJHIkEpYcjkTC9JqfRMLK57llmhw3+ARmzX6Brl26hq4k5nrw6F8m0qlze1544QUUComEacSRSFjyOEmPhNm23du27eds2/7Itu23bdu+w7btHTfSZ5Ft2+lizy22UGBkjvW2FYtTzrF14+TSJyjqqqFQOuPKCYq6zk88D+cEVbkWBdW53bbb89jjz3LX2PtouVnr0JjYd9/9l9NOP5kLLxzOj0uWbPC6QCAQQJFvWGzbHgXMAAYAvwP2Ac4FPrZt+4KNdN/wk00QCqX8R/euUriewlWq5tF9dluxOOUcWzdOzn08fTWI5w3zT8v5iefhnDz900KDpp4rBYOOPIbnZ79E996Hg2llnsIYGGYKy1y3mljKhDmzZtCnZ2emPvckyk2Dl/nJxFJq6l4a3Crw0ut4IZxczpNXn7hySjB2jX8x1xkZTi594hgJs227C3Al/o3HbOAC4FLgb0AT4Bbbth+1bbt8z5diBpX585brerieh+t6/tWvo61YnHKOrRsn1z5pV18N4nnD/NNxfuJ5OCdf/3TQoLPnm2+xBTffOoaxYx9giy3a4JkVeGYKz6zAVQaeB6ZhYBmw/OdlnH32MIadNYTvv/0G5booDP/HdVFuGuW6eIaJ56ZRbnUoJ7ueC6cxfeLKKfbY2f7FWWeUOLn0URjF+QU2B6SKeO5z8B8Uj3Yc5/Ks9pts2z4duAMYDLSybftox3HWFnEuiYCBAQosy0ThH4NH9eu3FYtTzrF14+TaJ6X01SCeN8w/Hecnnodz8vVPBw1R8Lxnrx50OvhVrr/hGiY/9yxplQbDxDRcPKVIewaeUqRSMP/FBbzz1lucP/IyjjvxVEzTxEhZoCogZWEoD9NqglIVGCn/1ypgA47KrufCaUyfuHKKPLZppdb5F2OdkeLk0id4Y5cBxYyEtQNWAKPWf8FxnPuBTsAPQF9gpm3bLYo4l0Rg3Rcf/S9EBsfssmUaReOUc2zdOA3pk9JUg3jeMP90nZ94Hs7Jxz9dNETF8y222JzRN97KhAf/ynbb/hqlPFwPqpVBtTKpznwxP+3B8hUr+PMVl3HkUYfzr3//C4wUWFbmWAlmCsNK+fXMl4M34GTXc+E0pk9cOcUeO9u/OOuMEieXPmX80n0xn7C0Bt53HCdd14uO47xt23YHYB7QBXjBtu1ejuP8XMQ5bRS2bR8KXAbsCVQC7wA3Oo4zJ8f+vwa+CqG86jjOwXlPNAwK/6GdCmkrFqecY+vGyaVPUNRVQ6F0xpUTFHWdn3gezgmqci1KqrNd+/bMmj2fO24fzYQJ92a+kG+SxkMZVWTjtddepWvXg7l05MWcfNJJpMr3+5JAICgjivmEZSUQ+tTEcZwvgA7Ax8CBwMu2bbcp4pxCYdv2EPwbqPbAm8DrmfnNzsTYcsHemeP7wGN1/OR049NY6L5Wf1I4sg9LQjhZ/mk5P/E8nJOnf1poiKjnzZo3Z9SoG5g2bQ6/3XU3XCMFppl5UuNzrMyX8qur1nDzzddy3HFH8I9PPqrZLwJkT44o709CCccSz2UfljB8Auxi23arMJLjON/hx8PeBP4PWARsXcR51QnbtrcB7gV+BvZzHKeP4zg98W9YlgN32ra9XQ6nCm5YbnYc54Q6fq4tjgIfUVirPwkc2YclORzZh0Wv+TWUI/uwlFfn/vsfwNRpsxh21rlYhkna9Wrt3eJ61Px88MH79O/fh1tuu401a6vxz1TifSiSwpF9WJLHSfA+LC9kzn/MxoiO4ywFDgEWALtkfkqNc/FXLxvjOM6HWXN7C7gZaArk8pQluGF5p+AzzBUKjMyx3rZicco5tm6cXPoERV01FEpnXDlBUdf5iefhnKAq16KsOptUNmH4iPOZNm02e+65D9VU1Lt3S9pNM2bMLXTs2IG3334bgUCQDBTzhmUK/ufShbZtb3Qcx3FWAr2BqZl+pUavzHFKHa9Nzhx753CevfEXG/i0EJNqKOIWG4gqRyJhCeFk+afl/MTzcE6e/mmhIUae27/7PZOnz+LiS6+gomkLME0Mw6yJhoEfE6tMwWeffkrv3odxw/VXsXLFL0g8KHpRKRKiMzKcpEbCHMd5FzgUGAY0z7FPFTAIOB4YWqy5rQ/btg3g94CHH2VbH59mXts9w63vPFsAv8nwL7Bt+++2ba+ybftb27bvt2172yJMvxbiGhuIGkciYcnhSCRMr/lJJCzanjetrOSM089i6tRZHLj/gTUriWXHxKrSfkRMKY8HHnyArt0OZtEri5B4ULSiUiREZ2Q4mkfCDKVU2QbXBZkbjSXA/xzHqfP7M7Ztf4//3ZpWjuMsr4dzCH4UDqAaeAmoAvbHXzXtO6CL4zhOYRWwEOjsev5fr9ZWu1SnPSpSJs0q/YXgVlela9qaVFhF4RTrvFHk6D4/0SnXQnTKtdBdp2XCYxMf4eKLL2bVmrWkLP87Ll66iqYWVFpQ5cKatP97zOmnnMh1o0ax2ZatMSua4lWvAXctWE2wmvh/N3XXrqppW5/TmD5x5eg+P9FZnmthNWmOYdY863gJ6EKJUJAnLLZtb55n/2GFmEceCFYzWxXCWZ05tgzhBN9f+QiwHcfp7jjOYcCOwBPAr/BXCisa0umsmIqqI/qgiscp59i6cXSfn+iUayE65VrortMwTE497TTe//BDevTuE7qSmGXCY3/5Cx0O7sDM52eAV/9KYjVt63Ma0yeuHN3nJzrLcy3KGAkr1D4s79u2fYLjOC81pFMmIvUwfnTs7gLNpTHwMkcVwjHWO9aFMcAk4BfHcX4MGh3HWWnb9qn4q6Hta9v2QY7jvJHPhOtCdbXL0mWrqEq7VLseFZZJ0wrf4jXV6Zq2ypRVFE6xzhtFTq59Nt2sOSjFkiUrtNMgnjfMPx3nJ56Hc1q2apaXfzpoSILnzZq24u7xE5gydQrXX3MFS/73HVbmhiatPFzP/1+368H3333HsccdT6/DBnD1lVfTeotWYFViVvocr2oVuFVgVWJUNEVVr6m3nkufuHKKPfYWm1qA4n8/roy1zihxculjViq2bhO6+G/RUKjvsGyHv/Hj9bZt5xRws217MPAh0L1Ac8gHKzLHZiGcppnjyvoIjuO4juP8K/tmJeu1VcCLmeq+jZplrlCZuyoV0lYsTjnH1o2TS5+gqKuGQumMKyco6jo/8TycE1TlWmiv08CgX78BzJn7Ev0PPyJ0JTGAqVOn0LNnF6ZNm4xa33SBQBA5FPJL9yZwCfCqbds71UeybXsL27afAR4Fgtu0JQWcR2OwHP+mZSvbtjd46pRp2wpY4zjOsjzG+S5zzGkRgsYgCSvJRIEjq4QlhJPln5bzE8/DOXn6p4WGhHm+xZZbMnbcBB5/6mlab7N96EpivyxfxsUXX8ipQ//If775ElkxqgEcWSUseZyErBJ2Kv4v/Ab+F8z/Ztv2SeuTbNvui/9U5YgM1wCeAnYv0DwaBcdxFPAxYAG71kGx8a/VB2HnsW37Ktu2n7Vt+//qoeyYOX7T2LluDElZSUZ3jqwSlhxO4J+u8xPPZZWwOHp+WJ/evPrKKxxzzGDCVhIDxYKFC+jUuQMPP/IwrvLPIytGlX/1LBKiMzIczVcJK8gNi+M4DwF/AF7FvwlpCTxk2/YTtm23sm27pW3bD+LvsdImw/kP0N9xnOMcx/lfIeaRJ2ZnjofX8VrQNnMj59gTf1nmo9d/wbbtrYEe+KuHLWjkHHOD8i8wKqStWJxyjq0bJ5c+QVFXDYXSGVdOUNR1fuJ5OCeoyrWInk5g01atuOH6m5j07HR2aLtTaExs5coVXHrpSI4/9gj+/e8vEAgE0ULBImGO4/wb/0vll+Ev5Wvg/+L+d+B9YEimDeBe4PeO48wo1PgFwMPAGuBPtm3XfMfEtu39gIvxVwm7O6t9Z9u2d7NtO/vbR/dljhfatt0hi9sSeAjYFHjAcZzvKBIkNqAHRyJhCeFk+afl/MTzcE6e/mmhIameZ3nXrv3BvPDiK5xy6lkoqyJ0JbF33nmL/v17c9+940mvXY02cRzdOBIJSx4nIZEwwI9WOY5zI3AA8Df8G5TfAG0z5U+Azo7jDHMc55dCjp0vMjdcF+LfVLxu2/Ys27ZnA68BmwCnO47zQ1aX+fh6BmadYy5wO/6X91+2bftl27afA/4FHAYsAkYWU4fEBvTgSCQsORyJhOk1P4mEJcfz7M/Oli1acNmfr+CJJyZh/9Ym7Xq1ImKuR81PVVUVN918A3379+bjjz9BoSh7HEc3jkTCksdJQiSsDvwEfJkpq/V+qoo0Zt5wHOduoB/wBtAR//s4rwDdHcf5a47nuBD/ydKr+Puy9AL+i/+U5pDMamHFhfLvDlEhbcXilHNs3Ti59AmKumoolM64coKirvMTz8M5QVWuRfR0BsX1OH/4w15MmTaLC0ZeAqlmoSuJvf/++wwY0IcxY25lzdq1G7wuEAj0QaH2YQHAtm0DGAFcw7rNGKuBH4Ftgd/hryJ2F3C54zir6zxRGZGJqW00quY4TtuQ154BningtHJGXY/TgVptxeKUc2zdODn3UZAdCdNJg3ieAyfLPy3nVwSO7vNrECdP/7TQUAKOlvPL8m59TkVFJSPOu4gePftx6eUX8/f33sEwTCzDzYqJKSpToFSa++67m9lzZ3PDjXew3z574d8arYu/BPElsmIzsecUfWwDRe0oUjx1RoiTS584RMJs294D/8nEbfhfujfwv7uyP/6NyqOZNgs4D/jAtu2uhRpf4ENiA3pwJBKWHI5EwvSan0TCkuP5xj477d1snnjiWS7785U0bdIkdCWxz/75OQMG9mPUNVfyy4qVaBnZ0S0eJJGweHGSEAmzbfta4B1gP2puw7gJ2N9xnA8cx/nFcZwh+N/3+CHD2Ql/s8n7bdvetBDzEGSg/AuMCmkrFqecY+vGyaVPUNRVQ6F0xpUTFHWdn3gezgmqci2ipzMobuQ8lmlxysmn8+KCV+lwcKfQlcSUUkx85GH69+/FopcXIhAI9EGhnrD8GT9eZgCfA50cx7nUcZzqbJLjOFOBPYApWc2nAB8VaB6Jh6wkowdHVglLCCfLPy3nJ56Hc/L0TwsNSfU8y7tczrPDDjvy1NNTuWH0bTTfZPM6VxKrTPkriX377TcMHTqY8887i2VLl6DNKk66rRglq4TFi5OgVcIM/GV9/+A4zmv1kRzH+dFxnCPwlzlenum3bQHnkWhIbEAPjkTCksORSJhe85NIWHI8b+hnp2WZHHPsccx4fi6HdDt0g5XEsiNirgdPPPkEnTq3Z/bsWSgUZY/s6BYPkkhYvDhJiIQB3wK9HMc5K9dVsBzHeRT4P/zlgQWFhPLvAlEhbcXilHNs3Ti59AmKumoolM64coKirvMTz8M5QVWuRfR0BsVGnKdNmzbcd//D3HPPQ2y65a9CVxL74YfvOWvY6Qwffjb/++GHDV4XCASlQaFuWP4vswdJg+A4zjeO43QHhhdoHomHxAb04EgkLCGcLP+0nJ94Hs7J0z8tNCTV8yzvGnMeMOjTbwCz57xMn36D6oyIZf/MnTuLXr268OxTf8GPyWga64lQVIqE6IwMJwmRMMdxlubZf3wh5iGQ2IAuHImEJYcjkTC95ieRsOR4XojPzi223Jybbx3DA/dPZOutt6l3s0lQLF32M8PPG8FJQwbzzX++RstYT4SiUiREZ2Q4CYmECXSC8v9+hAppKxannGPrxsmlT1DUVUOhdMaVExR1nZ94Hs4JqnItoqczKBZorK7dDuHFl17j6BNOCY2IASxatIjDDuvJxEcexFNenRyBQFBYFHTjSEF5oZT/GNxVCtdTGIb/CByo1VYsTjnH1o2Tcx/Pr7tKPw3iecP803J+4nk4J0//tNCQVM+L8NnZrHlLrrp6ND36DODKyy7mX587mc0mDQzTwlIulSlFyoR01Wquv+5Kps6Ywa233clOv94WvDQYJrhVfjmoBzGa7DbdOUUfW6HcTHusdUaIk0ufqEfCBHpAZf5U5Loerufhup7/p6M62orFKefYunFy7ZN29dUgnjfMPx3nJ56Hc/L1TwcNSfW8GJ+druuxzz77MWXabM4adi7KsPDMCjwzhWdWUO0amIaBZYBpGCx+czGHHNKJ++6+i6o1a1Cui2eYKNdFuWn/iOH/ZLXpzin22J6bRrnVsdcZJU4ufRRG4X95zRHWqFGjyja4oGAYArRNpz1Wra6qedKdskwqTP+e1FWqps0yjKJwinXeKHJy7dOseRMAqqrS2mkQzzfOyfZPx/mJ5+GcJs0qgcb7p4OGpHpejM/O7HrTJpUc0qUbhxzSg7feeZcff1pGtacw8bAMhYHhP51R4Hkub735Oq+88hJ77LkXbdpsA4bCUGBUpDCtCv/XPJVe12aYenOKPHbzphagWF2tYq0zUpxc+lgVtGjZLPMu4UvgEUoEiYTFCMGXCD2l8JSBlfmSIYBlGjVtxeKUc2zdOLn2sUwDZeqpQTxvmH86zk883zgnH/900ZBEz4vx2VlXn7333ofJU2dy//33Me6u21hbtYZqwwBlUq083EzULO3Bhx9/zOEDBzD09HM4b/hwmlVYYKSo+aKykQLLyxwrwfPW1XXjFHts08KwXDC8eOuMEieXPvKle0FBocjcFYe0FYtTzrF14+TSJyjqqqFQOuPKCYq6zk88D+cEVbkW0dMZFEugs7KikjPPOpsZM+ayzz77UU1FvV/Mdz2XcePuoO9hh/D2228jEAgKA7lhiRlkrX49OLIPS0I4Wf5pOT/xPJyTp39aaEiq51nelUrnzr/dlWenzOTyK66hSfNNwDQxDH/vFsv0OZYJlSn46st/c8IJR3P1qMtY8cvPoNN+G5rsT0JCdEaGk4R9WAT6IGXJWv06cBrSR/ZhiTZH9mHRa34N5cg+LNHVWejPzlz6NKmo4OShpzJt2mw6tDsYpTxcj1r7t1SlwfUAFBMfnUiXrgezYOGLaLPfhib7k5AQnZHhyD4sgpJDgZE51ttWLE45x9aNk0ufoKirhkLpjCsnKOo6P/E8nBNU5VpET2dQLJPO7X/9ayb+5QnG3D6OTTbdLDQm9s03X3PccUdx4cjh/PRTXvtsCwSJhdywxAwSG9CDI5GwhHCy/NNyfuJ5OCdP/7TQkFTPs7wrl04wOObYwbz08hsc2rMPrpEC08wsCuBzgriYZcK0KZPo168Hs2dNQ6XXEvl4kETC4sWRSJiglJDYgB4ciYQlhyORML3mJ5Gw5HhejkhYXZxtttmGe++ZwJ13jmeLzbck7Xq1ImKuR83PkiU/Muzsszj19FP44Yf/oVBENh4kkbB4cSQSJig5lP+3H1RIW7E45RxbN04ufYKirhoKpTOunKCo6/zE83BOUJVrET2dQVETnQYGPXv2Zu7cBQw66tjQiBjArFkzObR7FyZNehq1/n+UAoFgA8gNS8wgsQE9OBIJSwgnyz8t5yeeh3Py9E8LDUn1PMs7nXRutvkW3D5mPA8/8jhttv1N6Epiq1Yu589/voST/ngcX335BZGLB0kkLF4ciYQJSgmJDejBkUhYcjgSCdNrfhIJS47nukTC6uJ06tyFGTPmMviEkza6ktgrry6iS9eDmfDA/aQ9hf8vAvEgiYTFiyORMEHJocDIHOttKxannGPrxsmlT1DUVUOhdMaVExR1nZ94Hs4JqnItoqczKGqss3mL5lwz6nqmTpnJTjv/NjQmtmrVKq644lKOOfpw/vnPzxAIBLUhNywxg8QG9OBIJCwhnCz/tJyfeB7OydM/LTQk1fMs73TXuf8B7Zg3fxFnDRsBVmXoSmJ//9u7DBx4GOPH3UHV6pVoHQ+SSFi8OBIJE5QSEhvQgyORsORwJBKm1/wkEpYcz3WOhK3Pad6sGSMv+hNPPz2F3++2e+hKYtXV1dx2+y306duT999/H4VCy3iQRMLixZFImKDkUGBkjvW2FYtTzrF14+TSJyjqqqFQOuPKCYq6zk88D+cEVbkW0dMZFCOmc/c99uC5KTO45LIrMStbhK4k9vHHHzPwiH7cfPNoVq9Zs8HrAkGSIDcsMYPEBvTgSCQsIZws/7Scn3gezsnTPy00JNXzLO+ipjOVquCsYSOY/vx89tzngNCVxAw8HnpoAn37dOP11xahVTxIImHx4kgkTFBKSGxAD45EwpLDkUiYXvOTSFhyPI9SJKwuzs677MxfH3+aq664lmZNm4WuJPavf3/JwCP6cfElF7F8xUoUirLHgyQSFi+ORMIEJYcCI3Ost61YnHKOrRsnlz5BUVcNhdIZV05Q1HV+4nk4J6jKtYiezqAYcZ2WYXLiSSez8KXX6Nyl20Y3nHx04kP06tmNhQsXbPCaQBBnyA1LzCCxAT04EglLCCfLPy3nJ56Hc/L0TwsNSfU8y7s46Nx++9/w2OOTuPmWO9lksy1DVxL74ftvOfPMU7jg/LNZ8sP3RDUqRQnHkkiYRMIEmkFiA3pwJBKWHI5EwvSan0TCkuN51CNh63Msy2TQkUcxffo8evbqE7qSGCimTJ1Cl24HM336NDzlEbWoFCUcq5w6I8ORSJig5FBgZI71thWLU86xdePk0ico6qqhUDrjygmKus5PPA/nBFW5FtHTGRRjqLP11ltx97j7mTDhL7TaatvQiNiSJUsYPuJszj77DH747r8bvC4QxAVywxIzSGxAD45EwhLCyfJPy/mJ5+GcPP3TQkNSPc/yLq46e/Tuw9x5L3P4oONCVxKzTHjxxRfo0bMrj/31YZSXJgpRKUo4lkTCJBIm0AwSG9CDI5Gw5HAkEqbX/CQSlhzP4xYJq4vTarNWXHfDTTzy0ONsv932oSuJLf/lFy4ceT5HHT2QL7/8CoVC56gUJRyrnDojw5FImKDkUGBkjvW2FYtTzrF14+TSJyjqqqFQOuPKCYq6zk88D+cEVbkW0dMZFOOuM1Pv2KkTCxa+ximnnUnaqAyNib3yyiJ69T6Ehx9+ENcr31/EBYJCQm5YYgaJDejBkUhYQjhZ/mk5P/E8nJOnf1poSKrnWd7FWmdWvXnzFlxzzY08+cxU2u5sh64kVl21hptuup5jjuqP8/H76BiVooRjSSRMImECzSCxAT04EglLDkciYXrNTyJhyfE8CZGwujj77bsfz02ewbBh50ImGlbfSmLvvvc3evTqzh13jGFtVRU6RaUo4Vjl1BkZjkTCBCWHAiNzrLetWJxyjq0bJ5c+QVFXDYXSGVdOUNR1fuJ5OCeoyrWIns6gGHed9XCaNGnChRf8iZmz5mPvsU9oRKy6upo777qdI4/sy/t/e3eD1wWCKCBV7gkICgel/EfIrlK4nsIw/EfMQK22YnHKObZunJz7eH7dVfppEM8b5p+W8xPPwzl5+qeFhqR6XoTPTi11boRj/34Pnn5uBg88OIHxd97O6pVpLMPFMg0M08JSLpUpRcqEL/75GUcdNYA/Dj2TkSMvpanlgZcGwwS3yi/XVw+iQAXjKJSbaS/6WCGcco6tGyeXPhIJExQCKvOnGNf1cD0P1/X8P83U0VYsTjnH1o2Ta5+0q68G8bxh/uk4P/E8nJOvfzpoSKrnxfjs1FHnxjgGJieffBpTps3mwAPl6ynqAAAgAElEQVQOxFUGnlmBZ6bwzAqqXQPTMLAMMFDcc894unVrz+LXXkG5aZTr4hkmynXrrSsM/6dAHM9No9zqkowVxinn2LpxcumjMAr6e2tDYI0aNapsgwsKhiFA23TaY9XqqponxynLpML070ldpWraLMMoCqdY540iJ9c+zZo3AaCqKq2dBvF845xs/3Scn3gezmnSrBJovH86aEiq58X47NRRZ0M4W225JccfN5jWrdvw+uK3qEp7VHsKEw/LUBgY/tMZBcuX/8z0ac/x05Il7HtAO5o1bQaGwlBgVKQwDbN23arwf1VV6YJwmje1AMXqalX0sUI55RxbN04ufawKWrRslvkvji+BRygR5AlLjBB8Sc/KfDEvOGaXLdMoGqecY+vGaUiflKYaxPOG+afr/MTzcE4+/umiIameF/qzU1edDdNgcfLJpzBz9gt06NgFLxN3rFYG1cqkOuuL+WkPnnz6SXr2OpR58+eDkQLLyhwra9czX8AuGMdMYVip0owVxinn2LpxcukjX7oXFBSKzF1xSFuxOOUcWzdOLn2Coq4aCqUzrpygqOv8xPNwTlCVaxE9nUEx7jobydlu2+25974Hue3WsWy22RZUU1HvF/O///47TjppMCNGnMmPS35CINARcsMSM8ha/XpwZB+WhHCy/NNyfuJ5OCdP/7TQkFTPs7yLtc48OIZhcvjAI3hx4Rv0OWwArpEC08Qw/L1bLNPvZ5lQmYKZz0+nX99DmT7tOVR6LbIPS8I4sg+LoJRIWbJWvw6chvSRfViizZF9WPSaX0M5sg9LdHUmdR+WhnLatGnN2HH3MG7sfbTeamuU8vxIWNb+LVVpPya2dOlSRpx3LkOGnsh///tfFArZhyUhHNmHRVByKDAyx3rbisUp59i6cXLpExR11VAonXHlBEVd5yeeh3OCqlyL6OkMinHXWUDOod27M3fuAo4//o8owwiNic2bN4/uPbrx5JOP4SkPgaDckBuWmEFiA3pwJBKWEE6Wf1rOTzwP5+TpnxYakup5lnex1llgziabtuLWW+/i6aensv2v29bExPwv7/ucICK2ZvUKRo26ghOOP4p/ffEpEgmLOUciYYJSQmIDenAkEpYcjkTC9JqfRMKS47lEwhrP6dSpM7NmvcBJJw0F/JXE6oqIgeKNxW/QtVsnxt89nmrXQ6GQSFgMORIJE5QcCozMsd62YnHKObZunFz6BEVdNRRKZ1w5QVHX+Ynn4ZygKtciejqDYtx1FpHTvHlzLr30cp59Ziq77vq70IjYmjVruPbaKzlyUF/+8Y9PEAhKDblhiRkkNqAHRyJhCeFk+afl/MTzcE6e/mmhIameZ3kXa50l4Oy19348P3s+5w6/ECPVpM6IWPDz0YcfcOSg/oy5/WbWrlqBRMJixJFImKCUkNiAHhyJhCWHI5EwveYnkbDkeC6RsMJxmjdrxnnnX8izz07n//bYc4OImJvZbNL1IO2mGTvuTnr1OZT33nsXhUIiYTHgSCRMUHIoMDLHetuKxSnn2LpxcukTFHXVUCidceUERV3nJ56Hc4KqXIvo6QyKcddZYs5uv9uNZydN4/Irr8Vq0rLeiBiA43zKoCMPZ/SN17Jy1aoNXhcICgm5YYkZJDagB0ciYQnhZPmn5fzE83BOnv5poSGpnmd5F2udZeBYVorTTh/G87NeZN8DOkDIZpOmoZj4yMMc1rsbL7/0IhIJizBHImGCUkJiA3pwJBKWHI5EwvSan0TCkuO5RMKK63nbHXfk4Ucf47prbqJF8xb1bjYJiq++/pqjjzmC8y8cwbLlv6BQSCQsYhyJhAlKDgVG5lhvW7E45RxbN04ufYKirhoKpTOunKCo6/zE83BOUJVrET2dQTHuOsvsuWWYHHf8YF5e9AaHdu8ZupIYwBOP/5WePboyd97cDV4TCPKB3LDEDBIb0IMjkbCEcLL803J+4nk4J0//tNCQVM+zvIu1Tk08/9WvtuWRiU8y5s672XTLrUNXElvy4/cMP/dMhp97Jj/891skEhYRjkTCogXbtg+1bftF27Z/tG17uW3bC2zb7tnAc+xq2/YTtm1/bdv2Ktu237dt+xzbtot+vcv9CFnnR9y6XguJhEWbI5EwveYnkbDkeC6RsNJ6blkm/fsfzvPT59G3b3/Sbv0riYFixvPT6XpIR5577jk85SGRMM05mkfCUmUbWUPYtj0EeBhYC7wIWEBXYLZt22c4jnN/Duf4A/AysCnwKvBW5hxjgYOAE4oy+WwoMDLHetuKxSnn2LpxcukTFHXVUCidMeR8+o9PePvdt1i2YjkpKunSqSNtd95Vm/kVlaP7/HLlBFW5FpHSuf57r2vnTti7/S52OsvOqafPFltuzp133M0R/Y/gsssv5sf//UAaD2VUYajab7ClS5dy4cgRzJwxmWuuu4nt2u6KQNAYyA1LBrZtbwPcC/wMHOw4zoeZ9v2BF4A7bdt+3nGc/4ScwwAexb9Z+aPjOH/NtLfOnGOwbduTHceZVCwddT36BWq1FYtTzrF14+TcR0F2rEEnDeJ53Zw3Xn+d8ePGsPiNVzEsC8NMobw011zjcuBBHTj7nPPp0KGD1hrE8wwn6/2X+GsRAZ31vfeuHlXFQQe159wRF3HAQe0jr1MHTi59uh7andn7v8RNN9/IE09MxDBMLMPNiokpKlN+TGzRopfo2bMbIy+5khNPPBkDA0XtKJJ/e7QudlSrrVicco6tGyeXPhIJ0wLnAk2AMcHNCoDjOG8BNwNNgdM3co7uwJ7AwuBmJXOO/wHDMtXhhZz0+tDtEbJOj7h1vRYSCYsO55mnnmTo0BNY/ObreF4apRQohVIKz0uz+M3XGTr0BJ59+iltNYjnEgmLos6w955SHq+//gonnngMk559OtI6deHk2meTTTfhqquv5bG/PMMOv9khdCWxFStXcsmlFzPwiH44n/0T/0wRiEElhaN5JExuWNahV+Y4pY7XJmeOvRt7DsdxXgV+AA62bXuTRs0wVyj/XhgV0lYsTjnH1o2TS5+gqKuGQumMAWfRyy9x2Z9H4imvFgejdh9PeVx62YUsevkl7TQUjKP7/HLlBFW5FlrrzOm9h/8U4IorLuG1V16NpE7tOA3oc1C7dry44FXOHDYc16wMXUls8eI3aN+uPXfccRdpN73B6wJBXZAbFmqiXL8HPOCTOiifZl7bPcOtD7tnjh/W87qDf81/38ipbhQ6rSqi26onWl4LBbJKWDQ4t4+5pabNMA1MM4VhGnXWFTDmjlu10yCer8fJev8l/lporHNj7z3DMP0f08BTinHj74ikTp04jenTtGkzrrjiGp55dga72LuHriTmpqu47rrrOPKIvnz0/rtovTJWUjiySlgksDl+HGyJ4zhV67/oOE4a+BFoDoQ9Hdkmc/xvPa8H7W0aOc+NIgqPkJPAkUhYvDifffoPXn/9lQ0iYGH1115bxGef/kMbDeJ53RyJhOmtM5f3nlJe5sdve2Pxa3zxmRMpnbpx8jnvXnvvzTOTpjJixIUYhhW6ktj7H3xArz49ueWWm1m9Zi1axqCSwtE8EiZfuvfRInNcFcJZnTm2BJY38jzZ5yg4KiosWrfehLXVLtVpj4qUSbNK3+LVVematiYVVlE4xTpvFDkN6aOArbbaRDsN4vk6zpRnF/tvMgUYmWMO9ffeW8y+B+6jhQbxvG5O8P6Ta6Gnzpzfe+u1vffem+x30L6R0akbJ//ztuCaa67kxBOO5swzzuS9996rdyUx13W5+56xvLRgFneOvZt2nbr57WstcNeC1QSzoiledUVN3WrSvCCcYp03ipxc+gRt5YA8YfHhZY4qhGOsd2zMeXI5R15Ip7NiRqqO6IMqHqecY+vG0X1+orNhnJ+XLyeInNQXS6krpvLz8uXaaBDP5VpEUWcu773sSFjQtuyX5ZHSqRunUOe17d8xZ958rr5uNM2at8AwzJpYGJmYWLCS2GeffU6vnj05b8RwVvzyM7U2l/Sqatfr2oCyMZxinTeKnFz6lDESJk9YfKzIHJuFcJpmjivzOE8u52g0qqtdli5bRVXapdr1qLBMmlb4Fq+pTte0VaasonCKdd4ocnLts+lmzUEplixZoZ0G8XwdxzIrCSInhloXSzFNs966Uh6WWcmSJb9ooUE835DTslWzmvdf0q+Frjpzee8p5f+tMJuTMmq/93TXqRun0OcddNRg2rXryOWXXMAri14irfwbzbTyqEorjBRYliLtwdhx45kydTq3jr6Rjh3ag1WJUdEUVb0G3CqwKjErFQBe1aqatsZwinXeKHJy6WNWKrZu04pyQJ6w+FiOf7OxlW3bG9zEZdq2AtY4jrMs5DzfZo6/quf1jX3HpTBQ+I9wVEhbsTjlHFs3Ti59gqKuGgqlM+Kcjh0717QFkZNc6h07dtZGQ0E5us8vV05QlWuhrc6c33vrtXXs2ClSOrXkFPi8O/ymLU8/M5VbbxtLs022CF1J7Ouvv+KkIYO59NKRLF22dIPXBcmD3LAAjuMo4GP8ne3r2obVxr9WH2zkVMHqYBusApZZXWw3wM2MVXAo5a/a4SqF6ylcpWoe0Wa3FYtTzrF14+Tcx9NXg3i+rv7bXXejXbuDMUwTw7QwTDMTS6m/3r59R367627aaBDP6+B4+Z1HCw0x9zyX9966SJjfdtBB7dnpt3akdOrGKdZ5lYLjjv8jr7/1Nof27gumlVlJzMAwU1jmutXEUiZMn/ocfXp2Zdb0yeCl1/1k4kq12tyqhnMa0yeunFz6yCphWmB25nh4Ha8FbTPzOEd7oDXwiuM4vzR8ehuHyvwZw3U9XM/DdT3/zxp1tBWLU86xdePk2ift6qtBPF9XP/+8i7BSqcwvSRae8mrK69etVIrzRozUToN4viEn+/2X9Guhq86NvfdU5p9hWlhWBWeedV4kderGKebYW2/dhgcefJjbxoxns822wjMr8MwUnlmBqww8D0zDwDJg6U8/ctrppzBi+Bn877vvUK6LwvB/XBflplGui2eYteq5cBrTJ66cXPoojEL+2togyA3LOjwMrAH+ZNv2vkGjbdv7ARfjr/B1d1b7zrZt72bbdnaY7yXgI6C7bdunZXFbZ/W9rVgCDAxQYFkmlmliWab/SLaOtmJxyjm2bpxc+6QsfTWI5+vqB3fsxLVXj8ZAoTwX0zBRnovyvFp1A8V119zIwZlIik4axPMNOdnvv6RfC111buy9ZwT/lGLUVdfS4eD2kdSpG6fYY1ekLPr17ccLC16jd79BVKkUVcoEw8Q0wVP+d1o8pUilYNbs2Qw4oi+Tp04G5fm/TqcsDLMCI2VhKq9WPfPrdiinMX3iysmlj4Eq5K+tDYLcsGTgOM6/gQuBTYHXbdueZdv2bOA1/L1XTncc54esLvPxN5kcmHUODxiK/32Y+23bfsO27efwN4zcE5jgOM70YmkI1kW3MmuhB8fssmUaReOUc2zdOA3pk9JUg3i+IeeYY4/lwQkTOXD/A/D3gvD8vzwpD89Lc+D+B/DghIkcfcwx2moQz2tzUnmcRxcNSfA87L2nlEe7g9ox8ZHHGXTkkZHWqQunlO+91q235LYxY7n73odo0+ZXKOXhelCtDKqVSbUyqEpD2oOflv3MyIsv5Ljjj+Lrb74h8239zLGydj2zj0gopzF94srJpY/sw6IHHMe527btr/CfqHQE1gKvANc7jjM/x3O8adv2gcA1QFdgD+Az4FLggaJMfH0o/6lrrRvh9duKxSnn2LpxcukTFHXVUCidMeIc1K4dB3eYxL8//5S3332LZSuWk6KSLp060nbnXUl7nvYaxPNaNLkWEdFZ33uva+dO2Lv9jjVV6drvv4jq1IZT4vdep85dmDNnAbfcdC0TJz6U+UK+WbN/SzYWLlxA587tueKSS/jj4MGY5fs9WlAiyA3LenAcZwYwIwde25DXPgaOLOC0ckba9TLvf//Bnef5tey2YnHKObZunJz7KPz16jXUIJ6Hc3b6rc2+B+6L6ymW/rQCyzRwPaXN/MTzHDhZ77/EX4sI6Vz/vdckZeF5KnY6Y+15Pe+9Fi03YfTo2xhw+CAuungkX379NZjpzJMaDzCwTIVlwto1K7nuuiuZPXMa191wC7vsuhvBniFk7RlSq82tCq/n0ieunFz6yJfuBYVCyjIxDFAoDIOax6/ZbcXilHNs3TgN6YPSU4N43jD/dJ2feB7Oycc/XTQk1fNCf3bqqjOunoe999q368Dzz8/j1FPOwMC/qUkrAw+TtDJwPWp+3nvvbfoc1oO7xo2jKu3hL8FgEkSaFOa6NqsyvJ5Ln7hyculTxkiY3LDEEcq/F0aFtBWLU86xdePk0ico6qqhUDrjygmKus5PPA/nBFW5FtHTGRTjrjOungfVEE7Tpk0ZedGfmPzcDH73u/+jmop6926prq7mxhuvY+Dhvfnoow8RxA9ywxIz1PX4NZdH5YXglHNs3Tg591GQHQnTSYN43jD/tJyfeB7OydM/LTQk1fMs72KtM66eN+C9t8eeezF91jwuHHkpVmUzyOy9Y5lgmT7HMqEyBc4/PuboowZyy803sHrVSlAuBh7+OnLrYk/11jN7jySSk0sfiYQJCoW4P0KOCkciYcnhSCRMr/lJJCw5nkskLNqeN+S916xJE4adfS6TJ89k7732rllJLDsmVpUOYmJp7rl3PId278TiNxcjkTCJhAl0hQIjc6y3rVicco6tGyeXPkFRVw2F0hlXTlDUdX7ieTgnqMq1iJ7OoBh3nXH1PKg28Dw777IzTz09heuuvZFmzVuExsQ+//xzBgzow5VXXcqKFSsRRBtywxIzxPoRcoQ4EglLCCfLPy3nJ56Hc/L0TwsNSfU8y7tY64yr53m890zTYugpZ/DigtfocHAXXCMFZmYT2KyIWPDzxGOP0q9fT15aOF8iYRIJE+iCuD9CjgpHImHJ4UgkTK/5SSQsOZ5LJCzanuf72dm2bVsmPvoYN1x/M5u23JS0W/9KYv/97384eeiJnHv+cJYsXYZCUfYIlm4ciYQJSg4FRuZYb1uxOOUcWzdOLn2Coq4aCqUzrpygqOv8xPNwTlCVaxE9nUEx7jrj6nlQzfM8BgZHDDqSOXMX0LN339CIGMCkZ56mZ4+uzJ7zPGr9CQm0htywxAyxfoQcIY5EwhLCyfJPy/mJ5+GcPP3TQkNSPc/yLtY64+p5nu+99Tmtt27D/RMmMm78A2zW+lehK4ktW/oj5404l2FnnsoP336D1jEtiYTVQG5YYoa4P0KOCkciYcnhSCRMr/lJJCw5nkskLNqeF+Ozs3efPsycMY+BA48MXUkMFHPmzqZT1448/fTTeMpDy5iWRMJqIDcscYQCI3Ost61YnHKOrRsnlz5BUVcNhdIZV05Q1HV+4nk4J6jKtYiezqAYd51x9TyoFmGsVpu14tZb7uCJxyex3fa/CY2JLV/+M3+65EKGDPkjX3/1JQJ9ITcsMUOsHyFHiCORsIRwsvzTcn7ieTgnT/+00JBUz7O8i7XOuHqe53svF07nLt1YsPA1/njSKfWuJFaZ8iNjixe/Rp8+hzDh/nG46YSuJCaRMEEpEfdHyFHhSCQsORyJhOk1P4mEJcdziYRF2/NSfHZusskmjBp1LX997Cl2arsTaderNyK2ctVqrrjycvoP6MNnn/0ThaLsMS2JhNVAbljiCAVG5lhvW7E45RxbN04ufYKirhoKpTOunKCo6/zE83BOUJVrET2dQTHuOuPqeVAtkc799t2f6c/P5ZzhF+CZTUJXEnvnnbc5rG8Pxo8fS1V11QavC8oDuWGJGWL9CDlCHImEJYST5Z+W8xPPwzl5+qeFhqR6nuVdrHXG1fM833uN4TRp0pSLLv4zk6fOZtff/6HOiFjw47nVjB07hiMO78P7772J1lEuiYQJooi4P0KOCkciYcnhSCRMr/lJJCw5nkskLNqel+uzc/c99uDpZ55j5MhLsKyKejebBMXHn3xCn759GD36elauWo2WUS6JhAkiCwVG5lhvW7E45RxbN04ufYKirhoKpTOunKCo6/zE83BOUJVrET2dQTHuOuPqeVAtk86KVAVnnXkO8154mT/s2y40IuZ5HvdPuJfDD+/Jm4tf3+B1QWkgNywxQ6wfIUeII5GwhHCy/NNyfuJ5OCdP/7TQkFTPs7yLtc64ep7ne69QnB122oXHn57CZVdcR/MWm1DfZpOWCV999TWDBx/JJX86n1+WL0ObKJdEwgRRRNwfIUeFI5Gw5HAkEqbX/CQSlhzPJRIWbc91+OxMWSaWaXL8CScya/YLdOncJXSzSdeDRyY+TOcuHXjxxfkoFGWPckkkTBBZKDAyx3rbisUp59i6cXLpExR11VAonXHlBEVd5yeeh3OCqlyL6OkMinHXGVfPg6pGOrff7tc8/sQk7rzrXlq02io0Jvbtt//hlFOHMHLkeSz56acNXhcUHnLDEjPE+hFyhDgSCUsIJ8s/Lecnnodz8vRPCw1J9TzLu1jrjKvneb73iqVTKTjyqGOZPXcRh/bqByEriVkmzJgxjd49OzN9ytP48SlN414SCRPohnI/WtX5Ebeu10IiYdHm6BBrEM8bz5FIWHR1SiQs2p7r8NlZX5/WW2/FHXeOZ/zYCWyxRevQlcR+XPITZ5x1JmeceQrff/8dWsa9JBIm0BIKjMyx3rZicco5tm6cXPoERV01FEpnXDlBUdf5iefhnKAq1yJ6OoNi3HXG1fOgqrnOXr17s+Dl1xlw1AmhETGAefPm0btPd5584jGUUnVyBI1HqtwTEBQOSvmPN12lcD2FYfiPQ4FabcXilHNs3Tg59/H8uqv00yCeN8w/Lecnnodz8vRPCw1J9bwIn51a6oyr55p8dubSp+UmrbjhxtvpfdgRXHXFn/jq3//EMlws08AwLSzlUplSpExYu3oFV15xMZOnT+OWW8bwm222Bi8NhglulV8O6kG8KrutnJxc+kgkTFAIqMyfBFzXw/U8XNfz/0RQR1uxOOUcWzdOrn3Srr4axPOG+afj/MTzcE6+/umgIameF+OzU0edcfVcl8/OXPsccNBBTJ02h1NOPR0PE8+swDNTeGYF1a6BaRhYBpiGwSuvLKJbt4488uB9pKuqUK6LZ5go10W5af+I4f9ktZWTk0sfhVGIX1cbBWvUqFFlG1xQMAwB2qbTHqtWV9U81UxZJhWmf0/qKlXTZhlGUTjFOm8UObn2ada8CQBVVWntNIjnG+dk+6fj/MTzcE6TZpVA4/3TQUNSPS/GZ6eOOuPqeb7vvXLpbNasCT0O6UGnLl158+13WLJsOdWewsTDMhQGhv90RoHrpnnj9Vd4441X2XPv/WjdemswFIYCoyKFaVX4v/6r9Lo2wywfJ5c+VgUtWjbLXA2+BB6hRJBIWIwQfIHMUwpPGViZL48BWKZR01YsTjnH1o2Tax/LNFCmnhrE84b5p+P8xPONc/LxTxcNSfS8GJ+dOuqMs+c6fHY29rwH7H8gU6fPYfz4sdx7911Uux7VhgHKpFp5uJloWdqD9/7+d/r278OZZ1/AOcOGUWlZYKSo+QK7kQLLyxwrwfPW1UvJyaWPfOleUFAoMnfFIW3F4pRzbN04ufQJirpqKJTOuHKCoq7zE8/DOUFVrkX0dAbFuOuMq+dBNcI6m1Q2YfiIC5g6dRZ77rkP1VTU+8X8dDrNbbfdxID+PXj/739D0HDIDUvMoNN65rqtK6/ltVAg+7BEmJPln5bzE8/DOXn6p4WGpHqe5V2sdcbV8zzfezrp3O33uzN5+iwuuuRyKpq2ANPEMPy9W6ys/VsqU/DPzz7l2OOOZPQNV7Nq5QpkH5bcITcsMUPK0m898yRyGtJH9mGJNkeHvQTE88ZzZB+W6OqUfVii7bkOn52FOm/TykrOPGMYU6bMZP9990cpD9ej1v4tVWlwPfA8lwkP3E/Xbh149bVXkX1YcoPcsMQRCozMsd62YnHKObZunFz6BEVdNRRKZ1w5QVHX+Ynn4ZygKtciejqDYtx1xtXzoBoznW133JHHn5zEjaNvo0XLTUNjYl9++SWDBvXnsj9fxPLlvyAIh9ywxAxRf7QaF45EwhLCyfJPy/mJ5+GcPP3TQkNSPc/yLtY64+p5nu89nXUahsmJJw1l4Uuv06XrobhGCkwzs1iEzwniYpYJzzz1OP369WD+C3MlEhYCuWGJGeLwaDUOHImEJYejQ6xBPG88RyJh0dUpkbBoe67DZ2cxx95+++154MGJ3HLz7WzeajPSrlcrIuZ61Px8//13nHb6yZx97ln88ONPKBQSCasNuWGJIxQYmWO9bcXilHNs3Ti59AmKumoolM64coKirvMTz8M5QVWuRfR0BsW464yr50E15joNDPr1P5zZcxbSb8DA0IgYwOTJk+nVswvTp09BrX/BEg65YYkZ4vZoNaociYQlhJPln5bzE8/DOXn6p4WGpHqe5V2sdcbV8zzfe5HRmWnbcqutGDf+Ae697xG2aLMthKwktvznpVx00QWcfupJfPufr5BImA+5YYkZ4vpoNWociYQlh6NDrEE8bzxHImHR1SmRsGh7rsNnZ6nH7t6jBzNnzOPoo48LXUkMFPNfnE+nzh2Y+OhEXOWfRyJhgnhBgZE51ttWLE45x9aNk0ufoKirhkLpjCsnKOo6P/E8nBNU5VpET2dQjLvOuHoeVOOusw7OJptuwugbbuGZp6fymx12DI2JrVjx/+2de7gkVXnuf9V7zwAyCChXA14wZiEqighRGaJyk4tcxChEBD0iIhqJyhOIEgPyEKMSTggE5KJAPHAUlSCX0cEoF+N4G+TEG7CMURBF5aIQ5Tazu+v8UbVmeja7e1d3V+36atX7e555alX1W13fV++s2r16fVX9e0466X0c8cY/5667fkab0YAlMtowtdoEjUrCWqLp889kfPJ8uGZC/0zk0BNRaAUAACAASURBVFbP+7yLOs9YPZ+w7zUmzyGa3Zb+GV+9YQVvfds7SKcWwZAnid2y8tscdNB+XHThx5l5/FFUEiYaT5umVi1rVBLWHo2FsgZ5Pr5GJWHNzVMlYc323MK1s24flizZkJNP/jv+76c/z3Oe/RxmuoOfJPb444/zDx85nQMP3p/bbrudlBSVhIlmk0KSLwduq0pT57GtaYrsE5pWcygrz1g1oWk1Pnk+XBNWdS6al2doxp5nrJ6H1djzLKh50Qt34uprl/PeE04inVp/6JPEvve973Hwwftz1lln8viqVU94PVY0YImMtk6tWtOoJKwlmj7/TMYnz4drJvTPRA5t9bzPu6jzjNXzCfteY/IcQbN48Xq8570ncvW1/85zd9wJhjxJLE1nOP/8czn4wL25ZeU3UUmYaBxtnlq1pFFJWHs0Fsoa5Pn4GpWENTdPlYQ123ML106LPmz/3O35zGeu5G/e/0HWW7x46JPEfvxfP+HAg/bng6eczB8eeYyUFJWEieaQQpIvB26rSlPnsa1piuwTmlZzKCvPWDWhaTU+eT5cE1Z1LpqXZ2jGnmesnofV2PMcUzM9Nc0xRx/LDTeu4OW77T70SWJpmnLRheez/757sGLFCmJFA5bI0NSqDY1Kwlqi6fPPZHzyfLhmQv9M5NBWz/u8izrPWD2fsO81Js8JNc985nZc8bmrOf3vz+BJG20KQ54kds89d3P00Ufy/r95Hw/99n5UEiZMo6lVGxqVhLVHY6GsQZ6Pr1FJWHPzVElYsz23cO207kOnkzA9NcVfvPEIrr3uevZ81Z7MdAc/SQxSrvjsFbxyjz/j+uuvJyVFJWHCLikk+XLgtqo0dR7bmqbIPqFpNYey8oxVE5pW45PnwzVhVeeieXmGZux5xup5WI09zxI1W221FRdcdCnnnvsJNnrKlkOfJPab3/yadxz3Nt7znndz3333PeH1JqIBS2RoatWGRiVhLdH0+WcyPnk+XDOhfyZyaKvnfd5FnWesnk/Y9xqTZ8kaSHjNwa9l+fVfY7/XHApDniQ21YHly5ex76tfwec+ezlpbwaVhAkzaGrVhkYlYe3RWChrkOfja1QS1tw8VRLWbM8tXDut+zBI89TNnsIZZ57FRRdcylZbbjX0SWK/e/Ah3n38uzjiTYdxzz33kJKikjBhgzQbh5MO2VaVps5jW9MU2Sc0reZQVp6xakLTanzyfLgmrOpcNC/P0Iw9z1g9D6ux51mxZo899+Lmr32TNx311qFPEgO44Yavsvc+e3DZZZ+il/ae8Lp1NGCJDE2t2tCoJKwlmj7/TMYnz4drJvTPRA5t9bzPu6jzjNXzCfteY/JcAM2SJU/mox/931z+6Sv5o6dvB0OeJPb4Yw9z+umn8sbDDuWn/3U7KgkTtaGpVRsalYS1R2OhrEGej69RSVhz81RJWLM9t3DttO7DKJqXvvRlXH3Nco4++lh6KUOfJPadW1ay59578PGPn8eq1atRSZiohxSSfDlwW1WaOo9tTVNkn9C0mkNZecaqCU2r8cnz4ZqwqnPRvDxDM/Y8Y/U8rMae5wJrNthgfT7w/g9y3XVf5tnuBUNLxB5//HE+dsY/cNhhh3Dbj37whNetMV13AKI80jSbKuymKd1eSpJkU4nAOtuq0tR5bGuawvv0svVuai8HeT6afybjk+fDNRP6ZyKHtnpewbXTZJ6xem7k2mndh3E1z9txJ668+ktccMEFfPzcs+h1Z5hKukx1EpLOFFNpl8XTKdMd+PEdt3HoIQdw9LF/ybvf9ZesPw0kHdaUf/Vmsn/922pAMywRkeZD7m63R7fXo9vtZUPwObZVpanz2NY0RfeZ6drNQZ6P5p/F+OT5cM2k/lnIoa2eV3HttJhnrJ5buXZa92FcTaczzTHHHse/XfVFXrzTi+mmCb3OInqdaXqdRazuJnSShKkEoMfZZ5/Faw/em1tvWUna7ZKSZP+6XdLuzJptdTF16qmn1nZwURpvAZ45M9PjkUdXrZkhnJ7qsKiTjUm7abpm21SSVKKp6n2bqCm6zwZPWg+AVatmzOUgz+fX9PtnMT55Plyz3gaLgfH9s5BDWz2v4tppMc9YPZ+07zUlTwuaLbbYnCOOOJKNN96Eb6+8hVXdlNW9lA49ppKUhCTbN4GHHnyIa665it8+9CAv2XU31lu8CNIZkhSSRdN0phax4ZIN8nfmLuBSFgjNsEREuBlrKr8BKyz721OdpDJNnce2phlln2mjOcjz0fyzGp88H66ZxD8rObTV87KvnVbzjNVzC9dO6z6UpVk0Pc2xx76Ta5d9mV3+dDd6eSne6jRhddphdf7bLTM9mOn1uOTSS3nVHku56eabIJmGqalsWeNN97qHpQ/n3BuA9wI7AF3gG8Bp3vvvjPAeuwNfGyK53Hv/pokCnY9soKyb1+rWFNknNK3mUFaesWpC02p88ny4JqzqXDQvz9CMPc9YPQ+rsedpTPOMpz+Tiy/5FFd9/nOcftrf8vCjj5AmHWbokSar6Ofuu3/O4Ye/jiMOfwMfOPEDbLrZFtSJZlhynHOnAlcAzwNuBH4A7A+scM7tN8Jb7ZQvvwFcPse/FSWFPCd6nrkNTZ2/JWAyz1g1ff6ZjE+eD9dM6J+JHNrqeZ93UecZq+cT9r3G5GlQkyQdXn/Y4dxw0zfYc5/96SbTQ3+75Qv/9jkOPHAfrv/SddR5071mWADn3M7AKWT1eLt573+Zbz8A+AJwiXNuO+/9IwXeLgxYTvTeVzo4mYvpqQ69tEv2fO5sOhBg7TO7k8o0dR7bmqboPkkC/b8lYCkHeT6afxbjk+fzaybxz0oObfS8imunxTxj9tzCtdO6D1Vqnva0rbng/Iu4btl1nHbqydz/m3uYShKSpMNM2qPby4Y83R7cf/99HPeuY9nzmmv5/JWfY731snvIFhLNsGSckC9PCYMVAO/9MrIbirYEDiv4XjsBPeA/ywxwJFJI8uXAbVVp6jy2NU2RfULTag5l5RmrJjStxifPh2vCqs5F8/IMzdjzjNXzsBp7nsY1CQn77XcAX/7yTRz654exmkVDf7tl2bJrWbly5RO2LwQasGTsS2bfNXO8dlW+nLcszDm3mOz+lzu89w+XF15xNLVqQ6OSsJZo+vwzGZ88H66Z0D8TObTV8z7vos4zVs8n7HuNybMhmk02fQr/dNZ5XHzJ5WzxtG2h0yFJOmvKwmBtmdjMzAx10PoBi3Nua2BT4Jfe+9/NIbkjX76gwNs9H1gE3OmcO905d7tz7lHn3M+cc//onNukpLAHEqbKsyk/1jw9on9bVZo6j21NM8o+/WUNlnKQ56P5ZzU+eT5cM4l/VnJoq+dlXzut5hmr5xaundZ9WOhz8YpXvorrrv0yRxxxFGnao9uDmTShR4eZNKHbq/pT7JDPt/Ud2gxb58tfDXg9bN+ywHuF+1f2B14B3Az8AtiFrOzsQOfcUu/9fWPGOpRFi6bYfPONeHx1l9UzPRZNd9hgcWbxo6tm1mxbb9FUJZqq3reJmlH2SYHNNtvIXA7yfDT/rMYnz4drJvHPSg5t9bzsa6fVPGP13MK107oPdZyLjTfZkPPOO4e3HvUXHHPM2/npnXeteZIYySo6CbUQ5YDFOXc5sHMB6VXAF/P2oBvqH8uXSwq8Xxiw3Ay8PgxMnHObAZ8B9gTOB15X4L3GYmamb6o8zaYBgXW2VaWp89jWNNbjU546F8pT50J5tjNPnQsbx7ammb2+29Ld+e6tt3La6R/mnH85F9JV2awM9RDlgAV4BuAK6LYGwgRXOo+2iEfvBc4GfuW9/33Y6L2/3zl3FPBj4LXOua2994NmdMZm9eouv3vwEVbNdFnd7bFoqsP6izKLH1s9s2bb4umpSjRVvW8TNUX3efImT4I05YEH/mAuB3k+mn8W45PnwzVLNt5gIv8s5NBWz6u4dlrMM1bPJ+17TcmzSZpB+/zlu09g6e578bcf+Gt+9INb5/2wXBVRDli890uLap1zL8ybGwyQrJ8v572J3nu/mmxQMtdr9zjnbgV2B14MLCsa48ik+egqHbKtKk2dx7amKbJPaFrNoaw8Y9WEptX45PlwTVjVuWhenqEZe56xeh5WY8+zaZoB+zz/BS/gqquX8ckLzyVXLDhRDlhGJDzGeKsBr893j8so/DpfPqmE95qTuZ4MAayzrSpNnce2pim8T0o2/WowB3leQNPnn8n4KtBYj28kzYT+mchhATQm4+vzLuo8a9JY73uNybNBmvn2mZ5exPHHn8CTN6pn6ND6p4R57+8H7gW2cc5tNIfkufnyB/O9l3PubOfcVc65LQZInpUvfzF6pMWo+wkTdR3bmkZPCWuPJvhnNT55rqeExep52ddOq3nG6rmFa6d1H6ydi04nYcMNN6zqI+xQWj9gyVkOTAEHzvHaIfnyi3O8Npvdcv0T3sc593yym/IfAL47XpgFSSHJlwO3VaWp89jWNEX2CU2rOZSVZ6ya0LQanzwfrgmrOhfNyzM0Y88zVs/Daux5Nk1TsO/VgQYsGR8ns+KjzrlnhY3OuQOAt5CVg326fwfn3Pb5v/7yrgvy5Yedc9v3aTcHLiEbFH3Me7+qkiyYe0qv10vX2aYfYDJ0LlLoL2uwlIM8H80/k/HJ8+GaCf0zkUNbPe/zLuo8Y/V8wr7XmDwbpCmyT6+XrdWBBiyA9/5bwBnANsAPnXPXOOduBK4FesAR3vvHZ+12e/5v175tnwA+D2wBfM859xXn3NXAfwMvAT4LnFllLtanE9uiUUlYezQWyhrk+fgalYQ1N0+VhDXbcwvXTus+WDsXnU5S5UfYoWjAkuO9P4lsNuV2YC9gB7Ineb3Me39jwffoAW8A3gF8H3g52W+v3A4cAxzuve+WHvxsUkjy5cBtVWnqPLY1TZF9QtNqDmXlGasmNK3GJ8+Ha8KqzkXz8gzN2POM1fOwGnueTdMU7Ht1oKeE9eG9/1fgXwtqkwHbU7LSsAvmer1qLD9hok2aOp90YzLPWDV9/pmMrwKN9fhG0kzon4kcFkBjMr4+76LOsyaN9b7XmDwbpCmyj0rCRGlYn05si0YlYe3RWChrkOfja1QS1tw8VRLWbM8tXDut+2DtXHQ6SW2fbzVgiZEUknw5cFtVmjqPbU1TZJ/QtJpDWXnGqglNq/HJ8+GasKpz0bw8QzP2PGP1PKzGnmfTNAX7Xh2oJCwyrE8ntkWjkrCWaPr8MxlfBRrr8akkrHyNyfj6vIs6z5o01vteY/JskEYlYWJBsT6d2BaNSsLao7FQ1iDPx9eoJKy5eaokrNmeW7h2WvfB2rnodJLaPt9qwBIjKST5cuC2qjR1Htuapsg+oWk1h7LyjFUTmlbjk+fDNWFV56J5eYZm7HnG6nlYjT3PpmkK9r06UElYZFifTmyLRiVhLdH0+Wcyvgo01uNTSVj5GpPx9XkXdZ41aaz3vcbk2SCNSsLEgmJ9OrEtGpWEtUdjoaxBno+vUUlYc/NUSVizPbdw7bTug7Vz0ekktX2+1YAlRlJI8uXAbVVp6jy2NU2RfULTag5l5RmrJjStxifPh2vCqs5F8/IMzdjzjNXzsBp7nk3TFOx7daCSsIhI02xKr5umdHspSZKumb7r31aVps5jW9MU3qeXrXdTeznI89H8MxmfPB+umdA/Ezm01fMKrp0m84zVcyPXTus+WDsXKgkTpZDmw+But0e316Pb7WXD4jm2VaWp89jWNEX3menazUGej+afxfjk+XDNpP5ZyKGtnldx7bSYZ6yeW7l2WvfB2rmoC82wRERCAilMTXVIyZZhCm/2tqo0dR7bmqboPtOp3Rzk+Wj+WYxPng/XTOqfhRza6nkV106LecbquZVrp3UfrJ2LutCAJSLCTVO9NKWXJkzlN0wBTHWSNduq0tR5bGuaovtMdRLSjs0c5Plo/lmMT57Pr5nEPys5tNHzKq6dFvOM2XML107rPlg7F7rpXpRLms/apUO2VaWp89jWNEX2CU2rOZSVZ6ya0LQanzwfrgmrOhfNyzM0Y88zVs/Daux5Nk1TsO/VgWZYIsP6M7zboqnztwRM5hmrps8/k/FVoLEe30L+FoSJHBZAYzK+Pu+izrMmjfW+15g8G6Qpso9uuhelYf0Z3m3R1PlbAlbzjFVj4bcE5Pn4Gv0OS3Pz1O+wNNtzC9dO6z5YOxedTlLb51sNWGIkhSRfDtxWlabOY1vTFNknNK3mUFaesWpC02p88ny4JqzqXDQvz9CMPc9YPQ+rsefZNE3BvlcHKgmLDOvTiW3RqCSsJZo+/0zGV4HGenwqCStfYzK+Pu+izrMmjfW+15g8G6RRSZhYUKxPJ7ZFo5Kw9mgslDXI8/E1Kglrbp4qCWu25xaundZ9sHYuOp2kts+3GrDESApJvhy4rSpNnce2pimyT2hazaGsPGPVhKbV+OT5cE1Y1bloXp6hGXuesXoeVmPPs2magn2vDlQSFhnWpxPbolFJWEs0ff6ZjK8CjfX4VBJWvsZkfH3eRZ1nTRrrfa8xeTZIo5IwsaBYn05si0YlYe3RWChrkOfja1QS1tw8VRLWbM8tXDut+2DtXHQ6SW2fbzVgiZEUknw5cFtVmjqPbU1TZJ/QtJpDWXnGqglNq/HJ8+GasKpz0bw8QzP2PGP1PKzGnmfTNAX7Xh2oJCwyrE8ntkWjkrCWaPr8MxlfBRrr8akkrHyNyfj6vIs6z5o01vteY/JskEYlYWJBsT6d2BaNSsLao7FQ1iDPx9eoJKy5eaokrNmeW7h2WvfB2rnodJLaPt9qwBIjKST5cuC2qjR1Htuapsg+oWk1h7LyjFUTmlbjk+fDNWFV56J5eYZm7HnG6nlYjT3PpmkK9r06UElYZFifTmyLRiVhLdH0+Wcyvgo01uNTSVj5GpPx9XkXdZ41aaz3vcbk2SCNSsLEgmJ9OrEtGpWEtUdjoaxBno+vUUlYc/NUSVizPbdw7bTug7Vz0ekktX2+1YAlRlJI8uXAbVVp6jy2NU2RfULTag5l5RmrJjStxifPh2vCqs5F8/IMzdjzjNXzsBp7nk3TFOx7daCSsMiwPp3YFo1Kwlqi6fPPZHwVaKzHp5Kw8jUm4+vzLuo8a9JY73uNybNBGpWEiQXF+nRiWzQqCWuPxkJZgzwfX6OSsObmqZKwZntu4dpp3Qdr56LTSWr7fKsBS4ykkOTLgduq0tR5bGuaIvuEptUcysozVk1oWo1Png/XhFWdi+blGZqx5xmr52E19jybpinY9+pAJWGRYX06sS0alYS1RNPnn8n4KtBYj08lYeVrTMbX513Uedaksd73GpNngzQqCRMLivXpxLZoVBLWHo2FsgZ5Pr5GJWHNzVMlYc323MK107oP1s5Fp5PU9vlWA5YYSSHJlwO3VaWp89jWNEX2CU2rOZSVZ6ya0LQanzwfrgmrOhfNyzM0Y88zVs/Daux5Nk1TsO/VgUrCIsP6dGJbNCoJa4mmzz+T8VWgsR6fSsLK15iMr8+7qPOsSWO97zUmzwZpVBImFhTr04lt0agkrD0aC2UN8nx8jUrCmpunSsKa7bmFa6d1H6ydi04nqe3zrQYsMZJCki8HbqtKU+exrWmK7BOaVnMoK89YNaFpNT55PlwTVnUumpdnaMaeZ6yeh9XY82yapmDfqwOVhEVEmmZTet00pdtLSZJ0zfRd/7aqNHUe25qm8D69bL2b2stBno/mn8n45PlwzYT+mcihrZ5XcO00mWesnhu5dlr3wdq5UEmYKIU0HwZ3uz26vR7dbi8bFs+xrSpNnce2pim6z0zXbg7yfDT/LMYnz4drJvXPQg5t9byKa6fFPGP13Mq107oP1s5FXWiGJSISEkhhaqpDSrYMU3izt1WlqfPY1jRF95lO7eYgz0fzz2J88ny4ZlL/LOTQVs+ruHZazDNWz61cO637YO1c1IUGLBERbprqpSm9NGEqv2EKYKqTrNlWlabOY1vTFN1nqpOQdmzmIM9H889ifPJ8fs0k/lnJoY2eV3HttJhnzJ5buHZa98HaudBN96Jc0nzWLh2yrSpNnce2pimyT2hazaGsPGPVhKbV+OT5cE1Y1bloXp6hGXuesXoeVmPPs2magn2vDjTDEhnWn+HdFk2dvyVgMs9YNX3+mYyvAo31+BbytyBM5LAAGpPx9XkXdZ41aaz3vcbk2SBNkX10070oDevP8G6Lps7fErCaZ6waC78lIM/H1+h3WJqbp36HpdmeW7h2WvfB2rnodJLaPt9qwBIjKST5cuC2qjR1Htuapsg+oWk1h7LyjFUTmlbjk+fDNWFV56J5eYZm7HnG6nlYjT3PpmkK9r06UElYZFifTmyLRiVhLdH0+Wcyvgo01uNTSVj5GpPx9XkXdZ41aaz3vcbk2SCNSsLEgmJ9OrEtGpWEtUdjoaxBno+vUUlYc/NUSVizPbdw7bTug7Vz0ekktX2+1YAlRlJI8uXAbVVp6jy2NU2RfULTag5l5RmrJjStxifPh2vCqs5F8/IMzdjzjNXzsBp7nk3TFOx7daCSsMiwPp3YFo1Kwlqi6fPPZHwVaKzHp5Kw8jUm4+vzLuo8a9JY73uNybNBGpWEiQXF+nRiWzQqCWuPxkJZgzwfX6OSsObmqZKwZntu4dpp3Qdr56LTSWr7fKsBS4ykkOTLgduq0tR5bGuaIvuEptUcysozVk1oWo1Png/XhFWdi+blGZqx5xmr52E19jybpinY9+pAJWGRYX06sS0alYS1RNPnn8n4KtBYj08lYeVrTMbX513Uedaksd73GpNngzQqCRMLivXpxLZoVBLWHo2FsgZ5Pr5GJWHNzVMlYc323MK107oP1s5Fp5PU9vlWA5YYSSHJlwO3VaWp89jWNEX2CU2rOZSVZ6ya0LQanzwfrgmrOhfNyzM0Y88zVs/Daux5Nk1TsO/VgUrCIsP6dGJbNCoJa4mmzz+T8VWgsR6fSsLK15iMr8+7qPOsSWO97zUmzwZprJeEacAyAOfcqcApwLbe+1+MuO+fAB8ClgJPBX4CXAic573vlRzqOkxPdeilXbLpu2TN9N3aKb2kMk2dx7amKbpP/7S4tRzk+Wj+WYxPns+vmcQ/Kzm00fMqrp0W84zZcwvXTus+WDsXKgkzhnPuEODkMfd9IbASOBy4C1gObAucA3yqrBiHkkKSLwduq0pT57GtaYrsE5pWcygrz1g1oWk1Pnk+XBNWdS6al2doxp5nrJ6H1djzbJqmYN+rA82wzMI5907gLMY4N865hGxQ8mTgSO/9Zfn2zYGvAEc4567y3l9ZYsjrYH06sS0alYS1RNPnn8n4KtBYj08lYeVrTMbX513Uedaksd73GpNngzTWS8I0w5LjnNveObcMOBd4CPj9GG+zN7AjcFMYrAB47+8D3pmvHj9prMOw/oSJtmjqfNKN1Txj1Vh40o08H1+jp4Q1N089JazZnlu4dlr3wdq56HSSKj/CDkUDlrWcD+wP/DuwM/DbMd5j33z5hdkveO9XAPcCS51zG40bZCFSSPLlwG1Vaeo8tjVNkX1C02oOZeUZqyY0rcYnz4drwqrORfPyDM3Y84zV87Aae55N0xTse3WgkrC1rATO9N5fC+CcG+c9npcvfzjgdQ9sAewAfHucA8yH9enEtmhUEtYSTZ9/JuOrQGM9PpWEla8xGV+fd1HnWZPGet9rTJ4N0lgvCdOAJcd7/9clvM3W+fJXA14P27cs4VhzYv0JE23R1PmkG4t5xqqZXdZgLT55Pr9GTwlrZp5VXDst5hmz5xaundZ9sHYu6iwJi3LA4py7nKysaz6u8t6/v8RDb5gvHxnw+qP5ckmJxwT4Y4D1Fk+z1RZPppem+bcX0Emy/1yzt1WlqfPY1jSF95meYsnWm5jMQZ6P5p/J+OT5cM2E/pnIoa2eV3DtNJlnrJ4buXZa98Hauejjj1lAohywAM8AitR0bT2/ZCTCb6ykA15PZi3LYglAkv9Hmkqe+Pazt1WlqfPY1jTW4ytLYz2+hdRYj68sjfX4FlJjPb6yNNbjK0tjPb6F1FiPryyN9fgWUlNknz7K/vJ9KFEOWLz3S2s69B/y5QYDXl8/Xz5c8nF/BjwrP/5PSn5vIYQQQgghIJtZWUL22XPBiHLAUiP3AC8CtgLumOP1+e5xGZedSn4/IYQQQgghTKDHGpdLeDrYDrNfyH9UcnugC9y2kEEJIYQQQgjRVDRgKZfl+fKQOV57ObA58HXv/Tg/SimEEEIIIUTr0IBlTJxzz3bObe+c27hv883Aj4C9nXPH9Gk3B87LV89cwDCFEEIIIYRoNBqwjM9XgduB14YN3vse8Faym98vdM59yzn3b2Q/GLkjcFH4YUohhBBCCCHE/GjAUjLe++8AfwpcCTwH2Ae4C3gHcFyNoQkhhBBCCNE4kjQd9JMhQgghhBBCCFEvmmERQgghhBBCmEUDFiGEEEIIIYRZNGARQgghhBBCmEUDFiGEEEIIIYRZNGARQgghhBBCmEUDFiGEEEIIIYRZNGARQgghhBBCmEUDFiGEEEIIIYRZNGARQgghhBBCmEUDFiGEEEIIIYRZpusOQIyHc+5U4BRgW+/9L0bc90+ADwFLgacCPwEuBM7z3vdKDlXkOOfeALwX2AHoAt8ATvPef2eE99gd+NoQyeXe+zdNFKjAObcX8AFgR2Ax8F3gI97760d4D/WzGpjUO+fctsDPh0hWeO+XThyoGIpz7i3AJcDu3vuvj7Df08j+Nu4NbE3m5WXAx7z3j1cQqpiDcfxzzk0DfwDWGyD5pfd+m3IiFP0456aA44A3A88FpoCfAp8BzvDeP1bwfSr7u6cBSwNxzh0CnDzmvi8k+8D7ZGAFsBJ4FXAO8FJAH3YroG+A+XvgBmBTYH/g1c65g7z3Xyr4Vjvly28AP5vj9RUThtp6+v7QPk7m1RRZH1nunDvWe39hgfdQP6uBMrxjbR/7PvCDnJUieAAADa5JREFUOV73JYQqhuCcexlZXxl1v22AbwLbAP8PuBXYDTgN2MM5t4/3fnWZsYonMq5/ZF/mrQf8N/CtOV7/7SRxibnJBytXAweQDRi/Bawm+1t1GnCAc24P7/0j87xPpX/3NGBpGM65dwJnMYZ3zrkE+BTZf6YjvfeX5ds3B74CHOGcu8p7f2WJIbce59zOZIOVu4DdvPe/zLcfAHwBuMQ5t918F4Oc8GHqRO+9Bicl45zbGjgfeAhY6r3/Yb59F7I+8s/OuWXBwwHvoX5WA2V4lxP62Me895dXFrCYE+fcocClwJIxdj+PbLDyQe/96fn7bUh2nd0LOB44s5xIxVxM6F/oe5d47/++tKDEfLyNbLDyfWD/vs8omwHXAC8DPgi8f9AbLMTfPd3D0hCcc9s755YB55L9Qf79GG+zN1mZxE3hPxOA9/4+4J356vGTxiqewAn58pT+D0ve+2VkF/YtgcMKvtdOQA/4zzIDFGt4N9k3fP8UPvACeO9XAh8D1gfePs97qJ/VQxnewdoPTd8tPUIxEOfcNs65TwFXks2M/WbE/R3wGrJv5z8ctnvvHwaOJivDfXdpAYt1mNS/HPW9enhLvnzPrM8o95OViQEcPs97VP53TwOW5nA+WQnRvwM7M97U6L758guzX8i/rb8XWOqc22jcIMWc7AukZN9UzOaqfLnffG/inFtMNmV+R/5HWJTPwD5Cca/Uz+qhDO8g+9D0B+DHZQQlCnM6cCRwC1n5yB0j7v9qIAGunV0r773/OVl52DOcczuUEKt4IpP6B2sHLLeWFZQoxP1kfs11P224Dj5tnveo/O+eSsKaw0rgTO/9tQDZl0kj87x8+cMBr3tgC7IPxd8e5wBiXfIylU2BX3jvfzeHJFzUX1Dg7Z4PLALudM6dDrwOeCbwa7JvtU733j84cdAtJZ/S3oFsBuv2OSQ/zl97nnMu8d6nA95K/WyBKcs759xTgKeTfWB6n3PuSOA5wIPAdcCp3vt7KkhBZNfCNwOXee97Y/yNm6/f3QHsQnatvW2sCMUwJvIv78MvIvt7dpBz7u1kN38/RlZSdKr3XvePVYD3/sAhL++SL+d7uFPlf/c0w9IQvPd/HQYrE7B1vvzVgNfD9i0nPI5YS5nnPHz7tD/wHrIneHydbEB0AvDtvF5UjMemZCVFD3jvV81+0Xs/Q/ZN1JOAYd8SqZ8tPGV5F/rYi8nKiu4FbiT7cu8Y4LtuzG+LxHC89x/x3n9qgicJqd/VSAn+bUd2/8NWwAVkA5Ub8+XhwErn3G6lBCsKkQ8iT8tX57v3pPL+pxmWGnDOXU5W1jUfV3nvB97kNAYb5stBN3c/mi/HuVmuNYziH/DFvD3onIdHBRY55+HD1M3A6/Pa0HBj3GeAPclKB19X4L3EE5mvf8C6feR/xnwf9bPyKcu70Md+BBzovf8ZrLlx+yLgL4DLgZdMFK2oAvW7ZhP63i+B13jv/xPWPOr4I2Rfyl3hnPvjoo/YFRPzYeAVZPcjnTGPtvL+pxmWengG4Ar823rQG4xJ+OZjUClLMmsp5mYU/+Y754Ei5/y9+fseGAYrsObGuKOAh4HX5mVoYnSKeFWkj6ifLTxlefdPZN/0vjIMVmDNjdtvI/swtbNz7qUTxCqqQf2u2VxJVo65axiswJrZ0RPJbsT/I+CQesJrF86504C/IXtE/Bv6P3MMoPL+pxmWGqjxR8f+kC83GPD6+vlSN3QPYRT/8ueSQwnnPP/9gDlvBPbe3+OcuxXYnaycZVnRGMUa5usfUMwv9bOFpxTvvPdd5v59I7z3jzjnbiC7sXhn5v6dCFEf6ncNJr+v7O4Br/Wcc18k63c7k1UUiArIZ7TOJXui4mPAod77YT9WHai8/2mGpV2Em0W3GvD6fDWIYnTCIwIX4pz/Ol8+qYT3aiP/Q3bR3Sy/aK9Dvm0z4LF5Hm6gfrbwlOXdfKiP2UX9Lm7U9yrGObcEuJZssPIg8OoRftS68v6nAUu7CE9veMJjHfObq7Yne1a9nqBSEnm51r3ANgMe5/fcfDnXL2qvg3PubOfcVc65LQZInpUv53uah5iD/Bu+28h+Q+BP5pA4smvmfF6pny0wZXnnnDvFOfd559ygp/apj9llYL/LKXytFQuPc+5dzrkrnHN7DZCo71WIc25T4CayxxPfDexecGYlUPnfPQ1Y2sXyfDlXDejLgc2Br3vvx/lRSjGY5WQfpOZ6dGDw4otzvDab3XL9E97HOfd8spsWH0A/ujUJw/pIUa/Uz+qhDO92JHtoxRtmv5B/UbAPsJrs6UXCFsH/g5xz63y2cc49nez6eJf3Xl8U2GQ7sn735tkvOOfWB16fr355IYNqA/lvvIWSu9uAl/f/+G5BKv+7pwFLpDjnnu2c2945t3Hf5pvJnn6zt3PumD7t5sB5+eqZCxhmW/g42Y1oH3XOhW+JcM4dQPYLs78CPt2/Q+7d9s65/unvC/Llh51z2/dpNwcuIRsUfWyux7qKwlxCVrd7knNuzZPgnHMvIbvx81HW9hX1M1uU4V3oYyf0P0I1L5W4mOyxq5/w3v8aURvOuafn3m0WtuUPSVhONpt2Wp92Q+ATZNdH9TsDzOUf8Emyb+CPcM69rk+7CDiH7GE3X/Le6wu58jmN7Mc+7yZ74MjQWay6/u4laTrfw4uERZxzd5J14G3n+s/V9/r/8t5f2rd9V+CrZI+W+zZZ3eEryX7H4CLv/dsrDbylOOc+Svah6RGy878R2eMCVwP7eu9vnKUPHfNV3vub8m0d4Argz4FVwH+Q3cD2qvz9Pgu8Mb9xWIyJc+6dZDcdribzKgH2IHtIyVHe+8v6tHeifmaGkrw7E3gf2VNvVpD9fsvuZPfA/AdZfx32+GRRAs65m8iukbt7778+4LUPee9P7du+HZlnW5GVqHiyb3e3Br4EHJQ/dUpUzJj+HQ+cRdZvVwI/B/4U2Ibshylf4b2/dwHCbw35j+X+guxm+VuZ+4d3AfDevynf505q+LunGZaW4b3/DtkF4EqyX3DeB7gLeAdwXI2hRY33/iSy2ZTbgb3I6jyXAS+bPVgZ8h49sinzdwDfJ/tDvGf+nscAh2uwMjne+/PIyu6+RfZBdReyH+jcu/8D7zzvoX5WAyV5dwJZP1tBVka0L9ks6InAnhqs2MV7/1NgV+BSshKUA4DfAe8ne9qRBiuG8d6fDewNXE923XwN2Zd8fw/sosFKJezK2id7vRg4Ysi/oVT9d08zLEIIIYQQQgizaIZFCCGEEEIIYRYNWIQQQgghhBBm0YBFCCGEEEIIYRYNWIQQQgghhBBm0YBFCCGEEEIIYRYNWIQQQgghhBBm0YBFCCGEEEIIYRYNWIQQQgghhBBm0YBFCCGEEEIIYRYNWIQQQgghhBBm0YBFCCGEEEIIYRYNWIQQQgghhBBm0YBFCCGEEEIIYRYNWIQQQgghhBBm0YBFCCGEEEIIYZbpugMQQgghJsE59xTgB8DT8k0f9t6fPED7VuCT+eo9wI7e+weqj1IIIcS4JGma1h2DEEIIMRHOuX2BL+WrM8DO3vvvz9I8E/g+sBHQA/b23t+wkHEKIYQYHZWECSGEaDze++XABfnqNPBJ59xUeN051wH+D9lgBeAMDVaEEKIZaMAihBAiFk4A/jtvvwT4q77XTgSW5u1bgA8uYFxCCCEmQCVhQgghosE5txvwNbIv5B4GdgA2AVYCi/NtO3nv/6u2IIUQQoyEBixCCCGiwjn3EeCkfPVq4BnAi/L1o733Fw/Y71nAXsCu+b/nAVPAh7z3p1YZsxBCiMHoKWFCCCFi4++A/YAdgYP7tn9u0GAl569Yt4xMCCGEAXQPixBCiKjw3q8CjgRW9W2+Gzh2nl3vB65j7YDnykoCFEIIMRKaYRFCCBEjd5INQMJvs/SA7rAdvPen96875w6vJDIhhBAjoRkWIYQQMXI2awcrkN3H8s81xSKEEGICNGARQggRFc65g4E356u3A3fk7bc45w6qJyohhBDjogGLEEKIaHDObQ5cmK/2gKOBtwPhkZgXOuc2qyM2IYQQ46EBixBCiJi4ANgib5/jvf+m9/4/8u0AW/a1hRBCNAANWIQQQkSBc+4o4LX56p3AyX0vnwT8Mm8f6pw7cgFDE0IIMQEasAghhGg8zrltyW60DxzjvX84rHjv/wc4ru/1c5xz2yxUfEIIIcZHAxYhhBCNxjmXABcDG+ebLvbef2W2znt/LXBFvroxcHG+rxBCCMNowCKEEKLpvAvYK2//CjhhiPZ44IG8vXe+rxBCCMPohyOFEEI0Gu/9vwD/UlB7L6CnhAkhRIPQDIsQQgghhBDCLBqwCCGEEEIIIcySpGk6v0oIIYSIHOfcbsDVfZuWAOsBjwKP9G3fyXt/90LGJoQQbUb3sAghhBAZi4CnzrF9g/xfYGphwhFCCAGaYRFCCCGEEEIYRvewCCGEEEIIIcyiAYsQQgghhBDCLBqwCCGEEEIIIcyiAYsQQgghhBDCLBqwCCGEEEIIIcyiAYsQQgghhBDCLBqwCCGEEEIIIcyiAYsQQgghhBDCLBqwCCGEEEIIIcyiAYsQQgghhBDCLBqwCCGEEEIIIcyiAYsQQgghhBDCLBqwCCGEEEIIIcyiAYsQQgghhBDCLBqwCCGEEEIIIcyiAYsQQgghhBDCLP8fnnPUkEUj0igAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fb5986fbb70>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
-       "height": 286,
-       "width": 413
+       "height": 284,
+       "width": 406
       },
       "needs_background": "light"
      },
@@ -424,7 +431,7 @@
    "metadata": {},
    "source": [
     "### Exercise section\n",
-    "* Compute a Boolean \"OR\" using a perceptron?**\n",
+    "* Compute a Boolean \"OR\" using a perceptron\n",
     "\n",
     "Hint: copy the code from the \"AND\" example and edit the weights and/or threshold"
    ]
@@ -445,18 +452,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Calculating Boolean OR using a perceptron\n",
-    "# Edit the code below"
+    "# Enter code here"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
+   "execution_count": 75,
+   "metadata": {
+    "scrolled": true,
+    "tags": [
+     "solution"
+    ]
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -470,15 +482,15 @@
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzsAAAI8CAYAAADWXbUjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAIABJREFUeJzsnXeY3MT5xz+S9s7dppeYECCESYCQX+iYYjDYphfTIYADJMEk9N7BFJveIUAA0zvYgDG9mV4CoQSGFFoSene9W0m/P6S19857693b3dtX0vt5nnvWq/2ONK/e1Viz89WME4YhiqIoiqIoiqIoacNtdgUURVEURVEURVEagXZ2FEVRFEVRFEVJJdrZURRFURRFURQllWhnR1EURVEURVGUVKKdHUVRFEVRFEVRUol2dhRFURRFURRFSSXa2VEURVEURVEUJZVoZ0dRFEVRFEVRlFSinR1FURRFURRFUVKJdnYURVEURVEURUkl2tlRFEVRFEVRFCWVaGdHURRFURRFUZRUop0dRVEURVEURVFSSa7ZFVAUJX0YYzYEngA+tNYu09zayMMYswzwPoC11mlubZSeppn5N8aMBq4FnrLWbtiTx+5JshKnoijzRzs7iqLMgzFmArBXiY8C4DvgHeAe4DJr7YwerJqSUowxA4Ejge2BnwAzgdeBy621dzazblIxxgwG9gGGA8sDCxOdt4+BF4BbgcestWHTKpkyjDEnx/+8wFr7bTPr0miMMS4wFFgDWD1+XSb+eIy19s9NqpqiVIV2dhRFKUc78HXR+97AgsCQ+G8fY8xQa+3nzaickg6MMUsBTwPLxpumAQOBYcAwY8zl1tr9m1U/aRhjHOC4+K930UffAn2AleK/fYCXjTGjrLX/6fGKppOT4tcJROc7zQwEHm92JRSlVvSZHUVRyvGctXaJor8FgAWAw4lGeX4OjG9qDZVEE9+430nU0fkAWNdaOwAYQDTSEwBjjDG/a1ol5fEX4FSijs7DwEigr7V2QWttb2BpYH/gX0S/xi/frIoqiWc6MBU4H9gN+LS51VGU6tGRHUVRqsJa+x1wrjHGAL8DtmxylZRksw2wFlGnZjtr7esA1tpZwNnGmB8BBwNjjTHXWWvbmlfV5mOM+QOwd/z2JGvt2M4aa+3HwOXGmKuAsUTnVlGq5TtgoLV2zvfHGDOuifVRlG6hnR1FUbrLG/Frv2oKGWM+IHomYyNr7ZNdaArPGCxrrf2gxOeLAocSdbSWBRyiB74nAedaa7/uXKbCujnATsCewGpElr0viX4hvwe43lr7VacyLvDbuMwvgb7AJ8AjwFnW2n92sy6/Bg4j8swvBvwAvApcaa29q4syHxCfW+AfRDanTYHBwDvW2v/rTl0azO7x66OFjk4nzgEOApYgsrU9WOmOjTGLEOVzJGCIzoMLfBjv5xxr7f9KlFuGogkEjDErA8cDGxKNbH4A3ASc2VXnyxjTGzgijm8Z4BvgKaLOR7eec4v3Wejc3F+qo1OMtTYPHBt/r7va51ZE19Kvie4J3gIutNbeUqbMwLjMdsBP483/JrpGzot/EOmqbD9gDDCKaGS4L/C/+Li3Abdba9vrdbwu6lD196LEc4zvR7/3zOE6a+3oTmUa0k71FPGzXvq8l5J41MamKEp3+WX82q2b+e5ijFkPeBc4GlgZaCFqy1YCjgVeN53uQirc7yAiS9CtwOZEHYzpwELA+sB5wFadyvQFphDZijYA+gOziG5ufwe8aYzZpht1+T3wCtGN8lJEN8cLACOAO40xNxhjvDK7WIHo4f4xwOJEz15JZaP49aFSH1pr/wu8Hb8dVuW+jwYuBbYmukluA3oBvwAOIfqurFJuB8aYEcBLwM5EtrEWohvkscDtXZTpDzwZawzRTW7feB8vAetUGUeBUUTfS4hsbBXR1QQFxpgTgHuJvrsQ/XCxFnCzMebgLsosT/RDx0nAKkSxOUTtwYnAG8aYn3VRdkWiTs3ZROdgANE19mOia+tGoo5HXY5Xhu58L74DPit6/2X8vvDXocPVqHZKUZTq0c6OoihVYYwZGN8I7RtvOr8Hj/0T4D6iDsjlwM+IHsjuR3Tz8zDRjdPd8+kMlOImYBOi2awOAhay1i5EdJO6ItGN6zedypxH1AGZDewHDIifazJEN7u9iW4cV6gixiFxbC7Rsyw/ttYuSNTZOZ7ol9bfAMeU2c25RKNL61pr+1lr+wM7VFqHnsIYsxjRDGIwt0NTir/HrytWeYiPiG4sVwH6WGsXJrqpXZ2oc7UoUX7KTf98G9F3btk4twOJzn0IbGOM2bxEmfOJOg0ziUb9+ltrBwG/IprJ8PIq4yhQ6Bh+Zq19qZv7KPB/RB2IE4CF49iWIPrOAYwzxixUXMAY0wrcRTR6+DHRd79//LcJ0fleGrjHGNOrU9mFiEZNliEa3dgW6BfnpC+wHtFU0fl6HG8+VP29sNYeZK1domgfa3R6nvGgono3sp1SFKVK1MamKEo5hhhjih9I7Q0Miv/9GnC+tfaGHqzP6UQ3/eOttZ1v9t+KLTkvE93EbMfcG7eyxDesWxDdwI6y1s6xSsW/ir/D3FmYCmWWIRq9ATjIWntFUZn3jDFbEP0i/VOiTsqeFcZ4KlFH51lgF2utH+9zGnB6bAM6BjjKGHORtfb7EvvIA8OttXN+ia7GTldkI6yaKteNWbLo3/PYyUp8tmQZTam6XFRimw+8Go+4/ZXol/YNiCxmpXiZKA9hXH46MN4Ysy6RPWkH4IGCOL7RLTxTs7+1dkLRsd8wxowk+sW/O/wifv1bN8sXMwg43lp7emGDtfYzY8yeRNbJRYniu76ozM5E11Y7sLm19q2izx6Lr6PXiM7p7sA1RZ8fTXSD/yWwfjxiVzhuO9H3/dlOdazleF1Sp+9FORrSTkEHq2p3KGkLVpS0oyM7iqKUo4XIBlX4G1T02ULAYvP5VbxuxJaxHYketj6vlCZ+fqJw4zC8it0XOiIPFXd05sN2RG3op0Q2ts51mQGcFb8dVckvuPGv34Vf78cVOjqdOJPIKtefyG5XiuuLOzrd4LMa/qqh+HmvmWV0hWdc+le5/y6x1s4meq4KYN0y0vFd2MAmxq8rd9o+iuh78T86dhQKx/2a7o/sFEbB6vGsxyzggs4brbUzmWsp7BxbYXRwUqeOR6Hs28y9/nbq9HHhGjunuKMzH2o5Xreo4ntRkga3UwBf0P1rs1R7oiipR0d2FEUpR4fVx+Mb9qWJHno/lejh8RWJ1vNoNKsBrUSjL2+Wsbv3iV9/XMW+145fHyir6siq8evULjolMHeNin5E1ra/d6Er8Gui5xFCuvhF2Vr7nTHmVaIbsVWJnjHqzPPzOU5ZOtl1Eo0x5ufAn4h+pV+GqMPUuYP+ozK7eLmL7YUb9gU7bS/+XnQ1C1p3Rgvqzd/jUapSzC+2J8rs93Fg1yJtYRR08fhtd66xqo5XCXX4XnRFI9sprLVrdKNOipJptLOjKErFxDf17xNNa/tvIg/+3saYa621zzT48AULk8PcG6dy9K1i34X9fVRFmUXj13K/Uhcv5Lhol6p5Nd/FtrX57berfX5RwbEkUHyz3adL1dxcljsn82CM2YVodKUl3hQQPUg+O37fn6gj2uWMgtbaH7r4aFb82tJpeyEn5Wx5lY5sdKYwE+BCZVWV0VVcMP/YKvnOL2yMceJRseLrtVHXWPHxylKP70UZGtlOKYrSDbSzoyhKt7DWPhQ/z7MEkYWk0Z2dgu32u/hhain0nr+kaqp52LoUSbGrFHcIfgS82YWu8Av7J5XuOJ729yqiG9rbiGYAe6N4WmNjzKlEz1P1iBWzDrxDNKL3qybXoxHf+R45Xg98L6S2U4qSWbSzoyhKLXxE1NlZrooyhdmWSt7AxFNAl6LwPMhAY8ygatfWmA+fET30W82Dv4XRk6XLaJYqoa9kn32MMYtaa7sqs1QnfV3pNClFVVRjgbPWfmGM+RJYhOiB8JLTTzN3Frb52QCL2YzoF/q/A7t1YSmr5Jf3ainkpJwFqjv2KIjsXPsCixtj1qzDjGzV8gXRd6+S7/xXRaMsxc9y/YS5a3Q16njlaPT3opHtFMaYl6nS+lbEGvGCs4qSKXSCAkVRaqGwJkY167h8G78u1cXnXXnSXyHqKDlEzwzVkxfi164e+C/FX+PXteKHkktRWBdmOmAr2OdrzF3Eb6NSgrgzuFqnOtSbxWv4q5bC8xglH9Q2xgwm6ggBPFbFfgvfrzdK3dDGE2tUu25PJRRysl6ZyTuGdnPf9zC3M3V8pYXihW/rQSG2kt/NmMI5nfPdjGcAK3Sgu3ONVXW8+VDr96JwfXaV20a2UxBZ+7p7beo010om0c6OoijdIp56t9DZqeamu2BVmmexzfhG46hSheJnJ+6K3441xgwoU7dcvLBjpRRmzRphjKn0BuVuIq//wsDvS9ShL3BEQVtmEoM5xDN1FW7+j+riJvUoolGxaVT3sHfFWGud7v5143A3x68jjDGl7FmHEt04fkL5B9U7U/hFfeUuOh2/I5oWvN4UvheDidZD6oAxZkGiNZmqJp4prTAF+lbxoqBdEl8H44jWsKkHhRnENjPG/LrE8VZi7gxqnRdcLUxRf1jcgW308bqi1u9FYar3kha1BrdTWGuXqeH6/KCaYylKWtDOjqIoVWGM6WOM2Ra4Jd40gwrXt4gp3JRsYYw5Kl43pjBj0y3MHbUoxdFE0+6uADxnjNnUGNMSl3eMMT83xhxBNIqyehV1mhL/OcBdxpgDjDELFO13RWPMuXHcAFhrPwSujN+ON8b8vrCwYbyI6GRgeaLzc1oVdTmB6GZ5VeBWY8xS8T77G2OOjc8BRFMil1pjJ2lMAl4k+v/oHmPM2gDGmF7GmMOAg2PdSfGUvZXyKNGv8CsDFxXlc2D8HbmUuQ/81434e1G4Hv5sjNmz6Dv6S6JJPbr9DIq19nLmds7HGmMeNMYMN8bM2acxZiljzH5E6/kcTf3+r7+NuRa0icaYTQodBmPMxkSd7xaiBWJv6lT2TKKJBhYBphpjto4XDcUY02KMGWqMmfN9r8PxuqLW70Vh8ds9y0wn36h2qscxxgwyxixS+GPud6lf8XZT3aKuitKjaGdHUZRyDDHGfFr09wXRzfs9RL7x6cDOVaybgbV2CtGv3w4wHvjeGPMN0SxvWwO7lCn7AZE15H9ENytTgOnxcx+ziB7gPovoGaKKF8aMvf67EU0J3Be4CPjKGPNVHO/bRCMMnX/NPYxoTY5ewBXAD3EsFtiQaHan3ay171VRl+eA/Yk6PDsCHxljviay/51OdN5uIjp3iSc+9zsQ5X9Z4HljzA9EI1fnEP0/9Wdr7VVV7tcydx2ZPwHfxLn5hug78hjw57oEMS+HEHXg+gLXEX0vviW6cV8JGFPj/kcDJxN9v0YCDwMzjDFfG2NmAh8TreXzU6KFOiv+/pUj7mxuD3xI9BzNI8A0Y8x0ok7E0kTP8Y2K16spLvsV0fMy/yHK86S47JdE19iTRIuI5orKdPt4ZWKo9XtRWFPr4LguHxpjPjDGnFN0jA9oQDvVJCYRWScLf4Xnhc7ptH3XptROUSpAOzuKopSj86KiixDdhL4BnAusZK29vxv73RU4jqhTkCd65ucuYG1r7cPlClprXwZ+TmTnei6uzwJEN0yvEHVUhlprq1rLxFr7LZFXfy+iG6mvgQFEv/I+RXRzc2+nMjOIbuD2BabGdehLdHP2F+CX1tpJ1dQj3u8VRM8u3Uxk3+pPZL95BNjRWvubSmxxScFa+x/g/4AziEYjckRTIz8B7GSt7VbnwFp7KJHF8DWijoEX//tgYAvmTpZRV+JpwzcETmRuR2MW0UjFmtS+DlJorT2FaOTwFKLr4Aui70k7Uef8KmAja+161tpy02BXe+x/Es0GNxYoXujzLaK1t1bpqnNvrX2TqLN3PNG1OpNoeuePiBZp3ZWO07XXdLwyMXT7e2GtvZbI6vZSrPsx0aQLi3TSNaSdUhSlepwwlP6jgqIoiqIoiqIoSvXoyI6iKIqiKIqiKKlEOzuKoiiKoiiKoqQS7ewoiqIoiqIoipJKcvOXKPH0mCOIHlxcg+iBxAWJHgh9HrjEWvtkN/e9G9HMPKsQPST5LnAtcHkXKzsriqIoiqIoilIBOkFBBRhjNiGaBQmiVaBfJZpyd0WiaSUBTrXWnljlfi8lmmJ2FtF0l+3AxkQzQN0D7KAdHkVRFEVRFEXpHjqyUxkB0bS4F1prpxZ/YIzZmWjNixOMMU9Yayta4dsYsz1RR+dTYANr7T/i7YsTTbe6HXAAcGHdolAURVEURVGUDKEjO3XAGPMXYB/gGmvtPhWWeYVopfi9rLXXd/psKNECa58Cg3V0R1EURVEURVGqRycoqA+vxa9LVSI2xixF1NFpA+7o/Hm8yNh/gSWAtetUR0VRFEVRFEXJFNrZqQ8/i18/qVD/6/j1bWvtzC40L3fSKoqiKIqiKIpSBdrZqRFjzBLA6PjtXRUWWzZ+/bCM5qNOWkVRFEVRFEVRqkAnKKgBY0wOuBEYBDxmrb2vwqL949fpZTTT4tcB3axeOV4j6kRNA/7ZgP0riqIoiqIoyvJE973v0yS3knZ2auPPRFNFfwz8psl1qYZliTpog4DBTa6LoiiKoiiKkm6a5lTSzk43McZcSDQD26fAxtbaT6soXhi16VdGUxj9+aEb1avk+IOCICCf9yEIgBBwwPUiReAXbXMbpGnUfpOoqaxMi+cCAe3tgcAYNOfV5U9e/TTn5TUtnlNj/pofQ1Zz3pi2U16cac157ddeMuJMlqaSMh6trXO6GoV73x5HOzvdwBhzLnAg8AVRR+cfVe7ig/j1J2U0P+6krSf/BAbn29r55tsZhO2zwG8DrxW3tS8AQduMOduclt4N0TRqv0nUVFpm4UEt4M/m62/axMWgOa8ufxLrpzkvr1looFdT/iTEkNWcN6LtlBhnWnNe67WXlDiTpKmkjNval8UWH0RM0x6b0M5OlRhjzgIOBb4CNrHW/r0buylMVb2SMaZPFzOyrdFJ2xj8NhwCIPrVhNAH6LitUZpmHluapuIyHiFOtF1aDJrz6vInsn6a8/Iap7b8iYghqzlvQNspMs605rzGay8xcSZIU0mZeFuz0dnYqsAYMx44AvgGGG6tfaM7+7HWfgz8FWgFdixxnKFEa/Z8Cjzf7QpXgtdKiEtISIgLjgeO13FbozTNPLY0TRVlkBqD5ry6/Amtn+a8vKam/AmJIas5r3vbKTTOtOZcRNspPQ/SzoXjNfQWtlLcZlcgKRhjTgOOAr4l6ujMd8TFGDPOGPOuMWZciY8L2840xixfVGYx4LL47XhrbVBj1RVFURRFURQlk6iNrQKMMVsDx8Vv/wkcYIwpJX3XWju+6P2SgIlfO2CtvdMYczkwBnjTGPMo0E40u9tAYCJwSd2CKEkY+SqDfPTnuHOHHIu3NUrTzGNL01RcxiH0423SYtCcV5c/kfXTnJfXhLXlT0QMWc15A9pOkXGmNec1XnuJiTNBmkrKCLGxaWenMhYq+vfq8V8pngLGd/HZPFhr9zfGPAP8ERgKeMC7wDXA5Y0e1QlDCBwXfB/8PMSeZoCweFtLgzSN2m8SNRWWCfw8+O2Evi8vBs15dfkTWD/NeXlNzfkTEENWc96QtlNgnGnNuZi2U3oepJ2LeFuz0c5OBVhrJwATulFuNDB6PpqbgZu7Ua2acRxww4Aw50HYAjkPhzD6rHhbozTNPLY0TYVlXK8XYdiCkwvlxaA5ry5/AuunOS+vcb1cbfkTEENWc96QtlNgnGnNec3XXkLiTJSmkjLxtmajnZ1M44DXCkEAXgBOjjkPkzm5udsapWnmsaVpKi3j5nA8H5xAXgya8+ryJ7F+mvPyGterLX8SYshqzhvRdkqMM605r/XaS0qcSdJUUkYnKFAURVEURVEURWkcuWZXQGky0udoz4qmmWtFiIwzrZqi/Imsn+a8vEbX2UlunA1oO0XGmdac6zo74jSVlBEyQYGO7GQd6XO0Z0XTzLUihMaZVg1NPLbmvHZNTfkTEkNWc173tlNonGnNuYi2U3oepJ0LR21siqIoiqIoiqIoDUNtbFlH+hBoVjRqY8uIRm1s4uqnNraM5FxtbMnOudrYxGnUxqYkBulDoFnRqI0tMxoRVgzNebc1amNLbpxqY0t2zkW0ndLzIO1cOGpjUxRFURRFURRFaRhqY8s60odAs6JRG1tGNGpjE1c/tbFlJOdqY0t2ztXGJk6jNjYlMUgfAs2KRm1smdGIsGJozrutURtbcuNUG1uycy6i7ZSeB2nnwlEbm6IoiqIoiqIoSsNQG1vWkT4EmhWN2tgyolEbm7j6qY0tIzlXG1uyc642NnEatbEpiUH6EGhWNGpjy4xGhBVDc95tjdrYkhun2tiSnXMRbaf0PEg7F47a2BRFURRFURRFURqG2tiyjvQh0Kxo1MaWEY3a2MTVT21sGcm52tiSnXO1sYnTqI1NSQzSh0CzolEbW2Y0IqwYmvNua9TGltw41caW7JyLaDul50HauXDUxqYoiqIoiqIoitIw1MaWdaQPgWZFoza2jGjUxiaufmpjy0jO1caW7JyrjU2cRm1sSmKQPgSaFY3a2DKjEWHF0Jx3W6M2tuTGqTa2ZOdcRNspPQ/SzoWjNjZFURRFURRFUZSGoTa2rCN9CDQrGrWxZUSjNjZx9VMbW0Zyrja2ZOdcbWziNGpjUxKD9CHQrGjUxpYZjQgrhua82xq1sSU3TrWxJTvnItpO6XmQdi4ctbEpiqIoiqIoiqI0DLWxZR3pQ6BZ0aiNLSMatbGJq5/a2DKSc7WxJTvnamMTp1Ebm5IYpA+BZkWjNrbMaERYMTTn3daojS25caqNLdk5F9F2Ss+DtHPhqI1NURRFURRFURSlYaiNLdOE4LdBkI/+HHfukGPxtkZpmnlsaZqKyziEfrxNWgya8+ryJ7J+mvPymrC2/ImIIas5b0DbKTLOtOa8xmsvMXEmSFNJGSE2Nu3sZJgwhMBxwffBz0PsaQYIi7e1NEjTqP0mUVNhmcDPg99O6PvyYtCcV5c/gfXTnJfX1Jw/ATFkNecNaTsFxpnWnItpO6XnQdq5iLc1G+3sZBjHATcMCHMehC2Q83AIo8+KtzVK08xjS9NUWMb1ehGGLTi5UF4MmvPq8iewfprz8hrXy9WWPwExZDXnDWk7BcaZ1pzXfO0lJM5EaSopE29rNtrZyTQOeK0QBOAF4OSY8zCZk5u7rVGaZh5bmqbSMm4Ox/PBCeTFoDmvLn8S66c5L69xvdryJyGGrOa8EW2nxDjTmvNar72kxJkkTSVldIICRVEURVEURVGUxpFrdgWUJiN9jvasaJq5VoTIONOqKcqfyPppzstrdJ2d5MbZgLZTZJxpzbmusyNOU0kZIRMU6MhO1pE+R3tWNM1cK0JonGnV0MRja85r19SUPyExZDXndW87hcaZ1pyLaDul50HauXDUxqYoiqIoiqIoitIw1MaWdaQPgWZFoza2jGjUxiaufmpjy0jO1caW7JyrjU2cRm1sSmKQPgSaFY3a2DKjEWHF0Jx3W6M2tuTGqTa2ZOdcRNspPQ/SzoWjNjZFURRFURRFUZSGoTa2rCN9CDQrGrWxZUSjNjZx9VMbW0Zyrja2ZOdcbWziNGpjUxKD9CHQrGjUxpYZjQgrhua82xq1sSU3TrWxJTvnItpO6XmQdi4ctbEpiqIoiqIoiqI0DLWxZR3pQ6BZ0aiNLSMatbGJq5/a2DKSc7WxJTvnamMTp1Ebm5IYpA+BZkWjNrbMaERYMTTn3daojS25caqNLdk5F9F2Ss+DtHPhqI1NURRFURRFURSlYaiNLetIHwLNikZtbBnRqI1NXP3UxpaRnKuNLdk5VxubOI3a2JTEIH0INCsatbFlRiPCiqE577ZGbWzJjVNtbMnOuYi2U3oepJ0LR21sSpMJm10BRVEURVEURWkgamPLMO+88zazZ8xmmaWXBqlDoFnRqI0tIxq1sYmrn9rYMpJztbElO+dqYxOnURubkgS+//57hm0yjCuuuIL2fF7mEGhWNGpjy4xGhBVDc95tjdrYkhun2tiSnXMRbaf0PEg7F47a2BQBzJo1i/FnnsYuu27Hu+/8vdnVURRFURRFUZS6oTa2DOMArTnwXHjrzbfYdpvN2HfMQRx00KG0ukKGQLOiURtbRjRqYxNXP7WxZSTnamNLds7VxiZOozY2JQmEQFse/CB615bPc9755zBi5Ea89tpfZQyBZkWjNrbMaERYMTTn3daojS25caqNLdk5F9F2Ss+DtHPhqI1NaTIhLqHjzLPdWsv2O2zLuPGnMn3GjCbUTFEURVEURVFqR21sWcaBnOfixZY1zw3x4u6v64RcN+FaHnr4EU4741zWX3edqIAOBzd5aFxtbMnWqI1NXP3UxpaRnKuNLdk5VxubOI3a2JQksOwyy9G7dz/yoUOASz508APm/EHIRx9/zM677siRRx/Ot999p8PBAobG1caWbI0IK4bmvNsatbElN061sSU75yLaTul5kHYuHLWxKU1mscUX54mnn2eDYZvS5rTQTktJWxvAHbffxpZbjuDhh6b0cC0VRVEURVEUpXuojS3DhCEstviSXHbVddx3372cftrJfPXZ//AcH891cFwPL/RpzYXkXPjmq8/50x/3ZeP77uPUU8ezyKC+EOTBccFvi/5deF8Yuize1lnTnTJp1VRcxiH0423SYtCcV5c/kfXTnJfXhLXlT0QMWc15A9pOkXGmNec1XnuJiTNBmkrKCLGxaWenQowxBtgUWANYHVgBcIAdrbV3dmN/E4C9ykistfbn3ahqxYSE4EDgh4zcdAvWWWtdxp9xApPuuZPAbSFwXYLQpb29jV6eg+eA6zjce+9Epk59itNPOJ6tttg88kK3uOD74Och9kYDhMXbOmu6UyatmgrLBH4e/HZC35cXg+a8uvwJrJ/mvLym5vwJiCGrOW9I2ykwzrTmXEzbKT0P0s4Fpd1CPY12dipnDHBQA/b7LPDPEts/acCxOuDgQAie5xICiy62CJddehXbbbsDx55wNF998SX5MI/ruQSoLKh/AAAgAElEQVRhQD5wCMIQ14XvvvuGI44+nAceuJeTTx3Pj368LGHOg7AFch4OYXSM4m1h0FHT+X0lZdKqqbCM6/UiDFtwcqG8GDTn1eVPYP005+U1rperLX8CYshqzhvSdgqMM605r/naS0icidJUUibe1my0s1M5bwFnA68ArwJXA0PrsN+/WGsn1GE/VeM4kPNcgjAkCB0818F1HUaO3JRVV1+T8WeO55ZbriP0A9odB0KX9jDAD6Ivbz6Ap6Y+zfCRwzn8qBPZ8ze74XoeODnmPJTm5MAL4tdWCIKu31dSJq2aSsu4ORzPByeQF4PmvLr8Sayf5ry8xvVqy5+EGLKa80a0nRLjTGvOa732khJnkjSVlNEJCpKFtfYv1tojrbW3W2v/1ez61JXIzUZxB3zAgIGcMvY0brrxTn7yk+Vop6XLSQxmzJjOcccdya47b8f77/+7R6uuKIqiKIqiKF2hnZ2Mk/eDwsAjIRAEIUEQztm29jrr8NCjT7Pv7/Yn9FrAdXEcF88lXpPHwXOhNQd//esrbLPNZlzx50vIt8+G0MchwKHj3Phdvg/9+ZdJq6aKMkiNoc5xplVDE4+tOa9dU1P+hMSQ1ZzXve0UGmdacy6i7ZSeB2nnIvSbcWs7D9rZaT4bGWPOM8ZcaYw51Rgz0hjTY3nJeS6OAyEhjgNubGUr3jagfz+OOfZ4brnlLszPDGEY4Ad0WJ+nLQ9+AG1tbZx51jg232IEb739NjpffYWaZq4VITTOtGpo4rE157VrasqfkBiymvO6t51C40xrzkW0ndLzIO1cODJsbLlmV0BhzxLb/m6M2cVa+2YjD9zS4rHoogOY3e7Tng9oybn0aY2+EjPb8nO29WrxmN3uM2zY+gx77hkuPP9cTj/tdNpxCB2XPAGh09Zh32+88TdGjtyIYw4/hCMPP4Te/QbgtvQmaG8BfzZ4veZ57/XqC4A/28ucpvIyswBYZJEB4mKob5xp1czNn8z6ac7La2bUlD8ZMWQ15/VvO2XGmdac13btJSfO5GgqKVPY1mzcZlcgw7wOHAisCPQHfgRsCfwt3vaoMWZwoyuRzweEITiOQxgW2diKthVrci2tHHfc8bzy6qusvsaa+E4OXJec53awtXkuEPqcf/65bLTRRrz4wnMQdLISdH5farg6Kxrp9dM49VxonHouNE45x5amkV4/jbM55yKUYWPTkZ0mYa29oNOm6cBkY8wjwFPA2sAxwJ8aVYf2dp9vvp1BW96n3Q9o8Vx6t0RfiVnt+TnbWnPePJrFF1+am2+5i2uuu5oLzj6TGdNm4TkOjuOSL5qxzQ/gH//4ByNGbsZue+3DUYcdSf/eLeC14rT0JmyfBX4beK24rVGZoG3GnG1Z0VRaZuFBLUDIF19OFxdDPeNMq6Y4fxLrpzkvr1looFdT/iTEkNWcN6LtlBhnWnNe67WXlDiTpKmkjNsastjig2g2OrIjDGttGzAufrt5jxy0xGxs82wrofFcj9/utS9THnyM9dbboOyMbWEYcs1frmLzTTdm6tSpDQxGURRFURRFUSJ0ZEcm78avjbexlZiNDeiwbX6aHy+9DDfecje33noL4888g++//yaasc3xi6xtIa05+OSTj/nd7/Zim+124JjjxrLgoP5E3ai5w52FIVAIwG/r+D6tmorLRCsSOxJjqGucadUU5U9k/TTn5TVObfkTEUNWc96AtlNknGnNeY3XXmLiTJCmkjJCbGw6siOThePXaY0+UCWzsVWiacl57LzLrtw/+WE23nh42RnbIOSOO+9gw2EbMGXKA3JnGpE2q4mns7GlQUMTj605b/KMUEJiyGrO6952Co0zrTkX0XZKz4O0c+F4jb6NrQi32RVQSrJT/Ppyjxytmza2UprFF1+cK664hiuvuJaFF1m0rLXtiy8+Z/8//oEDD/wjX3z+eQMCUxRFURRFUbKM2tgaiDFmHLAdcI+19pii7f8HLAVMsdb6RdtzwEFEs7QBnN/oOtbDxtZZAw5bbrUt6663ASecdAL33n8vuPl4xrZoeLNga/NcePjhKTz7/LMcc8Jp7LjjLnKGaKUNB6uNLQUatbGJq5/a2DKSc7WxJTvnamMTp0mQjU07OxVijFkVuKxo04rx6xnGmMMLG621axdplgRM/FrMMsA9wNfGmL8CnxNZ135JNAV1ABxprX2onjGUIue5BKFPSIjjRPY0oMii5nRbs/DCC3Pe+Rex5VbbcsLxR/K/jz/oMGNbWz7EyYHnhXzz7XcceNCfuOvuOzln3JkMXnJxwMXxWgmDAMhH7+Mh0WhIO58eTaVliobyxcVQzzjTqinOn8T6ac4r0NSQPzExZDDnjWg7JcaZ6pwLaDul50HauVAbW+IYCKxV9Dcg3v6zTtsr4W/AhYAl6jRtDwwFZgDXAmtaa8+uW83nRx1tbKU0GwzdkIceeoI99tq7rK0N4KmnnmTEyGHccMMEgjCoR3SKoiiKoihKRtGRnQqx1j5JfC9fRZnRwOgS298HDq5HvWqlETa2Upp+/Qdw2ulns8XWozju2KN5//1/zmNr8+Kud9vsGZx++ljunzyZM848j+WXWxaxw7hqY2tQnGnVqI1NXP3UxpaRnKuNLdk5VxubOE2CbGw6spNx6jUbW6WatdZcm4mTpvC7340hCOkwW5sfMOcPQl5+9RU2GbExl156CW3t7YicjaQJM7xQ72MLjTOtGpp4bM157Zqa8ickhqzmvO5tp9A405pzEW2n9DxIOxeO2tgUKTTYxtZZ07t3L44+6jgmT36E5X++SllbW1tbG+eceyY77bQNb7/1Rk1hKoqiKIqiKNlCOzsZp5T9LAhC5mdRq4dmxV/+H3ff+yAHHnI0rb16RwuRuhQtRMqcGdveeecdRm23JWecfjIzZ0zHIcDpNKQ9533oQ+gnS1NFGaTGUOc406qhicfWnNeuqSl/QmLIas7r3nYKjTOtORfRdkrPg7RzEaqNTRFAT9vYOr9vbWnh9/vtz/33PcRqq65WdiHSdt/noosvYJPhG/Dyyy/LGMZtwtA4UmNQC0B1+RNaP815A600QmLIas7r3nYKjTOtORfRdkrPg7Rz4aiNTZFCD9vYSr3/6fI/Y9K9D3LqaWfS0mdgWWvbv/71L3baeRRjx57AtOnTuhWyoiiKoiiKkn60s5Nxmmlj6/zecVz23ucPTH7wCdYasiG4bjxjW6QpWNwKfzfffBObbzqMJx59UPZQb52HxpEag1oAqsuf0PppzhtopRESQ1ZzXve2U2icac25iLZTeh6knYtQbWyKAJptYytVZumll+Yv11zHmePOo1+/gWVnbPvPf//L7nvsxiGHHcRXX38tc6i3zkPjSI1BLQDV5U9o/TTnDbTSCIkhqzmve9spNM605lxE2yk9D9LOhaM2NkUKAmxsncu4jsMOO+7EE08/z0Yjty5rawOYeM/dbLnlCKY8cB9hGJbUKIqiKIqiKNlCFxXNMGEYWcn8MMQPQhwnnLMYaPG2RmkqKbPwIotxyWV/4YEpUzh17Al88cnHeI6P5zo4rocX+rTmQnIufP/tVxx04H7cNelexp1xFosuOACCPDgu+G3RvwvvC0Orxduaqam4jEPox9ukxVDXONOqKcqfyPppzstrwtryJyKGrOa8AW2nyDjTmvMar73ExJkgTSVl1MamNJswHlbx/QA/CPD9ABxKbmuUptIyG28ynMn3P8wOO+6MHzoEbguBmyNwW2j3HVzHwXOiEaEpUyazwdAh3HnbzQT5dkLfJ3BcQt8n9PPRK9FqzMXbmqmptEzg5wn9dpEx1DPOtGqK8yexfprz8ppa8ychhqzmvBFtp8Q405pzKW2n9DxIOxchpd04PY138sknN7sOSs8zGlgmnw+YMbONgukr57m0uFH/14+tYDnPxXOchmiqLdOvX1+22mIrVlttTZ578UW+nz6T9iDEJcBzQhycaFQohLa22Tz91GO8/vprrLbGWiywwILghDghOC05XK8lugTD/Nxtjts8TYVl+vVtBUJmtofyYqhjnGnVdMifwPppzstr+vb2asufgBiymvOGtJ0C40xrzmu+9hISZ6I0lZTxWujXvw8xHwITaAI6spNhCpMEePHEAIXX4n97rtMwTXf3O2zYxkx58HF23m0PgjCyw7WHDu2hS3vRJAb5AJ574Tk23XwEV119NX7ogOeBk6PwIB1Obu42r7Xj+57UVFrGzeF4OZkx1DPOtGqK8yexfprz8ppa8ychhqzmvBFtp8Q405pzKW2n9DxIOxc6QYEihhCkTVAwP02/fv054YRTuO3Wu/npT1egnZYuJzGYOXMmJ510HDvtuA3//Oc/yp8LRVEURVEUJTVoZyfjSFpnpzv7XX2NtZjy8BOM2f+g+Nc7F8dx56zFA9H6PK05eONvr7HddltwycXn0zZ7JiRtvvpGrRUhNM60amjisTXnTV7rQ0gMWc153dtOoXGmNeci2k7peZB2LnSCAkUCEtfZqVbTr29fDj/iKO64YxIr/nwlwjCIbGxF6/O05SNrW3t7O+edfw6bbrYJf3vjbyRqvvpGrRUhNM60amjisTXntWtqyp+QGLKa87q3nULjTGvORbSd0vMg7VyojU0RQwJtbKU0K660EndPvJ9jjz2R1l69y1rb/v73t9lss00YP+5UZsyYVfq8KIqiKIqiKIlGOzsZJ+k2ts6aXK6FP/3pEB55dCqrrb4WvpMD140nOog0BYubQ8DVV/+ZbbfdlJdefF7+cLDa2FKhoYnH1pw32UojJIas5rzubafQONOacxFtp/Q8SDsXamNTJJAGG1spzQorrMCtt93F8cedRJ9efcj7QQdbW2HGNj+Ajz76kF123YGjjjuG76dNlzscrDa2VGho4rE150220giJIas5r3vbKTTOtOZcRNspPQ/SzoXa2BQxpMTG1lnjOi6/2WMvHnz4cTbccFhZWxvADdddy6Yjh/HEE4/P85miKIqiKIqSPLSzk3HSZmMrpRk8+MdMuOF2zj7nIgYssHDZGds+/+x/jBmzL4ccvD9ffvG5rOFgtbGlQkMTj605b7KVRkgMWc153dtOoXGmNeci2k7peZB2LtTGpkggrTa2zpqWnMeo7Xfg/vsfZeSmm5edsQ1CJt07iaEbrsPESfcQhI6M4WC1saVCQxOPrTlvspVGSAxZzXnd206hcaY15yLaTul5kHYu1MamiCGlNrZSmkUWXZjLLrmSq/9yA4sutkRZa9tXX33Ffvvtyx/+MJrPP/sURVEURVEUJVloZyfjZMHGVkqz2eZb8tTTL7DDjruWnbHNc+GJxx9l8y1GcNutNxLmZzd9aBypQ9pqAaguf0LrpzlvoJVGSAxZzXnd206hcaY15yLaTul5kHYu1MamSCArNrZSmgUXXJAzzzqXa66+gaV+tFTZGdumTfuBY449ip133ZEPP/yoOcPBamNLhYYmHltz3mQrjZAYsprzuredQuNMa85FtJ3S8yDtXKiNTRFDhmxspTRD1l2XB6Y8xt77/oG801p2xrZnnnmGTTfbmGuvvRo/kPGLhaIoiqIoilIa7exknKza2Dpr+vbrx0knn8Gtd0ximZ+asjO2tbfN4swzT2fnHbfm3Xfe6vGhcaQOaasFoLr8Ca2f5ryBVhohMWQ153VvO4XGmdaci2g7pedB2rlQG5sigSzb2EppVl9tde6ZOJk//vFAPNctO2PbX197neEjNuLsc85idrvf+OFgtbGlQkMTj605b7KVRkgMWc153dtOoXGmNeci2k7peZB2LtTGpogh4za2zprW1lYOPeRIHnroCVb51aplZ2xrb2/n3HPPZOuthvPG315HURRFURRFkYN2djKO2ti61vxixZW5b/LDHHH08bT07ld2xrZ//fMf7LLrDow74xRm/PB9Q4fGkTqkrRaA6vIntH6a8wZaaYTEkNWc173tFBpnWnMuou2Ungdp50JtbIoE1MZWXtPa0sJ+f9ifiRMfYI3V1ig7Y1sQ+Fz1lyvZePgGPP/88/UfDlYbWyo0NPHYmvMmW2mExJDVnNe97RQaZ1pzLqLtlJ4HaedCbWyKGNTGNl/NMssuy8233sUZZ5xLa98Fys7Y9uGHH7Hb7jtx4onH8P0P38/zuaIoiqIoitIzaGcn46iNrXKN47jsvudopjz8JOsN3aTsjG2eC7fffhubjdyIhx6cXNehcaQOaasFoLr8Ca2f5ryBVhohMWQ153VvO4XGmdaci2g7pedB2rlQG5siAbWxVa8ZPHgwl19xNeeecxELLrBA2RnbPvn0U/YavTv7jdmXz7/8urbhYLWxpUJDE4+tOW+ylUZIDFnNed3bTqFxpjXnItpO6XmQdi7UxqaIQW1sVWtcx2HbbUfx1NMvsvW2o8rO2AYwceI9bDpyQ+67byJhh50riqIoiqIojUI7OxlHbWy1aRZeeBEuv/wa/nzFBBZa/EdlZ2z7/rtvOOKIQ/n9vnvxyX8+6PYQMlKHtNUCUF3+hNZPc95AK42QGLKa87q3nULjTGvORbSd0vMg7VyojU2RgNrY6qMZPmIED9z/CDvttGvZGdsg5LHHH2PoRkO58cYb8QO/8uFgtbGlQkMTj605b7KVRkgMWc153dtOoXGmNeci2k7peZB2LtTGpohBbWx10QwYOIBxZ5zNbbdNYomllitra5s27QdOOPEY9txzNz784N/zfK4oiqIoiqLUTq7ZFVCaRxhGtiw/DPGDEMeJbFtAh22N0jTz2I3UrL3uetw/5QnOv/A8rp9wFYGfx3N8PNfBcT280Kc1F5Jz4fW/vsQWm2/CAQcfxT6/HU0OHxx37tBvkI/+HBf8NggcQj/e1qWm6L00jfT6NVxTlD+R9dOcl9eEteVPRAxZzXkD2k6RcaY15zVee4mJM0GaSsqojU1pNmE8ROH7AX4Q4PtBNGRRYlujNM08diM1rb16cdjhR3HzLXexws8MfugQuC0Ebo7AbaHdd3AdB8+BfHsbp512CrvstDXvvP0Woe8T4kR/vk/o5wl9n8BxCfw8od9eVlP8XppGev0arSnOn8T6ac7La2rNn4QYsprzRrSdEuNMa86ltJ3S8yDtXITM62xpBt7JJ5/c7DooPc9oYJl8PmDGzLY5bqyc59LiRv1fPwznbPMcpyGaRu1Xkmbw4MHssceeeF6Ol155FR+X9iDEJcBzQhycqKwDX37xBZPuuYtZ7XlWW2NtcjkPwjxOCE5LDtdx6de3FQiZ2R7iei1RM9JJgxPOfS9NI71+DdZ0yJ/A+mnOy2v69vZqy5+AGLKa84a0nQLjTGvOa772EhJnojSVlPFa6Ne/T3xHxIfABJqAjuxkmMID9178kH3htfjfnus0TNPMY/ekpk/v3hxxxNFMmjSFn6+0MkEY2eHaQ4f20KU9XpsnH8DsfJ6LL72Y4SM25JVXXwEnB54Xv7aCm8PxctH7+GHAeTTF76VppNev0Zri/Emsn+a8vKbW/EmIIas5b0TbKTHOtOZcStspPQ/SzoVOUKCIIRpYmOeBe52goL4a8/NfcOttd3PMsSfSq1efsmvzvPfee2y11aacetqJTJ8+E0VRFEVRFKV6tLOTcXSdnZ7V5LwW9t3nDzz86FTWWntdfCfX5do8rhNy/YSr2WbrkTz7zNNz5rQHoXPu6xoFFWlo4rE1501e60NIDFnNed3bTqFxpjXnItpO6XmQdi50ggJFArrOTnM0yy//U2686TZOOfl0+vftX3Ztnv/892P22HNXDj3yML7+5juivbhzhozFzLlfiUZ6/XpAQxOPrTmvXVNT/oTEkNWc173tFBpnWnMuou2Ungdp50JtbIoY1MbWFI3ruOy8y648+NDjDB8+sqytDeDWm29izTXX5P77H5jnM0VRFEVRFGVetLOTcdTG1nzNEkv+iKuuuYnzL7yMgQsvBq6L47hz7GwQWdtac/DlF58xevRoDjxgPz7/7FNZQ9pqAahIg/D6ac4baKUREkNWc069jyU0zrTmXETbKT0P0s6F2tgUCaiNTYamJeex9dbbMvm+R9hyy20IwwA/oIO1rS0f2dog5P7J97HB0LW5/Y7bCUIHEUPaagGoSIPw+mnOG2ilERJDVnNOvY8lNM605lxE2yk9D9LOhdrYFDGojU2GJoSFFl6QCy+4lOuvu5Ullhxc1tr27bffcuCBY9h779355JP/oiiKoiiKonREOzsZR21sMjSd328yfCRPPvU8u+62V9kZ2zwXnpn6FFtsMZIbrr+GoH1W8oe9U65BeP005w200giJIas5p97HEhpnWnMuou2Ungdp50JtbIoE1MYmQ1OqzKBBgzjt9HFcf/0tLL3U0mVnbJsxYzonnXwC2++4Hf/+9/sketg75RqE109z3kArjZAYsppz6n0soXGmNeci2k7peZB2LtTGpohBbWwyNF2UWXPNtXhgymP8YcwB+G5r2RnbXnzxRTbbfBOuvPLPtOfb5/lcURRFURQlS2hnJ+NIsm5Js5ZJOhe9+/Th2ONO5tHHn2SFlVYpO2Obn2/jvPPOYodRW/LWm68lb9g75RqE109z3kArjZAYsppz6n0soXGmNeci2k7peZB2LtTGpkhAmnVLkrVM4rlYbbVVeeyRRzjooMPIeV7ZGdvefOstRm66CePGn8HM2e0kZtg75RqE109z3kArjZAYsppz6n0soXGmNeci2k7peZB2LtTGpohBoHUrk5pKygAtra0ceMAhPPro06y62hplZ2zzfZ8LLzyXLbfYmFdffRVFURRFUZQskWt2BZTmUso+BXTY1ihNM48tTVNxmRAcJ3r/sxV+zsR7H+TKq6/kgvPPIz9jWjxjWzTc77lhbHGDDz94n9/8Zid2+81eHHr48fTv20rUjZo7zFywCdDJ9lFXTaP2mxiNR9jJAiCrfprz8hqntvyJiCGrOS+69lIdZ1pzXuO1l5g4E6SppIwQG5t2dirEGGOATYE1gNWBFYiyuaO19s4a9rsbMAZYBfCAd4FrgcuttUGt9Z4fOc8lCH1CQhwnsk4BRfYpp2GaZh5bmqbSMo4DhMVWtxz77P17hm00ghOPP5Jnnn4cz3FwHJd8GODHnSY/AM8JuHbCtUx+6FHOOmMcG6y3LuDixMPMkU0gH23zWgmDYO77emkatd+kaIqsGCLrpzmvQFND/sTEkMGcF+cuzXGmOucC2k7peZB2LoTY2LSzUzljgIPquUNjzKXA/sAs4DGgHdgYuATY2BizQ090eJBu3cqKpkIbW1hC8+Oll+b6G2/j7ttv5bTTT2HGjGnkCQidNpywWAwff/wRo3/7G3bafhRHHTeWhRfri9J43rPv8LdXn2X6D9+B04shQzfmZ8st2+xqKUrqmefa23A4xvyi2dVSFKWH0M5O5bwFnA28ArwKXA0M7e7OjDHbE3V0PgU2sNb+I96+OPAEsB1wAHBhbdUuTyKsWxnQdMfG1lkDDjvushvrDR3GCScfz2OPTMFxXDzHL5qxLaQ1F83gNnHiPTz59FROGnsWW2y5lZxh75Rpnnv+OS665CJeeOkFcq6D5zj4YUj+1BNZe821OfBPBzJkvQ1Ex6A5VxtbEuPs6tqbdcqJrLXWEA498CDWXXvtxMcpQiP92ktMnAnSJMjGphMUVIi19i/W2iOttbdba/9Vh10eE78eVejoxMf5jGgUCeBoY0xDc5SEGciyoKmmTEcb27yaxZdYnEsu+TMXXXg5Cy+0UNkZ2z7/4gv2+d1o9tl3NJ9//gUiZm9Jkea2225j77334MWXXuxw3v0A2vLw4ksvsvfee3D77beLjUFz3lGDnotExFnu2vMDeO7559hzr924867bEh2nGI30ay9BcSZGo7OxKeUwxiwFrAa0AXd0/txa+xTwX2AJYO2GV0i6dSsrmhpsbJ334zoOW2yxFU9PfZFRO+xcdsY2gMmT72P4iI245547CTvsXOkuU6c+ybHHHUkYBmV1YRhwzLFHMHXqkz1TMUVJOZVee0EQcPzxx/Dcs1N7qGaKojQD7ew0h1/Hr29ba2d2oXm5k7YhSF5IM0uaist0srHNb78LLLAQF198BVdfcyOLLrkUuG48Y1ukKSxK6rkwfdp3HHPMkYzec1f+8+G/cNAF2WrRnH/eWXOG8wsLvnZeALbw3iHggvPPFheD5nxeDbXsR0gMac/5/K694r8wDLnkkgsSGacojfRrL0FxJkZTSRm1sWWaZePXD8toPuqkbQhJsW6lXVNPG1up/Wy40TAm3/8Iu+++J3k/6GBrK9g6CjaPqc9MZcNhGzJhwrXkfR+1AFSvse+9x3PPPzePba3c+2efexb73ntiYtCcq40tiXFWcu11bvNeePEF3vvnvxIVpziN9GsvQXEmRpMgG5tOUNAc+sev08topsWvAxpViZYWj0UXHcDsdp/2fEBLzqVPa/SVmNmWn7OtV4vXEE2j9ptETTVlQmCRRQZUfexBC/Tjsssu5rd77MJ+Y/bngw8+6HLGthkzpnPK2BN55KH7uOCSS1lplVUB8Gd74M8GrxduS2+C9pY5771efeer6U6ZJGpuv/vFbl2Tr732IuussbKIGOqlkV6/6jQzIL7+9FzIjLP7195LrLPmKomJU5pG+rWXnDiTo6mkTGFbs9GRnYyTzxdZo8Iia1TRtkZpmnlsaZqePPbaQ9bjmede4E8HHYqXa8Fx3DmWDuho+3jllVdYf911GXfG6bS3zepoJQjaOr4vZTforOlOmQRqfvj+uy7PaVfvPRd++P47MTHUTSO9fnouUhVnJdde8V9h27Tvv01UnOI00uuncTbnXAixsenITnMojNr0K6MpjP780KhKtLf7fPPtDNryPu1+QIvn0rsl+krMas/P2daa8xqiadR+k6iptMzABfpCGPLVV9NqPvZ++x/MRkM35qgjDubvb79BPnQoLEbalg9xcuB5IbPb2jn+hBO55dbbuWHTyDUAACAASURBVODsc1jpFz8HrxWnpTdh+yzw28BrxW2NRoeCthlztnXWdKdMEjWO22uOTcbz5lppCue01Hs/AMftxRdfThcRQ93OhfD6VaNZaKAHhHzx5fTMnwupcVZy7UX2tY4a3N4drj3pcUrTSL/2khJnkjSVlHFbQxZbfBDNRkd2msMH8etPymh+3EnbOEIQPQNZVjSVlCn8s07HXvmXv+LBhx7nqGNOwGnpW3bGtrfffottt92Ss88+k5mzZs3zuTKX9dcf2qPlFEWJ6P61t0Gda6IoihS0s9McXotfVzLG9OlCs0Ynbd0Jw2j2Lj8M8YMQPwzn2J6KtzVK08xjS9NUXCao/7E9L8eBBx7Gvfc/yi9XXQtcL56xzcFxc3juXOuHg891117BNltuzEvPT4UgP/cvHsLusM1vK/++kjIJ1JgVVmDIOkPIuZBzHXKxlabc+3WHrItZYQUxMdRNI71+VWpCX8+F5DgrufYK7Vlh2zprrcUKy/80UXGK00i/9hIUZ2I0lZQRYmPTzk4TsNZ+DPwVaAV27Py5MWYosBTwKfB8o+oRxj/v+36AHwT4fhD93F9iW6M0zTy2NE2lZfJ+Y+r3k2WX49rrbuLY406htbUvgdtC4OYI3Bb80CEIovV7PAc++vBDRo3ahrGnHMv3335L6PuERCtch75P6OcJfZ/Accu+r6RMUjWHHHI4Oc/Dc6Lzls/PPX+d3+c8j4MPPkxcDPXQSK9fNZrAzxP67XouhMc5v2svCJjTnuVclz+N+VMi45SkkX7tJSXOJGkqKRMyr0ukGWhnp4EYY8YZY941xowr8XFh25nGmOWLyiwGXBa/HW+tDRpVPwcHQvA8F8918Tw3sjmV2NYoTTOPLU1TaZmc17j6teZaGD36tzzy+DOsOWQobWGOttAFx8V1IQhD8kH0msvBjTfdxKgdtuXpZ54uNHM4OQ/HbcHJebhhUPZ9JWWSqll//aGcMnYcAe6c89X5/AVhSIDL2FPHs/76Q8XFUA+N9PpVo3G9HI6n50J6nPO79lwXXBdCHE48+TTWWX+DRMYpSSP92ktKnEnSVFLGISx1+9nj6AQFFWKMWZW5nRCAFePXM4wxhxc2WmvXLtIsCZj4tQPW2juNMZcDY4A3jTGPAu3AxsBAYCJwSV2D6ERhXZYgDAlCBy9ekwXAc5052xqlaeaxpWkqLeO5DqHb+Pots8xPuPa6m7nzzjs547ST+Obrz/FDaA8dCF3aiyYx+M///stv9xnNltvtxNixZ7BAvz7gBfETwa3RT6hdvS/Mwe/kUqnZcefdGfyjwVx82UU8/ewLODlwneimqy0Pa6+7FgfsfyBD1t9QbAw1a6TXrxqN6+F4PjiBngvhcZa79vwAhgxZl0MPOJAha6+V6DjFaKRfe0mJM0maSsroOjuJYyCwVontP+vuDq21+xtjngH+CAwFPOBd4Brg8kaO6nRA+kP5WdE0YYKCchoHh+1Gbc/QDTbgpBOOYsqU++PJC9w56/MUc+cdt/HkE48x/tTT2GzkSGQMXjefIUOGMGT9DfnHv9/nb68+y/QfvgOnF0OGbszPlls28j0rilJ3urz2NhyOMb+YO2uUoiipRjs7FWKtfRKqu3+z1o4GRs9HczNwc3frVSt5P4jvbaPBxiCI3hVva5SmmceWpqm4TEi0Xk4P1m/RxRbn6qtvYPLk+zjupOP5+uuvwc3HI00B4OC5IZ4L33z9JQcdNIYHho/kpJNPZ7ElB1OYcx8C8Ns6vo8fXsyCZoXlf8qQNVcm9PN89c1McHPRA5xC6tcwjfT6VaWJjBqOnotExdn52nNa+kDopy7OdOe8xmsvMXEmSFNJGZ2gQJFAznNxHAgJcRxwY1tT8bZGaZp5bGmaasoQNieGrbbamocffIxttxlFGM/qlg8dAlzyoTNn/Qo/gEcffYhNRgzjlttuJwgdQkJCXPBaCXHnvnc8cLyO21KuQXj96q6RXr8qNTXlT0gMWc059T6W0DjTmnMRbaf0PEg7F0JsbNrZUepme+qWRrq1rCc1lZQp/LNJMSywwIKMP/McJlxzM4MHL007LV2uzfPDD99z2GEHssceO/Pxxx+hKIqiKIrS02hnJ+OUsjQFQdhhW6M0zTy2NE3FZTrZ2JoVw/pDh/Lo48+wx177ELgt4Lo4jjtn/QqI1uZpzcGLLzzL1ltvyoRrr8Rvm4VDgFOwI8Tz8nfYFg+Np1WD8PrVXSO9flVqasqfkBiymnPqfSyhcaY15yLaTul5kHYu1MamSCAp1q20a5JgY+usGThwACeffCo33Hgryy2zHGEY4Ad0sLa15SNb28yZMxl76ilsO2pL3nvvH4gdllcbW/010uunNrbM5Jx6H0tonGnNuYi2U3oepJ0LtbEpYpBu3cqKJgE2tlKa1Vdbg/smP8yBBx6K6+XKWtteffWvbLnlCC699GLa2nUWJEVRFEVRGot2djJOIqxbGdAkzcbWWdOrV2+OPvoEpjz4OCuutAq+kwM3XgC1k60tCPJcfPH5bLfNZrz+2suyhuXVxlZ/jfT6qY0tMzmn3scSGmdacy6i7ZSeB2nnQm1sigSSYt1KuyaJNrZSmlVW+RV333Mfhx56BK25lnlmbCvY2iDknXffZfMtRjL21FOYPnM2Iobl1cZWf430+qmNLTM5p97HEhpnWnMuou2Ungdp50JtbIoYpFu3sqKppEzhn1JjAFpyLfz+92OYPPkR1lhjrbK2tiAIuOyyi9hi82G8+OKLKIqiKIqi1BNdVDTjJGIhzQxoJC8q2l3Nsj9dntvvvp/rr7uOc887m2nTviu5ECnAfz7+iL322pUdd96dI48+kYH9+xB1o+YOgxdsDE1fSK0mjYeIhfF6UiO9flVpdFHR5MZZdO2lOs605lwXFRWnqaSM2tgUCSTFupV2TVpsbJ01rbkce+41mnvve5AN1tug7EKkEHLTzTey0cZDefzxxxA7dK82tuo00uunNrbM5Jx6H0tonGnNuYi2U3oepJ0LtbEpYpBu3cqKppIyhX9KjaELzeDBg7lmwk1ccMHl9Bu0SJe2NoBPPvkf++w7msMOO4gvv/pqns8VRVEURVEqRTs7GScRM5BlQJP02dgq0YDDdjvsxIMPT2WTTbcquxCp58Lkyfex+aYbMmniHYRBnppnjhGiQXj9dPai8pqa8ickhqzmnHofS2icac25iLZTeh6knQu1sSkSSIp1K+2atNrYSsW56GKLcMGFl3LpxVex6CKLdrkQKYR8+dXX/GG/3zH6t7/hs88+Q8TQvdrYqtNIr5/a2DKTc+p9LKFxpjXnItpO6XmQdi7UxqaIQbp1KyuaSsoU/ik1hiri3HSzzXh66gvsstseZWdsA3jooQfZZPhG3HbbzQRhMM/niqIoiqIopdDOTsZJhHUrA5os2NhKvR84cAHOPfdirr/hdpZcapmSC5EW/mbO+IGTTjqePXbfiQ/+ZWUP76uNTcaxpVlphMSQ1ZxT72MJjTOtORfRdkrPg7RzoTY2RQLNtjRJtlxJPRdJt7GVKrPueutx770PsdfovfGDsOyMbc+/8DwbDx/GVVddRd73ETm8rzY2GceWZqUREkNWc069jyU0zrTmXETbKT0P0s6F2tgUMQiwNDXl2NI0lZQp/FNqDDXE2bdfH048fiyTJk1hmeV/UdbWNnPmTM4YN5Zddt2O9+y783yuKIqiKIoC2tnJPJIsTdIsVyLPRUiqbGylyvxq1TWYdP8j/GH/g8m1tFJuxrY333iTbbYeyTlnn0Hb7JlyhvfVxibj2NKsNEJiyGrOqfexhMaZ1pyLaDul50HauVAbmyIBiZamLGqybmPrrOnVqxcHHHQoE++ZzCq//FXZGdtmt+c559yzGDFyI/72+uuIGN5XG5uMY0uz0giJIas5p97HEhpnWnMuou2Ungdp50JtbIoYBFqaMqmppEzhn1JjqFec8ftfrLgSkx94hONPPBWvV/+y1rZ3332XUTtsw/gzT2f6jBnzfK4oiqIoSvbQzk7GkW5pyopGbWxda1zXY8yYA7j/gcdYdY0hZWdscwiYcO3VbLn5MJ59+gmRFgCaeGyxVocEaWrKn5AYsppz6n0soXGmNeci2k7peZB2LtTGpkggCZamLGjUxjZ/zbLLLceEG25m7Mnj6N27X9kZ2z786GN23Hl7jj72SL797jskWQBo4rHFWh0SpKkpf0JiyGrOqfexhMaZ1pyLaDul50HauVAbmyKGhFiaUq+ppEzhn1JjqFecXWg8x2X33+zB4089x3objihrawO47dZb2GqrkTz6yEMlP1cURVEUJd3kml0BpXmEYWQZ8sMQPwhxnMhSBHTY1ihNM48tTVNxmSB674fyYujJnC++xI/489U3MGnSRMadfgpfff4JnuPjuQ6O6+GFPq25kJwLX3/5GfuP2Zvhm09i7NgzWXhgHwjy4Ljgt0X/LrwvDLkXb6urxiH04209fuwmaaTXrypNWFv+RMSQ1ZwXXXupjjOtOa/x2ktMnAnSVFJGbWxKswnjn899P8APAnw/iH5OL7GtUZpmHluaptIyeV9uDD2Z88AP2WzzrbjvvkfYautt8EOHwG0hcHMEbgvtvoPrOHgOuI7DxIkT2XDDdbhv4l0E+XZC3ydwXELfJ/Tz0StO9Fe0rZ6awM8T+s05drM00utXjabW/EmIIas5L85dmuNMa86ltJ3S8yDtXISUdl30NN7JJ5/c7DooPc9oYJl8PmDGzLY5TqGc59LiRv1fPwznbPPiB+LrrWnUfpOoqbRMn769AGhry4uLoVk5HzCgP9ttvR0rr/wrnnvpRabNmE17EOIS4DkhDk40KhTCrFkzefyxh3nnnbdZfa21GThwEDghTghOSw7Xa4ma5jA/d5vj1k3Tr28rEDKzPazrfkVrpNevCk3f3l5t+RMQQ1Zz3uHaS3Gcac15zddeQuJMlKaSMl4L/fr3if+35kNgAk1AR3YyTOFhcC9+ALzwWvxvz3UapmnmsaVpqimTExpDs3O+2Wab8+CUxxm1wy4EYWSHaw8d2kOX9qJJDPIBPPHUkwwfOZzrbriRABc8D5wchQcscXJzt3mtHd/XonFzOF6u/vuVrJFev2o0teZPQgxZzXlx7tIcZ1pzLqXtlJ4HaedCJyhQxBBCEh9WT52mkjKFf0qNoV5xdlMzcOAgxp56BjfdcAdLL70s7bR0OYnB9OnTOOaYw9lt1+358MP3URRFURQlfWhnJ+Mkbc2VtGp0nZ36atYeMoSHH53K3vvuR+i1gOviOO6c9XggWp+nNQevvvISW2+9GVdecRn59tnQU2t9SF9DQdelKKmpKX9CYshqzqn3sYTGmdaci2g7pedB2rnQCQoUCSR1zZW0aXSdnfprBgzox3HHncjNt9zJ/7N33mFSVFkb/1VVzwzJnNPqmso17JpFVECCoCQRAyoosmYxiwkDKgiYMLuKAQwogqjkYAKzrvqpayjjGteEAhJnuup+f3TX0JOaGrp6+lbVeZ9nnrp1+711zluHmuF2v33vDtvtgFJexsaWsz9PZTpjbVu5ciUjRw2nW/cufPTxxzTJXh+676HQlHsxRIhTUP000ZDUmhN2LE11xrXmWvzu1L0Out0LsbEJtEFMLU2R4wQZ4zd11RCWzhA5u/9jD56dOosLL7wEK1WW19r2/vv/R5cuB3PLzaNYubISgUAgEAgE0YZMdhKOJFiaosARG1txOeXlFVx44aXMnjOPv+++J66RAtPMLnSQ4fgWN+Wlueee2zniiG689+7bYmMT20cNTkH100RDUmtO2LE01RnXmmvxu1P3Ouh2L8TGJtABSbE06c4RG1vTcHbZZRcmTXqWwZdcRrPyCtKuV8PW5q/Y5nrw5ZdfcORRvbnq2qv5c+lywrIAsAZjIs3RPT+xsSWm5oQdS1Odca25Fr87da+DbvdCbGwCbZAgS5PWnCBj/KauGsLSWUSOZVr886RTmD5jLm3aHJjX1qaU4v777qXboR155ZVXEAgEAoFAEC3IZCfhSKKlSUeO2NianrP1Ntvy2ISnGTb8RlqstV7eFdt+/PE7Tj75BC679AIW/rEAsbEl1/ZRUP000ZDUmhN2LE11xrXmWvzu1L0Out0LsbEJdECSLU06ccTGVhpOeSrFsccdz9Rps+l4cMe8K7aBYsKTE2jbrg0zZs6gYCuN7hYFsX3UyymofppoSGrNCTuWpjrjWnMtfnfqXgfd7oXY2ATaIMGWJq04Qcb4TV01hKWziTmbbrop944Zyz1338/6G2yY19r2yy8/M3BgfwadfRq//vobAoFAIBAI9IVMdhIOsTTpwREbW+k5YNDr8D68NO9NevQ8Iu+KbZYJs2dOo3v3Tjw9+UlUemVgCwDFthboxtE9P7GxJabmhB1LU51xrbkWvzt1r4Nu90JsbAIdIJYmPThiY9OHs9FGG3LrbXfyr3vuZ5ONN8m7YtuiRYu48KLz6XfCcfzwww8EsQBQ61xbi4LYPurlFFQ/TTQkteaEHUtTnXGtuRa/O3Wvg273QmxsAm0gliY9OEHG+E1dNYSlUwNO+4M7MHv2ixzf/6S8tjaAF198kUO6dOTRRx/GU16d1wUCgUAgEJQGMtlJOMTSpAdHbGx6clqttTbXj7iJxx5/ii3+sm3eFdtWrljKsGFDOe6YI/jyCwexsWkQWzcrjSYaklpzwo6lqc641lyL352610G3eyE2NoEOEEuTHhyxsenNad16f56dMot//vM0DIO8K7a99e+36dCxLXfceTuVaY/aH/lT61xbi4LYPurlFFQ/TTQkteaEHUtTnXGtuRa/O3Wvg273QmxsAm0gliY9OEHG+E1dNYSlU0NO8+bNuPyyK5kxfS47/W3XvNa2lStXMnz4NRzR+zA+/vg/CAQCgUAgKA1kspNwiKVJD47Y2KLD+fs/9mTm7Bc4/4JLMMua5V2x7dNPPuKoI3tz800jWbF0CdpYMXSzOkSIU1D9NNGQ1JoTdixNdca15lr87tS9DrrdC7GxCXSAWJr04IiNLVqcZhUVDDr7XCZPns7u/9g974ptrpfmrrvv4JCuB/PGG2+SuVIELApi+6iXU1D9NNGQ1JoTdixNdca15lr87tS9DrrdC7GxCbSBWJr04AQZ4zd11RCWzohwdthxB56c+CxDr7mesuZr512x7YsvvuSQLl25+OLLWLJ0SZ3XBQKBQCAQhA+Z7CQcYmnSgyM2tuhyTNPipH+exrSZL7Dv/u3yrthmGooHH3yAbl078tLzc0pnP9DN6hAhDnIvIquTsGNpqjOuNS/o2YuQzshwxMYmiArE0qQHR2xs0edsvfXWPPDQw4wYfhNrtVor74pt3/3wPcf168uFg8/n9z/+QEuLgtg+6uUg9yKyOgk7lqY641rzgp69COmMDEdsbIJIoZR2IA2sSNpwgozxm7pqCEtnRDmmYXD0MX2Z//IbHNK122o3I5381CS6dz+EWTOn13lNIBAIBAJB4Ug1ZTDbtvsBJwBbAf8DJgH3OY6TboD/ENDfcZwmzTNJqM+iA9ToKxanlLF14wQeo6hhY9NJg9R81fnGG2/Kgw8+yjNTn+Wa64ay4Nefsyu2ZawYlqkoT2VsbgsW/MbZZ5/K5ClTGD58FBuvvzaZaVRN+w05loAafbpzdM+vURwDRV1rVDLvRdR0WqtqF2udca15gc9eZHRGiBNkTNJsbLZt3wOMAzoBNtAeuAN427bt7fIMrft2qCA0iKVJD47Y2OLHsSyTbt16MGPaXHr1OqLOim25tjbXg2nTp9K2XRsmTpyIpzxKblEQ20e9HOReRFYnYcfSVGdca17QsxchnZHhiI2tJmzbPgw4DfCAB4BBwG3AYuAfwGu2bf+9KXIR1IMQbTyN5pQytm6cIGP8pq4awtIZI866663LLTffzqOPTmSTLbbOa2tbtGghF19yAQMHnsAP339b53WBQCAQCASNQ1PZw04j81+A4xzHmeh32rY9EngM6AA8b9v2IY7jvNdEOSUeSmXsN65SuJ7CMFS1RSe3r1icUsbWjRN4jJc5d5V+GqTm+TkHte/Aq2+8xTXXDuPBB8ZkbW0Kw7SwlItlZsakTHj7zVc5tGtHLhh8Kf2P74+l0mCYVFsCvHTmxzDBrax5rhtH9/waxVEoN9uf+HsRNZ3GqtrFWmdca17gsxcZnRHiBBmTMBvbvsB/cic6AI7j/Ax0AR4ENgDm2ra9ZxPllHio7FvRruvheh6u62Xemq6nr1icUsbWjRN0TNrVV4PUPD+nRctWXDf8eh559En+8pdt8cwyPDOFZ5bhKgPPyyxyYBlQuXI5V155Jf2O68OXnzso10WR8a0r10W5aZTr4hlmjXPdOLrn1xiO56ZRbpXciwjqzK1dnHXGteaFPntR0RklTpAxiroOhlKgqSY76wMf1/eC4ziu4zgnk/n+zvrIhKfJYGCAAssysUwTyzIzn7/V01csTilj68YJOiZl6atBah6sfvvt15qZc+cx4ORBpI1yKpUJholpgqcUaS9zTKXgnXffpc9Rvbnn3ntIV1Vm/pykLAyzDCNlYSqvxrnh/8nRhKN7fo3hmFYKw5J7EUWdubWLs8641rzQZy8qOqPECTLGINfXXTo01WTnd6BlPoLjOOcCo4H1yEx49mqKxJIM/4vVVvYL1/4xt22ZRtE4pYytG6cxY1KaapCaN65+rVq24OJLL2f8E0+zk70zSnm4HlQpgyplUpVdxCDtwYrKKm665Ua6dO3IBx9+AEYKLCt7LK95nv2SqDYc3fNrDMdMYVgpuRdR1JlbuzjrjGvNC332oqIzSpwgYzRZoCDVRHG+A1Y7eXEc50Lbtl3gImAO8EWxE2ssbNs+DjgD+DtgAZ8CDwH3OI7jNeI6Y4ET81Acx3F2KiDV4Cjll7hLGVs3TpAxflNXDWHpjCvHb+aM2XW33Xj62ek8OOZubr5pFFUKlGGSxkMZleTi448/4tBDOzHotNM5Z9A5NG9VjkAgEAgEgobRVJ/svA1satt2m9URHce5GLiBzCc8exc7scbAtu27yCyosDfwMjAX2BG4E5hk2/aa3M9XySzJXfvn6TByXh3q20PE81SNvmJxShlbN07gMQpy99nRSYPUvHH1yx2TSpVx9tkXMPe5l9ljr31wjRSYWcuimeFYJpm2crn//rs5/PCuvP3WG9V7HRjk7CGi3Jp9peTonl8jOci9iKxOwo6lqc641rygZy9COiPDCTJGkwUKmuqTnRlkPg05D3htdWTHcS61bTsNXE7N90lLBtu2+wBnAj8BbR3H+TzbvwnwItAbOJvMktqNwf2O44wNMdVGIWWZeMpFoTCMjOUGyNkzxCgap5SxdeMEHVN7nx2dNEjNG1e/+sbYts2ECZN5+OFx3HzjCJb+uQLLMDAMk7TKrMYH4HrwzTf/5Zi+fejb/yQuG3wJazWvAEyMrG0gsy9FOtNnlaM8b9V5U3JKGbsonMz+EXIvIqYzt3Zx1hnrmhfw7EVKZ0Q4QcZoYmNrqk925gCdgXuCDnAc5wqgFzCwWEk1Epdlj5f4Ex2oXlHujOzppWv46U5pUUqrTylj68YJMsZv6qohLJ1x5fjNPGMs06L/CQOYNft52rZtTxVleffmGffQgxzatSPz5r1U5zWBQCAQCJKOJvlkx3GcKuD5NRg3tQjpNBq2bW9J5jtHlcDE2q87jjPPtu0fgC2A1gT49EoX1Ge/AWr0FYtTyti6cQKPUTVtbDppkJoH4OTUb3VjttjyLzz82CQmTZrI9SOGsXDhAgzDxDLcHGubojwFP//0A6edNpBuPQ7niqGj2GCD9fFtH9Sy8ZBjLWgSTiljh87JrDdU2xqVzHsRNZ3WqtrFWmdca17gsxcZnRHiBBmjiY0tep9ClAZ7ZI8fOY6zvAHO27W4QXGwbdu32LZ9n23b19m23aUpPx3yrTUZKw3Vq0jl9hWLU8rYunEaMybXxqaTBql54+oXZExZyqLPkUcxbdocOh/StXrFtrQy8DBJZ1dscz0AxdPPPE279vszZeqzeMpAkbF9kLXxVJ9nV82p0VcsTiljF4GD3IvI6iTsWJrqjGvNC3r2IqQzMpwgYzSxsYX2yY5t2/s6jvNWAeNN4DrHcYaElVOI+Gv2+E0ezre1uEFxQj19H9u23ddxnA8bea1GoazMYqON1mJllUtV2qMsZdK8PPNPYnllurqvoswqCqdY140ipzFjFLDhhmtpp0Fq3rj6NWbMOuu2ZNLECcycOoVBgwbx2+9/NLhi22+//cappw6kz+HduOWGG9hskw0wy5rhVZWBuxKsCqyKFgC4K63qvmJxShk7fM4yyNZP7kXUdK6orl28dca15oU9e9HRGR1OkDF+X6kR5icIL9u2fcmaDLRt+69krF+XhphPmGiVPS7Nw1mSPa4V8Jr/B5wD7Jy9/uZAd+D9bN9ztm1v0fhUG4d0Osdao3JWkcrpKxanlLF14+ien+jU414c3rs3H3z4Iccd3y/vim2WCbNmzOCAA9rw6CPjUO7KamtB7VVzqvu8hlesKohTrOtGkaN7fqJTdMq9EJ1h3gtNbGxhfmenDLjetu3OQH/Hcf4XZJBt28cDdwFrAyrEfLSG4zi31upaCky3bXsuMI/Md38uAwYVK4eqKpc/Fi6jMu1S5XqUWSbNyjL/JFZUpav7ylNWUTjFum4UOUHHrL1uC1CKBQuWaKdBat64+q35dcu5btgNdOzUjSuHDOb7b79qcMW2xYsXc+ZZZzP20QncOOIGttpiM7DKMcszHK9yGbiVYJVjlDVDVa2oPg+LU6zrloKz/toWoPj1t6WJvxdR07nBOmXVtYuzzrjWvNBnLyo6o8QJMsYsV2y8yTqUGmF+spPOHg8G3rdtu0c+sm3brWzbfhh4mFWfhvwnxHzChP+pTcs8HP/Tnz8LCeQ4TiUwInt6WCHXCgwFeGZmMwAAIABJREFURvbYYF+xOKWMrRsnyBi/qauGsHTGleM3Q7jugQcdxKzZLzBg4CmkjfK8K7a9/PLLdD20I+PGPYjr6fFOm0AgEAgETYEwJzsHAl+T+bu8IfCMbdt32rZdUZto2/a+ZGxcx2f5BnA3sG+I+YSJ/2aPW+fhbFWLWwg+zR6Lb2OTDSa14Mimognh5NQvjOu2aNmKa64dyfgJT7P1tjuCaWIY5qoNSMlY28pTULlyOSNGDKPv0b1wPv2o2m5QvfmbK5vwBeFQyHU00ZDUmtdnt4mjzrjWvKBnL0I6I8MJMkYTG1tok53s4gS7A49luwwy+8+8bdv2zj7Ptu3LgJfJfJHfAH4DejqOM8hxnJVh5RMy3ssed7Ftu3kDnH1qcQvBBtnjkrysECArc+nBkdXYksNpzGpsQTn77rMvTz8znTPOOBvTMPKu2PbOu+/RqXN7br7lpuyCCRqs2BMhDnIvIquTsGNpqjOuNS/o2YuQzshwgozRZDW2MD/ZwXGcJY7j9AdOJGPnMoBdyUx4Btu2/QIwjMz3ewzgOeDvjuNMCzOPsOE4znfAu0A5cFTt123bbgdsCfwEvB5CyKOzx7fzssJCWBadNeGUMrZunCBj/KauGsLSGVeO3yxC7IqKCi668BJmz36RXXfbPe9mpFVVVdx44wh69ezCBx+8j0AgEAgEcUWokx0fjuM8QmYTzn9nu5oDI4F2ZP5GVwGXOI5ziOM4PxUjhyLA/x7NKNu2t/c7bdvemIwFD2Ck4zhezmsjbNv+1LbtETnXwbbt3W3b7m7btlWrP2Xb9oVkVmkDGB26iloQS5MeHLGxJYSTU79ixd55l92YNmMuF10yhFRFi7wrtn3xuUPfvn0YOeJalv25ePWWBLF9gNyLyOok7Fia6oxrzQt69iKkMzKcJNrYasNxnC+ATmT2n/HffzQAj4xt7cZixS4GHMeZBNwDbAp8aNv2VNu2JwOfk1kq+hngzlrDNgPs7DEX2wBTgV9s255r2/Zjtm3PIrOPz01ZzsWO48wuipgciKVJD47Y2JLDKYaNrTanorycM04/i2eemcnee+5N2vVq2Npcj+ofz3O5b8y9dO7SnjfeeAOxfYiNLa41J+xYmuqMa80LevYipDMynKTa2HJh2/auwKus+uK+QWbSYwAP2rbdsVixiwXHcc4ks6jCu2Q+peoCfEFmeeg+juMEncK+D9wGOGQmSn2y11sGPATs26STwRCtNI3mlDK2bpwgY/ymrhrC0hlXjt9soth/3favPD5hMsOG3Uh5i3Xzrtj29df/5djjjuLqq4ew+M/FdV4XCAQCgSCKCHOfnWrYtn0mcCPQjMzf4EVkbGBnAn8h80nHbNu2bwaGOI6TbuhausFxnPHA+IDcAcCAevq/Bs4LNbE1RH02GaBGX7E4pYytGyfwGEUNG5tOGqTmATg59Wuq2IZh0H/AQNp17MyVV17O/PkvYBgmluHmWNsU5amMtW3ChMd5/sUXuWb4TXTu3AXfPkItOxA5FoW8nDUZoy3HQFHXGpXMexE1ndaq2sVaZ1xrXuCzFxmdEeIEGRNHG5tt2+vZtv0McAeZ7+kYZL6wv7vjODcA/wCeyol9EfBa7ndgBE0LsTTpwREbW3I4TWFjq4+z5ZZbcu+Yh7hx1K2su846eVds+/F//6P/Ccdx5lmn8uuCPxDbh9jY4qCTsGNpqjOuNS/o2YuQzshwkmhjs227PfAB0IPqKR3DgbaO43wD4DjOIsdxjgJOBZZmeXsD79q2fVJYuQgaCZUpBCpPX7E4pYytGyfIGL+pq4awdMaV4zdLlJ9pGBzR50jmzX+T7j17512xDWDy5Kfo2qU906dPQdW4uEAgEAgE0UCYn+w8B2xO5u/rD0BHx3GurO97LI7j3E9mkvN/2a5WwP22bU8IMR9BAMjKXHpwZDW2hHBy6lfK/DbccCPuvfch7r7nQdbbeLO8K7YtWvg7F154HqedMoCfvv+GoqzYEyEOhVxHEw1arNIkq7HFi6P7sxchnZHhJHQ1NpPMROdZ4B+O48zLR3YcxwH2A24l896jARwZYj6CABBLkx4csbElh1MqG1t9nC5duzJj2lyOPPKYvCu2geK555+jXYd2jB8/HtdzSartg0Kuo4mGonM0zY+wY2mqM641L+jZi5DOyHCSaGMDVgBnOo7T23Gc34MMcBynynGcC4DDgF9CzEXQGIRok2k0p5SxdeMEGeM3ddUQls64cvymRvmtvc7ajBp5M0888QybbvnXvLa2P/9czJArLuHEE4/nm/9+Xed1gUAgEAh0Q5iTnX0cx/nXmgzM7ifzd2BWiPkIAkAsTXpwxMaWEE5O/XTLb/8DD2L6zJc4fsDJGKaFYZjVVjbIWNv8FdvefvtNunXrxL/uuZ101cr81gbdrRhiYwufo2l+hB1LU51xrXlBz16EdEaGk0Qbm+M4HxU4/hfHcbqFlY8gGMTSpAdHbGzJ4ehkY6vNadmqBZdddhVPPjmZHbbfIe+KbcuWr2DoNVfRo2dXPv3UISm2Dwq5jiYais7RND/CjqWpzrjWvKBnL0I6I8NJqI1NEFUU2SaTl1PK2Lpxgozxm7pqCEtnXDl+U9f8sud77rkPc5+bz3kXXIyymuW1tr333nv06NGV224bzcrKyjqvCwQCgUBQShRlU1FBNKBUxt7iKoXrKQxDVW9ImNtXLE4pY+vGCTzGy5y7Sj8NUvPG1U/L/HLOm5eVM3jw5XQ6pDuXX3U5/3n/3eyKbQrDtLCUi2VmZ0kqzZh772DO3JkMHzma3XfbDbw0GCa4lZm2f+7bGnL7IsNRKDfbvybX0UJDE3C0zM9YVbtY64xrzQt89iKjM0KcIGPiZmMTRA8q+zau63q4nofrepm3devpKxanlLF14wQdk3b11SA1b1z9dMyvNmcHeyceeXQCF10yhFSqGZ5Zhmem8MwyXGXgeZn9eywDvvziC3r27M7IEdewZPGfKNfFM0yU66LcdOZIZif03L6ocDw3jXKr1vg6OmhoCo6O+eXWLs4641rzQp+9qOiMEifIGEVdN0ApYA0dOrTUOQiaHgOAbdJpj2XLK6sdLCnLpMzMzH9dpar7rOwXqsPmFOu6UeQEHdO8RQUAlZVp7TRIzVfPya2fjvk1xDENk3323oeePQ/no08+4fv//UyVp1Ceh2UoUiYYGLhKoQzFB+//H3PnzGB7e2f+8petwVAYCoyyFKZVlvnzp9Kr+gwzEpwWzSxAsbxKrdl1NNDQJBwN82vZonxV7WKsM641L/jZi4jOSHGCjLHKaNmqefYvC98AYykBxMaWYPhfSvaUwlMGVvZLywCWaVT3FYtTyti6cYKOsUwDZeqpQWreuPrpmN/qODvssAOPjp/IY489xo2jhrG4cgWugiplgDKpUh6VaYWRgv9+9x3H9z+WPn37ccWll7NOy+ZgpKj+wqqRAsvLHsvB81ad68oxLQzLBcNbs+vooKEpODrmZ6ZW1S7OOuNa80KfvajojBInyBhZoECgDRTZ2XievmJxShlbN06QMX5TVw1h6Ywrx2/qml8AjmmYHHvc8cya8wKdOnZGGQZVlDW4iMH4Rx+hyyEHM/e5uQgEAoFA0NSQyU7CIXuu6MGRfXYSwsmpn5b5NYKz2WZbMO7hCdx5532st8GGuEYKTDP7CVaG4+/Ns+C3nzl70Gmcd87p/PrLz6DTXhGyz074HE3zI+xYmuqMa80LevYipDMynCTusyOIJmTPFT04ss9Ocjg677PTWI5lmRx55NHMmvkChx3aDZVdZa6hvXmmTJtK23atmfTUJDxloMVeEbLPTvgcTfMj7Fia6oxrzQt69iKkMzIc2WdHECkEsK4UjVPK2Lpxgozxm7pqCEtnXDl+U9f81pCz4YYbcsvoO7jvX2PZZJPN89ra/vjjDwYNOo2TT+7PTz/9iEAgEAgExYRMdhIOsTTpwREbW0I4OfXTMr8COR07d+b5F1+l77H9G7S1+T/z571It25deOzRsXhVK+paH3Sya4iNLRY6CTuWpjrjWvOCnr0I6YwMR2xsgqhALE16cMTGlhxOnGxs9XHWW29dhl8/irFjx7PVFlvVsbW5HtU/S5cu4cqrhnDUMX34+uuv0dauITa2WOgk7Fia6oxrzQt69iKkMzIcsbEJIoV6bCl1+orFKWVs3ThBxvhNXTWEpTOuHL+pa34hclq3bs2Mmc9zymln4ZrlDdraAF5//XUOPawzY8bcR9pN13ldIBAIBII1hUx2Eg6xNOnBERtbQjg59dMyv5A5zVu04Iorr+XJSVPZbsedwTQxDLPaygarVmxLV63k5ptHcuQR3fnoP++jlV1DbGyx0EnYsTTVGdeaF/TsRUhnZDhiYxNEBWJp0oMjNrbkcOJuY6uv5nvssSeTJk/h7LPPJ2VZuB4Nrtj2wYcf0qVrR0bdMIIVlWm0sGuIjS0WOgk7lqY641rzgp69COmMDEdsbIJIobYFpb6+YnFKGVs3TpAxflNXDWHpjCvHb+qaXxFrXl5WznnnXsicOS+x+x575V2xLZ1OM3r0TfTo3on33nsXgUAgEAjWFDLZSTjE0qQHR2xsCeHk1E/L/Jqg5vZOOzNl2hwuHXI15c1b5V2x7euvvuS4445i+LCrWLJoYV17hNjY9ORomh9hx9JUZ1xrXtCzFyGdkeGIjU0QFZTa3qKz/UbXeyE2tmhzkmhjqz2mLJXilJNP45lnZtJ639Z5V2xTyuOBBx+g0yHtefnllym1pYNCrqO7LSXmVh/CjqWpzrjWvKBnL0I6I8MRG5sgUlBgZI8N9hWLU8rYunGCjPGbumoIS2dcOX5T1/yauOZbb7M1jzz2JDfccBvNWq2fd8W2b7/9lhNOPI7LLx/MwkUL67wuEAgEAkF9kMlOwqGTvUU3+42W90KB2NgizMmpn5b5laDmhmFyzHH9mDVnHu06ds27YptlwuTJT3Fol4OZMX0KYmPTlKNpfoQdS1Odca15Qc9ehHRGhiM2NkFUoJu9RSf7ja73Qmxs0eaIja3+MZtutil33nUvt46+i/XXWy/vim0///ILA/95AqecOpBffvmNprR0UMh1dLelxNzqQ9ixNNUZ15oX9OxFSGdkOGJjE0QKCozsscG+YnFKGVs3TpAxflNXDWHpjCvHb+qaX4lrbhoGPXr0Yv7Lb3H4EUflXbENYOrUZzmkS3ueeeYpVI2LCwQCgUCQgUx2Eg6d7S1J4oiNLSGcnPppmZ8mNV9vvfW5664xjLn/YTbcdMu8K7Yt+XMRl146mIEDjueHb79CayuN7raUmFt9CDuWpjrjWvOCnr0I6YwMR2xsgqggCvaWJHDExpYcjtjYgl+3Q8dOTJ82h759++VdsQ0U8+bPo32H9owbNw7Xc9HSSqO7LSXmVh/CjqWpzrjWvKBnL0I6I8MRG5sgUlBgZI8N9hWLU8rYunGCjPGbumoIS2dcOX5T1/w0rHmrtVoxfNhIJk2ayhZbb5/X1rZ06RKGXnMFxx93DF9/9WWd1wUCgUCQPMhkJ+GImr0lrhyxsSWEk1M/LfPTuOb7tG7D1BkvMOCfZ2JaKfKt2Pbe/71Dt26duOP2m6mqXIE2VhrdbSkxt/oQdixNdca15gU9exHSGRmO2NgEUUFU7S1x44iNLTkcsbGt+XVbtGjORRdfyuSnprCT/be8K7atWFnJ8Ouv47Buh/DRRx8RlqWDQq6juy0l5lYfwo6lqc641rygZy9COiPDERubIFJQYGSPDfYVi1PK2Lpxgozxm7pqCEtnXDl+U9f8IlLz3f6+O7PnvMjgS4ZAqnlea9uHH35Ar17duPnmG1mxcmWd1wUCgUAQb8hkJ+GIg70lDhyxsSWEk1M/LfOLUM1TqTLOO28wU6Y9x6677513xTZwGTPmHnp278Tbb7xKyaw0uttSYm71IexYmuqMa80LevYipDMyHLGxCaKCuNhbos4RG1tyOGJjCzf2jvaOjH98IkOGXE15ebO8K7Z98eVXHH5ET66+5kr+XLKEJrfS6G5LibnVh7BjaaozrjUv6NmLkM7IcMTGJogUFBjZY4N9xeKUMrZunCBj/KauGsLSGVeO39Q1v4jW3DItBp50CnNfeIV92xyc19amlOLhcWPp2aMr8+e9WOd1gUAgEMQLqVInICgdlMpYQ1ylcD2FYWSsI0CNvmJxShlbN07gMV7m3FX6aZCaN65+WuYX8ZpvudXWPPjIE0yaOIlRI65l4e+/YBkulmlgmBaWcilPKVIm/PLzD5z8z350O/xohg4dzjotysFLg2GCW5lp++e+FcNTKDfb3yAn3fB11mRMFDla5mesql2sdca15gU+e5HRGSFOkDFiYxOUGir7Nqnrerieh+t6mbdN6+krFqeUsXXjBB2TdvXVIDVvXP10zC/qNfdcRc/DezN1+hw6H9IVVxl4ZhmemcIzy6hyDUzDwDLANAyefHICbdvuz+yZU1FuGuW6eIaJct3qc4WBwsBz0yi3Ki8nt682Z03GRJGjY365tYuzzrjWvNBnLyo6o8QJMkZR99P1UsAaOnRoqXMQND0GANuk0x7LlldWO0JSlkmZmZn/ukpV91mGURROsa4bRU7QMc1bVABQWZnWToPUfPWc3PrpmF+car7O2mtzZO8jsXf6G6+8+RbLVlRS5SlMPCxDYWBkPhVSsHz5MubOmclXX37J3vu0ptVaa4GhMBQYZSlMqwwDaNHMAhTLqxSmYdbLQaVX9dXmrMmYKHI0zK9li/JVtYuxzrjWvOBnLyI6I8UJMsYqo2Wr5tnfynwDjKUEkE92Egz/S79W9ou+/jG3bZlG0TiljK0bpzFjUppqkJo3rn665henmluWSc+ehzN71vMc1v1wvKx9sEoZVCmTqpxFDNIezJozi85dOzFh4iQUFlgWGCn8L95ipjCsVKbPKs8ea3Fy+2pz1mRMFDk65pdbuzjrjGvNC332oqIzSpwgY2SBAoE2UGRn43n6isUpZWzdOEHG+E1dNYSlM64cv6lrfjGt+Xrrrc8NN97CQw88yuabb0UVZQ0uYrB48SLOP38QJ57Yl++//w6BQCAQRBsy2Uk44rj/RhQ5ss9OQjg59dMyv5jXvG37g3nuhVc4vv9JuEYKTBPDyOzNY5kZjmVCeQpef+0VevTowrixY3DTlSD77EReJ2HH0lRnXGte0LMXIZ2R4cg+O4KoIM77b0SJ05gxss9OtDmyz05p81tnnbW59trhPPrYE2zzl21QysvY2HL256lMZ6xty5cv55prh9Lr8G58/sUXFLzXh+77ZsR8LxLCjqWpzrjWvKBnL0I6I8ORfXYEkYICI3tssK9YnFLG1o0TZIzf1FVDWDrjyvGbuuaXoJrvvde+TJsxl7PPPh/TSuW1tv3732/TseNB3HTDjVRVVSEQCASC6EAmOwmH2Fv04IiNLSGcnPppmV/Cat6sWXMuu+wqps94jr/tvFu1tS2z0EGG41vc3HQlw6+/jk6dOvOfD/9PLDAR1ElCdMa15jRhLKm52NgEMYLYW/TgiI0tORyxsemVn2ka7L77Hjz9zDTOP38wZVaKtOvVsLX5K7a5Hnz00Uf07t2T4SNGsGxFJaHbPuLA0TQ/EqIzrjWnCWNJzcXGJogbFBjZY4N9xeKUMrZunCBj/KauGsLSGVeO39Q1vwTXvCxVxmmnncH06XPZa6998traXM/lrrtuo9thHXj77bcRCAQCgb6QyU7CIfYWPThiY0sIJ6d+WuYnNWfb7Xdg4tPTuerqYVS0WDvvim3fffsN/fsfw9VXXcqfixciFhgNYouNLbY1pwljSc3FxiaIEcTeogdHbGzJ4YiNTa/86uNUlJVx4oCBTJk6iwPbHJh3xTZQPPLoI7Q/+ECef+E5xAKjb34kRGdca04TxpKai41NEDcoMLLHBvuKxSllbN04Qcb4TV01hKUzrhy/qWt+UvManC233JKxDz/ObbfezdrrrJfX2vbDD99z/PHHcP4Fg1jw+x8IBAKBQA/IZCfhEHuLHhyxsSWEk1M/LfOTmtfhgMFRRx/LvPlv0qNnr7wrtlkmTJvyND17dGbmjCmo9Eq0sZzoZm8RG1u8OGJjSx5HbGyCqEDsLXpwxMaWHI7Y2PTKLyhn00034dHHHmXsQw+xwfob5l2xbcGCBZw16Az+ecpAfvn5F7SwnOhmbxEbW7w4YmNLHkdsbIJIQWXev0Tl6SsWp5SxdeMEGeM3ddUQls64cvymrvlJzfNzgG7duzNnzoscefSxeW1tALNmzaTTIQczceITqNoXEggEAkGTQCY7CYfYW/TgiI0tIZyc+mmZn9Q8Pydbv3XWXY+bb7mTh8Y+zqZbbJ13xbZlSxdz5ZWXc0K/Y/j268/R2pYSc6sPCdEZ15rThLGk5vGysaVKnUDUYNv2ccAZwN8BC/gUeAi4x3Ecr9TXayxSlomnXBQKw8jYOYAcC4dRNE4pY+vGCTom1walmwapeePqp2N+UvPVc3Lr17ZdO6ZOncMto0cy7oF/Va/YZhgmaeVRmVYYKbAsxauvvcrBHdtz+cWXcGL/E7CsMoysxSNj0UkDJoZVjvK8VedR5OiYX44NKtY6Y13zbP1irzMinCBjNLGxyWSnEbBt+y7gTGAF8DxQBXQE7gQ62rZ9ZGMmKGFfb42hSmgNKWVs3ThBxvhNXTWEpTOGnM8+/YR/v/s2C5csJkU57dsexDbb7ahNfkXl6J5fUI5/msNp0bI5Q6+6jiN69OKCC87m62++QRkmaTyUUVlj7PLlyxk2/Bpmz3yWYdffgr3rHgiKj8+cT3j/nVdZ+uciMCpo074ztv23UqclEAiaCDLZCQjbtvuQmZj8BLR1HOfzbP8mwItAb+Bs4LZSXG9NUZ9dA6jRVyxOKWPrxgk8RkGujU0nDVLz+jlvvP46d905mjffeBXDsjDMFMpLc+21Lvu1PoCzBp3PAQccoLUGqXmWk/P81ebsvc9+zHluPqNvHc19Y/4FqjK7YlvGfmOZivJUxub2/vvv07PHIZw26EIGDTqXMiPDoZblihwbSI0+3Tma5Pfa669x+52388Zbb5AyDSzDwFWKFddcxX77teGCc87lgNatI69TC07RYxso6toS46czQpwgYzSxscl3doLjsuzxEn9iAuA4zs9kbGgAl9q2HfSehn29NYKs0qQHR1Zjiydn4oQnGDiwH2++9Tqel0YpBUqhlMLz0rz51usMHNiPSU9O0FaD1LwmJ99qei2aN+fCiy5m4sQp7Py3Xeus2Ja7EenKqjQ33DiSLl078v7776PIWHS0X4EpIitWTZgwgYED+/PmW2/WuO/+inmvvf4aJ5x4HJOemhBpndpwZDW25HFkNbZ4wbbtLYG9gEpgYu3XHceZB/wAbAq0burrFQyVmYOj8vQVi1PK2Lpxgozxm7pqCEtnDDgvz5/H5UMuwlNeDQ5GzTGe8rjs8gt5ef487TSExtE9v6Ac/3Q119l5l52Z/PRULhtyNWZ5y7wrtn3yyccc0acno264nmXLl9d5XdB4vPzyS1w+5GKU8vLyPM/jiisu47VXX26izAQCQSkgk51g8I3VHzmO09Bfo7drcZvyemsMWaVJD46sxhY/zi2jb6zuM0wD00xhmEa95woYfetN2mmQmtfi5Dx/q7tOKlXG6Wecw7QZL7D7Xq0hz0akBh4PPXg/3Q/rwOuvzEPrFZgisGLV6FtuwLfS+Kvi1XffLROUUtx5562R1KkVR1ZjSx4nQquxyWQnGP6aPX6Th/NtLW5TXm+NIfYWPThiY4sX5/PPPuX111+pY1vLd/7aay/z+WefaqNBal4/p7Gbwm673bY8/NgTDL1qOBUVLRrciBQU//3mW/oc1ZvLhlzKosWL0dK6ornVx/nsM157/bUatrX6bGy59/2NN9/gsy++jJRO7ThiY0seJ0I2NlmgIBhaZY9L83CWZI9rleB6a4SyMouNNlqLlVUuVWmPspRJ8/LMP4nllenqvooyqyicYl03ipzGjFHAhhuupZ0GqfkqzjOT3sw8ZAowsscA5++99yZ77benFhqk5vVz/Oevsdc5/8JBHHvs4Zw16GxeeuGF6tXaDOX/Y1iFJx5/jNdffpGbbhnNYb36AOCutMBdCVYFZlkzvKqy6nOrooVWnFLGfnLym3XuZxC8995b7L/v3yOjUzdO8WMvAzLPXrx1RocTZIzfV2rIJzsJRzqdY41S9dg1VPE4pYytG0f3/ERn4ziLFi/GMMwGbWv1nRuGmXk3XxMNUvPwOVtssRUTJ03mjrvvZb0NNqShjUgtE/73v//Rt+8x9O93HL/+8nNNG4/X8CaZWnBKGPvPxYsavKf+ee6P37dk8cJI6dSOo3t+orM090ITG5t8shMM/qcsLfNw/E9r/izB9dYIVVUufyxcRmXapcr1KLNMmpVl/kmsqEpX95WnrKJwinXdKHKCjll73RagFAsWLNFOg9R8Fccyy1HKQymFoRS+bc00zQbPlfKwzHIWLPhTCw1S87qcVus0r37+CrkXB3c8lJkz9uXaoZcxbcrTDW5E6now/vEJzJ7zHNdfcx3dDzsUI1WBUdYMVbUC3EqwyjHLFQBe5bLqvlJyShrbrKi2qPn3sDJNjXuasa/V5GA249fflkZGp26cYsdef20LUPz629JY64wSJ8gYs1yx8SbrUGrIJzvB8N/sces8nK1qcZvyeoVBgZE9NthXLE4pY+vGCTLGb+qqISydEeccdFC76j4aYWM76KB22mgIlaN7fkE5/mkI92KjjTZizJixPPDgY6y70RZ5V2xbsGAB5553FmeccQo///RjndcFq1D97DV6XNuQMxEIBLpAJjvB8F72uItt280b4OxTi9uU11sjKJVZUchVCtdTuEpVWzFy+4rFKWVs3TiBx3j6apCarzrfYced2H//AzFME8O0MEwza1tr+LxNm4PYYcedtNH/teHXAAAgAElEQVQgNa+H4xV2nfrGdD20GzNnv0Tvo/qBaWVXbDMwzBSWucp2lTLhlfkv0OWQg3ns4fvx3Crw0pmfrH2k+txLZ95ZzT1vSk4JY9s77kib/duQMiFlGqSyNrbc89x7mjIN9t9vP3bcfrtI6dSO0wSxlZsMnZHhBBmjiY1NJjsB4DjOd8C7QDlwVO3XbdtuB2wJ/AS83tTXW1Oo7FuMruvheh6u62Xecqynr1icUsbWjRN0TNrVV4PUfNX5+ecNxkqlspMZC0951e3a51YqxXnnXqSdBql5XU7u8xfWvWjZai2uGnodDz74OJtv/hc8swzPTOGZZbjKwPPANAwsA1YsX8oll1zMgBOO5puvv0S5Lgoj8+O6KDeNcl08w6xx3pScUsZWGJx//kWkLAvLyNy3dHrV/TONzP3072nKNBl0xqBI6tSJU+zYnptGuVWx1xklTpAxirqfVJcCMtkJjhHZ4yjbtrf3O23b3hi4O3s60nEcL+e1EbZtf2rb9gjqotHXCxsGBiiwLBPLNLEsM2O1qKevWJxSxtaNE3RMytJXg9R81fmBB7XlumtGYKBQnotpmCjPRXlejXMDxbBrR3LgQW210yA1r8vJff7CvhcHHnQAc55/heMGnEIVZVQqEwwT0wRPKdJe5phKwRtvvkXvPr144KEHcdNVmf9mpCwMswwjZWEqr8a54f9XpAk4pYxtoDjooHZcc+0IPMzq+5V7/0wTTBMUBlcNHcb+B7WNpE6dOMWObVopDCv+OqPECTLGINfjWzrIZCcgHMeZBNwDbAp8aNv2VNu2JwOfAzsDzwB31hq2GWBnj2FcL1T4+0BY2f0h/GNu2zKNonFKGVs3TmPGpDTVIDWvyzmmb18eGDOO/fbZl8y+Ol7mHS/l4Xlp9ttnXx4YM46jjzlGWw1S85qcVAHXCTJmrbVacsUV1zBu/JNst+32KOXhelClDKqUSZUyqExD2oNlK1Zy/chh9OjZlU8+/ZTst/Czx/Ka59k9MJqEU8rYWc5RxxzPvWMeZq999qu+X252wuN6sF/rA3ho7HiOOLJvpHVqwyl2bDOFYaXirzNKnCBjZJ+d6MFxnDNt234FOAtoB1jAp8CDwD2N/RQm7OutMWp/gba+vmJxShlbN06QMX5TVw1h6YwRp/X++3PgAU/x3y8/49/vvs3CJYtJUU77tgexzXY7kvY87TVIzWvQmuRe7Ln7XkyZNpt/3XUrd9w+mipMlGFW78+Ti/fee4/Ondtx/qCzOfP0M6hoUY4A2rRpQ5uD2vP5V1/z/juvsvTPRWBU0KZ9Z2z7b6tWjRIIBLGGTHYaCcdxxgPjA3IHAAPCul4xkHa97N/XzIeNnpc5y+0rFqeUsXXjBB6jyOzZoaEGqXl+zrY72Oy13164nuKP35dgmQaup7TJT2oegJPz/DXFvSgvr2Dw4Ms57LCeXHTJRXz08UdgprOfEGX2srBMhWWC8tLcffetvPDcDIZdfyO777kv/n4X5Ox3UaPPrSwOp1jXXUPOjttvR5t9d0W5aRb8sRyjrDnk7AcSF50l5RQ9dsYkZcReZ4Q4QcbIAgUCHZCyTAwDFArDoNpWkdtXLE4pY+vGacwYlJ4apOaNq5+u+UnN83MKqd+axt5tt9146qlnuXDwJVSUlZN2PdLKwMMkrQxcj+qfzz//jCP6HM7V113DkmUrUCgUJr7FRGGu6rPKa56HxSnWdQvkkBCdca05TRhLah7SvdDExiaTHQGozBwclaevWJxSxtaNE2SM39RVQ1g648rxm7rmJzXPz/FPS3AvUlaKU/55GjNmPkfr1m0yCxg0sDePUoox997DYV078NprryEQCARJhkx2Eo76bBWep2r0FYtTyti6cQKPUZBrY9NJg9S8cfXTMj+peX5OgfULI7+tt9mWxyc+y7XXjaJ5q3XBNDEME8sEy8xwLDOzt8yPP37HwIH9GHL5RSxa+Du+dcugph2o+jy7T0bBnGJdt0AOCdFZEk4TxKYJY0nNQ7oXYmMT6ACxt+jBERtbcjhiY9MrvyjY2GpzylMpju/Xn6nTZnNwu4OrV2zLtbZVpjO2NlA8/sTjtG3XhlmzZ6GNvUVsbPHiiI0teRyxsQkiBQVG9thgX7E4pYytGyfIGL+pq4awdMaV4zd1zU9qnp/jn2pyLzbbbDPGPPAwd915H+utv0Fea9vPP//EgAHHc845p/PrbwsQCASCpEAmOwmH2Fv04IiNLSGcnPppmZ/UPD+nwPoVIz8w6H3EUbw070269zgc10iBmd38NMfW5v/MnDGVHt078ewzk1DplSTJ6kNCdGpraRIbW7w4YmMTRAVib9GDIza25HDExqZXflG0sdXH2Xjjjbjt9ru5+64xbLzRJnlXbFu4cCHnX3AuJwzox48//kijrCsRtvqQEJ0l4YiNLXkcsbEJIgWVeX8QlaevWJxSxtaNE2SM39RVQ1g648rxm7rmJzXPz/FPNb4XHTp2ZM6cFzmu34l5bW0Azz//PJ0P6cD48Y/gKa/O6wKBQBAHyGQn4RB7ix4csbElhJNTPy3zk5rn5xRYv6bS0GqttRkx8hYeeWwSm2/117wrtq1csZRrr72a4/v24asvHeJs9SHsWJrq1NbSJDa2eHHExiaICsTeogdHbGzJ4YiNTa/84mJjq4/Tpk0bpkydzUkDT8EwyLti25tvv0WHju248647qXI9GmVViYjVh7BjaaqzJByxsSWPIzY2QaSgwMgeG+wrFqeUsXXjBBnjN3XVEJbOuHL8pq75Sc3zc/zTCN2L5s2bccXlVzNt6mzsnXbOa21bsWIFw4ZdzRG9u/HJJx8jEAgEcYBMdhIOsbfowREbW0I4OfXTMj+peX5OgfUrpYbd99ibWXNe4tzzBmOWNcu7YtsnH/+Ho47sxehbRrFy2RLiYvUh7Fia6tTW0iQ2tnhxxMYmiArE3qIHR2xsyeGIjU2v/OJsY6vNaVZRwTnnns9TT03jH3/fPe+KbWk3zR133s4hXTvwzjvvkNeqEhGrD2HH0lRnSThiY0seR2xsgkhBgZE9NthXLE4pY+vGCTLGb+qqISydceX4TV3zk5rn5/inEb8XO9o7MnHSs1w1dDipZmvlXbHt88+/4Kije3P99dewZOnSOq8LBAKB7pDJTsIh9hY9OGJjSwgnp35a5ic1z88psH5aaMj2mabFP08+nWkzX2Cf1gflXbHNNBQPPzyO7od1ZN5LzxNVqw9hx9JUp7aWJrGxxYsjNjZBVCD2Fj04YmNLDkdsbHrllyQbW32cbbbZhgfHPsrw626gVctWeVds+/a77zimbx/Ou+Ac/li0mGqrSkSsPoQdS1OdJeGIjS15HLGxCSIFBUb22GBfsTiljK0bJ8gYv6mrhrB0xpXjN3XNT2qen+OfxuxemIZB32OPY/7Lb9C5y6Gr3Yz0iccfo8shBzN7zqw6rwkEAoFukMlOwiH2Fj04YmNLCCenflrmJzXPzymwflpoyMPZZJPNeOih8dx6+z2svcHGeVds+33BL5x7zpkMOutUfvnxB7Sx1oiNrTQcsbEljyM2NkFUIPYWPThiY0sOR2xseuWXdBtbbY5lmfTo0YsZ056jR4/D867YBooZM6fTvuNBTJo0CU95lNxaIza20nDExpY8jtjYBJGCAiN7bLCvWJxSxtaNE2SM39RVQ1g648rxm7rmJzXPz/FPE3Av1lt/XW4dfScPPzyBDTfbKq+tbeHChQy++HxOPnkAP/7wXZ3XBQKBoJSQyU7CIfYWPThiY0sIJ6d+WuYnNc/PKbB+WmhoJKddh07Mmj2fo48dkHfFNsuEV199mS5dOjDuwXtQXhrd7DeEHUt3m5FuliaxscWLIzY2QVQg9hY9OGJjSw5HbGx65Sc2ttVzWq3ViquGXsv4xyayzdbb5F2xbemyZVw2ZAjHHNOHr77+Ep3sN4QdS3ebkW6WJrGxxYsjNjZBpKDAyB4b7CsWp5SxdeMEGeM3ddUQls64cvymrvlJzfNz/NOE3ov99tuf5194hTPOOhfXLM9rbfv3O/+mZ89DuefuO6hKV9V5XSAQCJoKMtlJMJTK2BhcpXA9hatUtY0ht69YnFLG1o0TeIynrwapeePqp2V+UvP8nALrp4WGAjnNmjXniiuuYdJT09l+p7+DaWVXbDMwzBSWaVCegpQJyq1i9C0j6XZoB/7z4XvgpVf9uJU1z7MWmGJylBtyrBJo0JbTBLGr6xdznZHhBBkjNjZBqaGyb9e5rofrebiul3n7rp6+YnFKGVs3TtAxaVdfDVLzxtVPx/yk5vk5hdZPBw1hcP62y2489sRTnHv+xZhmOZ5Zhmem8MwyqlwD0zCwjMwePh9++CFdu3bi5huuZ/nSZSjXxTNMlOui3HTmiJH5yekLk+O5aZRbFWqsptagM6fYsXPrF2edUeIEGaMwivVf2EbBGjp0aKlzEDQ9BgDbpNMey5ZXVjsVUpZJmZmZ/7pKVfdZhlEUTrGuG0VO0DHNW1QAUFmZ1k6D1Hz1nNz66Zif1Dw/p6J5ObDm9dNBQ5gcyzRpvd9+dOvWk/f/8yH/+/k3qjyFiYdlKAyMzKdCWe/f+//3Ds8/Nwt7593YcsutwFAYCoyyFKZVlvlvkUqv6jPM0DgtW5QDiuVVKrxYIeYXeU6RY7doZq2qX4x1RooTZIxVRstWzbO/QfgGGEsJkCpFUIEe8L986imFpwys7JdTASzTqO4rFqeUsXXjBB1jmQbK1FOD1Lxx9dMxP6n56jmF1E8XDWFz/va3nZjw5DOMHfcQo28aydI/V1BlGKBMqpSH62WmS2kPvvz6vxzd90iOPWEglw2+hFbNysFIUf1FZiMFlpc9loPnrTovhGOmMCwXDC+8WGHmF3VOsWOb1qr6xVlnlDhBxsgCBQJtoMjOxvP0FYtTyti6cYKM8Zu6aghLZ1w5flPX/KTm+Tn+qdyLOn2WaXHiiQOZMfM5DjywHVWU5V3AYOyDD3Bo147Mnz+/zmsCgUAQJmSyk3DI/ht6cGSfnYRwcuqnZX5S8/ycAuunhYYic7b6yzY8+vhTjBw1mpZrr593b56f/vc9p546gMEXncPvC34F2WcnuhzZZyd5HNlnRxAVpCzZf0MHTmPGyD470ebIPjt65Sf77ITPKUtZHHX0MUybPoeOnbqglIfrNbw3z1OTn6JtuzZMmz4VTxkoFLLPTsQ4ss9O8jiyz44gUlBgZI8N9hWLU8rYunGCjPGbumoIS2dcOX5T1/yk5vk5/qnci0A6N954Y+791/2MuW8sG2y4cV5r22+//crJJw/gzDNP5tdffkEgEAjCgkx2Eg6xt+jBERtbQjg59dMyP6l5fk6B9dNCQxPXHAy6de/FvPlv0PuIo3GNFJhmdsGODMe3uFkmPDd3Ft26H8JTk55ApVciNraIcMTGljyO2NgEUYHYW/TgiI0tORyxsemVn9jYmqbmG2ywATfdfCtj7nuIzTbdjLTr1bC1uR7VP4sXL2LwxRdy7PF9+e6771EoxMamOUdsbMnjiI1NECmozPtvqDx9xeKUMrZunCBj/KauGsLSGVeO39Q1P6l5fo5/KvdijXUe1LYds2e/yIknnbzaFdvmz59Hl64dePjhh3A9Pd4hFggE0YNMdhIOXawOTR1bN47Y2BLCyamflvlJzfNzCqyfFho0qHmLlq249rpRPP7k02y1zfZ5V2yrXLmc66+/jmOP6c1nzseIjU1TjtjYkscRG5sgKtDN6qCTFUPXeyE2tmhzxMamV35iYytdzffdZz+eeXYmp512FqZh5F2x7d/vvEOnzu0ZfestVKY9FAqxsWnEERtb8jhiYxNECgqM7LHBvmJxShlbN06QMX5TVw1h6Ywrx2/qmp/UPD/HP5V7EZrOZs0quHjwZcya9Ty77PqPvNa2yspKRo0aTq+eXfjPfz5EIBAIgkAmOwmHzlaHJHHExpYQTk79tMxPap6fU2D9tNCgac132fUfTJ/5HBcOvhyrvHneFds+/+xTjj66N6NGDmP5kj8RG5sGHLGxJY8jNjZBVBAFq0MSOGJjSw5HbGx65Sc2Nn1qXlFezplnDuKZZ2ay5x575l2xzfNc7r3vHjp3ac9bb72FQiE2Ns0tTWJjixdHbGyCSEGBkT022FcsTilj68YJMsZv6qohLJ1x5fhNXfOTmufn+KdyL4qqc9vttmXCk89w3XWjKGu+Tt4V27766muO6duHa665gj+X/FnndYFAIJDJTsIRNatDXDliY0sIJ6d+WuYnNc/PKbB+WmiISM0Nw+SEk05mxuwXaX1A+7wrtlkmPP74eA7r2oHnn5uF2Ng0tTSJjS1eHLGxCaKCKFod4sgRG1tyOGJj0ys/sbHpXfOtttqKMQ+M44aRo1ln7bXzrtj2w48/cny/vpw56HR++30hCoXY2DSyNImNLV4csbEJIgUFRvbYYF+xOKWMrRsnyBi/qauGsHTGleM3dc1Pap6f45/KvWhSnaZh0OfIo5g3/00O695rtZuRTn5qIl27tGfmzGmo2gUUCASJg0x2Eo6oWx3iwhEbW0I4OfXTMj+peX5OgfXTQkOEa77RRhszZsw47rzrftbdaNO8K7Yt/GMB559/DmecNpBffvwOsbFpYGkSG1u8OGJjE0QFcbE6RJ0jNrbkcMTGpld+YmOLXs0PPewwZkybyxFHHJV3xTZQzJk7h7YHt2XcuEdQykMsTdG1d5EQnZHhiI1NECkoMLLHBvuKxSllbN04Qcb4TV01hKUzrhy/qWt+UvP8HP9U7kXJda6z7jrceMNoxo+fzCZbbJPX1rZ48SIGnX02vXv34btvv6nzukAgiDdkspNwxNHqEEWO2NgSwsmpn5b5Sc3zcwqsnxYaYlbzA9q2Y8aseRx7wj8xTIt8K7a98sorHHpoB+791x246RDsSbrbjHSzNImNLV4csbEJooI4Wx2ixBEbW3I4YmPTKz+xsUW/5i1btWDIkKt54omn2H677fOu2LZs+QquHnolPXp2xXE+Q6EQS1M07F0kRGdkOGJjE0QKCozsscG+YnFKGVs3TpAxflNXDWHpjCvHb+qan9Q8P8c/lXuhpc69996Xuc/N59zzL8IzK/Ja295991169OjCHXfcRmVVZZ3XBQJBfCCTnYQjKVYH3TliY0sIJ6d+WuYnNc/PKbB+WmiIec3Lyyu4+OIrePrZ2ey4y+55V2zzvDR33XUbvXt15f1330QsTXrbu0iIzshwxMYmiAqSZHXQmSM2tuRwxMamV35iY4tnzXfZdRcmTpzMRYMvw7LK8q7Y9smnDt16dGP4iOtYumw5YmnS095FQnRGhiM2NkGkoMDIHhvsKxanlLF14wQZ4zd11RCWzrhy/Kau+UnN83P8U7kXkdCZslKccdpZzH3+ZfbZ/6C8tjbP87h/zH306nUIb77xWp3XBQJBdJEqdQKC0kGpjAXAVQrXUxhGxiIA1OgrFqeUsXXjBB7jZc5dpZ8GqXnj6qdlflLz/JwC66eFhgTWfOu/bsfUGbO4/8GxXHv11fy5aAGW4WKZBoZpYSmX8pQiZcL/fvie/v2O4ohjTuCKK4bSqsICLw2GCW5lpt3QuW/ZSSKn6LEVys32x1pnhDhBxoiNTVBqqOzbYa7r4Xoerutl3h6rp69YnFLG1o0TdEza1VeD1Lxx9dMxP6l5fk6h9dNBQxJr7ino1/8EpkyfzcHtD8ZVBp5Zhmem8MwyqlwD0zCwDDANg0ceGUe7dm14Ye5slJtGuS6eYaJct8FzhZH5SSCn2LE9N41yq2KvM0qcIGMURjH++9poWEOHDi11DoKmxwBgm3TaY9nyyupP/lOWSZmZmf+6SlX3WYZRFE6xrhtFTtAxzVtUAFBZmdZOg9R89Zzc+umYn9Q8P6eieTmw5vXTQUNSa+4/exXlzTn6yGPYepu/8vpbb7F8ZZoqT2HiYRkKAyPzqZCCpUuXMHvWNL7/9lv23LcNrVq2BENhKDDKUpiGWfPcKsv8106lk8cpcuwWzSxAsbxKxVpnpDhBxlhltGzVPPuE8g0wlhJAPtlJMPwvd1rZL3T6x9y2ZRpF45Qytm6cxoxJaapBat64+uman9Q8P6eQ+umiIak192tnWSZHH92XGTNfoNMhh+FlbYlVyqBKmVTlLGKQ9mDK9Kl06dqBp5+dgsICywIjBVZ59pg9z35Bu0ZfUjjFjm2mMKxU/HVGiRNkjCYLFMh3dhoB27Zt4EqgA7AB8BMwA7jWcZz/NfJa7YEXV0Pb33GcN9Yg1cZBkZ2N5+krFqeUsXXjBBnjN3XVEJbOuHL8pq75Sc3zc/xTuRfR0+k3c8432mgjbr3tTnp278UVl1/Igj9+RxkmaTyUUYmhVpH/+OMPzjrrVKZP6cSwodexyRZbIxAIogGZ7ASEbdvtgJlAc+BdYD7wD+B0oI9t2wc6jvPZGlz6Z2BWA6/9uia5Ngb17WMA1OgrFqeUsXXjBB6jIHefHZ00SM0DcHLqp2V+ReDonl+jOAXWTwsNTcDRMr+c2tXmdO7ShTZt9mf49dcx8amJYKYxDDO7iEGGY5mK8hS89OLzHPb2m1x08RD6HncCZnb/F3L2FDFy+7J7kcSeU/TYBhmTYdx1RogTZIwmCxTIZCcAbNtuCTxBZqJztuM4d+a8dhNwIfC4bdt7O46jGnn5Tx3HGRBaso1EyjLxlEtmj4LMx/5Azr4FRtE4pYytGyfoGMOA3H12dNIgNW9c/XTMT2q+ek4h9dNFQxJrvrrfneuvvx4jRt7IYd16ccXlg/nmv5/jKkgrA8MwSSuPyrTCSGW+yzPkisuYPGUKN428ga232hIwMbKWncyeMOlMn1WO8rxV53HlNEnszN4t8dcZEU6QMZrY2OQ7O8FwErAp8GLuRCeLS4AvgT2BQ5s6sVCgMnNwVJ6+YnFKGVs3TpAxflNXDWHpjCvHb+qan9Q8P8c/lXsRPZ1+czXX2b9NG2bOep5TTz0DTJMqyhrcn+e1116j66GdeOCB+0m7aQQCgZ6QyU4wHJ49Plb7BcdxXDKf+uTyIoP6LACep2r0FYtTyti6cQKPUZBrxdBJg9S8cfXTMj+peX5OgfXTQkNSa55Tu9Vdp3mLFgwdej1Tpsxmhx13wjVSYJrZhQ4yHMuE8hSkq1Zy443Xc/SRPfj4ow9AuRh4GNS0XFWfKzeenCaITUJ0RoYTZIwmNjaZ7ATDHtnj2w28/nYtXmOwiW3bV9u2fZ9t26Nt2x5o2/YGa3CdNYL/8X7mo3yqV7LJ7SsWp5SxdeM0ZkyuFUMnDVLzxtVP1/yk5vk5hdRPFw1JrXljf3fus8++PDtlJmeecTaWYZJ2PdLKwMMkrQwq05kV20Dxf+9/wCFdOnDDjaNYUZlGoVCYYJWjMFedZ1esqtEXB04TxCYhOiPDCTJGExuboXJWGxHUhW3bawOLsqfrOo6zqB7OHmQWLVjgOM6GAa/bnoZXY1sGXOo4zh2NzzgQXgLauV7mnayVVS5VaY+ylEnz8szXuJZXpqv7KsqsonCKdd0ocnTPT3TKvRCdci+SrNP55CPOOv10/u+DD0hZmYmPl66kmQXlFlS6sCKd+f/U7rva3H3Hbey93wGYZc3wqlaAuxKsCqyKFgC4K5dV98WBo3t+orM098KqaIFhVn+uMg9oTwkgn+ysHq1y2ksb4CzJHtdqxHUXAaOBg8h8H2gtMt/7uR9oBtxu2/bJjUu18Uincz7eV/XYNVTxOKWMrRtH9/xEp9wL0Sn3Isk6d9l1N16aP59rrxtGWbOW9dra/J/PP/uMQw/txuWXXcrSP/+oacGqz5blVUafo3t+orM090ITG1vsP9mxbfsGoOcaDO3oOM4Ptm1vDvyQ7StzHKfOtxBt294B+AyodBynYs2zrb7e2cDtwO/A5o7jrCz0mrXwEtBuxcoq/li4jMq0S5XrUWaZNCvLvJu1oipd3VeesorCKdZ1o8gJOmbtdVuQTnssXLhUOw1S88bVT8f8pOb5Oa3WaV5Q/XTQkNSah/m788svv+LKIYN5/dV5VKQMykyTKs9jZZUHQLOUUf1pzyabb8XNo26kTev9wCrHLM+8++1VLgO3EqxyjLJmqKoV1edR5BQ79vprW+Cu5Lc/KmOtM0qcIGPM8hZsvMk6ZCGf7BQRmwP2GvyUZccvyblWywZi+J/+/BlSzncBvwHrA/uFdM2GocDIHhvsKxanlLF14wQZ4zd11RCWzrhy/Kau+UnN83P8U7kX0dPpN0OItfU22/Do+ImMHDmaipbrNbhaG8C3335Lv/59ueKKS1i0uI4LXiAQNAFiv8+O4zj9gH4FjF9s2/YfwHrA1sAH9dC2yh7/u6ZxasX0bNv+HNgQ2CKMazYE2XhOD45sKpoQTk79tMyvCBzd82sUp8D6aaGhCTha5pdTuzBiGYbBsf1OoG2HTlx11RBeeGEODW1EapkwadJEXnhpHkOH3UTXrofiW33IWdWq+lxptnlkEI5sKpo8ToQ2FU3CJzth4N3scZ8GXt83e3wvxJj+imxL8rIKhKzYowdHVmNLDsevn675Sc1lNba41jzs350py2SzzTbjrnvGcMvNd7DeuuviejS4YttPP//MgJP6cdrpJ/PLrwtQKEq+olaEVikjITojw4nQamwy2QmGZ7PH42u/YNu2BfTNnj4dRjDbtv8B7EjmTaV/h3HNvFCZOTgqT1+xOKWMrRsnyBi/qauGsHTGleM3dc1Pap6f45/KvYieTr9ZBJ2mYdCrV2/mv/wWvXr3ybsRKcCzzz5Nly7tefbZyaja/8AEAkHokMlOMDwE/AQcbNv/3969x0tR138cf83uHpCLoJKGqKVhfbWMwhJ/mj8BFckL3jUVvFup5OWXmilpqJloFzIRL5nilUrwhoiBgpr+9JeX0sz4piamBpmaKSByzu78/pgZWA7nDHvO7ux+d+b97HEec9nPzIcNSt8AACAASURBVHy/83FOfM98dsaMb/fZJGAwwV2dOeUfGGOGGWMWGmMWtt+hMea0jt6nY4zZCZgRLv7aWru4Fh3ojF4850aMXiqakZiy/DnZPuU8PqbK/DnRh6zmvCx3SfVzo40GMHXqL7n2upsY8PHNYp/Y9sH773HOOWdx4vFH8Y/XX8XD4ZdHOvKyTTLSz6aJ0UtF08Vau5Tg7s2HwBRjzNPGmOnGmBeBswgeJnCEtdZvt2lvVj/woL2LgCXGmKeMMb8xxtxhjPkj8DiwdTj9ZkJdWkWlDm7EqIwtOzEqY3OrfSpjy07Okyhj62ibPUaN4v7Z8/ja18au9SLSYolVP+Cz4OEFDB85nJtvvpliqYiT5UqOlHeRkX42TYzK2NLHWvsIMBS4HdgcOIjgKWzXAkOstbaLu7yE4E7QRsBo4ABgU2AecBww3Fr7fm1avw4+eOG003VJxTTy2K7FVLJNNOtqH2rVz7TGRLOutk85j4+JFnUumq+f0Wyd+tl3/b788JLLuOOOWQz6xODYsrZly5by/YkTOGrc4Sx69ZW1PheR6qT+aWy1FA5o1vreTkz8w4S/Bzv47EfAj2rTsu7TE3vciNHT2DISU5Y/J9uXQIzr7etSTJX5c6IPdYhxsn1luatnP4fttDP3zVnA5Mk/YdqN11EqtnX6xLZnnn2avffeg2+d8V1OOukU8q48dcuJp5R5+KxZPpXOfjZRjJ7GJs1CpQ5uxKiMLTsxKmNzq30qY8tOzutVxtY+pnfvXnznu+cx44672cZsE/vEthUfreQHl1zI3vvsyYsv/gUnypUcKe8iI/1smhiVsUlT8YMxOH7MuqRiGnls12Iq2SaadbUPtepnWmOiWVfbp5zHx0SLOhfN189otoH9/MIXt+e3cx/mzLPPhUKv2NK2559/jv3335vJk3/Mio8+WutzEamcBjsZpyf2uBGjp7FlJKYsf062TzmPj6kyf070Ias5L8tdI/tZKLTw7W+fwz2z5vG5L34p9oltvt/GtddOZf8xo3j6//6Xpn8yl57Glq4YPY1NmoVKHdyIURlbdmJUxuZW+1TGlp2cN6qMraMYs41h+vQZnDfhAlpaesY+se2ll19h/wPHMPGiC/hg6TKatqRJZWzpilEZmzQVH7xw2um6pGIaeWzXYirZJpp1tQ+16mdaY6JZV9unnMfHRIs6F83Xz2jWoX7mc3lOOO4bzJv/GDvsNDy2rM33fW6adiP77fdVfvfow2t9LiKd02An41Tq4EaMytgyElOWPyfbp5zHx1SZPyf6kNWcl+XOtX5u8YktuenWO7jwBz9m/X4b4Hm5VaVsEJS2RU9s+8c/3uD448fyP2eczHv/foemKmlSGVu6YlTGJs1CpQ5uxKiMLTsxKmNzq30qY8tOzl0qY2sfk8t5HHzoYTzwwEOMGrVn7BPbiiWY/qvp7Dp8Zx54YA4+Pk1R0qQytnTFqIxNmooPXjjtdF1SMY08tmsxlWwTzbrah1r1M60x0ayr7VPO42OiRZ2L5utnNOt4PwcO3JSbbprONdfeSL8BA2NL295665+cfMo3OO208fzrrbfW+lxEAnqpaIb5fnCLvej7FEs+nhfcXgfWWJdUTCOP7VpMxduUguWi714flPOu5c/J9inn8TFV5s+JPmQ15wn87kyqD74PY/Y7kC/tuAuX/PBi7r1nRvjENh8vlyfvF8nngv0UcjD/wTn87xOPc+73LuSg/Q/EK7WBl2NVCVGpLfjxclBcueZyrWKS2u+qGB+/GK5P/FiN7GcTxVSyjcrYpNH88E9JxWKJYqlEsVgK/rTUwbqkYhp5bNdiKt2mrehuH5TzruXPxfYp5/Ex1ebPhT5kNedJ/O5Msg/9+vfnkksv55prprHJJptRyrVQyhUo5Voo+h6lEuQ8j7wHSz94nzPOOJ0TTziSN19/Db9YxMcLfopF/GIbfrFIycutsVyrmKT2G8WUim34xda6HKuR/WymmEq28fFq/C/X7slPnDix0W2Q+jsW2LKtrcTyD1euuoteyOdoyQXj36Lvr1qX97xEYpLabzPGVLpNr949AVi5ss25Pijn644pz5+L7VPO42N69uoBdD9/LvQhqzlP4ndnvfowePCnGDv2KN79z/s8/8KLtJZ8/FKJvOdTyIGHF8R68Mbrr3PXnTPo1acvXxj6ZXKeB34bng9eS4GclwPPX72cbwn+OVptTFL7DWN6r5cHfD5s9RM/ViP72VQxlWyTb6FP317hf928BkyjAXRnJ8OiL0bmwy9MRtPy+XzOSyymkcd2LaYr2xQc7YNy3rX8udo+5Tw+ppr8udKHrOa81r8769mH/v37cdHFl3LDzdP5xBafxPdLFEvQ6nu0+jlaw4cYtJVg6fLlTLxoIgccuC8vv/IKeAXI58NpjzWXwy+VVx2T1H6jmFwBL1+oz7Ea2c9miqlkGz2gQJwR/EFIX2JtdEwl20SzrvahVv1Ma0w062r7lPP4mGhR56L5+hnNNnk/h+2wI7PnPMj48afj5fO00tLpQwx+//v/Y7fddmHqVT+ntbUNkazSYCfj9C4GN2L0np2MxJTlz8n2KefxMVXmz4k+ZDXnZblr9n6ut14vJkyYyOzZD7LNtttR9AqQy4V3iIKYfC54L0+xbSWTJ1/GYYcdwJ9feI5mfv8MdTyW3rOj9+xIihTyeheDCzFd2Ubv2WnuGL1nx632dTVG79lp3n66/J6d7sQMHbo9d98zmzNOP5OWfIG2YmmNd/MUS6z6+ctf/swBB4zhh5MmsXzFSnx8mu39M9TxWI3sZ9PE6D070lR88MJpp+uSimnksV2LqWSbaNbVPtSqn2mNiWZdbZ9yHh8TLepcNF8/o9mU9bOl0MJJJ4/nvvvmsv32X44tayuWikyZ8jP23Wd3nn76aUSyQoOdjFOpgxsxKmPLSExZ/pxsn3IeH1Nl/pzoQ1ZzXpa7NPZz8Kc/w4y77+d7519Ez97rQy6H5+VWlbNBUNrWowB/f20R48YdxoUTz2PpB/+hWcq7qOOxVMamMjZJEZU6uBGjMrbsxKiMza32qYwtOzlPWxlb+5ieLS0cd/yJ3HvvA3xlp11WPbGtvLRtZVtQ1gY+N918EyNG7sKCh+fTDOVd1PFYjexn08SojE2aig9eOO10XVIxjTy2azGVbBPNutqHWvUzrTHRrKvtU87jY6JFnYvm62c0m/Z++rD5Fltw0y3T+dnkq+jXf8PY0rY33nidI444lDPPOo133/03ImmkwU7GqdTBjRiVsWUkpix/TrZPOY+PqTJ/TvQhqzkvy12q+xkug8dhXzuSRx59klFf3Sf2iW35HNx790zGjNmTB+bci9/2ES6Wd1HHY6mMTWVskiIqdXAjRmVs2YlRGZtb7VMZW3ZynvYyto5iBg4cyNVTr+OKK65iow0HxD6x7Z133uaU8Sdz4jdO4K23/oWPj0vlXdTxWI3sZ9PEqIxNmoof/B0IP2ZdUjGNPLZrMZVsE8262oda9TOtMdGsq+1TzuNjokWdi+brZzSb9n52EOPhMXr0Xsydu4CDDz08tqwNYM6c+9lj1AhmzvwNfvsLQKQJabCTcSp1cCNGZWwZiSnLn5PtU87jY6rMnxN9yGrOy3KX6n7GxGyw4Ub8dPJV3Djtdj4+6BOxT2xbvux9Jkz4LsccdQR/f+1vuFDeRR2PpTI2lbFJiqjUwY0YlbFlJ0ZlbG61T2Vs2cl5FsvYOorZdfgI7rtvLmPHHbPOJ7Y99vjvGDFyF35x/XW0lXyC/6mMrSHHdi1GZWzSVHzwwmmn65KKaeSxXYupZJto1tU+1KqfaY2JZl1tn3IeHxMt6lw0Xz+j2bT3s8KY3n16c9HES7jn7vv51OBPx5a2LV++nPPPP5fDDt2fl19+CZFmo8FOxqnUwY0YlbFlJKYsf062TzmPj6kyf070Ias5L8tdqvvZxZgdhu3EvId+x8mnnA75HrFPbHv+uT9w4IH7MOXKyaz8cBkqY3OwtMy1c6EyNnGBSh3ciFEZW3ZiVMbmVvtUxpadnKuMreOY3r16cdbZ5/Cb39zNZ7f5XOwT21pbW/np5B+z976jef755/HxURmbQ6Vlrp0LlbGJM3zwwmmn65KKaeSxXYupZJto1tU+1KqfaY2JZl1tn3IeHxMt6lw0Xz+j2bT3s4qYz223HXfefR/fPe8Ccj36xD6x7cUXX+TAg8Zw+eWX8uGKFWt9LuISDXYyTqUObsSojC0jMWX5c7J9ynl8TJX5c6IPWc15We5S3c8qYwqFFk4+5XRmzX6IIdsPi31im0eJG274BfvuvRtPPv4oKmPLWIzK2KRZqNTBjRiVsWUnRmVsbrVPZWzZybnK2CqPGbz1YG69/Td8//yL6bVer9gntr266DUOOuQAJpx/Hu9/8AEqY8tIjMrYpKn44IXTTtclFdPIY7sWU8k20ayrfahVP9MaE8262j7lPD4mWtS5aL5+RrNp72cNY/JejqOPOY5HHn2CESN3X+fLSG+/7RbGjBnNgvnz1vpMpJE02Mk4lTq4EaMytozElOXPyfYp5/ExVebPiT5kNedluUt1PxOI2WyzLbj1thlc/qMrWH+DAR0+sa1HIShzW7JkMd/4xrF8a/yJvPP2v1AZW4pjVMYmzUKlDm7EqIwtOzEqY3OrfSpjy07OVcbW/Zh8PsfBhxzKrFnzGP3Vvdd6Ylt5WVuxBDNmzmDX4f/FrFn3UvJLqIwthTEqY5Om4oMXTjtdl1RMI4/tWkwl20SzrvahVv1Ma0w062r7lPP4mGhR56L5+hnNpr2fCcdsvMnHmDrlOn7xi1vo/7FBsWVt77zzDqedPp7x47/JW0sWr/W5SL1osJNxKnVwI0ZlbBmJKcufk+1TzuNjqsyfE33Ias7LcpfqftYpZs+99mbuvEc54OAjOixrK/+ZP/9B9hw9kum33kBQ5qQytlTEqIxNmoVKHdyIURlbdmJUxuZW+1TGlp2cq4yttjH9N+jPD354GdNuuJ1Bgzbv9EWk4PP+Bx9w5tlnMXbc13jt74tQGVsKYlTGJk3FBy+cdrouqZhGHtu1mEq2iWZd7UOt+pnWmGjW1fYp5/Ex0aLORfP1M5pNez8bEPPfu+7KvPmPc+Rx36TV69FpWRvAE088wZgxX+WX119LseTGX/0l/TTYyTDfD25XF32fYsmn6PurbleXr0sqppHHdi2m4m1K7vZBOe9a/pxsn3IeH1Nl/pzoQ1ZzXspIPxsUs16v3kz43sVMm34ng7c2rH4RqYeXK5DPefQoQCEHxdaPuGzSRew/ZhQL//IClNpW/xRXrrkclkZRasMvrjumkv1UFdPIY7sWU8k2KmOTRvPDP8sUiyWKpRLFYin4M00H65KKaeSxXYupdJu2ort9UM67lj8X26ecx8dUmz8X+pDVnCfxu9PFfjYy50OGfJGZd83mtNP/By/XQinXQilXoJRrobXokfM88h7kPI9nnnmWPfccyZQrfsJHH36IXyxS8nL4xSJ+sS2Y4uHjUSq24RdbY2PK1yUV08hjuxZTyTY+Xg3/1dp9+YkTJza6DVJ/xwJbtrWVWP7hylV3pAv5HC25YPxb9P1V6/Kel0hMUvttxphKt+nVuycAK1e2OdcH5XzdMeX5c7F9ynl8TM9ePYDu58+FPmQ150n87nSxny7kvGfPHozYdQSj9tyLZ557jrfefpfWkk+OEnnPx8ML7gr54Pslnn3m9zz6yEN8drshbLrpZuD5eD54LQVy+RY8oPd6ecDnw1afnJfrMAa/bfW6pGIaeWzXYirZJt9Cn769wv8yeA2YRgMUGnFQcUP0JcOS71PyPfLhlxAhuPUcrUsqppHHdi2m0m3yOQ8/52YflPOu5c/F9inn646pJn+u9CGLOU/id6eL/XQp50OGDGHmnbP4xS+v48rJP+bDlSto9Tzwc7T6JYqlYHjUVoK/2L9y0KEHcdTx3+Ts/zmT3j3y4BVY9QX3XB4vXwSvBPkeUCpBvrRmjFdYvS6pmEYe27WYSrbRAwrEGT7haDxmXVIxjTy2azGVbBPNutqHWvUzrTHRrKvtU87jY6JFnYvm62c0m/Z+OpbzQr7A1088idn3z2PHHXeilZZO381TKpW47pqp7P3VkTz55JOI1IoGOxmndzG4EdPId0U42c+0xpTlz8n2KefxMVXmz4k+ZDXnZblLdT8dzfmWWw3mVzPu5cKLJrFen/6Qy5U9xCCIyeegRwHefPN1jj32SL434Wze/8+/0Xt2HI3Re3akWRTyeheDCzFd2Ubv2WnuGL1nx632dTVG79lp3n7qPTuNzXmPQoFxRx3NrPt+y4hdR+D7JYol1ng/z8o2KJYAfG6ffju7Dt+ZufPmovfsOBij9+xIU/HBC6edrksqppHHdi2mkm2iWVf7UKt+pjUmmnW1fcp5fEy0qHPRfP2MZtPezybI+aBBg7j+hluYcuW1bLDhRrGlbUuWLOboo4/guOOP5e2330WkOzTYyTiXb3tnKUZlbBmJKcufk+1TzuNjqsyfE33Ias7LcpfqfjZJzsHjoIMP45FHf8/e++xP0StALhc+TCKIiUrc8jm4+8472XnnnZh17534bR/hdOlWVmJUxibNwvXb3lmJURlbdmJUxuZW+1TGlp2cq4zNvZxvssnGXDnlaqZceS0bf2wT2oqlNcraiiVW/bz77rucfsapHHv80SxevBgfHydLt7ISozI2aSp+8HcW/Jh1ScU08tiuxVSyTTTrah9q1c+0xkSzrrZPOY+PiRZ1Lpqvn9Fs2vvZpDnfY9Qo5s5dwBFjj44tawOYN28eo/bcjenTb6Xkl9b6XKQ9DXYyrplue6c5RmVsGYkpy5+T7VPO42OqzJ8Tfchqzstyl+p+NnHO1+/Xn0mXTeaWW+9g0823in1i24oPl3LhhRcw7shDefVvf8Wp0q2sxKiMTZpFM972TmOMytiyE6MyNrfapzK27ORcZWzNkfOdv/IVZs36LccedyLgxz6x7cn/e5KRu+3KVVOvorVYwsen4aVbWYlRGZs0FR+8cNrpuqRiGnls12Iq2SaadbUPtepnWmOiWVfbp5zHx0SLOhfN189oNu39TEnOe/Vej/MnTOS+Wb/lM2bb2NK2FStWcPHFF3DIwfuycOFfEGlPg52Ma/bb3mmJURlbRmLK8udk+5Tz+Jgq8+dEH7Ka87LcpbqfKcv50O134IG5D/Odc8/DK/SMfWLbn1/4E4ccvB+Tf3o5Hy1fisrYVMYW0WAn49Jy27vZY1TGlp0YlbG51T6VsWUn5ypja86c91pvPSacdy7zF8zn89sNoa3Y+RPb2optXDnlCkbvtTvPPvsMPj4qY1MZmwY7Aj544bTTdUnFNPLYrsVUsk0062ofatXPtMZEs662TzmPj4kWdS6ar5/RbNr7mdacA9tu+1lmzLyX87//A/I9+8Y+se2vf32JQw49kB9eehHLli9f63PJFg12Mi6Nt72bMUZlbBmJKcufk+1TzuNjqsyfE33Ias7LcpfqfqY152H+8vkCJ379ZGbPmc+Xhn0l9oltOc/n5pumsc9eu/HoI/NRGVt2y9gKjW5AMzDG9AEOAHYIf74I9AZmW2v3rXLfBjgf2A0YACwB7gcustYurmbflSjkc5T8IsEt4+CWMlB2G9lLLKaRx3YtptJt2pdiuNQH5bxr+XOxfcr5umOqyZ8rfchizpP43eliP9Oc8/Jrb8uttuLGm2/jzl//mksu/h7Llr5Pm+/heTna/BIr23y8AuTzPn9//XUO+9pBHHHkOC44bwL9+/QCcnj5HvilEtAWLIclVz651evax3Rnm7TGVLKNytiayqeBW4HTgZ0JBjpVM8YMB/4AjAUWA3cBy4GTgOeMMZ+pxXHWyYdu3VauRUwjj+1aTCXbRLOu9qFW/UxrTDTravuU8/iYaFHnovn6Gc2mvZ9pzXm0WBaT93IcceRYHv3dk+wxavQ6X0Y6/fZbGb3nSObOm7vWZ5JuGuxU5gPgBuAUYEeCwUhVwrtFvwJ6Aadaa79krT3cWrst8BNgY2C6MWbtK7aGUn3bu4liVMaWkZiy/DnZPuU8PqbK/DnRh6zmvCx3qe5nWnMec+0NHDiIaTf9islXTKXfgE1in9j2ztv/5LRTT+K0U0/ircX/QGVs2Shj02CnAtbaV6y1J1hrr7bW/h74qAa7PQ4YCCyw1k5p99k5wCvA9sBeNThWp9L69JZmi2nkE4Vc7WdaY/Q0Nrfa19UYPY2tefupp7E1d87jrr18Psd++x3A7Fnz2Hff/Wkrdv7ENvC5b/YsRuy2CzNnzqTkl9DT2PQ0NknGAeH0tvYfWGuLBHd9yuOS44MXTjtdl1RMI4/tWkwl20SzrvahVv1Ma0w062r7lPP4mGhR56L5+hnNpr2fac15tLiO/Ww0YEOu+NlVTJv2KwYM3CK2rO29997jrLPP4OtfP47F/3hjrc8lPTTYaZyh4fSpTj5/ql1cIlJ927uJYlTGlpGYsvw52T7lPD6myvw50Yes5rwsd6nuZ1pz3sVrb+Qeo3jgt49w6OHHxD6xLZ+Dxx57lNGjd+PGG66lVGxFZWwqY5MaMMb0AzYKF1/rJOzv4XSrJNuS9tvezRKjMrbsxKiMza32qYwtOzlXGVtz57yr1976/dbn+xdezG233MEnP/HJ4KWjZaVtK9tWl7UtXbaMc887hwMPGsPf/vYqPj4qY0tPGZsePd0Yfcvml3USszScrp/A8bcG6NmjwMBN+lHy/fCvJpDzPIC11iUV08hjuxZT8TaFPH033cDJPijnXcufk+1TzuNjqsyfE33Ias4T+N3pZD/TmvNuXntbHbwXhxz0VxYtWsQbb76JB/g++H6JnAc5D0p+8ANQ9Eq0eiUGbfoxcvkClEpACchBLrf2MkCpbzZjKtlmta1pkNQPdowxlwP7dWPT3a21b9a6PY7oC+CFvyDy4bRc+3VJxTTy2K7FuN6+WsW43r56xrjevlrFuN6+esa43r5axbjevlrFuN6+esa43r7BgwczePDgtbZbp3weyHe+nOWYSrZZrW9HK+sh9YMdYBBgurFdS60bUmZp2Xwf4D8dxET/UXyQwPFfBbYK2/FyAvsXEREREdma4N+0rzaqAakf7FhrxwHjGt2Octba940x/wY2BD4JPN9B2BbhdFECTUj0oQciIiIiIi7QAwoa59lwukMnnw8Lp3+oQ1tERERERFJHg53GuSecjm3/gTEmDxweLt5VtxaJiIiIiKSIBjsJMsYMM8YsNMYs7ODjG4ElwEhjzPh2n00CBhPc1ZmTcDNFRERERFLJ832/0W1oCsaYu4BNw8WNgU8B7wG2LOxia+3ssm1GAAsArLVrPTrEGDOcYDDTC3gGeAn4ArAt8Dawi7XWtt9ORERERETWTXd2KjcU2DH8+VS4boOydTsSDIIqZq19JNzv7cDmwEEET6y4FhiigY6IiIiISPfpzo6IiIiIiKSS7uyIiIiIiEgqabAjIiIiIiKppMGOiIiIiIikkgY7IiIiIiKSShrsiIiIiIhIKmmwIyIiIiIiqaTBjoiIiIiIpJIGOyIiIiIikkoa7IiIiIiISCppsCMiIiIiIqlUaHQDJBnGmD7AAcAO4c8Xgd7AbGvtvlXu2wDnA7sBA4AlwP3ARdbaxdXsW9ZUy3NtjBkBLFhH2E7W2ie70dRMMsYcCZwMDAHywELgRuBqa22p0fuTeLU638aYacAxMSHWWrtNFU2VUPg78asE/7/2ZeAzgAccaq2dUcV+de3VQa3zp2uvfowxPYA9gX0I8rcFsCHwL+AJYIq19uFu7jvR60+DnfT6NHBrrXdqjBkOzAF6Ac8CjwJfAE4CDjbG7GKt/Wutj5tFCZ7rfwIPdPLZv7rT1iwyxlwFnAKsAB4CWoHdgSnA7saYQ7r4D+aa7k/iJXS+Hwde7mC9/ghUOycDp9dyh7r26qrm+Qvp2kversCscH4J8BSwDPgscDDBv0suttZe0JWd1uP602AnvT4AbgCeBp4BhgLXVLPD8G7Rrwj+8X2qtXZK2Wc/Bs4Ephtjvmyt9as5VtYlfK4XWmuPrVljM8gYczDBL+clwK7W2pfC9R8nuHt2IHAqcEUj9ifxEjzf11trp9WwqbK2F4Afsfr/234JDO/uznTt1V1N81dG117ySsBM4Apr7e/KPzDGfA24DTjfGLPAWruuKpJou7pcf/rOTkpZa1+x1p5grb3aWvt74KMa7PY4YCCwoPwf36FzgFeA7YG9anCsrNO5dtu54fSc6JczgLX2nwR/uQT4rjGm0t+xtd6fxNP5blLW2uuttd+x1v7GWvtKDXap/xbqKIH8SZ1Ya+dbaw9pP9AJP/s1MC1cHNeF3dbl+tPFK11xQDi9rf0H1toiwZ2I8jjpPp1rRxljNge+BKwE7mj/ubX2EeBNgsHqf9V7fxJP51si+m9BpKb+EE43ryS4ntefytikK4aG06c6+fypdnHSfUme648bY74PbEZQb/sn4B5r7Tvd2FcWRef8z9baDzuJeYrg/A4F/rfO+5N4SZ7vkcaYIUBfgu/GPQbM0/c9nKVrLz107TXep8Nppd+Tqtv1p8GOVMQY0w/YKFx8rZOwv4fTrZJvUXrV4VxvA0xst+5KY8x3rbVXdmN/WROd885yA13LT633J/GSPN9Hd7DuRWPM4dbaP3VxX5I8XXvpoWuvgYwxA4Fjw8WZFW5Wt+tPZWxSqb5l88s6iVkaTtdPuC1pl9S5/g8wGfhvgtvC6xN87+d6YD3g58aYE7vW1EyK8tNZbqBr+an1/iReEuf7j8BpBE8l6gsMAvYFngvXPWiM2azrTZWE6dprfrr2GswYUyB4+m9/4CFr7ax1bBKp2/WnOzsOMsZcDuzXjU13t9a+Wev2SNe4mj9r7R9YXVMb+QPwdWPM88DPgcuMMbdYa2vxQAuRTLDW/qzdqmXAbGPM63KrxgAAB/JJREFUPOARgnrzc4Fv1bttImmma88J1xA8Kvp1uvZwgrrRYMdNgwDTje1aat2QMkvL5vsQ3CVoLxqlf5BgO5pBtflrxLm+CrgA+BiwI8E7faRjUX76xMR0JT+13p/Eq9v5ttauNMZcCtwD7F3NviQRuvZSStdefRhjrgBOIHh09O7W2iVd2Lxu158GOw6y1o7DsdGxtfZ9Y8y/Cd6W+0ng+Q7Ctgini+rVLhdVm79GnGtrbckY8xLBYEe3/OMtCqefjInpSn5qvT+Jtyic1ut8Lwynuq7csyic6tpLJ117CTLG/ISghPBfBAOdl9axSXuLwmni15++syNd8Ww43aGTz4eF0/alUtJ1jTjXA8Lp0tgoic7554wxvTqJ2aFdbD33J/Hqfb51XblL11666dpLSFiu/23gHWAPa+2L3dhN3a4/DXakK+4Jp2Pbf2CMyQOHh4t31a1F6VXXc22M+QLwGcAneLO1dMJa+zrBYLQHcGj7z40xwwneM7AEeKLe+5N4DTjfh4XTzh4jLw2iay/1dO0lwBgzCTgb+DcwylrbUfXJOtXz+tNgR9ZgjBlmjFlojFnYwcc3EvxHN9IYM77dZ5OAwQSj7zkJNzMLunWu4/JnjDnNGDOgg/U7ATPCxV9bayt9Rn6WXRpOLzPGbB2tNMZsAkwNFyeVv+PBGHNpmJtLWVuX9ydVqVn+jDFfNMbsG/4Ronx9wRhzJkGZBwRPQpQG0LXX3HTtucMY8wPgHOA9goHOOu+4uHD96Ts7KWaMuQvYNFzcOJx+xRjzZFnYxdba2WXLvenky/XW2qXGmMMJ/oE9xRhzHPAS8AVgW+Bt4AhrrV/DbmRSFee60/wBFwE/Mcb8EXgV8AheAjYknH8c+Gat+5JG1toZxpirgZOBPxljHgRaCZ5I0w+4G5jSbrNNCXKzabv13d2fdFON87clwR3Wd40xzwJvEZTPfJ7gYSUl4DvW2t8m05tsMcZsz+p/BEHweGGAHxpjzopWWmvL37iua88RNc7flujaqxtjzH7AhHDxZeBUYzr858ZCa+2ksuWGX38a7KTbUNb+4tcGBE/bimxMF1hrHzHGDCV4ctfuBL9U/glcC1youwK1k8C5voTgHTufIyhZ6w28C8wDpgO3WGuLNWp+6llrTzHGPAaMB4YDeYIvxN4AXN3Vv0TVen8Sr4bn+zngCoLv0X2W4BrzgTcI7tBeZa19psbNz7J+rPn/YZFPd7CuIrr26qqW+dO1V18blc1/OfzpyCMEFSgVqcf15/m+/ggvIiIiIiLpo+/siIiIiIhIKmmwIyIiIiIiqaTBjoiIiIiIpJIGOyIiIiIikkoa7IiIiIiISCppsCMiIiIiIqmkwY6IiIiIiKSSBjsiIiIiIpJKGuyIiIiIiEgqabAjIiIiIiKppMGOiIiIiIikkgY7IiIiIiKSShrsiIiIiIhIKmmwIyIiIiIiqaTBjoiIiIiIpJIGOyIiIiIikkqFRjdARESknowx2wFPAesBJWCUtXZ+TPww4DGgBWgD/tta+2Q92ioiItXRnR0REckUa+0LwJnhYg64xRgzoKNYY8z6wO0EAx2A72ugIyLSPDTYERGRzLHWTgXuCRcHATd2EjoVGBzOPwxMSrZlIiJSSxrsiIhIVp0AvBnOjzHGfKv8Q2PMUcC4cPEdYJy1tlTH9omISJU83/cb3QYREZGGMMaMAB4i+OPfCmBHa+3zxpitgWeB9cPQA621dzemlSIi0l0a7IiISKYZY34ATAgXXwR2BuYBO4TrrrHWntyItomISHVUxiYiIlk3EXginP8s8DyrBzovAt9uQJtERKQGdGdHREQyzxizJfBHoH/Z6hXAMGvtn9axrQH2BL4U/mwL5IELrbUTk2iviIhURnd2REQk86y1i4BL262euK6BTuhk4OfAMcB2BAMdERFxgAY7IiKSecaYDYBT2q3eyxhTyf9PvgD8GBhLcFfnlho3T0REuqnQ6AaIiIg44BfAJ8J5H/CA4cC5wCVxG1prry9fNsbo8dQiIo7QnR0REck0Y8yJwCHh4hJgH6A1XJ5ojPmvhjRMRESqpsGOiIhkVvhwgZ+Fiz5wjLV2DvC9cF0BuN0Y068R7RMRkeposCMiIplkjOkBTAf6hKt+aq2dG87/CHgwnN8KmFrn5omISA1osCMiIlk1CRgazj8LnBd9YK31gaOBt8NVY40xR9W3eSIiUi0NdkREJHOMMaOBM8LFZcCR1tqV5THW2sXA8WWrrjLGDK5TE0VEpAY02BERkUwxxmwC3ETwxDWAM6y1tqNYa+0sVpewrU/w/R09yVREpElosCMiIplhjPGAacDHw1Uz2z86ugNnErxLB2AYcHEyrRMRkVrTX6dERCQzwu/i7N3FbVYAn0+mRSIikiTd2RERERERkVTSYEdERERERFLJ832/0W0QERFpWsaY7VnzPTyDgY8BbwJvlK0/MHzCm4iI1Im+syMiIlKdfsCOHazfLPyJ9KxPc0REJKI7OyIiIiIikkr6zo6IiIiIiKSSBjsiIiIiIpJKGuyIiIiIiEgqabAjIiIiIiKppMGOiIiIiIikkgY7IiIiIiKSShrsiIiIiIhIKmmwIyIiIiIiqaTBjoiIiIiIpJIGOyIiIiIikkoa7IiIiIiISCppsCMiIiIiIqmkwY6IiIiIiKSSBjsiIiIiIpJKGuyIiIiIiEgqabAjIiIiIiKp9P99/f8cKHFXmgAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fb59ae1fa20>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
-       "height": 286,
-       "width": 413
+       "height": 284,
+       "width": 406
       },
       "needs_background": "light"
      },
@@ -520,17 +532,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Calculating Boolean NAND using a perceptron\n"
+    "# Calculating Boolean NAND using a perceptron\n",
+    "# Enter code here"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
-   "metadata": {},
+   "execution_count": 77,
+   "metadata": {
+    "tags": [
+     "solution"
+    ]
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -544,15 +561,15 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fb598807278>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
-       "height": 286,
-       "width": 413
+       "height": 284,
+       "width": 406
       },
       "needs_background": "light"
      },
@@ -621,15 +638,37 @@
    "source": [
     "## Learning\n",
     "\n",
-    "Now we know that we can compute complex functions by combining a number of perceptrons.\n",
+    "We know that we can compute complicated functions by combining a number of perceptrons.\n",
     "\n",
-    "In the perceptron examples we had set the model parameters (weights and thresholds) by hand.\n",
+    "In the perceptron examples we had set the model parameters (weights and threshold) by hand.\n",
     "\n",
     "This is something we definitely **DO NOT** want to do or even can do for big networks.\n",
     "\n",
-    "We want some algorithm to set the weights for us!\n",
+    "We want some algorithm to set/learn the model parameters for us!\n",
     "\n",
-    "This is achieved by choosing an appropriate loss function for the problem at hand and solving an optimization problem.\n",
+    "<div class=\"alert alert-block alert-warning\">\n",
+    "    <i class=\"fa fa-info-circle\"></i>&nbsp; <strong>Threshold -> bias</strong>  \n",
+    "    \n",
+    "Before we go further we need to introduce one change. The threshold which we saw in the step activation function above is moved to the left side of the equation and is called **bias**.\n",
+    "\n",
+    "$$\n",
+    "f = \\left\\{\n",
+    "        \\begin{array}{ll}\n",
+    "            0 & \\quad weighted\\_sum + bias < 0 \\\\\n",
+    "            1 & \\quad weighted\\_sum + bias \\geq 0\n",
+    "        \\end{array}\n",
+    "       \\quad \\quad  \\mathrm{where}, bias = -threshold\n",
+    "    \\right.\n",
+    "$$\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In order to algorithmically set/learn the weights and bias we need to choose an appropriate loss function for the problem at hand and solve an optimization problem.\n",
     "We will explain below what this means.\n",
     "\n",
     "\n",
@@ -645,7 +684,7 @@
     "Generally **crossentropy** and **mean squared error** loss functions are used for classification and regression problems, respectively.\n",
     "\n",
     "<div class=\"alert alert-block alert-warning\">\n",
-    "    <i class=\"fa fa-info-circle\"></i>&nbsp; <strong>mean squared error</strong> is defined as \n",
+    "    <i class=\"fa fa-info-circle\"></i>&nbsp; As we have seen before, <strong>mean squared error</strong> is defined as \n",
     "\n",
     "\n",
     "$$\n",
@@ -657,7 +696,7 @@
     "\n",
     "### Gradient based learning\n",
     "\n",
-    "As mentioned above, once we have chosen a loss function, we want to solve an **optimization problem** which minimizes this loss by updating the weights of the network. This is how the learning takes in a NN, and the \"knowledge\" is stored in the weights.\n",
+    "As mentioned above, once we have chosen a loss function, we want to solve an **optimization problem** which minimizes this loss by updating the parameters (weights and biases) of the network. This is how the learning takes in a NN, and the \"knowledge\" is stored as the weights and biases.\n",
     "\n",
     "The most popular optimization methods used in Neural Network training are **Gradient-descent (GD)** type methods, such as gradient-descent itself, RMSprop and Adam. \n",
     "\n",
@@ -688,7 +727,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
@@ -717,20 +756,20 @@
    "source": [
     "### Activation Functions\n",
     "\n",
-    "In order to train the network we need to move away from Perceptron's **step** activation function because it does not allow training using the gradient-descent and back-propagation algorithms among other drawbacks.\n",
+    "In order to train the network we need to move away from Perceptron's **step** activation function because it can not be used for training using the gradient-descent and back-propagation algorithms among other drawbacks.\n",
     "\n",
     "Non-Linear functions such as:\n",
     "\n",
     "* Sigmoid\n",
     "\n",
     "\\begin{equation*}\n",
-    "f(z) = \\frac{1}{1+e^{-z}}\n",
+    "f(z) = \\frac{1}{1+e^{-z}} \\quad \\quad \\mathrm{where}, z = weighted\\_sum + bias\n",
     "\\end{equation*}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
@@ -761,13 +800,13 @@
     "* tanh\n",
     "\n",
     "\\begin{equation*}\n",
-    "f(z) = \\frac{e^{z} - e^{-z}}{e^{z} + e^{-z}}\n",
-    "\\end{equation*}"
+    "f(z) = \\frac{e^{z} - e^{-z}}{e^{z} + e^{-z}}\\quad \\quad \\mathrm{where}, z = weighted\\_sum + bias\n",
+    "\\end{equation*}\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
@@ -798,13 +837,13 @@
     "* **ReLU (Rectified linear unit)**\n",
     "\n",
     "\\begin{equation*}\n",
-    "f(z) = \\mathrm{max}(0,z)\n",
+    "f(z) = \\mathrm{max}(0,z)   \\quad \\quad \\mathrm{where}, z = weighted\\_sum + bias\n",
     "\\end{equation*}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
@@ -919,7 +958,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
@@ -929,13 +968,13 @@
       "_________________________________________________________________\n",
       "Layer (type)                 Output Shape              Param #   \n",
       "=================================================================\n",
-      "dense_13 (Dense)             (None, 4)                 12        \n",
+      "dense_154 (Dense)            (None, 4)                 12        \n",
       "_________________________________________________________________\n",
-      "dense_14 (Dense)             (None, 4)                 20        \n",
+      "dense_155 (Dense)            (None, 4)                 20        \n",
       "_________________________________________________________________\n",
-      "dense_15 (Dense)             (None, 1)                 5         \n",
+      "dense_156 (Dense)            (None, 1)                 5         \n",
       "_________________________________________________________________\n",
-      "activation_1 (Activation)    (None, 1)                 0         \n",
+      "activation_2 (Activation)    (None, 1)                 0         \n",
       "=================================================================\n",
       "Total params: 37\n",
       "Trainable params: 37\n",
@@ -985,20 +1024,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 83,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from keras.models import Sequential\n",
+    "from keras.layers import Dense\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fb59af71898>"
+       "<Figure size 360x360 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
-       "height": 321,
-       "width": 338
+       "height": 320,
+       "width": 332
       },
       "needs_background": "light"
      },
@@ -1026,22 +1080,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "from sklearn.model_selection import train_test_split\n",
-    "from keras.models import Sequential\n",
-    "from keras.layers import Dense\n",
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1064,7 +1103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -1073,617 +1112,629 @@
      "text": [
       "Train on 350 samples, validate on 150 samples\n",
       "Epoch 1/300\n",
-      "350/350 [==============================] - 1s 2ms/step - loss: 0.7572 - acc: 0.4257 - val_loss: 0.7601 - val_acc: 0.4667\n",
+      "350/350 [==============================] - 4s 10ms/step - loss: 0.7117 - acc: 0.5343 - val_loss: 0.7110 - val_acc: 0.5667\n",
       "Epoch 2/300\n",
-      "350/350 [==============================] - 0s 110us/step - loss: 0.7437 - acc: 0.4400 - val_loss: 0.7488 - val_acc: 0.4867\n",
+      "350/350 [==============================] - 0s 313us/step - loss: 0.7049 - acc: 0.5400 - val_loss: 0.7072 - val_acc: 0.5600\n",
       "Epoch 3/300\n",
-      "350/350 [==============================] - 0s 69us/step - loss: 0.7343 - acc: 0.4400 - val_loss: 0.7398 - val_acc: 0.4867\n",
+      "350/350 [==============================] - 0s 188us/step - loss: 0.6996 - acc: 0.5400 - val_loss: 0.7035 - val_acc: 0.5600\n",
       "Epoch 4/300\n",
-      "350/350 [==============================] - 0s 70us/step - loss: 0.7265 - acc: 0.4514 - val_loss: 0.7316 - val_acc: 0.4800\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.6946 - acc: 0.5400 - val_loss: 0.6996 - val_acc: 0.5600\n",
       "Epoch 5/300\n",
-      "350/350 [==============================] - 0s 104us/step - loss: 0.7196 - acc: 0.4686 - val_loss: 0.7242 - val_acc: 0.4733\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.6895 - acc: 0.5486 - val_loss: 0.6955 - val_acc: 0.5600\n",
       "Epoch 6/300\n",
-      "350/350 [==============================] - 0s 332us/step - loss: 0.7131 - acc: 0.4829 - val_loss: 0.7169 - val_acc: 0.4800\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.6845 - acc: 0.5486 - val_loss: 0.6909 - val_acc: 0.5600\n",
       "Epoch 7/300\n",
-      "350/350 [==============================] - 0s 95us/step - loss: 0.7076 - acc: 0.4857 - val_loss: 0.7111 - val_acc: 0.4667\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.6790 - acc: 0.5543 - val_loss: 0.6858 - val_acc: 0.5667\n",
       "Epoch 8/300\n",
-      "350/350 [==============================] - 0s 102us/step - loss: 0.7025 - acc: 0.5143 - val_loss: 0.7056 - val_acc: 0.4800\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.6736 - acc: 0.5600 - val_loss: 0.6814 - val_acc: 0.5733\n",
       "Epoch 9/300\n",
-      "350/350 [==============================] - 0s 184us/step - loss: 0.6974 - acc: 0.5143 - val_loss: 0.7003 - val_acc: 0.4867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.6691 - acc: 0.5629 - val_loss: 0.6775 - val_acc: 0.5733\n",
       "Epoch 10/300\n",
-      "350/350 [==============================] - 0s 125us/step - loss: 0.6933 - acc: 0.5257 - val_loss: 0.6954 - val_acc: 0.5133\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.6654 - acc: 0.5657 - val_loss: 0.6742 - val_acc: 0.5733\n",
       "Epoch 11/300\n",
-      "350/350 [==============================] - 0s 286us/step - loss: 0.6897 - acc: 0.5400 - val_loss: 0.6913 - val_acc: 0.5133\n",
+      "350/350 [==============================] - 0s 108us/step - loss: 0.6625 - acc: 0.5686 - val_loss: 0.6717 - val_acc: 0.5667\n",
       "Epoch 12/300\n",
-      "350/350 [==============================] - 0s 267us/step - loss: 0.6861 - acc: 0.5286 - val_loss: 0.6865 - val_acc: 0.5000\n",
+      "350/350 [==============================] - 0s 143us/step - loss: 0.6602 - acc: 0.5771 - val_loss: 0.6698 - val_acc: 0.5667\n",
       "Epoch 13/300\n",
-      "350/350 [==============================] - 0s 240us/step - loss: 0.6828 - acc: 0.5257 - val_loss: 0.6829 - val_acc: 0.5067\n",
+      "350/350 [==============================] - 0s 155us/step - loss: 0.6586 - acc: 0.5857 - val_loss: 0.6682 - val_acc: 0.5667\n",
       "Epoch 14/300\n",
-      "350/350 [==============================] - 0s 173us/step - loss: 0.6799 - acc: 0.5229 - val_loss: 0.6796 - val_acc: 0.5000\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.6570 - acc: 0.5829 - val_loss: 0.6668 - val_acc: 0.5800\n",
       "Epoch 15/300\n",
-      "350/350 [==============================] - 0s 132us/step - loss: 0.6769 - acc: 0.5229 - val_loss: 0.6760 - val_acc: 0.5000\n",
+      "350/350 [==============================] - 0s 149us/step - loss: 0.6554 - acc: 0.5914 - val_loss: 0.6654 - val_acc: 0.5800\n",
       "Epoch 16/300\n",
-      "350/350 [==============================] - 0s 166us/step - loss: 0.6738 - acc: 0.5286 - val_loss: 0.6724 - val_acc: 0.5200\n",
+      "350/350 [==============================] - 0s 152us/step - loss: 0.6539 - acc: 0.5943 - val_loss: 0.6639 - val_acc: 0.5800\n",
       "Epoch 17/300\n",
-      "350/350 [==============================] - 0s 159us/step - loss: 0.6706 - acc: 0.5371 - val_loss: 0.6683 - val_acc: 0.5267\n",
+      "350/350 [==============================] - 0s 141us/step - loss: 0.6524 - acc: 0.6000 - val_loss: 0.6627 - val_acc: 0.5800\n",
       "Epoch 18/300\n",
-      "350/350 [==============================] - 0s 136us/step - loss: 0.6675 - acc: 0.5400 - val_loss: 0.6645 - val_acc: 0.5333\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.6509 - acc: 0.6000 - val_loss: 0.6614 - val_acc: 0.5800\n",
       "Epoch 19/300\n",
-      "350/350 [==============================] - 0s 141us/step - loss: 0.6642 - acc: 0.5400 - val_loss: 0.6608 - val_acc: 0.5200\n",
+      "350/350 [==============================] - 0s 144us/step - loss: 0.6494 - acc: 0.6029 - val_loss: 0.6599 - val_acc: 0.5867\n",
       "Epoch 20/300\n",
-      "350/350 [==============================] - 0s 184us/step - loss: 0.6611 - acc: 0.5400 - val_loss: 0.6573 - val_acc: 0.5067\n",
+      "350/350 [==============================] - 0s 170us/step - loss: 0.6477 - acc: 0.6114 - val_loss: 0.6583 - val_acc: 0.5867\n",
       "Epoch 21/300\n",
-      "350/350 [==============================] - 0s 147us/step - loss: 0.6581 - acc: 0.5114 - val_loss: 0.6539 - val_acc: 0.5000\n",
+      "350/350 [==============================] - 0s 137us/step - loss: 0.6461 - acc: 0.6114 - val_loss: 0.6567 - val_acc: 0.5867\n",
       "Epoch 22/300\n",
-      "350/350 [==============================] - 0s 161us/step - loss: 0.6550 - acc: 0.5286 - val_loss: 0.6507 - val_acc: 0.5133\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.6444 - acc: 0.6143 - val_loss: 0.6550 - val_acc: 0.5933\n",
       "Epoch 23/300\n",
-      "350/350 [==============================] - 0s 161us/step - loss: 0.6520 - acc: 0.5686 - val_loss: 0.6473 - val_acc: 0.5467\n",
+      "350/350 [==============================] - 0s 151us/step - loss: 0.6427 - acc: 0.6171 - val_loss: 0.6533 - val_acc: 0.5933\n",
       "Epoch 24/300\n",
-      "350/350 [==============================] - 0s 208us/step - loss: 0.6490 - acc: 0.6029 - val_loss: 0.6441 - val_acc: 0.5667\n",
+      "350/350 [==============================] - 0s 134us/step - loss: 0.6410 - acc: 0.6171 - val_loss: 0.6516 - val_acc: 0.5933\n",
       "Epoch 25/300\n",
-      "350/350 [==============================] - 0s 132us/step - loss: 0.6458 - acc: 0.6343 - val_loss: 0.6408 - val_acc: 0.5867\n",
+      "350/350 [==============================] - 0s 143us/step - loss: 0.6391 - acc: 0.6200 - val_loss: 0.6496 - val_acc: 0.6000\n",
       "Epoch 26/300\n",
-      "350/350 [==============================] - 0s 139us/step - loss: 0.6423 - acc: 0.6629 - val_loss: 0.6371 - val_acc: 0.6133\n",
+      "350/350 [==============================] - 0s 162us/step - loss: 0.6372 - acc: 0.6200 - val_loss: 0.6475 - val_acc: 0.6133\n",
       "Epoch 27/300\n",
-      "350/350 [==============================] - 0s 161us/step - loss: 0.6388 - acc: 0.6771 - val_loss: 0.6336 - val_acc: 0.6133\n",
+      "350/350 [==============================] - 0s 150us/step - loss: 0.6352 - acc: 0.6257 - val_loss: 0.6452 - val_acc: 0.6200\n",
       "Epoch 28/300\n",
-      "350/350 [==============================] - 0s 148us/step - loss: 0.6357 - acc: 0.6829 - val_loss: 0.6303 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.6331 - acc: 0.6257 - val_loss: 0.6429 - val_acc: 0.6200\n",
       "Epoch 29/300\n",
-      "350/350 [==============================] - 0s 176us/step - loss: 0.6328 - acc: 0.6800 - val_loss: 0.6270 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 105us/step - loss: 0.6311 - acc: 0.6257 - val_loss: 0.6409 - val_acc: 0.6267\n",
       "Epoch 30/300\n",
-      "350/350 [==============================] - 0s 135us/step - loss: 0.6298 - acc: 0.6857 - val_loss: 0.6239 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 191us/step - loss: 0.6292 - acc: 0.6286 - val_loss: 0.6388 - val_acc: 0.6400\n",
       "Epoch 31/300\n",
-      "350/350 [==============================] - 0s 159us/step - loss: 0.6272 - acc: 0.6829 - val_loss: 0.6209 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.6273 - acc: 0.6343 - val_loss: 0.6367 - val_acc: 0.6467\n",
       "Epoch 32/300\n",
-      "350/350 [==============================] - 0s 104us/step - loss: 0.6244 - acc: 0.6857 - val_loss: 0.6181 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 138us/step - loss: 0.6254 - acc: 0.6429 - val_loss: 0.6348 - val_acc: 0.6533\n",
       "Epoch 33/300\n",
-      "350/350 [==============================] - 0s 170us/step - loss: 0.6218 - acc: 0.6857 - val_loss: 0.6153 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 137us/step - loss: 0.6235 - acc: 0.6429 - val_loss: 0.6327 - val_acc: 0.6600\n",
       "Epoch 34/300\n",
-      "350/350 [==============================] - 0s 181us/step - loss: 0.6190 - acc: 0.6829 - val_loss: 0.6124 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 137us/step - loss: 0.6215 - acc: 0.6429 - val_loss: 0.6307 - val_acc: 0.6600\n",
       "Epoch 35/300\n",
-      "350/350 [==============================] - 0s 147us/step - loss: 0.6162 - acc: 0.6829 - val_loss: 0.6096 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 129us/step - loss: 0.6194 - acc: 0.6429 - val_loss: 0.6286 - val_acc: 0.6600\n",
       "Epoch 36/300\n",
-      "350/350 [==============================] - 0s 144us/step - loss: 0.6135 - acc: 0.6857 - val_loss: 0.6069 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 132us/step - loss: 0.6175 - acc: 0.6429 - val_loss: 0.6266 - val_acc: 0.6600\n",
       "Epoch 37/300\n",
-      "350/350 [==============================] - 0s 182us/step - loss: 0.6105 - acc: 0.6914 - val_loss: 0.6039 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 157us/step - loss: 0.6155 - acc: 0.6429 - val_loss: 0.6248 - val_acc: 0.6600\n",
       "Epoch 38/300\n",
-      "350/350 [==============================] - 0s 177us/step - loss: 0.6076 - acc: 0.6914 - val_loss: 0.6010 - val_acc: 0.6267\n",
+      "350/350 [==============================] - 0s 145us/step - loss: 0.6135 - acc: 0.6457 - val_loss: 0.6230 - val_acc: 0.6600\n",
       "Epoch 39/300\n",
-      "350/350 [==============================] - 0s 131us/step - loss: 0.6048 - acc: 0.6943 - val_loss: 0.5981 - val_acc: 0.6333\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.6116 - acc: 0.6457 - val_loss: 0.6213 - val_acc: 0.6733\n",
       "Epoch 40/300\n",
-      "350/350 [==============================] - 0s 163us/step - loss: 0.6020 - acc: 0.6943 - val_loss: 0.5954 - val_acc: 0.6333\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.6098 - acc: 0.6457 - val_loss: 0.6195 - val_acc: 0.6733\n",
       "Epoch 41/300\n",
-      "350/350 [==============================] - 0s 201us/step - loss: 0.5994 - acc: 0.6914 - val_loss: 0.5928 - val_acc: 0.6400\n",
+      "350/350 [==============================] - 0s 141us/step - loss: 0.6080 - acc: 0.6514 - val_loss: 0.6177 - val_acc: 0.6733\n",
       "Epoch 42/300\n",
-      "350/350 [==============================] - 0s 168us/step - loss: 0.5966 - acc: 0.6914 - val_loss: 0.5902 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 158us/step - loss: 0.6062 - acc: 0.6514 - val_loss: 0.6159 - val_acc: 0.6867\n",
       "Epoch 43/300\n",
-      "350/350 [==============================] - 0s 157us/step - loss: 0.5939 - acc: 0.6886 - val_loss: 0.5876 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 145us/step - loss: 0.6044 - acc: 0.6543 - val_loss: 0.6141 - val_acc: 0.6933\n",
       "Epoch 44/300\n",
-      "350/350 [==============================] - 0s 121us/step - loss: 0.5913 - acc: 0.6886 - val_loss: 0.5852 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.6026 - acc: 0.6514 - val_loss: 0.6123 - val_acc: 0.6933\n",
       "Epoch 45/300\n",
-      "350/350 [==============================] - 0s 165us/step - loss: 0.5887 - acc: 0.6914 - val_loss: 0.5828 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 158us/step - loss: 0.6008 - acc: 0.6600 - val_loss: 0.6106 - val_acc: 0.6933\n",
       "Epoch 46/300\n",
-      "350/350 [==============================] - 0s 169us/step - loss: 0.5861 - acc: 0.6914 - val_loss: 0.5803 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.5990 - acc: 0.6600 - val_loss: 0.6087 - val_acc: 0.6933\n",
       "Epoch 47/300\n",
-      "350/350 [==============================] - 0s 314us/step - loss: 0.5834 - acc: 0.6914 - val_loss: 0.5777 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 148us/step - loss: 0.5972 - acc: 0.6571 - val_loss: 0.6070 - val_acc: 0.7000\n",
       "Epoch 48/300\n",
-      "350/350 [==============================] - 0s 350us/step - loss: 0.5806 - acc: 0.6914 - val_loss: 0.5751 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 120us/step - loss: 0.5956 - acc: 0.6657 - val_loss: 0.6053 - val_acc: 0.7067\n",
       "Epoch 49/300\n",
-      "350/350 [==============================] - 0s 156us/step - loss: 0.5779 - acc: 0.6914 - val_loss: 0.5725 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 143us/step - loss: 0.5940 - acc: 0.6686 - val_loss: 0.6039 - val_acc: 0.7133\n",
       "Epoch 50/300\n",
-      "350/350 [==============================] - 0s 159us/step - loss: 0.5752 - acc: 0.6914 - val_loss: 0.5699 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.5924 - acc: 0.6686 - val_loss: 0.6024 - val_acc: 0.7133\n",
       "Epoch 51/300\n",
-      "350/350 [==============================] - 0s 113us/step - loss: 0.5722 - acc: 0.6943 - val_loss: 0.5673 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 151us/step - loss: 0.5906 - acc: 0.6743 - val_loss: 0.6008 - val_acc: 0.7133\n",
       "Epoch 52/300\n",
-      "350/350 [==============================] - 0s 93us/step - loss: 0.5694 - acc: 0.6943 - val_loss: 0.5647 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 134us/step - loss: 0.5889 - acc: 0.6743 - val_loss: 0.5992 - val_acc: 0.7133\n",
       "Epoch 53/300\n",
-      "350/350 [==============================] - 0s 78us/step - loss: 0.5665 - acc: 0.6943 - val_loss: 0.5622 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 205us/step - loss: 0.5872 - acc: 0.6743 - val_loss: 0.5976 - val_acc: 0.7133\n",
       "Epoch 54/300\n",
-      "350/350 [==============================] - 0s 93us/step - loss: 0.5636 - acc: 0.6943 - val_loss: 0.5597 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 146us/step - loss: 0.5856 - acc: 0.6743 - val_loss: 0.5961 - val_acc: 0.7133\n",
       "Epoch 55/300\n",
-      "350/350 [==============================] - 0s 106us/step - loss: 0.5607 - acc: 0.6971 - val_loss: 0.5573 - val_acc: 0.6467\n",
+      "350/350 [==============================] - 0s 145us/step - loss: 0.5839 - acc: 0.6800 - val_loss: 0.5945 - val_acc: 0.7133\n",
       "Epoch 56/300\n",
-      "350/350 [==============================] - 0s 114us/step - loss: 0.5579 - acc: 0.6971 - val_loss: 0.5548 - val_acc: 0.6533\n",
+      "350/350 [==============================] - 0s 152us/step - loss: 0.5823 - acc: 0.6771 - val_loss: 0.5930 - val_acc: 0.7133\n",
       "Epoch 57/300\n",
-      "350/350 [==============================] - 0s 104us/step - loss: 0.5549 - acc: 0.6971 - val_loss: 0.5523 - val_acc: 0.6533\n",
+      "350/350 [==============================] - 0s 143us/step - loss: 0.5807 - acc: 0.6800 - val_loss: 0.5914 - val_acc: 0.7133\n",
       "Epoch 58/300\n",
-      "350/350 [==============================] - 0s 117us/step - loss: 0.5519 - acc: 0.7000 - val_loss: 0.5497 - val_acc: 0.6533\n",
+      "350/350 [==============================] - 0s 112us/step - loss: 0.5792 - acc: 0.6829 - val_loss: 0.5899 - val_acc: 0.7133\n",
       "Epoch 59/300\n",
-      "350/350 [==============================] - 0s 117us/step - loss: 0.5490 - acc: 0.7000 - val_loss: 0.5471 - val_acc: 0.6533\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.5776 - acc: 0.6829 - val_loss: 0.5884 - val_acc: 0.7133\n",
       "Epoch 60/300\n",
-      "350/350 [==============================] - 0s 197us/step - loss: 0.5460 - acc: 0.7000 - val_loss: 0.5447 - val_acc: 0.6533\n",
-      "Epoch 61/300\n"
+      "350/350 [==============================] - 0s 96us/step - loss: 0.5763 - acc: 0.6886 - val_loss: 0.5869 - val_acc: 0.7133\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "350/350 [==============================] - 0s 254us/step - loss: 0.5431 - acc: 0.7000 - val_loss: 0.5422 - val_acc: 0.6533\n",
+      "Epoch 61/300\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.5748 - acc: 0.6886 - val_loss: 0.5855 - val_acc: 0.7133\n",
       "Epoch 62/300\n",
-      "350/350 [==============================] - 0s 144us/step - loss: 0.5402 - acc: 0.7029 - val_loss: 0.5397 - val_acc: 0.6533\n",
+      "350/350 [==============================] - 0s 94us/step - loss: 0.5734 - acc: 0.6914 - val_loss: 0.5841 - val_acc: 0.7133\n",
       "Epoch 63/300\n",
-      "350/350 [==============================] - 0s 150us/step - loss: 0.5371 - acc: 0.7000 - val_loss: 0.5370 - val_acc: 0.6533\n",
+      "350/350 [==============================] - 0s 93us/step - loss: 0.5720 - acc: 0.6914 - val_loss: 0.5827 - val_acc: 0.7133\n",
       "Epoch 64/300\n",
-      "350/350 [==============================] - 0s 135us/step - loss: 0.5339 - acc: 0.7000 - val_loss: 0.5343 - val_acc: 0.6533\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.5707 - acc: 0.6943 - val_loss: 0.5813 - val_acc: 0.7133\n",
       "Epoch 65/300\n",
-      "350/350 [==============================] - 0s 121us/step - loss: 0.5307 - acc: 0.7057 - val_loss: 0.5315 - val_acc: 0.6600\n",
+      "350/350 [==============================] - 0s 107us/step - loss: 0.5693 - acc: 0.6914 - val_loss: 0.5800 - val_acc: 0.7133\n",
       "Epoch 66/300\n",
-      "350/350 [==============================] - 0s 151us/step - loss: 0.5274 - acc: 0.7057 - val_loss: 0.5288 - val_acc: 0.6600\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.5681 - acc: 0.6943 - val_loss: 0.5787 - val_acc: 0.7133\n",
