diff --git a/benchmarks/compare.ipynb b/benchmarks/compare.ipynb
index 1ff4c82..fd9dc0a 100644
--- a/benchmarks/compare.ipynb
+++ b/benchmarks/compare.ipynb
@@ -2,17 +2,27 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
-    "import seaborn as sns"
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "blue, orange, green, red, *rest = sns.color_palette()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -23,32 +33,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),\n",
-       " [Text(0, 0, 'damerau_levenshtein_distance'),\n",
-       "  Text(1, 0, 'hamming_distance'),\n",
-       "  Text(2, 0, 'jaro_similarity'),\n",
-       "  Text(3, 0, 'jaro_winkler_similarity'),\n",
-       "  Text(4, 0, 'levenshtein_distance'),\n",
-       "  Text(5, 0, 'match_rating_codex'),\n",
-       "  Text(6, 0, 'match_rating_comparison'),\n",
-       "  Text(7, 0, 'metaphone'),\n",
-       "  Text(8, 0, 'nysiis'),\n",
-       "  Text(9, 0, 'soundex')])"
+       "<Axes: xlabel='time', ylabel='function'>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 57,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -58,42 +58,30 @@
     }
    ],
    "source": [
-    "colors = {\"python\": \"green\", \"c\" : \"blue\", \"rust\": \"red\"}\n",
+    "colors = {\"python\": green, \"c\" : blue, \"rust\": red}\n",
     "\n",
-    "sns.barplot(x='function', y='time', hue='implementation', data=df, palette=colors)\n",
-    "# turn the labels 90 degrees\n",
-    "import matplotlib.pyplot as plt\n",
-    "plt.xticks(rotation=90)"
+    "sns.barplot(y='function', x='time', hue='implementation', data=df, palette=colors)\n",
+    "# turn the labels 90 degrees"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),\n",
-       " [Text(0, 0, 'damerau_levenshtein_distance'),\n",
-       "  Text(1, 0, 'hamming_distance'),\n",
-       "  Text(2, 0, 'jaro_similarity'),\n",
-       "  Text(3, 0, 'jaro_winkler_similarity'),\n",
-       "  Text(4, 0, 'levenshtein_distance'),\n",
-       "  Text(5, 0, 'match_rating_codex'),\n",
-       "  Text(6, 0, 'match_rating_comparison'),\n",
-       "  Text(7, 0, 'metaphone'),\n",
-       "  Text(8, 0, 'nysiis'),\n",
-       "  Text(9, 0, 'soundex')])"
+       "Text(0.5, 0, 'time (log scale)')"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 58,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -104,14 +92,14 @@
    ],
    "source": [
     "# log scale same plot\n",
-    "sns.barplot(x='function', y='time', hue='implementation', data=df, palette=colors)\n",