       "Epoch 67/300\n",
-      "350/350 [==============================] - 0s 181us/step - loss: 0.5244 - acc: 0.7086 - val_loss: 0.5261 - val_acc: 0.6600\n",
+      "350/350 [==============================] - 0s 109us/step - loss: 0.5668 - acc: 0.6971 - val_loss: 0.5774 - val_acc: 0.7133\n",
       "Epoch 68/300\n",
-      "350/350 [==============================] - 0s 142us/step - loss: 0.5214 - acc: 0.7057 - val_loss: 0.5234 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 142us/step - loss: 0.5656 - acc: 0.6943 - val_loss: 0.5762 - val_acc: 0.7133\n",
       "Epoch 69/300\n",
-      "350/350 [==============================] - 0s 141us/step - loss: 0.5183 - acc: 0.7086 - val_loss: 0.5208 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.5644 - acc: 0.6971 - val_loss: 0.5751 - val_acc: 0.7133\n",
       "Epoch 70/300\n",
-      "350/350 [==============================] - 0s 156us/step - loss: 0.5153 - acc: 0.7143 - val_loss: 0.5182 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 125us/step - loss: 0.5632 - acc: 0.6971 - val_loss: 0.5738 - val_acc: 0.7133\n",
       "Epoch 71/300\n",
-      "350/350 [==============================] - 0s 168us/step - loss: 0.5124 - acc: 0.7143 - val_loss: 0.5156 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 121us/step - loss: 0.5619 - acc: 0.6971 - val_loss: 0.5726 - val_acc: 0.7133\n",
       "Epoch 72/300\n",
-      "350/350 [==============================] - 0s 170us/step - loss: 0.5095 - acc: 0.7143 - val_loss: 0.5130 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 129us/step - loss: 0.5609 - acc: 0.6971 - val_loss: 0.5714 - val_acc: 0.7133\n",
       "Epoch 73/300\n",
-      "350/350 [==============================] - 0s 255us/step - loss: 0.5065 - acc: 0.7143 - val_loss: 0.5103 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 125us/step - loss: 0.5597 - acc: 0.7000 - val_loss: 0.5703 - val_acc: 0.7133\n",
       "Epoch 74/300\n",
-      "350/350 [==============================] - 0s 176us/step - loss: 0.5035 - acc: 0.7143 - val_loss: 0.5075 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.5584 - acc: 0.7000 - val_loss: 0.5691 - val_acc: 0.7133\n",
       "Epoch 75/300\n",
-      "350/350 [==============================] - 0s 177us/step - loss: 0.5005 - acc: 0.7171 - val_loss: 0.5047 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.5574 - acc: 0.7000 - val_loss: 0.5681 - val_acc: 0.7133\n",
       "Epoch 76/300\n",
-      "350/350 [==============================] - 0s 187us/step - loss: 0.4976 - acc: 0.7171 - val_loss: 0.5020 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.5562 - acc: 0.7000 - val_loss: 0.5671 - val_acc: 0.7133\n",
       "Epoch 77/300\n",
-      "350/350 [==============================] - 0s 268us/step - loss: 0.4946 - acc: 0.7143 - val_loss: 0.4993 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 122us/step - loss: 0.5551 - acc: 0.7029 - val_loss: 0.5661 - val_acc: 0.7133\n",
       "Epoch 78/300\n",
-      "350/350 [==============================] - 0s 75us/step - loss: 0.4917 - acc: 0.7171 - val_loss: 0.4966 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 125us/step - loss: 0.5539 - acc: 0.7057 - val_loss: 0.5650 - val_acc: 0.7200\n",
       "Epoch 79/300\n",
-      "350/350 [==============================] - 0s 117us/step - loss: 0.4889 - acc: 0.7171 - val_loss: 0.4940 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.5529 - acc: 0.7086 - val_loss: 0.5640 - val_acc: 0.7200\n",
       "Epoch 80/300\n",
-      "350/350 [==============================] - 0s 112us/step - loss: 0.4860 - acc: 0.7171 - val_loss: 0.4914 - val_acc: 0.6667\n",
+      "350/350 [==============================] - 0s 118us/step - loss: 0.5518 - acc: 0.7086 - val_loss: 0.5629 - val_acc: 0.7200\n",
       "Epoch 81/300\n",
-      "350/350 [==============================] - 0s 207us/step - loss: 0.4835 - acc: 0.7171 - val_loss: 0.4890 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.5506 - acc: 0.7086 - val_loss: 0.5619 - val_acc: 0.7200\n",
       "Epoch 82/300\n",
-      "350/350 [==============================] - 0s 169us/step - loss: 0.4809 - acc: 0.7200 - val_loss: 0.4867 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.5495 - acc: 0.7086 - val_loss: 0.5609 - val_acc: 0.7200\n",
       "Epoch 83/300\n",
-      "350/350 [==============================] - 0s 114us/step - loss: 0.4782 - acc: 0.7200 - val_loss: 0.4842 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.5485 - acc: 0.7200 - val_loss: 0.5599 - val_acc: 0.7200\n",
       "Epoch 84/300\n",
-      "350/350 [==============================] - 0s 219us/step - loss: 0.4758 - acc: 0.7229 - val_loss: 0.4818 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 136us/step - loss: 0.5474 - acc: 0.7171 - val_loss: 0.5589 - val_acc: 0.7200\n",
       "Epoch 85/300\n",
-      "350/350 [==============================] - 0s 121us/step - loss: 0.4735 - acc: 0.7257 - val_loss: 0.4797 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 136us/step - loss: 0.5463 - acc: 0.7229 - val_loss: 0.5579 - val_acc: 0.7200\n",
       "Epoch 86/300\n",
-      "350/350 [==============================] - 0s 118us/step - loss: 0.4712 - acc: 0.7229 - val_loss: 0.4775 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 119us/step - loss: 0.5454 - acc: 0.7229 - val_loss: 0.5570 - val_acc: 0.7200\n",
       "Epoch 87/300\n",
-      "350/350 [==============================] - 0s 342us/step - loss: 0.4688 - acc: 0.7200 - val_loss: 0.4753 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.5444 - acc: 0.7229 - val_loss: 0.5561 - val_acc: 0.7200\n",
       "Epoch 88/300\n",
-      "350/350 [==============================] - 0s 149us/step - loss: 0.4664 - acc: 0.7229 - val_loss: 0.4730 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 137us/step - loss: 0.5435 - acc: 0.7257 - val_loss: 0.5551 - val_acc: 0.7200\n",
       "Epoch 89/300\n",
-      "350/350 [==============================] - 0s 150us/step - loss: 0.4641 - acc: 0.7229 - val_loss: 0.4707 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 120us/step - loss: 0.5426 - acc: 0.7257 - val_loss: 0.5543 - val_acc: 0.7267\n",
       "Epoch 90/300\n",
-      "350/350 [==============================] - 0s 319us/step - loss: 0.4617 - acc: 0.7229 - val_loss: 0.4684 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.5416 - acc: 0.7257 - val_loss: 0.5534 - val_acc: 0.7267\n",
       "Epoch 91/300\n",
-      "350/350 [==============================] - 0s 138us/step - loss: 0.4597 - acc: 0.7257 - val_loss: 0.4662 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 129us/step - loss: 0.5406 - acc: 0.7229 - val_loss: 0.5524 - val_acc: 0.7267\n",
       "Epoch 92/300\n",
-      "350/350 [==============================] - 0s 237us/step - loss: 0.4573 - acc: 0.7229 - val_loss: 0.4641 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.5397 - acc: 0.7257 - val_loss: 0.5514 - val_acc: 0.7267\n",
       "Epoch 93/300\n",
-      "350/350 [==============================] - 0s 123us/step - loss: 0.4552 - acc: 0.7229 - val_loss: 0.4620 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 132us/step - loss: 0.5388 - acc: 0.7257 - val_loss: 0.5505 - val_acc: 0.7267\n",
       "Epoch 94/300\n",
-      "350/350 [==============================] - 0s 170us/step - loss: 0.4531 - acc: 0.7229 - val_loss: 0.4598 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.5379 - acc: 0.7257 - val_loss: 0.5496 - val_acc: 0.7267\n",
       "Epoch 95/300\n",
-      "350/350 [==============================] - 0s 277us/step - loss: 0.4509 - acc: 0.7229 - val_loss: 0.4577 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 129us/step - loss: 0.5370 - acc: 0.7257 - val_loss: 0.5487 - val_acc: 0.7267\n",
       "Epoch 96/300\n",
-      "350/350 [==============================] - 0s 495us/step - loss: 0.4487 - acc: 0.7257 - val_loss: 0.4557 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 121us/step - loss: 0.5362 - acc: 0.7257 - val_loss: 0.5478 - val_acc: 0.7333\n",
       "Epoch 97/300\n",
-      "350/350 [==============================] - 0s 285us/step - loss: 0.4469 - acc: 0.7257 - val_loss: 0.4538 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 122us/step - loss: 0.5353 - acc: 0.7286 - val_loss: 0.5470 - val_acc: 0.7333\n",
       "Epoch 98/300\n",
-      "350/350 [==============================] - 0s 156us/step - loss: 0.4449 - acc: 0.7229 - val_loss: 0.4520 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.5344 - acc: 0.7257 - val_loss: 0.5462 - val_acc: 0.7333\n",
       "Epoch 99/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.4430 - acc: 0.7257 - val_loss: 0.4500 - val_acc: 0.6733\n",
+      "350/350 [==============================] - 0s 125us/step - loss: 0.5335 - acc: 0.7257 - val_loss: 0.5454 - val_acc: 0.7333\n",
       "Epoch 100/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.4411 - acc: 0.7286 - val_loss: 0.4481 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 125us/step - loss: 0.5327 - acc: 0.7257 - val_loss: 0.5446 - val_acc: 0.7333\n",
       "Epoch 101/300\n",
-      "350/350 [==============================] - 0s 108us/step - loss: 0.4395 - acc: 0.7286 - val_loss: 0.4464 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.5318 - acc: 0.7286 - val_loss: 0.5438 - val_acc: 0.7400\n",
       "Epoch 102/300\n",
-      "350/350 [==============================] - 0s 131us/step - loss: 0.4377 - acc: 0.7286 - val_loss: 0.4447 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 134us/step - loss: 0.5309 - acc: 0.7257 - val_loss: 0.5431 - val_acc: 0.7400\n",
       "Epoch 103/300\n",
-      "350/350 [==============================] - 0s 149us/step - loss: 0.4359 - acc: 0.7314 - val_loss: 0.4430 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.5301 - acc: 0.7257 - val_loss: 0.5423 - val_acc: 0.7400\n",
       "Epoch 104/300\n",
-      "350/350 [==============================] - 0s 170us/step - loss: 0.4345 - acc: 0.7314 - val_loss: 0.4416 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.5292 - acc: 0.7286 - val_loss: 0.5415 - val_acc: 0.7400\n",
       "Epoch 105/300\n",
-      "350/350 [==============================] - 0s 281us/step - loss: 0.4329 - acc: 0.7314 - val_loss: 0.4401 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.5283 - acc: 0.7257 - val_loss: 0.5406 - val_acc: 0.7400\n",
       "Epoch 106/300\n",
-      "350/350 [==============================] - 0s 115us/step - loss: 0.4315 - acc: 0.7343 - val_loss: 0.4386 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 121us/step - loss: 0.5268 - acc: 0.7286 - val_loss: 0.5396 - val_acc: 0.7400\n",
       "Epoch 107/300\n",
-      "350/350 [==============================] - 0s 101us/step - loss: 0.4300 - acc: 0.7371 - val_loss: 0.4371 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 110us/step - loss: 0.5251 - acc: 0.7286 - val_loss: 0.5386 - val_acc: 0.7400\n",
       "Epoch 108/300\n",
-      "350/350 [==============================] - 0s 73us/step - loss: 0.4285 - acc: 0.7343 - val_loss: 0.4356 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 136us/step - loss: 0.5238 - acc: 0.7286 - val_loss: 0.5375 - val_acc: 0.7400\n",
       "Epoch 109/300\n",
-      "350/350 [==============================] - 0s 142us/step - loss: 0.4273 - acc: 0.7343 - val_loss: 0.4341 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 102us/step - loss: 0.5223 - acc: 0.7286 - val_loss: 0.5361 - val_acc: 0.7400\n",
       "Epoch 110/300\n",
-      "350/350 [==============================] - 0s 101us/step - loss: 0.4260 - acc: 0.7343 - val_loss: 0.4329 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 105us/step - loss: 0.5206 - acc: 0.7286 - val_loss: 0.5348 - val_acc: 0.7400\n",
       "Epoch 111/300\n",
-      "350/350 [==============================] - 0s 104us/step - loss: 0.4248 - acc: 0.7371 - val_loss: 0.4317 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 99us/step - loss: 0.5190 - acc: 0.7286 - val_loss: 0.5335 - val_acc: 0.7400\n",
       "Epoch 112/300\n",
-      "350/350 [==============================] - 0s 111us/step - loss: 0.4236 - acc: 0.7371 - val_loss: 0.4305 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.5176 - acc: 0.7286 - val_loss: 0.5322 - val_acc: 0.7467\n",
       "Epoch 113/300\n",
-      "350/350 [==============================] - 0s 85us/step - loss: 0.4225 - acc: 0.7371 - val_loss: 0.4294 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 149us/step - loss: 0.5160 - acc: 0.7314 - val_loss: 0.5309 - val_acc: 0.7467\n",
       "Epoch 114/300\n",
-      "350/350 [==============================] - 0s 103us/step - loss: 0.4215 - acc: 0.7371 - val_loss: 0.4283 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 113us/step - loss: 0.5145 - acc: 0.7314 - val_loss: 0.5296 - val_acc: 0.7467\n",
       "Epoch 115/300\n",
-      "350/350 [==============================] - 0s 94us/step - loss: 0.4204 - acc: 0.7343 - val_loss: 0.4272 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.5128 - acc: 0.7314 - val_loss: 0.5283 - val_acc: 0.7467\n",
       "Epoch 116/300\n",
-      "350/350 [==============================] - 0s 103us/step - loss: 0.4193 - acc: 0.7371 - val_loss: 0.4261 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 119us/step - loss: 0.5113 - acc: 0.7314 - val_loss: 0.5271 - val_acc: 0.7467\n",
       "Epoch 117/300\n",
-      "350/350 [==============================] - 0s 71us/step - loss: 0.4184 - acc: 0.7343 - val_loss: 0.4251 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.5099 - acc: 0.7343 - val_loss: 0.5258 - val_acc: 0.7467\n",
       "Epoch 118/300\n",
-      "350/350 [==============================] - 0s 68us/step - loss: 0.4175 - acc: 0.7371 - val_loss: 0.4241 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.5085 - acc: 0.7314 - val_loss: 0.5247 - val_acc: 0.7467\n",
       "Epoch 119/300\n",
-      "350/350 [==============================] - 0s 86us/step - loss: 0.4165 - acc: 0.7371 - val_loss: 0.4231 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.5070 - acc: 0.7314 - val_loss: 0.5233 - val_acc: 0.7467\n",
       "Epoch 120/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.4158 - acc: 0.7343 - val_loss: 0.4222 - val_acc: 0.6800\n",
-      "Epoch 121/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.4148 - acc: 0.7343 - val_loss: 0.4213 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.5055 - acc: 0.7343 - val_loss: 0.5222 - val_acc: 0.7467\n",
+      "Epoch 121/300\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "350/350 [==============================] - 0s 107us/step - loss: 0.5039 - acc: 0.7343 - val_loss: 0.5209 - val_acc: 0.7467\n",
       "Epoch 122/300\n",
-      "350/350 [==============================] - 0s 52us/step - loss: 0.4140 - acc: 0.7371 - val_loss: 0.4204 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 109us/step - loss: 0.5025 - acc: 0.7371 - val_loss: 0.5197 - val_acc: 0.7467\n",
       "Epoch 123/300\n",
-      "350/350 [==============================] - 0s 58us/step - loss: 0.4133 - acc: 0.7343 - val_loss: 0.4195 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 108us/step - loss: 0.5007 - acc: 0.7343 - val_loss: 0.5185 - val_acc: 0.7467\n",
       "Epoch 124/300\n",
-      "350/350 [==============================] - 0s 105us/step - loss: 0.4124 - acc: 0.7371 - val_loss: 0.4187 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.4990 - acc: 0.7343 - val_loss: 0.5174 - val_acc: 0.7467\n",
       "Epoch 125/300\n",
-      "350/350 [==============================] - 0s 72us/step - loss: 0.4118 - acc: 0.7371 - val_loss: 0.4179 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 143us/step - loss: 0.4974 - acc: 0.7371 - val_loss: 0.5163 - val_acc: 0.7467\n",
       "Epoch 126/300\n",
-      "350/350 [==============================] - 0s 90us/step - loss: 0.4111 - acc: 0.7343 - val_loss: 0.4171 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 113us/step - loss: 0.4957 - acc: 0.7400 - val_loss: 0.5153 - val_acc: 0.7467\n",
       "Epoch 127/300\n",
-      "350/350 [==============================] - 0s 81us/step - loss: 0.4104 - acc: 0.7343 - val_loss: 0.4164 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 132us/step - loss: 0.4943 - acc: 0.7400 - val_loss: 0.5143 - val_acc: 0.7533\n",
       "Epoch 128/300\n",
-      "350/350 [==============================] - 0s 115us/step - loss: 0.4098 - acc: 0.7343 - val_loss: 0.4157 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 145us/step - loss: 0.4928 - acc: 0.7400 - val_loss: 0.5133 - val_acc: 0.7533\n",
       "Epoch 129/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.4091 - acc: 0.7371 - val_loss: 0.4150 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.4914 - acc: 0.7429 - val_loss: 0.5123 - val_acc: 0.7533\n",
       "Epoch 130/300\n",
-      "350/350 [==============================] - 0s 128us/step - loss: 0.4085 - acc: 0.7371 - val_loss: 0.4142 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 148us/step - loss: 0.4900 - acc: 0.7429 - val_loss: 0.5113 - val_acc: 0.7533\n",
       "Epoch 131/300\n",
-      "350/350 [==============================] - 0s 123us/step - loss: 0.4079 - acc: 0.7371 - val_loss: 0.4135 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.4884 - acc: 0.7429 - val_loss: 0.5104 - val_acc: 0.7533\n",
       "Epoch 132/300\n",
-      "350/350 [==============================] - 0s 213us/step - loss: 0.4071 - acc: 0.7371 - val_loss: 0.4127 - val_acc: 0.6800\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.4869 - acc: 0.7429 - val_loss: 0.5095 - val_acc: 0.7533\n",
       "Epoch 133/300\n",
-      "350/350 [==============================] - 0s 146us/step - loss: 0.4065 - acc: 0.7371 - val_loss: 0.4119 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 129us/step - loss: 0.4854 - acc: 0.7429 - val_loss: 0.5086 - val_acc: 0.7533\n",
       "Epoch 134/300\n",
-      "350/350 [==============================] - 0s 136us/step - loss: 0.4060 - acc: 0.7371 - val_loss: 0.4113 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.4840 - acc: 0.7429 - val_loss: 0.5075 - val_acc: 0.7533\n",
       "Epoch 135/300\n",
-      "350/350 [==============================] - 0s 138us/step - loss: 0.4055 - acc: 0.7371 - val_loss: 0.4108 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 134us/step - loss: 0.4824 - acc: 0.7429 - val_loss: 0.5065 - val_acc: 0.7533\n",
       "Epoch 136/300\n",
-      "350/350 [==============================] - 0s 110us/step - loss: 0.4048 - acc: 0.7371 - val_loss: 0.4102 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 141us/step - loss: 0.4809 - acc: 0.7429 - val_loss: 0.5054 - val_acc: 0.7533\n",
       "Epoch 137/300\n",
-      "350/350 [==============================] - 0s 150us/step - loss: 0.4042 - acc: 0.7371 - val_loss: 0.4096 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 132us/step - loss: 0.4793 - acc: 0.7429 - val_loss: 0.5043 - val_acc: 0.7533\n",
       "Epoch 138/300\n",
-      "350/350 [==============================] - 0s 132us/step - loss: 0.4037 - acc: 0.7371 - val_loss: 0.4091 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.4777 - acc: 0.7429 - val_loss: 0.5032 - val_acc: 0.7533\n",
       "Epoch 139/300\n",
-      "350/350 [==============================] - 0s 208us/step - loss: 0.4033 - acc: 0.7371 - val_loss: 0.4086 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.4761 - acc: 0.7429 - val_loss: 0.5021 - val_acc: 0.7533\n",
       "Epoch 140/300\n",
-      "350/350 [==============================] - 0s 306us/step - loss: 0.4026 - acc: 0.7371 - val_loss: 0.4080 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.4745 - acc: 0.7429 - val_loss: 0.5012 - val_acc: 0.7533\n",
       "Epoch 141/300\n",
-      "350/350 [==============================] - 0s 169us/step - loss: 0.4022 - acc: 0.7371 - val_loss: 0.4075 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 148us/step - loss: 0.4729 - acc: 0.7429 - val_loss: 0.5002 - val_acc: 0.7533\n",
       "Epoch 142/300\n",
-      "350/350 [==============================] - 0s 228us/step - loss: 0.4017 - acc: 0.7371 - val_loss: 0.4069 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 178us/step - loss: 0.4714 - acc: 0.7429 - val_loss: 0.4993 - val_acc: 0.7533\n",
       "Epoch 143/300\n",
-      "350/350 [==============================] - 0s 181us/step - loss: 0.4011 - acc: 0.7343 - val_loss: 0.4063 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.4698 - acc: 0.7429 - val_loss: 0.4984 - val_acc: 0.7533\n",
       "Epoch 144/300\n",
-      "350/350 [==============================] - 0s 193us/step - loss: 0.4006 - acc: 0.7371 - val_loss: 0.4056 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.4683 - acc: 0.7429 - val_loss: 0.4975 - val_acc: 0.7533\n",
       "Epoch 145/300\n",
-      "350/350 [==============================] - 0s 301us/step - loss: 0.4002 - acc: 0.7371 - val_loss: 0.4052 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.4671 - acc: 0.7457 - val_loss: 0.4967 - val_acc: 0.7533\n",
       "Epoch 146/300\n",
-      "350/350 [==============================] - 0s 225us/step - loss: 0.3998 - acc: 0.7371 - val_loss: 0.4047 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.4657 - acc: 0.7457 - val_loss: 0.4959 - val_acc: 0.7533\n",
       "Epoch 147/300\n",
-      "350/350 [==============================] - 0s 73us/step - loss: 0.3991 - acc: 0.7371 - val_loss: 0.4042 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.4643 - acc: 0.7457 - val_loss: 0.4951 - val_acc: 0.7533\n",
       "Epoch 148/300\n",
-      "350/350 [==============================] - 0s 99us/step - loss: 0.3988 - acc: 0.7400 - val_loss: 0.4036 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 134us/step - loss: 0.4630 - acc: 0.7457 - val_loss: 0.4944 - val_acc: 0.7533\n",
       "Epoch 149/300\n",
-      "350/350 [==============================] - 0s 93us/step - loss: 0.3984 - acc: 0.7371 - val_loss: 0.4032 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.4618 - acc: 0.7457 - val_loss: 0.4937 - val_acc: 0.7533\n",
       "Epoch 150/300\n",
-      "350/350 [==============================] - 0s 91us/step - loss: 0.3978 - acc: 0.7371 - val_loss: 0.4028 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.4605 - acc: 0.7457 - val_loss: 0.4930 - val_acc: 0.7533\n",
       "Epoch 151/300\n",
-      "350/350 [==============================] - 0s 81us/step - loss: 0.3975 - acc: 0.7371 - val_loss: 0.4024 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.4592 - acc: 0.7457 - val_loss: 0.4922 - val_acc: 0.7533\n",
       "Epoch 152/300\n",
-      "350/350 [==============================] - 0s 83us/step - loss: 0.3970 - acc: 0.7400 - val_loss: 0.4019 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.4581 - acc: 0.7457 - val_loss: 0.4914 - val_acc: 0.7533\n",
       "Epoch 153/300\n",
-      "350/350 [==============================] - 0s 54us/step - loss: 0.3968 - acc: 0.7400 - val_loss: 0.4015 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.4569 - acc: 0.7457 - val_loss: 0.4906 - val_acc: 0.7533\n",
       "Epoch 154/300\n",
-      "350/350 [==============================] - 0s 57us/step - loss: 0.3962 - acc: 0.7400 - val_loss: 0.4012 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 113us/step - loss: 0.4558 - acc: 0.7457 - val_loss: 0.4900 - val_acc: 0.7533\n",
       "Epoch 155/300\n",
-      "350/350 [==============================] - 0s 54us/step - loss: 0.3959 - acc: 0.7371 - val_loss: 0.4008 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 110us/step - loss: 0.4547 - acc: 0.7457 - val_loss: 0.4892 - val_acc: 0.7533\n",
       "Epoch 156/300\n",
-      "350/350 [==============================] - 0s 55us/step - loss: 0.3956 - acc: 0.7371 - val_loss: 0.4003 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.4536 - acc: 0.7457 - val_loss: 0.4885 - val_acc: 0.7533\n",
       "Epoch 157/300\n",
-      "350/350 [==============================] - 0s 80us/step - loss: 0.3952 - acc: 0.7400 - val_loss: 0.3999 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 132us/step - loss: 0.4527 - acc: 0.7457 - val_loss: 0.4877 - val_acc: 0.7533\n",
       "Epoch 158/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3949 - acc: 0.7400 - val_loss: 0.3996 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.4515 - acc: 0.7429 - val_loss: 0.4870 - val_acc: 0.7533\n",
       "Epoch 159/300\n",
-      "350/350 [==============================] - 0s 57us/step - loss: 0.3946 - acc: 0.7400 - val_loss: 0.3993 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.4506 - acc: 0.7457 - val_loss: 0.4863 - val_acc: 0.7533\n",
       "Epoch 160/300\n",
-      "350/350 [==============================] - 0s 85us/step - loss: 0.3942 - acc: 0.7400 - val_loss: 0.3989 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.4496 - acc: 0.7429 - val_loss: 0.4854 - val_acc: 0.7533\n",
       "Epoch 161/300\n",
-      "350/350 [==============================] - 0s 65us/step - loss: 0.3939 - acc: 0.7400 - val_loss: 0.3987 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 121us/step - loss: 0.4485 - acc: 0.7457 - val_loss: 0.4845 - val_acc: 0.7533\n",
       "Epoch 162/300\n",
-      "350/350 [==============================] - 0s 74us/step - loss: 0.3936 - acc: 0.7400 - val_loss: 0.3984 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.4476 - acc: 0.7457 - val_loss: 0.4837 - val_acc: 0.7533\n",
       "Epoch 163/300\n",
-      "350/350 [==============================] - 0s 73us/step - loss: 0.3933 - acc: 0.7400 - val_loss: 0.3980 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 137us/step - loss: 0.4465 - acc: 0.7457 - val_loss: 0.4830 - val_acc: 0.7533\n",
       "Epoch 164/300\n",
-      "350/350 [==============================] - 0s 87us/step - loss: 0.3929 - acc: 0.7371 - val_loss: 0.3976 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.4456 - acc: 0.7457 - val_loss: 0.4823 - val_acc: 0.7533\n",
       "Epoch 165/300\n",
-      "350/350 [==============================] - 0s 69us/step - loss: 0.3927 - acc: 0.7371 - val_loss: 0.3972 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.4446 - acc: 0.7457 - val_loss: 0.4813 - val_acc: 0.7533\n",
       "Epoch 166/300\n",
-      "350/350 [==============================] - 0s 73us/step - loss: 0.3922 - acc: 0.7400 - val_loss: 0.3969 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.4435 - acc: 0.7457 - val_loss: 0.4805 - val_acc: 0.7533\n",
       "Epoch 167/300\n",
-      "350/350 [==============================] - 0s 74us/step - loss: 0.3920 - acc: 0.7371 - val_loss: 0.3966 - val_acc: 0.6933\n",
+      "350/350 [==============================] - 0s 109us/step - loss: 0.4425 - acc: 0.7457 - val_loss: 0.4797 - val_acc: 0.7533\n",
       "Epoch 168/300\n",
-      "350/350 [==============================] - 0s 64us/step - loss: 0.3919 - acc: 0.7400 - val_loss: 0.3963 - val_acc: 0.6933\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.4416 - acc: 0.7457 - val_loss: 0.4790 - val_acc: 0.7533\n",
       "Epoch 169/300\n",
-      "350/350 [==============================] - 0s 100us/step - loss: 0.3914 - acc: 0.7400 - val_loss: 0.3960 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 120us/step - loss: 0.4406 - acc: 0.7457 - val_loss: 0.4783 - val_acc: 0.7533\n",
       "Epoch 170/300\n",
-      "350/350 [==============================] - 0s 69us/step - loss: 0.3911 - acc: 0.7371 - val_loss: 0.3956 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 134us/step - loss: 0.4398 - acc: 0.7457 - val_loss: 0.4777 - val_acc: 0.7533\n",
       "Epoch 171/300\n",
-      "350/350 [==============================] - 0s 78us/step - loss: 0.3908 - acc: 0.7400 - val_loss: 0.3954 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.4387 - acc: 0.7457 - val_loss: 0.4769 - val_acc: 0.7533\n",
       "Epoch 172/300\n",
-      "350/350 [==============================] - 0s 63us/step - loss: 0.3904 - acc: 0.7400 - val_loss: 0.3950 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.4378 - acc: 0.7457 - val_loss: 0.4758 - val_acc: 0.7533\n",
       "Epoch 173/300\n",
-      "350/350 [==============================] - 0s 69us/step - loss: 0.3903 - acc: 0.7400 - val_loss: 0.3948 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.4369 - acc: 0.7457 - val_loss: 0.4749 - val_acc: 0.7533\n",
       "Epoch 174/300\n",
-      "350/350 [==============================] - 0s 109us/step - loss: 0.3899 - acc: 0.7400 - val_loss: 0.3945 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 136us/step - loss: 0.4360 - acc: 0.7457 - val_loss: 0.4740 - val_acc: 0.7533\n",
       "Epoch 175/300\n",
-      "350/350 [==============================] - 0s 62us/step - loss: 0.3897 - acc: 0.7400 - val_loss: 0.3942 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.4351 - acc: 0.7457 - val_loss: 0.4730 - val_acc: 0.7533\n",
       "Epoch 176/300\n",
-      "350/350 [==============================] - 0s 84us/step - loss: 0.3895 - acc: 0.7371 - val_loss: 0.3940 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.4339 - acc: 0.7429 - val_loss: 0.4719 - val_acc: 0.7533\n",
       "Epoch 177/300\n",
-      "350/350 [==============================] - 0s 70us/step - loss: 0.3891 - acc: 0.7400 - val_loss: 0.3936 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.4333 - acc: 0.7457 - val_loss: 0.4710 - val_acc: 0.7533\n",
       "Epoch 178/300\n",
-      "350/350 [==============================] - 0s 110us/step - loss: 0.3890 - acc: 0.7400 - val_loss: 0.3934 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 118us/step - loss: 0.4321 - acc: 0.7457 - val_loss: 0.4701 - val_acc: 0.7533\n",
       "Epoch 179/300\n",
-      "350/350 [==============================] - 0s 79us/step - loss: 0.3887 - acc: 0.7400 - val_loss: 0.3932 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.4313 - acc: 0.7429 - val_loss: 0.4692 - val_acc: 0.7533\n",
       "Epoch 180/300\n",
-      "350/350 [==============================] - 0s 84us/step - loss: 0.3884 - acc: 0.7400 - val_loss: 0.3930 - val_acc: 0.6867\n",
-      "Epoch 181/300\n"
+      "350/350 [==============================] - 0s 126us/step - loss: 0.4303 - acc: 0.7429 - val_loss: 0.4682 - val_acc: 0.7533\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "350/350 [==============================] - 0s 111us/step - loss: 0.3880 - acc: 0.7371 - val_loss: 0.3926 - val_acc: 0.6867\n",
+      "Epoch 181/300\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.4294 - acc: 0.7429 - val_loss: 0.4672 - val_acc: 0.7533\n",
       "Epoch 182/300\n",
-      "350/350 [==============================] - 0s 58us/step - loss: 0.3879 - acc: 0.7371 - val_loss: 0.3924 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.4285 - acc: 0.7429 - val_loss: 0.4662 - val_acc: 0.7533\n",
       "Epoch 183/300\n",
-      "350/350 [==============================] - 0s 85us/step - loss: 0.3878 - acc: 0.7371 - val_loss: 0.3922 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 148us/step - loss: 0.4274 - acc: 0.7457 - val_loss: 0.4654 - val_acc: 0.7533\n",
       "Epoch 184/300\n",
-      "350/350 [==============================] - 0s 71us/step - loss: 0.3873 - acc: 0.7400 - val_loss: 0.3919 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 143us/step - loss: 0.4266 - acc: 0.7457 - val_loss: 0.4644 - val_acc: 0.7533\n",
       "Epoch 185/300\n",
-      "350/350 [==============================] - 0s 63us/step - loss: 0.3872 - acc: 0.7400 - val_loss: 0.3917 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 151us/step - loss: 0.4254 - acc: 0.7429 - val_loss: 0.4630 - val_acc: 0.7533\n",
       "Epoch 186/300\n",
-      "350/350 [==============================] - 0s 80us/step - loss: 0.3869 - acc: 0.7371 - val_loss: 0.3915 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 157us/step - loss: 0.4245 - acc: 0.7457 - val_loss: 0.4620 - val_acc: 0.7533\n",
       "Epoch 187/300\n",
-      "350/350 [==============================] - 0s 65us/step - loss: 0.3866 - acc: 0.7371 - val_loss: 0.3912 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 144us/step - loss: 0.4235 - acc: 0.7429 - val_loss: 0.4609 - val_acc: 0.7533\n",
       "Epoch 188/300\n",
-      "350/350 [==============================] - 0s 79us/step - loss: 0.3864 - acc: 0.7400 - val_loss: 0.3910 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 157us/step - loss: 0.4226 - acc: 0.7429 - val_loss: 0.4601 - val_acc: 0.7533\n",
       "Epoch 189/300\n",
-      "350/350 [==============================] - 0s 89us/step - loss: 0.3862 - acc: 0.7400 - val_loss: 0.3908 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 141us/step - loss: 0.4216 - acc: 0.7429 - val_loss: 0.4593 - val_acc: 0.7533\n",
       "Epoch 190/300\n",
-      "350/350 [==============================] - 0s 61us/step - loss: 0.3859 - acc: 0.7400 - val_loss: 0.3905 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 141us/step - loss: 0.4207 - acc: 0.7429 - val_loss: 0.4584 - val_acc: 0.7533\n",
       "Epoch 191/300\n",
-      "350/350 [==============================] - 0s 75us/step - loss: 0.3857 - acc: 0.7400 - val_loss: 0.3902 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.4198 - acc: 0.7429 - val_loss: 0.4575 - val_acc: 0.7533\n",
       "Epoch 192/300\n",
-      "350/350 [==============================] - 0s 90us/step - loss: 0.3855 - acc: 0.7400 - val_loss: 0.3900 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 120us/step - loss: 0.4189 - acc: 0.7400 - val_loss: 0.4568 - val_acc: 0.7533\n",
       "Epoch 193/300\n",
-      "350/350 [==============================] - 0s 75us/step - loss: 0.3853 - acc: 0.7400 - val_loss: 0.3898 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.4182 - acc: 0.7429 - val_loss: 0.4559 - val_acc: 0.7533\n",
       "Epoch 194/300\n",
-      "350/350 [==============================] - 0s 82us/step - loss: 0.3850 - acc: 0.7371 - val_loss: 0.3895 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.4173 - acc: 0.7429 - val_loss: 0.4552 - val_acc: 0.7533\n",
       "Epoch 195/300\n",
-      "350/350 [==============================] - 0s 78us/step - loss: 0.3848 - acc: 0.7400 - val_loss: 0.3893 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.4165 - acc: 0.7400 - val_loss: 0.4544 - val_acc: 0.7533\n",
       "Epoch 196/300\n",
-      "350/350 [==============================] - 0s 86us/step - loss: 0.3846 - acc: 0.7371 - val_loss: 0.3892 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 125us/step - loss: 0.4158 - acc: 0.7400 - val_loss: 0.4536 - val_acc: 0.7533\n",
       "Epoch 197/300\n",
-      "350/350 [==============================] - 0s 57us/step - loss: 0.3842 - acc: 0.7429 - val_loss: 0.3890 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.4149 - acc: 0.7400 - val_loss: 0.4526 - val_acc: 0.7533\n",
       "Epoch 198/300\n",
-      "350/350 [==============================] - 0s 74us/step - loss: 0.3841 - acc: 0.7371 - val_loss: 0.3888 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 137us/step - loss: 0.4142 - acc: 0.7429 - val_loss: 0.4518 - val_acc: 0.7533\n",
       "Epoch 199/300\n",
-      "350/350 [==============================] - 0s 66us/step - loss: 0.3839 - acc: 0.7400 - val_loss: 0.3885 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 136us/step - loss: 0.4134 - acc: 0.7400 - val_loss: 0.4512 - val_acc: 0.7533\n",
       "Epoch 200/300\n",
-      "350/350 [==============================] - 0s 80us/step - loss: 0.3835 - acc: 0.7429 - val_loss: 0.3885 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 140us/step - loss: 0.4127 - acc: 0.7429 - val_loss: 0.4505 - val_acc: 0.7533\n",
       "Epoch 201/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3833 - acc: 0.7400 - val_loss: 0.3883 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.4119 - acc: 0.7429 - val_loss: 0.4498 - val_acc: 0.7533\n",
       "Epoch 202/300\n",
-      "350/350 [==============================] - 0s 102us/step - loss: 0.3832 - acc: 0.7400 - val_loss: 0.3881 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.4112 - acc: 0.7429 - val_loss: 0.4489 - val_acc: 0.7533\n",
       "Epoch 203/300\n",
-      "350/350 [==============================] - 0s 80us/step - loss: 0.3830 - acc: 0.7457 - val_loss: 0.3880 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 133us/step - loss: 0.4103 - acc: 0.7457 - val_loss: 0.4482 - val_acc: 0.7533\n",
       "Epoch 204/300\n",
-      "350/350 [==============================] - 0s 67us/step - loss: 0.3828 - acc: 0.7429 - val_loss: 0.3880 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 138us/step - loss: 0.4097 - acc: 0.7429 - val_loss: 0.4477 - val_acc: 0.7533\n",
       "Epoch 205/300\n",
-      "350/350 [==============================] - 0s 77us/step - loss: 0.3826 - acc: 0.7371 - val_loss: 0.3876 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.4089 - acc: 0.7429 - val_loss: 0.4470 - val_acc: 0.7533\n",
       "Epoch 206/300\n",
-      "350/350 [==============================] - 0s 66us/step - loss: 0.3824 - acc: 0.7400 - val_loss: 0.3875 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 106us/step - loss: 0.4086 - acc: 0.7457 - val_loss: 0.4465 - val_acc: 0.7533\n",
       "Epoch 207/300\n",
-      "350/350 [==============================] - 0s 95us/step - loss: 0.3823 - acc: 0.7429 - val_loss: 0.3874 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 108us/step - loss: 0.4077 - acc: 0.7457 - val_loss: 0.4461 - val_acc: 0.7533\n",
       "Epoch 208/300\n",
-      "350/350 [==============================] - 0s 61us/step - loss: 0.3820 - acc: 0.7400 - val_loss: 0.3872 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 105us/step - loss: 0.4071 - acc: 0.7457 - val_loss: 0.4455 - val_acc: 0.7533\n",
       "Epoch 209/300\n",
-      "350/350 [==============================] - 0s 107us/step - loss: 0.3819 - acc: 0.7429 - val_loss: 0.3871 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 152us/step - loss: 0.4065 - acc: 0.7429 - val_loss: 0.4450 - val_acc: 0.7533\n",
       "Epoch 210/300\n",
-      "350/350 [==============================] - 0s 102us/step - loss: 0.3816 - acc: 0.7429 - val_loss: 0.3869 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.4059 - acc: 0.7457 - val_loss: 0.4443 - val_acc: 0.7533\n",
       "Epoch 211/300\n",
-      "350/350 [==============================] - 0s 66us/step - loss: 0.3815 - acc: 0.7429 - val_loss: 0.3867 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 110us/step - loss: 0.4052 - acc: 0.7457 - val_loss: 0.4437 - val_acc: 0.7533\n",
       "Epoch 212/300\n",
-      "350/350 [==============================] - 0s 80us/step - loss: 0.3813 - acc: 0.7457 - val_loss: 0.3867 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 107us/step - loss: 0.4046 - acc: 0.7457 - val_loss: 0.4431 - val_acc: 0.7533\n",
       "Epoch 213/300\n",
-      "350/350 [==============================] - 0s 102us/step - loss: 0.3810 - acc: 0.7457 - val_loss: 0.3865 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 110us/step - loss: 0.4040 - acc: 0.7457 - val_loss: 0.4422 - val_acc: 0.7533\n",
       "Epoch 214/300\n",
-      "350/350 [==============================] - 0s 87us/step - loss: 0.3809 - acc: 0.7457 - val_loss: 0.3864 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 106us/step - loss: 0.4034 - acc: 0.7457 - val_loss: 0.4412 - val_acc: 0.7533\n",
       "Epoch 215/300\n",
-      "350/350 [==============================] - 0s 77us/step - loss: 0.3808 - acc: 0.7457 - val_loss: 0.3863 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 116us/step - loss: 0.4030 - acc: 0.7429 - val_loss: 0.4407 - val_acc: 0.7533\n",
       "Epoch 216/300\n",
-      "350/350 [==============================] - 0s 80us/step - loss: 0.3806 - acc: 0.7457 - val_loss: 0.3862 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 137us/step - loss: 0.4024 - acc: 0.7457 - val_loss: 0.4401 - val_acc: 0.7533\n",
       "Epoch 217/300\n",
-      "350/350 [==============================] - 0s 106us/step - loss: 0.3806 - acc: 0.7400 - val_loss: 0.3861 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 154us/step - loss: 0.4018 - acc: 0.7457 - val_loss: 0.4392 - val_acc: 0.7533\n",
       "Epoch 218/300\n",
-      "350/350 [==============================] - 0s 72us/step - loss: 0.3803 - acc: 0.7400 - val_loss: 0.3859 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 141us/step - loss: 0.4012 - acc: 0.7457 - val_loss: 0.4383 - val_acc: 0.7533\n",
       "Epoch 219/300\n",
-      "350/350 [==============================] - 0s 89us/step - loss: 0.3800 - acc: 0.7400 - val_loss: 0.3857 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 158us/step - loss: 0.4007 - acc: 0.7486 - val_loss: 0.4376 - val_acc: 0.7533\n",
       "Epoch 220/300\n",
-      "350/350 [==============================] - 0s 98us/step - loss: 0.3801 - acc: 0.7429 - val_loss: 0.3857 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 176us/step - loss: 0.4003 - acc: 0.7457 - val_loss: 0.4371 - val_acc: 0.7533\n",
       "Epoch 221/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3797 - acc: 0.7457 - val_loss: 0.3855 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.3996 - acc: 0.7457 - val_loss: 0.4364 - val_acc: 0.7533\n",
       "Epoch 222/300\n",
-      "350/350 [==============================] - 0s 63us/step - loss: 0.3797 - acc: 0.7457 - val_loss: 0.3856 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.3992 - acc: 0.7486 - val_loss: 0.4358 - val_acc: 0.7533\n",
       "Epoch 223/300\n",
-      "350/350 [==============================] - 0s 67us/step - loss: 0.3794 - acc: 0.7457 - val_loss: 0.3855 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 155us/step - loss: 0.3986 - acc: 0.7486 - val_loss: 0.4353 - val_acc: 0.7533\n",
       "Epoch 224/300\n",
-      "350/350 [==============================] - 0s 49us/step - loss: 0.3793 - acc: 0.7457 - val_loss: 0.3856 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 147us/step - loss: 0.3982 - acc: 0.7486 - val_loss: 0.4351 - val_acc: 0.7533\n",
       "Epoch 225/300\n",
-      "350/350 [==============================] - 0s 121us/step - loss: 0.3792 - acc: 0.7457 - val_loss: 0.3854 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 162us/step - loss: 0.3977 - acc: 0.7457 - val_loss: 0.4348 - val_acc: 0.7533\n",
       "Epoch 226/300\n",
-      "350/350 [==============================] - 0s 118us/step - loss: 0.3791 - acc: 0.7429 - val_loss: 0.3852 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.3974 - acc: 0.7429 - val_loss: 0.4344 - val_acc: 0.7533\n",
       "Epoch 227/300\n",
-      "350/350 [==============================] - 0s 107us/step - loss: 0.3789 - acc: 0.7457 - val_loss: 0.3851 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 114us/step - loss: 0.3970 - acc: 0.7457 - val_loss: 0.4341 - val_acc: 0.7533\n",
       "Epoch 228/300\n",
-      "350/350 [==============================] - 0s 161us/step - loss: 0.3789 - acc: 0.7457 - val_loss: 0.3849 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 103us/step - loss: 0.3966 - acc: 0.7457 - val_loss: 0.4336 - val_acc: 0.7533\n",
       "Epoch 229/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.3785 - acc: 0.7429 - val_loss: 0.3849 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 119us/step - loss: 0.3962 - acc: 0.7457 - val_loss: 0.4333 - val_acc: 0.7533\n",
       "Epoch 230/300\n",
-      "350/350 [==============================] - 0s 87us/step - loss: 0.3783 - acc: 0.7457 - val_loss: 0.3849 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 132us/step - loss: 0.3959 - acc: 0.7457 - val_loss: 0.4330 - val_acc: 0.7533\n",
       "Epoch 231/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3782 - acc: 0.7457 - val_loss: 0.3848 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 145us/step - loss: 0.3954 - acc: 0.7457 - val_loss: 0.4326 - val_acc: 0.7533\n",
       "Epoch 232/300\n",
-      "350/350 [==============================] - 0s 102us/step - loss: 0.3781 - acc: 0.7457 - val_loss: 0.3848 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 148us/step - loss: 0.3950 - acc: 0.7457 - val_loss: 0.4325 - val_acc: 0.7533\n",
       "Epoch 233/300\n",
-      "350/350 [==============================] - 0s 141us/step - loss: 0.3779 - acc: 0.7429 - val_loss: 0.3845 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 181us/step - loss: 0.3946 - acc: 0.7457 - val_loss: 0.4318 - val_acc: 0.7533\n",
       "Epoch 234/300\n",
-      "350/350 [==============================] - 0s 85us/step - loss: 0.3779 - acc: 0.7457 - val_loss: 0.3845 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.3944 - acc: 0.7457 - val_loss: 0.4316 - val_acc: 0.7533\n",
       "Epoch 235/300\n",
-      "350/350 [==============================] - 0s 105us/step - loss: 0.3777 - acc: 0.7457 - val_loss: 0.3844 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.3940 - acc: 0.7486 - val_loss: 0.4314 - val_acc: 0.7533\n",
       "Epoch 236/300\n",
-      "350/350 [==============================] - 0s 110us/step - loss: 0.3776 - acc: 0.7400 - val_loss: 0.3842 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.3938 - acc: 0.7457 - val_loss: 0.4312 - val_acc: 0.7533\n",
       "Epoch 237/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3774 - acc: 0.7457 - val_loss: 0.3841 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.3934 - acc: 0.7457 - val_loss: 0.4309 - val_acc: 0.7533\n",
       "Epoch 238/300\n",
-      "350/350 [==============================] - 0s 83us/step - loss: 0.3771 - acc: 0.7457 - val_loss: 0.3839 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 122us/step - loss: 0.3932 - acc: 0.7457 - val_loss: 0.4306 - val_acc: 0.7533\n",
       "Epoch 239/300\n",
-      "350/350 [==============================] - 0s 76us/step - loss: 0.3772 - acc: 0.7457 - val_loss: 0.3838 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 120us/step - loss: 0.3927 - acc: 0.7457 - val_loss: 0.4303 - val_acc: 0.7533\n",
       "Epoch 240/300\n",
-      "350/350 [==============================] - 0s 91us/step - loss: 0.3770 - acc: 0.7457 - val_loss: 0.3837 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.3926 - acc: 0.7457 - val_loss: 0.4300 - val_acc: 0.7533\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Epoch 241/300\n",
-      "350/350 [==============================] - 0s 88us/step - loss: 0.3769 - acc: 0.7457 - val_loss: 0.3837 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 135us/step - loss: 0.3923 - acc: 0.7457 - val_loss: 0.4298 - val_acc: 0.7533\n",
       "Epoch 242/300\n",
-      "350/350 [==============================] - 0s 67us/step - loss: 0.3768 - acc: 0.7457 - val_loss: 0.3838 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 110us/step - loss: 0.3920 - acc: 0.7457 - val_loss: 0.4296 - val_acc: 0.7533\n",
       "Epoch 243/300\n",
-      "350/350 [==============================] - 0s 85us/step - loss: 0.3766 - acc: 0.7429 - val_loss: 0.3835 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 149us/step - loss: 0.3921 - acc: 0.7486 - val_loss: 0.4291 - val_acc: 0.7533\n",
       "Epoch 244/300\n",
-      "350/350 [==============================] - 0s 110us/step - loss: 0.3767 - acc: 0.7429 - val_loss: 0.3835 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 136us/step - loss: 0.3916 - acc: 0.7457 - val_loss: 0.4288 - val_acc: 0.7533\n",
       "Epoch 245/300\n",
-      "350/350 [==============================] - 0s 127us/step - loss: 0.3764 - acc: 0.7457 - val_loss: 0.3835 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 119us/step - loss: 0.3912 - acc: 0.7457 - val_loss: 0.4285 - val_acc: 0.7533\n",
       "Epoch 246/300\n",
-      "350/350 [==============================] - 0s 118us/step - loss: 0.3763 - acc: 0.7457 - val_loss: 0.3835 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.3910 - acc: 0.7457 - val_loss: 0.4281 - val_acc: 0.7533\n",
       "Epoch 247/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3762 - acc: 0.7457 - val_loss: 0.3835 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 131us/step - loss: 0.3907 - acc: 0.7457 - val_loss: 0.4277 - val_acc: 0.7533\n",
       "Epoch 248/300\n",
-      "350/350 [==============================] - 0s 123us/step - loss: 0.3762 - acc: 0.7429 - val_loss: 0.3833 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 161us/step - loss: 0.3905 - acc: 0.7486 - val_loss: 0.4274 - val_acc: 0.7533\n",
       "Epoch 249/300\n",
-      "350/350 [==============================] - 0s 84us/step - loss: 0.3759 - acc: 0.7457 - val_loss: 0.3831 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 164us/step - loss: 0.3904 - acc: 0.7457 - val_loss: 0.4276 - val_acc: 0.7533\n",
       "Epoch 250/300\n",
-      "350/350 [==============================] - 0s 111us/step - loss: 0.3760 - acc: 0.7457 - val_loss: 0.3831 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.3900 - acc: 0.7457 - val_loss: 0.4273 - val_acc: 0.7533\n",
       "Epoch 251/300\n",
-      "350/350 [==============================] - 0s 60us/step - loss: 0.3759 - acc: 0.7457 - val_loss: 0.3830 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 185us/step - loss: 0.3896 - acc: 0.7486 - val_loss: 0.4269 - val_acc: 0.7533\n",
       "Epoch 252/300\n",
-      "350/350 [==============================] - 0s 103us/step - loss: 0.3756 - acc: 0.7457 - val_loss: 0.3829 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 187us/step - loss: 0.3894 - acc: 0.7457 - val_loss: 0.4266 - val_acc: 0.7533\n",
       "Epoch 253/300\n",
-      "350/350 [==============================] - 0s 117us/step - loss: 0.3757 - acc: 0.7429 - val_loss: 0.3827 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.3892 - acc: 0.7486 - val_loss: 0.4260 - val_acc: 0.7533\n",
       "Epoch 254/300\n",
-      "350/350 [==============================] - 0s 72us/step - loss: 0.3755 - acc: 0.7457 - val_loss: 0.3827 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 146us/step - loss: 0.3891 - acc: 0.7457 - val_loss: 0.4257 - val_acc: 0.7533\n",
       "Epoch 255/300\n",
-      "350/350 [==============================] - 0s 97us/step - loss: 0.3754 - acc: 0.7457 - val_loss: 0.3826 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 162us/step - loss: 0.3887 - acc: 0.7457 - val_loss: 0.4252 - val_acc: 0.7533\n",
       "Epoch 256/300\n",
-      "350/350 [==============================] - 0s 84us/step - loss: 0.3755 - acc: 0.7457 - val_loss: 0.3825 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.3885 - acc: 0.7486 - val_loss: 0.4248 - val_acc: 0.7533\n",
       "Epoch 257/300\n",
-      "350/350 [==============================] - 0s 87us/step - loss: 0.3751 - acc: 0.7457 - val_loss: 0.3825 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 138us/step - loss: 0.3882 - acc: 0.7457 - val_loss: 0.4243 - val_acc: 0.7533\n",
       "Epoch 258/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3752 - acc: 0.7457 - val_loss: 0.3824 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 165us/step - loss: 0.3878 - acc: 0.7457 - val_loss: 0.4239 - val_acc: 0.7533\n",
       "Epoch 259/300\n",
-      "350/350 [==============================] - 0s 106us/step - loss: 0.3750 - acc: 0.7457 - val_loss: 0.3823 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 162us/step - loss: 0.3876 - acc: 0.7457 - val_loss: 0.4236 - val_acc: 0.7533\n",
       "Epoch 260/300\n",
-      "350/350 [==============================] - 0s 129us/step - loss: 0.3749 - acc: 0.7457 - val_loss: 0.3823 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 173us/step - loss: 0.3875 - acc: 0.7457 - val_loss: 0.4231 - val_acc: 0.7533\n",
       "Epoch 261/300\n",
-      "350/350 [==============================] - 0s 61us/step - loss: 0.3748 - acc: 0.7457 - val_loss: 0.3822 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 133us/step - loss: 0.3870 - acc: 0.7457 - val_loss: 0.4225 - val_acc: 0.7533\n",
       "Epoch 262/300\n",
-      "350/350 [==============================] - 0s 83us/step - loss: 0.3746 - acc: 0.7457 - val_loss: 0.3821 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 164us/step - loss: 0.3867 - acc: 0.7457 - val_loss: 0.4218 - val_acc: 0.7533\n",
       "Epoch 263/300\n",
-      "350/350 [==============================] - 0s 100us/step - loss: 0.3746 - acc: 0.7457 - val_loss: 0.3821 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 156us/step - loss: 0.3865 - acc: 0.7457 - val_loss: 0.4215 - val_acc: 0.7533\n",
       "Epoch 264/300\n",
-      "350/350 [==============================] - 0s 80us/step - loss: 0.3746 - acc: 0.7457 - val_loss: 0.3821 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 164us/step - loss: 0.3862 - acc: 0.7486 - val_loss: 0.4209 - val_acc: 0.7533\n",
       "Epoch 265/300\n",
-      "350/350 [==============================] - 0s 101us/step - loss: 0.3747 - acc: 0.7429 - val_loss: 0.3821 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 140us/step - loss: 0.3860 - acc: 0.7457 - val_loss: 0.4204 - val_acc: 0.7533\n",
       "Epoch 266/300\n",
-      "350/350 [==============================] - 0s 72us/step - loss: 0.3743 - acc: 0.7457 - val_loss: 0.3821 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 159us/step - loss: 0.3856 - acc: 0.7457 - val_loss: 0.4198 - val_acc: 0.7533\n",
       "Epoch 267/300\n",
-      "350/350 [==============================] - ETA: 0s - loss: 0.2986 - acc: 0.781 - 0s 85us/step - loss: 0.3743 - acc: 0.7457 - val_loss: 0.3819 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 160us/step - loss: 0.3853 - acc: 0.7457 - val_loss: 0.4191 - val_acc: 0.7533\n",
       "Epoch 268/300\n",
-      "350/350 [==============================] - 0s 131us/step - loss: 0.3741 - acc: 0.7457 - val_loss: 0.3819 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 150us/step - loss: 0.3851 - acc: 0.7486 - val_loss: 0.4186 - val_acc: 0.7533\n",
       "Epoch 269/300\n",
-      "350/350 [==============================] - 0s 141us/step - loss: 0.3742 - acc: 0.7457 - val_loss: 0.3817 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 126us/step - loss: 0.3849 - acc: 0.7457 - val_loss: 0.4182 - val_acc: 0.7533\n",
       "Epoch 270/300\n",
-      "350/350 [==============================] - 0s 134us/step - loss: 0.3740 - acc: 0.7457 - val_loss: 0.3816 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.3845 - acc: 0.7457 - val_loss: 0.4177 - val_acc: 0.7533\n",
       "Epoch 271/300\n",
-      "350/350 [==============================] - 0s 139us/step - loss: 0.3738 - acc: 0.7457 - val_loss: 0.3815 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 129us/step - loss: 0.3844 - acc: 0.7457 - val_loss: 0.4173 - val_acc: 0.7533\n",
       "Epoch 272/300\n",
-      "350/350 [==============================] - 0s 78us/step - loss: 0.3738 - acc: 0.7457 - val_loss: 0.3813 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.3840 - acc: 0.7457 - val_loss: 0.4169 - val_acc: 0.7533\n",
       "Epoch 273/300\n",
-      "350/350 [==============================] - 0s 79us/step - loss: 0.3736 - acc: 0.7457 - val_loss: 0.3811 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.3837 - acc: 0.7486 - val_loss: 0.4165 - val_acc: 0.7533\n",
       "Epoch 274/300\n",
-      "350/350 [==============================] - 0s 144us/step - loss: 0.3738 - acc: 0.7457 - val_loss: 0.3810 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 133us/step - loss: 0.3837 - acc: 0.7457 - val_loss: 0.4162 - val_acc: 0.7533\n",
       "Epoch 275/300\n",
-      "350/350 [==============================] - 0s 81us/step - loss: 0.3735 - acc: 0.7457 - val_loss: 0.3811 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.3832 - acc: 0.7486 - val_loss: 0.4159 - val_acc: 0.7533\n",
       "Epoch 276/300\n",
-      "350/350 [==============================] - 0s 121us/step - loss: 0.3734 - acc: 0.7457 - val_loss: 0.3811 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.3829 - acc: 0.7457 - val_loss: 0.4153 - val_acc: 0.7533\n",
       "Epoch 277/300\n",
-      "350/350 [==============================] - 0s 59us/step - loss: 0.3734 - acc: 0.7457 - val_loss: 0.3810 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.3827 - acc: 0.7486 - val_loss: 0.4149 - val_acc: 0.7533\n",
       "Epoch 278/300\n",
-      "350/350 [==============================] - 0s 79us/step - loss: 0.3732 - acc: 0.7457 - val_loss: 0.3809 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 118us/step - loss: 0.3824 - acc: 0.7457 - val_loss: 0.4146 - val_acc: 0.7533\n",
       "Epoch 279/300\n",
-      "350/350 [==============================] - 0s 90us/step - loss: 0.3733 - acc: 0.7429 - val_loss: 0.3810 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 133us/step - loss: 0.3822 - acc: 0.7457 - val_loss: 0.4142 - val_acc: 0.7533\n",
       "Epoch 280/300\n",
-      "350/350 [==============================] - 0s 65us/step - loss: 0.3730 - acc: 0.7457 - val_loss: 0.3808 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.3820 - acc: 0.7486 - val_loss: 0.4138 - val_acc: 0.7533\n",
       "Epoch 281/300\n",
-      "350/350 [==============================] - 0s 73us/step - loss: 0.3731 - acc: 0.7457 - val_loss: 0.3807 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 118us/step - loss: 0.3817 - acc: 0.7486 - val_loss: 0.4134 - val_acc: 0.7533\n",
       "Epoch 282/300\n",
-      "350/350 [==============================] - 0s 95us/step - loss: 0.3729 - acc: 0.7457 - val_loss: 0.3807 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 123us/step - loss: 0.3815 - acc: 0.7457 - val_loss: 0.4130 - val_acc: 0.7533\n",
       "Epoch 283/300\n",
-      "350/350 [==============================] - 0s 72us/step - loss: 0.3728 - acc: 0.7457 - val_loss: 0.3807 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 115us/step - loss: 0.3811 - acc: 0.7457 - val_loss: 0.4126 - val_acc: 0.7533\n",
       "Epoch 284/300\n",
-      "350/350 [==============================] - 0s 132us/step - loss: 0.3728 - acc: 0.7457 - val_loss: 0.3807 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 125us/step - loss: 0.3808 - acc: 0.7486 - val_loss: 0.4122 - val_acc: 0.7533\n",
       "Epoch 285/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.3727 - acc: 0.7457 - val_loss: 0.3805 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 124us/step - loss: 0.3807 - acc: 0.7457 - val_loss: 0.4118 - val_acc: 0.7533\n",
       "Epoch 286/300\n",
-      "350/350 [==============================] - 0s 73us/step - loss: 0.3725 - acc: 0.7457 - val_loss: 0.3803 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.3805 - acc: 0.7457 - val_loss: 0.4115 - val_acc: 0.7533\n",
       "Epoch 287/300\n",
-      "350/350 [==============================] - 0s 93us/step - loss: 0.3725 - acc: 0.7457 - val_loss: 0.3803 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 130us/step - loss: 0.3800 - acc: 0.7486 - val_loss: 0.4112 - val_acc: 0.7533\n",
       "Epoch 288/300\n",
-      "350/350 [==============================] - 0s 92us/step - loss: 0.3722 - acc: 0.7457 - val_loss: 0.3802 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.3799 - acc: 0.7457 - val_loss: 0.4108 - val_acc: 0.7533\n",
       "Epoch 289/300\n",
-      "350/350 [==============================] - 0s 107us/step - loss: 0.3723 - acc: 0.7457 - val_loss: 0.3801 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.3799 - acc: 0.7457 - val_loss: 0.4106 - val_acc: 0.7533\n",
       "Epoch 290/300\n",
-      "350/350 [==============================] - 0s 69us/step - loss: 0.3723 - acc: 0.7457 - val_loss: 0.3801 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 141us/step - loss: 0.3794 - acc: 0.7486 - val_loss: 0.4104 - val_acc: 0.7533\n",
       "Epoch 291/300\n",
-      "350/350 [==============================] - 0s 88us/step - loss: 0.3721 - acc: 0.7457 - val_loss: 0.3800 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 165us/step - loss: 0.3792 - acc: 0.7486 - val_loss: 0.4101 - val_acc: 0.7533\n",
       "Epoch 292/300\n",
-      "350/350 [==============================] - 0s 116us/step - loss: 0.3720 - acc: 0.7457 - val_loss: 0.3800 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.3789 - acc: 0.7486 - val_loss: 0.4097 - val_acc: 0.7533\n",
       "Epoch 293/300\n",
-      "350/350 [==============================] - 0s 70us/step - loss: 0.3720 - acc: 0.7457 - val_loss: 0.3800 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 136us/step - loss: 0.3786 - acc: 0.7486 - val_loss: 0.4095 - val_acc: 0.7533\n",
       "Epoch 294/300\n",
-      "350/350 [==============================] - 0s 96us/step - loss: 0.3718 - acc: 0.7457 - val_loss: 0.3798 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 127us/step - loss: 0.3784 - acc: 0.7457 - val_loss: 0.4092 - val_acc: 0.7533\n",
       "Epoch 295/300\n",
-      "350/350 [==============================] - 0s 105us/step - loss: 0.3718 - acc: 0.7457 - val_loss: 0.3798 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 132us/step - loss: 0.3781 - acc: 0.7457 - val_loss: 0.4089 - val_acc: 0.7533\n",
       "Epoch 296/300\n",
-      "350/350 [==============================] - 0s 83us/step - loss: 0.3718 - acc: 0.7457 - val_loss: 0.3797 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 128us/step - loss: 0.3780 - acc: 0.7457 - val_loss: 0.4085 - val_acc: 0.7533\n",
       "Epoch 297/300\n",
-      "350/350 [==============================] - 0s 107us/step - loss: 0.3716 - acc: 0.7457 - val_loss: 0.3797 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 138us/step - loss: 0.3777 - acc: 0.7457 - val_loss: 0.4083 - val_acc: 0.7533\n",
       "Epoch 298/300\n",
-      "350/350 [==============================] - 0s 50us/step - loss: 0.3714 - acc: 0.7486 - val_loss: 0.3800 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 140us/step - loss: 0.3774 - acc: 0.7486 - val_loss: 0.4081 - val_acc: 0.7533\n",
       "Epoch 299/300\n",
-      "350/350 [==============================] - 0s 115us/step - loss: 0.3714 - acc: 0.7457 - val_loss: 0.3798 - val_acc: 0.6867\n",
+      "350/350 [==============================] - 0s 139us/step - loss: 0.3773 - acc: 0.7486 - val_loss: 0.4079 - val_acc: 0.7533\n",
       "Epoch 300/300\n",
-      "350/350 [==============================] - 0s 64us/step - loss: 0.3713 - acc: 0.7457 - val_loss: 0.3797 - val_acc: 0.6867\n"
+      "350/350 [==============================] - 0s 122us/step - loss: 0.3770 - acc: 0.7486 - val_loss: 0.4077 - val_acc: 0.7533\n"
      ]
     }
    ],
@@ -1715,7 +1766,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -1727,15 +1778,15 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fb4f7e945c0>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
-       "height": 270,
-       "width": 402
+       "height": 269,
+       "width": 398
       },
       "needs_background": "light"
      },
@@ -1769,7 +1820,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1789,12 +1840,12 @@
     "For the training and validation in the example above we split our dataset into a 70-30 train-validation set. We know from previous chapters that to more robustly estimate the accuracy of our model we can use **K-fold cross-validation**.\n",
     "This is even more important when we have small datasets and cannot afford to reserve a validation set!\n",
     "\n",
-    "One way to do the cross-validation here would be to write our own function to do this. However, we also know that **SciKit learn** provides several handy functions to evaluate and tune the models. So the question is:\n",
+    "One way to do the cross-validation here would be to write our own function to do this. However, we also know that **scikit-learn** provides several handy functions to evaluate and tune the models. So the question is:\n",
     "\n",
     "\n",
     "<div class=\"alert alert-block alert-warning\">\n",
     "<p><i class=\"fa fa-warning\"></i>&nbsp;\n",
-    "    Can we somehow use the Scikit learn functions or the ones we wrote ourselves for Scikit learn models to evaluate and tune our Keras models?\n",
+    "    Can we somehow use the scikit-learn functions or the ones we wrote ourselves for scikit-learn models to evaluate and tune our Keras models?\n",
     "\n",
     "\n",
     "The Answer is **YES !**\n",
@@ -1810,12 +1861,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Using SciKit learn functions on Keras models\n",
+    "## Using scikit-learn functions on keras models\n",
     "\n",
     "\n",
     "<div class=\"alert alert-block alert-warning\">\n",
     "<p><i class=\"fa fa-warning\"></i>&nbsp;\n",
-    "Keras offers 2 wrappers which allow its Sequential models to be used with SciKit learn. \n",
+    "Keras offers 2 wrappers which allow its Sequential models to be used with scikit-learn. \n",
     "\n",
     "There are: **KerasClassifier** and **KerasRegressor**.\n",
     "\n",
@@ -1831,7 +1882,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 78,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1847,7 +1898,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 79,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1914,27 +1965,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Neural Net:\t 488 / 500 correct\n"
+      "Neural Net:\t 482 / 500 correct\n"
      ]
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x7fb4f46168d0>"
+       "<Figure size 432x432 with 1 Axes>"
       ]
      },
      "metadata": {
       "image/png": {
        "height": 363,
-       "width": 388
+       "width": 383
       },
       "needs_background": "light"
      },
@@ -1950,15 +2001,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 92,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The acuracy on the  5  validation folds: [0.97 0.95 0.96 0.97 0.96]\n",
-      "The Average acuracy on the  5  validation folds: 0.962\n"
+      "The acuracy on the  5  validation folds: [0.97 0.96 0.95 0.99 0.96]\n",
+      "The Average acuracy on the  5  validation folds: 0.966\n"
      ]
     }
    ],
@@ -2001,12 +2052,12 @@
     "\n",
     "In the model created above we made some arbitrary choices such as the choice of the optimizer we used, optimizer's learning rate, number of hidden units and so on ...\n",
     "\n",
-    "Now that we have the keras model wrapped as a scikit model we can use the grid search functions we have seen in chapter 6."
+    "Now that we have the keras model wrapped as a scikit-learn model we can use the grid search functions we have seen in chapter 6."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 93,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2018,35 +2069,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/tarunchadha/anaconda3/envs/mlw-2/lib/python3.6/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
-      "  DeprecationWarning)\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.894 {'epochs': 300}\n"
+      "0.8660000003576279 {'epochs': 50}\n"
      ]
     }
    ],
    "source": [
-    "HP_grid = {'epochs' : [300, 500, 1000]}\n",
-    "search = GridSearchCV(estimator=model_scikit, param_grid=HP_grid, n_jobs=3)\n",
+    "HP_grid = {'epochs' : [30, 50, 100]}\n",
+    "search = GridSearchCV(estimator=model_scikit, param_grid=HP_grid)\n",
     "search.fit(features, labels)\n",
     "print(search.best_score_, search.best_params_)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 95,
    "metadata": {},
    "outputs": [
     {
@@ -2061,21 +2104,21 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.8119999953508377 {'batch_size': 10, 'epochs': 30}\n"
+      "0.7820000060796738 {'batch_size': 20, 'epochs': 30}\n"
      ]
     }
    ],
    "source": [
     "HP_grid = {'epochs' : [10, 15, 30], \n",
     "           'batch_size' : [10, 20, 30] }\n",
-    "search = GridSearchCV(estimator=model_scikit, param_grid=HP_grid, n_jobs=4)\n",
+    "search = GridSearchCV(estimator=model_scikit, param_grid=HP_grid)\n",
     "search.fit(features, labels)\n",
     "print(search.best_score_, search.best_params_)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2105,18 +2148,30 @@
    "source": [
     "### Exercise section: \n",
     "* Look at the model above and choose a couple of hyperparameters to optimize. \n",
-    "* **OPTIONAL:** What function from SciKit learn other than GridSearchCV can we use for hyperparameter optimization? Use it."
+    "* **OPTIONAL:** What function from scikit-learn other than GridSearchCV can we use for hyperparameter optimization? Use it."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Code here"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-warning\">\n",
+    "<p><i class=\"fa fa-warning\"></i>&nbsp;\n",
+    "Another library which you should definitely look at for doing hyperparameter optimization with keras models is the <a href=\"https://github.com/maxpumperla/hyperas\">Hyperas library</a> which is a wrapper around the <a href=\"https://github.com/hyperopt/hyperopt\">Hyperopt library</a>. \n",
+    "\n",
+    "</p>\n",
+    "</div>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -2127,7 +2182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2144,7 +2199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
@@ -2181,7 +2236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2217,7 +2272,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 101,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2232,7 +2298,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [
     {
@@ -2250,19 +2316,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This digit is:  5\n"
+      "This digit is:  1\n"
      ]
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2271,24 +2337,23 @@
       "image/png": {
        "height": 254,
        "width": 256
-      },
-      "needs_background": "light"
+      }
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "# We can see that the training set consists of 60,000 images of size 28x28 pixels\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
     "i=np.random.randint(0,X_train.shape[0])\n",
+    "sns.set_style(\"white\")\n",
     "plt.imshow(X_train[i], cmap=\"gray_r\") ;\n",
+    "sns.set(style=\"darkgrid\")\n",
     "print(\"This digit is: \" , y_train[i])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 90,
+   "execution_count": 105,
    "metadata": {},
    "outputs": [
     {
@@ -2313,7 +2378,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 106,
    "metadata": {},
    "outputs": [
     {
@@ -2331,13 +2396,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 107,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Scaling the data\n",
     "# It is important to normalize the input data to (0-1) before providing it to a neural net\n",
-    "# We could use the previously introduced function from SciKit learn. However, here it is sufficient to\n",
+    "# We could use the previously introduced function from scikit-learn. However, here it is sufficient to\n",
     "# just divide the input data by 255\n",
     "X_train_norm = X_train/255.\n",
     "X_test_norm = X_test/255.\n",
@@ -2370,7 +2435,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 108,
    "metadata": {},
    "outputs": [
     {
@@ -2392,7 +2457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 109,
    "metadata": {},
    "outputs": [
     {
@@ -2400,45 +2465,45 @@
      "output_type": "stream",
      "text": [
       "Epoch 1/20\n",
-      "60000/60000 [==============================] - 2s 38us/step - loss: 0.5605 - acc: 0.8502\n",
+      "60000/60000 [==============================] - 6s 101us/step - loss: 0.5699 - acc: 0.8498\n",
       "Epoch 2/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.2453 - acc: 0.9296\n",
+      "60000/60000 [==============================] - 1s 22us/step - loss: 0.2558 - acc: 0.9263\n",
       "Epoch 3/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.1886 - acc: 0.9447\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.1982 - acc: 0.9428\n",
       "Epoch 4/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.1546 - acc: 0.9548\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.1633 - acc: 0.9528\n",
       "Epoch 5/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.1316 - acc: 0.9619\n",
+      "60000/60000 [==============================] - 1s 22us/step - loss: 0.1375 - acc: 0.9599\n",
       "Epoch 6/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.1145 - acc: 0.9663\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.1181 - acc: 0.9657\n",
       "Epoch 7/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.0998 - acc: 0.9707\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.1037 - acc: 0.9692\n",
       "Epoch 8/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0890 - acc: 0.9730\n",
+      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0927 - acc: 0.9724\n",
       "Epoch 9/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.0798 - acc: 0.9765\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.0823 - acc: 0.9757\n",
       "Epoch 10/20\n",
-      "60000/60000 [==============================] - 1s 21us/step - loss: 0.0716 - acc: 0.9786\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.0758 - acc: 0.9771\n",
       "Epoch 11/20\n",
-      "60000/60000 [==============================] - 1s 19us/step - loss: 0.0662 - acc: 0.9797\n",
+      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0680 - acc: 0.9794\n",
       "Epoch 12/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0594 - acc: 0.9826\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.0632 - acc: 0.9808\n",
       "Epoch 13/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0551 - acc: 0.9841\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.0575 - acc: 0.9824\n",
       "Epoch 14/20\n",
-      "60000/60000 [==============================] - 1s 21us/step - loss: 0.0509 - acc: 0.9850\n",
+      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0530 - acc: 0.9844\n",
       "Epoch 15/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0468 - acc: 0.9861\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.0479 - acc: 0.9858\n",
       "Epoch 16/20\n",
-      "60000/60000 [==============================] - 1s 21us/step - loss: 0.0428 - acc: 0.9875\n",
+      "60000/60000 [==============================] - 2s 25us/step - loss: 0.0450 - acc: 0.9863\n",
       "Epoch 17/20\n",
-      "60000/60000 [==============================] - 1s 21us/step - loss: 0.0400 - acc: 0.9887\n",
+      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0410 - acc: 0.9879\n",
       "Epoch 18/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0367 - acc: 0.9897\n",
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.0379 - acc: 0.9893\n",
       "Epoch 19/20\n",
-      "60000/60000 [==============================] - 1s 21us/step - loss: 0.0340 - acc: 0.9905\n",
+      "60000/60000 [==============================] - 1s 25us/step - loss: 0.0344 - acc: 0.9899\n",
       "Epoch 20/20\n",
-      "60000/60000 [==============================] - 1s 21us/step - loss: 0.0311 - acc: 0.9914\n"
+      "60000/60000 [==============================] - 1s 24us/step - loss: 0.0323 - acc: 0.9905\n"
      ]
     }
    ],
@@ -2468,15 +2533,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 110,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "10000/10000 [==============================] - 1s 65us/step\n",
-      "The [loss, accuracy] on test dataset are:  [0.0949482088279212, 0.971]\n"
+      "10000/10000 [==============================] - 3s 274us/step\n",
+      "The [loss, accuracy] on test dataset are:  [0.0877833616821561, 0.9727]\n"
      ]
     }
    ],
@@ -2494,7 +2559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 111,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2503,8 +2568,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 86,
-   "metadata": {},
+   "execution_count": 112,
+   "metadata": {
+    "tags": [
+     "solution"
+    ]
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -2512,51 +2581,51 @@
      "text": [
       "Train on 60000 samples, validate on 10000 samples\n",
       "Epoch 1/20\n",
-      "60000/60000 [==============================] - 2s 41us/step - loss: 0.5688 - acc: 0.8466 - val_loss: 0.2997 - val_acc: 0.9124\n",
+      "60000/60000 [==============================] - 7s 116us/step - loss: 0.5683 - acc: 0.8505 - val_loss: 0.3052 - val_acc: 0.9128\n",
       "Epoch 2/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.2601 - acc: 0.9239 - val_loss: 0.2568 - val_acc: 0.9244\n",
+      "60000/60000 [==============================] - 2s 25us/step - loss: 0.2550 - acc: 0.9262 - val_loss: 0.2355 - val_acc: 0.9279\n",
       "Epoch 3/20\n",
-      "60000/60000 [==============================] - 2s 27us/step - loss: 0.2041 - acc: 0.9398 - val_loss: 0.1820 - val_acc: 0.9427\n",
+      "60000/60000 [==============================] - 2s 26us/step - loss: 0.2021 - acc: 0.9407 - val_loss: 0.1751 - val_acc: 0.9448\n",
       "Epoch 4/20\n",
-      "60000/60000 [==============================] - 1s 22us/step - loss: 0.1691 - acc: 0.9503 - val_loss: 0.1718 - val_acc: 0.9475\n",
+      "60000/60000 [==============================] - 1s 25us/step - loss: 0.1675 - acc: 0.9507 - val_loss: 0.1661 - val_acc: 0.9489\n",
       "Epoch 5/20\n",
-      "60000/60000 [==============================] - 1s 22us/step - loss: 0.1450 - acc: 0.9573 - val_loss: 0.1663 - val_acc: 0.9496\n",
+      "60000/60000 [==============================] - 2s 25us/step - loss: 0.1435 - acc: 0.9580 - val_loss: 0.1612 - val_acc: 0.9485\n",
       "Epoch 6/20\n",
-      "60000/60000 [==============================] - 1s 22us/step - loss: 0.1272 - acc: 0.9618 - val_loss: 0.1537 - val_acc: 0.9522\n",
+      "60000/60000 [==============================] - 2s 26us/step - loss: 0.1240 - acc: 0.9633 - val_loss: 0.1358 - val_acc: 0.9570\n",
       "Epoch 7/20\n",
-      "60000/60000 [==============================] - 1s 22us/step - loss: 0.1116 - acc: 0.9669 - val_loss: 0.1249 - val_acc: 0.9627\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.1088 - acc: 0.9674 - val_loss: 0.1284 - val_acc: 0.9615\n",
       "Epoch 8/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.1004 - acc: 0.9701 - val_loss: 0.1349 - val_acc: 0.9578\n",
+      "60000/60000 [==============================] - 2s 25us/step - loss: 0.0959 - acc: 0.9712 - val_loss: 0.1252 - val_acc: 0.9608\n",
       "Epoch 9/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0905 - acc: 0.9733 - val_loss: 0.1214 - val_acc: 0.9624\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0871 - acc: 0.9736 - val_loss: 0.1122 - val_acc: 0.9660\n",
       "Epoch 10/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0819 - acc: 0.9757 - val_loss: 0.1303 - val_acc: 0.9607\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0785 - acc: 0.9772 - val_loss: 0.1041 - val_acc: 0.9681\n",
       "Epoch 11/20\n",
-      "60000/60000 [==============================] - 1s 20us/step - loss: 0.0745 - acc: 0.9784 - val_loss: 0.1025 - val_acc: 0.9694\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0714 - acc: 0.9790 - val_loss: 0.1041 - val_acc: 0.9677\n",
       "Epoch 12/20\n",
-      "60000/60000 [==============================] - 1s 22us/step - loss: 0.0680 - acc: 0.9795 - val_loss: 0.1105 - val_acc: 0.9675\n",
+      "60000/60000 [==============================] - 1s 25us/step - loss: 0.0650 - acc: 0.9808 - val_loss: 0.1217 - val_acc: 0.9628\n",
       "Epoch 13/20\n",
-      "60000/60000 [==============================] - 2s 26us/step - loss: 0.0630 - acc: 0.9811 - val_loss: 0.1209 - val_acc: 0.9632\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0596 - acc: 0.9821 - val_loss: 0.1072 - val_acc: 0.9651\n",
       "Epoch 14/20\n",
-      "60000/60000 [==============================] - 2s 25us/step - loss: 0.0574 - acc: 0.9831 - val_loss: 0.1206 - val_acc: 0.9653\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0540 - acc: 0.9840 - val_loss: 0.1041 - val_acc: 0.9685\n",
       "Epoch 15/20\n",
-      "60000/60000 [==============================] - 1s 22us/step - loss: 0.0537 - acc: 0.9846 - val_loss: 0.1281 - val_acc: 0.9616\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0504 - acc: 0.9849 - val_loss: 0.1036 - val_acc: 0.9656\n",
       "Epoch 16/20\n",
-      "60000/60000 [==============================] - 1s 22us/step - loss: 0.0488 - acc: 0.9851 - val_loss: 0.1076 - val_acc: 0.9676\n",
+      "60000/60000 [==============================] - 2s 26us/step - loss: 0.0459 - acc: 0.9862 - val_loss: 0.0892 - val_acc: 0.9723\n",
       "Epoch 17/20\n",
-      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0456 - acc: 0.9859 - val_loss: 0.0998 - val_acc: 0.9702\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0423 - acc: 0.9874 - val_loss: 0.0876 - val_acc: 0.9736\n",
       "Epoch 18/20\n",
-      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0421 - acc: 0.9877 - val_loss: 0.1129 - val_acc: 0.9674\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.0390 - acc: 0.9889 - val_loss: 0.0950 - val_acc: 0.9720\n",
       "Epoch 19/20\n",
-      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0382 - acc: 0.9887 - val_loss: 0.0976 - val_acc: 0.9721\n",
+      "60000/60000 [==============================] - 2s 26us/step - loss: 0.0357 - acc: 0.9898 - val_loss: 0.0957 - val_acc: 0.9719\n",
       "Epoch 20/20\n",
-      "60000/60000 [==============================] - 1s 23us/step - loss: 0.0360 - acc: 0.9895 - val_loss: 0.1066 - val_acc: 0.9680\n",
+      "60000/60000 [==============================] - 2s 26us/step - loss: 0.0324 - acc: 0.9910 - val_loss: 0.0931 - val_acc: 0.9717\n",
       "The history has the following data:  dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n"
      ]
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -2565,8 +2634,7 @@
       "image/png": {
        "height": 269,
        "width": 398
-      },
-      "needs_background": "light"
+      }
      },
      "output_type": "display_data"
     }
@@ -2616,9 +2684,57 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 113,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train on 60000 samples, validate on 10000 samples\n",
+      "Epoch 1/20\n",
+      "60000/60000 [==============================] - 7s 118us/step - loss: 1.5830 - acc: 0.8313 - val_loss: 1.0330 - val_acc: 0.8796\n",
+      "Epoch 2/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.8571 - acc: 0.8997 - val_loss: 0.7363 - val_acc: 0.9086\n",
+      "Epoch 3/20\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.6914 - acc: 0.9073 - val_loss: 0.6694 - val_acc: 0.8920\n",
+      "Epoch 4/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.6105 - acc: 0.9121 - val_loss: 0.5905 - val_acc: 0.9062\n",
+      "Epoch 5/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.5626 - acc: 0.9163 - val_loss: 0.5815 - val_acc: 0.8957\n",
+      "Epoch 6/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.5282 - acc: 0.9198 - val_loss: 0.5588 - val_acc: 0.9052\n",
+      "Epoch 7/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.5033 - acc: 0.9229 - val_loss: 0.5025 - val_acc: 0.9223\n",
+      "Epoch 8/20\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.4838 - acc: 0.9253 - val_loss: 0.4875 - val_acc: 0.9200\n",
+      "Epoch 9/20\n",
+      "60000/60000 [==============================] - 2s 29us/step - loss: 0.4656 - acc: 0.9284 - val_loss: 0.4792 - val_acc: 0.9161\n",
+      "Epoch 10/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.4517 - acc: 0.9312 - val_loss: 0.5833 - val_acc: 0.8833\n",
+      "Epoch 11/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.4387 - acc: 0.9336 - val_loss: 0.4403 - val_acc: 0.9305\n",
+      "Epoch 12/20\n",
+      "60000/60000 [==============================] - 2s 29us/step - loss: 0.4279 - acc: 0.9350 - val_loss: 0.4342 - val_acc: 0.9349\n",
+      "Epoch 13/20\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.4154 - acc: 0.9383 - val_loss: 0.4060 - val_acc: 0.9381\n",
+      "Epoch 14/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.4066 - acc: 0.9385 - val_loss: 0.4100 - val_acc: 0.9346\n",
+      "Epoch 15/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.3962 - acc: 0.9417 - val_loss: 0.4068 - val_acc: 0.9357\n",
+      "Epoch 16/20\n",
+      "60000/60000 [==============================] - 2s 28us/step - loss: 0.3863 - acc: 0.9430 - val_loss: 0.4106 - val_acc: 0.9287\n",
+      "Epoch 17/20\n",
+      "60000/60000 [==============================] - 2s 30us/step - loss: 0.3800 - acc: 0.9453 - val_loss: 0.4057 - val_acc: 0.9388\n",
+      "Epoch 18/20\n",
+      "60000/60000 [==============================] - 2s 27us/step - loss: 0.3720 - acc: 0.9455 - val_loss: 0.3719 - val_acc: 0.9443\n",
+      "Epoch 19/20\n",
+      "60000/60000 [==============================] - 2s 31us/step - loss: 0.3656 - acc: 0.9466 - val_loss: 0.3556 - val_acc: 0.9504\n",
+      "Epoch 20/20\n",
+      "60000/60000 [==============================] - 2s 29us/step - loss: 0.3594 - acc: 0.9485 - val_loss: 0.3805 - val_acc: 0.9337\n"
+     ]
+    }
+   ],
    "source": [
     "# Adding l2 regularization\n",
     "# Building the keras model\n",
@@ -2644,18 +2760,49 @@
     "\n",
     "model = mnist_model()\n",
     "\n",
-    "num_epochs = 50\n",
+    "num_epochs = 20\n",
     "model_run = model.fit(X_train_prep, y_train_onehot, epochs=num_epochs,\n",
-    "                      batch_size=512)"
+    "                      batch_size=512, validation_data=(X_test_prep, y_test_onehot))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 114,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The history has the following data:  dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 269,
+       "width": 398
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "print(\"The [loss, accuracy] on test dataset are: \" , model.evaluate(X_test_prep, y_test_onehot))"
+    "# Evaluating the model on test dataset\n",
+    "history_model = model_run.history\n",
+    "print(\"The history has the following data: \", history_model.keys())\n",
+    "\n",
+    "# Plotting the training and validation accuracy during the training\n",
+    "sns.lineplot(np.arange(1, num_epochs+1), history_model[\"acc\"], color = \"blue\", label=\"Training set\") ;\n",
+    "sns.lineplot(np.arange(1, num_epochs+1), history_model[\"val_acc\"], color = \"red\", label=\"Valdation set\") ;\n",
+    "plt.xlabel(\"epochs\") ;\n",
+    "plt.ylabel(\"accuracy\") ;"
    ]
   },
   {
@@ -2676,22 +2823,90 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 115,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Adding dropout is easy in keras\n",
     "# We import a layer called Dropout and add as follows\n",
-    "# model.add(Dropout(0.5)) to randomly drop 50% of the hidden units\n",
+    "# model.add(Dropout(0.2)) to randomly drop 20% of the hidden units\n",
     "\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 116,
+   "metadata": {
+    "tags": [
+     "solution"
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train on 60000 samples, validate on 10000 samples\n",
+      "Epoch 1/20\n",
+      "60000/60000 [==============================] - 7s 124us/step - loss: 0.6387 - acc: 0.8222 - val_loss: 0.2917 - val_acc: 0.9119\n",
+      "Epoch 2/20\n",
+      "60000/60000 [==============================] - 2s 31us/step - loss: 0.2846 - acc: 0.9158 - val_loss: 0.1995 - val_acc: 0.9402\n",
+      "Epoch 3/20\n",
+      "60000/60000 [==============================] - 2s 31us/step - loss: 0.2187 - acc: 0.9348 - val_loss: 0.1717 - val_acc: 0.9463\n",
+      "Epoch 4/20\n",
+      "60000/60000 [==============================] - 2s 30us/step - loss: 0.1823 - acc: 0.9460 - val_loss: 0.1526 - val_acc: 0.9519\n",
+      "Epoch 5/20\n",
+      "60000/60000 [==============================] - 2s 31us/step - loss: 0.1574 - acc: 0.9530 - val_loss: 0.1383 - val_acc: 0.9569\n",
+      "Epoch 6/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.1407 - acc: 0.9582 - val_loss: 0.1228 - val_acc: 0.9635\n",
+      "Epoch 7/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.1279 - acc: 0.9619 - val_loss: 0.1111 - val_acc: 0.9650\n",
+      "Epoch 8/20\n",
+      "60000/60000 [==============================] - 2s 31us/step - loss: 0.1160 - acc: 0.9645 - val_loss: 0.1107 - val_acc: 0.9653\n",
+      "Epoch 9/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.1078 - acc: 0.9670 - val_loss: 0.1032 - val_acc: 0.9680\n",
+      "Epoch 10/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.1010 - acc: 0.9693 - val_loss: 0.0945 - val_acc: 0.9717\n",
+      "Epoch 11/20\n",
+      "60000/60000 [==============================] - 2s 31us/step - loss: 0.0938 - acc: 0.9711 - val_loss: 0.0936 - val_acc: 0.9729\n",
+      "Epoch 12/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.0882 - acc: 0.9734 - val_loss: 0.0861 - val_acc: 0.9735\n",
+      "Epoch 13/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.0836 - acc: 0.9744 - val_loss: 0.0935 - val_acc: 0.9709\n",
+      "Epoch 14/20\n",
+      "60000/60000 [==============================] - 2s 30us/step - loss: 0.0794 - acc: 0.9753 - val_loss: 0.0849 - val_acc: 0.9739\n",
+      "Epoch 15/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.0764 - acc: 0.9762 - val_loss: 0.0844 - val_acc: 0.9742\n",
+      "Epoch 16/20\n",
+      "60000/60000 [==============================] - 2s 37us/step - loss: 0.0735 - acc: 0.9767 - val_loss: 0.0855 - val_acc: 0.9741\n",
+      "Epoch 17/20\n",
+      "60000/60000 [==============================] - 2s 33us/step - loss: 0.0689 - acc: 0.9791 - val_loss: 0.0826 - val_acc: 0.9752\n",
+      "Epoch 18/20\n",
+      "60000/60000 [==============================] - 2s 32us/step - loss: 0.0668 - acc: 0.9790 - val_loss: 0.0857 - val_acc: 0.9742\n",
+      "Epoch 19/20\n",
+      "60000/60000 [==============================] - 2s 33us/step - loss: 0.0639 - acc: 0.9805 - val_loss: 0.0841 - val_acc: 0.9753\n",
+      "Epoch 20/20\n",
+      "60000/60000 [==============================] - 2s 33us/step - loss: 0.0617 - acc: 0.9798 - val_loss: 0.0806 - val_acc: 0.9760\n",
+      "The history has the following data:  dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAx0AAAIbCAYAAACOt/M6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xl4VOXB/vHv7JONkA1kE1BABEwQWZRWAQVtrdWCRXlZFISiYkUpVmm1RSn81PK+FK1aKViLAi1oocUWrQVRaMVQEA2bICC7LCEhIess5/z+OMkkYxIITCYhcH+ua66ZOefMOc95THDuPJvNNE0TERERERGRKLE3dAFEREREROTCptAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJRpdAhIiIiIiJR5WzoAsjZMQyTQCDY0MVoVNxu68fc5ws0cEkaJ9VfZFR/kVH9RUb1FxnVX2RUf5FpyPpzOh3Y7ba6PWednk2iLhAIkpdX3NDFaFTS0hIAVG/nSPUXGdVfZFR/kVH9RUb1FxnVX2Qasv4SE2NCoaeuqHuViIiIiIhElUKHiIiIiIhElUKHiIiIiIhElUKHiIiIiIhElUKHiIiIiIhElUKHiIiIiIhElUKHiIiIiIhElUKHiIiIiIhElUKHiIiIiIhElUKHiIiIiIhEVd2ub95APv74Y1599VV27NiB3++na9eujB8/nuuvv77W51i5ciXz589n69at2O12OnbsyIgRI7jtttuqPf7IkSP89re/Ze3ateTk5JCYmEjv3r156KGH6NChQ13dmoiIiIhIo9foWzqWLl3KmDFj2LRpE+np6Vx99dVs2rSJcePGsXjx4lqdY9asWTz00EOsX7+eNm3a0LNnTw4cOMDkyZOZMmUKwWAw7PgDBw5w55138vbbb+P1eunfvz/JycmsWLGCO++8k40bN0bjVkVEREREGqVG3dJx7Ngxpk6dSkJCAosWLaJTp04AZGVlMWbMGGbMmEH//v1p3rx5jedYt24dc+bMweVyMWvWLG6++WYASkpKePLJJ1m2bBndunVj5MiRoc/MnDmT7OxsRo8ezRNPPIHdbmW3V199ld/85jc8/fTTvPPOO1G8cxERERGRxqNRt3QsWLAAn8/H6NGjQ4EDID09nXHjxlFaWnrG1o4lS5YAMHbs2FDgAPB6vUybNo3k5GReeuklAoFAaN+///1vAB5++OFQ4AAYP348cXFx7Ny5k7y8vDq5RxERERGRxq5Rh461a9cCMHDgwCr7Bg0aBMCaNWtOe46dO3cCMGDAgCr74uLi6NatG7m5uWzZsiW0vTxoHD16NOz4wsJCfD4fLpeL2NjYs7gTERERETnfmGZDl+DC0Wi7V5mmya5du7Db7Vx22WVV9rdr1w673c6uXbswTRObzVbteQzDAKyAUR2HwwHA7t276d69OwA33HAD//jHP5g8eTLPPPMMV1xxBQcOHGDGjBn4/X7uu+8+XC5XXdymiIiIiERBaSkcPmzj8GE7Bw9az4cO2Th0yM7hw9Zzfr6N2FiT2FiTuDiIjzeJi6v8GuLizLDX1ntCx5VvK/9MbCzU8LX0gtZoQ0deXh4+n4/k5GTcbneV/U6nk6SkJE6cOEFhYSHx8fHVnqd9+/bs2bOHDRs20LFjx7B9Pp+PrVu3ApCTkxPa/tRTT3H48GE2bdrEXXfdFdrucrn4+c9/zj333FMXtygiIiIi5yAYhGPHbFXCxKFDFe+PH69dh5+iIhtFRTays+umbDabFTxqCi3lr9PSoH17GDQIYmLq5toNqdGGjuLiYgBiTvNfwev1Apw2dAwePJhVq1Yxe/ZsunTpQkZGBmAFjunTp3Ps2LHQ+3KJiYn84Ac/YNeuXaSkpHD55Zezd+9edu/ezaJFi7jmmmvo1q1bndznN7ndTtLSEqJy7gud6i0yqr/IqP4io/qLjOovMqq/yNR1/ZkmnDgBBw5Yj/37K16Xvz98GCoNxz2vmKaNwkIoLKxdc8f48QnMmRPlQtWDRhs6Kg/grolZi454gwYNYujQobz11lsMGzaM9PR0kpOT2bZtG/n5+QwePJhly5aFdZf6yU9+wnvvvceUKVMYM2ZMaPtbb73FL37xC8aOHcu7775LcnLyud2ciIiISAMoKoItW+Czz+Dzz+Hrr8Futx4Oh/Wo6fXp9p3rZ0pKqg8XZX97jojdDi1bwqWXQps2FY/K71NSrGsVFMCpU9bzubyu/P5sy17p796NWqMNHeUDtUtLS2s8pnzf6VpDAKZPn05GRgYLFy5k27ZtxMfH07dvXyZOnMi7774LQEKCldLXrFnDe++9R79+/cICB8DQoUP59NNPWbp0KX/605946KGHzvn+auLzBcjLq4PftItI+V9Yjh8/1cAlaZxUf5FR/UVG9RcZ1V9kLuT6M004csTG1q12tm51sGWLna1b7ezZY8cwLowBB6mpBi1bmrRsadC6tfXcqpVJy5YmrVsbNG9u4jzDN+Hy3vUOBzRtaj0iFQwSaukoLISCAlu1r03TS3Iy3HLLKY4fj/y6ZyMxMQa3u25jQqMNHfHx8cTGxpKbm0sgEMD5jZ+aQCBAbm4uHo+HJk2anPF8Q4cOZejQoVW279mzB4CWLVsCsH79egD69u1b7Xn69evH0qVL2b59+1ndj4iIiEg0+Hywc6c9FDCsZzs5OY13EtP4eCs4tGxp0qpVeZiwnlu1MmjRwjxvx0E4HNCkCTRpUt4jp/qeOWlp1jCB+g4c0dJoQ4fNZqNDhw5kZWWxd+9eOnToELb/q6++wjCMsPU7qnPkyBF2795Nhw4dql1EMDMzE5vNRteuXQHIz88HqBJyypVv9/v9Z31PIiIiIpHIyaFSy4UVMHbutOP31671wm43ufxyg65drUf79tYsn8EgGEbFs/Xa9o33lZ9txMR4CAYhP7/0G8dU/VwwaLW+WK9toe0uF7RsaYRaJ8pDRi3+niznmUYbOgCuv/56srKyWLlyZZXQsXLlSsBqeTidDz/8kKlTp/LAAw8wadKksH2rV6/myJEj9OrVi9TUVIDQ9LwfffRR2Crl5f7zn/8A0Llz53O7KREREZEzCAbhq69soWCxZYv1/PXXtW+9iI836dIlSLdu5SEjSOfOBnW11FhamgeA48cvkEEJEpFGHTqGDBnCvHnzmDt3Lt/+9rdDM0Zt3ryZefPm4fV6GT58eOj4/fv34/f7adasWWiMxg033IDL5WLRokUMGTKEtm3bAla3qqlTpwIwceLE0Dm+//3v88ILL7BmzRrefPNNRo0aFdq3YsUKFi9ejMfjqbarloiIiMjZKiggrFvUtm0Otm+3U1RU+7EXl15q0KVLkK5djbKQEeTSS01qMS+PSJ2wmbWZ4uk8tnDhQqZNm4bL5eLaa6/FNE0yMzMJBAI8//zz3HHHHaFjb7zxRg4dOsSzzz7LkCFDQtvnzZvHzJkziYmJoXfv3gSDQTIzM/H7/Tz22GP86Ec/CrvmypUrmTRpEj6fj/bt29OxY0f279/PF198gcvl4vnnn+d73/teVO5XA8nP3oU8ELA+qP4io/qLjOovMqq/yERaf4GANRtU+cDgoiLbN15b+8pfV7ft4EE7e/fWPhl4PCZXXmmFivIuUl26BElMPKdbiIh+/iLTkPWngeTVGDFiBC1btmTevHls3LgRt9tNjx49ePDBB7nuuutqdY5x48aRlJTEm2++ybp160hISKBPnz6MHTu22gHjAwcO5O2332bu3Ll88sknrF69moSEBG655RbGjx8ftTU6REREJHoMA/LzITfXxsmTVitCXh58/bXzjIHBeh3+XFoa3VmgmjUzylouKgLG5ZcbZ5yRSaQhNPqWjouNWjrOnv7SEhnVX2RUf5FR/UXmYq2/4mI4edIWeuTm2sjLo+zZFgoV4futY0zz/Jsu1uEw6dTJoEsXqwWjfAxGWtr5/RXuYv35CzFNKC7GduoU9oJ8bKdOVXrkYys4hf3UKWwFBdb7U6ewFVQc4yoqgKZNOfmLX+G/7lv1WnS1dIiIiMhFwZr16MxB4eTJ8GPy8myUlJwfwcFmM4mLg7g4k9hY6zn8NcTGmt94HX58UpJJx44GXm9D381FJhDAlpODPTcnLBDYywNDeXgoqHhvr2abLRiMuCgxv/1NvYeOaFDoEBERkajx+6kUFAgFhsrP1W1rqFaHhATri35iokmzZg4SE8Hp9J8mMJSHhKqBwesF2/mRf8IZBra8k9izs7FnH8eWfRz78ePYs8sf2da27OPYSksxkpIxk5MxklMwUlIwk1OqvDZTUjCSksHtbui7q55pYjuVb93T8exK91p2n9nh22w5OdjOh85AXi+ltw9u6FLUCYUOEREROaPyLkuVw0F5l6XTBYmCgvr/1u1ymTRtaoWHpk3NspWkK8JE5Wdrv3VMYmL4CtUV3YNK6v0ezlphYVhoCIWJUKCotC3nBLZAoNandhzYX+tjjYQmVkBJSYFLmkNqKnExCVYoqRxQyl8nJXHOg1BKSrCfqAgLtkr3WV2YsPnqf+pe0+PBTEjAjE+w6iYhIfTeem1tM0LbKo5JatsCLrkk6mOD6otCh4iIyEXENK0pWHNybKd95ObaOHGiIkQ0RJelJk0qh4LqwgLV7o+NLWthCAbB58Pm94HPX/bsw+b3V9ruw3bUDweqHofXAcEg3kIf2O2Ydrt1Yrs97GFtr7zNVsP2suNt4cdV3V7p8Y0v1pVbIcICRlFRvf/3qY79VD6cysexb29o25mW/TCaNrUCSFnrSeh1cgp43NhyTmCv1DphK7/vU/lRvRcjKckqS5MmmPEVYcAIBYdKIaIsQBiVw0R8PHg8516AstDLBTImRqFDRESkkTJNOHWq+gCRm2vNopSdDUeOxJCTUxEiars6dV2w2ysCQuWWhfLX1T2nBI6RumMdng2fYP/6sPUXar8PW64fjvnK3tcUIiptN4w6uYeEOjnL+cVokoiRmoqZmoaRkoqRmoaRZj2bqWnW+9Q0TI8H+8lcq3XkxAnrOScHe+i19Ww/cQJbbs45jWGwnzyJ/eRJ2LM7CndawYyNC7tPIzUNMyUVI7XivZGahpmWZgUelyuq5bnYKHSIiIjUB58PW2EBtsLCskfZ66KiStutZ7OgkIKvCzn1dRG5wXh2J/Zgi+cathhdyD7pCgsXgUBtAkTk/7t3uaxAEB4SqDE4lLdIJCRw+gXoTBPH7l24MtfhWr4OZ+Y6nF/tibi8FxvT46n0xTk1LDgYqakYaZXCRErqWf0FvtbRzTCw5eeFAkpSsBiysynYe6hqQCl7bTt58pzHTphOJ0ZK+b1WCg6he620LSUV4uLO6TpSNxQ6REREqlNaiv34MWx5eeEhodrgUMP2yq/9/rO6fDxwSdnr3mXPRcTwGd3ZQM/QYwdXYOA4q3PHxpokJ1uhIDnZJCWl4vU3H+VBI9RlKVI+H86sz3Ctz7SCxvp12E+cqIMTV2XabODxYLrc4HaVPbsxXa6yZze4XJhuN7jcmG5X2bO13dskDux2iot91hdqw7AW8zAMMMtfmzVsr3y8Wf32SueofrsBLldFcPhGK0RoW1oaZlx8w49at9sxmyYRbJoEl3UIdQ8qPl33oGAQ28mTYS0poYBy4gS2kuJKLTGV7z8VM7HpGRKtnE8UOkRE5OIRDFpdQ44drfQ4Zj0fr/T62FGru8d5JpZi+rKOvqwLbSsgjq2eHuxM6MH+tB4cad2D0ks7kJRio21bDykp4HQWWd2WysJFTEz9ldmWn4dzw3orYGR+guvTDdhKTj8w2/R4CHTvgb/PdQSu7ILpjak5NFR5X3EcjrMLY9/kLfvSXHCB9Kk/LzkcmCkpBFNSoGNDF0aiSaFDREQat/KpMCsHhmPhAcJW/vpEdp3Mm38uAjg4RQIFxNfqYYuPI6l1DJ3iD9MxfyOXHt1Ik7yDVc4bTyF9StfSp3QtZAPbwYhPIJDRHbfRB1J6cqJNZ4x27evlL+H2Qwdxrf8kFDIc27acsfuMkZSEv/e1+HtfZwWNjO6RDcAVkfOOQoeIiJy/jh+HPXtw7/iq2jBhP269PtNfzs+F6XBgpDXDTErCjIvHjIuznmNjQ++NuDhO+uM5eDKBvdkJ7DqSwBcHm7DrSEKVgOHDDVT90u90WqtNd+1qrTbdtau18vQ3V5suBbKPHcOVtQnnZ5twfr4J56ZPcRw7WuWc9oJTuP+zFv6zFoAUwEhsSiDjagLdr8af0Z1AxtUYbS6NLIgYBo4vtpcFjHW41n+C4+CBM34s2LadFTL6WCEj2LGTusmIXOAUOkRE5PwRDOLcuAH3qn/iXvkv2Pw5AIl1eAkjKQmjWXPrkdas4nWzyq+bYyYnh30RLi6GL76ws3Wrg23b7GzdZGfbNgd5ebX/0p6SYgWKygGjUyej1uupmc2a4Rt4C76Bt4S22Y98bYWQzz61xkp89in27Owqn7XnncS9ZjXuNasr6iI5mUDG1fi7X00goweB7ldjtGhZcxApLsb12ae4MtfhXP8JrvWZ2PPzTl9mu51At3T8fayQEeh9LcYlLWp3wyJywVDoEBGRBmXLzsb9wb+sx+pV2HNzz/ocZkxMWGD4ZoAIvU9NO223HdO0pp/dt8/G3jV29u61lwUNO7t32zGM2gUMh8OkQwcj1GpRHjCaNzfrvIeTcUkLfN9pge87t4Zuwn74EM7PNpH45VbYsAHjv/+ttl7tOTm4V6/CvXpVxfnSmlkhJL07ge49wDRDLRnOzzedcUC8GRuL/5reVsjofS2Bnr0w4y/ESWdF5GwodIiISP0yDJyfb8K98n3cq97HuenTmvv8O53QrRulqVVbJMzKr89i5p5AAA4etLFvnxUq9u2zsXdv+Ws7p06dXSpITDRDoaL8+YorDLzeszpN3bHZMFq1xteqNaQNB+DEsXzs+/fh/HwTrvKuWZ9/Vm0rhf34MTz/+ieef/2zVpcz0pqVdZMqa8noepXWNxCRKhQ6REQk6mwnc3F/+IEVND74V7Xdf8oFm1+Cb+DN+G66mcQ7vw9NmpB/lrMHFRQQChJ791YOGHYOHqzt2hbfuAebyWWXmZXGXVjPrVrVfetFnbPZMNq2w9e2Hb7bB1vbDAP73q9wfV5pjMjnn2EvLDjtqQIdO1kho7fVkmG0v6zhp2oVkfOeQoeIiNQ908SxZTOeVe/jXvk+zg3ra1wd2rTbCfTqQ2lZ0Ah27VbxJbZJ9d1yDAOOHbOFQkXllop9+2xkZ5/7oOTYWJN27QzatjVo187k8sutFozOnY0La20xux3jssspvexySgf/0NpmGDh277LGh3y+CdfnnwHgv6aXFTR69cFMTW3AQotIY6XQISIidcKWn4frow+tsRkr38dx9EiNxxqpafhuHGi1aPS/EbNpUpVjgkH48kvYuROyslyVgoXVclFScu5/XW/e3CgLFpUDhhUyUlMbQctFtNjtBDt2ItixE6VDhzV0aUTkAqLQISIi58Y0cez4IjQ2w5W5DlsgUP2hNhuBHtfgu+lmfANvJpDePWxmqPx82LbNwdatdmtmqK0OvvjCTlFR+RFnN0DC7Ta59FIrRJQHivKWi0svNYiNPcd7FhGRc6LQISIitVdQgPvfa0JjM063JoORlIRvwE1W0BgwEDM1lWAQ9u61se0f4QHjwIGz7w6VlGSWtU4YlYKFte2SS8xIF6MWEZE6pNAhIiI1M00ce3ZZIWPl+7jW/Qebz1fj4f707vgGDsJ3083kdOjJth1uK1w8a61psX27naKi2vdduuQS6NIFWrXy0batSfv2VsBo29YgsS4X7xARkahS6BARkQpFRTg3Z+HatAHnpo24Nm7AsX9fjYcbCU3w9b+JQxmDWJ90CxsOtWLbNjvb3nawf3/tWy9cropVuctnherSxaBLl3gAjh8vjfjWRESk4Sh0iIhcrAIBHDu+wLVpI85NG3Fu+hTn9q3YgsHTfiy/bVe2tvsOH3i+y/Lsb7FllYeid2rfetGsWcWq3OUBo2NHQ0s7iIhcwBQ6REQuBqaJ/cB+K2B8aoUMV9Zn2CpGateo1BXHxqSbWB74LgtzvsfBfW2g5saPkPLWi/IVucuDRlpaDQsBiojIBUuhQ0TkAmQ7cQLXZ2WtF5s24tq08bQL8pUzsLE/pjMfB3rzb39v1tObLH86/mPu034uLc0IdYkqDxgdOxq4T/8xERG5SCh0iIg0dt8ch/HpRhz79tbqo0fdrfkk2Jt1wV6spzcbuYb84ppHaLtcJh07Vh170ayZWi9ERKRmCh0iIo1JMFgxDqOsm1RtxmEAnHIk8l+zF+sMqwXjv/Tia1/LGo9v2tTkqquCdOtmtV6Uj71Q64WIiJwthQ4RkYZmmhAIgN+Pze8DX/mzD1tJCc4d2yuNw/gcW1HhGU/ps7n5jO5kmlbAWE9vvgx2xKT6GaVSUw3S0w3S04NcdZX1fOmlF/HK3CIiUqcUOkREvqmwEMfhQ9gPHsBx+BC2woLwIOD3lz37qm73+6x1LPx+69kMgs9HUnFJjZ893boXtWFg4ws6h8LFenqz2bwKH55qj7/kkoqAYT0MWrRQwBARkehR6BCRi0swiP3YUStQHDqI/eBBHIcOYK/8Oje3zi9bl//YHqRVWMDYyDXkU/04jDZtDK66ygoWGRlWV6nmzTX+QkRE6pdCh4hcUGwFpyrCw8GD2A8dxHHQChWOQwexHz6ELRBo6GJWYTocmC43QbsbH25KDDeFATfFARcHaBMKGP+lF4dpVe052rcP7x6Vnh4kObmeb0RERKQaCh0i0ngEAtiPHgkLFeWtFI6ygGHPOxnxZUyXC6NlK4Kt22C0bIXRtCm43JhuN7hcZc9uTLer2u24XZguN7jdNG3WFNxucgr84HKGtucVu9my08vn2718vs3Lpiw3e/bUbgVvm82aQaoiXBh06xYkseZJp0RERBqUQoeInLecn32K94+v4dy9ywoUXx+u1SxNZ2KkphJs1aYsWLTGaNWm7Lk1Rus2GGnNwF67AHBGaQnk5sLqD4r4/HMHWVl2Pv/cwd69tTu/w2EtsJeRUdGK0bVrkPj4uimeiIhIfVDoEJHzjmPrFuJ+/f/wvPv3s/6s6fEQbFU1SARbtcZo3Zpgi1YQGxuFUltycykLF1bA2LIF9uwBOPM1nU6TK66wxl6UD/Tu2tUgJiZqxRUREakXCh0ict5wfLmT2Jn/D+9fl9Z4TLBZc4zy1omWrawg0apN6NlMTaW+pmHKyakIGJ9/bicry8H+/bVrwXA6TTp3rggYGRnWKt5eb5QLLSIi0gAuiNDx8ccf8+qrr7Jjxw78fj9du3Zl/PjxXH/99bU+x8qVK5k/fz5bt27FbrfTsWNHRowYwW233Vbt8aZpsnTpUpYsWcLOnTsxDIPOnTtz7733cuutt9bVrYlcFOx7vyLu/57H89afsRlG2L6SO4ZQMvJegpe2xWjZCjzVTwMbbdnZtlDXqPKAcfBg7QKGywVXXhkMCxidOytgiIjIxaPRh46lS5fys5/9DLfbzbXXXothGGRmZjJu3DimTZvG3XfffcZzzJo1izlz5gDQuXNnWrRowZYtW5g8eTL//ve/mTFjBg6HI3S8aZo8/vjjLF++nNjYWPr06UNhYSEbN25k0qRJnDhxglGjRkXtnkUuFPZDB4mdNRPvn96sMqNU6Xe+R+HjPyfY7aoGKduhQzZWrXLy4YcONm1ycOhQ7QKG223SpYs1TW1GhkH//l66dYP8/KIol1hEROT81ahDx7Fjx5g6dSoJCQksWrSITp06AZCVlcWYMWOYMWMG/fv3p3nz5jWeY926dcyZMweXy8WsWbO4+eabASgpKeHJJ59k2bJldOvWjZEjR4Y+s3TpUpYvX06nTp147bXXaNasGQAbNmxgzJgxPPfcc9x6662kpKRE8e5FGi/b0aPEvvh/xMz/Q5WF8XwDbqLwiScJ9OhZr2Xy+2HDBgcrVzpYudLJ9u2OM37G47ECRnq6FTAyMoJccYWB211xTFqamjNEREQadehYsGABPp+P+++/PxQ4ANLT0xk3bhyzZ89m8eLFTJw4scZzLFmyBICxY8eGAgeA1+tl2rRpfPzxx7z00ksMGzYMp9OqrldffRWn08ns2bNDgQOgZ8+e3H333XzwwQds2bKFfv361fUtizRqthMniH1pNjF/+D224uKwfb6+36Zwyi8IXHtdvZXn6FEbH3xghYyPPnKSn1/zWBCv16Rr14opatPTrS5SLle9FVdERKTRatShY+3atQAMHDiwyr5BgwYxe/Zs1qxZc9rQsXPnTgAGDBhQZV9cXBzdunVjzZo1bNmyhe7du7N9+3b279/PgAEDuPzyy6t85qmnnuKpp54611sSuSDZ8k4S87uXiJnzCvbCgrB9/mt6UfizX+C/vl/UB4AHg/Dpp3ZWrXKycqWTrKyaWzPcbpPrrgsycGCAb33LasFQwBARETk3jTZ0mKbJrl27sNvtXHbZZVX2t2vXDrvdzq5duzBNE1sNX2aMskGrcXFx1e4vH8uxe/duunfvztatWwGrNcUwDFavXs0nn3xCaWkpV155JXfccQexUZyOU6QxsRWcImbuq8S88tsqi/b5r8qgaMqT+AbeEtWwceKEjdWrrdaM1aud5ObWfK1WrQwGDgyEgobWwhAREakbjTZ05OXl4fP5SE5Oxl25A3UZp9NJUlISJ06coLCwkPgavj20b9+ePXv2sGHDBjp27Bi2z+fzhUJGTk4OAPv37wcgNjaWe++9l/Xr14d9Zu7cucydO7faVhCRi0ZRETF/fI3Y387CfuJE2K5A5yspfPxJfN/7flTChmFAVpadlSudrFrl5NNP7Zhm9ddxOk369Aly000BBg60WjPqabZdERGRi0qjDR3FZf3BY06zapa3bD7K04WOwYMHs2rVKmbPnk2XLl3IyMhx/SZQAAAgAElEQVQArMAxffp0jh07FnoPcOrUKQBefvllXC4Xs2fP5lvf+hbZ2dm88MILvPfee9x///38/e9/D12/LrndTtLSEur8vBcD1VtkalV/paUwdy7MmAFHjoTv69ABnnkG5913k+g48yDts5GbC++/D+++az3Kfm2r1aIF3HorfPe7MHCgjcREJ/XxT6F+/iKj+ouM6i8yqr/IqP4ic6HUX6MNHXb7maevNE3zjMcMGjSIoUOH8tZbbzFs2DDS09NJTk5m27Zt5OfnM3jwYJYtW4arrDN3aWkpYIWPhQsXcs011wDQpEkTZs+ezV133UVWVhbLly/nrrvuiuAORRoRvx/mz4dp0+DAgfB9bdvC1KkwahQ46+afHNOErCxYscJ6rFtnjdeojt0O111nBY1bb4WMjHpbO1BERETKNNrQUT5uojwEVKd83+laQwCmT59ORkYGCxcuZNu2bcTHx9O3b18mTpzIu+++C0BCQkLYdTt37hwKHOVsNlsodGRmZkYldPh8AfLyis98oISU/4Xg+PFTDVySxum09RcM4vnLEuJmPotj397wXZe0oGjSTykZcQ+43ZAb2c/tqVOwZo2TVaus8RlHjtT8h4fUVIMbb7S6TfXvHyApqWJfdnZExThr+vmLjOovMqq/yKj+IqP6i0xD1l9iYgxud93GhEYbOuLj44mNjSU3N5dAIBCazrZcIBAgNzcXj8dDkyZNzni+oUOHMnTo0Crb9+zZA0DLli0BSCr79tKqVatqz1N+3MmTJ6vdL3JBMAw87/yV2JnP4ty5I3xXaipFj0ym+J774AyB/0yOHrXxl79YM01lZjrw+6tvorDZTK6+2igbmxEgI8OgFo2hIiIiUk8abeiw2Wx06NCBrKws9u7dS4cOHcL2f/XVVxiGEbZ+R3WOHDnC7t276dChQ7WLCGZmZmKz2ejatSsAV1xxBUBorMc3HT9+HKgIJyIXFNPE/c93iXtuOs5tW8J2GU2bUvTjRym+bzyRTPtkGLB2rYP58128956TQKD6oNG0qcmNNwa46aYAAwYESU09c3dKERERaRiNNnQAXH/99WRlZbFy5coqoWPlypUAZ1yg78MPP2Tq1Kk88MADTJo0KWzf6tWrOXLkCL169SI1NRWAPn364PF42LJlCwcOHKBNmzZhnylfO6Rnz/pdTVkkqkwT1+pVxD33K1ybPg3bZcQnUPzgjym+fwJmk8RzvkR2to0//9nJG2+42bu3+maKq66y1s246aYAPXoYdTVERERERKKsUXdAGDJkCB6Ph7lz57JlS8VfXTdv3sy8efPwer0MHz48tH3//v3s3r07NAMVwA033IDL5WLRokXs27cvtH3Pnj1MnToVIGxxwYSEBH74wx9iGAY//elPw7pRrVixgn/84x8kJydz6623RuWeRerdRx9Bv340vXtwWOAwY2MpmvgTcjZkUfTTn51T4DBN+PhjBw884KV79zimTfNWCRzXXhvgN78pYfPmAlatKuJnP/PRu7cCh4iISGPSqP+33bp1a5544gmmTZvGsGHDuPbaazFNk8zMTAKBAM8//zwpKSmh40ePHs2hQ4d49tlnGTJkCGCNwXj00UeZOXMmd9xxB7179yYYDJKZmYnf7+exxx6jd+/eYdedPHky27dv59NPP2XgwIH06tWL48ePs3nzZtxuN88991ytxpGInK9sJ3Px/OUtvAvfgC1ZYftMj4fi0WMpevgnmM2andP5c3NhyRIXb7zh4ssvq06f26SJyd13+xk1yk/nzsY5XUNERETOH406dACMGDGCli1bMm/ePDZu3Ijb7aZHjx48+OCDXHfddbU6x7hx40hKSuLNN99k3bp1JCQk0KdPH8aOHUvfvn2rHB8XF8f8+fN54403+Nvf/sZ//vMf4uLiGDRoEA8++GBo/IdIo2KauD7+N96Fb+D5+9+wlZSE73a5KBlxD0WTforRouW5nJ4NG+zMn+9m+XInJSVVx2pcc02Qe+/1cfvtAcomihMREZELgM2szWIWct7QlLlnT1P2nZ796BE8ixfhXfgGzq/2VD3A64URIzjxwCMYbdud9fnz8+Gtt6xWje3bq7ZqxMWZ/PCHfu65x89VV114rRr6+YuM6i8yqr/IqP4io/qLjKbMFZHGLxDAvepfeBe+gftf72GrZmU9f3p3SoaPIuH++6BpU4yz/Efvs8/szJ/vYtkyF0VFVVs1rroqyL33+hkyxB/JZFciIiLSCCh0iFxE7F/twfunBXj/tADH0SNV9htNEim9cyglI+4hkN4dgISmCbU+f0EBLFvmYv58F1lZVVs1YmNNBg+2WjW6dze0MriIiMhFQqFD5EJXUoJnxTtWq8baj6o9xHfdtygZcQ+lt93BuQym2LLFzhtvuHj7bRcFBVWTxJVXBrnnHj9Dh/rRHAsiIiIXH4UOkQuUY+sWvAvn4317MfZKUzuXM9KaUTJsBCXDRxK8vONZn7+oCJYvdzJ/vpuNG6u2ang8JrffHuDee3306qVWDRERkYuZQofIBcR2Kh/Psr/gXTi/yiJ+AKbdjm/gzZQMvwffoFvA5Trra+zYYbVqLFniIi+vapLo0MFq1bj7bj9JSed0GyIiInKBUegQaexME+f6TGIWzsezfBm2oqIqhwQvbUfJiFGUDBtxTtPdlpbCX/7iZP58F598UvWfDZfL5LbbAtxzj5++fYNq1RAREZEwCh0ijZTt+HG8S/6Ed9EbOL/cWWW/6XZTetvtlAy/B/+3bwC7vZqznN7RozZ+/Wt4/XU4cSKmyv527QxGjfIzbJiftDTNvi0iIiLVU+gQaUyCQVwffUDMgjdwv/cPbIFAlUMCV3ahZOS9lNx5F2ZyyjldpqAAXn7Zze9+5+abDScOh8l3v2u1atxwQ/BcsoyIiIhcZBQ6RBoB+4H9FVPdHjpYZb8RF0/pkB9aU91efQ3n2r/J74cFC1zMnOkmOzs8TbRubbVqDB/up3lztWqIiIhI7Sl0iJyvDAP3v/5JzGtzcH20GptZ9Yu+v1cfikfeS+n3f0AkK+yZJrz7rpPp093s2hU+E1V6OvzqV9C7dyGOqpNUiYiIiJyRQofIecZWcArvnxYQM/dVHHu/qrLfSEmhZOj/UDLiHoJXdI74ehs22HnmGQ+ZmeH/HLRsaTBlSikTJsTgcMDx4xFfSkRERC5SCh0i5wn73q+Iee33eBe9if1Uftg+02bD3/9Gikfei++WW8Htjvh6e/bYmDHDwzvvhE+bm5Bg8sgjPn70Ix8xMah1Q0RERCKm0CHSkEwT17r/EDPnFWtg+De6UBmJTSkZNZriMeMw2lxaJ5fMzrYxa5abP/7RRSBQMfbD5TIZM8bPpEk+UlI0ZkNERETqjkKHSEMoLcWz7G1ifv87XFuyquwOdOhI8fgJlAwdBnFxdXLJoiKYO9fNiy+6OXUqfKD5HXf4+fnPS2nfXmFDRERE6p5Ch0g9sh09Ssz814j542vYs6sOkvANuImi+yfg73/TOa2rUZ1gEJYscfLccx6+/jr8nNdeG2Dq1FKuucaok2uJiIiIVEehQ6QeODd/Tszvf4dn2dvYfL6wfWZMDCV3Daf4Rw8Q7HRFnV3TNGH1agfPPONh+/bwgRkdOwb5xS9KueUWrR4uIiIi0afQIRItwSDu91YQ8/tXcK/7T9XdLVtRfN94Skbdi5mUXKeX3rzZztNPe1i7NvxXPC3N4PHHfYwY4cep334RERGpJ/raIVLHbPl5eBe+Scxrc3Ds31dlv79nb4rHP0jp924Hl6uaM5y7AwdsPPech7ffdmKaFU0YsbEmEyb4mDDBF8lyHiIiIiLnRKFDpI449uzCO28O3j8txF5YELbPdDopvf0HFP/oQQLX9Krza+flwezZHubNc1FaWhE27HaTESP8PP64T6uIi4iISINR6BCJhGniWvsRMXN/h/v996pOeZuURMk991lT3rZsVeeXLy2F11938ZvfeMjNDR+c8Z3v+HnqKR+dOmmQuIiIiDQshQ6Rc1FcjHfpW8T8/hWc27dV2R24orM15e2dd0FsbJ1f3jDgb39zMmOGh/37w2ekuvrqIFOnltK3b7DOrysiIiJyLhQ6RM6C/cjXeF+fS8wbr2M/caLK/tJBt1D8owfx9xtAtKaF+vhjB08/7eGzz8JnpGrb1uCpp0q5/faAZqQSERGR84pCh0gtOD/7lJg5r+D521JsgUDYPjM2lpJhIyge9wDBDh2jVoYdO+z86lce3n8//Nc2Kclk8uRS7r3Xj8cTtcuLiIiInDOFDpGaGAbuf75L7Msv4Fr/SZXdwTaXWlPejhiF2TQpasU4etTGr3/tZuFCF4ZR0YTh8ZiMH+9j4kQfiYlRu7yIiIhIxBQ6RL4pEMDz178Q++IsnF9sr7Lb3+c6isZPwPfd7xHtxS4WLnTx5JMeiooqwobNZjJ0aIApU0pp3VozUomIiMj5T6FDpFxJCd4/LyT2pRdw7N8btst0uSi9YwjF4x8k0L1H1ItiGPDss25eeCG8v1S/fgF++ctSrrpKM1KJiIhI46HQIRc9W8EpvH/8AzGvvoTj2NGwfUZcPCWjx1J8/wSMS1rUS3lKS+GRR7wsXVqxcOAVVwSZNq2UAQM0I5WIiIg0PgodctGy5ZwgZu6rxLw2B/vJk2H7jKQkin/0IMVjx2MmJddbmXJzYfToGNatq/jVvPnmAK++WqyVxEVERKTRUuiQi47968PE/O4lYt54HVtRYdi+4CUtKJ7wMMUjR1Pf3/L37rUxfHgMu3ZVTIU7ZoyPGTNKoz10RERERCSq9FVGLhr2PbuJffkFvIsXYfP5wvYF27WnaOJPKBk6jIaYd/bTT+2MHBlDdnbFQn9Tp5YwYYJfa26IiIhIo6fQIRe+rCx47jmSFy/GZoQPwA5c2ZWiRydT+v0fRH0mqpq8+66TBx7wUlxspQuPx+Tll0u4/fbAGT4pIiIi0jgodMgFy/nfTGJf+D94/z0AKjcY+Hv2pujRyfgGfSdqK4fXxty5Lp56yoNpWmVITjaYP7+EPn00YFxEREQuHAodcmExTVwffkDsi7Nw/2dtld2+/jdS9Ohj+K/7VoOGjWAQnn7aw5w57tC2du0M/vznIi67TGtviIiIyIXFfuZDzn8ff/wx99xzD3369KFHjx6MGjWKtWurfuE8nZUrVzJq1Ch69OhBz549+Z//+R/+/ve/1/rzc+bM4YorruC3v/3t2RZf6oJh4P77cpre3J+mdw8ODxw2G9x5J7n/+oi8JX/F3/fbDRo4iopg7FhvWOC45pogK1YocIiIiMiFqdGHjqVLlzJmzBg2bdpEeno6V199NZs2bWLcuHEsXry4VueYNWsWDz30EOvXr6dNmzb07NmTAwcOMHnyZKZMmUIwePquLl988YXCRkPx+/EsXkTSDX1IvG8krs83hXaZDgcldw+HrVvh7bcJZFzdgAW1HD9u4847Y1mxomINjttu87N0aRGpqQocIiIicmFq1N2rjh07xtSpU0lISGDRokV06tQJgKysLMaMGcOMGTPo378/zZs3r/Ec69atY86cObhcLmbNmsXNN98MQElJCU8++STLli2jW7dujBw5strP+3w+Hn/8cfx+f93foNSsuBjvojeJfeVFHAf2h+0yvV5Kho+iaMJEjEvb4k1LaKBChtu928awYbHs21eR9R94wMfTT5dib/TxX0RERKRmjfqrzoIFC/D5fIwePToUOADS09MZN24cpaWlZ2ztWLJkCQBjx44NBQ4Ar9fLtGnTSE5O5qWXXiIQqH4moRdeeIEdO3bQs2fPOrgjORPbqXxiXvwNKdd0I+Fnj4UFDiM+gaKJP+HEhi0UPPd/GJe2bcCShvvkEwe33hoXChx2u8mzz5YwbZoCh4iIiFz4GvXXnfJxGwMHDqyyb9CgQQCsWbPmtOfYuXMnAAMGDKiyLy4ujm7dupGbm8uWLVuq7N+4cSN/+MMfuOuuu/jWt7511uWX2rNlZxP77DSSr+5K/PSp2LOPh/YZKSkU/uwX5GzaSuFTT2M2a9aAJa3qr391MnRoDLm51jiSmBiTP/6xmLFj1TomIiIiF4dGGzpM02TXrl3Y7XYuu+yyKvvbtWuH3W5n165dmGbNfeWNsnUb4uLiqt3vcFirQ+/evTtse1FREVOmTKFFixY88cQT53obcga2U/nEPfUEKdd0Je43/4s9Py+0L9iyFQUznufExq0UTfopZmLTBixpVaYJL77oZvz4GEpLrcCRmmrw178W8Z3vaEpcERERuXg02jEdeXl5+Hw+kpOTcbvdVfY7nU6SkpI4ceIEhYWFxMfHV3ue9u3bs2fPHjZs2EDHjh3D9vl8PrZu3QpATk5O2L7nnnuOAwcOMH/+/BrPLREyTZqMHol77YdhmwOXd6D44UmU/PBuqOa//fkgEICf/czD/PkV5evYMciiRcW0basB4yIiInJxabSho7i4GICYmJgaj/F6vQCnDR2DBw9m1apVzJ49my5dupCRkQFYgWP69OkcO3Ys9L7cRx99xOLFi0PT9NYnt9tJ2nkyMDrq/v1vqBw4uneHn/8c55AhJDgcnG0t1Fe9FRTA3XfDihUV2/r1g2XLHCQlNd6AetH83EWJ6i8yqr/IqP4io/qLjOovMhdK/TXa0GGvxejb03WrKjdo0CCGDh3KW2+9xbBhw0hPTyc5OZlt27aRn5/P4MGDWbZsGS6XNcXpyZMnefLJJ2nXrh2TJ0+O+D7kNP73fytejxoF8+c36PoatXH4MNx2G2yqmLmX4cPhD38Aj6fhyiUiIiLSkBpt6IiNjQWgtLS0xmPK952uNQRg+vTpZGRksHDhQrZt20Z8fDx9+/Zl4sSJvPvuuwAkJFgp85lnniEnJ4eXXnop1JJSn3y+AHl5xfV+3frm2PUlScuXUx4xcsY/TDC74JzOVf4XguPHT9VR6aq3fbud4cNjOHSoIhBPmlTKlCk+8vOjeumoqq/6u1Cp/iKj+ouM6i8yqr/IqP4i05D1l5gYg9tdtzGh0YaO+Ph4YmNjyc3NJRAI4HSG30ogECA3NxePx0OTJk3OeL6hQ4cydOjQKtv37NkDQMuWLdm8eTMrVqwgNTWVBQsWsGDBgtBxX375JQDvv/8++/bto1evXtx9992R3OJFLebVl7GVtVSVDrqF4BWdG7hEp7dmjYMxY2I4dcqKSQ6HycyZpYwcqRmqRERERBpt6LDZbHTo0IGsrCz27t1Lhw4dwvZ/9dVXGIYRtn5HdY4cOcLu3bvp0KFDtYsIZmZmYrPZ6Nq1a2gGq+zsbN55551qz7dz50527tyJ0+lU6DhHtuPH8S5ZFHpfPGFiA5bmzP78Zyc/+YmXQMAKHHFxJq+9VsyNN2qGKhERERFoxFPmAlx//fUArFy5ssq+8m39+vU77Tk+/PBD7rvvPhYtWlRl3+rVqzly5Ag9e/YkNTWVPn36sGPHjmofjzzyCAA//vGP2bFjB88991ykt3fRinl9LraSEgD8GVfj7/vtBi5R9UwTZs50M3FiTChwtGhh8M47RQocIiIiIpU06tAxZMgQPB4Pc+fODVu8b/PmzcybNw+v18vw4cND2/fv38/u3bs5daqib9wNN9yAy+Vi0aJF7Nu3L7R9z549TJ06FYCJE8/vv7RfUIqKiHl9buht8YSHz8vB4z4fPPKIl5kzK0aHd+kS5N13i+jWzWjAkomIiIicfxpt9yqA1q1b88QTTzBt2jSGDRvGtddei2maZGZmEggEeP7550lJSQkdP3r0aA4dOsSzzz7LkCFDAGusxqOPPsrMmTO544476N27N8FgkMzMTPx+P4899hi9e/duqFu86HiX/An7iRMABFu3ofT7P2jgElWVnw9jxsSwdm3Fr0+/fgH+8IdiEi6MWe1ERERE6lSjDh0AI0aMoGXLlsybN4+NGzfidrvp0aMHDz74INddd12tzjFu3DiSkpJ48803WbduHQkJCfTp04exY8fSt2/fKN+BhASDxLz6Uuht8f0TwHl+/YgePGhj+PAYvvjCEdo2fLiPmTNLKZtVWURERES+wWbWZjELOW9cyFPmulf8ncTRVnc4o0kiOZ9tw4yPvOmgrqac27zZmhL36NGKXolTppQyaZLvfOwBVmc05WFkVH+RUf1FRvUXGdVfZFR/kdGUuSJREvvKi6HXJffeVyeBo66sXOlg3LgYioqsdOFymcyeXcLQoYEGLpmIiIjI+a9RDySXC4fzv5m41n8CgOlyUTzu/gYuUYX5812MGlUROBITTZYsKVbgEBEREakltXTIeSH2dxVjOUqHDMVo0bIBS1PhpZdcTJtWsfJ8mzYGixYVc8UVmqFKREREpLbU0iENzv7VHtz/WB56X/Tgww1YmgqbNtmZMaNiStyMjCArVhQpcIiIiIicJbV0SIOLnfMytrL5DHwDbiLYpWsDlwhKSmDiRC/BoNWlqlevIEuWFBEX18AFExEREWmE1NIhDcqWcwLvnxaE3hdNOD8WYvz1r93s2GFNixsba/Lyy8UKHCIiIiLnSKFDGlTMH1/DVmxNARzoehX+G/o3bIGA//7XziuvuEPvf/nLUtq108zSIiIiIudKoUMaTkkJMfPmhN4WTXiYhl7woqgIJk6MwTCsclx/fYDRo/0NWiYRERGRxk6hQxqM9+3F2LOPAxBs0ZLSH9zZwCWCZ5/1sHu39WsRH2+txWHXb4mIiIhIRPR1ShqGYRDzu9+G3haPnwAuVwMWCNatc/D731eUYdq0Utq0UbcqERERkUgpdEiDcK/8J84vdwJgxCdQMureBi1PQYE1W5VpWt2qbrwxwIgR6lYlIiIiUhcUOqRBxLxS0cpRMmo0ZpPEBiwN/OpXHvbts34dmjQxmTWrpKGHl4iIiIhcMBQ6pN45N23E/fG/ATCdTorHP9ig5VmzxsHrr1fMVjVjRgktW6pblYiIiEhdUeiQeld5LEfpHUMwWrVusLKcOgWPPuoNvf/Od/zcdVegwcojIiIiciFS6JB6Zd+/D8/yv4beF094uAFLA08/7eHgQevXICnJZObMUnWrEhEREaljCh1Sr2J+/wo2wwDAd31/AldlNFhZPvjAwZtvVnSreu65Epo3V7cqERERkbqm0CH1xnYyl5gFb4TeFz3UcK0ceXkwaVJFt6rvf9/PD36gblUiIiIi0aDQIfXG+8br2IoKAQhc2QX/gIENVpannvLy9dfWj39qqsHzz6tblYiIiEi0KHRI/SgtJWbuq6G3RQ8+TEN9y3/vPQeLF1csAvjrX5eSmqpuVSIiIiLRotAh9cKz7G0cR48AEGx+CaWDf9gg5cjJgcmTK7pVDRni57bb1K1KREREJJoUOiT6TJPYV14MvS3+0QPg8TRIUX7+cy/Hj1s/9s2aGTz7bEmDlENERETkYqLQIVHnWr0S5xfbATBj4yi5Z0yDlOOdd5wsXVrRrWrWrBKSkhqkKCIiIiIXFYUOibrYlysWAyweeQ9m0/r/pn/sGDz+eEXryrBhfm6+OVjv5RARERG5GCl0SFQ5N3+Oe+2HAJh2O8XjJ9R7GUwTJkyAEyesH/cWLQx+9St1qxIRERGpLwodElUxr1S0cpTe/gOMS9vWexn+/Gf4y18q3v/mNyUkJtZ7MUREREQuWgodEjX2Qwfx/LXi237xhIn1XoajR2089FDF+1GjfNx4o7pViYiIiNQnhQ6Jmpjf/w5b0PqC7+v7bQLde9Tr9U0THnvMS26u9b5NG4Nnnimt1zKIiIiIiEKHRIktPw/vm38MvS+e8HC9l2HxYif//Kcz9P6FF0qIj6/3YoiIiIhc9BQ6JCq8b87HXnAKgEDHTvgG3lKv1z982MZTT1UsAvjjH8O3v61uVSIiIiINQaFD6p7PR8zvXwm9LX7wYbDX34+aacKkSV7y820AXH45PPdcvV1eRERERL5BoUPqnOdvS3F8fRgAIzWNkh/eXa/XX7jQxerVVrcqm83k9dchLq5eiyAiIiIilSh0SN0yTWIrTZNbPO5+8HpP84G6deCAjV/+smIRwPHj/Vx/fb1dXkRERESqodAhdcq15kOcWzcDYMbEUDx6bL1d2zDg0Ue9FBRY3ao6dAjy859rtioRERGRhuY88yHnv48//phXX32VHTt24Pf76dq1K+PHj+f6s/gT98qVK5k/fz5bt27FbrfTsWNHRowYwW233Vbt8bt27WLOnDlkZmaSk5NDfHw8PXr0YPz48XTv3r2ubq3RiX3lxdDrkv8ZiZmcUm/X/uMfXaxda/1I2+0mL75YQkxMvV1eRERERGrQ6Fs6li5dypgxY9i0aRPp6elcffXVbNq0iXHjxrF48eJanWPWrFk89NBDrF+/njZt2tCzZ08OHDjA5MmTmTJlCsFg+KxHmZmZDBkyhOXLlxMfH0+/fv1o3rw5q1atYsSIEaxYsSIat3rec2zdgnv1KgBMm42i+x86wyfqzldf2Zg2raJb1UMP+ejZ06i364uIiIhIzRp1S8exY8eYOnUqCQkJLFq0iE6dOgGQlZXFmDFjmDFjBv3796d58+Y1nmPdunXMmTMHl8vFrFmzuPnmmwEoKSnhySefZNmyZXTr1o2RI0cC4Pf7mTJlCqWlpfziF78IbQdYvnw5jz/+OE899RTXXnstycnJUbz780/sqy+FXvu+dztG+8vq5bqGAY884qWoyOpW1blzkMcf99XLtUVERETkzBp1S8eCBQvw+XyMHj06FDgA0tPTGTduHKWlpWds7ViyZAkAY8eODQUOAK/Xy7Rp00hOTuall14iEAgA8Mknn3D48GF69uwZFjgAbr/9dm666SYKCwv56KOP6uo2GwX714fxLH0r9L6oHhcDnDvXxSefWPnZ4TD57W9L8HjO8CERERERqTeNOnSsXbsWgIEDB1bZN2jQIADWrFlz2nPs3LkTgAEDBlTZFxcXR7du3cjNzWXLlhu0upkAACAASURBVC2A1QLSrVu3GseLtGvXDrBaYS4mMfPmYPP7AfD3uY5Az971ct1du2zMmFGRMB55xEdGhrpViYiIiJxPGm33KtM02bVrF3a7ncsuq9qNp127dtjtdnbt2oVpmthstmrPYxjWF9S4GhZycDgcAOzevZvu3bszaNCgUKCpzubN1sxNp+vSdaGxFZzCO/8PofdFEybWy3WDQXj44RhKSqz/tt26BfnJT9StSkREROR802hbOvLy8vD5fDRt2hS3211lv9PpJCkpieLiYgoLC2s8T/v27QHYsGFDlX0+n4+tW7cCkJOTc8YyrVu3jszMTLxeLzfccENtb6XR8y58A3t+HgCByy7Hd8t36+W6r7ziZuNGKxS6XNZsVdX8KIiIiIhIA2u0LR3FxcUAxJxmTlRv2aJ0hYWFxMfHV3vM4MGDWbVqFbNnz6ZLly5kZGQAVuCYPn16qJuUz3f6v6AfPHiQn/70pwCMHz8+aoPI3W4naWkJUTn3OQkEYO7vQm+dj/+UtOaJUb/s1q3w/PMV73/5SxsDBpx+2fHzqt4aIdVfZFR/kVH9RUb1FxnVX2RUf5G5UOqv0YYOu/3MjTSmaZ7xmEGDBjF06FDeeusthg0bRnp6OsnJyWzbto38/HwGDx7MsmXLcLlcNZ5j//79jB49muPHj9O/f38efPDBs7qXRu3tt2H/fut1aircc0/UL+n3w733QnkO7NkTpkyJ+mVFRERE5BzVaei47777uOOOOxg0aBCxsbF1eeoqys9fWlrzitPl+07XGgIwffp0MjIyWLhw4f9n787jqq7yP46/LstlETBRUUwFcknTXMjc91FrytzKdMRKyyXNLDPTtH4Uk2PmjNluijlmmo5llqnV0LjlQmouuCSCuCuKIqgsl8u9vz+Iq8Qiei/ihffz8ZjH6Pmee875nqjH/XDO5xz279+Pj48Pbdu2ZezYsaxZswYAX9+Co8w9e/YwatQokpKSaN++Pe+//36xAqKbZTKZSUlJL7H2b4jVyh3TppMbjl0ZOpy0y2a4fKlEu50508iOHTnJ40ajlXffTSM5ufDk8dzfEJw7V7LjKqs0f/bR/NlH82cfzZ99NH/20fzZpzTnr2JFL4xGx65NOLS1zZs3s2XLFt544w26d+9Or169aNeuXaFJ3Pbw8fHB29ub5ORkzGYzbm55X8VsNpOcnIyHhwd+fn7Xba9///70798/X/nhw4cBqFGjRr5nP//8M+PHjyc9PZ2HHnqI6dOnF5hfUla5b/4F9z27ALB6epI+dHiJ97l3rwv/+tfVOZ440cTdd+u0KhEREZHbmUN/Jf/222/Tpk0bTCYT3333HcOHD6dDhw5Mnz6d33//3ZFdYTAYqFu3LtnZ2Rw5ciTf84SEBCwWS577Owpy5swZNm3aRGJiYoHPo6OjMRgMNGrUKE/5119/zfPPP096ejpDhw5l5syZ5SrgAPD6+H3bnzMGhGGtUqVE+zOZ4PnnPcnKygliW7TIZvRonVYlIiIicrtzaNDRp08fPvvsM9avX8+kSZNo2LAhSUlJzJ8/n759+9KrVy/mzZtX6Bf8G5V7V0ZUVFS+Z7llnTp1KrKNdevW8fTTT7N48eJ8z9auXcuZM2do0aIFVa75Qh0VFcVrr72GxWJh0qRJTJo0qURWc25nrgd/x+O/PwJgNRhIf3Z0ifc5c6aRfftyTqvy9LTywQfp/HGisYiIiIjcxkok+aBKlSoMGTKE5cuXs2bNGkaOHEnNmjWJjY1lxowZdO3alaFDh7JixQrS0tJuup9+/frh4eHB3LlzbZf3Qc5dGZGRkXh6ejJo0CBb+bFjx4iPj+fSpat74zp27Ii7uzuLFy/m6NGjtvLDhw8THh4OwNixV++dOHfuHK+++ioWi4WXXnqJoUOH3vT4nZnX7A9tfzY9+DDZdeqVaH+7d7vw3ntXV5KmTMmkTp3rHxQgIiIiIqXPYC3OEU8OEh8fz5o1a5g3bx4ZGRlAzrG2f/3rXxk8eDD33HPPDbe5aNEiIiIicHd3p3Xr1litVqKjozGbzUyfPp3evXvb6nbt2pWTJ08ybdo0+vXrZyuPjIxkxowZeHl50bJlS7Kzs4mOjiYrK4uXX36Z4cOv5ir885//ZO7cubi7u/PAAw8UusLRo0cPevToccPvcz23QyK5ITGRyvc1wvDH8VHJK3/C3Kp1ifWXmQndu3vz++85yxpt2pj55pt0ipuvr0Q2+2j+7KP5s4/mzz6aP/to/uyj+bOPEslvQmpqKj/99BNRUVFs3brVFnBUq1aN1NRUli9fzjfffMNjjz1GeHh4vqTwooSFhVGjRg0iIyPZsWMHRqOR0NBQRo0aRZs2bYrVxrBhw6