-    "plt.yscale('log')\n",
-    "plt.xticks(rotation=90)\n"
+    "sns.barplot(y='function', x='time', hue='implementation', data=df, palette=colors)\n",
+    "plt.xscale('log')\n",
+    "plt.xlabel('time (log scale)')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 59,
    "metadata": {
     "collapsed": true
    },
@@ -277,7 +265,7 @@
        "soundex                        3.487754     0.286717  "
       ]
      },
-     "execution_count": 6,
+     "execution_count": 59,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -295,17 +283,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 61,
    "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 0, 'Ratio (X times slower than C) \\n (lower is better)')"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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YsmSJmKhWhJqaGmbMmAFHR0e0bdsWysrK2LJlS4XP9/DwwJgxY9C/f38YGxtj/vz5AICoqCgEBARgypQpsLOzQ48ePZCSklLmlJN3Vd7vW2n09fWxdu1aeHp6wtHREYcPH8Yvv/wCIyMjAC8ezM7IyED9+vXF9fW//vprNGvWDD4+PvD29oaZmRl69OhR6Vh37NgBNzc3+Pv7o3Hjxpg2bZr4qYGjoyOSkpJw9epVtGnTBi4uLpg1a5b4ADMRERGRRHh9AjkRKbzc3Fzo6elhr7sHV9d5DVfXISKiD9XL/79zcnKgq6tbbl25juQTEREREVHVY5L/Hs2bN09m2cNXN19fX3mH91HLzMws895KpdJqW+aUiIiI6EPEz+nfozFjxojfVvu6Ny2bSOWzsLBAampquceJiIiIagom+e+RoaEhDA0N5R2GQlJRUeGSkkRERET/H6frEBEREREpGCb5REREREQKhkk+EREREZGCYZJPRERERKRg+OAtUQ3W+sD+N36ZBhEREX18OJJPRERERKRgmOQTERERESkYJvlERERERAqGST4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECobr5BPVYJ1WdYKKpnzfBpInJMv1+kRERIqII/lERERERAqGST4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECoZJPhERERGRgmGST0RERESkYJjkExEREREpGCb5CsTb2xvBwcHyDqNCoqOjoa+vL+8wYGNjg6VLl4r7EokEsbGxcouHiIiIqCowySe56N+/P65evSrvMErIysqCr69vheryDwIiIiL6UMn3++ypxtLU1ISmpqa8wyjBzMxM3iEQERERvTOO5CuY4uJiTJs2DYaGhjAzM0NoaKh4bPHixXBwcIC2tjYsLS0xbtw45OXlicdfTqHZs2cP7OzsoKWlhT59+uDJkyeIiYmBjY0NDAwMMHHiRBQVFYnn2djY4JtvvkFAQACkUimsra0RFxeHu3fvonv37pBKpXB0dMSZM2dKXOul0NBQODs7Y8OGDbCxsYGenh4GDBiAR48eiXUePXqEQYMGQVtbG+bm5liyZEmlpihlZ2fDz88PmpqaqFu3LjZt2lSizquj8wUFBQgKCoK5uTk0NDRgbW2NiIgIsc8A0LNnT0gkEnH/xo0b6N69O0xNTSGVSuHm5obDhw/LXMPGxgbz5s3DsGHDoKOjAysrK6xZs0amzp9//gl/f38YGhpCW1sbrq6uOHXqlHh89+7daNasGTQ0NFCvXj2EhYXh+fPnFboPREREpPiY5CuYmJgYaGtr49SpU5g/fz7Cw8MRHx8PAFBSUsLy5cvxxx9/ICYmBr/++iumTZsmc/6TJ0+wfPlybNmyBQcOHEBiYiJ69uyJffv2Yd++fdiwYQNWr16N7du3y5y3ZMkSeHp64vz58+jatSsGDx6MgIAAfPbZZzh37hzq16+PgIAACIJQZuw3btxAbGws9uzZgz179iApKQmRkZHi8cmTJyM5ORlxcXGIj4/HsWPHcO7cuQrfm8DAQNy5cwdHjhzB9u3b8cMPPyA7O7vM+suXL0dcXBx+/vlnpKenY9OmTWIyn5KSAgCIiopCVlaWuJ+Xl4cuXbogISEB58+fR+fOneHn54fMzEyZthctWgRXV1ecP38e48aNw9ixY5Geni624eXlhb/++gtxcXG4cOECpk2bhuLiYgDAsWPHEBAQgEmTJuHy5ctYvXo1oqOjMXfu3DL7kp+fj9zcXJmNiIiIFJhACsPLy0to3bq1TJmbm5swffr0Uutv27ZNMDIyEvejoqIEAML169fFstGjRwtaWlrCo0ePxDIfHx9h9OjR4r61tbXw2WefiftZWVkCAGHmzJli2cmTJwUAQlZWlngtPT098fjs2bMFLS0tITc3VyybOnWq0LJlS0EQBCE3N1dQVVUVtm3bJh5/+PChoKWlJUyaNKnc+yIIgpCeni4AEE6fPi2WpaWlCQCEJUuWiGUAhF27dgmCIAgTJkwQ2rdvLxQXF5fa5qt1y9OkSRNhxYoV4v7r96u4uFgwMTERVq5cKQiCIKxevVrQ0dER7t27V2p7HTp0EObNmydTtmHDBsHc3LzMGGbPni0AKLHtdfcQEtu0feNGRERE8peTkyMAEHJyct5YlyP5CsbR0VFm39zcXBytPnz4MDp06IDatWtDR0cHgwcPxr179/DkyROxvpaWFurXry/um5qawsbGBlKpVKbs9RHwV69ramoKAHBwcChRVt7IuY2NDXR0dEqN/ebNmygsLESLFi3E43p6erCzsyuzvVelpaVBRUUFzZs3F8saNWpU7go/gYGBSE1NhZ2dHSZOnIhDhw698Tp5eXkICQmBvb099PX1IZVKkZaWVmIk/9X7JZFIYGZmJvY1NTUVLi4uMDQ0LPUaFy5cQHh4OKRSqbiNHDkSWVlZMq/lq2bMmIGcnBxxu3Pnzhv7QkRERB8vPnirYFRVVWX2JRIJiouLkZGRgW7dumHs2LGYO3cuDA0Ncfz4cQwfPhwFBQXQ0tIq8/yy2izruhKJpMyy18+rSOzy0qxZM9y6dQv79+/H4cOH0a9fP3Ts2LHEVKVXhYSEID4+HgsXLkSDBg2gqamJPn36oKCgQKZeeX190wPJeXl5CAsLQ69evUoc09DQKPUcdXV1qKurl9suERERKQ4m+TXE2bNnUVxcjEWLFkFJ6cUHOD///LOco6q4evXqQVVVFSkpKbCysgIA5OTk4OrVq2jbtu0bz2/UqBGeP3+Os2fPws3NDQCQnp6Ohw8flnuerq4u+vfvj/79+6NPnz7o3Lkz7t+/D0NDQ6iqqso8gAwAycnJCAwMRM+ePQG8SMgzMjIq1VdHR0esW7dOvM7rmjVrhvT0dDRo0KBS7RIREVHNwSS/hmjQoAEKCwuxYsUK+Pn5ITk5GatWrZJ3WBWmo6ODIUOGYOrUqTA0NISJiQlmz54NJSUl8VOC8tjZ2aFz584YPXo0Vq5cCRUVFQQHB5c7ar548WKYm5vDxcUFSkpK2LZtG8zMzMQpPjY2NkhISICnpyfU1dVhYGAAW1tb7Ny5E35+fpBIJJg5c2alP43w9/fHvHnz0KNHD0RERMDc3Bznz5+HhYUF3N3dMWvWLHTr1g1WVlbo06cPlJSUcOHCBVy6dAnffPNNpa5FREREiolz8msIJycnLF68GN9++y2aNm2KTZs2ictBfiwWL14Md3d3dOvWDR07doSnpyfs7e3LnKLyuqioKFhYWMDLywu9evXCqFGjYGJiUmZ9HR0dzJ8/H66urnBzc0NGRgb27dsnfhKyaNEixMfHw9LSEi4uLmKMBgYG8PDwgJ+fH3x8fNCsWbNK9VNNTQ2HDh2CiYkJunTpAgcHB0RGRkJZWRkA4OPjgz179uDQoUNwc3NDq1atsGTJElhbW1fqOkRERKS4JIJQzpqGRB+wx48fo3bt2li0aBGGDx8u73A+Krm5udDT08Nedw9oq7z5Az2vo0nvISoiIiIqz8v/v3NycqCrq1tuXU7XoY/G+fPnceXKFbRo0QI5OTkIDw8HAHTv3l3OkRERERF9WJjk00dl4cKFSE9Ph5qaGpo3b45jx46hVq1aOHbsGHx9fcs879Vv9iUiIiJSdEzy6aPh4uKCs2fPlnrM1dUVqamp7zcgIiIiog8Uk3xSCJqamlxSkoiIiOj/4+o6REREREQKhkk+EREREZGCYZJPRERERKRgmOQTERERESkYPnhLVIO1PrD/jV+mQURERB8fjuQTERERESkYJvlERERERAqGST4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECoZJPhERERGRguE6+UQ1WKdVnaCiybcBoneVPCFZ3iEQEcngSD4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECoZJPhERERGRgmGST0RERESkYJjkExEREREpGCb5REREREQKhkk+VbnAwED06NFD3mGUSSKRIDY29p3aeL2P3t7eCA4Ofqc2ASA0NBTOzs