hUqRILFy5ky5Yt+Pr60qpVK5555hnatm2bp+6vv/4KQFZWFt9//32hbQYFBZVI0HE78PrsU1vAkXXf/ZhbtirR/t55x2gLOLy9rbz3XkaxAw4RERERKX0lttKRkZHBzz//zPfff88vv/yC2WzGarXi7e1Njx496N27N61btyYjI4PVq1czY8YMUlJSGDx4MFOmTCmJIZUJpb7SceUKlZs3xOXiRQBS5i3E9Ejv63zo5m3f7kLPnt5YLDkrSm+/ncHTT2fdUBv6TYt9NH/20fzZR/NnH82ffTR/9tH82UcrHUUwm8388ssvrFy5kv/9739kZGRgtVpxcXGhTZs29O7dmx49euS5N8PLy4tHH32UqlWrMmLECFauXKmg4zbmueQLW8CRHRSM6aGeJdpfRISHLeDo0MHMkCE3FnCIiIiISOlzaNDRrl07UlNTbTeB16tXj169etGrVy+qVatW5Gfr1KkDQHZ2tiOHJI6UnY33Jx/Z/pr27BhK8vgoiwV27bra/r/+pW1VIiIiIs7IoUFHSkoK/v7+PPzww/Tp0yff3RZFyc7OZtiwYTf0Gbm1jKtX4nrsCACWSpXIGBhWov0lJhrIyMhZ5ahUyUpwsE6rEhEREXFGDg06PvnkEzp27IjrTfz2u3bt2rz88suOHI44ktWK90fv2f6aPnQYVKhQol0eOXJ1WSM4WLeOi4iIiDgrh25W6dKlC66urpw6dYq5c+fme/7xxx8zbdo0jh075shu5RZwi96K+287ALAajaQ/PbLE+zxy5OpxxAo6RERERJyXw3fIL1++nAceeICZM2dy8uTJPM82b97MggUL6NmzJytWrHB011KCvD9+3/bnjMf/hjUgoMT71EqHiIiISNng0KBj06ZNTJ48maysLDp16pTvvo1hw4bx0EMPYTKZeO2119izZ48ju5cS4hp3COOPq21/T392zC3pV0GHiIiISNng0KBj/vz5GAwGXn31VWbPnp3vxKrOnTszc+ZMpkyZgtlsJjIy0pHdSwnxmv0Rhj9OJMvs8SDZ9e++Jf0mJFwbdCiJXERERMRZOTToiImJISAggKeeeqrIek888QSVK1dm27ZtjuxeSoDh3Dk8/7PY9vf00WNvWd9a6RAREREpGxwadGRkZFC1atVi1Q0MDOTy5cuO7F5KgNf8uRgyMgDIatacrDbtbkm/Fy/CxYs5ieSenlaqVdNKh4iIiIizcmjQUb16dQ4fPkx6enqR9UwmE0ePHi12gCKlxxj1o+3P6aPHgsFQRG3HuXaVIyjIoksBRURERJyYQ7/KdezYkfT0dN5+++0i6/3rX//i8uXLtGt3a35rLjcvq0VLAExt25PZs/ct6/faoCMkRFurRERERJyZQy8HfOqpp1ixYgX/+c9/OHjwIP369aNevXp4e3uTnp5OXFwc3377Ldu3b8fT05MRI0Y4snspAVf+/jbpz47BUq06uDn0x6VIeVc6tLVKRERExJk59FtkzZo1mTVrFuPHj2fXrl3s3r07Xx2r1Yqfnx8zZ86kVq1ajuxeSoKrK5baQbe8W10MKCIiIlJ2OPxX1+3atWPNmjUsXbqU9evXc/z4cS5evIinpyfBwcG0b9+esLAw5XNIkbS9SkRERKTsKJH9MpUqVeLZZ5/l2WefLYnmpRzQcbkiIiIiZYfOBJLbTkYGnD6ds73KxcVKzZrK6RARERFxZiWy0hETE0N8fDzp6elYLHl/S52dnU1mZiZnz55lw4YN/Pjjj4W0IuXVsWMuWK05QUfNmlaMxlIekIiIiIjYxaFBh8lkYsyYMWzcuPG6da1WK4ZbdOeDOJdrk8iDgrS1SkRERMTZOXR71aJFi9iwYQNWq5VatWrRqFEjrFYrd955J02bNqV69epYrTlbZZo1a8bcuXMd2b2UEcrnEBERESlbHBp0rFmzBoPBwJQpU/jpp59YvHgxXl5eNGzYkCVLlrB27VrmzZtHxYoVOXjwILVr13Zk91JG5A06lM8hIiIi4uwcGnQkJCRQsWJFBg8eDIDRaKRBgwZs27bNVqddu3b8/e9/Jz09nc8++8yR3UsZoZUOERERkbLFoUFHeno6d955Z55cjTp16pCSkkJiYqKtrFu3bvj7+7NlyxZHdi9lREKCgg4RERGRssShQYefnx/p6el5ymrWrAlAXFycrcxgMFCjRg3OnDnjyO6lDMjOhmPHrgatuhhQRERExPk5NOioV68ex44dyxNMhISEYLVaiYmJyVM3KSkJd3d3R3YvZcCpUwaysnKCjipVLPj4lPKARERERMRuDg06evTogdlsZvjw4WzevBmA++67Dzc3NxYuXMjx48cB+PLLLzlz5owSySWfa/M5goKURC4iIiJSFjj0no7+/fvz9ddfs3//foYPH86uXbuoUqUKjzzyCN988w1//etfqVChAqmpqRgMBvr06ePI7qUMuDbo0NYqERERkbLBoSsdRqORzz//nCFDhnD33Xfbtk+9+uqrNG/eHLPZTEpKClarla5duxIWFubI7qUMuPZiQCWRi4iIiJQNDl3pAPDx8WHSpEl5yvz8/Pjyyy/ZuXMnJ0+eJDg4mMaNGzu6aykDdFyuiIiISNnj0KDj6aefJiAggMmTJ+Pn55fvefPmzWnevLkju5QyRkGHiIiISNnj0KBj9+7d+Pj4FBhwiFyP1arbyEVERETKIofmdABUrFjR0U1KOXHhgoFLl3JyOry9rVStqqBDREREpCxwaNDRq1cvDh06xM8//+zIZqWc+HMS+TUX24uIiIiIE3Po9qpevXpx4MABxowZQ7NmzWjWrBkBAQEYjcZCP+OIE6w2b97M7NmzOXjwIFlZWTRq1IgRI0bQoUOHYrcRFRXFggUL2LdvHy4uLtSrV4+wsDB69uxZYP3U1FQ+/fRToqKiOH36NFWqVKFHjx6MGTMGH91od1OUzyEiIiJSNjk06Pjb3/6GwWDAarWyc+dOdu3add3P2Bt0LF++nFdffRWj0Ujr1q2xWCxER0czbNgwIiIiGDBgwHXbmDlzJp9++ikADRo0IDAwkL179zJ+/Hh++eUXpk6diqurq63+5cuXGTx4MAcPHiQkJITOnTuzb98+5s+fz8aNG1myZAm+vr52vVd5pHwOERERkbLJoUHH/fff78jmruvs2bOEh4fj6+vL4sWLqV+/PgB79uxh6NChTJ06lc6dO1OtWrVC29iyZQuffvop7u7uzJw5kx49egCQkZHBlClT+Oabb2jcuDGDBw+2fWbWrFkcPHiQxx9/nDfffBMXFxfMZjOTJ0/m22+/ZdasWbz++usl+/JlkFY6RERERMomhwYdCxcudGRz1/XFF19gMpkYOXKkLeAAaNKkCcOGDWPWrFksXbqUsWPHFtrGf/7zHwCeeeYZW8AB4OnpSUREBJs3b+bDDz9k4MCBuLm5kZqayrJly/Dx8WHixIm4uOR8UXZzcyM8PJx169bx1VdfMX78eLy9vUvozcsmXQwoIiIiUjY5/PSqW2njxo0AdOvWLd+z7t27A7Bhw4Yi24iNjQWgS5cu+Z5VqFCBxo0bk5yczN69ewHYtm0bGRkZtG7dOl/uRoUKFWjTpg0ZGRls27btxl+onNNKh4iIiEjZ5LRBh9VqJS4uDhcXF+666658z4ODg3FxcSEuLg6rtfD8AIsl58tthQoVCnyem8sRHx8PQFxcHAD16tUrsH7uWA4ePFjMNxGAK1cgMTF31chKzZrK6RAREREpKxy6vaphw4Y3VN9gMLB///6b6islJQWTyYS/v3+Bp2O5ublRqVIlzp8/z5UrVwo9USokJITDhw+zffv2fIGEyWRi3759AFy4cAGAc+fOAVC1atUC28stP3/+/E291/UYjW5UrVr2ktTPnLn656AgA4GBjn/Hsjhvt5Lmzz6aP/to/uyj+bOP5s8+mj/7lJX5c+hKh9VqLfb/fHx8Cl1dKI709HQAvLy8Cq3j6ekJwJUrVwqt07dvXyAnOXz37t22cpPJxFtvvcXZs2dtfwdIS0srst/cPnPrSfH8sZAEQJ06pTcOEREREXE8h650rFy5stBn6enpnDt3jp9//pkVK1bw6KOPMmnSpJvuKzeBuyhFbavK1b17d/r378+yZcsYOHAgTZo0wd/fn/3795Oamkrfvn355ptvcHd3z9OvoZCb63L7LE7fN8NkMpOSkl4ibZem3bvdgZyA7c47TZw7l+mwtnN/Q3Du3CWHtVmeaP7so/mzj+bPPpo/+2j+7KP5s09pzl/Fil4YjQ4NExwbdBSW53Ctv/zlLzRo0IBp06bRuHHjQi/fu57ck6EyMwv/cpr7rKjVEIC33nqLpk2bsmjRIvbv34+Pjw9t27Zl7NixrFmzBsB270ZuvxkZGXb1KXkpiVxERESk7HJsCFNMYWFhzJ49m4ULF9500OHj44O3tzfJycmYzWbc3PK+itlsJjk5GQ8PD/z8/K7bXv/+/enfv3++8sOHDwNQo0YNAAICAgBISkoqsJ3r5XxIwXQxoIiIiEjZVSqnV7m6uhIYGGg7rvZmGAwG6tatS3Z2NkeOHMn3PCEhAYvFkuf+joKcOXOGTZs2kZiYWODz6OhoDAYDjRo1Aq6u5uSeYvVnuadc3X333cV9FUErHSIiIiJlWakEHZcvX+bIkSO2PImb1aFDBwCioqLyPcst69SpU5FtrFu3jqeffprFixfne7Z27VrOnDlDixYtqFKlCpBz67qnpydbtmzJlyx+5coVtmzZgre3N/fdd99NvVN5ZDbDiRNXc2SCghR0iIiIiJQlDg060tPTC/1fWloaFy9eZOfOnYwaNYq0tDSaNWtmV3/9+vXDw8ODuXPn2i7vA4iJiSEyMhJPT08GDRpkKz927Bjx8fFcunQ1Iadjx464u7uzePFijh49ais/fPgw4eHhAHluNPf29qZPnz6kpKTw5ptvYjabgZztXBEREaSmpjJgwIBCj+iV/E6cMGA25wQd1apZ0EXuIiIiImWLQ3M6QkNDi1XParXi6urKiBEj7OqvZs2aTJw4kYiICAYOHEjr1q2xWq1ER0djNpuZPn06lStXttUfMmQIJ0+eZNq0afTr1w/IydV48cUXmTFjBr1796Zly5ZkZ2cTHR1NVlYWL7/8Mi1btszT77hx44iOjmbFihXs2LGDe+65h/3793P8+HHuuecenn/+ebveq7zR1ioRERGRss2hQUdxj4m9++67GTt2LC1atLC7z7CwMGrUqEFkZCQ7duzAaDQSGhrKqFGjaNOmTbHaGDZsGJUqVWLhwoVs2bIFX19fWrVqxTPPPEPbtm3z1b/jjjtYsmQJH374IVFRUaxdu5bAwECGDRvGs88+a9f9I+WRkshFREREyjaD1YEXSpw8ebLI525ubvj5+ek4WTuUxXs63njDg48/zrlVfuLETMaPNzm0fZ0Tbh/Nn300f/bR/NlH82cfzZ99NH/20T0dRbjzzjuLfG6xWIp1qZ+UL0eOXE0i1/YqERERkbKnRCKA77//nuHDh9uSrHNNmDCBvn378t1335VEt+KklNMhIiIiUrY5PKdj8uTJrFixAoCjR49Sp04d2/OjR49y4MABJk6cyPbt24mIiHBk9+KErFbldIiIiIiUdQ5d6ViyZAnffPMNXl5eTJgwgcDAwDzP58yZwxtvvIGvry/Lli1j9erVjuxenNDZswbS0nK2V/n6WvH3V9AhIiIiUtY4NOj4+uuvMRgMzJkzh6effhrvP1244O/vz8CBA/nwww+xWq0FXsgn5cuft1YZDEVUFhERERGn5NCgIz4+npCQkOsehduyZUtq1arF/v37Hdm9OCElkYuIiIiUfQ4NOlxcXHB3dy9WXV9fXywWfcks765d6QgJ0c+DiIiISFnk0KAjKCiI+Ph4zpw5U2S9pKQkYmNjqVWrliO7FyekJHIRERGRss+hQceDDz6I2Wxm3LhxJCcnF1gnNTWV8ePHk52dzQMPPODI7sUJ6bhcERERkbLPoUfmhoWFsWLFCnbu3Em3bt3o3Lkz9evXx9vbm/T0dOLi4li3bh2pqakEBQUxZMgQR3YvTujoUeV0iIiIiJR1Dg06KlSoQGRkJBMnTmTbtm2sWrUqz7G4VmvO9pmmTZvy7rvv4uPj48juxclcvgxJSTkrHUajlcBAba8SERERKYscGnQA1KhRg4ULF/Lbb7+xfv16jh8/zsWLF/H09CQ4OJgOHTrQpk0bR3crTigh4erWqtq1Lbi6luJgRERERKTEODzoyBUaGkpoaGieMovFgouLQ9NIxIkpiVxERESkfCiRCOD7779n+PDhmM3mPOUTJkygb9++fPfddyXRrTgZJZGLiIiIlA8OXemwWq1MnjyZFStWAHD06FHq1Klje3706FEOHDjAxIkT2b59OxEREY7sXpyMLgYUERERKR8cutKxZMkSvvnmG7y8vJgwYQKBgYF5ns+ZM4c33ngDX19fli1blifJXMofrXSIiIiIlA8ODTq+/vprDAYDc+bM4emnn8bb2zvPc39/fwYOHMiHH36I1Wpl8eLFjuxenMzRo8rpEBERESkPHBp0xMfHExISQosWLYqs17JlS2rVqsX+/fsd2b04EZMJTpzI2V5lMFipXVsrHSIiIiJllUODDhcXF9zd3YtV19fXF4tFXzTLq+PHDVgsOUFHYKAVT89SHpCIiIiIlBiHBh1BQUHEx8dz5syZIuslJSURGxtLrVq1HNm9OBHlc4iIiIiUHw4NOh588EHMZjPjxo0jOTm5wDqpqamMHz+e7OxsHnjgAUd2L05EQYeIiIhI+eHQI3PDwsJYsWIFO3fupFu3bnTu3Jn69evj7e1Neno6cXFxrFu3jtTUVIKCghgyZIgjuxcncm3QERKiJHIRERGRssyhQUeFChWIjIxk4sSJbNu2jVWrVuU5Ftdqzfly2bRpU9599118fHwc2b04Ea10iIiIiJQfDg06AGrUqMHChQvZuXMn69at4/jx41y8eBFPT0+Cg4Pp0KEDbdq0cXS34mR0MaCIiIhI+eHwoCNX8+bNad68eZF1Tp48yZ133llSQ5DblMXy5zs6FHSIiIiIlGUODzpSUlL46quviIuLIyMjI9+xuNnZ2WRmZnL27Fni4uLYt2+fo4cgt7nERAMZGTkrHZUqWalYsZQHJCIiIiIlyqFBR1JSEo899hiJiYm2/A2DwWD7c+7fISe/w82txBZa5DamfA4RERGR8sWhR+ZGRkZy5swZvLy8eOyxx3jiiSewWq20aNGCkSNH0rt3b/z8/LBarbRu3Zpff/3Vkd2Lk1A+h4iIiEj54tClhg0bNmAwGJgzZw4tWrQA4Pvvv8dgMDBu3DgAzp8/zzPPPEN0dDT79u3j/vvvd+QQxAlopUNERESkfHHoSsfp06epXr26LeAAuOeee4iJibHldlSuXJlp06ZhtVpZuHChI7sXJ6GgQ0RERKR8cWjQkZ2dTZUqVfKUhYSEkJmZybFjx2xlDRs2pGbNmuzevduR3YuTyBt06GJAERERkbLOoUGHv78/58+fz1NWs2ZNAA4dOpSnvGLFily4cMGR3YuT0EqHiIiISPni0KDj3nvv5fTp02zbts1WVqdOHaxWa56kcZPJxIkTJ/Dz83Nk9+IELl6E5OScRHJPTyvVqmmlQ0RERKSsc2jQ0a9fP6xWKyNHjuTdd9/FbDbTokULKlasyJdffsm3335LbGws//d//0dKSgp33XWXQ/rdvHkzTz75JK1atSI0NJQnnniCjRs33lAbu3btYuTIkbRs2ZLGjRvTrVs3/vGPf5CSklJg/TNnzjBlyhQ6duxI48aNadeuHePGjSMuLs4Rr1RmXbvKERRkwcWhP4EiIiIicjty6Fe+Ll268Oijj5KWlsZnn32Gq6srXl5eDBkyBLPZzKRJk+jduzfffvstBoOBYcOG2d3n8uXLGTp0KDt37qRJkyY0b96cnTt3MmzYMJYuXVqsNqKioggLC2PdunUEBQXRsWNHMjMzWbBgAf3798+3Dez48eM8+uijfPXVV3h6etK5c2f8/f1ZvXo1jz76KDt27LD7vcoq5XOIiIiIlD8Ov51v6tSp/OUvf2HLli22iwCfffZZMjIy+Pzzz0lPT8fPz4/Ro0fTqVMnu/o6e/Ys4eHh+Pr6snjxYurXrw/Anj17GDp0KFOnTqVz585Uq1at0DbMZjPh4eFYLBY++OADevToAUBmZiYvvPACa9eu5aOPPuL111+3fWbGjBkkJSUxZMgQJk6ciMsfv66fPXs27777Lm+88QYrV660693KKuVziIiIiJQ/JbK5pWvXrkyZMsX299x7OrZt28aGDRvYsmULQ4YMsbufL774ApPJxJAhQ2wBB0CTJk0YNmwYmZmZ113tOHjwIElJSTRo0MAWcAB4eHgwevRogDw5KgC//PILAM8//7wt4AAYMWIEFSpUIDY2ttBtWeWdLgYUERERKX9u6Y56Nzc3AgICcHV1dUh7uXkb3bp1y/ese/fuQM6FhUXJDRrOnz+P2WzO8yw5ORnIOWmroM8kJibmKb9y5Qomkwl3d3e8vb2L+xrlyrUrHSEhCjpEREREygOn5KRgbQAAIABJREFUTeO1Wq3ExcXh4uJSYEJ6cHAwLi4uxMXFYbUWnjtQt25dAgMDSUxM5JVXXuHYsWOkp6ezZcsW3nzzTVxcXBg6dGiez3Ts2BGA8ePHs3v3bjIyMjh06BDPP/88WVlZPPHEE7i7uzv2hcsIba8SERERKX8M1qK+kd/GLl68SKtWrfD392fLli0F1mnbti3nz59nx44d+Pj4FNrWnj17GDNmTL6Vi4CAAKZNm0b79u3zlF+4cIHRo0ezc+fOPOXu7u5MmDCBJ5980pbPIldlZIC3N1it4OIC6elgNJb2qERERESkpDntSkd6ejoAXl5ehdbx9PQEcrY9FaV27do88sgjuLq60qRJE7p06ULVqlU5e/Ys8+bN4+LFi3nqV6xYkT59+uDr60twcDB/+ctfqFOnDllZWSxevJh9+/bZ+XZlU0JCTsABULu2Ag4RERGR8sLhp1fdKi7FuOChOIs4ycnJDBo0iMTERObPn0+rVq2AnAsMIyIiWLZsGc899xyLFi2yfeall17ihx9+YNKkSXm2Xi1btozXX3+dZ555hjVr1uDv738Tb1Y0k8lMSkq6w9u9FX77zRXIyXWpVcvMuXO35j2qVvUF4Ny5S7ekv7JG82cfzZ99NH/20fzZR/NnH82ffUpz/ipW9MJodGyY4LQrHbmJ2pmZmYXWyX1W1GrIvHnzOHz4MKNHj7YFHABGo5Hw8HBCQkLYvn0727dvB3IS03/44Qc6deqUL9ejf//+9O3bl4sXL/Lll1/e9LuVVcrnEBERESmfnDbo8PHxwdvbm+Tk5HynTkHO/RvJycl4eHjg5+dXaDu//vorAO3atcv3zN3dnbZt2wKwf//+PPVzy/8s9+6RAwcO3MDblA+6GFBERESkfHLaoMNgMFC3bl2ys7M5cuRIvucJCQlYLJY893cUJDU1FaDQY3xzy7OysvLUd3MreMkptzy3vlyllQ4RERGR8slpgw6ADh06ABAVFZXvWW7Z9W49zz1ud/369fmeZWdns3XrVgAaNGhw3foAmzZtylNfrtLFgCIiIiLlk1MHHf369cPDw4O5c+eyd+9eW3lMTAyRkZF4enoyaNAgW/mxY8eIj4/n0qWrCTkDBgwAYPbs2ezYscNWbjabeeedd4iNjaVevXq0bt0agEceeQRvb282bNjAwoUL84xn9erVLF26FA8PD/r3718i7+yssrPh2DFdDCgiIiJSHjntPR25Fi1aREREBO7u7rRu3Rqr1Up0dDRms5np06fTu3dvW92uXbty8uRJpk2bRr9+/Wzl//rXv5gzZw4Gg4FmzZrh7+/PgQMHOHXqFFWqVGHBggXUrVvXVj8qKopx48ZhMpkICQmhXr16HDt2jN9//x13d3emT5/Oww8/XCLv66ynV504YSA0NOeulCpVLOzfX/Qxxo6k0zPso/mzj+bPPpo/+2j+7KP5s4/mzz5l7fQqpz0yN1dYWBg1atQgMjKSHTt2YDQaCQ0NZdSoUbRp06ZYbYwfP57Q0FAWLlxITEwMe/fuJSAggMGDBzNy5EgCAgLy1O/WrRtfffUVc+fOZevWraxduxZfX18eeOABRowYQePGjUviVZ1aQsLVVY6gIKeOc0VERETkBjl90AHQpUsXunTpct16//vf/+xuI9fdd9/NP//5z2LXL++URC4iIiJSfjl1Toc4DyWRi4iIiJRfCjrkltBKh4iIiEj5paBDbolrgw6dXCUiIiJSvijokBJnteo2chEREZHyTEGHlLgLFwxcupST0+HtbaVqVQUdIiIiIuWJgg4pcX9OIjcYiqgsIiIiImWOgg4pcUoiFxERESnfFHRIiVM+h4iIiEj5pqBDSpxWOkRERETKNwUdUuJ0MaCIiIhI+aagQ0qcVjpEREREyjcFHVKi0tIgMTHnx8zNzUrNmsrpEBERESlvFHRIiTp69OqPWM2aVtzcSnEwIiIiIlIqFHRIidLWKhERERFR0CElKiFBSeQiIiIi5Z2CDilRWukQEREREQUdUqJ0MaCIiIiIKOiQEnVt0BESopUOERERkfJIQYeUGLMZTpy4mtMRFKSgQ0RERKQ8UtAhJebECQNmc07QUa2aBW/vUh6QiIiIiJQKBR1SYpRELiIiIiKgoENKkJLIRURERAQUdEgJ0kqHiIiIiICCDilBR47oYkARERERUdAhJUgrHSIiIiICCjqkhFityukQERERkRwKOqREnDtnIC0tZ3uVr68Vf38FHSIiIiLllYIOKRF/zucwGIqoLCIiIiJlmoIOKRHK5xARERGRXAo6pEQkJCjoEBEREZEcCjqkRCiJXERERERyKeiQEqHtVSIiIiKSS0GHlIijR69mjoeEKOgQERERKc/cSnsAjrB582Zmz57NwYMHycrKolGjRowYMYIOHToUu41du3bxySefsHPnTtLS0qhevTpdu3blueeeo2LFivnqW61Wli9fzn/+8x9iY2OxWCw0aNCAp556ioceesiRr+d0Ll+GpKSceNZotBIYqO1VIiIiIuWZ0690LF++nKFDh7Jz506aNGlC8+bN2blzJ8OGDWPp0qXFaiMqKoqwsDDWrVtHUFAQHTt2JDMzkwULFtC/f38uXLiQp77VauWVV15h8uTJxMbG0qpVK5o0aUJMTAzjxo1j4cKFJfGqTuPaJPLatS24upbiYERERESk1Dn1SsfZs2cJDw/H19eXxYsXU79+fQD27NnD0KFDmTp1Kp07d6ZatWqFtmE2mwkPD8disfDBBx/Qo0cPADIzM3nhhRdYu3YtH330Ea+//rrtM8uXL+e7776jfv36zJs3j4CAAAC2b9/O0KFDefvtt3nooYeoXLlyCb797UtJ5CIiIiJyLade6fjiiy8wmUwMGTLEFnAANGnShGHDhpGZmXnd1Y6DBw+SlJREgwYNbAEHgIeHB6NHjwZg27ZteT4ze/Zs3NzcmDVrli3gAGjRogUDBgygWrVq7N271xGv6JSURC4iIiIi13LqoGPjxo0AdOvWLd+z7t27A7Bhw4Yi23BxyZmC8+fPYzab8zxLTk4GyJPTceDAAY4dO0aHDh2oU6dOvvZee+01/ve//9GpU6cbeJOy5c+3kYuIiIhI+ea026usVitxcXG4uLhw11135XseHByMi4sLcXFxWK1WDAZDAa1A3bp1CQwM5PTp07zyyiu8+OKLVK1alV27dvHmm2/i4uLC0KFDbfX37dsH5KymWCwW1q5dy9atW8nMzKRhw4b07t0bb2/vknlpJ6GVDhERERG5ltMGHSkpKZhMJvz9/TEajfmeu7m5UalSJc6fP8+VK1fw8fEpsB13d3fef/99xowZw6pVq1i1apXtWUBAAHPnzqV9+/a2smPHjgHg7e3NU089xa+//pqnvblz5zJ37twCV0EcwWh0o2pV3xJp21GOH7/659BQb6pWLb2xXOt2n7fbnebPPpo/+2j+7KP5s4/mzz6aP/uUlflz2u1V6enpAHh5eRVax9PTE4ArV64U2Vbt2rV55JFHcHV1pUmTJnTp0oWqVaty9uxZ5s2bx8WLF211L126BMBHH31EfHw8s2bNYtu2baxZs4YHH3yQkydPMnLkSDIyMux9RadkMsEfcRkGA4SElO54RERERKT0Oe1KR24uRlGs1uufnJScnMygQYNITExk/vz5tGrVCgCTyURERATLli3jueeeY9GiRUDOqVaQE3wsWrSI++67DwA/Pz9mzZrF448/zp49e/juu+94/PHHb/b1CmUymUlJSXd4u45y+LABiyVnVSkw0MKlS1f4I04rNbm/ITh3rpQH4qQ0f/bR/NlH82cfzZ99NH/20fzZpzTnr2JFL4xGx4YJTrvSkZs3kRsEFCT3WVGrIfPmzePw4cOMHj3aFnAAGI1GwsPDCQkJYfv27Wzfvj1Pvw0aNLAFHLkMBoMt0IiOjr6Jt3J+yucQERERkT9z2qDDx8cHb29vkpOT8506BTn3byQnJ+Ph4YGfn1+h7eTmZLRr1y7fM3d3d9q2bQvA/v37AahUqRIAd955Z4Ht1ahRAyDPlqzy5NqLARV0iIiIiAg4cdBhMBioW7cu2dnZHDlyJN/zhIQELBZLnvs7CpKamgqAayHXZueWZ2VlAXD33XcDORcTFuTcuXPA1eCkvNHFgCIiIiLyZ04bdAB06NABgKioqHzPcsuud19G7nG769evz/csOzubrVu3AjnbqQBatWqFh4cHe/fu5fi1xzT9IffukBYtWhT3NcoUba8SERERkT9z6qCjX79+eHh4MHfu3Dw3gMfExBAZGYmnpyeDBg2ylR87doz4+HjbCVQAAwYMAHJuGd+xY4et3Gw288477xAbG0u9evVo3bo1AL6+vjz22GNYLBYmTJiQZxvV6tWrWbVqFf7+/jz00EMl9t63M10MKCIiIiJ/5rSnVwHUrFmTiRMnEhERwcCBA2ndujVWq5Xo6GjMZjPTp0+ncuXKtvpDhgzh5MmTTJs2jX79+gE5KyEjRoxgzpw5hIWF0axZM/z9/Tlw4ACnTp2iSpUqzJo1K8/2q/Hjx3PgwAF+++03unXrxv3338+5c+eIiYnBaDTy9ttvF5lHUlZZLHD0qFY6RERERCQvpw46AMLCwqhRowaRkZHs2LEDo9FIaGgoo0aNok2bNsVqY/z48YSGhrJw4UJiYmLYu3cvAQEBDB48mJEjRxIQEJCnfoUKFViwYAGff/453377LZs2baJChQp0796dUaNG0ahRo5J41dteYqKBjIyclY5KlazccUcpD0hEREREbgsGa3Eus5Dbxu18T8eWLa707p1zpHDz5tn8+GNaKY8oh84Jt4/mzz6aP/to/uyj+bOP5s8+mj/76J4OkUIon0NERERECqKgQxxGJ1eJiIiISEEUdIjDKOgQERERkYIo6BCH0cWAIiIiIlIQBR3iMFrpEBEREZGCKOgQh0hJgeTknERyT08r1apppUNEREREcijoEIe4dpUjKMiCi36yREREROQP+mooDqF8DhEREREpjIIOcQjlc4iIiIhIYRR0iEMkJOhiQBEREREpmIIOcQitdIiIiIhIYRR0iEMo6BARERGRwijoELtlZMDp0znbq1xcrNSqpURyEREREblKQYfY7dgxF6zWnKCjZk0rRmMpD0hEREREbisKOsRuR45cTSIPCtLWKhERERHJS0GH2E35HCIiIiJSFAUdYjddDCgiIiIiRVHQIXbTSoeIiIiIFEVBh9jt2pwOBR0iIiIi8mcKOsQu2dk5p1flCglR0CEiIiIieSnoELucPm3AZMpZ6ahSxYKPTykPSERERERuOwo6xC7X5nMEBSmJXERERETyU9AhdlESuYiIiIhcj4IOsYuSyEVERETketxKewDi3BIStNIhIiK3nsViIS3tEhkZaZjNWYDjt/gmJbkCYDZnO7zt8kDzZx/758+Ai4srHh6eeHp64+Hh5bjB3QQFHWIXXQwoIiK3msViITn5HFlZGSXaj9msX6bZQ/NnH/vnz4rFYiY9/TLp6Zfx9vbD1/cODAbD9T9aAhR0yE2zWpXTISIit15a2iWysjJwcXHFz88fo9ETFxfH7xh3c8tpU1+eb47mzz72zp/VasVsziIzM43Ll1NJS0vF3d2Il1cFRw6z2JTTITftwgUDly7lRMve3lYCArTSISIiJS8jIw0APz9/PD29SyTgEHF2BoMBd3cjPj534OdXCcgJ2EuL/i2Vm/bnJPJSWq0TEZFyJieHA4xGz1IeiYhz8PT0BiAry1RqY1DQITdNW6tERKR05Kysa4VDpHgMhtx/V0pvV4r+bZWbpiRyERERkdtfaSWPX0tBh9w0rXSIiIiISHEo6JCbposBRURERKQ4ykTQsXnzZp588klatWpFaGgoTzzxBBs3bryhNnbt2sXIkSNp2bIljRs3plu3bvzjH/8gJSWlWJ//9NNPufvuu/nggw9u5hWcklY6RERERBzHai2729Wd/p6O5cuX8+qrr2I0GmndujUWi4Xo6GiGDRtGREQEAwYMuG4bUVFRvPDCC5jNZpo0aULVqlWJiYlhwYIFrFu3jiVLluDv71/o53///fdyFWwApKVBYmJO0OHmZqVmzbL7L4mIiIizmDfvU+bPn3tDn/nll+0lNo4RI0bz5JNP31Qbv/22nbFjn+W++1ry3nsfO3iEt5+oqB/ZtGkj4eFvlfZQSoRTBx1nz54lPDwcX19fFi9eTP369QHYs2cPQ4cOZerUqXTu3Jlq1aoV2obZbCY8PByLxcIHH3xAjx49AMjMzOSFF15g7dq1fPTRR7z++usFft5kMvHKK6+QlZXl+Be8jR09enWVo2ZNK25O/ZMkIiJSNtStW48ePf6ap+zUqZPs3buHSpX8uf/+VqU0MilKTMxu3nhjCs2ahZb2UEqMU39V/OKLLzCZTIwcOdIWcAA0adKEYcOGMWvWLJYuXcrYsWMLbePgwYMkJSVxzz332AIOAA8PD0aPHs3atWvZtm1boZ9/7733OHjwIC1atGD7dsf/puB2pa1VIiIit59OnbrSqVPXPGWrV69k7949BAUF83//9/dbMo5HHx3AAw88SKVKlW66jXvuacyiRV/h6Vn272OxWMr+jhGnzunIzdvo1q1bvmfdu3cHYMOGDUW2kXvG9/nz5zGbzXmeJScnA1CxYsUCP7tjxw4+++wzHn/8cdq1a3djg3dySiIXERGRwtxxxx0EB4dQseIdN92Gp6cnQUHBVKtW3YEjk9LitCsdVquVuLg4XFxcuOuuu/I9Dw4OxsXFhbi4OKxWa6HnE9etW5fAwEBOnz7NK6+8wosvvkjVqlXZtWsXb775Ji4uLgwdOjTf59LS0pg0aRKBgYFMnDiRzz//3OHveDvTSoeIiEjZcfr0Kfr370Xnzl3p2LErn3zyPikpKdx1Vx1mz/4MNzc3zp5NZMmSL/j1160kJp4hOzubypWr0qpVa5566hmqVg2wtVdQTkdu2fTp72KxZLNo0efExx/C1dWN5s3vY9iwZ6lTp66tjYJyOnLLBg4czEMPPcLcuR+za9dOsrJM1K1bn0GDnqRjx8753u/w4Tjmz49kz56dXLlyhXr17mbo0OHs37+XyMjZvP/+bEJDW1x3nn74YRUrV67g6NEE0tPTqV49kHbtOhIW9mS+AMtsNvPtt8tZvXolR48m4OLiSv36d9O//8A8q1FTp77BmjXfA7Br12+0b9+Cv/61J+HhEcX/B+gEnDboSElJwWQy4e/vj9FozPfczc2NSpUqcf78ea5cuYKPj0+B7bi7u/P+++8zZswYVq1axapVq2zPAgICmDt3Lu3bt8/3ubfffpvjx4+zYMGCQtsuCUajG1Wr+t6y/gpz6tTVPzdt6knVqrf/0uftMG/OTPNnH82ffTR/9ilr85eU5IrZbMHN7dZs2LhV/ZQUF5ecX7waDIZC38XVNaf80KFYNm5czz33NOauu+6iQgUfPD2NJCQc5tlnh5GScpE6derSunVbLl26xL59MaxY8TVbt25i0aJlVKhQIU+fcHX+cstWrfqWDRvWERJyF61ateHgwd/ZuHEdv/22nSVLvqZq1ap5xmQwXG0jtyw+/hAjRw7Bx8eHZs2ac+7cWfbu3cPkyS8zY8a7dOjQydb/rl2/8dJLY0lLS6NBg4Y0aVKDvXv38PLLY2nQoKGt3ev9c1669EvefXcG3t4VaNq0GUajkf3797J48eds2rSBzz//Eg8PDwDM5iwmTXqJrVs34+fn90euhpWdO39jypRXeOqppxk1agwATZs25cKFJKKjt1Kpkj8tW7aiadOm+ebPfjn//EvrvwdOG3Skp6cD4OXlVWid3D2ARQUdALVr1+aRRx5h/vz5NGrUiMqVK7N3717Onj3LvHnzaNy4MXfccTV6Xb9+PUuXLrUd01sexcVd/XOdOqU3DhEREXGckydPMHBgGC++OB4AiyVnN8MHH8wiJeUi48a9zIABg2z1L1y4wIgRQzhx4gQbN67nwQcfum4fGzas45VXJtOv32MAZGVlMW7cGLZv38bKlSt4+unh121j27ZoHn74EV55ZbLti/7s2R/x73/PY+nSxbagIysri7feeuOPHSqv0adPPyDnwKA33niNtWt/Lta8mEwmPvnkAypWvIPFi/9D5cpVbOVjx45i166d/Pe/P9KzZy8A5s2by9atm2nZsjV///s021b9U6dOMXbssyxY8BmhoffRqlUb+vR5lODgu4iO3kpwcAhvvjm1WGNyNk4bdOTmYhSlOGcdJycnM2jQIBITE5k/f74tiDCZTERERLBs2TKee+45Fi1aBMDFixeZMmUKwcHBjB8/3r6XuAkmk5mUlPRb3u+1zGY4etQHyPmNha/vJc6dK9UhFSk3oj937lIpj8Q5af7so/mzj+bPPmV1/szm7D/+v+DtvR9/7M6MGR5cuVLw1urbUYUKViZMyGT0aMefhpmbpGy1Wguds+zsq+WPPTYwTz2LxUJAQHU6depC376P53nm53cHHTp04csvF3L69Gnbs2sTo/9cdu+9TenVq5+t3GBwpWfPPmzfvo29e/faynPHZLWSr8xo9OCFF17G1dXd9qxv3/78+9/z2Ldvn61sw4YNnDhxgg4dOtGzZx9buaurO6+++n9s2/Yrly9fIjvbUujcAKSkpJKRkYGfX0UqVPCz1XVxcWPs2PH8/vsBGjZsjNlswWQysWzZEoxGD1577U0qVPC11Q8IqM7YsS/zyisvsmjRQu67r9Uf75X/n1HuCkdR47oxVszm7GL996BiRS+MRseGCU67Xujt7Q3kRKqFyX1W1GrIvHnzOHz4MKNHj86zamE0GgkPDyckJITt27fbTqZ68803uXDhAtOnTy8XpykU5MQJA2Zzzn/IAwIs/LGSKiIiclv45BOjUwUcAFeuGPjkk/zbxW81Hx8fqlcPzFf+8suTmDp1Rp5f+iYlJbFlyy8cOnQQoNjXB9xzT+N8Zf7+lQHIyCjeL1aDg0Pw9s77BcTfvzIGgyFPG9u3/wpAx45d8rXh7V2BVq3aFKu/SpX8CQoK5uzZRIYPf5LFixeSkHAYgPr1G9CrV1+CgoIBiI39ncuXLxMcHGJ7r2vdd9/9uLq6smfPLrKzs4vVf1ngtCsdPj4+eHt7k5ycjNlsxu1PF0WYzWaSk5Px8PDAz8+v0HZ+/TXnh7Gg06fc3d1p27YtCQkJ7N+/Hw8PD1avXk2VKlX44osv+OKLL2x1Dx06BMBPP/3E0aNHuf/++4t1MaEzujaJPCRESeQiInJ7GTXK5JQrHaNGmUp7GPj6FnxiJ8ChQwdZvvwrDhzYx8mTx21b3XMP6ynubdq+vvlzClxdc77H5W7nupk2DAYDLi4ueb7IJyaeASj0BKzAwBrF6g/gjTf+weTJEzh0KJZDh2L5+OP3qFatOh06dKZfv8eoXTv4jz4TgZzgo337wpPTs7OzSU1NtetYYWfitEGHwWCgbt267NmzhyNHjlC3bt08zxMSErBYLHnu7yhIamoqAK6urgU+zy3PysoiLS0NyInsV65cWWD92NhYYmNjcXNzKxdBR3Bw2T9XWkREnMvo0VkO2abk+O0tt79rE8Cv9cUX/2b27A8BqFOnLh07diE4+C4aNWrMb79t59//jryVwyR3i/f15F6HUFgwU9xACaBevfp8+eXXbN26mU2bNrJjx6+cOnWSr75awooVX/H3v79Nhw6dsVhygp7AwDu5994mRb9FIaerlkVOG3QAdOjQgT179hAVFZUv6IiKigKgU6dOBX3U5q677iIhIYH169fnC1Cys7PZunUrAA0aNKBVq1YcPHiwwHY+/vhj3nvvPcaMGcPzzz9/s6/kFHRcroiISPlx6tRJ5sz5GD+/ivzrX+/TsGGjPM83bdpYSiO7voCAnGN8c1c8/uzs2cQbas/NzY327TvSvn1HAE6cOM7nn3/G6tUr+eSTD+jQobMtybxGjTtv2WWMzsBpczoA+vXrh4eHB3PnzmXv3r228piYGCIjI/H09GTQoKsnLBw7doz4+HguXbqaQJO7GjF79mx27NhhKzebzbzzzjvExsZSr149WrdufQveyDnoYkAREZHy48CB/VgsFu6/v1W+gMNisbBjxzbgxlYNbpXcuzc2b84fGGVmZrJtW3Sx2tm9eydhYY8xY8Y/8pTXrFmLceNeAa4GNg0bNsLDw4Pff99nu2j6WvHxcQwY0IcpUybY5qw8LHg4ddBRs2ZNJk6cyOXLlxk4cCDDhg3jmWee4W9/+xtXrlwhIiKCypWvJvAMGTKEhx56iP/+97+2sk6dOjFixAguX75MWFgYAwcOZPTo0XTv3p1///vfVKlShVmzZhW6/ao80kqHiIhI+VGtWjUAYmJ2k5qaYivPzMxk5sx3iIuLBcBkKvxwn9LSqVMXAgKqsX79WtsFfJDzy+WZM6dz8WJOUHC9bU4hIXU4efIEP/ywir17Y/I8i4r6EcAWkHl5efHII324cuUKb70VTkrKRVvdlJSL/OMfb3Ly5AmqVatu69dozDn298qVy3a+8e3LqbdXAYSFhVGjRg0iIyPZsWMHRqOR0NBQRo0aRZs2xTuRYPz48YSGhrJw4UJiYmLYu3cvAQEBDB48mJEjR9qW5iTn2DrldIiIiJQfDRs24t57mxATs4eBA/vRpElTLBYLMTF7uHQpleDguzhy5DDnz58v7aHm4+HhyeTJ4UyY8AJTp77B8uX/oXr1Ghw4sI9z585SrVp1EhPP5DuQ6M/8/Px47rkXee+9fzJ69DM0anQvlStX4dSpk8TG/o6Xlxdjxrxoq//ss89z8ODvREdvZsCAPjRs2Ag3Nzd2795FWtoVGjW6l+HDR9vqBwYG4urqyqFDsYwb9xzNmoXyzDPXv6/EmTh90AHQpUsXunTJfxTan/3vf/+zu43CjB49mtGjR1+/opM7d85AWlru/RxW/P0VdIg18YxFAAAgAElEQVSIiJRlrq6uTJ/+Lp99NpfNmzfy669bueOOStSrV5+ePfvQqlVrevbsTnT05gJPFC1tLVq05JNPPuOzz+awZ88u4uPjadCgIVOmvMGyZUtITDxDhQqFXyKdq3//gVSqVIkVK74mLi6WAwf2UamSP3/9a0+efPJpatWqbavr6enJe+99wjffLOPHH9cQE7MbV1dXatasSffuf6Vv38fyXL1QseIdTJz4Gp99Noddu37DbDaXuaDDYL0dN+BJoUr7csBff3WhZ8+cc7HvvTebn39OK7WxFFdZvRzrVtH82UfzZx/Nn33K6vydOXMUgOrVg0q0n/J4epUj3Q7zd+HCeVJTUwkMDMTDI//9ak899TcSEuL58cf1Rd7rVhocPX838u+NLgeUUqd8DhEREXEWsbEHGTy4Py+99Hy+ywtXrlxBfPwh7r+/9W0XcJRFt9f6l9z2FHSIiIiIs2jRoiX16zdg9+6d9O37EPfc0xh3dzeOHj3CkSMJVK5chZdeeqW0h1kuKOiQG6IkchEREXEWbm5ufPjhp3zzzVf8/PNPxMTsxmTKJCCgGgMHDiYs7KlycyN4aVPQITdEKx0iIiLiTLy9KxAW9hRhYU+V9lDKNeV0yA3RxYAiIiIicqMUdEixXb4MSUk5PzLu7lZq1ND2KhERERG5PgUdUmwJCVd/XGrXtqJL2kVERESkOBR0SLFdm88REqKtVSIiIiJSPAo6pNiURC4iIiIiN0NBhxSbkshFRERE5GYo6JBi00qHiIiIiNwMBR1SbEeP6mJAEREREblxCjqkWEwmOHEiZ3uVwWCldm2tdIiIiIhI8SjokGI5ccKAxZITdAQGWvH0LOUBiYiISLlmtWrXhTPNgYIOKRblc4iIiNz+Xnrpedq3b8Enn3xQrPpDhw6iffsW/PLL+pvqr2/fh2jfvgXnzycVq/6YMSNo374Fu3fvuqn+cv300w+89VZ4nrKVK1fQvn0LZsz4h11tO4Ps7Gy++moJH330XmkPpdgUdEixXHsxoIIOERGR29PDD/cCICrqx+v+Fvzw4TgOHYqlcuXKtG7d7lYMzyF27fqNiIjXSEoqXqBTFv300xpmzfonly9fKu2hFJtbaQ9AnEPelQ7nWcoTEREpTzp27EzFihVJTDzDnj27aNq0eaF1f/hhFQAPPPAwbm7O85XQYin4l59dunSjSZNm+Pr63uIR3XrOtK0ql1Y6pFiOHtUdHSIiIrc7d3d3und/EID//veHQutZLBb++98fAejZs9ctGVtJ8/HxISgoGH//yqU9FCmA84S1UqqU0yEiIuIcHn64F199tZR1637mxRcnFLiKsWPHr5w7d5Z7721K7drBeZ7t3RvDsmVfEhOzm+TkC7i5uXPnnTXp2rUbAwcOxmg0XncMCQmH+fe/57Jz52+kp6dx771NGTVqbKH1ExPP8OWXX7Bt21bOnk0kOzubKlWq0qpVW5566hmqVKkCQETE6/z00xrbO7Rv34KePXszadLrrFy5gunT36J3735MmDA5T/ubNm3kq6+WcODAfkymTKpXD6RTp64MGvRknpWREyeOM3BgX/7yl+6MGjWWTz/9iG3boklLSyM4OJh+/R6nZ8/e131/yAnsli37kqioHzn+/+3deXxMV//A8c9k3xCJJPY9E1sSW2211tJHlaoqLVXxVGONPiilVVqqllLEVq19KUotRVXt+xoSERoSW6yJBJE9mdzfH/nN1DSTTWYw6ff9ej2vR+85995zj2Pu/d5zzzlRN9FoNJQvX4E2bdrRs2cvbG31Z+VJSUlh3brV7N37J7dv38bW1oY6dXz44AM/vR6rQYM+IjQ0BIDt27eyfftW+vcfiJ9f/3yV60WRoEPkKTNTgg4hhBDCXHh6euHpqebKlcucOnWCZs2aZ8vzxx+/A2R7gN6163cmT/4KlUqFt7cvtWrVISYmmosXLxARcZkrVy4zadLUXM9/4cJ5RowIICkpkRo1alK6dBkuXAhl8OD+Bj99uno1gqFDBxAf/5hq1Txp3LgpT548ISwslM2bN3DixFFWrlyPvb093t6+xMXFcubMKVxdXWnQoBF16njnWp5582azbt1qLC0t8fGpS4kSJbhwIZRVq5axb99u5sz5gdKlS+vtc//+fT7+uC+KkkmtWnV48uQJoaEhTJ06iYyMdLp27Z7rOQHmzJnBr7/+grNzSXx86qFSwfnzIfz44wKCgs4wZ84CXd74+Hg++WSgbozNK680Ijk5mVOnTnDy5HFGj/6cN9/sCkDjxk1RFIULF85Trlx5atf2plq16nmW50WToEPk6f59FSkpWZ9XOTsrODu/4AIJIYQQIledOnVh9uwZ7N79R7agIzk5mUOH9mNv70CbNu1021NTU5g16zusrKxZsOAnatSopUs7fz6YgIABHDiwl9jYB7i6ljJ4Xo1Gw9Sp35CUlMinn35G9+49ycjIJDU1hfHjx3L06OFs+8ybN5v4+McMHz6ad97podseFxfLgAH9uHv3DseOHaZt2w68/XZ3KlWqzJkzp6hcuRrjx0/KtR4OHtzHunWrcXV1ZebMeVSv7glAWloaM2ZM4ffftzFx4jgWLFist9+FC+dp2vRVJkyYjJOTEwBbtmxkxoyprF//c55Bx507t/n111+oXLkqixevxO7/1xqIj3+Mv78fQUGnCAkJxte3LgAzZ07lypXLvPFGZ0aO/AxbWzusrCz466+LDBs2hJkzp+HtXZdKlSrj59cfd3cPLlw4T716DRgz5stcy/KykKBD5El6OYQQQpgT+wVzcfhuChaJCS+6KPmW6ehE0qixJA8OMMrxOnToyIIFgRw5cpCUlBTdQy9kPYgnJyfz5ptv4eDgoNseGxtLs2bNKVeuvF7AAeDjU5eqVatx5cploqPv5xh0hISc4/r1q/j61qN795667ba2dowdO4Fu3d4gLS1Nt11RFMqUKUvr1q/Rrdu7esdycXGlRYtW/PLLWu7fv/dM9bB+/c8AfPLJKF3AAWBjY8Po0V8QHHyW8+eDuXDhPHXq+OjtO3z4aF3AAfDmm10JDJxFVNRNEhIS9NL+STuFcIkSJfTqvnjxEowe/QX37t3V9a7cu3eP/fv34O7uwciRY7C1tdXlr1GjFn5+/QkMnMnGjesZOfKzZ6qHl4EMJBd5un7970HkVapI0CGEEOLlZr9wrlkFHAAWiQnY53NtjfwoXrwEr77akuTkZA4fPqCXpp21Sju9rlbZsuUYP34SH300QLdNo9EQFXWTP//8g/j4eADS09NzPG9w8FkAmjRpli3N2dkZb29fvW0qlYpRoz7nm2+mo1L9/bzx4EEMx44dISLiSp7nzEl6ejphYaFYW1vTokWrbOlWVla0avUaAOfOndVLK1nShbJly2XLX6JECQBSUpJzPXe1ap44ORUjJOQcQ4f6s3nzRu7evQNA/foNeeONznh4ZAUdwcFBZGZmUqeOj17AodW4cVNdPnMmPR0iT9LTIYQQwpwkDwowy56O5EHG6eXQ6tSpC/v372H37l26Ga0ePIjh7NkzVKpUOVsAAFk9D0ePHmLnzu1ERkZy794dMjIyAHRBQW6ztT54EANAqVJuBtNLly5jcHt4+F9s2bKRS5cucuvWTVJSUv5xzoJPEfvo0UM0Gg3u7h5YW1sbzFOmTFkg61Oup+XUi2FpaQnkPG2vloODAxMnTmHixHEEB5/VBWOVKlWmVausXh1tHUVH3wdg377d7Nu3O8djavOZKwk6RJ4k6BBCCGFOkgcHGOUzJSurrPtfRoZ53vsaNWqCu7sHp04dJz7+McWLl2DXrt/JzMzM1ssBWb0ao0cP5+TJY9jY2ODlVZMGDRpStWp1fH3rMXv2d7qH52elfWh/2ooVS/jpp4WoVCqqVq1Oq1avUblyVWrXrsPp0ydZtWrZM53r70BFlWOezEwNQLag5Olel2fVqFETNmzYxtGjhzh+/Ahnzpzmxo3rrFy5lI0b1xMY+AM1atTUBTDVqnnqDQjXFkF7GRYW5v2BkgQdIk+yMKAQQghhfiwsLPjPfzqxcuVS9u/fy1tvdePPP3diaWnJf/7TKVv+nTu3cfLkMWrWrM306bMoWdJFL/3Jk7xXv3Z39wDIcQyGdqyDVlTUTRYv/gFnZ2dmzJhLjRo19dIPHTqQ5zlz4uxcEktLSx48iCY9Pd1gb8edO7cBcHFxyZZmDPb29rRr9zrt2r0OwJUr4SxaNJ8TJ46xdOkipk+frRsfU6eOt95Uv+Ye9P6TeYdM4rmQng4hhBDCPHXq1AWVSsXBg/u4efM6kZERNGvW3OACemFhYQC89dbb2QKOmJhorl+/CoCi5Pws0LBhIwAOHz6YLS05OZmQkHN62y5duoiiKDRu3DRbwJGZmcnZs6f//5x/v/TMby+EjY0NtWrVIT093WB5MjIydNvr1WuYr2Pm1+7df9Cjx1usWbNCb7unpxcDBgwF/g7MtGtwBAWdNjh25ciRQ/Tu3Z1Zs6brthmjJ+Z5k6BD5OrxY3j4MKth29kpeHhIT4cQQghhLsqVK4+vbz3Onj3D9u1bAejUyfDidh4eWb0Ux44d1RuzEBMTzbhxn6HRZH2K9PTsU/9Uu7Y3tWrVITz8EosXL9Jtz8jIYMaMb0lI0B9noz1nSEiwbqA6ZE3f+913U7h6NTLbOW1ssgZbJ+ZjzE7Pnr0AmDPnO92gdMgaZP7dd99y9+4d6tTxwcurRp7HKojKlatw585tfvnlZ27fvqWXtnfvnwC6GcIqVqxEkybNuHUrihkzppCamqLLe/v2LWbNms6NG9f1FnHULtD4z/p8mcnnVSJXT/dyVKqUiZl/TiiEEEL863Tq1IXg4LP88staXF1dDc4sBdCx45usW7eGQ4f28/773fD0VPP48WNCQ0NQFIUKFSoSFXUz2ydST1OpVHzxxVcMGzaAxYsXsW/fHipVqsKlS2HExcXqFi3U0gYpFy9e4L333sbHxxeNRkNo6HkSEp5QuXJVrl+/qnfOsmXLYmlpyV9/XWTEiKHUq9eAPn36GSxP69Zt6dHjfX75ZS0fffQBdevWp1ix4oSFhRITE025cuXzXOvjWXh6etG9e082blzPBx+8i49PXYoVK8a1a1e5ceM6rq6l6NfPX5d/zJjxBAT4s2PHbxw7doQaNWqi0Wg4dy6I9PR0Wrduy9tv/702SPnyFQE4fPgAY8aMoHnzlrrFA19W8ggpciXjOYQQQgjz1qZNOxwcHMnIyOD11zthZWX4nbOHR2kWLFhMixatSUlJ4fjxo8TExNC8eSsWLlzCxx8PBjC4wN/TKlWqzKJFK+jcuStPnsRz7Nhh3NzcmDVrPtWrq/XyWllZ8d13s3nnnR44OTlx6tQJIiMj8PKqwVdfTWbu3B9QqVScOHFM19NSsqQLo0aNxcOjNOfOBREUdDrX8gwbNpLJk7+jbt36hIdf4vjxIzg6OvHf//qzdOnqbFPjGktAwAiGDx9N9eqeXLwYxtGjh0lPT6d79/dYtmyN3iropUqV4qefVuLn158SJZwJCjrDX39dwsurBmPHjuerrybrDST38qrBxx8PokQJZ06dOsH58yEmuQZjUinPMgeZeGHS0jJ4/Dj3uaGNac4cGyZPzurGHDAgjUmTUp/buY3Fza0YADExeQ+AE9lJ/RWO1F/hSP0VTlGtv3v3bgBQunQlk56nqA3kfd6k/grH2PVXkH83JUrYY2Nj3A+ipKdD5OrphQFlELkQQgghhHgWRWJMx7Fjx/jhhx8IDw8nPT2d2rVr4+/vT4sWLfJ9jODgYBYuXMi5c+dISkqidOnSvPbaawwZMkS3+uTTIiIiWLRoESdPniQuLg4nJyfq16+Pv78/devWNeblvVAyc5UQQgghhCgss+/p2LRpE/369ePcuXP4+PhQr149zp07R//+/Vm/fn2+jrFnzx569+7NgQMHqFSpEi1btiQ1NZUVK1bw7rvvEhcXp5f/5MmTdOvWjd9++w0nJydatWqFh4cHe/fupXfv3vz++++muNQX4s4dCTqEEEIIIUThmHVPR3R0NBMmTKBYsWL8/PPPqNVZg5POnz9Pv379mDx5Mq1bt9ZNx2ZIRkYGEyZMIDMzk7lz59KhQwcAUlNT+eSTT9i/fz/z58/nyy+/BLKmWBszZgypqal8+eWXfPDBB7pj/fbbb4wePZpx48bRpEkTky008zw1aqTh2jULfH01VKkiw3+EEEIIIUTBmXVPx+rVq0lLS8PPz08XcAD4+PjQv39/UlNT8+ztCA8P58GDB9SoUUMXcADY2toyeHDWLA2nT/89K8KJEye4c+cODRs21As4ALp06ULbtm1JTEzk4MHsi9CYozlzUti+PZHNm5NkulwhhBBCCPFMzPox8vDhrCnb2rVrly2tffv2ABw6dCjXY2inH4uNjSUjI0Mv7eHDhwB6YzpSUlKoU6dOjuNFKleuDGT1whQFFhbQqFEmTk4vuiRCCCGEEMJcme3nVYqiEBERgYWFBVWrVs2WXrlyZSwsLIiIiEBRlByXi69evTplypTh7t27jB49mv/973+4ubkRHBzM119/jYWFBf36/b3gTPv27XUBjSGhoaEAuX7SJYQQQgghxPPyMqyQYbZBx+PHj0lLS8PFxUW3FPzTrKysKFmyJLGxsSQmJuKUw6t6a2trAgMDGTp0KDt27GDHjh26NHd3d3766SeaN2+erzIdP36ckydPYmdnR8uWLZ/twvJgY2Olm3ddFIzUW+FI/RWO1F/hSP0VTlGrv9hYK9LTNVhaqnJ8qWhM2vUSxLOR+iscY9RfZmYmoMLa2vKF/R6YbStITs5aIM/e3j7HPHZ2dgAkJibmeqyKFSvSuXNnLC0t8fHxoU2bNri5uREdHc2SJUt49OhRnuW5desWo0aNAsDf379IDCIXQgghXkZWVlaoVFmTuwgh8paenoZKlfWy/UUx254Oi3yMas5PV9LDhw/p1asX9+/fZ9myZTRu3BiAtLQ0Jk6cyIYNGxgyZAhr1qzJ8Rg3b97Ez8+PmJgYWrduzaBBg/J/IQX0vFckLwqK6oq8z4vUX+FI/RWO1F/hFN36s0JRUkhKSsDCwtl0Z5EVtQtF6q9wjFV/iqLw5En8/w83sM7X74GsSP4UBwcHIGtq25xo03LrDVmyZAlXr15l8ODBuoADwMbGhgkTJlClShXOnDnDmTNnDO5//vx53n//fW7fvk3z5s0JDAzMV0AkhBBCiGdjZ5f1DJCQEE9S0hMyMzUvxTfrQrwsFEVBUTJJS0vh8eNYUlISARV2do4vrExm29Ph5OSEg4MDDx8+JCMjAysr/UvJyMjg4cOH2NraUrx48RyPc+rUKQBeffXVbGnW1tY0a9aMa9eucfHiRRo2bKiXvnfvXkaOHElycjJvvPEG06ZNMzi+RAghhBDGY2trj4NDcZKS4omPjyM+Pi7vnZ6JdryIBDTPRuqvcIxZfypKlnTD2vrFPaea7St5lUpF9erV0Wg0XL9+PVv6tWvXyMzM1Fu/w5D4+HgALC0tDaZrt//zu9Fff/2VgIAAkpOT6devH99//70EHEIIIcRzUqyYMyVKlMLa2pa/H86My8rKQgZBF4LUX+EUvv5UWFpa4+hYHFfX0tja5vzlz/Ngtj0dAC1atOD8+fPs2bOH6tWr66Xt2bMHgFatWuV6jKpVq3Lt2jUOHjyYLUDRaDScOHECgBo1augde9y4cSiKwpgxY/Sm1BVCCCGE6alUKuztHbG3N93nIkV3TMzzIfVXOEWt/sw6/OzWrRu2trb89NNPXLhwQbc9NDSUxYsXY2dnR69evXTbb968SWRkJE+e/P2X17NnTwB++OEHgoKCdNszMjKYPn06ly9fxtPTkyZNmgAQExPD2LFjyczMZMSIERJwCCGEEEIIkQez7ukoX748n332GRMnTuS9996jSZMmKIrCyZMnycjIYNq0abi6uury+/n5cfv2baZMmUK3bt2ArJ4Qf39/fvzxR3r37k3dunVxcXHh0qVL3Llzh1KlSjF79mzdZ1YrVqwgPj4ea2trwsPD+fTTTw2WrUOHDnTo0MH0lSCEEEIIIcRLzqyDDoDevXtTtmxZFi9eTFBQEDY2NtSvX59BgwbRtGnTfB1j5MiR1K9fn1WrVhEaGsqFCxdwd3fngw8+YMCAAbi7u+vyageep6ens3379hyPWalSJQk6hBBCCCGEAFSKzDFnVmSdjoIrat9EPm9Sf4Uj9Vc4Un+FI/VXOFJ/hSP1Vzgvsv5knQ4hhBBCCCGE2ZGgQwghhBBCCGFSEnQIIYQQQgghTEqCDiGEEEIIIYRJyUByM5OZqZCRoXnRxTAr2oFQaWkZL7gk5knqr3Ck/gpH6q9wpP4KR+qvcKT+CudF1p+VlSUWFiqjHlOCDiGEEEIIIYRJyedVQgghhBBCCJOSoEMIIYQQQghhUhJ0CCGEEEIIIUxKgg4hhBBCCCGESUnQIYQQQgghhDApCTqEEEIIIYQQJiVBhxBCCCGEEMKkJOgQQgghhBBCmJQEHUIIIYQQQgiTkqBDCCGEEEIIYVISdAghhBBCCCFMSoIOIYQQQgghhElJ0CGEEEIIIYQwKQk6hBBCCCGEECYlQYcQQgghhBDCpCToEEIIIYQQQpiUBB1CCCGEEEIIk5KgQwghhBBCCGFSVi+6AEIUlEajYe3atWzevJmrV6+i0WioUKECb7zxBv3798fW1jbPY9y9e5fWrVvnmF6/fn3Wrl1rxFK/PLZs2cJnn32WY/rAgQMZPnx4nse5du0ac+fOJSgoiEePHlGxYkV69uxJr169sLAomu8zvLy88pVv5cqVNG7cONc8GRkZ1KtXj7S0NIPpHh4eHDp0qMBlfFlt2rSJsWPHsmbNGho2bJgt3VjtKT4+nkWLFrFnzx7u3r1LqVKl6NChA0OHDsXJycmYl/Rc5VV/Bw8eZOXKlYSGhpKUlISbmxstWrRg8ODBlC5dOt/nadeuHVFRUTmmh4WFYWVlfo8OudWfMe8H/7b216dPH06dOpXn/kOHDiUgICDPfH379uXEiRM5pv/5559UqlQpf4V+wQr6rBIaGsr8+fN1/4arV6/Ohx9+SOfOnQt03vv37zN//nyOHj1KTEwMZcqUoUuXLnz88cfY2NgY8xILzPx+OcS/mkajYfDgwRw4cAAHBwd8fX2xsrIiJCSEwMBADh48yIoVK7C3t8/1OBcvXgSyHiLVanW29CpVqpik/C+DS5cuAfDqq6/i4uKSLb1mzZp5HuOvv/6id+/eJCQkUL9+fby9vTl58iSTJk0iODiYGTNmGL3cL4PcfvyjoqIIDg7GycmJChUq5HmsiIgI0tLSqFixIr6+vtnSnZ2dC1XWl8m5c+eYNGlSjunGak8JCQl88MEHhIeHU6VKFVq3bk1YWBjLli3j8OHDrFu3jmLFihnrsp6bvOrvxx9/ZObMmVhYWODj44OrqyuXLl1i/fr17N69m9WrV1OtWrU8z/PkyRNu3bpFqVKlaNq0qcE85vhCIa/6M9b94N/Y/po1a4aHh4fBtKSkJPbu3Qvk774CWb8FDg4OtG3b1mC6o6Njvo7zohX0WeXo0aMMGDCAzMxMXnnlFezt7Tl+/DiffvopERER+XoRCHDv3j169uzJvXv3qFWrFrVr1+bs2bMEBgZy4sQJli5dirW1tSkvPXeKEGZk7dq1ilqtVjp37qzcu3dPtz02Nlbp2bOnolarlRkzZuR5nLlz5ypqtVrZunWrKYv7Uvrggw8UtVqtV38FkZmZqXTu3FlRq9XKli1bdNtjY2N12//44w9jFdcsJCUlKR07dlTUarWyZ8+efO2zadMmRa1WKwsWLDBx6V6sXbt2KfXq1VPUarWiVquV06dP66Ubsz1NmjRJUavVyrhx4xSNRqMoiqKkp6cro0aNUtRqtTJx4kTjXdhzklf9XblyRalZs6ZSt25d5ezZs7rtaWlpyldffaWo1WqlR48e+TrXyZMnFbVarXzxxRdGvYYXKa/6UxTj3Q/+je0vN9rrnjJlSr7y37p1S1Gr1Yqfn9+zFvelUZBnleTkZKVp06ZK7dq1lePHj+vy3rhxQ2nZsqWiVquV0NDQfJ13wIABilqtVubPn6/blpiYqPj5+SlqtVpZsmSJka7w2ZjfKwvxr7Z582YAPv/8c723Ky4uLnz11VcA7NixI8/jaN9s1a5d2/iFfMn99ddflCpVKse3U3k5evQo4eHhNGrUiLfeeku33cXFhQkTJgCwatUqo5TVXHz77bdERkbSo0ePHN/Q/VNRb4P37t1j9OjRBAQEkJmZSalSpQzmM1Z7io+PZ8OGDTg5OfHZZ5/p3shbWVkxYcIESpQowcaNG0lKSjLC1Zlefutv69ataDQa+vXrR7169XTbra2t+fzzz3FxcSE4OJjbt2/nec6i1CbzW39gnOv+t7a/nGzbto2tW7eiVqsZMWJEvvbR9sIXhfZXkGeVrVu3EhsbS+fOnWnSpIkub8WKFRk5ciSQv9/Aq1evcuDAASpWrMjAgQN12x0cHJg8eTKWlpasXr260NdWGBJ0CLNSsmRJqlatio+PT7a0ypUrAxAdHZ3ncS5duoSDg0OR/ozKkKioKOLj4wv1o3748GEg69vvf2rQoAGurq4EBQWRkJDwzOcwJ+fPn2fDhg24uroyatSofO9XlG6whsyePZutW7dSp04d1q9fT9WqVQ3mM1Z7On36NCkpKTRp0iTbt/OOjo40bdqUlJQUTp8+/YxX9Hzlt/6sra3x8vLilVdeMZhWvnx5IP+/i1A02mR+6w+Mcz/4t7Y/QxITE5k2bRoAX331Vb7HERSloLcgzyra30BDL6xee+01LC0t8zW+78iRIyiKQps2bbJ9Blm2bFlq1arF7du3iYiIKOjlGI2M6RBm5YcffsgxLTQ0FCDPQZOPHj3izp071K5dm2XLlg0PyG8AABcoSURBVLF161Zu3LhBsWLFaNOmDUOHDn3mXoCXnfahwtXVlUmTJnHo0CHu3btH2bJl6dKlS74G4mt/sAx9+wxZ3z/HxsYSGRlpcKxCUfPtt9+iKAoBAQEUL148X/soisKlS5dwc3Nj3759rF+/nsjISGxtbWnWrBlDhw4t0E3+ZVS1alWmTZtGly5dch0HYKz2pD2Op6dnjuUBCA8Pp1WrVvm6hhcpv/U3bNgwhg0bZjAtKSlJVy/5GUx+8eJFLC0tuXbtGtOmTSM8PByVSkWDBg0YPHiwwQeol1V+689Y94N/a/sz5IcffiAmJoY33niDBg0a5Hs/bdDx+PFjPvroI8LCwkhNTaVOnTr4+/vTokWLApXjRSrIs8qVK1cAw7+BTk5OuLu7c/fuXR48eJBrj1N+2mBoaCiXL1+mevXq+bsQI5OeDlEkKIpCYGAgAB06dMg1r/bBOywsjFmzZuHq6krjxo3RaDT88ssvvPPOO1y9etXkZX4RtD/qmzZtYtu2bVSvXh1fX1/u379PYGAgffv2JSUlJddjaN/OuLm5GUzXbn/w4IERS/5yOnjwIOfOnaN06dJ079493/tFRUWRkJBATEwM48ePx9bWlsaNG2Nra8uOHTvo3r07QUFBJiy56fn7+9O1a9c8H1iM1Z5iYmLydZzY2Nhcj/OyyG/95eann34iKSkJb29vypQpk2vetLQ03Qw7o0ePJjU1lcaNG1OyZEn2799Pr169+OOPP565LM9bfuvPWPcDaX9ZHj16xKpVq1CpVAwZMqRA+2r/LiZMmEB0dDSvvPIK5cuX59SpU/Tv358VK1YU6HgvI0PPKvltO3n9Bmp/S93d3Qt1HFOSng5RJHz//fecOnWKUqVK0b9//1zzah+8PT09WbhwoW6moaSkJL788ku2b9/Op59+yqZNm0xe7udN+6PesWNHvv32WxwcHAC4desWQ4YM4dy5c8yePZsxY8bkeIzk5GQA7OzsDKZrt5vLt8uFsXz5cgD69etXoBlBtG3Qw8ODRYsW6WZ2ycjIYObMmSxdupThw4eze/fufE0Bbc6M1Z606TnNXPdvapeQFRAvWrQICwuLfH32Fx4eTkZGBo6OjsyfP19v9qrly5czZcoUxo4dS4MGDXJ8ODJHxrofSPvLsnbtWpKTk3nttdcK9DY9Li6Oe/fuYWVlxbRp03jzzTd1ab///jujRo1i2rRpNGrUKN8zYb2MDD2rGOs30BzuzdLTIczenDlz+PHHH7GxsWH27NkGp4F9mp+fH3v27GHlypV6U5s6ODjwzTff4OHhQVhYGMHBwaYu+nMXGBjIjh07mD59ui7gAChfvjxTp05FpVKxfv160tPTczyG9s2XSqUymK4oit7/F1UREREcO3aMYsWK0aNHjwLt+/rrr3PgwAE2bNigdwO1srJi1KhR1K5dm/v377Nnzx5jF/ulY6z2JO3ybwcOHCAgIACNRsPw4cPzXDMGwNvbmyNHjrBt27Zs0+X6+fnRrl07kpKSdANkiwpj3Q+k/WVNE7tmzRqAPF/+/ZOLiwvHjx9nx44degEHwBtvvEHv3r11616Yq5yeVSwtLVGpVP+K30AJOoTZysjIYPz48SxYsABbW1vmzZtncDDlP1laWlKhQgWDwYm9vb1u9oiwsDCjl/lFs7W1pXr16gYH9tWsWZPSpUuTlJTE9evXczyGNljJ6TOs1NRUvXxF1e+//w5A+/btC3ytKpWKMmXKGPxW3MLCQvfN94ULFwpf0JecsdpTfo+T1xo+5m7jxo0MGTKE1NRUhgwZgr+/f773dXNzo1y5cgbT2rRpAxS9Nmms+4G0v6zB9DExMZQvX75AYzm0XFxcdIOs/0nb/szxvpzXs4q9vT2KoujayD8Vpd9ACTqEWUpMTGTgwIGsX7+e4sWLs2TJEqMNztMO1NJ2Vf6b5Ofatd+L5vRdaF7fpxYVu3fvBrLewhmb9u8hr/E1RYGx2pO0y6wZh7744gs0Gg1jx47NcYD5s9DW27+hTT4tv/cDaX+m/U001/aXn2cVbdvRtpF/MvZvYE5jPp4HCTqE2Xn8+DF9+vTh8OHDlClThjVr1uSrh0Nr3rx5DBs2jPDwcIPpt27dAvI324s5SUhI4Msvv2TYsGFkZGQYzKO99txma9HOjGFo2j1FUbh69SqWlpb5WgHZXN29e5fLly9TrFixHFduzs2aNWv43//+x7FjxwymF9U2aIix2lNuxwGIjIwEsladLmoUReGLL75g4cKF2NjY8P333+Pn51egY/z++++MHDmSbdu2GUwvqm3SWPeDf3P70zp48CCQ1ftbUMeOHWPUqFG6cXL/ZI7tL7/PKtq2o20jT0tISCA6OhoXF5c810rJbxvMaabA50GCDmFW0tLS8Pf3JywsjOrVq7Nu3boC/wMKDw9n165d7Ny5M1tabGwsR48exdraOl/fQZsTR0dHdu/eza5duwzOFX/o0CEePnyIWq3ONejQTlu4d+/ebGlnz54lLi6OBg0aZJurvigJCQkBwMfHByurgs/HERUVxc6dOw1+H5+amsquXbsAePXVVwtXUDNgrPb0yiuvYGdnx/Hjx7MNlExMTOT48eM4ODg802cfL7upU6eyceNGnJycWLJkyTO9aY6NjWX79u0Gv5lXFIXffvsNgObNmxe6vC8TY90P/s3tD+Dhw4dERUVhb29PrVq1Crx/SkoKv/32GytXrjT4UmzLli2A+bS/gjyraH8DDY3h27dvHxqNJl9fcmiPs2/fPjIzM/XS7ty5w6VLlyhXrtwLmy4XJOgQZiYwMJDg4GDKlCnDqlWr8nzrcfPmTSIjI3ny5IluW8+ePQFYtmyZ3rSkiYmJfP755yQkJNC9e/ci1w2uUql0A54nTZrE/fv3dWk3b97k66+/BmDQoEF62/9Zf40aNcLT05OjR4/yyy+/6LbHxcXpjtGvXz+TXsuLpv2u3dvbO8+8d+7cITIykri4ON227t27Y2lpybZt23QBBkB6ejqTJk3i9u3btGzZkjp16hi/8C+ZZ2lP0dHRREZG6i145+DgQNeuXXn8+DFff/217sElIyODiRMnEh8fT8+ePYtcMHzo0CGWL1+OlZUVixYtolGjRnnuY6j+OnXqhJOTE0FBQXpvmxVFYf78+QQHB6NWq3nttddMcRkvzLPcD6T9Zadde6JmzZp5voiJi4sjMjKSO3fu6LY1b96ccuXKcfv2bb777js0Go0u7ddff2Xnzp24ubkVaGryF6kgzyqvv/46rq6ubN68WddbBFkvp2bOnIlKpcrWc2novlKhQgVatGjBtWvXmDNnjm57UlIS48aNQ6PRvPB7s0opylMpiCLl0aNHtGrVipSUFGrXrp3r4mkzZswAslbzvH37NlOmTKFbt2669KlTp7Js2TIsLCyoX78+JUuW5MyZMzx8+JCGDRuyePHiIjngLyUlhf/+978EBQXpvXU7efIkaWlp9OvXT2+63Jzq7/z58/Tt25ekpCR8fX1xd3fn1KlTPH78mB49ejBp0qTnfm3P0//+9z927tzJ5MmT87wJ9unTh1OnTjF06FACAgJ021euXKlbWNDb25uyZcsSEhLCvXv3qFq1KqtXr8bV1dXUl/LcaOthzZo1NGzYUC+toO1pzJgxbN68mbfffpupU6fqtj969Ij33nuPa9euUaFCBWrVqsXFixeJioqiVq1arF69GkdHx+dyvcaWU/316NGDkJAQPDw8cg04Bg0apPtELaf627VrFyNHjiQ9PR1PT0+qVq1KeHg4169fx83NjdWrV+c40Pdll1v7K+j9QNpfw2zpP//8M19//TVvvfUW06dPz/VYc+fOZd68eTRq1IhVq1bptp89e5aPPvqIpKQkKlasSI0aNYiKitKtGL906VLq1atn9Gsztmd5Vtm7dy/Dhg1Do9Hwyiuv4OjoyIkTJ0hOTmb48OEMHDhQb7+c7itRUVG8//77xMTEoFarqVKlCmfPniUmJoaWLVuycOHCZ+qdNxZZp0OYjfPnz+sGkYWFheU6i4X2H3JOxowZg6+vL6tXr+bixYtkZmZSsWJF+vfvT9++fQu05oI5sbOzY/ny5Sxfvpxt27Zx8uRJbGxsqFu3Ln369MlzYUUtHx8fNmzYQGBgICdPnuTKlStUqlSJESNG8O6775r4Kl487dulwnxf/OGHH+Lp6cnixYs5f/484eHhlC1bloEDB+Lv72+2DyfPwljtydnZmXXr1jFv3jz27NnD/v37KVOmDP3792fgwIFFrk6Tk5N1b5jv37+f43gMgHfffTfPcTGvv/465cqVY9GiRZw+fZrr16/j7u5Onz59GDx4cJ7TkZsrY90P/m3t72nG+E2sX78+mzdvZuHChRw9epT9+/dTsmRJunXrxuDBg/WmNH6ZPcuzStu2bVm1ahXz588nJCQERVHw8vLCz8+Pjh075vvcFSpU0P2WHjp0iBs3blChQgU+/PBD+vbt+0IDDpCeDiGEEEIIIYSJyZgOIYQQQgghhElJ0CGEEEIIIYQwKQk6hBBCCCGEECYlQYcQQgghhBDCpCToEEIIIYQQQpiUBB1CCCGEEEIIk5KgQwghhBBCCGFSEnQIIYQQQgghTEqCDiGEEEIIIYRJSdAhhBBCCCGEMCkJOoQQQgghhBAmJUGHEEIIYcCmTZvw8vKiW7duL7ooQghh9iToEEIIIYQQQpiUBB1CCCGEEEIIk5KgQwghhBBCCGFSEnQIIYQQQgghTMrqRRdACCFE0RMVFcVPP/3EkSNHiI6OxtHRkbp16+Ln50fTpk318np5eWFjY0NISAjLly9n/fr13L17Fzc3N1q3bo2/vz8eHh4Gz/Pnn3+yfv16QkNDSUpKws3NjaZNm/Lxxx9TpUoVg/uEh4ezcuVKjh8/TnR0NMWKFaNBgwb4+/vj4+NjcJ+4uDgWLFjA3r17iYmJoVSpUrRu3ZqAgABcXV318qalpbFmzRp27drFjRs3SExMxN3dnSZNmtCvXz+qVav2DDUqhBDmTaUoivKiCyGEEKLoOHz4MMOGDSMpKQl7e3uqVKlCXFwc9+7dAyAgIIChQ4fq8muDji5durBx40ZcXFwoU6YMERERpKam4u7uzvLly/Ue1jMzMxk9ejTbtm0DoEyZMri6unLt2jUSExOxtbVlxowZdOjQQa9sW7Zs4csvvyQtLY3ixYtToUIF7ty5w8OHD7GysmLRokU0b94cyJq9auzYsZQpUwaVSsWdO3d0gcyNGzfIzMykbNmybN26leLFiwOgKAoDBgzg4MGDWFlZUalSJWxtbbl+/bquPlasWIGvr6/p/gKEEOJlpAghhBBGEhUVpdSvX19Rq9XK7NmzldTUVF3anj17dGm7d+/WbVer1br/zZgxQ0lPT1cURVFiY2OVPn36KGq1WunWrZuSmZmp22fu3LmKWq1WGjRooOzbt0+3PTk5Wfn2228VtVqteHt7K+Hh4bq0yMhIpU6dOoparVbmzJmjpKWlKYqiKGlpacqUKVMUtVqtNGzYUElMTFQURVF+/fVXXbnatGmjhISE6I4VHBys+Pr6Kmq1Wlm0aJFu+/79+xW1Wq106NBBuXv3rm77kydPlMGDBytqtVr58MMPC13PQghhbmRMhxBCCKNZsmQJCQkJdO3alU8++QQbGxtdWtu2bRk5ciQA8+bNy7Zv+/btGTlyJFZWWV/+uri4EBgYSIkSJbhw4QJHjx4FICkpiaVLlwIwceJE2rRpozuGnZ0dY8eOpW3btqSmprJgwQJd2rJly0hLS6Njx44MGzYMa2trAKytrfnss89Qq9XEx8ezf//+bGWbPn263qdXvr6+dO3aFYBz587ptl++fBmAli1bUrp0ad12Jycnxo4dy6uvvoqnp2e+6lIIIYoSCTqEEEIYjfaBvVOnTgbTO3XqhEql4tKlS0RHR+ul9enTJ1t+Z2dn2rdvD8CBAwcAOHPmDImJibi4uPCf//zH4Hm0xzp06BAajUZv/3feeSdbfpVKxYIFCzh48GC2sjs7O9OwYcNs+1SvXh2AR48e6bZVqFABgF9//ZUNGzbopZUvX56lS5cybtw4g2UWQoiiTAaSCyGEMIqEhATu3r0LwKxZs1i4cKHBfJaWlmRkZHD9+nXc3d112+vUqWMwv7Zn4MaNGwBcv34dyBoLYmFh+N1Z7dq1AUhMTOTBgwc4Ozvrghy1Wm1wH23A8E9Pl/FpDg4OAKSmpuq2tW3bFl9fX0JCQhg3bhzjx4/H29ub5s2b06ZNG7y9vQ0eSwghijoJOoQQQhhFYmKi7s8XL17MM/+TJ090f7ayssLR0dFgPu12bX7teXLKD38HBJAVDOWUlh/az7Dyw8bGhpUrV7J06VK2bNnCjRs3CAkJISQkhPnz5+Pp6cnXX39NgwYNClQGIYQwdxJ0CCGEMAp7e3vdn0+cOEHJkiXzvW9GRgbp6ekGH/C1QYb2eNqg4Z/BxNOeDmgcHR2xs7PT/XdSUhLFihXLd9kKys7OjsGDBzN48GCuXbvG8ePHOXr0KIcPH+bKlSv079+fP/74I8dpgIUQoiiSMR1CCCGMonjx4ri4uAAQGRlpMI9Go+HYsWPcuHFDN9ZCK6d9/vrrL+DvMRTaaWvDw8PJzMw0uE9YWBiQFQi5u7tTokQJXdCS03nWr19P3759Wbt2bY7XmJeHDx8SFBREXFycrqy9evVi/vz57N69Gzc3N5KSktizZ88zn0MIIcyRBB1CCCGMplWrVgCsW7fOYPq2bdvo168fXbt2JSkpSS9t8+bN2fLHxcXpHtC1A8obNGiAk5MTDx8+5I8//jB4njVr1gDQpEkT3bgP7fobW7ZsyZZfURQ2b97MiRMn9MZoFNSnn35Kr1692LhxY7Y0Dw8PqlatCpAt4BJCiKJOgg4hhBBG079/f2xtbdm2bRuzZs3Se4A/cuQIEydOBODdd9/N9onT6tWr9R7WY2JiCAgI4MmTJ7Ru3Vo3Za2joyP9+vUDYPz48bpZqSBrUPeUKVPYt28f1tbWDBs2TK9s1tbW/PbbbyxevFj34J+ens7MmTM5d+4czs7Ouqlwn0Xnzp0BWLhwIUeOHNFL27lzJ0FBQVhYWPDqq68+8zmEEMIcyYrkQgghjGrnzp2MHj2atLQ0HB0dqVKlCg8fPuT27dsANGvWjEWLFunW8PDy8gKyZqm6cuUKpUuXxtXVlcuXL5Oeno6XlxeLFy/Wm0VKo9EwatQoduzYAUDZsmVxdXXl6tWrJCYmYm9vzzfffMObb76pV7ZNmzYxbtw4NBoNJUuWpFy5ckRFRfH48WPs7OyYP39+thXJa9euzaZNm7Jdp6F0RVH45JNP2LVrFwClS5emVKlSREdH62bPGjFiBAMGDDBafQshhDmQgeRCCCGMqmPHjqjVapYuXcrx48cJDw/H2toab29vOnfuTK9evQwOGJ82bRr79+9n06ZNREREULFiRTp37kyfPn1wcnLSy2tpacnMmTNp164dGzZsICwsjAcPHlC6dGneeustPvzwQ93Yj6d169YNLy8vlixZwqlTpwgPD8fZ2ZnOnTszaNAgqlWrVqhrV6lUzJw5k4YNG7Jjxw4iIiJ48OABJUuWpH379vTu3ZumTZsW6hxCCGGOpKdDCCHEC6Xt6di2bVuOa2gIIYQwbzKmQwghhBBCCGFSEnQIIYQQQgghTEqCDiGEEEIIIYRJSdAhhBBCCCGEMCkZSC6EEEIIIYQwKenpEEIIIYQQQpiUBB1CCCGEEEIIk5KgQwghhBBCCGFSEnQIIYQQQgghTEqCDiGEEEIIIYRJSdAhhBBCCCGEMCkJOoQQQgghhBAmJUGHEEIIIYQQwqQk6BBCCCGEEEKYlAQdQgghhBBCCJOSoEMIIYQQQghhUhJ0CCGEEEIIIUxKgg4hhBBCCCGESf0fPnE+rigozdQAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 269,
+       "width": 398
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Solution\n",
     "# Adding Dropout\n",
@@ -2705,10 +2920,10 @@
     "\n",
     "    model.add(Dense(64, input_shape=(28*28,), activation=\"relu\"))\n",
     "              \n",
-    "    model.add(Dropout(0.4))\n",
+    "    model.add(Dropout(0.15))\n",
     "\n",
     "    model.add(Dense(64, activation=\"relu\"))\n",
-    "\n",
+    "    \n",
     "    model.add(Dense(10, activation=\"softmax\"))\n",
     "\n",
     "    model.compile(loss=\"categorical_crossentropy\",\n",
@@ -2718,18 +2933,19 @@
     "\n",
     "model = mnist_model()\n",
     "\n",
-    "num_epochs = 50\n",
+    "num_epochs = 20\n",
     "model_run = model.fit(X_train_prep, y_train_onehot, epochs=num_epochs,\n",
-    "                      batch_size=512)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "print(\"The [loss, accuracy] on test dataset are: \" , model.evaluate(X_test_prep, y_test_onehot))"
+    "                      batch_size=512, validation_data=(X_test_prep, y_test_onehot))\n",
+    "\n",
+    "# Evaluating the model on test dataset\n",
+    "history_model = model_run.history\n",
+    "print(\"The history has the following data: \", history_model.keys())\n",
+    "\n",
+    "# Plotting the training and validation accuracy during the training\n",
+    "sns.lineplot(np.arange(1, num_epochs+1), history_model[\"acc\"], color = \"blue\", label=\"Training set\") ;\n",
+    "sns.lineplot(np.arange(1, num_epochs+1), history_model[\"val_acc\"], color = \"red\", label=\"Valdation set\") ;\n",
+    "plt.xlabel(\"epochs\") ;\n",
+    "plt.ylabel(\"accuracy\") ;"
    ]
   },
   {
@@ -2780,48 +2996,37 @@
     "\n",
     "However, for the **feature extraction** part we use new types of layers called **convolution** layers\n",
     "\n",
-    "### What is a Convolution?\n",
-    "\n",
-    "INSERT IMAGE HERE"
+    "### What is a Convolution?\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 117,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/tarunchadha/anaconda3/envs/mlw-2/lib/python3.6/importlib/_bootstrap.py:205: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
-      "  return f(*args, **kwds)\n",
-      "/Users/tarunchadha/anaconda3/envs/mlw-2/lib/python3.6/importlib/_bootstrap.py:205: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
-      "  return f(*args, **kwds)\n",
-      "/Users/tarunchadha/anaconda3/envs/mlw-2/lib/python3.6/importlib/_bootstrap.py:205: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 216, got 192\n",
-      "  return f(*args, **kwds)\n",
-      "/Users/tarunchadha/anaconda3/envs/mlw-2/lib/python3.6/importlib/_bootstrap.py:205: RuntimeWarning: numpy.ufunc size changed, may indicate binary incompatibility. Expected 192 from C header, got 216 from PyObject\n",
-      "  return f(*args, **kwds)\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x1a1eec9e10>"
+       "<matplotlib.image.AxesImage at 0x1a51a73dd8>"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 117,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 254,
+       "width": 256
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -2844,7 +3049,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 118,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2860,17 +3065,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 119,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAABZoAAAOuCAYAAACOq6JzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3Xt0VPW5//FPLkSuBrApkoCi6CAQERC8tCwo2HKO1QrYH8ilERAjaGsQD6uigBi1chDxzunyFJQgYolgvVDBC4qiBNoIhEsQhCJiANGESwgGAtm/P3JmmphJQrKTmSfZ79darhWZvdNveHd24pM934lwHMcRAAAAAAAAAAA1FBnuBQAAAAAAAAAA6jcGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHAluiYnJSQk1PY6AAAAAAAAAABG5OTkVOt47mgGAAAAAAAAALhSozua/ao71Ubd8d9lThMb6GEPTWyhhz00sYUettDDHprYQg97aGILPeyhiS30sKemu1lwRzMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAV6LDvYBw2LFjh+bNm6f169crLy9PsbGxSkxM1MiRI9WvX79wL89z6GEPTWyhhz00sYUe9tDEFnrYQxNb6GGH4zhavny5Xn/9dWVnZ6ugoEA/+clP1LNnTw0dOlTXXnttuJcISWlpaXrssceUnJysyZMnh3s5nsM1yx6a/FuE4zhOdU9KSEiQJOXk5NT6guraqlWrNHHiRBUVFQV9fOTIkZoxY0aIV+VefW1CD3toYgs97KGJLfSwpyE2oYc9NLGFHvbUxyaFhYVKSUnRxx9/XOExw4YN08MPP6yIiIgQrsy9+tijIps2bdLo0aNVWFhYrwfN9bUJ1yx7aFKWp7bOyM7O1r333quioiJ17dpVaWlpysjI0LJlyzRw4EBJ0uLFi5WWlhbmlXoDPeyhiS30sIcmttDDHprYQg97aGILPWxJTU0NDJkHDRqkpUuXau3atUpPTw/0SE9P19y5c8O5TE/LzMzUuHHjVFhYGO6leBLXLHtoEoRTA/Hx8U58fHxNTg2rO+64w/H5fM6AAQOc/Pz8Mo8VFxc7KSkpjs/nc3r16uUcPXo0TKusmfrYhB720MQWethDE1voYU9DbUIPe2hiCz3sqW9Ndu3a5XTq1Mnx+XzOtGnTgh4zfvx4x+fzOT169HCOHz8e4hW6U996BPPSSy85Xbt2dXw+X+Cf2bNnh3tZNVYfm3DNsocm5Xnmjubdu3dr9erVkqTk5GQ1b968zOMRERGaMmWKIiMjdezYMa1YsSIMq/QOethDE1voYQ9NbKGHPTSxhR720MQWetjy3nvvyfm/XT1///vfBz1m0KBBkqSCggLt2rUrZGvzuszMTA0dOlQzZ84M3LWJ0OOaZQ9NgvPMoHnNmjWBj/v37x/0mLZt26pz586SpPfffz8k6/IqethDE1voYQ9NbKGHPTSxhR720MQWetgyYcIEffjhh1q4cKHOP//8Ko+Pjo4OwaoglbTZvHmzIiMjlZSUpMWLF4d7SZ7ENcsemgTnmUHz9u3bJUlxcXFq06ZNhcd16dJFkrRt27aQrMur6GEPTWyhhz00sYUe9tDEFnrYQxNb6GFLRESEEhISdPXVVwd9/NSpU3rllVckSeeff74uvfTSUC7P0yIiItSnTx8tXbpU06ZNU+PGjcO9JE/immUPTYLzzK8B/e+S2K5du0qPi4+PlyTl5eXpxIkTatq0aZ2vzYvoYQ9NbKGHPTSxhR720MQWethDE1voYV9BQYG+/fZbbdiwQWlpadq5c6eio6OVmpqqmJiYcC/PM9LT03XRRReFexmexzXLHpoE55lB8+HDhyVJ5557bqXHtWjRIvDxsWPHGvz/AcKFHvbQxBZ62EMTW+hhD01soYc9NLGFHvYlJSWVuQOwbdu2euqpp9SjR48wrsp7GDLbwDXLHpoE55mtM06ePClJVb7Mo/Tj/nNQ++hhD01soYc9NLGFHvbQxBZ62EMTW+hh34EDB8r9e2pqqjIzM8O0IiB8uGbZQ5PgPDNojoqKOqvj/O90i7pFD3toYgs97KGJLfSwhya20MMemthCD/sWLVqkLVu2aO3atXrkkUcUGxur7du3a9y4cdqwYUO4lweEFNcse2gSnGcGzU2aNJFU9W8PSj/OJvd1hx720MQWethDE1voYQ9NbKGHPTSxhR72dezYUTExMTrvvPM0bNgwLVy4UDExMSosLNTjjz8e7uUBIcU1yx6aBOeZQbN/T5T8/PxKjzt27Fjg41atWtXpmryMHvbQxBZ62EMTW+hhD01soYc9NLGFHvXPZZddpptuukmStHHjRuXl5YV5RUDocM2yhybBeWbQ7N/A/sf7PP2Y//G4uDjeybYO0cMemthCD3toYgs97KGJLfSwhya20KN+SkxMDHz8zTffhHElQGhxzbKHJsF5ZtDcqVMnSSWB/e8MGUx2drYkqXPnziFZl1fRwx6a2EIPe2hiCz3soYkt9LCHJrbQw5Y5c+Zo+PDhuu+++yo9rrCwMPCxF16CDvhxzbKHJsF5ZtDct29fSSWbcK9evTroMQcOHND27dslSf369QvV0jyJHvbQxBZ62EMTW+hhD01soYc9NLGFHrbs379fGzdu1MqVK8u8zPzH1qxZI0lq1qyZOnToEKLVAeHHNcsemgTnmUFz+/bt1bt3b0nS3LlzdfTo0XLHzJo1S8XFxWrZsqWGDBkS6iV6Cj3soYkt9LCHJrbQwx6a2EIPe2hiCz1s8e+9XFhYqKeffjroMW+99ZY+++wzSdLNN9/siZegA35cs+yhSXCeGTRL0gMPPKCoqCjt27dPo0aN0po1a5SXl6fs7GylpKRoxYoVkqS77rpLzZo1C/NqGz562EMTW+hhD01soYc9NLGFHvbQxBZ62NGvXz/1799fkvTKK68oJSVFmzZtUl5ennbu3KmZM2cGttXo0KGD7r777nAuFwgLrln20KS8CMdxnOqelJCQIEnKycmp9QXVtTfeeENTp07V6dOngz6elJSkadOmhXhV7tXXJvSwhya20MMemthCD3saYhN62EMTW+hhT31sUlBQoJSUFH366acVHtO1a1c9//zzio+PD+HK3KuPPSrj35s2OTlZkydPDvNqaqa+NuGaZQ9NyvLcoFmSdu7cqfnz52vdunXKzc1VkyZNlJiYqBEjRmjgwIHhXl6N1Ocm9LCHJrbQwx6a2EIPexpaE3rYQxNb6GFPfW3iOI5WrFih119/XVu3blV+fr5atGihLl266IYbbtCgQYMUHR0d7mVWW33tUREGzeHFNcsemvybJwfNDRFNbKGHPTSxhR720MQWethCD3toYgs97KGJLfSwhya20MOemjbx1B7NAAAAAAAAAIDax6AZAAAAAAAAAOAKg2YAAAAAAAAAgCsMmgEAAAAAAAAArjBoBgAAAAAAAAC4wqAZAAAAAAAAAOAKg2YAAAAAAAAAgCsMmgEAAAAAAAAArjBoBgAAAAAAAAC4wqAZAAAAAAAAAOAKg2YAAAAAAAAAgCsMmgEAAAAAAAAArjBoBgAAAAAAAAC4wqAZAAAAAAAAAOAKg2YAAAAAAAAAgCsMmgEAAAAAAAAArjBoBgAAAAAAAAC4wqAZAAAAAAAAAOAKg2YAAAAAAAAAgCsMmgEAAAAAAAAArjBoBgAAAAAAAAC4wqAZAAAAAAAAAOAKg2YAAAAAAAAAgCsMmgEAAAAAAAAArkQ4juNU96SEhIS6WAsAAAAAAAAAwICcnJxqHc8dzQAAAAAAAAAAV6LdnFzdqTbqjv8uc5rYQA97aGILPeyhiS30sIUe9tDEFnrYQxNb6GEPTWyhhz013c2CO5oBAAAAAAAAAK4waAYAAAAAAAAAuMKgGQAAAAAAAADgCoNmAAAAAAAAAIArDJoBAAAAAAAAAK4waAYAAAAAAAAAuMKgGQAAAAAAAADgCoNmAAAAAAAAAIArDJoBAAAAAAAAAK4waAYAAAAAAAAAuMKgGQAAAAAAAADgCoNmAAAAAAAAAIArDJoBAAAAAAAAAK4waAYAAAAAAAAAuMKgGQAAAAAAAADgCoNmAAAAAAAAAIArDJoBAAAAAAAAAK5Eh3sB4bBjxw7NmzdP69evV15enmJjY5WYmKiRI0eqX79+4V6e59DDHprYQg97aGILPeyhiS30sIcmtqWlpemxxx5TcnKyJk+eHO7leA7PD3toYhvXrPDjOfJvEY7jONU9KSEhQZKUk5NT6wuqa6tWrdLEiRNVVFQU9PGRI0dqxowZIV6Ve/W1CT3soYkt9LCHJrbQw56G2IQe9tDElvrc48c2bdqk0aNHq7CwsF4Pbeprk4b4/JDqbw+JJtZxzQo/niNleWrrjOzsbN17770qKipS165dlZaWpoyMDC1btkwDBw6UJC1evFhpaWlhXqk30MMemthCD3toYgs97KGJLfSwhya2ZWZmaty4cSosLAz3UjyJ54c9NLGNa1b48Rwpz1OD5meeeUaFhYVq166dFi5cqGuuuUatW7dWYmKinn32Wf3nf/6nJOn555/XsWPHwrzaho8e9tDEFnrYQxNb6GEPTWyhhz00sWvBggUaM2aMjh8/Hu6leBbPD3toYhfXLBt4jpTnmUHz7t27tXr1aklScnKymjdvXubxiIgITZkyRZGRkTp27JhWrFgRhlV6Bz3soYkt9LCHJrbQwx6a2EIPe2hiU2ZmpoYOHaqZM2cG7khD6PH8sIcmNnHNsoPnSHCeGTSvWbMm8HH//v2DHtO2bVt17txZkvT++++HZF1eRQ97aGILPeyhiS30sIcmttDDHprYNGHCBG3evFmRkZFKSkrS4sWLw70kT+L5YQ9NbOKaZQfPkeA8M2jevn27JCkuLk5t2rSp8LguXbpIkrZt2xaSdXkVPeyhiS30sIcmttDDHprYQg97aGJTRESE+vTpo6VLl2ratGlq3LhxuJfkSTw/7KGJTVyz7OA5Elx0uBcQKv53SWzXrl2lx8XHx0uS8vLydOLECTVt2rTO1+ZF9LCHJrbQwx6a2EIPe2hiCz3soYlN6enpuuiii8K9DM/j+WEPTWzimmUHz5HgPHNH8+HDhyVJ5557bqXHtWjRIvCxVzbqDgd62EMTW+hhD01soYc9NLGFHvbQxCYGNjbw/LCHJjZxzbKD50hwnhk0nzx5UpKqfFlB6cf956D20cMemthCD3toYgs97KGJLfSwhyZAxXh+2EMToHI8R4LzzKA5KirqrI5zHKeOVwKJHhbRxBZ62EMTW+hhD01soYc9NAEqxvPDHpoAleM5EpxnBs1NmjSRVPVvD0o/zqbqdYce9tDEFnrYQxNb6GEPTWyhhz00ASrG88MemgCV4zkSnGcGzf49UfLz8ys9rvR+Ka1atarTNXkZPeyhiS30sIcmttDDHprYQg97aAJUjOeHPTQBKsdzJDjPDJr9G6YfOHCg0uP8j8fFxSkmJqbO1+VV9LCHJrbQwx6a2EIPe2hiCz3soQlQMZ4f9tAEqBzPkeA8M2ju1KmTpJLA/neGDCY7O1uS1Llz55Csy6voYQ9NbKGHPTSxhR720MQWethDE6BiPD/soQlQOZ4jwXlm0Ny3b19JJZtwr169OugxBw4c0Pbt2yVJ/fr1C9XSPIke9tDEFnrYQxNb6GEPTWyhhz00ASrG88MemgCV4zkSnGcGze3bt1fv3r0lSXPnztXRo0fLHTNr1iwVFxerZcuWGjJkSKiX6Cn0sIcmttDDHprYQg97aGILPeyhCVAxnh/20ASoHM+R4DwzaJakBx54QFFRUdq3b59GjRqlNWvWKC8vT9nZ2UpJSdGKFSskSXfddZeaNWsW5tU2fPSwhya20MMemthCD3toYgs97KEJUDGeH/bQBKgcz5HyIhzHcap7UkJCgiQpJyen1hdU19544w1NnTpVp0+fDvp4UlKSpk2bFuJVuVdfm9DDHprYQg97aGILPexpiE3oYQ9NbKnPPYLx77uZnJysyZMnh3k1NVNfmzTE54dUf3tINKkPuGaFF8+RsqLrYjGWDR48WF26dNH8+fO1bt065ebmqkmTJkpMTNSIESM0cODAcC/RU+hhD01soYc9NLGFHvbQxBZ62EMToGI8P+yhCVA5niNlee6O5oaKJrbQwx6a2EIPe2hiCz1soYc9NLGFHvbQxBZ62EMTW+hhT02beGqPZgAAAAAAAABA7WPQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFciHMdxqntSQkJCXawFAAAAAAAAAGBATk5OtY7njmYAAAAAAAAAgCvRbk6u7lQbdcd/lzlNbKCHPTSxhR720MQWethCD3toYgs97KGJLfSwhya20MOemu5mwR3NAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXosO9gHDYsWOH5s2bp/Xr1ysvL0+xsbFKTEzUyJEj1a9fv3Avz3PoYQ9NbKGHPTSxhR720MQWethDE1voEVonTpzQokWL9N5772nv3r364YcfdP755+vnP/+5br/9drVv377M8d98842uu+66av1vJCQk6MMPP6zNZTd4GRkZSk9P16ZNm/T9998rOjpa7dq1U58+fXTrrbeqbdu2Qc87ceKEXnvtNb3//vv68ssvdfz4cTVv3lyXXXaZbrjhBg0ZMkSNGjUK8VfTsHHNsi8tLU2PPfaYkpOTNXny5HAvJ6QiHMdxqntSQkKCJCknJ6fWF1TXVq1apYkTJ6qoqCjo4yNHjtSMGTNCvCr36msTethDE1voYQ9NbKGHPQ2xCT3soYkt9LDHapOdO3cqOTlZBw8eDPp406ZN9cwzz6hv376BP6vJoNnn8+ntt992tdbaZLWHJJ05c0bTp0/XsmXLKjymWbNmmjNnjvr371/mz7/66iuNHz9eX331VYXnduvWTS+88IJat25dW0uuFZabVIZrln2bNm3S6NGjVVhYWK8HzTVt4qmtM7Kzs3XvvfeqqKhIXbt2VVpamjIyMrRs2TINHDhQkrR48WKlpaWFeaXeQA97aGILPeyhiS30sIcmttDDHprYQo/Qys3N1ejRo3Xw4EE1bdpU999/vz744AN98MEHSk1N1bnnnqsTJ07onnvu0bfffhs4LyEhQRs2bKjyH3+zxo0ba+bMmeH6Muudp59+OjBk7tu3rxYtWqSMjAy98847mj59umJjY1VQUKCJEyfqiy++CJz3ww8/6Pbbb9dXX32lmJgYpaSk6J133lFGRoaWLFmiwYMHS5I2b96s3//+96rBPY74Ea5Z9mVmZmrcuHEqLCwM91LCx6mB+Ph4Jz4+vianhtUdd9zh+Hw+Z8CAAU5+fn6Zx4qLi52UlBTH5/M5vXr1co4ePRqmVdZMfWxCD3toYgs97KGJLfSwp6E2oYc9NLGFHvZYbDJ58mTH5/M53bp1cz7//PNyj2dlZTmXXXaZ4/P5nNmzZ1frcy9atMjx+XyOz+dz0tPTa2vJtcZiD8dxnEOHDjldu3Z1fD6fc/fddzvFxcXljvnqq6+cHj16OD6fzxk/fnzgz1988cXA3/mHH34Y9PO/8MILgWPefffdOvs6asJqk8pwzbLtpZdeCjyf/P9U91pmSU2beOaO5t27d2v16tWSpOTkZDVv3rzM4xEREZoyZYoiIyN17NgxrVixIgyr9A562EMTW+hhD01soYc9NLGFHvbQxBZ6hFZubq7eeecdSdLtt9+unj17ljumW7duuvLKKxUdHa3s7Oyz/tx79uzR448/Lknq37+/hg4dWjuL9oBVq1YFtmC45557FBERUe6YCy+8UDfffLMk6dNPPw0cv3LlSklS9+7dy22p4XfbbbcpNjZWkvTRRx/V+vq9hGuWXZmZmRo6dKhmzpwZuNvcyzwzaF6zZk3g44ougm3btlXnzp0lSe+//35I1uVV9LCHJrbQwx6a2EIPe2hiCz3soYkt9AitlStX6vTp02rUqJHGjBlT4XHz58/X1q1b9eKLL571537ooYdUWFiopk2bKjU1tRZW6x2HDh1S48aN1aJFC1188cUVHnfBBRdIkoqKinT48GFJ0uHDhxUZGalu3bpVeF50dHRgn9dDhw7V4sq9h2uWXRMmTNDmzZsVGRmppKQkLV68ONxLCivPDJq3b98uSYqLi1ObNm0qPK5Lly6SpG3btoVkXV5FD3toYgs97KGJLfSwhya20MMemthCj9DasmWLJKlr165q0aJFmcdKv6nZOeecE/Su2oq89957WrdunaSSYU9lLVFeSkqKsrKyAnfKVmTv3r2SSu6aPffccyWV/N1v3bpVkyZNqvC8M2fO6JtvvpGkwJ3NqBmuWXZFRESoT58+Wrp0qaZNm6bGjRuHe0lhFR3uBYSK/10S27VrV+lx8fHxkqS8vDydOHFCTZs2rfO1eRE97KGJLfSwhya20MMemthCD3toYgs9Qmvnzp2SSrZhkKRPPvlEixYtUmZmpgoKCtS6dWv169dPd955Z+CYqhQXF+vJJ5+UVDJ8q+xOaVTux9swlJafn6/ly5dLki6//PIyQ7SoqKhKnxPLly/XsWPHJEm9evWqpdV6E9csu9LT03XRRReFexlmeOaOZv/LO/y/fatI6d+u+i+IqH30sIcmttDDHprYQg97aGILPeyhiS30CC3/tgktW7bUn/70JyUnJ+vjjz9WQUGBpJKh2N/+9jcNGjTorPfy/eCDD7Rnzx5J0tixY3XOOefUzeI97tFHH9WRI0ckSaNGjTrr8w4dOhTYO7tly5a68cYb62R9XsE1yy6GzGV5ZtB88uRJSaryFvbSj/vPQe2jhz00sYUe9tDEFnrYQxNb6GEPTWyhR2j5B8rvvPOOFi5cqCuuuEJpaWnKysrS+vXrNXPmTLVq1Uo//PCD7rnnHn355ZdVfk7/Ps6xsbG65ZZb6nT9XjV37ly98cYbkqSrrrpKN91001mdl5+frwkTJuj777+XJP3xj3+sckCKynHNQn3hmUFzVFTUWR3nOE4drwQSPSyiiS30sIcmttDDHprYQg97aGILPUKrsLBQkvTdd9/pyiuv1KJFi3TNNdeocePGatmypW6++WalpaXpnHPOUWFhoZ566qlKP19WVpY2btwoSRo5cmSlWz+gZp5//nk9++yzkkq2Y3jyyScVGVn1CCkvL09jx44N7BE8bNgw/fa3v63TtXoB1yzUF54ZNDdp0kRS1b/RKf241zfwrkv0sIcmttDDHprYQg97aGILPeyhiS30CK3Sf3dTpkxRTExMuWM6deqkQYMGSSrZw/nEiRMVfr633nor8DFDzNp15swZzZgxQ88995wk6fzzz9eCBQsUFxdX5bn79u3TyJEjA2/+eOONN+qhhx6qy+V6Btcs1BeeGTT796nJz8+v9LjSe9i0atWqTtfkZfSwhya20MMemthCD3toYgs97KGJLfQILf8dx02bNtXll19e4XG9e/eWJBUVFenrr78OeozjOPrggw8klbw5Xfv27Wt5td51/Phx3XHHHfrrX/8qSerQoYMWL158Vm/QmJmZqaFDhwb2zR4+fLhmz5591nfionJcs1BfeGbQ7N+c+8CBA5Ue5388Li4u6G9ZUTvoYQ9NbKGHPTSxhR720MQWethDE1voEVrt2rWTJMXExCgiIqLC40pvgVHRnZubN2/WwYMHJUk33HBDLa7S2/bv368RI0bo008/lST16NFDr776qhISEqo8d/ny5Ro7dqwOHz6siIgI3XPPPUpNTT2rrTZwdrhmob7wzLO+U6dOkkqedP536wwmOztbktS5c+eQrMur6GEPTWyhhz00sYUe9tDEFnrYQxNb6BFa/r+/I0eOlLnj8sdyc3MDH7dp0yboMWvWrAl8/Ktf/aqWVuhte/bs0bBhw7Rz505J0q9//WulpaWpdevWVZ67cOFCTZ48WadOnVJMTIzmzJmjO++8s66X7Dlcs1BfeGbQ3LdvX0klL7NZvXp10GMOHDig7du3S5L69esXqqV5Ej3soYkt9LCHJrbQwx6a2EIPe2hiCz1Cq/Tf34oVKyo8zn83bdu2bSscNH/++eeSpJ/+9KeBO6VRc/v379eYMWP03XffSZKSk5P15JNP6pxzzqny3Ndee01/+tOf5DiOWrZsqQULFnCXeR3hmoX6wjOD5vbt2wf2e5o7d66OHj1a7phZs2apuLhYLVu21JAhQ0K9RE+hhz00sYUe9tDEFnrYQxOYgbMfAAAgAElEQVRb6GEPTWyhR2j16dMnsJfyM888E9j6orR//OMfev/99yVJgwcPrnCLDf8dmz169Kij1XrH6dOnNWnSpECPe++9V5MnT650exO/bdu2KTU1VZLUsmVLvfzyy7ryyivrdL1exjUL9YVnBs2S9MADDygqKkr79u3TqFGjtGbNGuXl5Sk7O1spKSmB36zeddddatasWZhX2/DRwx6a2EIPe2hiCz3soYkt9LCHJrbQI3SioqL0yCOPKDIyUrm5uRo6dKiWLVumgwcP6uDBg0pLS9P48eN15swZtW/fXsnJyUE/z3fffacjR45Iki699NJQfgkN0pIlS7Rp0yZJ0oABA/S73/1OBQUFlf7jOI4k6aGHHlJRUZEkacaMGUpISKj0vMLCwrB9nQ0F1yzUBxGO/ypRDf7N4HNycmp9QXXtjTfe0NSpU3X69OmgjyclJWnatGkhXpV79bUJPeyhiS30sIcmttDDnobYhB720MQWethjtcm7776rKVOm6MSJE0Efv+CCC/TnP/9Zl1xySdDHs7KyNGzYMEnSo48+qqFDh9bZWmuT1R4DBw7U3r17q3XOqlWrdPDgQY0aNapa51111VV6+eWXq3VOXbLapCpcs+oH/57aycnJmjx5cphXUzM1bRJdF4uxbPDgwerSpYvmz5+vdevWKTc3V02aNFFiYqJGjBihgQMHhnuJnkIPe2hiCz3soYkt9LCHJrbQwx6a2EKP0PqP//gPde/eXQsWLNDHH3+sAwcOKCoqShdccIGuv/56DR8+XC1atKjw/NJvJNi2bdtQLLnBysvLq/aQ2S8rK6uWV4OzxTUL1nnujuaGiia20MMemthCD3toYgs9bKGHPTSxhR720MQWethDE1voYU9Nm3hqj2YAAAAAAAAAQO1j0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXIhzHcap7UkJCQl2sBQAAAAAAAABgQE5OTrWO545mAAAAAAAAAIAr0W5Oru5UG3XHf5c5TWyghz00sYUe9tDEFnrYQg97aGILPeyhiS30sIcmttDDnpruZsEdzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABcYdAMAAAAAAAAAHCFQTMAAAAAAAAAwBUGzQAAAAAAAAAAVxg0AwAAAAAAAABciQ73AsJhx44dmjdvntavX6+8vDzFxsYqMTFRI0eOVL9+/cK9PE958skn9cILL1R53G233ab77rsvBCvyhvfff1+vvfaatmzZovz8fLVu3Vq9e/fWrbfeqiuuuCLoOYWFherZs6fOnDlT5effsGGDmjVrVtvL9oy0tDQ99thjSk5O1uTJkys8znEcvfnmm1q6dKm2b9+uoqIitWnTRv369dPYsWOVkJAQwlV7C99HbKGHPTSxhR720MQWetS9s/35VirpsWjRImVkZOjQoUOKjo5Wx44ddeONN2rEiBGKiYmp8NyioiKlp6frnXfe0a5du1RQUKDzzjtPV111lcaNG6fLLrustr+0es9xHC1fvlyvv/66srOzVVBQoJ/85Cfq2bOnhg4dqmuvvbbCc0+cOKHFixfr3Xff1e7du3Xq1Cn99Kc/1dVXX63Ro0fz911HuGbZV51rXkMT4TiOU92T/MOLnJycWl9QXVu1apUmTpyooqKioI+PHDlSM2bMCPGq3KuvTcaNG6dPP/20yuPq26DZao/CwkL98Y9/1LvvvlvhMSkpKfr9739f7s83bdqkW2655az+dywOmq02+bFNmzZp9OjRKiwsrPSbUnFxsSZPnqy///3vQR9v3ry5nnvuOf3sZz+ry+XWWH3pEQzfR2yhhz0NsQk97KGJLfSwx1KTs/35VpJefPFFPfHEExXe3JKYmKgXX3xRsbGx5R47ePCgkpOTtXPnzqDnNmrUSKmpqfrtb39bsy/EBUs9SissLFRKSoo+/vjjCo8ZNmyYHn74YUVERJT582+//VZjx47V7t27g54XHR2t6dOna/jw4bW65tpitUlVuGbZV51rnmU1beKprTOys7N17733qqioSF27dlVaWpoyMjK0bNkyDRw4UJK0ePFipaWlhXml3pGdnS1J+q//+i9t2LChwn8mTZoU5pU2DA8++GBgyHzFFVfopZde0rp16/T3v/9dSUlJkqRnn31Wc+fOLXfutm3bJJUMMD///PNKe1kbMtcXmZmZGjdunAoLC6s89qmnngoMmUePHq0VK1Zo7dq1euaZZxQfH6/jx48rJSVF+/fvr+tlewrfR2yhhz00sYUe9tDEFnrUver8fLts2TLNmjVLZ86cUdeuXfWXv/xFn332mZYtWxYYDm/dulVTp04td+7Jkyc1ZswY7dy5U9HR0brzzju1cuVKffzxx3ryySfVpk0bFRUVafr06YH/BoWUmpoaGDIPGjRIS5cu1dq1a5Wenh54DqSnp5f770PHcfSHP/xBu3fvVlRUlG677Ta9/fbb+uSTT/Tss8+qffv2On36tFJTU/WPf/wj5F9XQ8U1y77qXPMaLKcG4uPjnfj4+JqcGlZ33HGH4/P5nAEDBjj5+fllHisuLnZSUlIcn8/n9OrVyzl69GiYVlkz9bFJTk6O4/P5HJ/P5/zzn/8M93JqlcUeGzZsCPx9JyUlOSdPnix3zAsvvOD4fD4nMTHR2bNnT5nHpkyZ4vh8PufWW28N0Yprl8Umpb300ktO165dA418Pp8ze/bsoMcePHgwcOx///d/l3s8JyfHueqqqxyfz+dMmTKlrpdeI9Z7VITvI7bQw56G2oQe9tDEFnrYY6FJdX6+zc3NdXr37u34fD7nlltucY4fP17umIcffjjweXbt2lXmsaeeesrx+XxOp06dnHfffbfcuTk5OU737t0dn8/n3HPPPbXzBVaDhR4/tmvXLqdTp06Oz+dzpk2bFvSY8ePHOz6fz+nRo0eZJp999lmgxdy5c8udl5OT4/Tq1cvx+XzO2LFj6+xrcMNik6pwzbKtOte8+qCmTTxzR/Pu3bu1evVqSVJycrKaN29e5vGIiAhNmTJFkZGROnbsmFasWBGGVXqL/w7ZqKgodenSJcyrafjefPNNSVJkZKQeffTRoHub3X777WrXrp1OnTqlBQsWlHnM3+vyyy+v87V6SWZmpoYOHaqZM2cGfjNdlUWLFqmoqEiNGzfWnXfeWe7x+Ph4jRkzRpK0fPlyHT9+vLaX7Ul8H7GFHvbQxBZ62EMTW+hRd2ry8+2bb76po0ePqlGjRpo5c2bQV0j6f75t0qSJsrKyAn9eVFSkV199VZI0ePDgwJ2dpcXHx2vgwIGKjIzkjub/895778n5v51Ug22dKJXc5SxJBQUF2rVrV+DPN2/eHPg42PaK8fHxgb2CS7dCzXHNsqsm17yGzDOD5jVr1gQ+7t+/f9Bj2rZtq86dO0sqebM01C3/4LJjx45q2rRpmFfT8Pn/vjt37qwLLrgg6DGRkZGBPX0/+eSTwJ+fPHkysPdWt27d6nil3jJhwgRt3rxZkZGRSkpK0uLFi6s8x//ytl69euncc88Nesx1110nSTp16lSZlqg5vo/YQg97aGILPeyhiS30qDs1+fnWvyXcL3/5S1100UVBj2nfvr02bdqkTZs26eabbw78+dq1a3XkyBFJJQO4ijzyyCPatm1bpe9X4yUTJkzQhx9+qIULF+r888+v8vjo6OjAx5GR/x4lnT59OujxjRo1klRyYxnc45plV02ueQ2ZZwbN27dvlyTFxcWpTZs2FR7nv7PWP5RD3fH/HScmJuqNN97QmDFj1Lt3b11++eX61a9+pUcffVQHDx4M8yobjqNHj0r694buFWndurWkkg3f/XfC7tixI/ADRGxsrB555BENHDhQiYmJuuqqqzRmzBgtX7488BtxnL2IiAj16dNHS5cu1bRp09S4ceNKjy8qKgoM/Sv7Temll14a+OFu69attbdgD+P7iC30sIcmttDDHprYQo+6U5Ofb7/44gtJ0jXXXFPmseLiYhUXFwf+vUmTJuXO999dGxcXp44dO5b73H4xMTFlBqReFxERoYSEBF199dVBHz916pReeeUVSdL555+vSy+9NPBY6Ve5Llu2rNy5ubm5gbtvr7zyylpctXdxzbKrute8hi666kMaBv+7JLZr167S4+Lj4yVJeXl5OnHiBHfa1iH/he/tt9/W66+/Xuaxr7/+Wi+//LKWLVump556Sr/4xS/CsMKGxf/ys4KCgkqP8w+kpZJ3Em7evHmZQeW4cePK/MB29OhRZWRkKCMjQ8uXL9eTTz7J86Ya0tPTK7xrI5iDBw8Ghv6V/dIgIiJCbdu21ddff61vvvnG9TrB9xFr6GEPTWyhhz00sYUedae6P9/+61//Cvz3xYUXXqiTJ08qLS1Nb7/9tvbs2aPi4mJdfPHFGjx4sJKSknTOOeeUOX/nzp2BcyVp06ZNeumll5SRkaGjR4+qRYsW+tnPfqbx48d7/iXtVSkoKNC3336rDRs2KC0tLfDmiqmpqWW2Xrz22mvVt29fffLJJ5o7d65++OEHDRo0SLGxsdq6daueeOIJ5eXlKTY2Vvfee28Yv6KGg2uWXdW95jV0nvl13uHDhyWpwpeZ+7Vo0SLw8bFjx+p0TV528OBB5ebmSir5LfNNN92kJUuWaN26dVqxYoUmTZqkpk2b6sSJE7r77rvL7AGFmvH5fJJKfvCqbNhc+l2B/Xc0l/5t6HnnnadHH31Uq1atUkZGhubPn69evXpJkj766CPdd999dbH8Bqu635D81zLp7K9nXMtqB99HbKGHPTSxhR720MQWetSd6v58+9133wU+PnXqlAYPHqw5c+Zo586dKioq0pkzZ/Tll19q9uzZGjlypPLy8oKe37JlS7344osaMWKEVq5cGbiBJj8/X++++66GDRum9PR0l19dw5aUlKTrr79eU6dO1c6dO9W2bVstWrQo6I1fc+fO1dixYxUdHa3//d//1Q033KA+ffpowoQJ2rVrlwYMGKC//vWvZe6ERs1xzbKLIXNZnhk0nzx5UpKqvIW99OP+c1D79u/fr7Zt2yoyMlIPPPCAZs+ere7du6tVq1a6+OKLNWHCBM2fP1+NGjXSqVOn9PDDD4d7yfXe9ddfL6nkt9RPPPFE0GPS09MD2zJI/36pWWFhoZo1a6YOHTrob3/7m4YOHap27dqpdevW6tOnjxYuXKgBAwZIKnlTCf/LpFD7Tp06Ffi4quuZ/24PrmW1g+8jttDDHprYQg97aGILPewofRPM1KlTtWfPHo0dO1bvvfeetmzZopUrV2rEiBGSSraEmzhxYpkt+/znZ2VladasWbrwwgv1P//zP9qwYYM+//xzPffcc0pISNDp06c1Y8YMrV27NrRfYD1y4MCBcv+empqqzMzMcsceO3ZMERER5e4w9/vyyy+1YcOGOlmnF3HNQn3hmUHz2W5Azx6zodGzZ0+tXr1aWVlZGj16dIXHDBs2TJK0ZcsW7dixI5RLbHB+8Ytf6Nprr5UkLV68WCkpKcrKytLRo0e1e/duPfHEE5oxY0aZ/Z78e/zOmTNHGzZs0Ntvvx3Yw7m0qKgoPfTQQ4Hjg+3ThdpRel+5iIiISo/lela7+D5iCz3soYkt9LCHJrbQw44ffvgh8PF3332n6dOna8qUKbrwwgsVExOjiy66SA899JAmTJggqeQVmKtWrSp3/nfffacOHTooPT1d1113nZo1a6bmzZtr4MCBevXVV9W6dWsVFxdr1qxZof0C65FFixZpy5YtWrt2rR555BHFxsZq+/btGjduXJmh8d69ezVs2DC9+OKLatasmebMmaP169dr8+bNWrZsma6//nrt27dPU6dO1ezZs8P4FTUcXLNQX3hm0Ox/04CqfqNT+nGvb+AdCqX3eQrmuuuuC3yclZVV18tp8J566in16NFDkgIvH7vqqqv061//Wn/5y1/UrVs3TZ06NXD8j/dzqqxXmzZtlJiYKKlkew7UjdJNCgsLKz3Wf/cz17LawfcRW+hhD01soYc9NLGFHnaUfoO/Sy65RKNGjQp63J133hnYFmDlypVBz584cWLQrQXatGkTuMHpiy++0N69e2tl7Q1Nx44dFRMTo/POO0/Dhg3TwoULFRMTo8LCQj3++OOB42bMmKGcnBzFxcVpyZIluvHGG9WyZUudc845SkxM1NNPP63bbrtNkjRv3jx9/vnn4fqSGgyuWagvPDNo9n9Dys/Pr/S40nvYtGrVqk7XhKr5N7KXVG4vLlRfq1at9PLLL+vBBx9Ut27d1LRpUzVv3lzdu3fXQw89pMWLF+vMmTOB4+Pi4qr1+f1vTld6H2HUrtJ7bp3t9YxrWe3g+4gt9LCHJrbQwx6a2EIPO5o3bx74+Oqrr67wuMaNG+vyyy+XpDLb/fnf9FySrrnmmgrP7927d+DjXbt21WitXnPZZZfppptukiRt3LhReXl52rNnjzIyMiRJ48eP109/+tOg506aNEktW7aUVPKKWrjDNQv1hWcGzf7NuX+859CP+R+Pi4ur8m5buFfVyzr8ewRLZX9TjZpr1KiRRo0apddee00bN27U559/riVLlmjEiBGKiooKbFHSqlWrwA8Gfmfbi1Z1p23btoHfTFd2PXMcRwcPHpT0718AwB2+j9hCD3toYgs97KGJLfSwo127doGPK9rv188/lC79yr6zPb/0QJu9a8+e/1WrkvTNN9/oX//6V+Dfe/bsWeF5MTEx6t69uyRpz549dbdAj+CahfrCM4PmTp06SSp50lV2t2V2drYkqXPnziFZl1fdf//9uvrqq/Xzn/+80uFl6d80806e7hUXF1d5t/Gnn34qSYEfCrZv367+/fvriiuu0CuvvFLpuf5etKo7kZGRuuSSSySVtKmI/126Ja5ntYXvI7bQwx6a2EIPe2hiCz3suOCCCwJ3JX/99deVHvv9999LUpn3lSndZt++fRWem5ubG/i4ortwvWTOnDkaPny47rvvvkqPKz3Ub9y4cZk3Jy/9cWVK30CGmuGahfrCM4Pmvn37Siq5y2/16tVBjzlw4EBgcNOvX79QLc2TWrZsqSNHjig3N1dbtmyp8Li33npLUsnLoa688spQLa9BWrZsmRITE9WnTx8dPXo06DFffPGFtm7dKkn65S9/KankbthDhw6psLBQH3/8cYWff+vWrYGXsPmfb6gb/uvTP/7xDx0/fjzoMR9++KGkkjvY/W8CCXf4PmILPeyhiS30sIcmttDDjoiIiECPzz77rMxL/0s7cuSItm3bJunfN8VIJW967vfOO+9U+L/jv6GmcePGuuyyy9wuu97bv3+/Nm7cqJUrV1b4dy5Ja9askVTy3+QdOnTQxRdfHHhs7dq1FZ536tSpwPsslT4HNcM1C/WFZwbN7du3D+zJNHfu3KCDtlmzZqm4uFgtW7bUkCFDQr1ET/nNb34T+PjRRx8tsy+w35tvvqmPPvpIkjRixIgye2+h+rp3764zZ87o9OnTWrJkSbnHT548qQcffFBSyW/4b7zxRknSueeeG/gm9cknnwSalHb8+HFNnz5dUslL0oYPH15XXwYk3XTTTYqKitLx48f13HPPlXt8//79WrBggSRpyJAh7M1VS/g+Ygs97KGJLfSwhya20MMW/38//PDDD3r44YeDvur1iSee0MmTJxUZGanBgwcH/rxjx46BlgsWLNAXX3xR7tzdu3fr1VdflSQNHDiwzDYaXuXfe7mwsFBPP/100GPeeustffbZZ5Kkm2++WTExMerUqZN8Pp8k6aWXXqrwjRWfeeaZwJ23pf/7HzXDNQv1hWcGzZL0wAMPKCoqSvv27dOoUaO0Zs0a5eXlKTs7WykpKVqxYoUk6a677mKoWce6dOmi//f//p8kKSsrSyNGjNDatWuVm5ur3bt36/HHH9f9998vSfL5fPrDH/4QzuU2CB07dlT//v0lSc8++6xeeOEF7d27V99//70+/PBD3XLLLcrKylJERIRSU1PLvEPtf/3Xf6lp06aSSt7J+c9//rN2796tvLw8ffDBBxo+fHjgJTrTp0/XT37yk9B/gR7SoUMHJSUlSSr5YXratGnatWuX8vLy9N577+l3v/udjhw5otjYWI0fPz7Mq21Y+D5iCz3soYkt9LCHJrbQw45rrrkmMBh7++23dccdd+if//yn8vLytH37dk2aNEmvvfaaJOm2225Thw4dypzv/++XkydP6ne/+53S0tL0zTff6Pvvv9frr7+upKQknThxQrGxsZo8eXKovzyT+vXrF/jvw1deeUUpKSnatGmT8vLytHPnTs2cOTOwrUaHDh109913B8598MEH1ahRI+Xn52vo0KFasGCB9u7dqyNHjmjTpk2aNGmS5s2bJ0nq379/4NWycIdrFuqDCKeqd/cKwv/GUjk5ObW+oLr2xhtvaOrUqTp9+nTQx5OSkjRt2rQQr8q9+tjk1KlTuu+++yp9eVPXrl31wgsvKC4uLoQrc89qj7y8PI0ePVo7d+4M+nhMTIxSU1N18803l3ssIyND99xzj44cORL03EaNGun+++/XqFGjanXNtcVqk2D8+28lJydX+IPwqVOnlJKSEvQOc6nkDRnnz59vdsuZ+tTjx/g+Ygs97GmITehhD01soYc91pqczc+3RUVFmjp1qt58880KP8+QIUP08MMPB32Ts8zMTP3hD3+ocP/a1q1b67nnnlOvXr1q8BW4Y62HX0FBgVJSUgLbigTTtWtXPf/884qPjy/z5x988IH++Mc/qqCgoMJz+/fvrzlz5pgcelptUhWuWfXD2VzzrKtpE88NmqWSN8maP3++1q1bp9zcXDVp0kSJiYkaMWKEBg4cGO7l1Uh9bvLRRx/ptdde0+bNm3XkyBG1aNFCl1xyiX7zm9/ot7/9raKiosK9xGqz3KOwsFALFy7UihUr9K9//UtnzpxRfHy8+vTpozFjxuiCCy6o8Nzvv/9eL7/8sj766CPt27dPxcXFatOmjX72s58pKSlJHTt2DOFXUj2Wm/zY2X5TchxHb775ppYtW6YdO3boxIkTiouL089//nPdcccdlbYMt/rUIxi+j9hCD3saWhN62EMTW+hhj7Um1Rm6fPbZZ1qyZIk2btyow4cPq3Xr1urSpYuGDRumAQMGVHru0aNHtXDhQq1atUpff/21HMdRu3btdN1112nUqFFhu4HJWo/SHMfRihUr9Prrr2vr1q3Kz89XixYt1KVLF91www0aNGiQoqOjg5576NAhLVq0SJ988om+/vprnTp1Sq1atdIVV1yhIUOGaMCAAYqIiAjxV3R2LDepCtcs+xg0h+h/DHWHJrbQwx6a2EIPe2hiCz1soYc9NLGFHvbQxBZ62EMTW+hhT02beGqPZgAAAAAAAABA7WPQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMAVBs0AAAAAAAAAAFcYNAMAAAAAAAAAXGHQDAAAAAAAAABwhUEzAAAAAAAAAMCVCMdxnOqelJCQUBdrAQAAAAAAAAAYkJOTU63juaMZAAAAAAAAAOBKtJuTqzvVRt3x32VOExvoYQ9NbKGHPTSxhR620MMemthCD3toYgs97KGJLfSwp6a7WXBHMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXGDQDAAAAAAAAAFxh0AwAAAAAAAAAcIVBMwAAAAAAAADAFQbNAAAAAAAAAABXosO9gHDYsWOH5s2bp/Xr1ysvL0+xsbFKTEzUyJEj1a9fv3Avr8FLS0vTY489puTkZE2ePLnc4506dar259yxY0dtLK3BCtXfueM4euutt/TWW29p+/btOnbsmGJjY9WzZ0/deuut6t27d43W73VZWVlauHChMjMzlZubq8aNG+vSSy/VDTfcoGHDhikmJibcS/Qcvo/YVtU1D6FHE1sKCgo0aND/Z+++w6K42r+Bf5cmIJYQGwo24qqgiUYsSXw0lmgef8YWjaKiRMUuaGKMsQQldixRLDFWfBQb9l6wBBU1iAKKESsiigorSJU27x+8O2HdpS6wA/v9XBfXteycWc7szcw5e++Zc3ojMjISEydOxKRJk3RdJWjMUpYAACAASURBVL3DdqR0JScnY/v27Th9+jQiIiKQkpKCWrVq4YsvvsCoUaNgY2OT676vX7/G5s2bcfHiRURFRcHAwAC2trbo0aMHHB0dYWZmVopHUnYVtB3IyMiAr68vjhw5gvDwcKSkpMDS0hItW7aEk5MTHBwc8vw7L168wJYtW/DXX3/hxYsXkMlksLGxQceOHeHs7Ixq1aoV96HpBV6zpIXxkB7G5F96l2j28/ODm5sb0tPTxediYmJw4cIFXLhwAYMHD4a7u7sOa1i+3bp1C8uXLy/W1zQ3Ny/W1ytvSus9T0hIwPjx43H9+nWV52NiYnD69GmcOXMGkyZNwoQJE4q1LuXdpk2bsHTpUmRlZYnPpaenIygoCEFBQdi/fz82btwIS0tLHdZSv7AdkbaSuOaRdhgT6VmwYAEiIyN1XQ29xXakdIWHh8PFxQXR0dEqz0dGRmLXrl04fPgwVq5ciQ4dOqjte/nyZbi5uSEhIUHl+dDQUISGhmL37t3YuHFjnolqKng7kJiYCBcXFwQFBak8//LlS5w8eRKnTp3CuHHj4ObmpnH/gIAATJo0SS1e4eHhCA8Px759+/DHH3/gk08+KfrB6CFes6SF8ZAexkSVXk2dERYWhh9++AHp6emwt7eHt7c3AgICsG/fPnTr1g0A4OPjA29vbx3XtHwKDAzEyJEjkZqammc5ZQItr59hw4YBAAwMDLBixYrSqH6ZVFrvuSAIKklmR0dHHDlyBP7+/vjjjz9ga2sLQRCwatUq+Pn5lczBlkMXLlzAkiVLkJWVBVtbW6xbtw7+/v44dOgQHB0dIZPJcOfOHUyZMkXXVdUbbEekraDXPCo9jIn0+Pn5wdfXV9fV0FtsR0pXbGwshg8fjujoaJibm+OXX37B2bNncfbsWcydOxeVK1dGcnIyJk+ejJcvX6rse+/ePUyYMAEJCQkwMTGBq6srzpw5g4CAAHh5eaFu3bp48uQJBg0aBIVCoaMjlL7CtAMzZswQk8x9+/bFgQMHcOnSJWzcuBFNmzaFIAhYu3YtDh48qLbvq1evMHHiRCQkJKBKlSpwd3fH2bNncebMGfzyyy8wNzeHQqHA2LFjERcXV+zHWV7xmiUtjIf0MCbq9CrRvHLlSqSmpsLa2hrbtm1Du3btYGlpiWbNmmHVqlX4+uuvAQCrV6/G27dvdVzb8mXr1q1wdnZGYmJivmUrVqyY58/169exbds2AMDo0aPx5ZdflnDty6bSfM99fX3FJPMvv/yCOXPmQC6Xo0aNGujUqRP27NmDmjVrAgDWr19fvAdajinfq+rVq2P79u3o3LkzatSogSZNmmDOnDn4/vvvAQBXr15VG/lBJYPtiHQV5ppHpYMxkZ7Y2FjMmjVL19XQa2xHSteiRYugUChgamqKTZs2wdnZGTY2NrCxscGgQYOwadMmGBgYICkpCf/73/9U9l2yZAlSUlJgYGCANWvWYMKECahbty4sLS3RrVs37N69G7Vr10ZMTAw8PT11dITSVph2ICIiAqdOnQIA9O/fH4sWLYKdnR2qV6+O//znP9i+fTusra0BAOvWrVPbf8eOHUhMTIRMJsOaNWswePBg2NjYoG7dunB2dhZHVCsUCuzatasYj7J84zVLWhgP6WFM1OlNovnhw4e4cOECAMDFxQUWFhYq22UyGaZPnw4DAwO8ffsWJ06c0EEty5/AwEAMGDAACxcuFL/h0cabN28wc+ZMAICdnR3nFNRAF++5Mgndpk0bODs7q223sLBA//79IZPJEBERgeTkZK3qpC9CQ0MBAF27dtU4NcagQYPExyEhIaVWL33FdkSaivuaR9pjTKRr5syZUCgU6Nevn66ropfYjpSu2NhYHD9+HAAwatQofPrpp2plPv74Y7Rq1QpGRkYICwtT2ffy5csAgN69e2ucVsPS0hITJ04EABw8eBCvXr0qicMok4rSDuTsyw4cOFBtu4WFBXr27AkAePLkCeLj41W2K/vNDRs21LguTKdOncSBL8HBwQU/GD3Ga5a0MB7Sw5hopjeJZn9/f/Fxp06dNJaxsrJC06ZNAQBnzpwplXqVd2PHjkVISAgMDAzg5OQEHx8frV5vyZIliI2NhYGBAebNmwcjI72bZjxfpf2eP3jwAOHh4QCyO/G5GTduHG7fvo1r165xXu0CEAQBBgbZl+iMjAyNZXLGQlmWSg7bEWkq7mseaY8xkabdu3fj/PnzqFu3LqZNm6br6ugltiOl6+TJk8jIyICxsbHGgRBKmzZtwu3bt7F582bxudu3b0MQBABA9+7dc923ffv2AICsrCwxMU1Fawdy9mVzznOak7GxscbyQHZCB8i93wz823c2NDTMtz7Ea5bUMB7Sw5hopjeZibt37wLIvgVd+U2mJnZ2dgCAO3fulEq9yjuZTIb27dvD19cXs2bNgqmpaZFf6/bt2zhw4AAAYMCAARwhlYvSfs+Vow8MDAzQpk0blW05O4nGxsb8YqAQZDIZmjdvDgA4f/483rx5o1Zm37594uNWrVqVWt30FdsRaSrOax4VD8ZEeiIiIrBo0SIYGBhg0aJF/MJXR9iOlC7lCFd7e3tUqlRJZVvOPmqFChXEJKVSztGytWvXzvVv5Lzj7N69e1rVtzwpSjvQrFkzMQ779+9X256amopjx44BABo3bqwW048//hgA8PTpUwQGBqrtf/XqVURFRQEAHBwcCndAeorXLGlhPKSHMdFMb7I+ykZFOa9TbpQdCYVCgeTkZHbEtbRnzx40aNCgWF5r2bJlEAQBFSpUgKura7G8ZnlU2u+5cjRzzZo1YWZmhocPH2Ljxo24ePEiYmNjYWZmhlatWmHUqFH47LPPiqVe+mLy5MkYMWIEYmJiMGzYMPz444+wt7dHfHw89u/fj61btwLIvr2QX7yUPLYj0lSc1zwqHoyJtGRmZmLatGlITk7GqFGj0KpVK7x7907X1dJLbEdKl7KPWq9ePQDAX3/9he3btyMwMBBJSUmwtLREx44dMW7cOLGMUsWKFcXHSUlJuf6NnPNtRkdHF2f1y7SitAP16tXDwIEDsWvXLvj6+kImk2HIkCGoUaMGHjx4gBUrVuDRo0eoUKECZsyYoba/k5MTDhw4gBcvXmDChAn48ccf8fnnnwMALl26JM7RbGdnp3FqDlLHa5a0MB7Sw5hopjeJZuVowMqVK+dZLuc3o2/fvi33/wAlrbg+aIaFheHKlSsAsheHqFatWrG8bnlU2u/569evAQBVq1bF0aNHMWPGDJUPsCkpKbh06RIuXbqE8ePHw83NrVjqpw9at26NzZs3Y+HChbhz5w7GjBmjst3S0hLjx4/H0KFDdVRD/cJ2RJqY0JQexkRa/vjjD9y6dQtyuZxtsI6xHSldyjmTq1ativnz54triigpFAocOHAAJ0+exIoVK1Rue5bL5eLjK1euaJzfGQCuXbsmPubCp/8qajvg7u4OKysrbNq0CXv37sXevXtVtjs4OODnn38WRy/nZGlpCR8fH8yfPx9+fn6YPXu2ynZjY2MMHz4cEydOhJmZWZHqp294zZIWxkN6GBPN9GbqDGXiK7/bdnJu52gP6di0aROA7Hm1RowYoePa6IeCvufKUR4vXrzA9OnTUaVKFXh6euL69esIDg7G5s2b0aRJEwDA2rVrVaZ7oPzFx8fn2hDFx8cjODgYz58/L+Va6Se2I0RU1oSGhmLt2rUwNjbGkiVLYGJiousq6TW2I6VL2Uc9fvw4tm3bhk8++QTe3t4IDg7GtWvXsHDhQnzwwQdISUnB5MmTcf/+fXFfGxsbNGvWDADg7e2NJ0+eqL1+YmIivLy8xN9zm1eYCi45ORkZGRm5niMRERG4fv06srKyNG6Pj4+Hqampxun60tPTcefOHXGkO+WP1yxpYTykhzHRTG8SzQWd8F+56ANJR3R0NE6ePAkA6NGjR763JZD2CvOep6SkAADi4uJgYWGBXbt2oVevXqhSpQpMTU3xxRdfwMfHBw0bNgQALF++HGlpaSV/EOXA77//jgkTJuDvv/9G//79ceTIEYSGhuLy5cuYN28eqlatiiNHjsDR0VHjByAqXmxHiKgsSU1NxU8//YSMjAxMnDhRXIiGdIftSOlKTU0FkH33XatWrbB9+3a0a9cOpqamqFq1Kvr16wdvb29UqFABqampWLFihcr+06ZNg6GhId6+fQtHR0fs3r0b0dHRUCgUOHfuHBwdHREREYHq1asDUF2ojgpPoVDAyckJXl5eSEtLw9y5c3H58mWEhobi6NGjcHR0RExMDDw9PTF16lS1ZPP58+cxaNAgHD16FJ988gm2bduG4OBg3LhxA3/++Sfs7e0RGBgIZ2dnnD17VkdHWbbwmiUtjIf0MCaa6U2iWXl7TH7fHuTczsVrpOH48ePi6sH9+vXTcW30Q2He85y3no0cORJ16tRRK1OxYkWMHz8eABATE6NxgQ5SFRgYiHXr1gEAJk2ahPnz50Mul8PExATVqlXDgAEDsHv3bnzwwQd4+fIl5s6dq+Mal39sR4ioLFm8eDEeP36MFi1awMXFRdfVIbAdKW0537vp06drHNHfuHFj9O7dG0D2HM7JycnitrZt22L+/PkwNjaGQqHAr7/+io4dO+Kzzz7DuHHj8OTJE8ybNw/169cHgHJ/K3RJW7ZsGcLCwmBubo7t27dj0KBBqFatGkxMTNCoUSPMmTMHs2bNAgAcO3YMR48eFfdNTEzE9OnTkZqais8//xze3t5o27YtTE1NYWFhgY4dO2LXrl349NNPkZ6ejpkzZ3KqkwLgNUtaGA/pYUw005tEs3JOlISEhDzL5VzQ4YMPPijROlHBnD59GkD2Sp5t27bVcW30Q2He85yLpbRr1y7Xcm3atBEfP3jwQMsaln87d+4EAFSrVk1tbmYlGxsbMXlw5coVjmouYWxHiKis8Pf3h4+PD8zMzLB48eICj7ihksV2pHRZWFgAyE4AN2/ePNdyrVu3BpA9tcLTp09VtvXt2xcHDx5E7969UaNGDRgbG8PKygrffvstDhw4gH79+kGhUAAAatSoUUJHUv6lpKTg4MGDALIXuW7UqJHGckOHDhXnz/bx8RGfP3bsGOLi4gBkf6mgaeoMExMTcRHBuLg4HD9+vFiPoTziNUtaGA/pYUw005tEs3JBghcvXuRZTrm9evXqnMdOAl6/fo3g4GAAwNdffw0DA735l9WZwr7nOafVqFChQq7lciaklbcyUu4ePXoEAGjevHmet2LmTOAr96GSwXaEiMqKY8eOAchO3nTv3h2NGzdW+cm5kNbq1avF53MubEbFj+1I6VL2UU1MTCCTyXItp0xIA5pHpX300UdYsmQJ/P39cfv2bVy4cAELFizARx99hNTUVPGLfi6EWnQRERHi3ZS5LbyopPxi4PHjx+Jzyj5wxYoV0bhx41z3bd68uTjynP3m/PGaJS2Mh/QwJprpTdZO2eC8ePFCXBlSk7CwMADgPHYScenSJXH+ra+++krHtdEPhX3Pc54r748CySk2NlZ8XLNmTS1qqB+U81gXZmEZLkJTstiOEBGRNtiOlC7l+xcXF6cymux9efVRk5OTxfVINLl69SoyMzMBAJ988ok21dVrOddvKehaLpr2ycjIKPBcqOw354/XLGlhPKSHMdFMbxLNHTp0AJA9CfeFCxc0lnnx4gXu3r0LAOjYsWNpVY3ycOPGDQCAkZGRyugbKjmFfc8///xz8Vu5EydO5Fru0qVL4uMWLVpoWcvyT7l44s2bN/P8gJNzvmtbW9sSr5c+YztCRGWFh4cHgoKCcv25evWqWHbMmDHi8w4ODjqsdfnHdqR05Xz/CtJHtbKyUkk0d+nSBS1btsSqVaty3dfX1xcAULt2bdjb22tbZb1Vv359cYqfK1eu5FlW2ffN2e9V9pvfvXsnfpbR5M6dO+I83Mp9KHe8ZkkL4yE9jIlmepNotrGxEW+zWbNmDeLj49XKLF68GFlZWahatSr69u1b2lUkDe7cuQMg+5uinIvOUckp7HteuXJl9OjRA0D2rbr+/v5qZWJjY/HHH38AAFq1aoV69eoVY43Lp549ewIAkpKS4OnpqbFMVFQU/vzzTwBAkyZN8NFHH5Va/fQR2xEiKitMTExQsWLFXH9yLlpmbGwsPs+5nEsW25HS1b59e9jY2AAAVq5ciejoaLUy169fx5kzZwAAffr0UZliQzng4siRIxpjdebMGXFfZ2fnPKfnoLxVrlxZTNgcPnwYQUFBGsv5+Pjg3r17AP7tKwNAt27dxIEvCxcu1DhNX1paGhYsWAAgezEu3i2bP16zpIXxkB7GRDO9STQDwIwZM2BoaIjIyEgMGTIE/v7+UCgUCAsLg6urq/hN9/jx41XmkyXdEAQBDx8+BABx0QcqWUV9z6dNm4YPP/wQgiBg3LhxWL16NR4/fgyFQoHTp09j0KBBePXqFYyNjfHrr7+WVPXLle7du6N9+/YAgB07dmDs2LEICAiAQqHA8+fPsWfPHgwcOBAKhQLGxsZwd3fXcY31A9sRIiLSBtuR0mNoaIjffvsNBgYGiI2NxYABA7Bv3z5ER0cjOjoa3t7eGDNmDDIzM1UWWFYaMWIEDAwM8Pr1a7i4uODq1atQKBR4+PAhli9fjsmTJwPIvlNvyJAhujjEcuWnn36ChYUF0tPT4ezsjNWrV+PBgweIi4vD3bt34eHhAQ8PDwCAvb09Bg8eLO5bs2ZNTJw4EQBw+/Zt9O/fH8ePH8fLly8RGxuLc+fOYdCgQeJoaFdXVy7eWEC8ZkkL4yE9jIk69eVYyzE7OzssWLAAM2fOxP379zFq1Ci1Mk5OThg+fLgOakfvi42NFRfkqFWrlo5rox+K+p5/+OGH+N///ofRo0fj2bNn8PLygpeXl0oZc3NzLF68GE2aNCnWOpdnK1euxA8//ICLFy/i/PnzOH/+vFoZCwsLeHp65rtwChUPtiNERKQNtiOl67PPPsPvv/+O6dOn49WrV5gxY4Zambp162LdunVqCYDmzZtj1qxZmDdvHoKDgzXG5NNPP8WaNWtgZKRXH6tLhK2tLf7880+4ubnh9evXGj9PAEDLli3h5eWltqDWmDFjkJKSgj/++AP379/HlClT1PaVyWSYMGECRo4cWWLHUd7wmiUtjIf0MCbq9K5F7NOnD+zs7LBp0yZcvXoVsbGxMDMzQ7NmzeDo6Ihu3brpuor0/+VctMPKykqHNdEf2rzntra2OHbsGHx8fHDq1Ck8evQIaWlpsLKywn/+8x84OTmhbt26xV3lcs3CwgLr16+Hn58fDhw4gJCQELx58wYmJiaoV68eOnTogKFDh6J69eq6rqpeYTtCRETaYDtSurp3744WLVpg69atuHjxIl68eAFDQ0PUrVsX//3vfzFo0CBUqlRJ475DhgxBs2bNsGXLFgQGBuLNmzcwNzeHnZ0d+vTpg969e8PAQK9uEi5RrVq1wvHjx7Fz506cO3cOjx49QnJyMqpUqQI7Ozv07NkTPXv2zDWxP3nyZHTr1g07duzA33//jZcvXwLIHvHcunVrDB06VG8W4ypOvGZJC+MhPYyJKplQ0GVZc6hTpw6A7PlBSRoYE2lhPKSHMZEWxkN6GBNpYTykhfGQHsZEWhgP6WFMpIXxkB7GRFoYD+kpakz49SsRERERERERERERaYWJZiIiIiIiIiIiIiLSChPNRERERERERERERKQVJpqJiIiIiIiIiIiISCtMNBMRERERERERERGRVphoJiIiIiIiIiIiIiKtMNFMRERERERERERERFphopmIiIiIiIiIiIiItMJEMxERERERERERERFphYlmIiIiIiIiIiIiItIKE81EREREREREREREpBUmmomIiIiIiIiIiIhIK0w0ExEREREREREREZFWmGgmIiIiIiIiIiIiIq0w0UxEREREREREREREWmGimYiIiIiIiIiIiIi0wkQzEREREREREREREWmFiWYiIiIiIiIiIiIi0goTzURERERERERERESkFSaaiYiIiIiIiIiIiEgrTDQTERERERERERERkVaYaCYiIiIiIiIiIiIirTDRTERERERERERERERaYaKZiIiIiIiIiIiIiLQiEwRBKOxOderUKYm6EBEREREREREREZEEREVFFao8RzQTERERERERERERkVaMtNm5sFltKjnKUeaMiTQwHtLDmEgL4yE9jIm0MB7SwnhID2MiLYyH9DAm0sJ4SA9jIi2Mh/QUdTYLjmgmIiIiIiIiIiIiIq0w0UxEREREREREREREWmGimYiIiIiIiIiIiIi0wkQzEREREREREREREWmFiWYiIiIiIiIiIiIi0goTzURERERERERERESkFSaaiYiIiIiIiIiIiEgrTDQTERERERERERERkVaYaCYiIiIiIiIiIiIirTDRTERERERERERERERaYaKZiIiIiIiIiIiIiLTCRDMRERERERERERERaYWJZiIiIiIiIiIiIiLSChPNRERERERERERERKQVJpqJiIiIiIiIiIiISCtMNBMRERERERERERGRVphoJiIiIiIiIiIiIiKtGOm6Arpw7949bNy4EdeuXYNCoUCVKlXQrFkzDB48GB07dtR19cqd5cuXY/369fmWGzFiBH7++WeV5zIyMuDr64sjR44gPDwcKSkpsLS0RMuWLeHk5AQHB4eSqna54u3tjQULFsDFxQVTp07NtVxCQgK8vb1x9uxZREREIDMzE/Xq1cNXX32FYcOGoWrVqnn+nfT0dOzZswfHjx/HgwcPkJSUhA8//BBt2rTByJEj0aRJk+I+tHJt+vTpOHDgQKH2WbhwIfr161dCNSKlgIAA7NmzB7du3UJMTAyMjIxgbW2N9u3bY9iwYbCystJ1FfUOYyIt7GtJC+MhPYxJySpo31ehUMDb2xvnzp1DZGQkZDIZrK2t0alTJwwZMgQ1a9bM8+9cu3YNO3bsQFBQEOLi4lC5cmW0bNkSjo6OaN++fXEfVplW0JgA2efH9u3bERAQgFevXsHIyAi2trbo2bMnHB0dYWJiolLey8sLq1evLlR9Jk6ciEmTJhX6OPQVr1nSlpSUhN69eyMyMpL/2zrCc+Rfepdo9vPzg5ubG9LT08XnYmJicOHCBVy4cAGDBw+Gu7u7DmtY/ty5c6dI+yUmJsLFxQVBQUEqz798+RInT57EqVOnMG7cOLi5uRVHNcutW7duYfny5fmWCwsLw9ixY/Hy5UuV58PDwxEeHo7du3dj/fr1aNasmcb9o6Oj4eLigvDwcLXnDx8+jBMnTmDu3Ln49ttvi34wlK+KFSvqugrlWmZmJmbPno19+/apPJ+WlqZyrixbtgydOnXSUS31C2MiPexrSQvjIT2MSckqaN83JCQEY8eORWxsrMrzyrbDx8cHS5cuxZdffqm2b1ZWFubPn4/t27erPB8bG4uzZ8/i7NmzGDhwINzd3WFoaKjV8ZQHBY0JAGzevBlLly5FZmam+Ny7d+8QEhKCkJAQHD58GJs3b0aVKlW0qhP7zAXHa5b0LViwAJGRkbquht7iOaJKr6bOCAsLww8//ID09HTY29vD29sbAQEB2LdvH7p16wYA8PHxgbe3t45rWr6EhYUBAH788UcEBQXl+jNlyhSV/WbMmCEmmfv27YsDBw7g0qVL2LhxI5o2bQpBELB27VocPHiw1I+prAgMDMTIkSORmpqaZ7mXL1/CxcUFL1++hEwmw/Dhw3Hs2DFcvXoVmzdvhr29PWJiYuDk5ISHDx+q7f/u3Ts4OzsjPDwcRkZGGDduHE6ePImLFy9i+fLlqFmzJtLT0zF79mzx/4Hy5+Hhkec5ExQUBB8fH3FUR48ePcRrGZWM33//XUxodujQQRxtc/z4ccyePRtVqlRBUlIS3Nzc8M8//+i4tvqBMZEW9rWkhfGQHsakZBW076tQKMQkc5UqVTBr1iycPn0aFy9exIoVK2BtbY2EhARMnjxZY9/Xy8tLTDI3aNAAq1evRkBAAM6cOYNJkybByMgIu3fvxuzZs0vkOMuSgsYEAPbt24fFixcjMzMT9vb22LBhAy5fvox9+/aJg1Vu376NmTNnquw3ZsyYfPvMx48fF+/OdHBwwNChQ4v/YMshXrOkz8/PD76+vrquht7iOaKBUAS1a9cWateuXZRddWr06NGCXC4XOnfuLCQkJKhsy8rKElxdXQW5XC44ODgI8fHxOqpl0Ug1JlFRUYJcLhfkcrnw999/F3i/J0+eiPvNmDFDbXtCQoLQuXNnQS6XC926dSvOKhcLKcRjy5Ytgr29vfg+yuVywdPTU2PZ2bNni2V27dqltj05OVno27evIJfLBScnJ7XtK1asEORyudC4cWPh1KlTatujoqKEFi1aCHK5XJg8ebL2B1cEUohJcUtISBC6dOkingdJSUm6rlKBlcV4vHr1SjynJk2aJGRlZamVefLkidCyZUtBLpcLY8aM0UEti44xkZayGA9BKL99LcZDehgTaZFCPArT912yZIkgl8uFpk2bCtevX1fb/vTpU7HtmD59usq2qKgo8e/06NFDY5yOHTsm1uHatWvFc4CFVNZiEhsbK7Ru3VqQy+XCwIEDhcTERLUyHh4e4us8ePCgwPXIyMgQvvvuO0Eulwvt2rUTXr58WeRjKiopxKMoyus1SxDKbkxyiomJEdq1a6dyjq1atUrX1SqSshoPniPq9GZE88OHD3HhwgUAgIuLCywsLFS2y2QyTJ8+HQYGBnj79i1OnDihg1qWP8ppMwwNDWFnZ1fg/UJCQsTHAwcOVNtuYWGBnj17AgCePHmC+Ph4LWtafgQGBmLAgAFYuHCh+K1aXjIyMnDs2DEAQJs2bTS+32ZmZpg2bRqA7LnocsYnPT0dO3fuBAD06dNH44ja2rVro1u3bjAwMOCI5mK0cOFCREZGwtDQEJ6enjA3N9d1lco1Pz8/LTCNBAAAIABJREFU8XaoyZMnQyaTqZWpV6+eOEf2pUuXVG6fouLHmEgL+1rSwnhID2NSMgrb9wWAM2fOAADatm2L1q1bq223sbER14K5deuWyrZjx46Jbcmvv/6KypUrq+3fo0cP8XU3bNhQuAMqB4oSk0OHDiE+Ph7GxsZYuHChxqktnJ2dAWR/NgkODi5wfdavXy/Gce7cuahRo0aB99VnvGZJ38yZM6FQKLhGj47wHNFMbxLN/v7+4uPc5mi0srJC06ZNAfzb+SDtKBPNtra2hUqCGRj8+6+ZW1LA2NhYY3l9N3bsWISEhMDAwABOTk7w8fHJs3xERAQSExMBAN27d8+1XOvWrWFqagoA+Ouvv8Tnr1y5gri4OADZF9fc/Pbbb7hz5w5OnTpV4GOh3P3999/iLVJDhw7Fxx9/rOMalX+vXr2CqakpKlWqhIYNG+Zarm7dugCyr11v3rwprerpJcZEWtjXkhbGQ3oYk5JR2L4vABw9ehSHDh3CrFmz8i1rZKS6rJHy880HH3yAtm3b5rqfcjHAq1evIi0tLd+/U54UJSbKgS9du3ZFgwYNNJaxsbHBrVu3cOvWrQIn1p48eYJ169aJr81p5gqO1yxp2717N86fP4+6deuKg8KodPEc0UxvsnN3794FAFSvXj3P1YOVo26LuoAdqVK+j82aNcPBgwfh7OyM1q1bo3nz5vjqq68wb948REdHq+3XrFkzcWTa/v371banpqaKnZHGjRujUqVKJXgUZYtMJkP79u3h6+uLWbNmicnh3CiTxED2yOPcGBoaiiM27t27Jz6vHN1cvXp12NraquyT80sCExMTfiFQTJQL0ACApaUlVxUuJa6urggODha/tc5NREQEgOxzUdMoJyo+jIm0sK8lLYyH9DAmJaOwfV8gu1/apEkTtb6r0j///IOAgAAA2fP/56S8kzKvfjOQ3UcDshenffz4cb51Kk8KG5P09HRxHYV27dqpbMvKykJWVpb4u5mZWaHqsmjRIqSlpcHExATTp08v1L76jtcs6YqIiMCiRYtgYGCARYsW8c5WHeE5oplR/kXKh6ioKACAtbV1nuWUHQaFQoHk5GSesFpSnkhHjhxRSxg/ffoU//vf/7Bv3z6sWLFCZUXnevXqYeDAgdi1axd8fX0hk8kwZMgQ1KhRAw8ePMCKFSvw6NEjVKhQATNmzCjNQ5K8PXv25DoKQJOct6UlJSXlWk4QBHHkc84vB8LDwwFkxwzIvr1wy5YtCAgIQHx8PCpVqoTPP/8cY8aMKdBtc5S/o0ePio3auHHj+EVLKXv/lqicEhIScPToUQBA8+bNC/Rhl7THmEgD+1rSwnhID2NSMgrb99UkKysLcXFxiIqKwokTJ7Br1y6kpaWhUaNGGD16tEpZZd85r34zAJWp/aKjo9G4cWOt6liWFDYmjx49Egeo1KtXD+/evYO3tzeOHDmCx48fIysrCw0bNkSfPn3g5OSEChUqFOh1b9y4gfPnzwMABg8eDBsbm8IfjB7jNUuaMjMzMW3aNCQnJ2PUqFFo1aoV3r17p+tq6SWeI5rpTaJZeatsfiOZciZs3r59W+7/AUpSdHQ0YmNjAWR/S92rVy8MGTIE9erVw5s3b3D69GmsX78eycnJmDRpEnbs2KFy+7+7uzusrKywadMm7N27F3v37lV5fQcHB/z888+cMuA9he1o169fHyYmJkhLS8OVK1fwzTffaCwXEhKC5ORkABATzgDw+vVrAEDVqlWxefNmeHp6qow6SEhIwKlTp+Dn5wd3d3d89913hT0kes+mTZsAZI+UGTBggI5rQznNmzdPvEtgyJAhOq4NAYxJaWJfS1oYD+lhTEqGtklmALh//z569eql8tx///tfzJkzB1WqVFF5Xi6X48yZM4iIiEBUVBTq1Kmj8TWvXbsmPs4vKV3eFDYmys8TQPYI8D59+uDRo0cqZe7fvw9PT0+cOHECGzZsEEeM50U5P7axsTFGjBhRqDoRr1lS9ccff+DWrVuQy+Vwc3PTdXX0Gs8RzfTmPnblNzz5jWTKuZ3fCmnn+fPnsLKygoGBAWbMmAFPT0+0aNECH3zwARo2bIixY8di06ZNMDY2RlpaGjw8PFT2T05ORkZGRq4xi4iIwPXr11WSmlR4pqam4nxCR44cwY0bN9TKpKenY+nSpSq/Kyk7zsHBwVi8eDHq1auHtWvXIigoCDdu3ICXlxfq1KmDjIwMuLu748qVKyV8ROXb5cuXxVsLhw0bVujbB6nkrFmzBgcPHgSQvbDm+x9YqfQxJqWLfS1pYTykhzGRLk1T+Z09exbz589XGWABAF9//TVkMhkEQcBvv/2GzMxMtX0vXbqES5cuib/r2xzNhZUzET9z5kw8fvwY33//PU6fPo3Q0FCcPHkSjo6OAIDbt2/Dzc0NgiDk+ZqPHz8Wp9bq06dPnre1k2a8ZklPaGgo1q5dC2NjYyxZsgQmJia6rpJe4zmimd4kmg0NDQtULr8Giwru008/xYULFxAcHIzhw4fnWkY5wjU0NFSc+1ehUMDJyQleXl5IS0vD3LlzcfnyZYSGhuLo0aNwdHRETEwMPD09MXXqVCabteTm5gZzc3Okp6dj1KhR2LhxIyIjIxEXF4erV69i+PDhuH79uthBy7kQY0pKCoDskQj169fHnj170KVLF1SsWBEWFhbo1q0bdu7cCUtLS2RlZWHx4sU6OcbyYsuWLQAAc3Nzjs6UkNWrV2PVqlUAsm+NWr58Oeck1zHGpPSxryUtjIf0MCbS1bx5c/GzxrFjx9C/f3+kp6fj8OHDGD58uMogC7lcLi5Ed/78eXz//fe4evUq4uLiEBkZiT///BPjx49HjRo1xH2YDMqb8vMEkP2ZYvbs2Zg+fTrq1asHExMTNGjQAHPmzMHYsWMBANevX4efn1+er7l161YIggCZTJbnguWUO16zpCU1NRU//fQTMjIyMHHiRHGBOdIdniOa6c0nLuWov/y+Pci5nfM4Fo/8OlZdunQRHwcHBwMAli1bhrCwMJibm2P79u0YNGgQqlWrBhMTEzRq1Ahz5swRV4k+duyYOP8mFY2trS1WrVqFihUrIjk5GZ6enujatSvatm2L4cOH4+bNm5g8eTI+++wzAFC51SPniFo3NzeNt43UrFlT/LLhn3/+ERfmosJRKBTiiPCvvvqKi5pJQGZmJtzd3eHl5QUAqFWrFrZu3Yrq1avruGb6izHRHfa1pIXxkB7GRLosLS3FzxofffQR5s+fjzFjxgDIHkF74MABlfLu7u7o3LkzgOwpMoYPH462bduia9euWLZsGWrXrq0yuKK83yatrZyfJz766KNcB1PkXJvk5MmTub5eRkaGuL1Vq1biWjJUOLxmScvixYvx+PFjtGjRgl+eSATPEc30JtGsbJASEhLyLPf27Vvx8QcffFCidaJsOVdsVigUSElJEW91HjhwIBo1aqRxv6FDh0IulwMAfHx8Sr6i5dx//vMfcbR4nTp1YGxsjOrVq+O///0vdu7ciXHjxkGhUACASsIm52KC768SnVPr1q3Fxw8ePCiBIyj/zp49K96e+X//9386rg0lJiZi9OjR2LVrF4Ds+c59fHz4YUaHGBPdYl9LWhgP6WFMypbx48eLCeL3R89WqFABa9euhaenJ9q0aQMLCwuYm5ujSZMm+PHHH3HgwAGVPjK/7MxbzkV927Ztm2s5U1NTNG/eHADw8OHDXMtdu3ZNXJ+hR48exVRL/cNrlnT4+/vDx8cHZmZmWLx4cYFH0lLJ4jmimd4sBtigQQNcv34dL168yLOccnv16tV5i1MxUd6ylJuct6KZmZkhIiICGRkZALKn1shL69atER4ejsePHxdPZfVc7dq1MWfOnFy3K+cGzrnAh7W1NW7evAkAea4AnbMDqQ/zEpWE06dPA8heePHzzz/XcW302/PnzzFmzBiEh4cDAFq2bIm1a9cWaGEaKhmMie6xryUtjIf0MCZli6mpKRo1aoTg4GA8e/ZMbbtMJkOvXr1ynf9f2W+WyWT8wjMf1tbW4uO8Pk8A/36mSE1NzbWMss9saGiIr7/+uhhqqJ94zZKOY8eOAcieZqZ79+55ll29ejVWr14NANi2bVueX96QdniOaKY3I5obN24MIDvAypUhNQkLCwMAzndTDH755Re0bdsWX3zxRZ5z0uQc3dqgQQOVxTIKunAGF9jQ3rt379QWO8np/v37ePXqFQCgRYsW4vM5z5XIyMhc94+NjRUf55yzjgomLS1NXL28U6dOKvNkU+l6/PgxvvvuOzGh2aNHD3h7ezOhqUOMiTSwryUtjIf0MCbSEB0djXHjxuGbb77Jd55f5dzB7yc/BUEQ7/TLjXIxwEaNGqkMuCB1devWFUeAP336NM+yMTExAJDn4n7+/v4AsqfN+PDDD4uplvqH1yyivPEc0UxvEs0dOnQAkN0pUK4++74XL17g7t27AICOHTuWVtXKrapVqyIuLg6xsbEIDQ3Ntdzhw4cBZE/B0KpVK9SvX1+8FUQ5H21uAgMDAWTPMUxFN2zYMHz88ceYMWNGrmV8fX0BZM8x98UXX4jPf/nll+Lj48eP57q/srNtamqKJk2aaFlj/RMaGip+oZLfSH8qOc+fP4ezszNev34NAHBxccHy5cvzHX1DJYcxkQ72taSF8ZAexkQaKleuDH9/f4SHh+fZd33x4oU4IKZZs2bi8wEBAWjevDk+++wz8QvO971+/RoXL14EAHTt2rUYa18+yWQy8fy4fPmyym3mOcXFxeHOnTsAVAe+5PTy5UtERUUBYJ9ZW7xmSYeHhweCgoJy/bl69apYdsyYMeLzDg4OOqx1+cdzRDO9STTb2NiIc8SuWbMG8fHxamUWL16MrKwsVK1aFX379i3tKpY733zzjfh43rx54tyyOR06dAjnz58HADg6OqJixYqoXLmyeMIePnwYQUFBGl/fx8cH9+7dAwD07NmzuKuvVz7++GMAwF9//aVxVPKtW7fEebAHDBigMirD1tZWPLe2bt0q3iaY08OHD7Fz504AQLdu3TiqowiUnWog9441layMjAxMmTIF0dHRAIAffvgBU6dOzXNqICpZjIm0sK8lLYyH9DAm0mBubi4mf0+cOCEuRp5Teno6fv31V2RlZUEmk2HAgAHiNnt7e7Gd2bFjh9q+WVlZmDt3LlJTU2FmZgZHR8cSOpLyZdCgQQCyR5F7eHhovCN26dKlePfuHQwMDNCnTx+Nr3P79m3xMfvM2uE1SzpMTExQsWLFXH9yLjhqbGwsPs+5nEsWzxHN9CbRDAAzZsyAoaEhIiMjMWTIEPj7+0OhUCAsLAyurq44ceIEgOyFH3Iu3kBFY2dnh/79+wMAgoOD4ejoiCtXriA2NhYPHz7EkiVL8MsvvwAA5HI5Jk6cKO77008/wcLCAunp6XB2dsbq1avx4MEDxMXF4e7du/Dw8ICHhweA7M7e4MGDS/8Ay5EhQ4bA3NwcKSkpcHFxwblz5xATE4OnT59iw4YN+P7775GWloa6deti0qRJavvPnTsXpqamePfuHYYOHQpvb288e/YMMTEx2L9/P5ycnJCcnIwqVapg6tSpOjjCsk85osbQ0BANGzbUcW300+7du3Hr1i0AQOfOnTF06FAkJSXl+ZPXtEGkPcZEetjXkhbGQ3oYE2n48ccfYWFhgczMTHz//ffYtGkTHj16BIVCAX9/fzg5OeGvv/4CAIwYMUJcgA7IHhE9cOBAAMCuXbuwaNEiPHz4EAqFAgEBAXB2dsaZM2cAZH+m4ZRxBdOuXTsxCXPkyBGMHj0af//9NxQKBe7evYspU6Zg7969ALJjUr9+fY2vk3ORwNwWlaeC4zWLKG88R9TJhCJ84qpTpw4AiLeklCUHDx7EzJkzxcXm3ufk5IRZs2aVcq20J9WYpKWl4eeff87ztjR7e3usX79ebTXmGzduwM3NTbwdWpOWLVvCy8tLcis5Sy0eyrmDXFxcck30nj17Fj/88EOuC/XZ2tpi/fr1sLGx0bg9MDAQEydOzHVuIktLS3h5eens9h2pxaSwRo0aBX9/f9SqVUu8FbMsK4vx6NatGyIiIgq1j5+fn8oCN1LGmEhLWYyHUnnsazEe0sOYSIvU4lGQvu+NGzfg6uoqzvmryciRI/HTTz+p3SmTmpqK0aNHi+tnvM/AwACurq4YN25cEY9Ae2UxJunp6Zg5cyYOHTqU6+v07dsXHh4euS6o5e7ujl27dsHAwAAhISGSWddEavEojPJ4zQLKdkze9+7dO/Eu5YkTJ2ocHCZ1ZTkePEdUGZVEZaSsT58+sLOzw6ZNm3D16lXExsbCzMwMzZo1g6OjI7p166brKpYrJiYmWLFiBXr16oW9e/ciJCQEcXFxqFSpEj766CN88803+PbbbzXe0tGqVSscP34cO3fuxLlz5/Do0SNxVKydnR169uyJnj17wshI7/6NS0TXrl1x4MABbNy4EQEBAYiJiYGJiQnkcjl69OiBQYMG5blCqoODA06dOoVt27bBz88PT58+hSAIsLa2RpcuXTBkyBDJfSFQliQkJAAArKysdFwT/aRQKAqd0KSSxZhIF/ta0sJ4SA9jIg2tWrXCkSNHsH37dpw7dw4RERHIyMhAjRo10KZNGwwdOhT29vYa9zU1NcWWLVuwZ88eHDp0COHh4UhLS0P16tXRtm1bDBs2DHZ2dqV8RGWfsbExlixZgt69e2P37t24efMm3rx5A0tLS9jZ2eG7775D586d83wNZZ/5ww8/lEySuazjNYsobzxHVOndiObyijGRFsZDehgTaWE8pIcxkRbGQ1oYD+lhTKSF8ZAexkRaGA/pYUykhfGQnqLGRK/maCYiIiIiIiIiIiKi4sdEMxERERERERERERFphYlmIiIiIiIiIiIiItIKE81EREREREREREREpBUmmomIiIiIiIiIiIhIK0w0ExEREREREREREZFWmGgmIiIiIiIiIiIiIq0w0UxEREREREREREREWmGimYiIiIiIiIiIiIi0wkQzEREREREREREREWmFiWYiIiIiIiIiIiIi0goTzURERERERERERESkFSaaiYiIiIiIiIiIiEgrTDQTERERERERERERkVaYaCYiIiIiIiIiIiIirTDRTERERERERERERERaYaKZiIiIiIiIiIiIiLTCRDMRERERERERERERaYWJZiIiIiIiIiIiIiLSChPNRERERERERERERKQVJpqJiIiIiIiIiIiISCtMNBMRERERERERERGRVphoJiIiIiIiIiIiIiKtMNFMRERERERERERERFqRCYIgFHanOnXqlERdiIiIiIiIiIiIiEgCoqKiClWeI5qJiIiIiIiIiIiISCtG2uxc2Kw2lRzlKHPGRBoYD+lhTKSF8ZAexkRaGA9pYTykhzGRFsZDehgTaWE8pIcxkRbGQ3qKOpsFRzQTERERERERERERkVaYaCYiIiIiIiIiIiIirTDRTERERERERERERERaYaKZiIiIiIiIiIiIiLTCRDMRERERERERERERaYWJZiIiIiIiIiIiIiLSChPNRERERERERERERKQVJpqJiIiIiIiIiIiISCtMNBMRERERERERERGRVphoJiIiIiIiIiIiIiKtMNFMRERERERERERERFphopmIiIiIiIiIiIiItMJEMxERERERERERERFphYlmIiIiIiIiIiIiItIKE81EREREREREREREpBUmmomIiIiIiIiIiIhIK0w0ExEREREREREREZFWjHRdAV24d+8eNm7ciGvXrkGhUKBKlSpo1qwZBg8ejI4dO+q6euWCt7c3FixYABcXF0ydOjXXcoIg4NChQ/D19cXdu3eRnp6OmjVromPHjvj+++9Rp06dPP9OaGgofHx8EBgYiFevXgEAatWqhbZt22L48OGwtbUt1uMqq/KLR+PGjQv9mvfu3VN77tGjR9i+fTuuXr2KFy9eICMjA9WrV4eDgwOGDh2Kjz/+uEj113e8ZkkPYyItjIc0TJ8+HQcOHCjUPgsXLkS/fv1KqEb6JSAgAHv27MGtW7cQExMDIyMjWFtbo3379hg2bBisrKxy3ffevXvYvn07AgIC8OrVKxgZGcHW1hY9e/aEo6MjTExMSvFIyofg4GBs27YNgYGBiI2NhampKRo1aoT/+7//w3fffVeo9/TixYsYPXo0AMDPzw/W1tYlVe0yrajngEKhgLe3N86dO4fIyEjIZDJYW1ujU6dOGDJkCGrWrJnn33327Bk2bNiAS5cu4eXLl7CwsIBcLkf//v3Rq1evkjjUcuHMmTPYu3cvQkNDkZCQAEtLS7Ru3RrDhg3DJ598UuDXSUxMxDfffIPnz58jJCQEFSpUKMFa6y/2taRDEAQcPXoU+/fvR1hYGJKSklCtWjV8+umnGDBgAD777DNdV1Ev8Rz5l0wQBKGwOymTf1FRUcVeoZLm5+cHNzc3pKena9w+ePBguLu7l3KttCelmNy6dQvDhw9HampqnonmrKwsTJ06FceOHdO43cLCAl5eXvj88881bl+5ciXWrVuH3P6FjY2N4e7ujgEDBhTtQLRQ1uJR2ESzubk5bt68qfLc7t278dtvv+V6bslkMkyYMAGTJk0q1N8qLlKKSWHwmiU9jIm0MB7SUZRE86pVq9C9e/cSqlHxkXI8MjMzMXv2bOzbty/XMhUrVsSyZcvQqVMntW2bN2/G0qVLkZmZqXHfZs2aYfPmzahSpUqx1bk4SDkmmzZtwtKlS5GVlaVxu729PTZu3AhLS8t8X0uhUKBXr154/fo1AOkmmnUZD23OgZCQEIwdOxaxsbEa96tUqRKWLl2KL7/8UuP2kJAQODs7IykpSeP2zp07Y9WqVTA2Ni7YwRQjqZ4jqampmDZtGk6dOpVrGVdXV0yYMCHf18rMzMSUKVPE15Jyolmq8SgI9rWkIzU1Fa6urrh48WKuZb777jt4eHhAJpOVYs20VxbjocRzRJVeTZ0RFhaGH374Aenp6bC3t4e3tzcCAgKwb98+dOvWDQDg4+MDb29vHde07AoMDMTIkSORmpqab9kVK1aISebhw4fjxIkTuHLlClauXInatWsjMTERrq6ueP78udq+u3btwtq1ayEIAlq0aIE///wTAQEBOH36NBYvXoyaNWsiPT0ds2fPxl9//VXsx1lWFDQeQUFB+f4MGzYMAGBgYIAVK1ao7H/x4kW4u7sjPT0dDRs2xMqVK+Hv74/z58/Dy8sLDRs2hCAIWL16NXbv3l1ix1ve8JolPYyJtDAe0uLh4ZFvW+Lj4yOO5OzRo4cYJyq633//XUywdejQQRyZfPz4ccyePRtVqlRBUlIS3Nzc8M8//6jsu2/fPixevBiZmZmwt7fHhg0bcPnyZezbtw/ffvstAOD27duYOXNmqR9XWXXhwgUsWbIEWVlZsLW1xbp16+Dv749Dhw7B0dERMpkMd+7cwZQpUwr0eu7u7mKSmTQr6jmgUCjEJHOVKlUwa9YsnD59GhcvXsSKFStgbW2NhIQETJ48GQ8fPlT7u9HR0Rg9ejSSkpJQt25drFu3DgEBATh69CgGDhwIADh37hw8PT1L540oI3799VcxMfzJJ59gy5YtuHr1Ko4dOwYnJycA2V9CrlmzJs/XSUtLyzdhTdpjX0ta5s6dKyaZe/fuDV9fX1y5cgV79uwR47Fnz558zx8qPjxHNBCKoHbt2kLt2rWLsqtOjR49WpDL5ULnzp2FhIQElW1ZWVmCq6urIJfLBQcHByE+Pl5HtSwaKcRky5Ytgr29vSCXy8UfT09PjWWjo6PFsosWLVLbHhUVJbRp00aQy+XC9OnTVba9e/dO3DZw4EAhLS1Nbf/Y2FihY8eOglwuF3r27Fk8B1gIZS0e+Tl37pz4GsuXL1fb3rNnT0EulwtdunQR3r59q7Y9JSVF6NOnjyCXy4U2bdoI7969K1I9tCGFmBQWr1nSw5hIC+NRtiQkJAhdunQR5HK50K1bNyEpKUnXVSowqcbj1atXYls/adIkISsrS63MkydPhJYtWwpyuVwYM2aM+HxsbKzQunVrsT+VmJiotq+Hh4fY/j948KBEj6WwpBqTQYMGCXK5XPjiiy+E2NhYte2LFi0S39MbN27k+Vq+vr4q/Ti5XC5ERkaWVNW1oqt4aHMOLFmyRJDL5ULTpk2F69evq+339OlTcb/3P48IgiDMnTtXkMvlwqeffipER0erbVfG2s7OTnjy5ImWR1p4UjxHgoKCxP9lJycnjZ8J1q9fL8jlcqFZs2bC48ePNb7O06dPhX79+qmdH6mpqSV8BEUnxXgUBPta0vHgwQOhcePGglwuF2bNmqWxzJgxYwS5XC60bNlSY7suZWUtHko8R9TpzYjmhw8f4sKFCwAAFxcXWFhYqGyXyWSYPn06DAwM8PbtW5w4cUIHtSybAgMDMWDAACxcuFD8Fic/27dvR3p6OkxNTTFu3Di17bVr14azszMA4OjRo0hMTBS3Xbt2DXFxcQCACRMmaLwVzdLSEsOHDwcAhIeHl8nbL4qqKPHIy5s3b8SRTHZ2dmpTXzx69Ajh4eEAgFGjRqFSpUpqr5EzznFxcQgODtaqTvqA1yzpYUykhfEoexYuXIjIyEgYGhrC09MT5ubmuq5Smefn5yfepjl58mSNt8nWq1dPnAf70qVLYvlDhw4hPj4exsbGWLhwISpWrKi2r7IvZmZmxra7gEJDQwEAXbt21Tg1xqBBg8THISEhub7Os2fPMH/+fBgYGKB3797FX9FyQptz4MyZMwCAtm3bonXr1mr72djYwMHBAUD2VHQ5vX37Fr6+vgCyb4nWNI/zpEmTULlyZWRkZOQ5rYc+OXToEIDsOyTnzZunca7yUaNGwdraGmlpadi6davKtsTERPz+++/45ptvcPv2bRgZGaFJkyalUXW9xL6WtJw+fVqcNjS3qWWU7UWkJIujAAAgAElEQVRSUhIePHhQanXTVzxHNNObRLO/v7/4WNP8dABgZWWFpk2bAvi340H5Gzt2LEJCQmBgYAAnJyf4+Pjku4/ydg8HBwdUrlxZY5kuXboAyL4tKuf0F9HR0eKH07wWiqhbt674WLlQoD4oSjzysmTJEsTGxoodQiMj1TVEnz17JiaXCxqPly9falUnfcBrlvQwJtLCeJQtf//9t5iU4eKwxefVq1cwNTVFpUqV0LBhw1zLKdvg9PR0vHnzBgDE6cu6du2KBg0aaNzPxsYGt27dwq1bt7hoYwEIggADg+yPVxkZGRrL5OxHKcu+LysrC9OmTUNSUhJGjhyJli1bFn9lywltzoGjR4/i0KFDmDVrVr5/5/3+77Vr1/Du3TsA2fMwa2Jubi4uysU2KNudO3cAAE2bNlX5bJCTgYGBuEbP+1Mg+vr6Yt26dUhJSUH9+vXh7e2Nrl27lmyl9Rj7WtIyduxYnDt3Dtu2bUOtWrXyLf/+dYuKH88RzfQm0Xz37l0AQPXq1fNcOdjOzg7Av40g5U8mk6F9+/bw9fXFrFmzYGpqmmf59PR0cZ6zvEbbNmrUSBytfPv2bfH5AQMG4ObNm7hx40auSWoAiIiIEB9LbQGbklTYeOTl9u3b4sJOAwYM0BivDh06IDAwEDdv3oRcLs/1tfQ1HkXFa5b0MCbSwniUHVlZWZg/fz6A7DuOdLUobHnk6uqK4OBgcTRNbpRtsEwmQ+XKlZGeni7OVduuXTuVsllZWSqL2JmZmRVvpcsxmUyG5s2bAwDOnz8vJjRzyjmytVWrVhpfZ+PGjbhx4wbkcjlcXV1LprLlRFHPAQAwMTFBkyZNYGtrq3Gff/75BwEBAQCy+7s5KdsgmUwmtjOaKJMLjx8/znXBQH0SHx8P4N8FpnKjvBsgKipK5c5WAKhatSqmTp2Kw4cPiyPOqWSwryUtMpkMderUQdu2bTVuT0tLw44dOwAAtWrVQqNGjUqzenqJ54hmevMVh3LqhPxWaa5duzaA7MUhkpOTeVtnAezZsyfXkTCaREdHi6M88upkyGQyWFlZ4enTp3j27Jna9vdvS8gpIyMDe/bsAZB90tevX7/A9SvrChuPvCxbtgyCIKBChQr5ftDJ71zZuXMnAMDY2BgtWrQolvqVZ7xmSQ9jIi2MR9lx9OhRsSM+btw4jVMskXby6hMlJCTg6NGjAIDmzZvD1NQU9+7dE6cPqFevHt69ewdvb28cOXIEjx8/RlZWFho2bIg+ffrAyckJFSpUKJXjKA8mT56MESNGICYmBsOGDcOPP/4Ie3t7xMfHY//+/eJUAAMHDtT4Bf7du3exatUqGBsbw9PTU+PUAqSusOeAJllZWYiLi0NUVBROnDiBXbt2IS0tDY0aNcLo0aNVyirboGrVquV5fijbIEEQ8Pz5c71P/Cin6Mkv6a5MSAPZd0Iq49u9e3cMGjRIq4E0VHDsa0lfUlISXr58iaCgIHh7eyM8PBxGRkaYO3cu249SwHNEM71JNCtHFOQ1AhaAyoeft2/flvt/gOJQ2KRmztEdBY3H27dvC/U31qxZg8ePHwMAHB0dc701sTwqriRzWFgYrly5AgDo378/qlWrVuTX8vX1FUeE9OrVi0mGAuA1S3oYE2lhPMqOTZs2AcgeoTZgwAAd10b/zJs3T1zbYsiQIQCA169fi9vT0tLQp08fPHr0SGW/+/fvw9PTEydOnMCGDRs0zjdM6lq3bo3Nmzdj4cKFuHPnDsaMGaOy3dLSEuPHj/9/7N15WBPX+zbwOwgUAQVRal1Q3KJ1qys/q1a/tVartlZtccVdEbTiRtVKFW217lq3Wuu+lIq4416VqrVURQRBrVrcRVSIIoJIgHn/yJtpkABJJkBI7s91cV2YmUnO8HjmnHly5hx4eXnlOvb169f4+uuvoVQqMXHiRM49ayTa6oA2N2/eRPfu3XO81qVLF8ycOTPX03jqNqigp/Q02yDN5KmlksvluHr1KqKiopCamqp1bngAOH/+vPi75ojmSpUqFXoZ6T/sa5m+gQMH5hglW6lSJSxdupRTLhUR1hHtLCb7pp5Dq6BvPzW3q48h48rIyBB/Lyge6hEC+sRi7969WL16NQCgZs2aGDZsmAGlJHViwNraWtLf8K+//sKsWbMAAOXLl8eECROMUj5zx2uW6WFMTAvjUTKcPXtWnKJh0KBBnIahiK1atQp79+4FAHh4eIhJNM3RhAEBAbh9+zaGDh2KY8eOISYmBkeOHEG/fv0AqKbRGjdunLgAERUsOTk5z5vI5ORkREdHIz4+Pte2RYsW4ebNm2jatClGjBhR2MW0CHnVAW0SEhJyvXb8+HHMmTMn1/QN6vakoNH+mm2Q5j2QperSpQsA1TVo0aJFWvfZsWOHOM0iAPHpCyp67GuZvkePHuX696xZsxAREVFMJbIsrCPaWUyiuVSpUjrtx0504dMcXaxtZWhN+sZj586d+OabbyAIAsqWLYsVK1bwptYACQkJOHLkCACga9euBT4KkpfTp0/D19cXGRkZsLGxwdKlS+Hq6mrMopotXrNMD2NiWhiPkmHjxo0AVNMr5TeSkIxv5cqVWL58OQDVI5tLliwR+2CvXr0S93v69CmmT5+OqVOnonr16rC1tUWNGjUwc+ZM+Pj4AFCNLjxx4kTRn0QJ9OOPP2LMmDG4cOECvvzyS4SGhiImJgZnz57F7Nmz4ezsjNDQUPTr1w937twRjwsPD8fWrVtRunRpzJs3T+drHOUtvzqgTaNGjXD27FnExMTg4MGD+PLLL6FUKrF//34MHjw4R8JTHR9j38uYu//973/iAolBQUHiHNvJycmIi4vDokWLEBgYmGOuU/WaPVT02Ncyfdu2bUNMTAz++usvfP/993BycsK1a9cwfPhwREZGFnfxzB7riHYWk2hWJxsL+vZAczvnfiocmiM80tPT891X/c2/LrFYvXo1AgICkJ2djTJlymDt2rWoXbu2tMJaqEOHDonzaBu6yvzu3bsxevRopKenw8bGBsuWLctz4QLKjdcs08OYmBbGw/QpFApxCqaPP/64wMcKyTiysrIQGBiIFStWAFAtCLRp06YcX/Rqfglfu3btPL8E0JxTW/0FNOUtIiJCfKpu7NixmDNnDuRyOWxtbVGhQgV4enoiODgY5cqVw+PHj8Unvl68eIGpU6dCEAR8/fXXFrW2SGHQpQ5o4+LiggoVKsDW1ha1a9fGnDlzxKlPNBfIBgxrgzjXuYrmY/1Hjx5F79694eHhga5du2Lt2rVo3LgxAgICxP3N/RFzU8a+lumrVasWbG1tUb58efTu3RtbtmyBra0t0tPTsWDBguIuntljHdHOYhLN6k5ySkpKvvtpzgVcrly5Qi2TpdKcn0bXeOQXi4yMDEyZMgU//vgjANWiHFu2bOGCcxIcO3YMgGohRX2Tw4IgYMmSJfjmm2+gVCphb2+PNWvW4KOPPiqMopotXrNMD2NiWhgP03f8+HFkZWUBALp161bMpbEML1++hLe3N7Zv3w4AcHd3R1BQEKpXr55jP82F0/Jr5+3s7NCoUSMAyPEoO2mnXvi4QoUKueZmVnNzc8PIkSMBqKYXu3PnDmbOnImEhAS0adMG/fv3L7LymiNd64CuRo8eLSY6NUf1q784Yxukv3LlymHr1q2YMWMGGjduDHt7ezg6OqJJkyaYOXMmgoKCxLYDAJ+GLEbsa5U89erVE6cIunTpEhQKRTGXyLyxjmhnMYsB1qhRA+fPn881h82b1NtdXV25SmchqVSpEuzs7JCenp5vPARBEOdKq1KlitZ9kpOT8dVXX4kLRtSsWRO//PIL3NzcjF9wC/H06VNER0cDAD755BO9FlJ8/fo1pkyZgsOHDwNQ1aM1a9ZoXVWd8sdrlulhTEwL42H61F9aOjs7o3Xr1sVcGvMXHx+PUaNG4caNGwCApk2b4qefftK6iJ/mlFgFjbJUJ6ULegqNIC6o2KhRo3wf9/fw8MhxzMGDBwGo5jQvaAFA9Rf3VapUwcmTJ6UW2azoUwd0ZWdnhzp16iA6OhoPHjwQX1ePOn/69CkyMzNhba39tlrdBllZWXEhOw02NjYYMGBAnk9TXL9+HYAqIePs7FyURSMN7GuVTA0bNsTOnTsBAA8ePOBivoWIdUQ7ixnRXLduXQCqAKtXhtTm6tWrAIB33323SMpliaysrMQpLa5du5bnfjdu3BDnQtMWj6SkJPTr109MMnt4eGD79u1MMkv0559/Ijs7G4DqUWddpaWlYfjw4WKSWS6XY8eOHUwyG4jXLNPDmJgWxsO0ZWRk4Ny5cwCADz/8kHNsFrLbt2+jd+/eYoKta9eu2Lx5c543l9WqVYODgwMA4N69e/m+d2JiIgDkmDOVtFNP+abP4mVc6Mw49K0DCQkJ8PX1xWeffVbg/OPqOc01v5RRt0FZWVniZ2qjboNq1KjBdWP+v+zs7HzbbUB1PwKAT6gWM/a1TMvixYvRt29fTJkyJd/9NL8YtoRpGooT64h2FpNobteuHQDVKNk//vhD6z6PHj0SE5/t27cvqqJZJPXf9/z587lWcVZTj9KwsbERF41QS0lJwZAhQ8THOLt3744NGzbAycmpEEttGS5evAgAsLa2RuPGjXU6RqlUwtfXFxcuXAAAtG7dGr/99hsqV65caOU0d7xmmR7GxLQwHqYtJiZGTLo1a9asmEtj3uLj4zFkyBA8ffoUADBy5EgsWbIk35HKMplMrENnz57N8UinpufPn+PKlSsAmPDRRc2aNQGoHlfWXHDxTREREeLvtWrVQmRkZL4/06ZNE/c/ePAgIiMjxVHQZFgdKFu2LM6cOYMbN27g0KFDee736NEj/PvvvwBUowTVPDw8xMRxXiPL09LS8PfffwNgG6S2a9cuNGzYEG3btkVycrLWff755x/ExsYCADp27FiUxaM3sK9lWuLj43Hp0iUcOXIkz3YbAM6cOQMAcHBw4Jz/hYx1RDuLSTS7ubmhZcuWAIBVq1Zpbdjmz5+P7OxsODs7o2fPnkVdRIvSvXt3lCpVCi9fvhQX6tAUHx+PTZs2AQB69uyZax6bgIAAcfRAnz59sGDBAo6WMhL1DWXdunV1HnmxZMkSsSP94YcfYs2aNTnmfyT98ZplehgT08J4mDZ1WwIwQVmYMjMzMWHCBHGqsYkTJ8Lf3x8ymazAY/v27QtANVrzu+++07oi+qJFi/D69WtYWVmhR48exi28Gfr0008BAKmpqVi4cKHWfR4+fIhffvkFgGouzdq1a8PBwSHfH83HbO3s7ODg4MDRsf+foXXA3t5eTGIePnxYnDZOk1KpxIwZM5CdnQ2ZTAZPT88cx3fu3BkAsGXLlhzTaqitWLECL168gLW1Nby8vAw+R3PSpEkTZGVlITMzE8HBwbm2v379GjNmzAAAvP3222KdouLBvpZpUc+9nJ6eLq5P9ab9+/fj7NmzAIBevXpZxDQNxYl1RDuLSTQDwLRp01CqVCncv38fAwYMwJkzZ6BQKHD16lX4+fmJj/yPHj1afJyQCoe7uzsGDhwIANi0aRO+/fZb/Pvvv1AoFDh27Bi8vLzw/PlzODk55VpM5dSpUzh69CgA1cgCf39/pKWlITU1Nc8fzQUlKG+CIIijxOVyuU7H3Lx5Exs3bgSgmi9w1qxZUCqV+cYjMzOz0M7BnPCaZXoYE9PCeJgu9QjAUqVKiaM8yfiCg4MRFRUFAOjQoQO8vLzybX9TU1PFhHKrVq3EG57Q0FB4e3vjwoULUCgUuHbtGiZMmICQkBAAwLBhwzgqSgedO3dG27ZtAQC//vorfHx8EB4eDoVCgfj4eOzYsQN9+vSBQqGAjY0NAgMDi7nEJZ+UOjBp0iQ4OjoiKysLQ4cOxfr163Hr1i0oFAqcOXMGAwcOxOnTpwGo6oB6YUy1iRMnwsHBAcnJyRgwYAAOHz4MhUKBuLg4BAYGYsOGDQCAAQMG5LnejKWpVasWPvzwQwDA8uXLsWbNGty9exeJiYk4efIk+vTpg+joaMhkMsyaNYuP/ZsA9rVMR/v27cX68+uvv8LPzw9RUVFQKBS4ceMG5s6dK06r4e7ujrFjxxZncS0G60huMkHb8IUCqBvKhw8fGr1AhW3v3r0ICAjIM9E1cOBAfPvtt0VcKulMLSbquWpGjhwJf39/rftkZGTAz88PYWFhWreXLl0a69evR/PmzXO8PmTIEISHh+tVni1btuS7qrqxlcR4AKp5GNu0aQMA8PX1xfjx4wt874CAAHGxAV3NnTsXvXr10usYqUwtJrriNcv0MCamhfEwTSNGjMCZM2fwzjvv4NSpU8VdHMlMNR6dOnXC3bt39TrmxIkT4mKASqUSAQEB2LdvX5779+zZE999953JjYoy1Zi8fPkSEydOzPf/vaOjIxYuXIgOHTro9J6//fYbZs6cCSBn/ExJccVDah24ePEi/Pz8xLnItRk+fDi+/vprraOk//rrL4wZMwZpaWlaj/3444+xbNkylCpVSq8yGoOp1hGFQoHBgwfnObe1ra0tZs2apfO9wooVK7By5UoAwOXLlwtc4LS4mGo8dMG+lulITU2Fn5+fOI+5Ng0aNMDKlStL3DSWJTEeaqwjOWlfHteM9ejRA/Xr18f69evx999/IykpCaVLl0bDhg3Rr18/dOrUqbiLaDFsbW2xevVq7Nu3D7t27cL169eRlpYGV1dXtGnTBt7e3qhWrVqu47Q92kbGoTnXk64rYzMehYvXLNPDmJgWxsM0paSkANC9LSH9KRQKvRNsb7KxscGCBQvw+eefIzg4GJcuXcKzZ8/g4uKC+vXro3fv3jonQ0nF0dERa9aswYkTJ7Bnzx5cvnwZz549g62tLapXr4527drBy8sLrq6uxV3UEs8YdaB58+YIDQ3Ftm3bcPLkSdy9exeZmZl4++234eHhAS8vr3wXtm7dujUOHDiAtWvX4syZM3j8+DFsbW1Rt25d9OrVC1988QWsrCzqIeICubi4ICQkBFu2bMHhw4dx69YtZGVloXLlymjbti2GDBmi9R6Qig/7WqbDwcEB69atw+HDh7F7927ExsYiJSUFZcqUQf369dGtWzd8/vnnsLa2uFRfsWIdycniRjSbK8bEtDAepocxMS2Mh+lhTEwL42FaGA/Tw5iYFsbD9DAmpoXxMD2MiWlhPEyPoTHh16tEREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCSJTBAEQd+DqlSpUhhlISIiIiIiIiIiIiIT8PDhQ73254hmIiIiIiIiIiIiIpLEWsrB+ma1qfCoR5kzJqaB8TA9jIlpYTxMD2NiWhgP08J4mB7GxLQwHqaHMTEtjIfpYUxMC+NhegydzYIjmomIiIiIiIiIiIhIEiaaiYiIiIiIiIiIiEgSJpqJiIiIiIiIiIiISBImmomIiIiIiIiIiIhIEiaaiYiIiIiIiIiIiEgSJpqJiIiIiIiIiIiISBImmomIiIiIiIiIiIhIEiaaiYiIiIiIiIiIiEgSJpqJiIiIiIiIiIiISBImmomIiIiIiIiIiIhIEiaaiYiIiIiIiIiIiEgSJpqJiIiIiIiIiIiISBImmomIiIiIiIiIiIhIEiaaiYiIiIiIiIiIiEgSJpqJiIiIiIiIiIiISBImmomIiIiIiIiIiIhIEiaaiYiIiIiIiIiIiEgSJpqJiIiIiIiIiIiISBLr4i5Acbh+/TrWrVuHc+fOQaFQwMnJCQ0bNkT//v3Rvn374i6eWYqOjsaWLVsQERGBpKQk2NnZoU6dOujWrRt69+4NW1tbrce1bdsWT58+LfD9Q0NDIZfLjV3sEi08PBw7duxAVFQUEhMTYW1tjapVq6Jt27YYNGgQKlWqpNP7ZGZmok+fPoiNjcWhQ4dQq1atfPcXBAH79+/H/v37ce3aNbx48QJOTk5o1qwZBg0ahJYtWxrj9Eq8zZs344cffsDIkSPh7++f536CIGDfvn3YuXMnrl27BqVSiYoVK6J9+/YYOnQoqlSpku/nxMXFYePGjQgPD8eTJ09gY2MDd3d3fPzxxxg4cCAcHR2NfWolkq7xUCgU2Lx5M06ePIn79+9DJpOhatWq+PDDDzFgwABUrFgxz2ODg4MxY8aMAsvSuXNnLF++3KDzMCe6xgRQtevbtm0T/59bW1ujVq1a+PTTT9GvX7882xhtsrKyMGDAAFy6dAk9e/bEvHnzpJ6KWSjMeKxYsQIrV67UqzxfffUVxo4dq/d5mAtd4yG1H8U2XXe6xiQtLQ0hISH4/fffcfPmTbx8+RKOjo6oV68eunXrhp49e8LGxibHMbt378Y333yjV3ks8fplaN9XStuuzfHjxzFmzBh07doVS5cuNcapmSVD42VIHSLpmEMxbfr006hwsI78x+ISzSdOnMC4ceOgVCrF1xITE/HHH3/gjz/+QP/+/REYGFiMJTQ/69evx6JFi5CdnS2+plQqERkZicjISOzevRvr1q2Di4tLjuOePn2q080R5ZSVlYXp06dj165dOV7PyMjAjRs3cOPGDQQHB2Px4sX48MMPC3y/BQsWIDY2VqfPTklJwejRo3H+/PkcrycmJuLYsWP4/fffMXbsWIwZM0b3EzJDUVFRWLJkSYH7ZWdnw9/fHwcPHszx+r1797B161bs2bMHK1asQOvWrbUeHxoaimnTpiEjI0N8LSMjA1euXMGVK1ewa9curF+/HtWrV5d2QiWcrvG4fPkyfHx8kJSUlON1db0KCgrCokWL8L///U/r8VeuXDFGcS2CrjEBgA0bNmDRokXIysoSX3v9+jUuX76My5cvY//+/diwYQOcnJx0er81a9bg0qVLBpXbXBVnPPLi4OAg6fiSTNd4SO1HsU3Xna4xuXPnDkaNGoU7d+7keP358+f4+++/8ffffyMkJARr1qzJ1S/WlyXVESl9X6lt+5vu3Lmj05fKlkxKvIqyDtF/mEMxbfr006hwsI7kZFGJ5qtXr2LixIlQKpVo0KABJk+eDLlcjvj4eKxZswbHjh1DUFAQ3N3dMXjw4OIurln4448/sGDBAgBArVq14O/vj4YNG0KhUGD79u3Yvn07rly5ggkTJmDz5s05jtVMyoSFheV7U1q6dOnCOYES6McffxQ7bu3atYO3tzdq1aqFZ8+eITw8HMuXL0dycjLGjRuHHTt2oF69elrfRxAELFiwIFdc8iIIQo4b0n79+qF///5wdnbGlStXsHDhQsTFxWH58uWoV68ePvroI+OccAkTERGBUaNGIT09vcB9ly5dKiaZBw8ejL59+8LJyQkXLlzA/PnzER8fDz8/P+zfvx+VK1fOcey1a9cwdepUZGZmomLFivD394eHhwdSU1Nx4MABrF27Fvfv34ePjw/27dun14hPc6JrPBQKhXgj6uTkhLFjx6Jdu3Z46623EBkZicWLF+PBgwcYP348du3apXXkv/qa1rdvX0yePDnPz7K2tqimORd96siuXbswf/58AECDBg0wfvx41K9fHwkJCQgKCsKuXbsQGxuLgIAAnUbMxsbG4qeffpJ8DuakKOIxatQoDBs2LN/3TkhIQP/+/fH8+XO0aNECXl5e0k6shNInHlL6UWzTdadrTF69eoURI0bg/v37sLW1hY+PDz755BOUK1cO9+7dw2+//Ya9e/fi8uXLGDNmDIKCgiCTyQAA3bt3R+fOnfN9/5cvX8LLywv37t1DjRo1MG7cOKOdo6kztO9rjLZdU1xcHIYOHZoraU05GRovKXWIDMccimnTp19AhYN1RAvBAJUrVxYqV65syKHFytvbW5DL5UKHDh2ElJSUHNuys7MFPz8/QS6XCy1atBCSk5OLqZSGMdWY9O3bV5DL5UKbNm2EpKSkXNvnzZsnyOVyQS6XCxcvXsyxbcWKFYJcLhc++uijoiqu0RRXPJ48eSI0aNBAkMvlwtixY4Xs7Oxc+9y5c0do2rSpIJfLhVGjRml9n6SkJGHYsGFibNQ///77b56fvWPHDnG/jRs35tqekpIifPDBB4JcLhc8PT0NPkdDmUId2bhxoxgf9c/ChQu17puQkCDuO2/evFzbHz58KHh4eAhyuVyYOnVqru2TJk0S5HK58N577wlxcXG5tm/dulUsw/79+6WfnJ5KWjwWLFggyOVy4d133xXOnz+fa/u9e/fEeqUtHhkZGULDhg0FuVwu7Nmzx+jnYgwlLSZJSUlCy5YtBblcLvTp00d4+fJlrn2+++47na5fgiAIr169Ej755JMcnz1lyhSjnJchLD0emjIzM4XevXsLcrlcaNWqlfD48WODz8lQJS0egiCtH2XqbboglLyYbNiwQdzn5MmTWvdZs2aNuM/Ro0f1Kov6PqZRo0bCP//8o/e5SFUS+75S23ZNoaGhQpMmTXL8Xxg/frz0E5TAFOrIm6TEq7DrUGEzxXjogjkU06Vvv8DUldR4sI7kZjGLAcbFxeGPP/4AAIwcOTLXvKQymQxTp06FlZUVXrx4gcOHDxdDKc1PTEwMAKBjx45aH1/q27ev+Pvly5dzbFOPxGnUqDJdvWIAACAASURBVFEhltC8nDhxQnxcY/z48Vq/xa9evTp69eoFAPjzzz9zPN6RkZGBjRs3okuXLvjzzz8BqEal6WLLli0AAA8PDwwZMiTXdkdHR3z55ZeQyWS4e/cu0tLS9Dq3kiwiIgKenp6YO3eu+E1nQbZt2walUgk7Ozv4+vrm2l65cmXx73zgwAG8fPkyx3Z13WvZsiVq1qyZ63hPT09x5Gx0dLS+p1SiGRKP33//HQDwf//3f1rnJHVzc0OLFi0AqB5fe9PNmzfFKUx4TcvNkJjs27cPycnJsLGxwdy5c7U+Jq6uI6VLly7w//nChQtx69YtfPDBB6hQoYJB52EuTCEemtasWSPWq1mzZuHtt9/W+VhzYEg8AGn9KLbp+TMkJkeOHAEANGnSJM+py4YNGyaOPA8LC9O5PPv27RPff8KECahbt67Ox5Z0Uvq+Utt2APjnn38wfPhwTJo0CWlpaahWrRrKli0r/cTMlJR4FWYdIu2YQzFNhvYLyPhYR7SzmETzmTNnxN/zapgqVaqEd999F8B/HQ8ynCAIsLJS/RfLzMzUuo/mI+LqfdWuXr0KAGjcuHEhldD8PHnyBHZ2dihTpozW5KJatWrVAKjmyn727Jn4+unTpzFv3jw8f/4crq6uWLVqlU6PJ//777+4ceMGAGDEiBF57ufr64vY2FicO3cO9vb2up5Wiefj44PLly/DysoKAwcORFBQUIHHnDp1CgDQokWLPG9Y1I8qZ2Rk4PTp0zm2qTvuedU9mUwm7lOqVCndTsRMGBKPAwcOYN++ffj2228L3Ffb1BfqhE9BddNSGRIT9bQyHTt2RI0aNbTu4+bmhqioKERFRYk3rdr8+eef+PXXX+Hk5IQ5c+YYdhJmpLjjoenOnTtYvXq1+N6dOnXS8SzMhyHxAAzvR7FNL5ghMXn27BmsrKzyjYe1tbW4yO+TJ090Ksvz588xd+5cAEDDhg0xaNAgnY4zF1L6vlLbdgCYMmWKODjj008/RUhICMqUKaPvaVgMKfEqrDpEeWMOxTQZ2i8g42Md0c5iJoK8du0aAMDV1TXflYPr168vLpRF0shkMjRq1AgREREICwvDs2fPUK5cuRz7aC4C0bx5c/H3pKQkJCQkAFBVzMWLFyMsLAz37t2DjY0N6tSpg+7du6N3794WP5+pJj8/P/j5+eUa3fqmu3fvAlDF6M0kpr29Pby8vODt7Y0yZcpg9+7dBX6uejS6lZUVPDw8cmxTKpXiys+WugK0TCZD27ZtMXHiRJ2+cVYqlYiLiwOQ/4jyOnXqwMbGBkqlErGxsejatau4rXHjxrh9+zYiIyNx584duLu75zg2NDRUHCGiHq1jKfSNBwDY2trmOZ85oBrRFB4eDkA13+Cb1G1Kw4YNcfLkSYSEhCAqKgovX76Eq6srWrVqhREjRhQ4/6O5MqSO/PPPPwCAVq1a5dimXnhW/eVlQXP4P3/+HN988w0EQUBgYGC+fQRLUZzxeNO8efOQkZEBW1tbTJ06Va9jzYUh1ywp/Si26QUzJCbHjh1DVlYWXr9+nec+WVlZePDgAQDovGDmypUrxURcQECAxX15LKXvK7VtV3vvvfcwYcIEvP/++/oW3+JIiVdh1SHKG3MopsmQNogKB+uIdhaToXv48CEAoGrVqvnup15QS6FQIC0tzeJGaBjb+PHjMWzYMCQmJmLQoEGYNGkSGjRogOTkZOzevRubNm0CAPTp0yfHRTI2Nlb83d/fP8f0Dq9fv8alS5dw6dIl7N27F6tXr0b58uWL7JxKgjcf2dCUkpKCAwcOAFA9TmtnZydua9KkCU6fPq33SAz1yKeKFSuidOnSiIuLw7p163Dq1CkkJSWhdOnSaN68OUaMGGGRnfAdO3bkOcJPm4SEBHEksnpUhjYymQyVKlXCvXv3xE61mo+PD8LCwvDixQsMGzYM/v7+aNasGdLT03Hs2DGsWrUKAPDBBx+gY8eOBpxVyaVvPLTJzs7G8+fP8fDhQxw+fBjbt29HRkYG6tSpA29v71z7qzsVERER4k2rWnx8PHbv3o39+/dj5syZ8PT0lFS2kkjfmNy6dUtsF6pXr47Xr19j8+bNCA0Nxe3bt5GdnY2aNWuiR48eGDhwIN5666083yswMBBPnjxBly5d0K1bN8nnYg6KMx6aLl68KD763L9/f7i5uel/MmbAkGuWlH4U2/SCGdqOlCpVKt97iwMHDuDFixcAdPsS+MGDB9i+fTsA4OOPP0azZs30LpO5MLTvq0nfth1QLdzMJ5X0Z2i8jF2HKH/MoZgmY9zLkHGwjmhnMYlm9Tf9Bc2ZpZlge/Hihdn/ByhsLVu2xIYNGzB37lxcuXIFo0aNyrHdxcUFo0ePzjU9g+Y3PaVLl8akSZPQoUMHlC1bFnFxcdi4cSOOHz+O6OhojB49Glu3boWtrW2RnFNJN3v2bDx//hwAMGDAgBzbDJ2X9OnTpwAAZ2dnHDhwANOmTcsx2uDVq1f4888/8eeff2L06NEWtRI6AL07AprTmeh6zVJ3qtVq1qyJbdu2Yfbs2Th//jwmTJiQY7u9vT3Gjh0Lb29vi1uR2xgds5s3b6J79+45XuvSpQtmzpyZawRNZmYmrl+/DkA1GrB9+/YYNmwY5HI5UlNTcfr0aaxYsQLPnj3D9OnTUa5cOYtL/usbE/U1B1BNHdOjRw/cunUrxz43b97EwoULcfjwYaxdu1brOgF79+7FkSNH4OrqipkzZxpUdnNUXPF409q1awGoRs4OGzZMrzKZE0OuWVL6UWzTC1YYN/hPnjzBggULAKj+9p9++mmBx2zatEn8EuHNPjb9J7++ryZ92nY1JpmNT9d4vcmQOkT5Yw7FNDHJbDpYR7SzmDma1R3kvL7BVtPcnt9jOaS75OTkPCtScnIyoqOjER8fn+P1ly9fomzZsihXrhx27tyJoUOHonr16ihXrhxatGiBVatWiR2PqKgohISEFPp5mINVq1Zh7969AFQL/LzZmTZUamoqAODRo0eYOnUqnJycsHDhQpw/fx7R0dHYsGGD+GjiTz/9lGPKFMpNvWgcUPA1Sz0yUNv1Kjk5GQ4ODloTya9evUJsbCxu374tsbSWSf1Iuqbjx49jzpw5uR4HTUhIgKurK6ytrTFkyBD88ssvaNWqFVxcXODm5oYBAwZg+/btKFu2LARBwPfff5/j/wDlpr7mAKpHxW/fvo2hQ4fi2LFjiImJwZEjR9CvXz8AqpGd48aNgyAIOd4jPj4es2fPBgDMmTMHzs7ORXcCZsYY8XjT7du3xcVVevTowSlN9CSlH8U2veilpKTAx8cHiYmJAIDJkycXeNP64sUL8W/funVrLjSbB336vvq07VQ4DL1XMaQOUcGYQyHKH+uIdhaTaNZ1vrKCbnxIPz/++CPGjBmDCxcu4Msvv0RoaChiYmJw9uxZzJ49G87OzggNDUW/fv1w584d8bjJkyfjwoULOH36NKpXr671vSdPnizO+cybnIKtXLkSy5cvB6B6dGPJkiW5FmA01KtXrwCo5jp1dHTE9u3b0b17dzg5OcHOzg5t2rRBUFCQOOpjyZIlTKTlQzMuBY02zuuaFRwcjMGDByMsLAwdOnRASEgIYmJicO7cOSxduhRubm4ICwvDgAEDcOnSJaOW3xI0atQIZ8+eRUxMDA4ePIgvv/wSSqUS+/fvx+DBg3M8pl61alWcOHEC0dHRmDJlitb3c3d3h4+PDwDVja56YSHSTn3NAVSjL6dPn46pU6eievXqsLW1RY0aNTBz5kzxb3r+/HmcOHFCPCY7OxtTpkxBSkoKevfujfbt2xf5OZgTqfHQZtOmTRAEATKZDCNHjizU8psjKf0otulFS6FQYOjQoeIo9N69e+OLL74o8Ljt27cjLS0NAPKc1sHS6dv31adtJ+Mz9F7F0DpEBWMOhSh/rCPaWUyiWb34TEHfHmhuL+hbCcpfRESEuFL82LFjMWfOHMjlctja2qJChQrw9PREcHAwypUrh8ePH2PWrFm53iO/6TDUNzuAamV13uRol5WVhcDAQKxYsQIA8M4772DTpk1wdXU12mdoLu40fPhwrfMKOzg4YPTo0QCAxMREREREGO3zzY3mEwDp6en57qv+f695vbp//z6+//57ZGdno1evXvjpp5/QuHFj2NrawtnZGV27dkVISAjc3d2RkpKCadOmISsrq3BOxky5uLigQoUKsLW1Re3atTFnzhzxseXY2Fjs2bMn1zHW1tb53jB99NFH4u/R0dHGL7QZ0bzm1K5dO89Ha319fcVH1Y4cOSK+vmHDBpw/fx5Vq1a12AXmjElqPN6UmZkpbm/evHmeiVIqmCH9KLbpRef+/fvo378/YmJiAACffvqpztP4hIaGAlAl5N5chNPSGdr3NaRtJ+mk3KtIqUNUMOZQiPLHOqKdxSSa1Tc2KSkp+e6nOc+pepQHGea3334DoJr3N69549zc3MSRSn/99VeOUc26UN/8CIKQY15bUnn58iW8vb3FhWLc3d0RFBRk9Jt2BwcH8ff8bnY0V6//999/jVoGc6I5h5Ou1yzN61VISAiUSiVsbGzyHEHr7Owsztt869Yt/P3331KLbfFGjx4tfklQ0GhNbdSLRACq0TmUN81FhP7v//4vz/3s7OzEx8nj4uIAANevX8eyZctgZWWFefPm5bh+kWGkxEObc+fOifNzdu3a1UilJG209aPYpheNiIgIeHp6ilNY9e3bFwsXLtRpdNTdu3fFRRu7dOlicWst5MfYfV+pbTvlT0q8pNQh0g1zKET5Yx3RzmISzeoJ0x89epTvfurtrq6uXFxOIvVCQI0aNYKNjU2e+2neqLy5eFBBjxhoPsJm7hOq6ys+Ph79+vUTH8Fv2rQpfvvtN60jk6TSXGVVPWewNpo3rwWN1LVklSpVEr/pzO+aJQiCOJ+gZlzV9ahGjRr5zjubX90j/dnZ2aFOnToAgAcPHuTars/1THNEIeWm6zUH+C8Jqr7mHDt2DBkZGcjOzoaXlxfq1q2b60c9x+OePXvE13bv3l1IZ1PySYmHNseOHQOgehzxk08+MUIJLZch/Si26YXvwIEDGDp0KJ49ewaZTIbx48dj1qxZOk9pdvToUfH3bt26FVYxS5zC6PsW1LaT4aTES2odIt0wh0KUP9YR7SzmSly3bl0AqgDnN/L16tWrAIB33323SMplztSPYOozn5lSqURSUhI++ugjNG3aVFw5OC/qETQVKlTIMQrU0t2+fRu9e/cWR7t07doVmzdvhouLS6F8nmZ9uXfvXp77JSUlib9zYae8WVlZoXbt2gCAa9eu5bnfjRs3xPqlGQN13dNnOhnOO5i3hIQE+Pr64rPPPitwNJN6blPN5MyyZcvEhZo0v81+k+YIT64mnb9q1aqJSa78rjkAxKQxrzmFx9jxOHPmDADVtBnly5c3Uikth9R+FNv0wrVlyxb4+/sjIyMDtra2WLx4MXx9ffV6D3UdqVKlCho0aFAYxSxx9O37Sm3bSRop9yrGqEOkG+ZQiPLHOqKdxSSa27VrB0A1skO9ivmbHj16JCZ1uDCQdOpFYi5dupRjoaA3ac7rV6tWLbi4uCA1NRVpaWk4ffp0nqNxnjx5gvDwcAD/xZdUowOGDBmCp0+fAgBGjhyJJUuWFGrnuHXr1uI3c4cPH85zP80Fzpo0aVJo5TEH6mvQ+fPn81zp/OTJkwAAGxsbvP/+++Lr6rp37949PHz4MM/PeLPukXZly5bFmTNncOPGDRw6dCjP/R49eiQmbRo2bCi+Xr58eSQlJUGpVOa7yN++ffsAqL5oaNu2rZFKb55kMpl43T979myeCfznz5+LiwOprzmjRo1CZGRkvj/q5OZnn30mvta9e/ciOLOSSUo83vT48WPxutWsWbNCKK35k9qPYpteeEJCQjBnzhwIggBnZ2ds2rRJ7xHJSqUSly9fBqAaAUqG9X2ltu1kOCn3KsaoQ6Q75lCI8sc6op3FJJrd3NzQsmVLAMCqVauQnJyca5/58+cjOzsbzs7O6NmzZ1EX0ex8+umnAIDU1FQsXLhQ6z4PHz7EL7/8AgCoV68eateuDZlMhs8++wyAaqTNr7/+mus4pVKJgIAAKJVKlCpVCkOGDCmckyhhMjMzMWHCBHE6hYkTJ8Lf37/Q5+4rW7asOI/mwYMHxZE2mpKSkvDzzz8D4OJOuujevTtKlSqFly9fioujaIqPj8emTZsAAD179swx15O6w52dnY3Zs2drXejvxYsXWLJkCQDVIzxcSChv9vb26NixIwBV0kXbQn1KpRIzZsxAdnY2ZDIZPD09xW2dO3cWkzaLFy/W+sXBuXPnxPkJO3fuDDc3t8I4FbPSt29fAKqRZt99953WZNqiRYvw+vVrWFlZoUePHgBUi6M5ODjk+6O+ZlpbW4uvWVtbF93JlUCGxuNNsbGx4u9MXhpGaj+KbXrhuHLlirjwtbOzM7Zu3YrmzZvr/T5xcXHiVCVMNBve95XatpNhpNyrGKsOke6YQyHKH+uIdhaTaAaAadOmoVSpUrh//z4GDBiAM2fOQKFQ4OrVq/Dz8xNHbYwePZqLAxlB586dxVF5v/76K3x8fBAeHg6FQoH4+Hjs2LEDffr0gUKhgI2NDQIDA8VjfX19xZWGf/jhB8ybNw///PMPFAoFwsPDMXjwYJw+fRqAKl7qRxYsXXBwMKKiogAAHTp0gJeXF1JTU/P9KWj+Rl1NnjwZ5cuXhyAI8PX1xcqVK3H79m0oFAocO3YMffv2xZMnT2BjY4MZM2YY5TPNmbu7OwYOHAgA2LRpE7799lv8+++/4t/Ty8sLz58/h5OTU67FNhs1aoQ+ffoAUI169vLyQlhYGJ4+fYonT57g4MGD4uIpMpkMAQEBfBy0AJMmTYKjoyOysrIwdOhQrF+/Hrdu3YJCocCZM2cwcOBA8Zo0bNgwccEzQJXIVz/S+eDBA3h6euL48eN4/Pgx7t27h59//hne3t7IzMzE22+/jYCAgGI5x5KmVatWYmctNDQU3t7euHDhAhQKBa5du4YJEyYgJCQEgCom7u7uxVha82eseGhOIaOeF5X0J7UfxTbd+GbOnClOUxUYGIgqVark2z/La95r1pGcpPR9pbTtZBgp8TJWHSL9MIdClD/WkdwsanhO/fr18cMPPyAgIAA3b97EiBEjcu0zcOBADB48uBhKZ56WLVuGiRMn4tSpUwgLC0NYWFiufRwdHbFw4cIcj8i6uLhg3bp1GD16NB4+fIiNGzdi48aNOY6zsrLCiBEj8NVXXxX6eZQUmzdvFn8/efKkTo8dnzhxIsfCP4YqX748tm7dCm9vbzx48AArVqzINRLX3t4e8+fPR7169SR/niWYNGkS7t69i7CwMISEhIhJGrXSpUtj9erVWuM3Y8YMZGZmYteuXYiMjISPj0+ufdQJgi5duhTaOZgLNzc3/PLLL/Dz80NiYiIWLFigde7T4cOH4+uvv871uq+vL5KTk7Fp0ybcunULY8aMybVPtWrV8PPPP4vJISrY999/j+zsbOzbtw+nT58WEwKaevbsiXHjxhVD6SyPMeKhnjbDysqK8/5KILUfxTbduCIiIsTpLgBgwoQJBR7j4eGBrVu35npdc0qsSpUqGaeAJZiUvq/Utp30Z2i8EhISjFaHSD/MoRDlj3UkN4tKNANAjx49UL9+faxfvx5///03kpKSULp0aTRs2BD9+vVDp06diruIZsXR0RFr1qzBiRMnsGfPHly+fBnPnj2Dra0tqlevjnbt2sHLy0trYqVevXrYv38/goKC8Pvvv+PWrVvIyMiAq6srWrZsif79++O9994rhrMyTQqFAnfv3i3WMtSqVQsHDx5EUFAQjh49KsasUqVK+OCDDzBw4EBUq1atWMtYktja2mL16tXYt28fdu3ahevXryMtLQ2urq5o06YNvL298/x7Wltb44cffkCPHj0QHByMyMhIJCYmwtraGpUrV8b777+PQYMGMR56aN68OUJDQ7Ft2zacPHkSd+/eFUche3h4wMvLK89FmWQyGb755ht8/PHHCAoKwsWLF5GUlAR7e3vUqFEDnTt3Rv/+/WFnZ1fEZ1Wy2djYYMGCBfj8888RHByMS5cu4dmzZ3BxcUH9+vXRu3dvdOjQobiLaTGMEY+UlBQAqkSnjY1NURTbbEntR7FNNx5t0zIYSl1HZDIZ3nnnHaO9b0lkjL6vlLad9CMlXsasQ6Q/5lCI8sc6kpNMMOC5+SpVqgBAvotMUdFiTEwL42F6GBPTwniYHsbEtDAepoXxMD2MiWlhPEwPY2JaGA/Tw5iYFsbD9BgaE4uao5mIiIiIiIiIiIiIjI+JZiIiIiIiIiIiIiKShIlmIiIiIiIiIiIiIpKEiWYiIiIiIiIiIiIikoSJZiIiIiIiIiIiIiKShIlmIiIiIiIiIiIiIpKEiWYiIiIiIiIiIiIikoSJZiIiIiIiIiIiIiKShIlmIiIiIiIiIiIiIpKEiWYiIiIiIiIiIiIikoSJZiIiIiIiIiIiIiKShIlmIiIiIiIiIiIiIpKEiWYiIiIiIiIiIiIikoSJZiIiIiIiIiIiIiKShIlmIiIiIiIiIiIiIpKEiWYiIiIiIiIiIiIikoSJZiIiIiIiIiIiIiKShIlmIiIiIiIiIiIiIpKEiWYiIiIiIiIiIiIikoSJZiIiIiIiIiIiIiKShIlmIiIiIiIiIiIiIpKEiWYiIiIiIiIiIiIikoSJZiIiIiIiIiIiIiKSRCYIgqDvQVWqVCmMshARERERERERERGRCXj48KFe+3NEMxERERERERERERFJYi3lYH2z2lR41KPMGRPTwHiYHsbEtDAepocxMS2Mh2lhPEwPY2JaGA/Tw5iYFsbD9DAmpoXxMD2GzmbBEc1EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCQJE81EREREREREREREJAkTzUREREREREREREQkCRPNRERERERERERERCSJdXEXoDhcv34d69atw7lz56BQKODk5ISGDRuif//+aN++fXEXjwCkpqbi888/x/379/HVV19h7NixxV0ksxIdHY0tW7YgIiICSUlJsLOzQ506ddCtWzf07t0btra2Or/XqVOn4O3tDQA4ceIEqlatWljFNiubN2/GDz/8gJEjR8Lf31/n45RKJb788kv8888/Bv29z507h8GDB6NNmzZYv369vsU2W7rGQxAE7Nu3Dzt37sS1a9egVCpRsWJFtG/fHkOHDkWVKlXy/Zy4uDhs3LgR4eHhePLkCWxsbODu7o6PP/4YAwcOhKOjo7FPzSykpaVh27ZtOHbsGO7evYtXr17hnXfeQZs2bTBixAi4ubnp9X6//vorvvvuOwCqPgEZJjw8HDt27EBUVBQSExNhbW2NqlWrom3bthg0aBAqVaqk9bi0tDSEhITg999/x82bN/Hy5Us4OjqiXr166NatG3r27AkbG5siPhvzxr5v0TP0upWeno5mzZohKyurwM+IjIyEg4ODsYteYhl6TZLatiuVSuzYsQOHDh3Cv//+i9TUVJQvXx4eHh4YPnw46tWrVxina/YMjScVDrYjpoXxMD2MyX9kgiAI+h6kbmwfPnxo9AIVthMnTmDcuHFQKpVat/fv3x+BgYFFXCrpSnJMtAkICMDOnTsBoEQmmk05HuvXr8eiRYuQnZ2tdXuDBg2wbt06uLi4FPheCoUC3bt3x9OnTwGYdqLZlGISFRWFwYMHIz09Xe9E88yZM/Hbb78B0P/v/ejRI/Tv3x/x8fFo27ZtsSaaS2I8srOz4e/vj4MHD2rd7ujoiBUrVqB169Zat4eGhmLatGnIyMjQut3NzQ3r169H9erVDTsRiUwpJppu3LiBkSNHIiEhQet2e3t7LFu2DO3atdPp/W7fvo2ePXvi1atXAEw30Wyq8QCArKwsTJ8+Hbt27cpzHwcHByxevBgffvhhjtfv3LmDUaNG4c6dO3ke27hxY6xZs0andqiomHI8CsK+b9GTct2KiopCnz59dPocU0o0F2c8pFyTpLbtCQkJGDlyJG7cuKF1u42NDWbNmoUvvvhCx7MxHlOuI/mREk9TVlLjAbAdMTWMh+lhTHKyqKkzrl69iokTJ0KpVKJBgwbYvHkzwsPDsWvXLnTq1AkAEBQUhM2bNxdzSS3biRMnxCQzGdcff/yBBQsWIDs7G7Vq1cLq1atx5swZ7Nu3D/369YNMJsOVK1cwYcIEnd4vMDBQTDKTbiIiIjB8+HCkp6frdVx2djZmz54tJpn1df/+fQwaNAjx8fEGHW+u9InH0qVLxRvRwYMH4/Dhw/jrr7+wbNkyVK5cGS9fvoSfn5/Wv/G1a9cwdepUZGRkoGLFili4cCFOnTqFQ4cOYfTo0bCxscH9+/fh4+OTZyLaEiUlJWHw4MFISEiAvb09vvnmGxw/fhzHjx/HrFmzULZsWaSlpWH8+PF4/Phxge+XmZmJyZMni0lmMsyPP/4oJgDatWuHbdu2ITw8HIcOHcL06dPh5OSE1NRUjBs3Dv/884943KtXrzBixAjcuXMHtra28PPzw6FDhxAeHo7g4GD06NEDAHD58mWMGTMGBoyFoDew71v0pF63rly5AkCV4Lx48SIiIyPz/DGVJHNxM/SaBEhr21+/fo0hQ4bgxo0bsLa2hq+vL44cOYJTp05hyZIlqFixIpRKJaZPn46rV68WGCwm2QAAIABJREFU/h/CTEiJJxkf2xHTwniYHsZEC8EAlStXFipXrmzIocXK29tbkMvlQocOHYSUlJQc27KzswU/Pz9BLpcLLVq0EJKTk4uplIYpqTF5U2JiotCqVStBLpeLP8uXLy/uYunNVOPRt29fQS6XC23atBGSkpJybZ83b574d7948WK+77Vz584ccZLL5cL9+/cLq+iSmUJMNm7cKDRo0CDH32zhwoUFHvf06VNh0KBBBv+9jx8/LrRs2TLHscOGDZN6OpKUtHgkJCSI+86bNy/X9ocPHwoeHh6CXC4Xpk6dmmv7pEmTBLlcLrz33ntCXFxcru1bt24Vy7B//37pJ2cAU4jJm/z9/QW5XC40btxY6zUpOjpaqFevns51admyZbnqkakyxXgIgiA8efJErAtjx44VsrOzc+1z584doWnTpoJcLhdGjRolvr5hwwbx737y5Emt779mzRpxn6NHjxbaeejLVONREPZ9i57U69bUqVMFuVwuDBo0qCiKazTFFQ8p1ySpbfvSpUsFuVwu1K1bV+v16uHDh0KTJk0EuVwujB8/XuKZ6s9U60h+pMTT1JXEeAgC2xFTw3iYHsYkN4sZ0RwXF4c//vgDADBy5Mhc82DKZDJMnToVVlZWePHiBQ4fPlwMpaSAgAAoFAr06tWruItilmJiYgAAHTt21PpIct++fcXfL1++nOf7PHjwAHPmzIGVlRU+//xz4xfUzERERMDT0xNz584Vv+nUxevXr7F27Vp88skn+PvvvyGTyXQ+FgBu3bqFMWPGYPTo0UhOTsY777yDChUqGHoaZsOQeGzbtg1KpRJ2dnbw9fXNtb1y5coYMmQIAODAgQN4+fJlju3quteyZUvUrFkz1/Genp6wtlYtmxAdHa3vKZmlpKQkHDp0CAAwYsQINGvWLNc+jRs3RvPmzWFtbV3gaLHo6GisWbMG9vb26Ny5c6GU2RKcOHFCfCxw/PjxkMlkufapXr262I7/+eef4v5HjhwBADRp0iTPx52HDRsGJycnAEBYWJjRy29J2Pctesa4bqlHNDdq1KhwC2smpFyTpLTtSqVSfMqsR48e4qi1N4/v1KkTrKysOKJZR1LiScbHdsS0MB6mhzHRzmISzWfOnBF/z+vmplKlSnj33XcBAL///nuRlIv+ExwcjLCwMFSrVg2TJ08u7uKYHUEQYGWlqvKZmZla91EnugCI+74pOzsbkydPRmpqKoYPH46mTZsav7BmxsfHB5cvX4aVlRUGDhyIoKAgnY47fvw4Fi1ahJSUFFSsWBE///wzPD09df7cwMBAHD9+HIDqy4Vdu3Yx0QzD4nHq1CkAQIsWLVC2bFmt+3z00UcAgIyMDJw+fTrHNvWNUl51TyaTifuUKlVKtxMxc0eOHEFmZiZsbGzEG31t1q9fj9jYWGzYsCHPfdLS0jB58mRx6oxq1aoVQoktw5MnT2BnZ4cyZcpo/dJETf03ViqVePbsGQDg2bNnsLKyQuPGjfM8ztraWpwP7smTJ0YsueVh37foSb1uvX79GnFxcQCQbz2h/0i5Jklp2//66y88f/4cgCq5kJfvv/8eV65cwdGjR/U4K8slJZ5kfGxHTAvjYXoYE+0sJtF87do1AICrqysqVqyY537169cH8N9oAioad+/exbx582BlZYV58+bB3t6+uItkdmQymTg6JiwsTGunTHPRjebNm2t9n3Xr1uHixYuQy+Xw8/MrnMKaGZlMhrZt22Lnzp349ttvYWdnp/OxDg4O8PX1xaFDh/C///1P789+99138csvv2DVqlVMMv9/+sZDqVSKN/75jX6uU6cObGxsAACxsbE5tqkTBpGRkVoXQQsNDRVH5LRo0ULnczFn6lHgDRo0QJkyZXJs0xy99NZbb2kd8aRp3rx5uHPnDtq2bYt+/foZv7AWxM/PD9HR0eLojbzcvXsXgKq+qRM4x44dQ2xsbL7rAGRlZeHBgwcAII5sJsOw71v0pF63rl+/Ln4h6eTkhO+//x6dOnVCw4YN4eHhgSFDhuDAgQOcv1yDodckqW27+sk/V1dX1KpVK8cxmrG2tbXNc/AG5SaljSHjYztiWhgP08OYaGdd8C7mQb1KYtWqVfPdr3LlygAAhUKBtLQ0JjyLQFZWFiZPnoy0tDSMGDECzZs3x+vXr4u7WGZp/PjxGDZsGBITEzFo0CBMmjQJDRo0QHJyMnbv3o1NmzYBAPr06aO1033t2jUsX74cNjY2WLhwIWxtbYv4DEqmHTt2oEaNGnof17JlS5w+fTrXIzi6+u677wz6XHOnbzwSEhLEG3/1SEttZDIZKlWqhHv37omJMjUfHx+EhYXhxYsXGDZsGPz9/dGsWTOkp6fj2LFjWLVqFQDggw8+QMeOHQ04K/Nz48YNAKpHZAHg9OnT2LZtGyIiIpCamgoXFxe0b98evr6+4j7anDp1CsHBwXBycsIPP/xQJGW3BPldl1JSUnDgwAEAqsf/Nb/MKVWqVL59qwMHDuDFixcA+KWLVOz7Fj2p1y3NRObw4cNzJCyTk5MRHh6O8PBwHDhwAEuWLGGsNOh7Tbp//76ktv3NWEdFRWHjxo0IDw9HcnIyypQpg9atW2PUqFF6TXtGKoa2MWRcbEdMC+NhehgT7Swm0awevVnQN56aow9evHhh9v8BTMHPP/+MqKgoyOVyjBs3rriLY9ZatmyJDRs2YO7cubhy5QpGjRqVY7uLiwtGjx4NLy+vXMe+fv0aX3/9NZRKJSZOnIh69eoVVbFLPEOTvW+//XaxfK650/fvojn6X9c2RJ0oU6tZsya2bduG2bNn4/z587lGdNrb22Ps2LHw9vYucHSupVBPm+Ds7Iw5c+Zgy5YtObYrFArs2bMHR44cwdKlS7U+rqZQKDBt2jQAwIwZM/IdaUDGM3v2bPGR8gEDBuh83JMnT7BgwQIAqrh/+umnhVI+S8G+b9GTet3SHOlUvnx5fPXVV3j//fdhb2+Pq1evYvXq1YiIiEBYWBimTJmCFStWFP5JmQFt1ySpbfvTp08BqGK9YcMGLFy4ENnZ2eL2lJQUHD16FCdOnEBgYCB69+5tnJMhg9sY0h/bEdPCeJgexkQ7i3mORz1CtqBvPDW3c1Rt4YuJicFPP/0EGxsbLFiwgCNki0BycnKeF7bk5GRER0cjPj4+17ZFixbh5s2baNq0KUaMGFHYxSQyGRkZGeLvBbUhb731FgDt7UdycjIcHBy0JpJfvXqF2NhY3L59W2JpzUdqaioA4NChQ9iyZQvee+89bN68GdHR0Th37hzmzp2LcuXK4dWrVxg/fjxu3ryZ6z2mT5+OxMREfPLJJ0xaFpFVq1Zh7969AAAPDw90795dp+NSUlLg4+ODxMREAMDkyZP5OLRE7PsWPanXrfT0dDg4OMDd3R179uyBp6cnqlatChcXF7Rt2xZbtmxBhw4dAKimoiloegHK+5oktW1Xxzo6Ohrz589H9erV8dNPPyEyMhIXL17EihUrUKVKFWRmZiIwMBB//fWXUc/LUhnaxpBh2I6YFsbD9DAm2llMolnXxZU451nRSU9Px9dff43MzEx89dVX4gTpVHh+/PFHjBkzBhcuXMCXX36J0NBQxMTE4OzZs5g9ezacnZ0RGhqKfv365ZhHNjw8HFu3bkXp0qUxb948LlZGFkVzbsWCRhvn1YYEBwdj8ODBCAsLQ4cOHRASEoKYmBicO3cOS5cuhZubG8LCwjBgwABcunTJqOUvqdLT0wGoRo01b94c27ZtQ6tWrWBnZwdnZ2f06tULmzdvxltvvYX09HQsXbo0x/E7d+7E8ePH4erqipkzZxbDGVielStXYvny5QBUjwguWbJEp7lJFQoFhg4dKo7m7N27N7744otCLaslYN+36Em9bi1evBiRkZEIDQ2Fi4tLrvcvVaoUZs6cKc4ZrLm2BuWW3zVJatv+6tUrAKpYu7u7Y8eOHfjoo4/g4OAAR0dHdOrUCb/99htcXFyQnZ2N+fPnG+u0LJahbQwZju2IaWE8TA9jop3FXJlLly4NoOBvDzS3c76nwjV//nzcvn0bTZo0yXe1ZjKOiIgIrF69GgAwduxYzJkzB3K5HLa2tqhQoQI8PT0RHByMcuXK4fHjx5g1axYA1aMdU6dOhSAI+Prrr+Hu7l6MZ0FU9DSfAFAnEfKiHiGl2X7cv38f33//PbKzs9GrVy/89NNPaNy4Mf4fe/cdH1WV93H8m5CEEjBI2RB6kYCABQURZUF0F13xobgL0iIoUpWgLitIkSIqRVCk6doI0puoIIiGIgjCgxBaAhEEKQEpoSSBkEDm+SPPjAmZTMokmZPcz/v1yus1zJybnJsv58ydX+4918/PT2XLltWTTz6ppUuXqmbNmoqLi9Pw4cN18+bN/NmZQiTt73DYsGFOr3ipV6+e2rdvLyl1LdSrV69KSv2d29djHj9+vG6//fYC6LF13bx5U6NHj3Zcxl+pUiXNmTNHFStWzHLbEydOqFu3bo6bqD311FP8YSCPcOxb8NyZt9JydYVfYGCgGjVqJCl1XWBklJ05yd33dvv4kqTBgwc7vQIjMDBQPXv2lCQdPHjQcQM75Iw77zFwD+8jZiEP85CJc5YpNNvXRImLi3PZLu3aW3wwzT+bN2/WggULVLJkSU2cOJEzZAvAwoULJUkVKlTIsDazXbVq1RxF/61bt+rYsWMaM2aMzpw5o4cffljdunUrsP4Cpki7plZ230PSvn8sXbpUycnJ8vX11dChQ51uV7ZsWce6zb/99pt+/vlnd7td6NlvBFSqVCndddddmbZr2rSpJCk5OVnHjx9XSkqKhg4dqoSEBHXq1EmPPPJIQXTXsuLj49W3b18tWrRIklSzZk0tWLDA5Q0a7Xbu3KlOnTo5lozp0qWLJk+ezDFBHuHYt+Dldt7KKfvN69KuM4xU2Z2T3H1v9/f3dzx+8MEHM93WnrUkHT58OBt7gLTceY+B+3gfMQt5mIdMnLPMzQBr1aqlHTt26PTp0y7b2V+vWLEi6wXno9WrV0tKvezs8ccfd9l2xowZmjFjhiRp7ty5atasWb73ryj67bffJKXendl+yaUzDzzwQLpt7Fn99NNPWd4A8LHHHpOU+gFo/fr17nYZMEJQUJBKlCihxMREl+8hNptNZ86ckZT+Dvb2sVerVi2VLVs20+1vHXsPP/ywu10v1KpWraqzZ8/Kz8/P5WXNae9Mf/36dcXExOiXX36RlFrkX7p0qcufU69ePUmpv/8vvvgiD3puHTExMerXr5+io6MlSY0bN9asWbOcXvJ/q1WrVun1119XUlKSvLy8NHjwYA0YMCC/u2wpHPsWvNzOW7ey2Wwut09OTpaU/qxa5GxOcve9vWrVqo6lruxrODuTVdbInDvvMcgbvI+YhTzMQybOWeaMZvsHydOnT7v8639kZKQksV4wihz7ZX/2DyfZkZO2QFHl7e2tO+64Q5IUFRWVabvo6GjHmEn7HmIfe2lvPJQVxt6fv8NLly6lOwvgVhcuXHA8DgwMzPd+IdXRo0fVuXNnRwHgySefVFhYWLYKAHPnztWQIUOUlJQkPz8/TZkyhSJzPuDYt+C5M29FRUWpdevWuueeezR//nyXP8d+ZmytWrXc7XKRkdM5yd339rSPT5w4ken2abP+y1/+ko09geTeewzyDu8jZiEP85CJc5YpNLds2VJS6l+lM7tD8+nTpx0HGq1atSqorlnSuHHjtGvXrky/0l423q9fP8fzTZo08WCvC7fatWtLknbv3u24gYkzO3fudDyuU6eOy5x27dql4cOHO9qvXr1au3btcpwFDRQV9veEHTt2KD4+3mkb+1n8vr6+at68ueN5+9g7fvy4Tp06lenPuHXsWV3a9+E1a9Zk2m7Lli2SUs9OCwwMVJUqVbKct5577jnH9vbnPv744/zbmSImJiZGvXr10rlz5yRJffr00dSpU12e1We3dOlSvfXWW7LZbCpbtqzmzJmjtm3b5neXLYlj34KX23lLSj1b9uzZs0pMTNSmTZsy3Xb//v06cuSIpD8ztrrczknuvLenXZbp22+/zfRn2LMuUaJEllcGIpU77zHIW7yPmIU8zEMmzlmm0FytWjXHGlkzZ87U5cuXM7SZOHGiUlJSVLZsWXXs2LGgu2gpfn5+8vf3z/Qr7Q06fH19Hc+zbmPuPfXUU5KkhIQETZ482WmbU6dO6b///a8kqX79+rrjjjtc5uTv75/u0o8SJUrI39+fSzlR5LRr107FihVTfHy842Y0acXExGjOnDmSpI4dO6Zbe8teREtJSdH48eOd3ujvypUrmjp1qqTUS6pcrfdoFS1atFC1atUkSdOmTXNcupzWjh079P3330uSOnToIC8vL3l5eWU5b/n4/LlymP05K9yYIy/cuHFDr7zyiiOPV199VUOGDHF5mb/dgQMHHDeaLVu2rL744gvdf//9+dpfK+PYt+Dldt6SpNtuu83xAfTHH3/Uhg0bMmwbHx+vUaNGSUpdkqFLly75sh+FiTtzkjvv7XXq1HGMrzlz5ujgwYMZtj9y5IjjHilt2rRJt4wGnHMnT+Q93kfMQh7mIRPnLFNolqThw4erWLFiOnHihLp3767NmzcrNjZWkZGRCg0NdZx5MHDgwHQ3eACKgscff1wtWrSQJM2fP1/9+/fXtm3bFBsbq5iYGC1ZskTPPPOMYmNj5evrq9GjR3u4x4A5atasqZCQEEmpHyhHjhypw4cPKzY2VuvWrVOPHj106dIlBQQEZLjZ5l133aVnnnlGUuqZUT169NCGDRt07tw5nT17VqtXr3bcEM3Ly0sjRozgrB1JxYoV05tvvilvb29duHBBnTp10vLly3XmzBmdOXNGYWFh6tevn27evJnuRqbIX4sXL1ZERIQk6dFHH1WPHj2UkJDg8stms0mSxowZ47gEffTo0apSpYrL7RITEz22n0UFx74Fy91569///rfjZIvBgwdr9uzZOnLkiGJjY/XDDz+oS5cujstvR40apQoVKhT4PprGnTnJnfd2SRo7dqxKlCih69evq0ePHgoLC9PJkyd1/vx5rVixQiEhIbp69aoCAgI0ZMiQgvulFGLu5In8wfuIWcjDPGSSkZctFzOz/UYIri4BNtXKlSs1YsQI3bhxw+nrISEhGjlyZAH3yn2FORNnrl+/rrvvvluS9NJLL2nQoEEe7lHOmJpHfHy8Xn31VZeXZJYuXVqTJ0/Wo48+mq3vuXDhQo0ZM0aSFB4erqpVq+ZFV/OcaZnY13Pq06dPjj58uPv7bt++vQ4ePKgWLVro008/zdG2eakw5pGUlKTQ0FCnZ5lJqTdl+vTTT52eoXnjxg298cYbWr58eaZ98PX11RtvvKHOnTvnYg/cZ1omdt99952GDRumq1evOn29evXqmj17tmOtzex49913HUtlHDp0KE/6mddMzaNNmzb6/fffc7RNeHi4zpw5o+7du+doO5Nu0GhqHtnBsW/Bc2fe2rZtm15++WVdunTJ6ba+vr56/fXXczye8pun8sjtnGQ/fnLnvV1KXfbqpZdeynRtznLlymn69OkeWf7P5DGSGXfzNFlhzMOO9xGzkId5yCQ9n6ybFC0dOnRQgwYN9Omnn+rnn3/WhQsXVLJkSTVq1Ehdu3ZVmzZtPN1FIN+ULl1aH330kcLDw/Xll19q7969unjxovz8/FSjRg21bNlSPXr0UMWKFT3dVcA4fn5+mj17tr766istX75chw4d0tWrV1WxYkU9/PDD6tu3r6pXr+50Wx8fH7399tvq0KGDFi9erF27dun8+fPy8fFR5cqV1bx5cz377LOZbm9ljz/+uO69917NmTNHmzZt0unTp1WsWDFVr15d//jHP9SlSxeVKVPG0920hNjY2BwXAOz27NmTx71BdnHsW/DcmbeaN2+u1atX64svvtCGDRt04sQJpaSkKDAwUA899JBCQkJYx///uTMn2bnz3i5JTZo00Xfffae5c+cqPDxcx48fl81mU9WqVfXYY4+pe/fuHFdnU17kifzB+4hZyMM8ZJKe5c5oLqrIxCzkYR4yMQt5mIdMzEIeZiEP85CJWcjDPGRiFvIwD5mYhTzMk9tMLLVGMwAAAAAAAAAg71FoBgAAAAAAAAC4hUIzAAAAAAAAAMAtFJoBAAAAAAAAAG6h0AwAAAAAAAAAcAuFZgAAAAAAAACAWyg0AwAAAAAAAADcQqEZAAAAAAAAAOAWCs0AAAAAAAAAALdQaAYAAAAAAAAAuIVCMwAAAAAAAADALRSaAQAAAAAAAABuodAMAAAAAAAAAHALhWYAAAAAAAAAgFsoNAMAAAAAAAAA3EKhGQAAAAAAAADgFgrNAAAAAAAAAAC3UGgGAAAAAAAAALiFQjMAAAAAAAAAwC0UmgEAAAAAAAAAbqHQDAAAAAAAAABwC4VmAAAAAAAAAIBbKDQDAAAAAAAAANziZbPZbDndqEqVKvnRFwAAAAAAAACAAU6dOpWj9pzRDAAAAAAAAABwi487G+e0qo38Yz/LnEzMQB7mIROzkId5yMQs5GEW8jAPmZiFPMxDJmYhD/OQiVnIwzy5Xc2CM5oBAAAAAAAAAG6h0AwAAAAAAAAAcAuFZgAAAAAAAACAWyg0AwAAAAAAAADcQqEZAAAAAAAAAOAWCs0AAAAAAAAAALdQaAYAAAAAAAAAuIVCMwAAAAAAAADALRSaAQAAAAAAAABuodAMAAAAAAAAAHALhWYAAAAAAAAAgFsoNAMAAAAAAAAA3EKhGQAAAAAAAADgFgrNAAAAAAAAAAC3UGgGAAAAAAAAALiFQjMAAAAAAAAAwC0UmgEAAAAAAAAAbqHQDAAAAAAAAABwi4+nO+AJhw4d0ieffKLt27crNjZWAQEBatSokbp166ZWrVp5unuWQx7mIROzkId5yMQs5GEeMjELeeS/sLAwvf322+rTp4+GDBmS7e2Sk5P1r3/9SwcPHlR4eLiqVq3qsv2vv/6qefPmafv27Tpz5oxSUlJUsWJFNW3aVCEhIWrYsKG7u1Ik5CSPQ4cOad68edq2bZvOnj0rHx8f1alTR0899ZS6du0qPz+/TLfdtGmTFi5cqL179+rKlSu6/fbb1bBhQ/3zn//U3//+97zeLctgzjKLzWbTqlWrtGLFCkVGRiohIUEVKlTQfffdp06dOql58+ae7qLlMEbMQyZ/8rLZbLacblSlShVJ0qlTp/K8Q/ktPDxcgwcPVnJystPXu3XrptGjRxdwr9xXWDMhD/OQiVnIwzxkYhbyME9RzIQ8zGNSJhEREerZs6cSExNzXGgeM2aMFi5cKElZFpq/+OILTZgwQTdu3HD6ure3t15++WX169cvZzuQBwprHp999pneffdd3bx50+nrjRo10meffaaAgIB0z6ekpGjUqFFatmxZpt+7devWmjZtmooXL567HXGTSZnkBHOWWRITExUaGqpNmzZl2qZz584aN26cvLy8CrBn7iusmTBGzEMm6Vlq6YzIyEi9+uqrSk5OVsOGDRUWFqZt27Zp+fLlatOmjSRpwYIFCgsL83BPrYE8zEMmZiEP85CJWcjDPGRiFvLIfzt37lTv3r2VmJiYo+1SUlI0fvx4R5E5Kz/88IPGjx+vGzduKDg4WNOnT9eWLVu0fv16vf/++6pZs6ZSUlI0depUrVy5Mje7UiTkJI/ly5dr4sSJunnzpho2bKiPP/5YP/30k5YvX65//vOfkqT9+/drxIgRGbadNWuWo8jcsmVLzZ8/X1u3btXKlSv1zDPPSJI2bNigMWPG5N3OWQBzlnnGjh3rKDK3b99ey5Yt09atW7VkyRJHJkuWLNHMmTM92U3LYIyYh0ycsOVC5cqVbZUrV87Nph7Vt29fW3BwsO3RRx+1xcXFpXstJSXFFhoaagsODrY1adLEdvnyZQ/1MncKYybkYR4yMQt5mIdMzEIe5imqmZCHeUzI5PPPP7c1bNjQFhwc7PiaPHlyltudO3fO9uyzz6bbLjg42HbixIlMt2nTpo0tODjY9vjjj9vi4+MzvJ6QkGB76qmnbMHBwbaHH37YduPGDbf2LacKWx4XLlywNW3a1BYcHGx75plnnP5Ox40b5/g+hw8fdjwfGxtru+eee2zBwcG2559/3paSkpJh27Fjx9qCg4Nt9evXtx0/fjzvdjIHTMgkp5izzHL48GFbvXr1bMHBwbaRI0c6bdOvXz9bcHCwrXHjxk7HkckKYyaMEfOQSUaWOaP5yJEj2rhxoySpT58+Kl26dLrXvby8NGzYMHl7e+vKlStas2aNB3ppHeRhHjIxC3mYh0zMQh7mIROzkEf+2blzpzp16qR33nnHcQZTdly/fl0ff/yxnnjiCf3888/y8vLK1rYHDx7UsWPHJEn9+vWTv79/hjalSpVS3759JUnnzp3TgQMHsr9DhVxu8vjqq690+fJl+fr66p133nH6O+3Vq5ckqWTJktqzZ4/j+c2bN+vatWuSpIEDBzpdLqBDhw6SUs9c37dvX252y3KYs8yzbt062f5/pdUXX3zRaZv27dtLkhISEnT48OEC65sVMUbMQybOWabQvHnzZsfj1q1bO20TFBSkO++8U5L0/fffF0i/rIo8zEMmZiEP85CJWcjDPGRiFvLIP/3799fevXvl7e2tkJAQLViwIFvb/fDDD3r33XcVFxenwMBAffjhh+rUqVOW2508edLx4fXuu+/OtF2NGjUcj//4449s9akoyE0eq1evliT97W9/U61atZy2qVatmiIiIhQREaGnn37a8Xy7du30448/as6cOWrcuHGWP8vHxyebe2JtzFnm6d+/v9avX6+5c+eqUqVKWbbn/3r+YoyYh0ycs0yhOSoqSpJUsWJFBQYGZtquQYMGkmSpswA8gTzMQyZmIQ/zkIlZyMM8ZGIW8sg/Xl5eatGihZYtW6aRI0eqRIkS2d7W399fAwYn5vxDAAAgAElEQVQM0LfffqtHHnkkW9v87W9/0y+//KJdu3apZs2ambazn/UsKcPN64qynOaRnJysgwcPSpIefPDBdK+lpKQoJSXF8e+SJUs6/R6BgYFq3ry5vL0zfpy22WyOtThLliypJk2a5Gh/rIo5yzxeXl6qUqWKmjVr5vT1pKQkzZ8/X5JUqVIl1a1btyC7ZzmMEfOQiXOW+ZOT/S6Jru7kLEmVK1eWJMXGxurq1asqVapUvvfNisjDPGRiFvIwD5mYhTzMQyZmIY/8s2TJkkzPgnWladOm+vHHHzNcWptdzpZ3SGvRokWSpBIlSuiuu+7K1c8ojHKax2+//abk5GRJqWeBX79+XWFhYfrmm2909OhRpaSkqHbt2urQoYNCQkJUvHjxLL9nYmKizp49q/3792vu3LnavXu3JGnYsGEqV65c7nbMYpizCoeEhAT98ccf2rVrl8LCwhQdHS0fHx+NHTtWfn5+nu5ekcYYMQ+ZOGeZQvPFixclSbfddpvLdmXKlHE8vnLlSpH/D+Ap5GEeMjELeZiHTMxCHuYhE7OQR/7JTZFZkv7yl7/kcU/+NH/+fP3yyy+SpKeffjrTM3GLopzmce7cOcfjpKQkdejQQb/99lu6Nr/++qsmT56sNWvW6OOPP86yWPyf//xH69atc/z7tttu06RJkzK9lBoZMWcVDiEhIenOygwKCtJ7772XrWVk4B7GiHnIxDnLLJ1x/fp1ScryUqq0r9u3Qd4jD/OQiVnIwzxkYhbyMA+ZmIU8rGPTpk165513JKUWswcNGuThHpktISHB8XjEiBE6evSonnvuOa1bt0779u3T2rVr1bVrV0nS/v37NXjwYMcN0TJz+vTpdP++cuWKJkyYoB9++CHvd6CIYs4qHG79v3769GmNHTtWO3fu9FCPrIMxYh4ycc4yheZixYplq11WBxHIG+RhHjIxC3mYh0zMQh7mIROzkIc1hIeH66WXXlJycrKKFy+uadOmsVRDFq5du+Z4fO7cOY0aNUrDhg1TjRo15Ofnp1q1amnMmDHq37+/JGnHjh0KDw93+T0nT56svXv3aseOHXrvvfcUFBSkY8eOadCgQVq7dm2+7k9RwZxVOMybN0/79u3T1q1b9eabbyogIEBRUVHq3bu3du3a5enuFWmMEfOQiXOWKTTbLx/L6q8HaV/PyY09kDPkYR4yMQt5mIdMzEIe5iETs5BH0bd48WINGjRISUlJKl68uKZPn6777rvP090yXtplRe644w51797dabsBAwY4LnfOqlhcq1YtFS9eXAEBAXryySe1ePFilStXTikpKZo0aZJjTWhkjjmrcKhTp478/PxUvnx5de7cWXPnzpWfn58SExM1adIkT3evSGOMmIdMnLNModl+kBAXF+ey3ZUrVxyPb7/99nztk5WRh3nIxCzkYR4yMQt5mIdMzEIeRVdKSoomTJigN954Qzdv3lTp0qX18ccfq1WrVp7uWqGQ9maMzZo1y7Rd2psqHjlyJEc/IzAwUCEhIZJSbxZ18ODBXPTUWpizCqf69eurXbt2kqTdu3crNjbWwz0quhgj5iET5yxTaLbfJOLWNYVuZX+9YsWK3DU1H5GHecjELORhHjIxC3mYh0zMQh5F07Vr1zRo0CB9/vnnkqRKlSpp/vz5LgumSK9q1aqOx8WLF3fZ1l6UTkxMzPHPadSokePxyZMnc7y91TBnFV78Xy8YjBHzkIlzlik016tXT1JqwPY7QzoTGRkpSbrzzjsLpF9WRR7mIROzkId5yMQs5GEeMjELeRQ98fHx6tWrl+MGcw0aNNCSJUtUv359D/escKlevbr8/f0lScePH3fZ9vz585JSz1C2mzNnjrp3765evXq53DZtcdoKl0q7iznLPFOmTFGXLl00dOhQl+34v14wGCPmIRPnLFNobtmypaTURbg3btzotM3p06cVFRUlSVx6ls/IwzxkYhbyMA+ZmIU8zEMmZiGPoiUpKUl9+/ZVRESEpNS85s+fn64Aiuzx8vJyjI+ffvop3SXNaV26dEkHDhyQJN17772O5y9evKidO3dq27Zt+u233zL9OZs3b3b8vAYNGuRV94ss5izzxMTEaPfu3Vq7dm2m40T68/+6v7+/atasWUC9sx7GiHnIxDnLFJqrVaumpk2bSpJmzpypy5cvZ2gzceJEpaSkqGzZsurYsWNBd9FSyMM8ZGIW8jAPmZiFPMxDJmYhj6JlwoQJ+uWXXyRJbdq00axZs1SqVCkP96rw6tKli6TUpUjGjRsnm82Woc27776r69evy9vbWx06dHA8/9RTT8nLy0uSNGnSJKfbbt++XV9++aUk6ZFHHuEPAtnAnGUe+9rLiYmJev/99522+frrr/XTTz9Jkp5++mlLLAvgKYwR85CJc5YpNEvS8OHDVaxYMZ04cULdu3fX5s2bFRsbq8jISIWGhmrNmjWSpIEDBzoup0L+IQ/zkIlZyMM8ZGIW8jAPmZiFPIqGAwcOaP78+ZKkGjVqaPTo0bp+/boSEhIy/bpx44aHe222Bx980PGB/5tvvlHfvn31v//7v4qNjVVUVJReeeUVLV26VJL0/PPPpztLs27duurevbskacOGDerZs6d+/vlnxcbG6ujRo5o5c6b69Omj5ORklStXTiNGjCjw/SusmLPM0qpVK7Vu3VqSNH/+fIWGhioiIkKxsbGKjo7WO++841hWo2bNmho0aJAnu2sJjBHzkElGXjZnf4LNQpUqVSSl3kG3sFm5cqVGjBiR6cFXSEiIRo4cWcC9cl9hzYQ8zEMmZiEP85CJWcjDPEUxE/Iwj2mZ2Ndp7NOnj4YMGZLt7RYuXKgxY8ZIksLDw9PdqM5uyJAh+uabb3LUn6lTp6pt27Y52sYdhTGP5ORkjRgxQl999VWm36djx44aN25chrM0b9y4oZEjRzrOWnamWrVqmjFjhsfW0DYtk+xizjJLQkKCQkNDtWXLlkzbNGzYUDNmzFDlypULsGfuK6yZMEbMQybp+eRHZ0zWoUMHNWjQQJ9++ql+/vlnXbhwQSVLllSjRo3UtWtXtWnTxtNdtBTyMA+ZmIU8zEMmZiEP85CJWcij8NuzZ4+nu1Ak+fr6atKkSWrfvr0WL16s3bt36+LFiypXrpwaNGigzp0769FHH3W6rY+PjyZMmKC2bdtq8eLFioiI0MWLF+Xv76+6deuqTZs2euaZZ7gxWi4wZ5nF399fn3zyidasWaMVK1Zo//79iouLU5kyZdSgQQO1bdtW7du3l4+P5UpLHsMYMQ+ZpGe5M5qLKjIxC3mYh0zMQh7mIROzkIdZyMM8ZGIW8jAPmZiFPMxDJmYhD/PkNhNLrdEMAAAAAAAAAMh7FJoBAAAAAAAAAG6h0AwAAAAAAAAAcAuFZgAAAAAAAACAWyg0AwAAAAAAAADcQqEZAAAAAAAAAOAWCs0AAAAAAAAAALdQaAYAAAAAAAAAuIVCMwAAAAAAAADALRSaAQAAAAAAAABuodAMAAAAAAAAAHALhWYAAAAAAAAAgFsoNAMAAAAAAAAA3EKhGQAAAAAAAADgFgrNAAAAAAAAAAC3UGgGAAAAAAAAALiFQjMAAAAAAAAAwC0UmgEAAAAAAAAAbqHQDAAAAAAAAABwC4VmAAAAAAAAAIBbKDQDAAAAAAAAANxCoRkAAAAAAAAA4BYKzQAAAAAAAAAAt1BoBgAAAAAAAAC4xctms9lyulGVKlXyoy8AAAAAAAAAAAOcOnUqR+05oxkAAAAAAAAA4BYfdzbOaVUb+cd+ljmZmIE8zEMmZiEP85CJWcjDLORhHjIxC3mYh0zMQh7mIROzkId5cruaBWc0AwAAAAAAAADcQqEZAAAAAAAAAOAWCs0AAAAAAAAAALdQaAYAAAAAAAAAuIVCMwAAAAAAAADALRSaAQAAAAAAAABuodAMAAAAAAAAAHALhWYAAAAAAAAAgFsoNAMAAAAAAAAA3EKhGQAAAAAAAADgFgrNAAAAAAAAAAC3UGgGAAAAAAAAALiFQjMAAAAAAAAAwC0UmgEAAAAAAAAAbqHQDAAAAAAAAABwC4VmAAAAAAAAAIBbKDQDAAAAAAAAANzi4+kOeMKhQ4f0ySefaPv27YqNjVVAQIAaNWqkbt26qVWrVp7unuWQh1lsNptWrVqlFStWKDIyUgkJCapQoYLuu+8+derUSc2bN/d0FyEpISFB7du314kTJ/TSSy9p0KBBnu6SZTBGzLRt2zYtWbJEEREROn/+vHx8fFS1alW1aNFCzz77rIKCgjzdRUtjzvIsjrXyX1hYmN5++2316dNHQ4YMybSdzWbTV199pWXLlikqKkrJyckKDAxUq1at9Nxzz6lKlSouf86+ffu0YMEC7dy5U2fPnpUkVapUSc2aNVPPnj1Vp06dPN2vwiqrPOrVq5fj73no0KEMz9lsNn399df6+uuvFRUVpStXriggIED33Xefnn32WTVt2jRX/bc65izzZXfOQ/5gjJiHTP5kuUJzeHi4Bg8erOTkZMdz58+f18aNG7Vx40Z169ZNo0eP9mAPrYU8zJKYmKjQ0FBt2rQp3fOnT5/W6tWrtXr1anXu3Fnjxo2Tl5eXh3oJSXr77bd14sQJT3fDchgj5rl586ZGjRql5cuXp3s+KSlJ0dHRio6O1uLFizVlyhS1bt3aQ70Ec5bncKyV/yIiIjR16tQs26WkpGjIkCFavXp1uuePHz+uL774Ql9++aWmT5+uhx56yOn206ZN0+zZs2Wz2dI9f+zYMR07dkwrVqzQ6NGj1alTp9zvTBGQ3TxyolSpUhmei4uL08CBA7Vjx450z58/f17r1q3T999/r0GDBunFF1/M074UdcxZ5suPMYbsY4yYh0zSs9TSGZGRkXr11VeVnJyshg0bKiwsTNu2bdPy5cvVpk0bSdKCBQsUFhbm4Z5aA3mYZ+zYsY4CWvv27bVs2TJt3bpVS5YscWSyZMkSzZw505PdtLzw8HAtW7bM092wJMaIed5//31Hkblly5aaN2+etm3bpm+//VajRo1SQECAEhISNHjwYB08eNDDvbUm5izP4Vgr/+3cuVO9e/dWYmJilm3fe+89R5G5Z8+eWrNmjbZu3app06apcuXKio+PV2hoqGJiYjJsu2jRIs2aNUs2m0333nuv/vvf/2rbtm1at26dJk6cqMDAQCUnJ2vUqFH68ccf83w/C4vs5rFr164sv5599llJkre3t957771029tstnRF5q5du+qbb77R5s2b9eGHH6pOnTqy2Wz64IMPFB4enj87WwQxZ5kvJ3Me8h5jxDxkkpGlCs3Tpk1TYmKiqlatqrlz5+rBBx9UuXLl1KhRI33wwQd64oknJEkzZszQlStXPNzboo88zHLkyBF9+eWXkqTOnTtr0qRJuuuuu1S+fHndc889mj59uuNswM8++0wJCQme7K5lXbhwQSNHjvR0NyyJMWKec+fO6fPPP5ckPf744/rvf/+rpk2bqly5cqpTp4569OihpUuXyt/fX9evX9f777/v4R5bD3OWZ3Gslb/mzJmjXr16KT4+Psu2f/zxh2O+ev755zV8+HDVrl1b5cuX1xNPPKH58+erbNmyiouL0/Tp09Ntm5SU5Ch0Nm7cWPPmzVOrVq1Urlw51ahRQx06dNDKlSsVFBQkm82myZMn5/3OFgI5ycPf39/l144dOzR37lxJUt++ffXII4+k237ZsmWOIvPrr7+uMWPGKDg4WH/5y1/UunVrLVmyRIGBgZKkjz76KG93tAhjzjJbTsYY8gdjxDxkkpFlCs1HjhzRxo0bJUl9+vRR6dKl073u5eWlYcOGydvbW1euXNGaNWs80EvrIA/zrFu3znEpZmaX+LVv315S6lqbhw8fLrC+4U8jRoxQbGysnn76aU93xXIYI+YJDw93XKL28ssvO12upEaNGo7xsmXLlnSXtCH/MWd5Dsda+Wfnzp3q1KmT3nnnHccZTFmZN2+ekpOTVaJECQ0YMCDD65UrV1avXr0kSatWrUpXyNm+fbsuXbokKfX9x9fXN8P25cqVU8+ePSVJ0dHROnXqVG52rVDKTR6uXLx4USNGjJAkNWjQwOma8vYi9AMPPODILa3SpUvrX//6l7y8vPT777/r6tWrbvXJCpizzJXXYwy5wxgxD5k4Z5lC8+bNmx2PM1ujMSgoSHfeeack6fvvvy+QflkVeZinf//+Wr9+vebOnatKlSpl2d7Hx3JLvHvc4sWLtWHDBlWvXl2vvfaap7tjOYwR85w9e1YlSpRQmTJlVLt27UzbVa9eXZKUnJysixcvFlT3LI85y7M41so//fv31969e+Xt7a2QkBAtWLAgy23syy41adJEt912m9M2jz32mKTUM5jTLn9x5swZxxrB99xzT6Y/wz7XSXLcKNAKcpOHK5MmTdKFCxfk7e2t8ePHZ3g/P3z4sKKjoyVJL7zwQqbfZ8CAAdq/f7+2b9/udI1npMecZa68HmPIHcaIecjEOcsUmqOioiRJFStWdFzG5EyDBg0kSQcOHCiQflkVeZjHy8tLVapUUbNmzZy+npSUpPnz50tKvbt53bp1C7J7lvf7779rwoQJ8vb21oQJE/jA4gGMEfOEhoZqz549jjMJMvP7779LSs0wswIP8hZzludxrJV/vLy81KJFCy1btkwjR45UiRIlXLZPTk7WkSNHJMnlmYB169Z1nK28f/9+x/OdOnXS7t279csvv7icw+xznSQFBARka1+Kgpzm4cr+/fsdy2R16tTJaV579+6VlLp28wMPPJDutbRXzfj6+vJH5xxgzjJXXo4x5B5jxDxk4pxl3vnsl49VrVrVZbvKlStLkmJjY3X16lU+GOUT8igcEhIS9Mcff2jXrl0KCwtTdHS0fHx8NHbsWPn5+Xm6e5Zx8+ZNvfbaa7p69apeeOEF3X///bp+/bqnuwUxRkxx62VqacXFxWnVqlWSpLvuuosPRwWAOcsMHGvlnyVLlqhWrVrZbn/mzBnduHFDklSlSpVM23l5eSkoKEjHjx/XyZMnM7zuaq67ceOGlixZIin1A2/NmjWz3b/CLqd5uDJlyhTZbDYVL15coaGhTtvYz2YODAxUyZIldeTIEX3yySfatGmTLly4oJIlS+r+++/XCy+8oObNm+dJv6yAOctceTnGkHuMEfOQiXOWKTTbL5XN6kymMmXKOB5fuXKlyP8H8BTyKBxCQkLS/dUtKChI7733nho3buzBXlnPhx9+qIiICAUHB2vw4MGe7g7SYIyYb/z48Y61Tbt37+7h3lgDc5YZONbKPzktuKRdsie7eeT0hkEzZ87U0aNHJUldu3aVt7dlLlzNswJYZGSktm7dKkn617/+pQoVKjhtd+7cOUlS2bJltWrVKg0fPjzdH9OuXbumLVu2aMuWLRo4cCDzYDYxZ5mLIrMZGCPmIRPnLHMEYn/zz+pMprSvc/ZN/iGPwuH06dMZ/j127Fjt3LnTQz2ynn379mnWrFny9fXVpEmTOEvWMIwRs82cOVMrV66UlHrDpnbt2nm4R0Ufc5Y5ONYyR1JSkuNxVnkUL15cUs6yWLlypWbPni1Jql27tp5//vlc9BKffvqppNR7LLj6HSYkJEhKfc8fNmyYAgICNHnyZO3YsUN79uzRZ599pvr160uSZs2apeXLl+d/54sA5izANcaIecjEOcsUmosVK5atdjabLZ97Aok8Cot58+Zp37592rp1q958800FBAQoKipKvXv31q5duzzdvSIvMTFR//nPf3Tjxg299NJLjpsIwByMEXPNmDFDH3zwgaTUy9WmTp1qqTP8PIE5yywca5kj7dzj5eXlsm1O81i2bJlef/112Ww23XbbbZo+fbpKliyZq35a2ZkzZ7R27VpJ0pNPPunyMuhr165Jki5duqTSpUtr0aJFateunQICAlSiRAk9/PDDWrBggeMmtVOnTk33xwY4x5wFuMYYMQ+ZOGeZT1z2A66s/nqQ9nXWccw/5FE41KlTR35+fipfvrw6d+6suXPnys/PT4mJiZo0aZKnu1fkTZw4UUePHtW9996rPn36eLo7cIIxYp6bN29q9OjRmj59uqTUGzPOmTNHFStW9HDPij7mLLNwrGWOtJfIJiYmumxrL0hmJ4vZs2drxIgRSklJUZkyZfTxxx/rjjvucK+zFvXtt9861tF++umnXbZNW8jv3bu303W3/f39NXDgQEnS+fPnudIpG5izANcYI+YhE+csU2i2r4kSFxfnsl3a9dBuv/32fO2TlZFH4VS/fn3Hpee7d+9WbGysh3tUdG3evFkLFixQyZIlNXHixGz/tRSexRjxrPj4ePXt21eLFi2SJNWsWVMLFixQjRo1PNyzoo85yzwca5kj7dqM2c3DVRZJSUkaOnSo3n//fUlShQoVNHfuXN1777150FtrWrdunaTUGyk2a9bMZVt/f3/H4wcffDDTdg888IDj8eHDh93sYdHHnAW4xhgxD5k4Z5lCs30B+1vX07yV/fWKFSuyrmA+Io/Cq1GjRo7Hzu6IjryxevVqSamXZz7++OOqV69euq+7777b0XbGjBmO57dv3+6pLuP/MUY8IyYmRl27dtWWLVskSY0bN9bChQudnmmGvMecZR6OtcwRFBTkOIPJVR42m01nzpyRpEznrsuXL6t3796O9edr166tRYsWqUGDBnnca+s4d+6c9uzZI0l64oknslxmKe2yGvY1tZ1JW5DO6kx2MGcBWWGMmIdMnLNMoblevXqSUgNOe+fnW0VGRkoS6wrmM/Iwz5QpU9SlSxcNHTrUZbu0B8pWuOwDsGOMmOvo0aPq3LmzoqOjJaWurxkWFqZy5cp5uGeA53CsZQ5vb2/HkhZRUVGZtouOjlZycrIk53lcuHBBXbt21Y4dOySlnjG7aNEiVatWLR96bR1btmxRSkqKJOnvf/97lu3TZnP8+PFM2124cMHxODAw0I0eWgNzFuAaY8Q8ZOKcZQrNLVu2lJR6psDGjRudtjl9+rTj4K9Vq1YF1TVLIg/zxMTEaPfu3Vq7dm26SztutXnzZkmpZ2nUrFmzgHpnPePGjdOuXbsy/fr5558dbfv16+d4vkmTJh7sddHGGDFTTEyMevXqpXPnzkmS+vTpo6lTp7o8ywx5jznLPBxrmcX++92xY4fi4+Odtlm/fr0kydfXV82bN0/3WlxcnHr16qUjR45Iktq1a6fPPvtMAQEB+dhra/jll18kST4+PumuvsjMQw895Dgjbc2aNZm2s19hI4llTbKBOQtwjTFiHjJxzjKF5mrVqqlp06aSpJkzZ+ry5csZ2kycOFEpKSkqW7asOnbsWNBdtBTyMI99XdnExETHmn+3+vrrr/XTTz9JSr1RihUu+/AUPz8/+fv7Z/qV9sZCvr6+judZFzX/MEbMc+PGDb3yyiuOS81fffVVDRkyRF5eXh7umfUwZ5mHYy2ztGvXTsWKFVN8fLzjZqVpxcTEaM6cOZKkjh07ZljDccSIEY6rNp555hlNmjRJvr6++d5vKzhw4ICk1DPT0t7oLzO33XabnnzySUmpywbZ/8Cc1oULF/Thhx9Kku6//37uFZANzFmAa4wR85CJc5YpNEvS8OHDVaxYMZ04cULdu3fX5s2bFRsbq8jISIWGhjr+Ij1w4MB0a2ohf5CHWVq1aqXWrVtLkubPn6/Q0FBFREQoNjZW0dHReueddxxLBtSsWVODBg3yZHeBAscYMc/ixYsVEREhSXr00UfVo0cPJSQkuPyy2Wwe7jVQcDjWMkfNmjUVEhIiSZozZ45Gjhypw4cPKzY2VuvWrVOPHj106dIlBQQEqF+/fum23bRpk7777jtJqfcBGDJkiK5evepyrrt582aB72NhZLPZHGeJBwcHZ3u71157TeXLl5fNZtOAAQM0Y8YMHT161JFnly5ddPbsWfn6+uqNN97Ir+4XOcxZgGuMEfOQSUY+nu5AQWrQoIHefvttjRgxQr/++qteeOGFDG1CQkLUs2dPD/TOesjDPFOmTFFoaKi2bNmi7777zvGhJq2GDRtqxowZXKoJS2KMmCUsLMzxeP369brvvvuy3CY8PDzdjZyAooxjLbP8+9//1u+//64NGzZo6dKlWrp0abrXS5YsqdmzZ2eYoz7//HPH4/379zvOnnJl7ty5atasWd50vAi7cOGCrl+/LkmqVKlStrcrX768vvjiC/Xt21cnT57U9OnTM5ypXqpUKU2cOFH169fP0z4XZcxZgGuMEfOQSUaWKjRLUocOHdSgQQN9+umn+vnnn3XhwgWVLFlSjRo1UteuXdWmTRtPd9FSyMMs/v7++uSTT7RmzRqtWLFC+/fvV1xcnMqUKaMGDRqobdu2at++vXx8LDd1AJIYIyaJjY3V77//7uluAMbjWMscfn5+mj17tr766istX75chw4d0tWrV1WxYkU9/PDD6tu3r6pXr55huz179nigt9aQ9p4LQUFBOdq2Tp06Wr16tRYsWKDvvvtOv/32m5KSkhQUFKS//vWvCgkJcZonXGPOAlxjjJiHTNLzsuXiGtIqVapIkk6dOpXnHULukIlZyMM8ZGIW8jAPmZiFPMxCHuYhE7OQh3nIxCzkYR4yMQt5mCe3mVhqjWYAAAAAAAAAQN6j0AwAAAAAAAAAcAuFZgAAAAAAAACAWyg0AwAAAAAAAADcQqEZAAAAAAAAAOAWCs0AAAAAAAAAALdQaAYAAAAAAAAAuIVCMwAAAAAAAADALRSaAQAAAAAAAABuodAMAAAAAAAAAHALhWYAAAAAAAAAgFsoNAMAAAAAAAAA3EKhGQAAAAAAAADgFgrNAAAAAAAAAAC3UGgGAAAAAAAAALiFQjMAAAAAAAAAwC0UmgEAAAAAAAAAbqHQDAAAAAAAAABwC4VmAAAAAAAAAIBbKDQDAAAAAAAAANxCoRkAAAAAAAAA4BYKzQAAAAAAAAAAt7+Q/zkAACAASURBVFBoBgAAAAAAAAC4hUIzAAAAAAAAAMAtXjabzZbTjapUqZIffQEAAAAAAAAAGODUqVM5as8ZzQAAAAAAAAAAt/i4s3FOq9rIP/azzMnEDORhHjIxC3mYh0zMQh5mIQ/zkIlZyMM8ZGIW8jAPmZiFPMyT29UsOKMZAAAAAAAAAOAWCs0AAAAAAAAAALdQaAYAAAAAAAAAuIVCMwAAAAAAAADALRSaAQAAAAAAAABuodAMAAAAAAAAAHALhWYAAAAAAAAAgFsoNAMAAAAAAAAA3EKhGQAAAAAAAADgFgrNAAAAAAAAAAC3UGgGAAAAAAAAALiFQjMAAAAAAAAAwC0UmgEAAAAAAAAAbqHQDAAAAAAAAABwC4VmAAAAAAAAAIBbKDQDAAAAAAAAANxCoRkAAAAAAAAA4BYKzQAAAAAAAAAAt/h4ugOecOjQIX3yySfavn27YmNjFRAQoEaNGqlbt25q1aqVp7tnOeRhHjIxC3mYh0zMQh5msdlsWrVqlVasWKHIyEglJCSoQoUKuu+++9SpUyc1b97c0120HMZI/gsLC9Pbb7+tPn36aMiQIZm2s9ls+uqrr7Rs2TJFRUUpOTlZgYGBatWqlZ577jlVqVIlRz/35s2b6t69u3bv3q2OHTtqwoQJ7u5KobVt2zYtWbJEEREROn/+vHx8fFS1alW1aNFCzz77rIKCgpxud/XqVS1dulTff/+9fv31V8XHx6t06dKqX7++2rZtq44dO8rX1zfTnxsbG6uPP/5YGzZs0KlTp1SiRAnVrl1b7dq10zPPPCMfH0t+5HYLc5Z5yMRs2X0PQv5hjPzJy2az2XK6kf0A6NSpU3neofwWHh6uwYMHKzk52enr3bp10+jRowu4V+4rrJmQh3nIxCzkYR4yMQt5mCUxMVGhoaHatGlTpm06d+6scePGycvLqwB75p7CmofEGCkIERER6tmzpxITE11+yE9JSdGQIUO0evVqp6+XLl1a06dP10MPPZTtnz1r1ixNmzZNkjxaaPZkHjdv3tSoUaO0fPnyTNv4+/trypQpat26dbrnjx07pn79+unYsWOZbnv33Xfro48+Urly5TK8duLECXXt2lXnzp1zuu29996rTz/9VKVLl87ezuQhk8ZITjBnmYdMzJbd9yDTFeY8GCPpWWrpjMjISL366qtKTk5Ww4YNFRYWpm3btmn58uVq06aNJGnBggUKCwvzcE+tgTzMQyZmIQ/zkIlZyMM8Y8eOdRSZ27dvr2XLlmnr1q1asmSJI5MlS5Zo5syZnuymZTBG8t/OnTvVu3dvJSYmZtn2vffecxSZe/bsqTVr1mjr1q2aNm2aKleurPj4eIWGhiomJiZbP3v//v2aNWuWW/0vCt5//31Hkblly5aaN2+etm3bpm+//VajRo1SQECAEhISNHjwYB08eNCx3bVr1/TCCy/o2LFj8vPzU2hoqL799ltt27ZNixcvVocOHSRJe/fu1Ysvvqhbz8+6evWqevfurXPnzql8+fKaPHmyfvrpJ33//ffq37+/ihUrpoiICA0dOrTgfhmFHHOWecjEbDl5D0L+YIw4YcuFypUr2ypXrpybTT2qb9++tuDgYNujjz5qi4uLS/daSkqKLTQ01BYcHGxr0qSJ7fLlyx7qZe4UxkzIwzxkYhbyMA+ZmIU8zHL48GFbvXr1bMHBwbaRI0c6bdOvXz9bcHCwrXHjxrb4+PgC7mHuFcY8bDbGSH77/PPPbQ0bNrQFBwc7viZPnuy07ZkzZxxtJ0yYkOH1U6dO2R544AFbcHCwbdiwYVn+7GvXrtmeeOKJdD976NChbu9Tbnkqj7Nnzzp+r4MGDbKlpKRkaHPs2DFb48aNbcHBwbZ+/fo5nv/ss88cv7v169c7/f4fffSRo813332X7rVPPvnEFhwcbLvzzjttkZGRGbadN2+eY9vt27e7uac5Z8IYySnmLPOQibly8h5UGBTWPBgjGVnmjOYjR45o48aNkqQ+ffpkuHzJy8tLw4YNk7e3t65cuaI1a9Z4oJfWQR7mIROzkId5yMQs5GGedevWOc74e/HFF522ad++vSQpISFBhw8fLrC+WRFjJP/s3LlTnTp10jvvvOM4gykr8+bNU3JyskqUKKEBAwZkeL1y5crq1auXJGnVqlWKj493+f0mT56s3377TX/9619VoUKFXO1HURAeHu64VPnll192uiRPjRo19PTTT0uStmzZ4mi/du1aSanLW9y6pIbd888/r4CAAEnShg0bHM/bbDbNmTNHkvTEE0/ozjvvzLBt165dVatWLUnS4sWLc7N7lsKcZR4yMVNu3oOQPxgjzlmm0Lx582bH48wOJIKCghwHCd9//32B9MuqyMM8ZGIW8jAPmZiFPMzTv39/rV+/XnPnzlWlSpWybM8NsvIXYyT/9O/fX3v37pW3t7dCQkK0YMGCLLexLynTpEkT3XbbbU7bPPbYY5KkpKQk/fjjj5l+ry1btmj+/PkKCAjQW2+9lYs9KDrOnj2rEiVKqEyZMqpdu3am7apXry5JSk5O1sWLFyVJFy9elLe3t+6+++5Mt/Px8XGsUXn27FnH81FRUY5/P/roo0639fb2doy99evX6+bNmznYM+thzjIPmZgpN+9ByB+MEecsU2iOioqSJFWsWFGBgYGZtmvQoIEk6cCBAwXSL6siD/OQiVnIwzxkYhbyMI+Xl5eqVKmiZs2aOX09KSlJ8+fPlyRVqlRJdevWLcjuWQ5jJP94eXmpRYsWWrZsmUaOHKkSJUq4bJ+cnKwjR45Iksszz+rWrStfX19JqesvO3Pp0iW9/vrrstlsGj16tMtsrSA0NFR79uxxnFGWmd9//11Sanb2Qv+6deu0f/9+vfLKK5lud/PmTZ08eVKSHGc2S3+OL8l1pvbiwtWrV3X06FHXO2NxzFnmIRMz5fQ9CPmHMeKcZU4lsd8lsWrVqi7bVa5cWZIUGxurq1evqlSpUvneNysiD/OQiVnIwzxkYhbyKBwSEhL0xx9/aNeuXQoLC1N0dLR8fHw0duxY+fn5ebp7RRpjJP8sWbLEsSRCdpw5c0Y3btyQ9Ocd3J3x8vJSUFCQjh8/7ihu3mr06NE6e/as/vGPf6ht27Y563gRduvlymnFxcVp1apVkqS77rorXVGmWLFiLv/Pr1q1SleuXJGUeja6nX182f/Alhn7+JKkkydP6o477shiT6yLOcs8ZGKmnL4HIf8wRpyzTKHZfolUZpeq2ZUpU8bx+MqVK0X+P4CnkId5yMQs5GEeMjELeRQOISEh6c7eCAoK0nvvvafGjRt7sFfWwBjJPzn9gG/PQsp+HvbiZlorV67U2rVrVbFiRY0ZMyZHfbCy8ePH69KlS5Kk7t27Z3u7s2fPatKkSZKksmXL6qmnnnK8Zs+0RIkSLv9olnZ8Xb58OUf9thrmLPOQiZkoMpuDMeKcZZbOuH79uiRleVlB2tft2yDvkYd5yMQs5GEeMjELeRQOp0+fzvDvsWPHaufOnR7qkXUwRsyRlJTkeJxVHsWLF5eUMYuYmBiNHz9ekvTWW2+pbNmyedzLomnmzJlauXKlJOmBBx5Qu3btsrVdXFyc+vfvr/Pnz0uSXnvttXSFBHs+9rwykzbvtP8PkBFzlnnIBHCNMeKcZQrNxYoVy1Y7+93Skb/IwzxkYhbyMA+ZmIU8Cod58+Zp37592rp1q958800FBAQoKipKvXv31q5duzzdvSKNMWIOb+8/P3J5eXm5bOssj5SUFA0dOlRxcXHq3LmzWrVqled9LIpmzJihDz74QFLqZctTp05Nl0VmYmNj9dxzzzmuxujcubP++c9/pmtjH1+5yRPOMWeZh0wA1xgjzlmm0FyyZElJWf/1IO3rLKqef8jDPGRiFvIwD5mYhTwKhzp16sjPz0/ly5dX586dNXfuXPn5+SkxMdFxSTryB2PEHGkvkU1MTHTZ1n7Wa9osPvvsM+3YsUNVq1bVsGHD8qeTRcjNmzc1evRoTZ8+XVLqzUfnzJmjihUrZrntiRMn1K1bN+3bt0+S9NRTTzldpiQ34yurs5+tjjnLPGQCuMYYcc4yhWb7mihxcXEu26VdD+3222/P1z5ZGXmYh0zMQh7mIROzkEfhVL9+fcel67t371ZsbKyHe1R0MUbMkXZtxuzmYc/i0KFDmjZtmry9vTVhwgT5+/vnX0eLgPj4ePXt21eLFi2SJNWsWVMLFixQjRo1stx2586d6tSpk44ePSpJ6tKliyZPnuz0jDX7MhrXrl1TcnJypt8zbd6ML9eYs8xDJoBrjBHnLFNoti+Yfutagbeyv16xYkXuhp6PyMM8ZGIW8jAPmZiFPAqvRo0aOR6fPHnSgz0p2hgj5ggKCnKcweQqD5vNpjNnzkiSqlSpIklat26dkpKSlJKSoh49eqhevXoZvuzrCH/55ZeO51asWJHPe2WemJgYde3aVVu2bJEkNW7cWAsXLnT8Ll1ZtWqVnnvuOV28eFFeXl56+eWXNXbs2EyX2qhZs6ak9Jll1ie77PTDypizzEMmgGuMEecsU2iuV6+epNSA0975+VaRkZGSpDvvvLNA+mVV5GEeMjELeZiHTMxCHuaZMmWKunTpoqFDh7psl3bpACtcPugpjBFzeHt764477pAkRUVFZdouOjracXYseeTM0aNH1blzZ0VHR0uSnnzySYWFhalcuXJZbjt37lwNGTJESUlJ8vPz05QpUzRgwACX29jHlyQdPHgw03b28VWqVKlsnVVtZcxZ5iETwDXGiHOWKTS3bNlSUupfnTdu3Oi0zenTpx0Hf9xkI3+Rh3nIxCzkYR4yMQt5mCcmJka7d+/W2rVr010ieKvNmzdLkvz9/R1nBSLvMUbMYv/97tixQ/Hx8U7brF+/XpLk6+ur5s2bS5L69eunXbt2ufwqX768JOl//ud/HM/Zl6ixgpiYGPXq1Uvnzp2TJPXp00dTp07N1prIS5cu1VtvvSWbzaayZctqzpw5atu2bZbb1a1b13GGsj23W6WkpGjDhg2SpL/+9a/ZvmmUVTFnmYdMANcYI85ZptBcrVo1NW3aVJI0c+ZMXb58OUObiRMnKiUlRWXLllXHjh0LuouWQh7mIROzkId5yMQs5GEee2ErMTFR77//vtM2X3/9tX766SdJ0tNPP22Jywc9hTFilnbt2qlYsWKKj4933KQurZiYGM2ZM0eS1LFjR8cajn5+fvL393f55eXlJUny8fFxPOfj41Ng++ZJN27c0CuvvOJYvuLVV1/VkCFDHL8TVw4cOKCxY8dKksqWLasvvvhC999/f7Z/docOHSRJ33zzjePmgWktXLhQx44dkyT16tUr29/XqpizzEMmgGuMEecsU2iWpOHDh6tYsWI6ceKEunfvrs2bNys2NlaRkZEKDQ3VmjVrJEkDBw7kRhsFgDzMQyZmIQ/zkIlZyMMsrVq1UuvWrSVJ8+fPV2hoqCIiIhQbG6vo6Oj/a+/uY72s7/uPvw4gA0FRW2Y5Bw2d6bHc1Luoiy0pxXUknc2sXfAGPNWGYU2XHpeOrK5QldWV9XZNU9M0k1m8IRHF2VbDar1r2QpdEMFSKERmGntmu9bTImIOgnx/f/A7R458PQgX55zP4ft4JCRHvtd1/MAzn8tz3l7n+mbJkiU9j9WYNGlSPvWpTw3mchuCPVKOSZMmpa2tLUnyne98J4sWLcqzzz6bzs7OPPLII7n66qvzhz/8IePGjcsnPvGJQV7t0HHvvfdmw4YNSZKLL744V199dXbt2tXnr1qtliS55ZZbeh5VcvPNN6elpaXP8w587E+SzJs3LxMmTMiePXsyb9683Hffffntb3+b559/Pl//+tfzT//0T0mSD37wgznvvPMG8G9l6HLNKo8m0Dd75GBNte7/0h6G7h8T6ujoOOoL6m8PPvhgFi5cmL1799Z9va2tLYsWLRrgVVU3VJvoUR5NyqJHeTQpix5l2bVrV9rb23vejKueqVOn5pvf/Gaam5sHcGXVDNUeiT0yULqf0zh//vwsWLCg7jGvvvpq2tvbex6n8EajR4/O0qVLD+uu2iR53/vel9/97ne57LLL8s///M+Ht/CjZLB6zJo1K7/85S8P65zHHnssv/71rzN37tzDOu/CCy/MXXfd1ev3fvGLX+TjH/94Ojs7655z7rnn5o477sjo0aMP6991NJS2R94q16zyaFK+t/LfoNIN5R72SG+N8TNVB/jIRz6SKVOmZOnSpVm7dm1efPHFjB49OtOmTctVV12VWbNmDfYSG4oe5dGkLHqUR5Oy6FGWMWPG5Pbbb8+qVavywAMPZNOmTdm5c2dOOOGETJkyJZdcckkuvfTShvmx/hLYI+UYOXJkvvWtb+W73/1uVq5cma1bt+aVV17J+PHj8773vS/XXXddTj/99MFe5pDR2dl52EPmbhs3bjwqa3j3u9+dhx9+OEuXLs3jjz+ejo6ODBs2LH/yJ3+SD3/4w7n66qs9IugwuWaVRxPomz3SW8Pd0Xys0qQsepRHk7LoUR5NyqJHWfQojyZl0aM8mpRFj/JoUhY9ynOkTRrqGc0AAAAAABx9Bs0AAAAAAFRi0AwAAAAAQCUGzQAAAAAAVGLQDAAAAABAJQbNAAAAAABUYtAMAAAAAEAlBs0AAAAAAFRi0AwAAAAAQCUGzQAAAAAAVGLQDAAAAABAJQbNAAAAAABUYtAMAAAAAEAlBs0AAAAAAFRi0AwAAAAAQCUGzQAAAAAAVGLQDAAAAABAJQbNAAAAAABUYtAMAAAAAEAlBs0AAAAAAFRi0AwAAAAAQCUGzQAAAAAAVGLQDAAAAABAJU21Wq12uCe1tLT0x1oAAAAAAChAR0fHYR3vjmYAAAAAACoZUeXkw51q03+67zLXpAx6lEeTsuhRHk3KokdZ9CiPJmXRozyalEWP8mhSFj3Kc6RPs3BHMwAAAAAAlRg0AwAAAABQiUEzAAAAAACVGDQDAAAAAFCJQTMAAAAAAJUYNAMAAAAAUIlBMwAAAAAAlRg0AwAAAABQiUEzAAAAAACVGDQDAAAAAFCJQTMAAAAAAJUYNAMAAAAAUIlBMwAAAAAAlRg0AwAAAABQiUEzAAAAAACVGDQDAAAAAFCJQTMAAAAAAJUYNAMAAAAAUMmIwV7AYNi6dWtuv/32/PSnP01nZ2fGjRuXadOmZc6cOZkxY8ZgL6/h6FEeTcqiR3k0KYse5Vu2bFm+8IUvZP78+VmwYMFgL6fh2CMDq1ar5aGHHsoDDzyQzZs3Z9euXXn729+e8847L7Nnz85FF11U97yurq6cd955ee211w7571i/fn3GjBlztJd+zPrhD3+Y++67Lz/72c+yc+fOnHLKKbngggvysY99LGeffXavY3/1q1/lz/7szw7r87e0tOTxxx8/mktuaK5Z5dGkbL7OGnz2yOuaarVa7XBPamlpSZJ0dHQc9QX1t8ceeyw33HBD9uzZU/f1OXPm5Oabbx7gVVU3VJvoUR5NyqJHeTQpix7l27BhQ6655pp0dXUN2W+AhnIPe2RgdXV1pb29PT/60Y/e9JjLL788//iP/5impqZev79hw4ZcccUVb+nfU9qgueQef//3f58f/OAHb3pMe3t7/uZv/qbnn49k0Nza2prvf//7R7zO/lBqk0NxzSqPJmU7Fr7OSoZ2D3ukt4Z6dMbmzZvz6U9/Onv27MnUqVOzbNmyrFmzJitXrsysWbOSJMuXL8+yZcsGeaWNQY/yaFIWPcqjSVn0KN+6desyb968dHV1DfZSGpI9MvAWL17cM2S+9NJLc//99+cnP/lJVqxY0fN3vmLFitx2220Hnfvzn/88STJ27Ng89dRTWb9+/Zv+KmnIXLKbbrqpZ8h89tln54477sjatWvz8MMPp62tLUnyjW98o1ePlpaWPv/uu3919xw1alSWLFky8H+4Y5BrVnk0KZuvswafPVJH7Qg0NzfXmpubj+TUQXXdddfVWltbaxdffHFt586dvV7bt29frb29vdba2lo7//zzazt27BikVR6ZodhEj/JoUhY9yqNJWfQo2x133FGbOnVqrbW1tefXl7/85cFe1hEZqj3skYH17LPP1s4888xaa2trbdGiRXWP+cQnPlFrbW2tnXvuubWXX36512s33nhjrbW1tfaxj31sIJZ7VJXYY/369T3Xnra2ttru3bsPOubb3/52rbW1tTZt2rTac88995Y/9913393zuVesWHEUV330lNjkUFyzyqNJuY6lr7NqtaHbwx45WMPc0bx9+/Y8+eSTSZL58+dn7NixvV5vamrKjTfemGHDhuWll17KqlWrBmGVjUOP8mhSFj3Ko0lZ9CjXunXrMnv27CxZsqTn7g4Gnj0y8B555JHU/v9TCQ98FMOBLr300iTJrl278uyzz/Z6rfuO5ve85z39uMrG8d3vfjdJMmzYsNx6660ZOXLkQcf89V//dSZOnJhXX3013/nOd97S533uuefypS99KUkyc+bMzJ49+6ituZG5ZpVHkzL5Oqsc9kh9DTNoXr16dc/HM2fOrHvMhAkTMnny5CT73zCC/qNHeTQpix7l0aQsepTr+uuvzzPPPJNhw4alra0ty5cvH+wlNSR7ZOBdf/31efzxx3PnnXfmHe94xyGPHzHi9fdl3717d7Zv354kOeuss/ptjY2ke3A/efLknH766XWPGTZsWN773vcmSX784x+/pc97yy23pKurK8cff3wWL158dBaLa1aBNCmTr7PKYY/U1zCD5i1btiRJxo8fn1NPPfVNj5syZUqS178woX/oUR5NyqJHeTQpix7lampqyvTp03P//fdn0aJFGTVq1GAvqSHZIwOvqakpLS0t+dM//dO6r7/66qu55557kiTveMc78q53vavnta1bt2bv3r1JknHjxuXzn/98Zs2alWnTpuXCCy/Mtddem4ceeqjnjmkObceOHUlefzOjN3PKKack2f9mRy+//HKfxz7yyCNZu3Ztkv3Dnr72FofHNas8mpTJ11nlsEfqG3HoQ44N3e+SOHHixD6Pa25uTpJ0dnbmlVdeyfHHH9/va2tEepRHk7LoUR5NyqJHuVasWJF3vvOdg72MhmePlGHXrl35zW9+k/Xr12fZsmXZtm1bRowYkcWLF/d6lMOmTZt6Pp43b16vd67fsWNH1qxZkzVr1uShhx7K1772NZ3egu43TNy1a1efx3UPpJPkN7/5zUE/+txt3759+drXvpZk/1Dh2muvPToLJYlrVok0KZOvs8phj9TXMHc0//73v0+SnHjiiX0ed8IJJ/R8/NJLL/XrmhqZHuXRpCx6lEeTsuhRLt/8lMEeKUNbW1s+9KEPZeHChdm2bVsmTJiQu+++Ox/4wAd6HXfgXU5ve9vbcuutt+axxx7LmjVrsnTp0px//vlJkieeeCKf+cxnBvKPMGS1trYmSTZs2NDnsPm///u/ez7u647mRx99NM8991yS5OMf/3j+6I/+6CitlMQ1q0SalMnXWeWwR+prmEHz7t27k+SQP1Zw4Ovd53D06VEeTcqiR3k0KYse0Dd7pAwvvPDCQf+8ePHirFu3rtfvd3V1ZcyYMZk0aVL+/d//PbNnz87EiRNzyimnZPr06bnzzjtz8cUXJ9n/+IbuNx/izX3oQx9Ksv+O5q985St1j1mxYkXPs7GT9LqT/I3+7d/+Lcn+R5tcccUVR3GlJK5ZJdIE+maP1Ncwg+bhw4e/peM892xg6FEeTcqiR3k0KYse0Dd7pAx33313fvazn+UnP/lJPv/5z2fcuHHZsmVL5s2bl/Xr1/cc99WvfjXr16/P97///Z5nBh9o+PDhueWWW3LcccclSVauXDlgf4ah6gMf+EAuuuiiJMny5cvT3t6ejRs3ZseOHdm+fXu+8pWv5Oabb+71XM3uv9832rhxY55++ukkyZw5c9708RocOdes8mgCfbNH6muYQfPo0aOTHPr/Hhz4uoeq9x89yqNJWfQojyZl0QP6Zo+U4YwzzsjIkSPztre9LZdffnnuvPPOjBw5Ml1dXfnSl7500PEHPrf5jU499dRMmzYtyf7HQXBo//Iv/5Jzzz03SfKDH/wgl19+eS688ML8xV/8Rf71X/81Z511VhYuXNhz/Js9N/N73/tez8d/9Vd/1b+LblCuWeXRBPpmj9TXMIPm7mei7Ny5s8/jDnxeysknn9yva2pkepRHk7LoUR5NyqIH9M0eKdO73/3u/OVf/mWS5Omnn05nZ+dhnd/S0pLk9edC0reTTz45d911V2666aacddZZOf744zN27Nicc845ueWWW7J8+fK89tprPcePHz/+oM9Rq9Xy6KOPJkne85735LTTThuw9TcS16zyaAJ9s0fqa5hBc/cD09/4nLQ36n59/Pjxfd5RQDV6lEeTsuhRHk3Kogf0zR4pV/ddyUnyq1/9qtdrh/rx2u5nCHffRcWhHXfccZk7d27uu+++PP3003nqqady77335qqrrsrw4cOzdevWJPu/+T/ppJMOOv+ZZ57Jr3/96yTJJZdcMqBrbySuWeXRBPpmj9TXMIPmM888M8n+wH3dAbB58+YkyeTJkwdkXY1Kj/JoUhY9yqNJWfSAvtkjA++rX/1qrrzyynzmM5/p87iurq6ej0eNGpUtW7Zk5syZOfvss3PPPff0ee6zzz6b5PVvbunbvn37Dnn393/+538mSc4555y6r69evbrn4z//8z8/eoujF9es8mgCfbNH6muYQfP73//+JPvvEnizd2l+4YUXsmXLliTJjBkzBmppDUmP8mhSFj3Ko0lZ9IC+2SMD73//93/z9NNP5z/+4z96/ZjsG3UPLseMGZNJkyalpaUl//d//5eurq786Ec/etPzNm3alO3btyd5vS9vbuXKlZk2bVqmT5+eHTt21D3mF7/4RTZt2pQk+eAHP1j3mKeeeipJ8sd//MeZOHFi/ywW8hgf2wAADPdJREFU16wCaQJ9s0fqa5hB82mnnZYLLrggSXLbbbfV/WLji1/8Yvbt25eTTjopl1122UAvsaHoUR5NyqJHeTQpix7QN3tk4HU/e7mrqytf//rX6x7zve99L//1X/+VJPnoRz+akSNH5sQTT+z55vPHP/5xnnjiiYPOe/nll/O5z30uSTJ27NhceeWV/fFHOKacc845ee2117J3797ce++9B72+e/fu3HTTTUn2D5E//OEP1/083Xeidb+pIP3DNas8mkDf7JH6GmbQnCSf/exnM3z48Dz//POZO3duVq9enc7OzmzevDnt7e1ZtWpVkuSTn/xkxowZM8irPfbpUR5NyqJHeTQpix7QN3tkYM2YMSMzZ85Mktxzzz1pb2/Phg0b0tnZmW3btmXJkiU9j9WYNGlSPvWpT/Wc+3d/93c5/vjjkyQ33HBDvvWtb2X79u3p7OzMo48+miuvvLJn4Pm5z30ub3/72wf4Tzf0nHHGGT09vvGNb+Tb3/52fvnLX+Z3v/tdHn/88VxxxRXZuHFjmpqasnjx4owaNeqgz/Hb3/42f/jDH5Ik73rXuwZ0/Y3INas8mkDf7JGDNdUO9Y4TdXS/23FHR8dRX1B/e/DBB7Nw4cLs3bu37uttbW1ZtGjRAK+quqHaRI/yaFIWPcqjSVn0GBq6n2E3f/78LFiwYJBXc/iGcg97ZGDt2rUr7e3tPc/9rWfq1Kn55je/mebm5l6/v2bNmvzt3/5tz2DzjY477rj8wz/8Q+bOnXtU13w0lNqjs7Mz11xzTbZt21b39ZEjR2bx4sX56Ec/Wvf1jRs35vLLL0+S3HrrrZk9e3a/rfVoK7XJobhmlUeT8g31r7OSod3DHultRH8spmQf+chHMmXKlCxdujRr167Niy++mNGjR2fatGm56qqrMmvWrMFeYkPRozyalEWP8mhSFj2gb/bIwBozZkxuv/32rFq1Kg888EA2bdqUnTt35oQTTsiUKVNyySWX5NJLL82IEQd/G3bRRRfl4Ycfzl133ZUnnngizz//fPbt25dTTz01733ve9PW1pYzzjhjEP5UQ9cpp5yS++67L3feeWdWrVqV//mf/8lrr72W5ubmTJ8+Pddee21OP/30Nz3/wGdtT5gwYSCW3PBcs8qjCfTNHumt4e5oPlZpUhY9yqNJWfQojyZl0aMsepRHk7LoUR5NyqJHeTQpix7lOdImDfWMZgAAAAAAjj6DZgAAAAAAKjFoBgAAAACgEoNmAAAAAAAqMWgGAAAAAKASg2YAAAAAACoxaAYAAAAAoBKDZgAAAAAAKjFoBgAAAACgEoNmAAAAAAAqMWgGAAAAAKASg2YAAAAAACoxaAYAAAAAoBKDZgAAAAAAKjFoBgAAAACgEoNmAAAAAAAqMWgGAAAAAKASg2YAAAAAACoxaAYAAAAAoBKDZgAAAAAAKjFoBgAAAACgEoNmAAAAAAAqMWgGAAAAAKCSplqtVjvck1paWvpjLQAAAAAAFKCjo+OwjndHMwAAAAAAlYyocvLhTrXpP913mWtSBj3Ko0lZ9CiPJmXRoyx6lEeTsuhRHk3Kokd5NCmLHuU50qdZuKMZAAAAAIBKDJoBAAAAAKjEoBkAAAAAgEoMmgEAAAAAqMSgGQAAAACASgyaAQAAAACoxKAZAAAAAIBKDJoBAAAAAKjEoBkAAAAAgEoMmgEAAAAAqMSgGQAAAACASgyaAQAAAACoxKAZAAAAAIBKDJoBAAAAAKjEoBkAAAAAgEoMmgEAAAAAqMSgGQAAAACASgyaAQAAAACoZMRgL2AwbN26Nbfffnt++tOfprOzM+PGjcu0adMyZ86czJgxY7CX13D0KI8mZdGjPJqURY/yaFK2ZcuW5Qtf+ELmz5+fBQsWDPZyGpI9UhY9yqJHeTQpix7l0eR1TbVarXa4J7W0tCRJOjo6jvqC+ttjjz2WG264IXv27Kn7+pw5c3LzzTcP8KqqG6pN9CiPJmXRozyalEWP8hyLTYZyjzfasGFDrrnmmnR1dQ3pQfNQbmKPlOVY7JEM3SZ6lEeTsuhRHk16a6hHZ2zevDmf/vSns2fPnkydOjXLli3LmjVrsnLlysyaNStJsnz58ixbtmyQV9oY9CiPJmXRozyalEWP8mhStnXr1mXevHnp6uoa7KU0LHukLHqURY/yaFIWPcqjSR21I9Dc3Fxrbm4+klMH1XXXXVdrbW2tXXzxxbWdO3f2em3fvn219vb2Wmtra+3888+v7dixY5BWeWSGYhM9yqNJWfQojyZl0aM8x2qTodrjQHfccUdt6tSptdbW1p5fX/7ylwd7WUdsqDaxR8pyrPao1YZmEz3Ko0lZ9CiPJgdrmDuat2/fnieffDJJMn/+/IwdO7bX601NTbnxxhszbNiwvPTSS1m1atUgrLJx6FEeTcqiR3k0KYse5dGkTOvWrcvs2bOzZMmSnrttGBz2SFn0KIse5dGkLHqUR5P6GmbQvHr16p6PZ86cWfeYCRMmZPLkyUmSH/7whwOyrkalR3k0KYse5dGkLHqUR5MyXX/99XnmmWcybNiwtLW1Zfny5YO9pIZlj5RFj7LoUR5NyqJHeTSpr2EGzVu2bEmSjB8/PqeeeuqbHjdlypQkyc9//vMBWVej0qM8mpRFj/JoUhY9yqNJmZqamjJ9+vTcf//9WbRoUUaNGjXYS2pY9khZ9CiLHuXRpCx6lEeT+hpm0Nz9LokTJ07s87jm5uYkSWdnZ1555ZV+X1ej0qM8mpRFj/JoUhY9yqNJmVasWJGlS5d6ZEYB7JGy6FEWPcqjSVn0KI8m9TXMoPn3v/99kuTEE0/s87gTTjih5+OXXnqpX9fUyPQojyZl0aM8mpRFj/JoUqZ3vvOdg70E/j97pCx6lEWP8mhSFj3Ko0l9DTNo3r17d5Ic8scFD3y9+xyOPj3Ko0lZ9CiPJmXRozyaQN/skbLoURY9yqNJWfQojyb1Ncygefjw4W/puFqt1s8rIdGjRJqURY/yaFIWPcqjCfTNHimLHmXRozyalEWP8mhSX8MMmkePHp3k0P/34MDXvVlK/9GjPJqURY/yaFIWPcqjCfTNHimLHmXRozyalEWP8mhSX8MMmrufibJz584+jzvweSknn3xyv66pkelRHk3Kokd5NCmLHuXRBPpmj5RFj7LoUR5NyqJHeTSpr2EGzd1vhPLCCy/0eVz36+PHj8/IkSP7fV2NSo/yaFIWPcqjSVn0KI8m0Dd7pCx6lEWP8mhSFj3Ko0l9DTNoPvPMM5PsD9z9zpD1bN68OUkyefLkAVlXo9KjPJqURY/yaFIWPcqjCfTNHimLHmXRozyalEWP8mhSX8MMmt///vcn2f8Q7ieffLLuMS+88EK2bNmSJJkxY8ZALa0h6VEeTcqiR3k0KYse5dEE+maPlEWPsuhRHk3Kokd5NKmvYQbNp512Wi644IIkyW233ZYdO3YcdMwXv/jF7Nu3LyeddFIuu+yygV5iQ9GjPJqURY/yaFIWPcqjCfTNHimLHmXRozyalEWP8mhSX8MMmpPks5/9bIYPH57nn38+c+fOzerVq9PZ2ZnNmzenvb09q1atSpJ88pOfzJgxYwZ5tcc+PcqjSVn0KI8mZdGjPJpA3+yRsuhRFj3Ko0lZ9CiPJgdrqtVqtcM9qaWlJUnS0dFx1BfU3x588MEsXLgwe/furft6W1tbFi1aNMCrqm6oNtGjPJqURY/yaFIWPcpzLDYZyj3q6X6m4Pz587NgwYJBXs2RGcpN7JGyHIs9kqHbRI/yaFIWPcqjSW8NN2hOkm3btmXp0qVZu3ZtXnzxxYwePTrTpk3LVVddlVmzZg328o7IUG6iR3k0KYse5dGkLHqU51hrMtR7vJFB8+CzR8pyrPVIhnYTPcqjSVn0KI8mr2vIQfOxSJOy6FEeTcqiR3k0KYseZdGjPJqURY/yaFIWPcqjSVn0KM+RNmmoZzQDAAAAAHD0GTQDAAAAAFCJQTMAAAAAAJUYNAMAAAAAUIlBMwAAAAAAlRg0AwAAAABQiUEzAAAAAACVGDQDAAAAAFCJQTMAAAAAAJUYNAMAAAAAUIlBMwAAAAAAlRg0AwAAAABQiUEzAAAAAACVGDQDAAAAAFCJQTMAAAAAAJUYNAMAAAAAUIlBMwAAAAAAlRg0AwAAAABQiUEzAAAAAACVGDQDAAAAAFCJQTMAAAAAAJUYNAMAAAAAUIlBMwAAAAAAlRg0AwAAAABQSVOtVqsd7kktLS39sRYAAAAAAArQ0dFxWMe7oxkAAAAAgEqO6I5mAAAAAADo5o5mAAAAAAAqMWgGAAAAAKASg2YAAAAAACoxaAYAAAAAoBKDZgAAAAAAKjFoBgAAAACgEoNmAAAAAAAqMWgGAAAAAKASg2YAAAAAACoxaAYAAAAAoBKDZgAAAAAAKjFoBgAAAACgkv8HsMmgLtOveP8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 471,
+       "width": 717
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -2880,17 +3090,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 120,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD7CAYAAACPDORaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAACV5JREFUeJzt3bEr/f3/x/Hn+fVJn47lpGR09cEmJTEYlLJYTf4DZ5MsYlKK5WSwyKYkg+1MymZSBilZLxaDrFeRnO9wXTnXNX8+Py+f5/t2KwNnefTq5d7pnZxap9PpBAAp/V/pAQD8/xF5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEvtWekCV/fHHH3F/f196xpdQr9fjr7/+Kj3jS3AWXYODg/Hnn3+WnvFbq3U6nU7pEVVVq9XC8f/NWXQ5iy5n8fM8rgFITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOSJiIj7+/sYGxuLt7e30lM+3cPDQzSbzZicnIyZmZnY2dmJl5eX0rO+hCrfiyz8P3ni8fExlpaWKhm219fXaDabMTw8HCcnJ/H8/Bzr6+sREbG2tlZ4XVlVvheZeCdfcefn57GwsBA9PT2lpxRxc3MTDw8Psb29HUNDQzE1NRXLy8vRbrdLTyuq6vciE5GvuIuLi1hZWYmNjY3SU4r48eNHHBwcRG9v78fParVavL6+FlxVXtXvRSYe11Tc5uZmRERcXl4WXlJGX19fTE9Pf3z//v4eR0dHMTExUXBVeVW/F5mIPPzL9vZ23N3dxenpaekp8Et4XFMh+/v7MT4+/vF1dXVVetKX0el0YmtrK46Pj6PVasXIyEjpSZ/GvcjNO/kKWVxcjPn5+Y/vBwYGCq75Ot7f32NjYyPa7Xbs7u7G3Nxc6Umfyr3ITeQrpNFoRKPRKD3jy9nZ2Yl2ux17e3sxOztbes6ncy9yE3kq7fr6Og4PD2N1dTVGR0fj6enp47X+/v6Cy+DXEHkq7ezsLCIiWq1WtFqt/7x2e3sb3775FeH3Vut0Op3SI6qqVquF4/+bs+hyFl3O4uf56xqAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AES87E3BdXr9ajVaqVnfAnfv393Fv9wFl31er30hN+eT4YqyKfedDmLLmfR5Sx+nsc1AImJPEBiIg+QmMgDJCbyAImJPEBiIg+QmMgDJCbyAImJPEBiIg+QmMgDJCbyAImJPBERcX9/H2NjY/H29lZ6yqd7eHiIZrMZk5OTMTMzEzs7O/Hy8lJ61pdQ5XuRhf8nTzw+PsbS0lIlw/b6+hrNZjOGh4fj5OQknp+fY319PSIi1tbWCq8rq8r3IhPv5Cvu/Pw8FhYWoqenp/SUIm5ubuLh4SG2t7djaGgopqamYnl5OdrtdulpRVX9XmQi8hV3cXERKysrsbGxUXpKET9+/IiDg4Po7e39+FmtVovX19eCq8qr+r3IxOOaitvc3IyIiMvLy8JLyujr64vp6emP79/f3+Po6CgmJiYKriqv6vciE5GHf9ne3o67u7s4PT0tPQV+CY9rKmR/fz/Gx8c/vq6urkpP+jI6nU5sbW3F8fFxtFqtGBkZKT3p07gXuXknXyGLi4sxPz//8f3AwEDBNV/H+/t7bGxsRLvdjt3d3Zibmys96VO5F7mJfIU0Go1oNBqlZ3w5Ozs70W63Y29vL2ZnZ0vP+XTuRW4iT6VdX1/H4eFhrK6uxujoaDw9PX281t/fX3AZ/BoiT6WdnZ1FRESr1YpWq/Wf125vb+PbN78i/N5qnU6nU3pEVdVqtXD8f3MWXc6iy1n8PH9dA5CYyAMkJvIAiYk8QGIiD5CYyAMkJvIAiYk8QGIiD5CYyAMkJvIAiYk8QGIiD5CYyAMkJvIAiYk8QGIiD5CYzzYrqF6vR61WKz3jS/j+/buz+Iez6KrX66Un/PZ8/F9BPtqsy1l0OYsuZ/HzPK4BSEzkARITeYDERB4gMZEHSEzkARITeYDERB4gMZEHSEzkARITeYDERB4gMZEHSEzkiYiI+/v7GBsbi7e3t9JTPt3Dw0M0m82YnJyMmZmZ2NnZiZeXl9KzvoQq34ss/D954vHxMZaWlioZttfX12g2mzE8PBwnJyfx/Pwc6+vrERGxtrZWeF1ZVb4XmXgnX3Hn5+exsLAQPT09pacUcXNzEw8PD7G9vR1DQ0MxNTUVy8vL0W63S08rqur3IhORr7iLi4tYWVmJjY2N0lOK+PHjRxwcHERvb+/Hz2q1Wry+vhZcVV7V70UmHtdU3ObmZkREXF5eFl5SRl9fX0xPT398//7+HkdHRzExMVFwVXlVvxeZiDz8y/b2dtzd3cXp6WnpKfBLeFxTIfv7+zE+Pv7xdXV1VXrSl9HpdGJrayuOj4+j1WrFyMhI6Umfxr3IzTv5CllcXIz5+fmP7wcGBgqu+Tre399jY2Mj2u127O7uxtzcXOlJn8q9yE3kK6TRaESj0Sg948vZ2dmJdrsde3t7MTs7W3rOp3MvchN5Ku36+joODw9jdXU1RkdH4+np6eO1/v7+gsvg1xB5Ku3s7CwiIlqtVrRarf+8dnt7G9+++RXh91brdDqd0iOqqlarheP/m7PochZdzuLn+esagMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEhN5gMREHiAxkQdITOQBEvOxNwUNDg5GrVYrPeNLqNfrzuIfzqJrcHCw9ITfnk+GAkjM4xqAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxEQeIDGRB0hM5AESE3mAxP4H0kRUb/S4t7oAAAAASUVORK5CYII=\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 255,
+       "width": 381
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -2902,17 +3117,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 121,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 254,
+       "width": 256
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -2938,17 +3158,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 122,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 255,
+       "width": 381
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -2960,17 +3185,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 123,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP0AAAD7CAYAAAChbJLhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAADY9JREFUeJzt3V9o1fUfx/HXduZm2zyeLL2I0FywyIsQFSFymoRML0SKhXNwRLwpGdhEbCJrSoZ/CMIQZCaEoE4tFPRKQQOnDoaICop5ITRw/mnOI25zbefsfH8X4ur3+120zt7f8zXfz8dVB8Z779Sn33HO18+3IAiCQADcKIx6AQD5RfSAM0QPOEP0gDNEDzhD9IAzRA84Q/SAM0QPOFOUj28yc+ZMJRKJfHwrvKRisZjJnIKCApM5loaHh03mPH36VB0dHX/7dXmJPpFI6LPPPsvHt8JLasKECSZzxo0bZzLHUm9vr8mc1tbWUX0dP94DzhA94AzRA84QPeBMTm/kZbNZbdmyRbdu3VJxcbG++eYbTZs2zXo3ACHI6Up/5swZDQ0N6ejRo1q/fr127NhhvReAkOQU/eXLl1VVVSXp2Wfw169fN10KQHhyir6vr0/l5eUjr2OxmDKZjNlSAMKTU/Tl5eXq7+8feZ3NZlVUlJf7fACMUU7Rz5o1S21tbZKkq1evqrKy0nQpAOHJ6fK8aNEiXbx4UbW1tQqCQNu2bbPeC0BIcoq+sLBQX3/9tfUuAPKAm3MAZ4gecIboAWeIHnAmLx+uFxUV6fXXXx/znMJCm7+jrB7f19PTYzJHenavw8vI6qSaoaEhkzmDg4MmcyxZ/b+NFld6wBmiB5whesAZogecIXrAGaIHnCF6wBmiB5whesAZogecIXrAGaIHnCF6wBmiB5whesAZogecIXrAmbycnJPJZNTd3T3mOVany1jNsTrJR5LZE4KsTqqxOl0oHo+bzHn8+LHJnL8+mWmsent7TeZMnDjRZM5ocaUHnCF6wBmiB5whesAZogecIXrAmZw+J0qn09q0aZO6uro0NDSkNWvW6KOPPrLeDUAIcor+5MmTSiQS+vbbb5VKpfTxxx8TPfAvkVP0ixcvVnV19cjrWCxmthCAcOUUfVlZmSSpr69Pa9euVUNDg+lSAMKT8xt59+7d08qVK7Vs2TItXbrUcicAIcrpSv/w4UOtXr1azc3Nev/99613AhCinK70LS0tevLkifbs2aNkMqlkMqk//vjDejcAIcjpSt/U1KSmpibrXQDkATfnAM4QPeAM0QPO5OXknCAIlE6n8/GtRsVql/LycpM5kt1JNVanAlmxOvFmcHDQZI7l75nVrFdeecVkzmhxpQecIXrAGaIHnCF6wBmiB5whesAZogecIXrAGaIHnCF6wBmiB5whesAZogecIXrAGaIHnCF6wBmiB5whesCZvByXJdkc42R1pFRBQYHJnEwmYzJHkoqKbH4rSkpKTOa8+uqrJnOsnnOYSqVM5lgd3yXZHbtm9ed6tLjSA84QPeAM0QPOED3gDNEDzowp+p6eHi1YsEC3b9+22gdAyHKOPp1Oq7m5WePHj7fcB0DIco5+586dqq2t1ZQpUyz3ARCynKI/fvy4Jk2apKqqKut9AIQsp+iPHTum9vZ2JZNJ3bx5U42Njeru7rbeDUAIcrr389ChQyP/nUwmtWXLFk2ePNlsKQDh4SM7wJkx/yuPAwcOWOwBIE+40gPOED3gDNEDzhA94ExeTs4pLCxUaWnpmOdY3f33zjvvmMx57bXXTOZIdifeDA0Nmcz59ddfTeZcvXrVZE5PT4/JHMvbxidNmmQyx+JUqX+CKz3gDNEDzhA94AzRA84QPeAM0QPOED3gDNEDzhA94AzRA84QPeAM0QPOED3gDNEDzhA94AzRA84QPeBMXk7Oefr0qckJKr///rvBNtKjR49M5qRSKZM5knTr1i2TOffv3zeZM23aNJM5c+fONZmzcOFCkzmWD2UZN26cyZyBgQGTOaPFlR5whugBZ4gecIboAWeIHnAm53fv9+7dq19++UXpdForVqzQp59+arkXgJDkFH1HR4euXLmiw4cPa2BgQD/++KP1XgBCklP0Fy5cUGVlperr69XX16cvv/zSei8AIckp+lQqpbt376qlpUV37tzRmjVrdOrUKRUUFFjvB8BYTtEnEglVVFSouLhYFRUVKikp0aNHj0yf7QYgHDm9ez979mydP39eQRDowYMHGhgYUCKRsN4NQAhyutIvXLhQly5dUk1NjYIgUHNzs2KxmPVuAEKQ80d2vHkH/Dtxcw7gDNEDzhA94AzRA87k5eSceDyu6urqMc+xOjmns7PTZM7w8LDJHElqbGw0mfPee++ZzInH4yZzurq6Xqg53d3dJnP+zbjSA84QPeAM0QPOED3gDNEDzhA94AzRA84QPeAM0QPOED3gDNEDzhA94AzRA84QPeAM0QPOED3gDNEDzuTl5JwgCDQ4ODjmOZWVlQbbSB988IHJnHQ6bTJHevaoMAvXr183mXP//n2TOcXFxSZzrB6ZVlpaajJHkvr7+03mBEFgMme0uNIDzhA94AzRA84QPeAM0QPO5PTufTqd1saNG9XV1aXCwkJt3bpVb7/9tvVuAEKQ05X+3LlzymQyOnLkiOrr67Vr1y7rvQCEJKfop0+fruHhYWWzWfX19amoKC8f9wMwkFOtpaWl6urq0pIlS5RKpdTS0mK9F4CQ5HSl379/v+bNm6fTp0/rxIkT2rhxo8kddwDCl9OVPh6Pa9y4cZKkiRMnKpPJmD7MEUB4cop+1apV2rRpk+rq6pROp7Vu3TrTe5oBhCen6MvKyvT9999b7wIgD7g5B3CG6AFniB5whugBZ/JyK10mk1FPT8+Y53R3dxts83IrLLT5e3z8+PEmc0pKSkzmWMlkMmazrE7zsZozWlzpAWeIHnCG6AFniB5whugBZ4gecIboAWeIHnCG6AFniB5whugBZ4gecIboAWeIHnCG6AFniB5whugBZ4gecCYvx2UVFBSYHOMUi8UMtnkxBUEQ9Qr/5fHjxyZzfvvtN5M5VuLxuNmst956y2xWPnGlB5whesAZogecIXrAmVFFf+3aNSWTSUlSZ2enVqxYobq6Om3evFnZbDbUBQHY+tvo9+3bp6amJg0ODkqStm/froaGBrW2tioIAp09ezb0JQHY+dvop06dqt27d4+8vnHjhubOnStJmj9/vtrb28PbDoC5v42+urpaRUV/fpwfBMHIY3jKysrU29sb3nYAzP3jN/L+epNNf3+/6c0OAML3j6OfMWOGOjo6JEltbW2aM2eO+VIAwvOPo29sbNTu3bu1fPlypdNpVVdXh7EXgJCM6t77N998Uz/99JMkafr06Tp48GCoSwEIDzfnAM4QPeAM0QPOED3gDNEDzuTl5JwgCExOhnnRTpex9PwuxxfF5MmTTea88cYbJnOsDA0NvZCz8okrPeAM0QPOED3gDNEDzhA94AzRA84QPeAM0QPOED3gDNEDzhA94AzRA84QPeAM0QPOED3gDNEDzhA94ExeTs4ZGBjQzz//nI9vBbjV1dU1qq8rCF7mM6gA/B9+vAecIXrAGaIHnCF6wBmiB5yJPPpsNqvm5mYtX75cyWRSnZ2dke6TTqe1YcMG1dXVqaamRmfPno10n+d6enq0YMEC3b59O+pVJEl79+7V8uXL9cknn0T+cWw6ndb69etVW1ururq6SH+Nrl27pmQyKUnq7OzUihUrVFdXp82bNyubzUa2119FHv2ZM2c0NDSko0ePav369dqxY0ek+5w8eVKJREKtra3at2+ftm7dGuk+0rM/1M3NzRo/fnzUq0iSOjo6dOXKFR0+fFgHDhzQ/fv3I93n3LlzymQyOnLkiOrr67Vr165I9ti3b5+ampo0ODgoSdq+fbsaGhrU2tqqIAhemAtI5NFfvnxZVVVVkqSZM2fq+vXrke6zePFiffHFFyOvY7FYhNs8s3PnTtXW1mrKlClRryJJunDhgiorK1VfX6/PP/9cH374YaT7TJ8+XcPDw8pms+rr61NRUV7uOfs/U6dO1e7du0de37hxQ3PnzpUkzZ8/X+3t7ZHs9b+i+dX5i76+PpWXl4+8jsViymQykf3GlZWVjey1du1aNTQ0RLLHc8ePH9ekSZNUVVWlH374IdJdnkulUrp7965aWlp0584drVmzRqdOnYrseXylpaXq6urSkiVLlEql1NLSEske1dXVunPnzsjrIAhGfk3KysrU29sbyV7/K/IrfXl5ufr7+0deZ7PZyIJ/7t69e1q5cqWWLVumpUuXRrrLsWPH1N7ermQyqZs3b6qxsVHd3d2R7pRIJDRv3jwVFxeroqJCJSUlevToUWT77N+/X/PmzdPp06d14sQJbdy4ceRH7CgVFv6ZV39/v+LxeITb/Cny6GfNmqW2tjZJ0tWrV1VZWRnpPg8fPtTq1au1YcMG1dTURLqLJB06dEgHDx7UgQMH9O6772rnzp1mT5TN1ezZs3X+/HkFQaAHDx5oYGBAiUQisn3i8bgmTJggSZo4caIymYyGh4cj2+e5GTNmqKOjQ5LU1tamOXPmRLzRM5H/eL9o0SJdvHhRtbW1CoJA27Zti3SflpYWPXnyRHv27NGePXskPXuD5kV5E+1FsHDhQl26dEk1NTUKgkDNzc2RvvexatUqbdq0SXV1dUqn01q3bp1KS0sj2+e5xsZGffXVV/ruu+9UUVGh6urqqFeSxD+4AdyJ/Md7APlF9IAzRA84Q/SAM0QPOEP0gDNEDzhD9IAz/wFaXYOJ8hSrpQAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 254,
+       "width": 256
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -2989,7 +3219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 124,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3005,17 +3235,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 125,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 266,
+       "width": 250
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -3028,17 +3263,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 126,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAIUCAYAAAD2Rj4bAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XlcVGX///H3IIJM5IImrrnhYGrmklulZpmm3nWbd9mdpemtaVpZlmnat++dUi4tZmhmWmZuZQtqZqupaYuYZu4bCoomrrggCAyc3x9+Z34ii8AMDF69no+Hj/vunDnX9Zkz58x7znUWbJZlWQIAAEbx83UBAADA+wh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABioRAZ8dHS0wsPD3f9WrFhxxWVOnTqlhg0bupc5dOhQMVSaP4cOHcryfi7916BBAzVp0kTt27fXkCFD8vVei5Krrj179hRpP6tWrVJ4eLjuuOOOfL3+0nV4/vz5Iq3tSqZOnarw8HANGzbMp3UU1L59+7zSzgsvvKDw8HBNmjTJK+0VRkG3n5Jk0qRJCg8P1wsvvOC1Nr312Xqz/+L6LimMjIwMTZ06VXfccYcaN26sW2+9VUuWLMlx246KilJ4eLh69uyZrZ3MzEzFxsYWZ+kFUiID/nLff/99vl6TkZFRDNV4pnHjxmrevLn7X9OmTRUWFqYLFy5o5cqVeuKJJzR27FhflwmDJCUl6eWXX1afPn18XQq87Pjx43rmmWc0cuTIv2X/hTVjxgxNmzZNhw8fVq1atRQSEqKqVasWqI2tW7fq/vvv16efflpEVXrO39cF5MXf319Op1OrVq1Senq6Spcunetrv/vuu2KsrPDefvtt1ahRI9v09PR0TZs2TTNmzNDChQvVrl27q/Lo5O/g4YcfVrdu3RQcHOzrUvJl+/bt+vjjj1W+fHlflwIvW7t2rb755hs1atSoxPX/9ddfS5Jq1qxZ3GVd0bfffitJevzxxzV8+HD39Dp16uixxx5ThQoVrtjGggULtH37drVu3brI6vRUiT6CDw4O1g033KCzZ88qOjo619clJiZq/fr1uuGGG4qxOu8qXbq0hg8frmbNmkmSFi5c6OOKkJuQkBDVq1dPoaGhvi4FKLHq1aunevXqKSAgwNelZHPq1ClJ0s0335xleuXKlVWvXj2FhIT4oiyvK9EBL0mdO3eWlPcw/YoVK+R0OnX33XcXV1lFpmPHjpIuDv8AALzP6XRKUon88eFNJXqIXpK6dOmit99+WytXrtTLL78sP7/sv0m+/fZb2Ww2de7cWW+99Vauba1atUpRUVHasmWLTp06JX9/f1WpUkXt27fXwIEDdd1110m6eOHEI488oo0bN8rhcCgqKirL6YFTp07pnnvu0YkTJ7IN8XjKNeyb04Vk27dv1+zZs7V+/XolJiYqODhYTZs2Vd++fXXLLbfk2N6xY8c0e/ZsrVq1Sn/99ZcCAgLkcDh03333qWfPnvL3z/8msGvXLs2aNcvdf7ly5dSyZUsNHDhQjRs3znGZgwcP6t1339Vvv/2mxMRE1a1bV/3799e1116b734v53Q69eGHHyoqKkoHDhyQ3W5XixYtNGTIkBzryMzMVFRUlBYvXqxdu3YpLS1NVatWVYcOHTRw4MBsR+IvvPCCFi9erClTpigmJkbz589Xamqq6tatq7lz5+rDDz/UtGnT1KVLF0VGRkqS+vTpo/Xr11+x9gkTJmS5WKegn88dd9yhw4cP67ffftOGDRs0Z84c7dq1S5ZlKTw8XH369FH37t3dr7+0rtOnTys8PFyStHv3bvdrTpw4oXnz5mnt2rWKj49XSkqKrr32WjVs2FC9evVSly5drvi+8qO4tp8LFy5o4cKFWrJkiQ4ePKigoCC1b99ezzzzjN5++20tXrw42+cgSfHx8Zo1a5Z+/vlnHTt2TNdcc42aNm2qfv36qW3btgV+v9HR0Zo1a5a2bdumtLQ0NWvWTE8//XSey6SlpWnhwoVatmyZ9u/fL8uyVKdOHf3jH//QI488osDAQPdrXduCdPG7ITw8XNWrV9fKlSsL1d6lVq9erY8//ljbt2/X6dOnVblyZbVr105PPPGEKleunK/+XdvasmXL5HA4srT//fffa9GiRdq6dauSk5N13XXXqW3btnrsscdUp06dLK+NiorS6NGj9fDDD+vJJ5/UtGnTtHLlSp04cUIVK1bU7bffnqWuvFy+n/bt21eSdN9992nixInuff8///mPRo0alWMbhw4d0p133un+79mzZ2v27NnuNlxOnjyp999/XytXrtSRI0cUGBiohg0b6qGHHsrxYDQ8PFx2u13ffvutxowZo99//112u10PPPCAnnvuuSu+t5yU+ICvV6+ewsLCFBMToz/++CPbkMqZM2cUHR2tZs2a5Tlk+uKLL+rzzz+XJFWrVk0Oh0MnTpzQ/v37tX//fn3zzTdaunSpKlSoID8/P02YMEH//Oc/tWfPHn344YcaNGiQu62XX35ZJ06cUKNGjfTkk0969f0ePHhQkrJd8LFgwQK9+uqrysjIULly5dSgQQMlJCRo1apVWrVqlQYMGJDtQpdNmzbp8ccf1+nTpxUQEKD69evr/Pnz+uOPP/THH39o+fLlmj59uq655por1hUVFaWXXnpJTqdT1157rRwOhxISEvTNN9/o+++/19ixY/XAAw9kWeaPP/7Q4MGDdfbsWQUHByssLEyHDh3S888/n+1zLIjHH39cf/zxhypXrqw6deooNjZWK1as0E8//aR58+a5T3NIF7/sBw8erHXr1kmSatWqpeDgYMXExGju3LlaunSppk+fnmM9c+bM0Z9//qnatWvL6XSqTJkyuZ53dzgc7qOCyx0/flzx8fGSsn6unnw+7777rubOnSu73a7atWvrr7/+0qZNm7Rp0yYdP35c/fr1c9d1+vRp7dmzR/7+/mrSpEmWdnbu3Kn+/fsrMTFRdrvdfX1IfHy8fv75Z/3888967rnnsmz/hVFc209SUpIGDRqkjRs3ys/PT/Xr11dqaqqWLFmiNWvWqFatWjkut3btWg0bNkzJyckKCgpS/fr1derUKa1evVqrV6/WU089VaB9fcGCBYqIiJBlWapcubKqVaum9evXq3fv3mrYsGGOy5w+fVqPPfaYtmzZIj8/P9WsWVNlypTR7t27tWPHDi1fvlwffPCB+/xw48aNVbp0acXFxclut6tBgwbug5TCtOcyduxY9ynCKlWqqH79+oqNjdUnn3yilStX6rPPPlOVKlWu2H9OMjMzNXLkSC1btkzSxf2hZs2aio2N1RdffKGvvvpKb7zxhnvk9lLHjh1Tz549lZCQoOrVq6t27drau3evPvnkE61du1ZLlixR2bJl8+zftZ9u2bJFTqdTDodDwcHBql27dp7LXSowMFDNmzfXgQMHdPLkSYWGhrrrcdm+fbsee+wxnTx5UgEBAapTp45SUlK0bt06rVu3Tj179tT48eNls9mytJ2RkaFBgwZp//79CgsL08GDB3X99dfnu7ZsrBJo3bp1lsPhsFq1amVZlmVNmTLFcjgc1vjx47O99osvvrAcDoc1Z84cKykpyXI4HJbD4bDi4+Pdr/nxxx8th8NhNW3a1Prtt9+yLB8dHW01bdrUcjgc1syZM7PM++ijjyyHw2E1adLEOnjwoGVZlrV48WL3tJiYmHy9n/j4+BzrutyZM2esNm3aWA6Hw4qIiMiyPsLDw63w8HBrxowZVnp6umVZlpWZmWktXrzYaty4seVwOKxPP/3Uvczp06etVq1aWQ6Hwxo2bJiVmJjonrd582arQ4cOlsPhsEaMGJGlBledu3fvzvL6hg0bWg0bNrTmz59vZWRkuPv/9NNPrUaNGlkNGza0tmzZ4l7mwoULVseOHS2Hw2E9//zzVnJysmVZlpWammqNHz/e3U/Hjh0LvA5vvPFGa8mSJVZmZqZlWZaVkJBg/eMf/7AcDoc1YMCALMu98MILlsPhsNq1a2dt2rQpy7oePny45XA4rNatW1vHjh1zzxs1apS7rw8//NA9/eTJk5ZlWVZkZKTlcDisp5566op1JyYmWp06dbIcDoc1ceJE9/TCfj6udepwOKzJkydbqamplmVdXK+u99OiRQsrLS3Nvczl+9Ol7rvvPsvhcFjPPPOMde7cOff0c+fOWc8991yO7bnWz6XvJy/Fuf2MHTvWcjgcVqdOnay9e/e6p//+++9W69at3ct98cUX7nnx8fFW8+bNLYfDYU2ZMsW9Ti3LslasWOGe98MPP+Tr/e7Zs8dq2LChFR4ebs2dO9e9nZ44ccLq06ePu4ZRo0ZlWW7w4MGWw+GwHnzwQevAgQPu6X/99ZfVu3dvy+FwWEOGDMmyjOv777777stWhyftNW3a1Pruu+/c00+ePOmuvV+/fvnqP6fvkqlTp7q3qZUrV7qnp6SkuD/XG2+8Mcsyrj4cDofVuXNna9u2be55GzdutG666SbL4XBYs2bNylZDblz73rp167JMz2nbzu095rYfnD171r3/vvjii1n2qw0bNli33XZbtu+WS9dX69atrdjYWMuyLOv8+fPWhQsX8v2+Llfiz8FLcg8R/vDDD9nmuYbn8xpG/PXXX1W6dGk98sgjatOmTZZ5rVq1Urdu3SRlv5ezT58+atWqlS5cuKCxY8fq2LFjevXVVyVJI0eOVL169Tx6X5JkWZbOnj2rNWvWaMCAATp16pSuvfZaDRgwwP2a6dOny7IsPfjggxo8eLB72NZms6lHjx7u4ZvIyEj3rYLz58/X6dOn5XA49Oabb2a5grpJkyaaPn26bDabli1bppiYmDxrnDZtmpxOpwYPHqyHH37YfZrEZrPpgQce0KOPPiqn06kZM2a4l/nmm290+PBh1a5dW6+++qqCgoIkXTznNXr0aLVs2bLQ62zw4MH65z//6f71GxoaqiFDhki6eFTscujQIS1ZskTSxXvXmzZt6p5XtmxZvf7662rUqJESExM1Z86cbP2Ehoa6h/AkFfjCG6fTqWHDhungwYO65ZZbNGLECPc8Tz+fdu3aafjw4e5ziAEBAe4RnHPnzuXrvui//vpLhw8fVpkyZTR27NgsoxPBwcHues+dO6ejR48W6L1fqri2n1OnTumTTz6RzWbT1KlTFRYW5p538803a8KECTnW98EHHygpKUk9evTQ008/neW87J133unev6ZNm5av9zt79mw5nU716NFDffr0cW+nFStWVGRkZI5HmVu3btWqVatUvnx5TZ8+PctRW9WqVRUZGalrrrlGP/74o3bt2nXFGgrb3nvvvSdJev7557McRYeEhOiNN96Qv7+/fvvtt0JtD8nJyZo9e7Ykady4ce7rjSSpTJkyGj16tO68806lpqZq+vTpObbx2muvZbliv3nz5u5TUn/++WeBayoKixYt0pEjR9SqVStFRERk2a9atGihV155RZI0c+ZMpaenZ1u+V69e7tEAu92e62mU/LgqAr5BgwaqVauWDh8+rB07drinnzt3Tr/++quaNm2qKlWq5Lr8//zP/2jz5s166qmncpzv+vJISUnJMt1ms2n8+PGy2+1au3at+vbtq7Nnz6pdu3Z6+OGHC/Ve7rzzzmwPumnZsqV7KK1ChQqaPn26eyj3/Pnz2rBhgySpd+/eObb54IMPKiAgQMeOHdP27dslST/99JOkixtLTufZGzZsqBYtWsiyLK1evTrXelNTU/Xrr79KUpZzu5f6xz/+IeniDynXMPXatWslSXfffXeOtzfef//9ufZ5JZ06dco2zfVlnpSUlKWGzMxMNWrUSDfddFO2ZUqVKuVepzmtg5tuuinHaz7yKyIiQtHR0apRo4YmT56sUqVKued5+vl06NAh27QqVaq4t+WkpKQr1letWjVFR0crOjo6x9ApU6aM+/9fuHDhiu3lpDi3nzVr1igjI0NNmjRRgwYNss3v2LGjqlWrlm36qlWr8qyve/fustls2rlzp44dO5bjay7lqv3ee+/NNq98+fI5br8//vijJOmWW27J8YdkxYoV3Qcna9asuWINhWkvLi5OcXFx8vf3V48ePbItU7lyZS1evFjr1q0r1B0kGzZs0Pnz5xUSEpLrBdGuZzW4PstLlS9fPsf92HXOPj/bfHFwXYPQrVu3bEPwktS+fXuVK1dOJ0+edH9fX+rSAxFPlfhz8C6dO3fWrFmz9P3337vPYf34449KT0/P19XzpUqVUmpqqtatW6d9+/bp0KFDiouL0/bt25WYmCjp4tH05WrWrKkRI0Zo3Lhxio2NVYUKFXI9EsiPxo0bZzlC8PPzk91uV2hoqJo1a6auXbvKbre758fHx8vpdKp06dKqX79+jm0GBQWpbt262rVrl+Li4tSkSRPFxcVJUp63DjZs2FAbNmxwvzYncXFx7l+ZY8aMyTHwMjMzJV38hX706FFVr17d3ealR1GXcl2AUxg5XUxz6TpLTU2Vv79/vtaB62ggp3VwpfOJeVmwYIE++eQTBQUF6Z133sl2ntPTzye3L9jAwEClpKS4P5P8KFOmjPbt26ctW7bowIEDio+P1969e7OMHBSkvUsV5/bjGrXIa9tq0KCB/vrrL/d/JyUl6ciRI5Kkt956S++++26Oy5UqVUpOp1NxcXF5XsyVkpKi48ePS1KuI3x51b5hwwY99NBDOS7nejpnfp6cVpj2XNf/VK9ePcv+dKnLL5YrCNdnGh4enusPZ9f+eP78eZ04cSLLdp7benf9EC0pDzpzrft58+bpyy+/zPE1rn0iNjY2W6B78r1zuasu4H/44Qc988wzki4+3OZKw/PSxS+Q9957T3PmzNHp06fd0wMDA9WkSRNlZmZq48aNuS7fvn17lSpVShkZGapcubJHDwzJ7UE3uXFdTR8UFJTn0aRrh3S93vW/eT2M5fJlcnLpr+L8DIGdO3cuy3KuI8rLeXIVfX5vbXG9r7wuInStA6fTqdTU1CzDYYUdGvvtt980fvx4SdL48eNzPJr09PPJ66FPUs4/VnOye/dujR8/3n0Rokv16tXVs2dPffbZZ/lqJzfFuf249u3clpGybwuXrttLRwevVF9uzp496/7/uYVkTqMlrvd77NixK44SXKmGwrbnWn+51e2pguyP0sX3cGnAX2mbLylc6z4/p8ly+iw9GZK/3FUT8E2aNFG1atUUExOj/fv3q3Llyvr555/VtGnTKz5i8O2339aMGTPk7++vRx55RK1atVL9+vV1/fXXy9/fX5MnT8414C3L0osvvqiMjAz5+flp9+7dmjFjRq7D/d7m2hlcR2W5hbxro3LtIHa7XWfPns1z2OryZXJyaXuXnt++EteXWHJyco7zU1NT891WYblqz2sduHYwf39/r+xYBw4c0DPPPCOn06mBAwe6r+/IqTZvfD6eOH78uPr27avTp0+rQYMGuv/++3XDDTeoXr16qlChgtLS0jwO+OLcflzBntcP1svnXfpjYN26dfl6glleLv3xn5ycnOMPkZxOd7jqGDVqlP7zn/94VENh28vtVKW3FGR/lPL+IVCSBQUF6dy5c/riiy9yvf2zuFwV5+Bd7rrrLkkXH2yzevVqpaWlXXF4Pj09XXPnzpUkvfLKK3rppZfUpUsX1a1b133uMyEhIdflFyxYoOjoaFWqVEnvvPOObDab3nvvvXz92veGmjVryt/fX+np6bn+0Ybk5GT3MJvrNiDXeam86nSd/8nt1iFX/6VKlVJycnKu6ykpKUnR0dE6dOiQ+8jR1f/OnTtzXKY4/jjGlWqQ/v868MbjNM+dO+e+7e22227Ts88+e8XaPP18PPHFF1/o9OnTqlevnhYtWqQ+ffro5ptvdoecJxfWuRTn9uMazs/rj5vs3bs3y3+XLVvWfY46t20yIyNDv/76qw4cOHDFYeDAwED3AUdute/fvz/bNNdnnNd+sWPHDu3cuTNf55oL057rwq5Dhw7les3F//7v/2rQoEH5eubD5Vyf6e7du3M95ePa5oOCgvJ1X3tJlJ91Hx0drX379iktLa1Ia7mqAt41FL9y5Up9//337ofb5OXUqVPuo4CczneePHnSfRHT5fcxHzx4UG+88Yaki/fR33HHHerVq5fS09M1atSoIv9wpIu/Yl33/H788cc5vubTTz9Venq6ypcv7z6H5boI67PPPsvx/uxt27a5h0xvvfXWXPsPDg5WixYt8ux/zpw56tu3r/r27evecV0Pgli+fHmOR2FRUVG59ukt7dq1k5+fn3bs2JHj8HBGRoY++eQTSdJtt93mUV+ZmZl69tlntX//ftWsWTPbRXWX89bnkx+5jfq4HlJSt27dLBfUubieGyEV/vxmcW4/HTp0kL+/v7Zu3ZpjyEdHR7ufR3D5cpLc28Llli1bpv79+6tHjx65jihcylV7TqMfycnJ7uegX+r222+XdPEBMK7HqF7q3Llz6tevn3r06KFvvvnGPT23z7Yw7YWFhalq1apyOp366quvsi2TmJioZcuW6aeffnKPTBTkItQWLVooODhYiYmJOa4D6eIBlSS1adPGowtci4PrArrLT4e51v2nn36a46myDRs2qG/fvurevXuW60GKQsleg5dp3ry5rrvuOm3evFlr1qzRTTfdlONVsZeqWLGie7hv9uzZWUJ5586dGjBggM6cOSMp67BfZmamRo8erZSUFHXs2NE91DpixAhdd9112rNnj9555x1vv8UcDR06VH5+flq0aJFmzpzpDgTLsrRkyRK9+eabkqRhw4a5z1M99NBDCgkJ0Z49ezRixIgs1x5s2bJFTz31lCzL0t13333FP1QxdOhQ2Ww2zZo1S3PnznV/2VuWpaVLl7pvb3r00UfdodapUyc1bNhQR48e1fDhw93rOCMjQ9OmTXNfuVyUatSo4b4a+Omnn84S8mfPntXzzz+vHTt2qFy5cho4cKBHfU2aNElr1qxR2bJl9d5776lcuXJ5vt6bn8+VXDo06vocpP9/xPbLL79oy5Yt7ukpKSmaOXOmZs2a5Z7mySmV4tp+QkND9a9//UuWZWnYsGFZjpS3b9+e6188GzhwoAIDA7Vs2TK99dZbWd7rzz//rHHjxkmSHnjggXxdOzJgwADZ7XatWLFCkZGR7v317NmzevbZZ90X4V2qdevWatmypc6ePavBgwfrwIED7nlHjx7V0KFDdebMGV133XW655573PNcn+2xY8eyfLcVpj2bzeZ+oNHEiRP1888/u5c5deqURowYoeTkZLVu3dp9sJRb/zm55ppr1L9/f0kXRwIuvTskNTVVEyZM0MqVK1W6dOmr4k8xu04hXB7SvXv3VoUKFbRhwwaNGTMmy2mHrVu3up98eueddxboATuFcdWcg5cuboB33XWXFi5cqJSUlHxdPe/v768nnnhCEyZM0NKlS7V69WrVqFFDZ86ccV9F2rp1a0VHR2e5GOWjjz7Shg0bZLfb9d///tc9vWzZshozZoyGDx+uWbNmqVOnTrrxxhu9/2Yv0bp1a7344ot69dVX9eabb+qDDz7Q9ddfryNHjri/LB599NEst+6FhIRo2rRpGjJkiL755hv9+OOP7ielua5mbd26tSIiIq7Yf9u2bfXCCy9o4sSJevXVV/XOO++oZs2aSkhIcPffo0ePLPeMlypVSm+++ab69++v1atXq0OHDqpXr56OHDmikydPqmPHjsUS8i+99JIOHz6s6OhoPfjgg6pdu7auueYaxcTEKDU1VeXLl9eUKVPyvM3ySrZt2+a+j75SpUp6/fXXlZycLKfTme0XfMOGDfXSSy959fO5klq1aqlMmTK6cOGCunXrptDQUM2ZM0cPPPCAFixYoMOHD7vvvS1TpowOHDig5ORkVa9eXX5+foqPj8/X7WG5Kc7tZ+TIkdq2bZu2b9+u7t27q379+srIyFBMTIyqVKmiSpUq6cSJE1lGV8LCwjRp0iSNHDlSM2bM0Lx581SnTh0lJia6Rzkuf45BXqpVq6ZJkybpueee0zvvvKNPPvlEVatW1f79+5WSkqLbb789x1sf33zzTQ0YMEBbtmxRly5dFBYWJj8/P+3fv1/p6ekKDg7WrFmzsoy21K9fXzabTcePH1eXLl1UpUoV90hJYdrr3bu3duzYoc8++0wDBgxQjRo1FBwcrNjYWKWmpqp69epZHseaV/85GTJkiPbv36/ly5dr8ODBqlatmipWrKj9+/fr/PnzCgoK0iuvvJLr0/5KEtfdEN99953uuecetWrVSi+99JIqVqyoqVOnaujQoYqKitLy5csVFhampKQk9w+t8PBwj+7Gyq+r6gheUpYh+fw+I7tfv36aMWOGWrZsqVKlSmnPnj1KS0tTp06d9NFHH+ndd99V6dKltXfvXsXHxys2NlZTpkyRJD377LPZLuLr1q2bbr/9dmVkZOiFF14olqH6Rx55RIsWLVL37t1VunRp7dy5U35+furSpYvmzJmjMWPGZFumRYsWWrZsmfr27auqVatq7969On36tFq2bKnx48drzpw5V3y0o0u/fv306aefqnv37goICNCuXbuUkpKili1bauLEiZo4cWK2ez7r1q2rzz//XH379nUfrZYtW1Yvvviinn/+ea+slyux2+2aPXu2xo0bp+bNm+vEiRPat2+fqlevrscee0xffvlloZ4zfqlLL9zav3+/Vq1apejoaG3cuNH92FnXv0uHjr35+eQlODhYU6ZMUf369XXmzBkdOXJEBw8eVNmyZfX555+rT58+ql27tg4fPqwDBw6oVq1aevLJJ7V06VJ17dpVkjz+MVZc209wcLAWLFigJ598UrVq1VJsbKwSExN1//3367PPPnPftXD5KYmuXbtqyZIluv/++1W+fHnt3r1biYmJuvHGGzVmzBjNnDmzQH+YpHPnzlq0aJG6dOkim82mffv2KTw8XLNmzXIP4V4uNDRUn332mZ5//nk1atRIhw8fdl9Q/OCDD2rp0qXZTjPWqVNHr7zyiq6//nr3I5FPnDhR6Paki9cqRUZGqm3btjp79qz27dun0NBQDRgwQIsXL84yappX/zn5ZDHqAAAegUlEQVRx/XB76623dMstt+j8+fPavXu3KlasqN69e2vx4sXu5yKUdPfdd5/69eunihUrKi4uLssDg1q2bJll346JiVFCQoIcDoeeeuopffzxx17Zt6/EZuX3fhoAuMrdcsstOnnypBYuXOi+NgAw1VV3BA8AOdm7d6/uuOMOPfHEEznO37Fjh06ePCl/f3+PHrQEXC0IeABGqFWrlpKSkrRixQrNnj07y5X/+/fvdw/rd+/ePc8HDAGmYIgegDGWLFmiF154QZZlqUKFCqpevbrOnTungwcPyrIsNW7cWLNnz77iXQ6ACQh4AEbZtWuXZs+erc2bNyshIUFlypRRrVq11L17dz300EMFulgOuJoR8AAAGIhz8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIGuqj8249KjRw8dOnRIdru9yP5WNgAARcn1h51q1KihJUuWeL39qzLgDx06pHPnzuncuXM6evSor8sBAKDQXH/Z1NuuyoC32+06d+6cgoOD1aBBA1+XA+Bvys+Ps5x5ufRxwchu9+7dSkpKkt1uL5L2r8qAr1Wrlo4ePaoGDRpo9uzZvi4HMBLPwLqyy//sLLJKSUnxdQkl2oABA7Rx48YiO9XMz08AAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCCvBfyvv/6qvn37qnXr1mrevLn69OmjtWvXeqt5AABQAF4J+KioKPXv31+bNm1SkyZN1KxZM23atEkDBw7UokWLvNEFAAAoAH9PGzh27Jj++9//6tprr9XChQvlcDgkSVu2bFH//v316quv6vbbb1doaKjHxQIAgPzx+Ah+/vz5SktLU79+/dzhLklNmjTRwIEDlZqaylE8AADFzOOAd51n79SpU7Z5d911lyRpzZo1nnYDAAAKwKOAtyxLMTEx8vPzU926dbPNr127tvz8/BQTEyPLsjzpCgAAFIBHAX/mzBmlpaWpfPnyCggIyDbf399fFSpUUEpKis6fP+9JVwAAoAA8CviUlBRJUlBQUK6vKVOmjCQR8AAAFCOPAt7P78qLMzQPAEDx8yjg7Xa7JCk1NTXX17jm5XWUDwAAvMujgA8ODpbdbldiYqKcTme2+U6nU4mJiQoMDFTZsmU96QoAABSARwFvs9kUFhamjIwMxcXFZZsfGxurzMzMLPfHAwCAoufxffDt2rWTJK1YsSLbPNe0Dh06eNoNAAAoAI8DvmfPngoMDNSsWbO0bds29/StW7fq/fffV5kyZdS7d29PuwEAAAXg8bPoa9SooVGjRmncuHH697//rTZt2siyLEVHR8vpdGrSpEmqWLGiN2oFAAD55HHAS9LDDz+satWq6f3339fGjRsVEBCg5s2ba8iQIWrbtq03ugAAAAXglYCXpI4dO6pjx47eag4AAHjAK38PHgAAlCwEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABvL3dQGeyMjIUHJysq/LKJFSU1N9XUKJV7ZsWV+XgKvckSNHfF1CiXbixAlfl1CipaSkFGn7HMEDAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQEUS8FFRUQoPD9eGDRuKonkAAHAFXg/4TZs2KSIiwtvNAgCAAvBqwH///fcaMGCAkpOTvdksAAAoIH9vNJKQkKDJkydr6dKlCgoKUqVKlXTixAlvNA0AAArBK0fwU6ZM0dKlS9W4cWMtWrRIdevW9UazAACgkLxyBF+3bl1NmjRJ9957r/z8uDAfAABf80rADxo0yBvNAAAAL+FwGwAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAN55Ul2l5s3b15RNAsAAPKJI3gAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAA/n7ugBPWJYlp9Pp6zJKJJvN5usSSrxSpUr5uoQS7cKFC74uocQ7efKkr0so0SpVquTrEkq00qVLF2n7HMEDAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQP7eaCQjI0Mff/yxFi9erP379ysjI0M1a9ZUt27dNHDgQAUGBnqjGwAAkE8eB3xGRoaGDh2q1atXy26366abbpK/v782b96syMhI/fTTT/roo48UFBTkjXoBAEA+eBzwn332mVavXq3w8HDNmjVLoaGhkqRTp05p6NCh2rRpk6ZPn67nnnvO42IBAED+eHwOfvHixZKkMWPGuMNdkkJCQvTyyy9LkpYvX+5pNwAAoAA8DvgKFSqobt26atKkSbZ5tWvXliQdO3bM024AAEABeDxEP2PGjFznbd26VZJUpUoVT7sBAAAFUGS3yVmWpcjISElS586di6obAACQgyIL+MmTJ2v9+vWqVKmSBg4cWFTdAACAHBRJwL/99tuaOXOmAgICNGXKFIWEhBRFNwAAIBdeedCNi9Pp1Lhx47Ro0SIFBgZq6tSpatmypTe7AAAA+eC1gD9//ryefvpprV27VmXLltX06dMJdwAAfMQrAX/mzBn1799f27dvV9WqVTVz5kw5HA5vNA0AAArB44BPS0vToEGDtH37doWFhemDDz7gtjgAAHzM44CPjIzUn3/+qapVq2revHlcUAcAQAngUcCfPn1a8+bNk3Tx0bTjx4/P9bVvvPGGJ10BAIAC8Cjgt2zZogsXLkiStm/fru3bt+f6WgIeAIDi41HAt2/fXrt37/ZWLQAAwEuK7El2AADAdwh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAM5O/rAjxx/PhxLVq0yNdllEi///67r0so8ebOnevrEkq0Jk2a+LqEEu/LL7/0dQklWkhIiK9LKNFKly5dpO1zBA8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAAD+XujkYyMDC1YsECff/65YmNjFRQUpMaNG6tv3766/fbbvdEFAAAoAK8E/OjRo7V06VIFBwerbdu2Sk9P1/r16/XLL79o2LBheuKJJ7zRDQAAyCePA/7rr7/W0qVLVadOHc2fP1+VKlWSJO3du1cPPfSQpk2bpu7du6t27dqedgUAAPLJ43PwX375pSRpxIgR7nCXpPr16+uee+5RZmamfvnlF0+7AQAABeDxEXxkZKTi4uJyPEI/f/68JKlUqVKedgMAAArA44APCAiQw+HINn3VqlX69ttvZbfb1alTJ0+7AQAABeCVi+xcLly4oJEjRyomJkb79u1TtWrV9Nprr2UZugcAAEXPq/fB//XXX/ruu++0b98+97Tdu3d7swsAAJAPXg34KlWqaN26dVq/fr2mTJmi9PR0RUREaObMmd7sBgAAXIFXA95ut6tChQoqV66cunbtqmnTpslms+m9995TamqqN7sCAAB5KNJH1TZt2lTXX3+9kpKSFB8fX5RdAQCAS3gU8JZl6bXXXtPw4cPldDpzfE1AQIAk5TofAAB4n0cBb7PZ9OOPP+rrr7/O8WE28fHxio2Nld1uV506dTzpCgAAFIDHQ/S9evWSJL3yyitKSEhwTz969KieffZZOZ1O9e7dW4GBgZ52BQAA8snj++D79u2r6Oho/fTTT+ratauaN2+ujIwMbd68WcnJyerQoYOefvppb9QKAADyyeOAL126tN59910tXLhQUVFR+v333+Xn5yeHw6GePXuqV69e8vPjz84DAFCcvPIku1KlSqlPnz7q06ePN5oDAAAe4tAaAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwED+vi7AE1WqVFH//v19XUaJ9Oijj/q6hBLvnXfe8XUJJZrT6fR1CSVeUFCQr0so0TIzM31dQolmWVaRts8RPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxUJAF/+vRp3XbbbQoPDy+K5gEAwBUUScCPHTtWx48fL4qmAQBAPng94L/66it9/fXX3m4WAAAUgFcD/ujRo4qIiFCzZs1UqlQpbzYNAAAKwKsB/+KLLyo1NVWTJk3yZrMAAKCAvBbwCxcu1Nq1azVixAjVqlXLW80CAIBC8ErAHzx4UK+//rratGmjhx9+2BtNAgAAD3gc8BkZGRo5cqRsNpsmTJggm83mjboAAIAHPA74999/X5s2bdLo0aNVrVo1b9QEAAA85FHA79q1S1OnTlWHDh30wAMPeKsmAADgIX9PFn7rrbeUnp4up9OpESNGZJmXmZkpSe7pY8aMUUhIiCfdAQCAfPIo4JOTkyVJv/zyS66vWbZsmSTpmWeeIeABACgmHgX8vHnzcp3XsGFDZWRkaPfu3Z50AQAACoG/JgcAgIEIeAAADETAAwBgII/Owedlx44dRdU0AAC4Ao7gAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICB/H1dgCdsNpv8/a/qtwCUWKtXr/Z1CbjKderUydcllGg2m61I2+cIHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAby90YjS5Ys0ahRo3Kd//jjj2v48OHe6AoAAOSDVwJ+586dkqRbb71VISEh2ebfcMMN3ugGAADkk1cCfseOHZKkCRMmKDQ01BtNAgAAD3jlHPyuXbtUqVIlwh0AgBLC44CPj4/X2bNn1ahRI2/UAwAAvMDjIXrX+feKFSsqIiJCa9asUUJCgqpVq6Z7771XAwcOVGBgoMeFAgCA/PP4CN51/j0qKkrLli1TWFiYbrrpJh09elSRkZF69NFHdeHCBY8LBQAA+edxwLuO4Lt27arVq1fr3Xff1fz58/XVV1+pQYMG2rRpk6ZMmeJxoQAAIP88DvjIyEgtX75cr732mux2u3t6jRo1NHHiRNlsNi1atEjp6emedgUAAPLJ44APDAxUWFiYAgICss274YYbVKVKFSUnJysuLs7TrgAAQD4V+aNqK1WqJElKSUkp6q4AAMD/8Sjgk5KS9NJLL2nYsGFyOp05vubQoUOSxD3yAAAUI48C/pprrtEPP/yg7777Tr///nu2+WvWrFFiYqIcDgcBDwBAMfIo4G02m3r16iVJioiI0NGjR93zDh48qLFjx0qShgwZ4kk3AACggDx+0M3QoUO1YcMGbdy4UXfffbdatGghSYqOjlZaWpr69++vbt26eVwoAADIP48DvkyZMpozZ47mzJmjZcuWKTo6WgEBAWratKn69Omjzp07e6NOAABQAF75a3IBAQEaNGiQBg0a5I3mAACAh4r8NjkAAFD8CHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADETAAwBgIAIeAAADEfAAABiIgAcAwEAEPAAABiLgAQAwEAEPAICBCHgAAAxksyzL8nURBdW+fXsdPXpUwcHBatCgga/LAYyUmJjo6xJwlatQoYKvSyjRdu3apaSkJIWGhmrNmjVeb9/f6y0Wg+TkZElSUlKSNmzY4ONqAAAoPFemedtVGfA1atTQoUOHZLfbVatWLV+XAwBAgR04cEDJycmqUaNGkbR/VQ7RAwCAvHGRHQAABiLgAQAwEAEPAICBCHgAAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAS8h3799Vf17dtXrVu3VvPmzdWnTx+tXbvW12WVSFFRUQoPD9eGDRt8XUqJkJGRofnz5+tf//qXmjVrpiZNmqh79+565513lJqa6uvySoSMjAzNnTtX9957r2688Ua1atVK//nPf7R69Wpfl1YinT59WrfddpvCw8N9XUqJsWTJEoWHh+f676233vJ1iUXG39cFXM2ioqI0evRoBQQEqE2bNsrMzFR0dLQGDhyocePG6cEHH/R1iSXGpk2bFBER4esySoyMjAwNHTpUq1evlt1u10033SR/f39t3rxZkZGR+umnn/TRRx8pKCjI16X61OjRo7V06VIFBwerbdu2Sk9P1/r16/XLL79o2LBheuKJJ3xdYokyduxYHT9+3NdllCg7d+6UJN16660KCQnJNv+GG24o7pKKj4VCOXr0qNW4cWOrRYsW1u7du93TN2/ebDVv3ty68cYbrYSEBB9WWHJ89913VrNmzSyHw2E5HA7r999/93VJPvfxxx9bDofDuueee7JsJydPnrQefPBBy+FwWG+88YYPK/S95cuXWw6Hw+rSpYt1/Phx9/Q9e/ZYLVq0sBo0aGDFxsb6rsASZtmyZe59zOFw+LqcEuORRx6xHA7H3/L7mCH6Qpo/f77S0tLUr18/ORwO9/QmTZpo4MCBSk1N1aJFi3xYoe8lJCRo5MiReuqpp5SZmalKlSr5uqQSY/HixZKkMWPGKDQ01D09JCREL7/8siRp+fLlviitxPjyyy8lSSNGjMiy7dSvX1/33HOPMjMz9csvv/iqvBLl6NGjioiIULNmzVSqVClfl1Oi7Nq1S5UqVcqyn/1dEPCF5DrP3qlTp2zz7rrrLknSmjVrirWmkmbKlClaunSpGjdurEWLFqlu3bq+LqnEqFChgurWrasmTZpkm1e7dm1J0rFjx4q5qpIlMjJSy5YtU/v27bPNO3/+vCQRZv/nxRdfVGpqqiZNmuTrUkqU+Ph4nT17Vo0aNfJ1KT7BOfhCsCxLMTEx8vPzyzG0ateuLT8/P8XExMiyLNlsNh9U6Xt169bVpEmTdO+998rPj9+Sl5oxY0au87Zu3SpJqlKlSnGVUyIFBARkGR1zWbVqlb799lvZ7fYcf2D/3SxcuFBr167VSy+9pFq1avm6nBLFdf69YsWKioiI0Jo1a5SQkKBq1arp3nvv1cCBAxUYGOjjKosOAV8IZ86cUVpamkJCQhQQEJBtvr+/vypUqKCTJ0/q/PnzCg4O9kGVvjdo0CBfl3DVsSxLkZGRkqTOnTv7uJqS48KFCxo5cqRiYmK0b98+VatWTa+99trf/rTPwYMH9frrr6tNmzZ6+OGHfV1OibNjxw5JFy+ILleunFq0aKHQ0FBt27ZNkZGRWrt2rebMmaMyZcr4uNKiwWFVIaSkpEhSnlc4uzYY11AikB+TJ0/W+vXrValSJQ0cONDX5ZQYf/31l7777jvt27fPPW337t0+rMj3MjIyNHLkSNlsNk2YMOFvO1KYF9cRfNeuXbV69Wq9++67mj9/vr766is1aNBAmzZt0pQpU3xcZdEh4AshP8PNlmUVQyUwydtvv62ZM2cqICBAU6ZMyfGWnr+rKlWqaN26dVq/fr2mTJmi9PR0RUREaObMmb4uzWfef/99bdq0SaNHj1a1atV8XU6JFBkZqeXLl+u1116T3W53T69Ro4YmTpwom82mRYsWKT093YdVFh0CvhBcG0peDyNxzfu738eMK3M6nfrf//1fTZ8+XYGBgZo2bZpatmzp67JKFLvdrgoVKqhcuXLq2rWrpk2bJpvNpvfee+9v+VCgXbt2aerUqerQoYMeeOABX5dTYgUGBiosLCzHU6k33HCDqlSpouTkZMXFxRV/ccWAc/CFEBwcLLvdrsTERDmdTvn7Z12NTqdTiYmJCgwMVNmyZX1UJa4G58+f19NPP621a9eqbNmymj59OuGeD02bNtX111+vAwcOKD4+XmFhYb4uqVi99dZbSk9Pl9Pp1IgRI7LMy8zMlCT39DFjxjAalItKlSrpyJEj7tOupiHgC8FmsyksLExbtmxRXFxcti+X2NhYZWZm5ngFMOBy5swZ9e/fX9u3b1fVqlU1c+ZMtpn/Y1mWXn/9dR05ckSvv/56th/RktxHZU6ns7jL87nk5GRJyvM5AMuWLZMkPfPMM3/LgE9KStKkSZN05swZTZ48Ocdt6NChQ5Jk7D3yBHwhtWvXTlu2bNGKFSuyBfyKFSskSR06dPBFabgKpKWladCgQdq+fbvCwsL0wQcf/O1vi7uUzWbTjz/+qLi4OPXo0SPbvhQfH6/Y2FjZ7XbVqVPHR1X6zrx583Kd17BhQ2VkZPztL0K85ppr9MMPPygxMVG///672rZtm2X+mjVrlJiYKIfDYWzAcw6+kHr27KnAwEDNmjVL27Ztc0/funWr3n//fZUpU0a9e/f2YYUoySIjI/Xnn3+qatWqmjdvHuGeg169ekmSXnnlFSUkJLinHz16VM8++6ycTqd69+5t9H3MKDybzebehiIiInT06FH3vIMHD2rs2LGSpCFDhvikvuLAEXwh1ahRQ6NGjdK4ceP073//W23atJFlWYqOjpbT6dSkSZNUsWJFX5eJEuj06dPuI7CQkBCNHz8+19e+8cYbxVVWidO3b19FR0frp59+UteuXdW8eXNlZGRo8+bNSk5OVocOHfT000/7ukyUYEOHDtWGDRu0ceNG3X333WrRooUkKTo6Wmlpaerfv7+6devm4yqLjs3ifi6PrFq1Su+//7527NihgIAAhYeHa8iQIdmGgyD16dNH69ev14IFC3TzzTf7uhyfWbNmjR577LF8vfbvPsyakZGhhQsXKioqSvv27ZOfn58cDod69uypXr168YTEHDBEn1VaWprmzJmjZcuWKS4uTgEBAWrYsKH69Olj/MOkCHgAAAzEz18AAAxEwAMAYCACHgAAAxHwAAAYiIAHAMBABDwAAAYi4AEAMBABDwCAgQh4AAAMRMADAGAgAh4AAAMR8AAAGIiABwDAQAQ8AAAGIuABADAQAQ8AgIEIeAAADPT/AIxN6x0gVXLZAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "image/png": {
+       "height": 266,
+       "width": 252
+      }
+     },
      "output_type": "display_data"
     }
    ],
@@ -3090,7 +3330,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 127,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3111,9 +3351,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 128,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This item is a:  Ankle boot\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgEAAAH8CAYAAABIAnw7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XlwVGW6x/FfZ0+zDISwDiDEEEQQRgIINdd1XC7WBadGFgsHAW9EYGa41wujYpUrjlcsVIwIFKiowMXIHZZCStkclmKcAGExEzAKCIqyJmzZk+5z//B2HCYJy3k7fQLv9/MPVX366ffJ6ZPml9On+/E5juMIAABYJ8rrBgAAgDcIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFgqxusGIuHXv/61Dh8+LL/fr2uuucbrdgAAuGyHDh1SSUmJ2rdvr+XLl4flMT0NAX/96181Z84c5efnq7KyUt27d9fYsWN18803h3Wdw4cP69y5czp37pyOHTsW1scGACCSDh8+HLbH8iwELF26VFOmTFFcXJz69++vYDCo7OxsZWRk6IUXXtDw4cPDtpbf79e5c+fUpEkTdevWLWyPi6uX4ziua30+Xxg7uTz79u0zqq+oqHBdGxsba7R2IBDwrN7k+TZlerx4ebyZPOemz3fbtm1d1/7sZz8zWtur14e9e/fq3Llz8vv9rh/jn3kSAo4fP65nn31WTZo00f/8z/8oLS1NkvTFF19ozJgx+tOf/qTbbrtNrVu3Dst611xzjY4dO6Zu3bppwYIFYXlMXN2u1BAwadIko/offvjBdW2LFi2M1i4qKjKqLykpcV1bVVVltLaJ6Ohoo/qYGO9O6CYnJ7uuLS4uNlr7kUcecV07YMAAo7VNjheT52vkyJHaunVrWN/W9uTCwIULF6qiokKjR4+uDgCS1LNnT2VkZKi8vFxZWVletAYAgDU8CQGbN2+WJN155501tt11112SpE2bNkW0JwAAbBPxEOA4jvbt26eoqCilpKTU2N6pUydFRUVp3759nr5PBwDA1S7iIeDMmTOqqKhQs2bNFBcXV2N7TEyMmjdvrtLSUuP3jAAAQN0iHgJKS0slSYmJiXXeJyEhQZL5hSMAAKBuEQ8BUVEXX5K3AQAAqH8RDwGhzzeWl5fXeZ/QtgudLQAAAGYiHgIaN24sv9+vU6dO1fpZy6qqKp06dUrx8fFq2rRppNsDAMAaEQ8BPp9PqampCgQCOnjwYI3t33zzjYLB4HnfHwAAAMLPk+8JCM0GWLduXY1todtuvfXWiPYEAIBtPAkBv/nNbxQfH6958+bp73//e/Xtubm5evvtt5WQkKARI0Z40RoAANbw5Eun27dvryeeeEIvvPCCHnjgAfXv31+O4yg7O1tVVVWaNm2a8feQAwCAC/Ns8sSDDz6odu3a6e2331ZOTo7i4uLUu3dvjR8/3ni4AwAAuDjvxk9Juv3223X77bd72QJQK5NJgKYjUk2myu3atcto7Qt9dPdiarvQ93KcPn3aqP7MmTOua01+bkmKj493XWv6vSgm459NtWrVynXtqVOnjNa+9957jepNBINBz9YON0+uCQAAAN4jBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClPRwkDVyPT0bAmWrZsaVT/ww8/uK5t1qyZ0dqxsbFG9SbjfE3H8TZq1Mh1bVVVldHaJmOQTUfiJiQkuK5t3ry50drp6elG9Sa8/B0PN84EAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGCpGK8bAK42UVHeZetWrVoZ1e/fv991bWJiotHaPp/PqD4uLs51rel8+IqKCte1Xv7cgUDAaO3KykrXtab7vHPnzkb1JqKjoz1bO9w4EwAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIpRwkCYBYNBo3qTUcRt27Y1Wtukdy/H8ZrWm47UNRkH7OXoadORuFVVVa5rjx8/brS2l7x8zsLt6vlJAADAZSEEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWivFq4eXLl+uJJ56oc/u4ceP02GOPRbAjIDyCwaBna7du3dqo3mROuulsei/FxJi9FPp8vjB1Etm1TZ+ziooK17Ve7jP8xLMQsHfvXknSL3/5SyUlJdXY3q1bt0i3BACAVTwLAXv27JEk/fd//7fxXy8AAODyeXZNwJdffqnk5GQCAAAAHvEkBHz33Xc6e/asunfv7sXyAABAHr0dELoeoEWLFpo6dao2bdqko0ePql27dho8eLAyMjIUHx/vRWsAAFjDkzMBoesBli5dqpUrVyo1NVW9evXSsWPHlJmZqVGjRqmsrMyL1gAAsIYnISB0JmDgwIHasGGDZs+erYULF+rjjz/Wddddp507d2rGjBletAYAgDU8CQGZmZlatWqVXnnlFfn9/urb27dvr5dfflk+n09ZWVmqrKz0oj0AAKzgSQiIj49Xamqq4uLiamzr1q2b2rRpo5KSEh08eDDyzQEAYIkG+bXBycnJkqTS0lKPOwEA4OoV8RBQVFSkp59+WhMnTlRVVVWt9zl8+LAk869ABQAAdYt4CGjUqJHWrl2r1atXa9u2bTW2b9q0SadOnVJaWhohAACAehTxEODz+TRs2DBJ0tSpU3Xs2LHqbd9++62ef/55SdL48eMj3RoAAFbx5MuCJkyYoO3btysnJ0f/+q//qvT0dElSdna2KioqNGbMGN17771etAYAgDU8CQEJCQl677339N5772nlypXKzs5WXFycfvGLX2jkyJG6++67vWgLCAvHcTxbOzY21qjey/GugUDAqN5khLPpSF2TEcymTI43049hm45gvlKZHKteHiu18ewZjIuL09ixYzV27FivWgAAwGoNK5IAAICIIQQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApO4dBA/XIZL67qUaNGnm2dlVVlVF9eXm5UX1lZaXrWp/PZ7R2MBj0bG2TepO+JSkmxv1/IaZrIzw4EwAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIpRwsBVxHQ8ayAQ8Gxt0/ro6GjXtV6O8zUVFeX+bznTsdcmo4RNR0fv37/fde21115rtHZsbKxRfUPCmQAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALOV+GDSAWpnMdzd19uxZo/pAIOC61nQ+vM/nM6r3kknvpj+34zierV1VVeW6tn379kZrv/zyy65r582bZ7T21YQzAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApepllPDSpUs1ZcoULVq0SH369Kmx/ZtvvtGbb76pnJwcnT59Wh07dtTw4cM1YsQIT8ewAuHg5TF88uRJo/pgMOi61mQMsWQ2Eleyd5xvdHS0Ub0Jk+e8UaNGRmsvXbrUde2UKVOM1k5JSTGqb0jC/mq1c+dOTZ06tc7tX375pYYMGaJVq1apXbt2uvnmm3X06FFNnTpVjz/+eLjbAQAAdQjrmYA1a9boySefVElJSa3bHcfR448/rqKiIr3yyiu67777JEmFhYUaPXq0Vq5cqbvuukv33HNPONsCAAC1CMuZgKNHj+rxxx/XH/7wBwWDQSUnJ9d6vy1btig/P1/9+vWrDgCSlJSUpGeffVaStGDBgnC0BAAALiIsIWDGjBlasWKFevTooaysrDrfL9m8ebMk6c4776yxLT09XS1atFBOTo6KiorC0RYAALiAsISAlJQUTZs2TUuWLFHXrl3rvN++ffskSWlpabVu79y5s4LBoPbv3x+OtgAAwAWE5ZqAsWPHXtL9jh8/Lklq2bJlrdtDt5te4QwAAC4uop9lKi0tlSQlJCTUuj10e10XFgIAgPCJaAgIfX66rs/Fhj5ra/p5YQAAcHERDQF+v1+SVFZWVuv28vLy8+4HAADqT0RDQKtWrSTV/Z7/iRMnJNV9zQAAAAifiIaALl26SPrpUwL/yHEcHThwQNHR0br22msj2RYAAFaKaAi4+eabJUnr16+vsW3Hjh0qLCxUenq6GjduHMm2AACwUkRDQL9+/dSlSxdt2bJFH330UfXthYWFev755yVJY8aMiWRLAABYq16mCNYlKipKL730kkaNGqWnn35a//u//6tWrVpp69atOnPmjIYNG6Y77rgjki0BAGCtiIYASerZs6eWLFmizMxMZWdn6+uvv9Y111yj//qv/9LQoUMj3Q4AANaqlxBwsSFAqampyszMrI+lAc+Zzoc3ce7cOaP60Hd5uGE6195kba+ZfLdJMBg0WtvL58zkWDddu127dq5rH374YaO1N2zYYFTfkFy5v3UAAMAIIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLEQIAALAUIQAAAEvVyyhhwGamI1JNFBQUGNWbjKU1HaFsut8CgYDrWtNxvl6OjzbpPSbG7L8Ak+fMdO3ExETXtceOHTNa+89//rPr2vvvv99o7XDjTAAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAljIb6AygQfn++++N6h3H8aQ2HPUmfD6fUX1sbKzr2mAwaLR2dHS061ovf+7S0lKjtaOi3P8NGx8fb7T2zJkzXdfef//9RmuHG2cCAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLMUoYqEUgEHBdazLa1XTt/Px8o7WbNGniuraqqspobVMmY3FNR+qajgM2YdK76fhmk587MTHRaO2SkhKjehOFhYWerR1unAkAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFIx9fGgS5cu1ZQpU7Ro0SL16dPnvG1HjhzRbbfdVmdt7969tXjx4vpoC7hkgUDAdW10dLTR2l988YXrWtMZ7bGxsa5ry8vLjda+kgWDQc/WrqiocF0bFxdntLbJc+44jtHaXu7zsrIyz9YOt7CHgJ07d2rq1Kl1bt+zZ48kqWvXrkpLS6uxvXPnzuFuCQAA1CKsIWDNmjV68sknVVJSUud99u7dK0nKyMjQ4MGDw7k8AAC4DGEJAUePHtVrr72mFStWKDExUcnJyTp58mSt9w2dCejevXs4lgYAAC6F5cLAGTNmaMWKFerRo4eysrKUkpJS53337t0rv9/PaX8AADwWljMBKSkpmjZtmgYPHqyoqLpzxenTp/XDDz+oe/fumj9/vlasWKFDhw6pSZMmuv322/X73/9erVu3DkdLAADgIsISAsaOHXtJ9wtdD5CXl6evvvpKffv2VZs2bZSbm6uPPvpIf/nLX/TBBx9c8EwCAAAIj3r5iGBdQtcDdOnSRbNnz1aHDh0kSSUlJXr66af18ccfa/LkyVq6dGkk2wIAwEoRDQGjR4/W3XffrUaNGikpKan6dr/frxdffFHbtm1TXl6edu3apV/84heRbA0AAOtE9BsDo6Oj1aFDh/MCQEhiYqL69+8v6ce3CwAAQP1qUF8bnJycLEkqLS31uBMAAK5+EQ0BM2fO1MSJE5Wfn1/r9sOHD0uS2rRpE8m2AACwUkSvCcjPz9eaNWuUkpKirl27nretoKBAW7ZsUWxsrG666aZItgUAgJUieiZg+PDhkqT58+crJyen+vbi4mI99dRTKioq0pAhQ9SyZctItgUAgJUieibgX/7lXzRmzBjNnz9fv/3tb9W7d281b95c27dv16lTp9SnTx898cQTkWwJAABrRTQESNKTTz6pXr16aeHChdqzZ4+CwaA6duyojIwMjRo1ymiUKQAAuHT1EgIWLFhwwe0DBw7UwIED62NpICy8DKOffPKJ61qfz2e0tumMdxMX+srxS1FVVRWmTi6fSe9e7vMLTXy9FHFxca5rvXy+TH9P6hqQdyVqUB8RBAAAkUMIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUvUyShiQzEekmtSbjgo1rTexbNky17V+v99o7fLycte1pqOAA4GAUb2Xz5nJsWo6Urdx48auaxMSEozWPnHihOva0tJSo7VNxn2b/twmx3plZaXr2mAw6Lq2LpwJAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBSMV43gKuX6Xx3L+fDm1i7dq1RfXFxsevaJk2aGK3t5axzx3GM6qOjoz1b20SzZs2M6vft2+e69syZM0Zrm/SemJhotLbJ64Ppa0tVVZXr2sLCQk/WrQtnAgAAsBQhAAAASxECAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASzFKGA2WyWjaqCjv8u2rr75qVJ+Wlua6tmnTpkZrHzt2zHXt2bNnjdaujzGpkRIfH++6dtu2bUZrd+zY0XXtu+++a7T2Qw895Lo2OTnZaG2Tsdemo6NN6s+dO+e6NhAIuK6tC2cCAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLEQIAALBUTDgeJBAIaPHixVq2bJkOHDigQCCgDh066N5771VGRkaNWdu5ubl66623lJubq5KSEqWmpuqhhx7SoEGDwtHOVcdkhnRFRYXR2omJia5rR4wYYbT24sWLXdcuWrTIaO2vv/7adW1xcbHR2j/72c9c15rMWJek6Oho17VVVVVGa8fEhOXlyJVgMGhUn5OT47rW9HXvz3/+s1G9ibNnz7qubd++vdHa5eXlrmujorz7+7esrMx1relxWhvj37pAIKAJEyZow4YN8vv96tWrl2JiYrR7925lZmZq48aNev/996v/M9myZYseffRRBYNB9e3bV4mJifr88881efJk7du3T4899pjxDwUAAC7OOAQsWbJEGzZsUNeuXTVv3jy1bt1aklRYWKgJEyZo586dmjVrliZNmqSysjL98Y9/lCS9++676t+/vyTp22+/1ciRIzVnzhzddddd6tGjh2lbAADgIozPiSxbtkyS9NRTT1UHAElKSkrSc889J0latWqVJGnFihUqKCjQoEGDqgOAJHXs2FGTJk2SJC1YsMC0JQAAcAmMQ0Dz5s2VkpKinj171tjWqVMnSdLx48clSZs3b5Yk/epXv6px3zvuuEPR0dHatGmTaUsAAOASGL8dMGfOnDq35ebmSpLatGkj6aeLrdLS0mrct3HjxmrVqpWOHDmikydPKjk52bQ1AABwAfV2iaTjOMrMzJQk3X333ZKkEydOSJJatmxZa03o9pMnT9ZXWwAA4P/VWwh47bXXtHXrViUnJysjI0OSVFpaKklKSEiotSZ0e0lJSX21BQAA/l+9hIA33nhDc+fOVVxcnGbMmKGkpCRJP34G2efzyefz1VrnOM55/wIAgPoT1hBQVVWlZ555RrNmzVJ8fLxmzpypvn37Vm9PTEyU4zh1fslD6Ha/3x/OtgAAQC3CFgKKi4s1btw4ZWVlqWnTpnrnnXd06623nnefVq1aSfrp2oB/drFrBgAAQPiEJQScOXNGI0eO1ObNm9W2bVstWrTovDMAIV26dJEk7d+/v8a2oqIiHT9+XElJSXwyAACACDAOARUVFRo7dqzy8vKUmpqqDz/8sNaPAErSzTffLElat25djW2fffaZAoFAjbMHAACgfhiHgMzMTO3atUtt27bVggULqr8ToDb33HOPWrRooWXLlmnjxo3Vt3/33Xd69dVX5fP5NHr0aNOWAADAJTD6sqDTp09Xf81vUlKSXnrppTrvO336dDVu3FhTp07VxIkT9eijj6pv375q1KiR/va3v6m0tFSPPfaYrrvuOpOWAADAJTIKAV988UX1WMS8vDzl5eXVed/p06dL+vErgxcsWKC33npLu3fvluM46tq1q0aPHq2BAweatFOvTMb5mjIZ72oyCtjUv//7vxvVf/fdd65rQ19U5VboY61umH66JfQ1226YjkgNfZeHG6ZjjOv66PClio2NdV175MgRo7XHjRvnutb0WDWxc+dOo3qT58z0NdVkbdOx1Sa9m/yO1cf/Q0Z74pZbblF+fv5l1/Xu3VvvvPOOydIAAMBQvX1jIAAAaNgIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWMpsqLJFoqOjPVu7qKjIde3WrVuN1t6yZYvr2j179hitHRcX57rWZLa8JBUUFLiuTUhIMFq7rKzMdW1UlFmuNznOTfe5af3333/vujYtLc1o7czMTKN6r5w9e9aoPikpyXVtMBg0Wtuk3nEco7VNlJeXu66tj745EwAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIpRwpfIZPzjSy+9ZLR2fn6+69rKykqjtU1Gy1ZUVBitbSIQCBjVm/RuOhLXZBxwTIzZr7TJ2n6/32jtY8eOeVZ/6NAho7VNmB6rJr+jJiOzJbPjxXSUsMlYXS/XPn36tOvaqqoq17V14UwAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYyGz5ukcmTJ7uuXbFihdHanTt3dl1rOl8+Njb2ily7tLTUaO2EhATXtabz4SsqKlzXms4bN5lNX15ebrR2SUmJUf22bduM6k2YzJf3UmFhoVG9ybFucqxJZvs8GAware3z+VzXlpWVua417bs2nAkAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACwVllHCgUBAixcv1rJly3TgwAEFAgF16NBB9957rzIyMhQfH1993+3bt+vBBx+s87EGDRqk6dOnh6OtsMrMzHRd26dPH6O1N2zY4Lr266+/Nlr7xIkTrmtNxm1KOu+4uVwmo4AlszHIpqOETX7uc+fOGa1dVFTkuvbo0aNGaz/99NNG9TfccINRvQmTY910PKzJSN4zZ84YrW3C9PXBtN5Eq1atXNceOXLEda3puO7aGIeAQCCgCRMmaMOGDfL7/erVq5diYmK0e/duZWZmauPGjXr//feVmJgoSdqzZ48k6cYbb1T79u1rPF7v3r1NWwIAAJfAOAQsWbJEGzZsUNeuXTVv3jy1bt1aklRYWKgJEyZo586dmjVrliZNmiRJ2rt3ryTpj3/8o9LT002XBwAALhlfE7Bs2TJJ0lNPPVUdACQpKSlJzz33nCRp1apV1bfv2bNHUVFR6tatm+nSAADAgHEIaN68uVJSUtSzZ88a2zp16iRJOn78uCSpoqJC+/fvV0pKivx+v+nSAADAgPHbAXPmzKlzW25uriSpTZs2kn68SK2yslI///nP9frrr2vNmjX6/vvvlZycrHvuuUfjx49X06ZNTVsCAACXoN4+Iug4TvUV9Xfffbekny4K3Lhxoz744AN16NBB6enpOnv2rN59910NHTpUhYWF9dUSAAD4B/UWAl577TVt3bpVycnJysjIkPTTRYH9+vXT+vXrNXfuXM2fP19r1qzRgAEDdPDgQT377LP11RIAAPgH9RIC3njjDc2dO1dxcXGaMWOGkpKSJElTpkzRp59+qtmzZ1ffJv14EeG0adPk9/u1du3a6msIAABA/QlrCKiqqtIzzzyjWbNmKT4+XjNnzlTfvn2rt8fGxqpz585q3LhxjdrWrVvr+uuvl+M41W8bAACA+hOWbwyUpOLiYv3Hf/yHNm/erKZNm2rWrFnnBYBLkZycLEkqLS0NV1sAAKAOYTkTcObMGY0cOVKbN29W27ZttWjRoloDwIsvvqjf/e53KigoqPVxDh8+LOmnTxMAAID6YxwCKioqNHbsWOXl5Sk1NVUffvih0tLSar3vjh07tG7dOn322Wc1tn311Vfau3evmjVrpu7du5u2BQAALsI4BGRmZmrXrl1q27atFixYcMG/4ocPHy5Jev3117V///7q2wsLCzVlyhQFAgFlZGQoLi7OtC0AAHARRtdMOzuZAAAPgUlEQVQEnD59WgsWLJD04xX+L730Up33nT59uoYOHaotW7Zo9erVuu+++9SnTx8lJiYqOztbxcXFGjhwoB5++GGTlgAAwCUyCgFffPGFysrKJEl5eXnKy8ur877Tp09XVFSU3njjDWVlZWnJkiXauXOnoqKilJqaqmHDhmnIkCGejocEAMAmRiHglltuUX5+/mXV+Hw+PfDAA3rggQdMlo44k3AyatQoo7VN603k5OS4rg2dJXJr+fLlrmtN56SbzHivqKgwWttxHE9qJalt27auay/0FeKXIvR2oRdMnm9Jiopy/85qZWWl0dqxsbGuay/39fufmfyeJSQkGK1t8pyZ7vMDBw64rv3HQXuXqz7eKq+3bwwEAAANGyEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLEQIAALAUIQAAAEsRAgAAsBQhAAAASxECAACwFCEAAABLGY0StkkgEHBdGx0dHcZOIis9Pd2TWkmaMWOG69pTp04Zrf3111+7rj179qzR2o0aNXJdm5qaarR2y5Ytjeq9ZDJG2WQUsKn6GA97qR555BGj+ltuucV17XXXXWe0tsl+a9y4sdHaJsdLp06dXNeuXLlSBw8edF1fG84EAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWIgQAAGApQgAAAJYiBAAAYClCAAAAliIEAABgKUIAAACWsmKU8KFDhyRJe/fu1ciRI109hsmYUp/P57oW7lRWVhrVl5aWuq41GTstmY0pTUxMNFrby7G2pq7U31GTviWz3k3HXpv8nvj9fqO1TX5u0/HuJmsnJCS4rt27d6+kn/5PCwcrQkBJSYkk6dy5c9q6davH3QAA4F7o/7RwsCIEtG/fXocPH5bf79c111zjdTsAAFy2Q4cOqaSkRO3btw/bY/oc03NRAADgisSFgQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClCAEAAFiKEAAAgKUIAQAAWIoQAACApQgBAABYihAAAIClYrxuwEt//etfNWfOHOXn56uyslLdu3fX2LFjdfPNN3vdWoO1fPlyPfHEE3VuHzdunB577LEIdtRwLV26VFOmTNGiRYvUp0+fGtu/+eYbvfnmm8rJydHp06fVsWNHDR8+XCNGjFBUlL35/EL77ciRI7rtttvqrO3du7cWL15czx02DIFAQIsXL9ayZct04MABBQIBdejQQffee68yMjIUHx9/3v1zc3P11ltvKTc3VyUlJUpNTdVDDz2kQYMGefQTRN7l7LPt27frwQcfrPOxBg0apOnTp0ei7XplbQgIvdDExcWpf//+CgaDys7OVkZGhl544QUNHz7c6xYbpL1790qSfvnLXyopKanG9m7dukW6pQZp586dmjp1ap3bv/zySz344IMqKipS7969dcMNNyg7O1tTp07Vrl27rooXFzcutt/27NkjSeratavS0tJqbO/cuXO99daQBAIBTZgwQRs2bJDf71evXr0UExOj3bt3KzMzUxs3btT777+vxMRESdKWLVv06KOPKhgMqm/fvkpMTNTnn3+uyZMna9++fVYE98vdZ6Fj7cYbb1T79u1rPF7v3r0j2n+9cSx07Ngxp0ePHk56erqTn59fffvu3bud3r17OzfccINz9OhRDztsuH772986aWlp7J8LWL16tXPjjTc6aWlpTlpamrNt27bztgeDQWfQoEFOWlqas3z58urbCwoKqm//9NNPI9225y623xzHcd58800nLS3NWbFihQcdNhyLFy920tLSnEGDBp33u1hQUOAMHz7cSUtLc6ZPn+44juOUlpY6AwYMcLp37+58/vnn1fc9dOiQc8sttzhpaWlObm5uxH+GSLucfeY4jvPkk086aWlpzvbt271oN2KsPOe4cOFCVVRUaPTo0ef9NdGzZ09lZGSovLxcWVlZHnbYcH355ZdKTk5W69atvW6lwTl69Kgef/xx/eEPf1AwGFRycnKt99uyZYvy8/PVr18/3XfffdW3JyUl6dlnn5UkLViwICI9NwSXut+kn/466969e6Taa5CWLVsmSXrqqafO+11MSkrSc889J0latWqVJGnFihUqKCjQoEGD1L9//+r7duzYUZMmTZJkx/F2OftM+vFYi4qKuurPbloZAjZv3ixJuvPOO2tsu+uuuyRJmzZtimhPV4LvvvtOZ8+etf4FuC4zZszQihUr1KNHD2VlZSklJaXW+13o+EtPT1eLFi2Uk5OjoqKieu23objU/Sb9+HaU3++35rR/XZo3b66UlBT17NmzxrZOnTpJko4fPy7pp+PtV7/6VY373nHHHYqOjrbi9e5y9llFRYX279+vlJQU+f3+SLYZcdZdE+A4jvbt26eoqKhaX2w6deqkqKgo7du3T47jyOfzedBlwxS6HqBFixaaOnWqNm3apKNHj6pdu3YaPHhwrRcj2SQlJUXTpk3T4MGDL3hh3759+ySp1ve0pR/f1y4oKND+/fvVq1eveum1IbnU/Xb69Gn98MMP6t69u+bPn68VK1bo0KFDatKkiW6//Xb9/ve/t+YM1Zw5c+rclpubK0lq06aNJOnrr7+WVPvx1rhxY7Vq1UpHjhzRyZMnL3gW5kp3ufussrJSP//5z/X6669rzZo1+v7775WcnKx77rlH48ePV9OmTSPSd32z7kzAmTNnVFFRoWbNmikuLq7G9piYGDVv3lylpaUqLi72oMOGK3QqdunSpVq5cqVSU1PVq1cvHTt2TJmZmRo1apTKyso87tI7Y8eO1a9//euLXtkf+mujZcuWtW4P3X7y5MnwNthAXep+C4XQvLw8vf7662rRooVuuukmBQIBffTRR7r//vt14MCBSLTcYDmOo8zMTEnS3XffLUk6ceKEJI63utS2z0KvdRs3btQHH3ygDh06KD09XWfPntW7776roUOHqrCw0LOew8m6EFBaWipJ1VeA1iYhIUGSCAH/JPQiPHDgQG3YsEGzZ8/WwoUL9fHHH+u6667Tzp07NWPGDI+7bPhCx2DoOPtnodtLSkoi1tOVIPTC3KVLF33yySeaP3++5s6dq/Xr1+vf/u3fdOLECU2ePNnjLr312muvaevWrUpOTlZGRoYkjreLqW2fhV7r+vXrp/Xr12vu3LmaP3++1qxZowEDBujgwYPV1+9c6awLAZfy+WvHcSLQyZUnMzNTq1at0iuvvHLe+2Tt27fXyy+/LJ/Pp6ysLFVWVnrYZcMXOgbreqspdPxxHJ5v9OjRWrduXfVfZiF+v18vvviiWrdurby8PO3atcvDLr3zxhtvaO7cuYqLi9OMGTOqP8IbHR0tn8/H8VaLuvbZlClT9Omnn2r27NnnfRQ6KSlJ06ZNk9/v19q1a6vP6l3JrAsBof+8ysvL67xPaNuFzhbYKD4+XqmpqbW+jdKtWze1adNGJSUlOnjwYOSbu4KEjsG63joJHX9X+wVJlys6OlodOnSo9fspEhMTq698z8vLi3RrnqqqqtIzzzyjWbNmKT4+XjNnzlTfvn2rtycmJspxnDpf82w83i62z2JjY9W5c2c1bty4Rm3r1q11/fXXy3Gc6rNTVzLrQkDjxo3l9/t16tQpVVVV1dheVVWlU6dOKT4+/qq58CNSQhcVhU4/onatWrWSVPd7sBd7Dxe1s/H4Ky4u1rhx45SVlaWmTZvqnXfe0a233nrefULHW+i4+me2HW+Xss8u5mo61qwLAT6fT6mpqQoEArX+xfrNN98oGAzWeeW2rYqKivT0009r4sSJtYYnSTp8+LAkWXOFtltdunSR9NOnBP6R4zg6cOCAoqOjde2110a6tQZt5syZmjhxovLz82vdHjr+Qld4X+3OnDmjkSNHavPmzWrbtq0WLVp03l+zIaHjbf/+/TW2FRUV6fjx40pKSrqqPxkQcqn77MUXX9Tvfvc7FRQU1Po4V9OxZl0IkFQ9G2DdunU1toVuu9xkeLVr1KiR1q5dq9WrV2vbtm01tm/atEmnTp1SWloaIeAiQsff+vXra2zbsWOHCgsLlZ6eXuupSJvl5+dr9erV+uSTT2psKygo0JYtWxQbG6ubbrrJg+4iq6KiQmPHjlVeXp5SU1P14Ycf1vmHy4Ve7z777DMFAgErXu8uZ5/t2LFD69at02effVZj21dffaW9e/eqWbNmV8V3plgZAn7zm98oPj5e8+bN09///vfq23Nzc/X2228rISFBI0aM8LDDhsfn82nYsGGSpKlTp+rYsWPV27799ls9//zzkqTx48d70t+VpF+/furSpYu2bNmijz76qPr2wsLC6v04ZswYr9prsELzPObPn6+cnJzq24uLi/XUU0+pqKhIQ4YMseK0dmZmpnbt2qW2bdtqwYIFF/yL9J577lGLFi20bNkybdy4sfr27777Tq+++qp8Pp9Gjx4dga69dTn7LHSsvf766+edQSksLNSUKVMUCASUkZFR6/VRVxqfY+MloZIWLVqkF154QbGxserfv78cx1F2draqqqo0bdq0877OFT8qKyvTww8/rJycHPn9fqWnp0uSsrOzVVFRoTFjxujJJ5/0uMuGY+TIkdq6dWut0/C++OILjRo1SiUlJerVq5datWqlrVu36syZMxo2bNgFh+hc7S60315++WXNnz9fUVFR6t27t5o3b67t27fr1KlT6tOnj95+++2r/oLe06dP69Zbb1VZWZm6d+9+wW9YDA2iWr9+vSZOnKhAIKC+ffuqUaNG+tvf/qbS0lI99thjGjduXKTa98Tl7rNgMKj//M//1OrVqxUbG6s+ffooMTFR2dnZKi4u1sCBA/Xqq68qOjo6gj9F/bA2BEjSX/7yF7399tvas2eP4uLi1LVrV40fP14DBgzwurUGq6KiQu+9955WrlypgwcPKi4uTtdff71GjhxZ/UUb+NGF/jOTfrwmIDMzszpEXXPNNXrggQc0dOjQq+LFxa2L7bdPPvlECxcu1J49exQMBtWxY0fdd999GjVqlGJjYz3oOLI2bdqkRx555JLu+4/XT+zYsUNvvfWWdu/eLcdxlJqaqtGjR2vgwIH11WqD4WafOY6jrKwsLVmypPpbZlNTUzVs2DANGTLkqvk2WatDAAAANrPymgAAAEAIAADAWoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACxFCAAAwFKEAAAALEUIAADAUoQAAAAsRQgAAMBShAAAACz1f54t9pxAC1Y+AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "image/png": {
+       "height": 254,
+       "width": 256
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# We can see that the training set consists of 60,000 images of size 28x28 pixels\n",
     "import matplotlib.pyplot as plt\n",
@@ -3125,9 +3388,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 129,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(60000, 10)\n"
+     ]
+    }
+   ],
    "source": [
     "# Also we need to reshape the input data such that each sample is a 4D matrix of dimension\n",
     "# (num_samples, width, height, channels). Even though these images are grayscale we need to add\n",
@@ -3145,9 +3416,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 130,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "conv2d_3 (Conv2D)            (None, 26, 26, 6)         60        \n",
+      "_________________________________________________________________\n",
+      "max_pooling2d_3 (MaxPooling2 (None, 13, 13, 6)         0         \n",
+      "_________________________________________________________________\n",
+      "conv2d_4 (Conv2D)            (None, 11, 11, 16)        880       \n",
+      "_________________________________________________________________\n",
+      "max_pooling2d_4 (MaxPooling2 (None, 5, 5, 16)          0         \n",
+      "_________________________________________________________________\n",
+      "flatten_2 (Flatten)          (None, 400)               0         \n",
+      "_________________________________________________________________\n",
+      "dense_304 (Dense)            (None, 120)               48120     \n",
+      "_________________________________________________________________\n",
+      "dense_305 (Dense)            (None, 84)                10164     \n",
+      "_________________________________________________________________\n",
+      "dense_306 (Dense)            (None, 10)                850       \n",
+      "=================================================================\n",
+      "Total params: 60,074\n",
+      "Trainable params: 60,074\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
    "source": [
     "# Creating a CNN similar to the one shown in the figure from LeCun paper\n",
     "# In the original implementation Average pooling was used. However, we will use maxpooling as this \n",
@@ -3186,9 +3487,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 131,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train on 60000 samples, validate on 10000 samples\n",
+      "Epoch 1/10\n",
+      "60000/60000 [==============================] - 45s 756us/step - loss: 0.5710 - acc: 0.7896 - val_loss: 0.4820 - val_acc: 0.8232\n",
+      "Epoch 2/10\n",
+      "60000/60000 [==============================] - 38s 631us/step - loss: 0.3682 - acc: 0.8648 - val_loss: 0.4050 - val_acc: 0.8527\n",
+      "Epoch 3/10\n",
+      "60000/60000 [==============================] - 38s 630us/step - loss: 0.3175 - acc: 0.8829 - val_loss: 0.3660 - val_acc: 0.8663\n",
+      "Epoch 4/10\n",
+      "60000/60000 [==============================] - 38s 631us/step - loss: 0.2908 - acc: 0.8921 - val_loss: 0.3247 - val_acc: 0.8808\n",
+      "Epoch 5/10\n",
+      "60000/60000 [==============================] - 39s 643us/step - loss: 0.2710 - acc: 0.9001 - val_loss: 0.3236 - val_acc: 0.8863\n",
+      "Epoch 6/10\n",
+      "60000/60000 [==============================] - 39s 650us/step - loss: 0.2541 - acc: 0.9060 - val_loss: 0.2934 - val_acc: 0.8947\n",
+      "Epoch 7/10\n",
+      "60000/60000 [==============================] - 39s 648us/step - loss: 0.2419 - acc: 0.9103 - val_loss: 0.2874 - val_acc: 0.8957\n",
+      "Epoch 8/10\n",
+      "60000/60000 [==============================] - 40s 660us/step - loss: 0.2301 - acc: 0.9157 - val_loss: 0.2959 - val_acc: 0.8972\n",
+      "Epoch 9/10\n",
+      "60000/60000 [==============================] - 40s 660us/step - loss: 0.2205 - acc: 0.9183 - val_loss: 0.3209 - val_acc: 0.8884\n",
+      "Epoch 10/10\n",
+      "60000/60000 [==============================] - 39s 650us/step - loss: 0.2121 - acc: 0.9210 - val_loss: 0.3127 - val_acc: 0.8842\n"
+     ]
+    }
+   ],
    "source": [
     "num_epochs = 10\n",
     "model_run = model.fit(X_train_prep, y_train_onehot, epochs=num_epochs, \n",
@@ -3213,7 +3542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 132,
    "metadata": {},
    "outputs": [],
    "source": [