7v3A4RERHVbPyqS6pyy5YtgyAI8g6jTFlZWTAwMHinNqqrjyEhIZgwYYK4HxgYiIcPH77zHyVERERUszDJpyqnp6f3TucXFhZCVVW1iqIpyczM7J3beNc+vk4QBBQVFUEqlUIqlVZp20RERFTzcLoOVblXp7IcOHAArVu3hr6+PoyMjNCtWzfcuHFDrJuRkQGJRIKtW7fCy8sLGhoa2LRpE4qLixEeHo46depAXV0dzs7OOHDgQIWuX1BQgKCgIJibm0NDQwPW1taIiIgQj786Xefl9X/++We0adMGmpqacHNzw9WrV5GSkgJXV1dIpVL4+vri7t27pfaxNBs2bICrqyt0dHRgZmaGgQMHIjs7WzyemJgIiUSC/fv3o3nz5lBXV8fx48dlpuuEhoYiJiYGu3fvhkQigUQiQWJiItq3b4+goCCZ6929exdqampISEio0D0iIiIixcYkn6rV48ePMXnyZJw5cwYJCQlQUlJCz549UVxcLFPviy++wKRJk5CWlgYfHx8sW7YMixYtwsKFC3Hx4kX4+Pjg008/xbVr1954zeXLlyMuLg4///wz0tPTsWnTJtjY2JR7zuzZs/H111/j3LlzUFFRwcCBAzFt2jQsW7YMx44dw/Xr1zFr1qwK97uwsBBz5szBhQsXEBsbi4yMDAQGBpao98UXXyAyMhJpaWlwdHSUORYSEoJ+/fqhc+fOyMrKQlZWFjw8PDBixAhs3rwZ+fn5Yt2NGzeidu3aaN++fanx5OfnIzc3V2YjIiIixcXpOlStevfuLbO/fv16GBsb4/Lly2jatKlYHhwcjF69eon7CxcuxPTp0zFgwAAAwLfffosjR45g6dKl+P7778u9ZmZmJmxtbdG6dWtIJBJYW1u/Mc6QkBD4+PgAACZNmgR/f38kJCTA09MTADB8+HBER0dXqM8AMGzYMPHnevXqYfny5XBzc0NeXp7MdJzw8HB06tSp1DakUik0NTWRn58vM8WoV69eCAoKwu7du9GvXz8AQHR0NAIDAyGRSEptKyIiAmFhYSXKZ8eqQFul5rwNeB1NkncIRERE7wVH8qlaXbt2Df7+/qhXrx50dXXFEfXMzEyZeq6uruLPubm5+Pvvv8UE+yVPT0+kpaW98ZqBgYFITU2FnZ0dJk6ciEOHDr3xnFdH0U1NTQEADg4OMmWvTrd5k7Nnz8LPzw9WVlbQ0dGBl5cXgPL7XVEaGhoYPHgw1q9fDwA4d+4cLl26VOonBS/NmDEDOTk54nbnzp1KX5eIiIg+HkzyqVr5+fnh/v37WLt2LU6dOoVTp04BeDFv/lXa2tpVds1mzZrh1q1bmDNnDp4+fYp+/fqhT58+5Z7z6oO+L0fDXy97fYpRWR4/fgwfHx/o6upi06ZNSElJwa5duwBUXb9HjBiB+Ph4/Pnnn4iKikL79u3L/cRCXV0durq6MhsREREpLib5VG3u3buH9PR0fP311+jQoQPs7e3x4MGDN56nq6sLCwsLJCcny5QnJyejcePGFbq2rq4u+vfvj7Vr12Lr1q3YsWMH7t+//1b9qKwrV67g3r17iIyMRJs2bdCoUaNKfQrwKjU1NRQVFZUod3BwgKurK9auXYvNmzfLTA8iIiIiqjmTcem9MzAwgJGREdasWQNzc3NkZmbiiy++qNC5U6dOxezZs1G/fn04OzsjKioKqamp2LRp0xvPXbx4MczNzeHi4gIlJSVs27YNZmZm0NfXf8ceVYyVlRXU1NSwYsUKjBkzBpcuXcKcOXPeqi0bGxscPHgQ6enpMDIygp6envgJw4gRIxAUFARtbW307NmzKrtAREREHzmO5FO1UVJSwpYtW3D27Fk0bdoUn3/+ORYsWFChcydOnIjJkydjypQpcHBwwIEDBxAXFwdbW9s3nqujo4P58+fD1dUVbm5uyMjIwL59+6Ck9H5+3Y2NjREdHY1t27ahcePGiIyMxMKFC9+qrZEjR8LOzg6urq4wNjaW+XTD398fKioq8Pf3h4aGRlWFT0RERApAInzIX01KHyV/f38oKytj48aN8g5FoWVkZKB+/fpISUlBs2bNKnVubm4u9PT0sNfdg6vrEBERfSRe/v+dk5PzxufrOJJPVeb58+e4fPkyTp48iSZNmsg7HIVVWFiIf/75B19//TVatWpV6QSfiIiIFB+TfKoyly5dgqurK5o0aYIxY8ZU23XmzZsHqVRa6ubr61tt1/1QJCcnw9zcHCkpKVi1apW8wyEiIqIPEKfr0Efn/v37Za6Uo6mpidq1a7/niD4+nK5DRET08anMdJ2a8787KQxDQ0MYGhrKOwwiIiKiDxan6xARERERKRgm+URERERECoZJPhERERGRgmGST0RERESkYPjgLVEN1vrA/jc+nU9EREQfH47kExEREREpGCb5REREREQKhkk+EREREZGCYZJPRERERKRgmOQTERERESkYJvlERERERAqGS2gS1WCdVnWCiibfBmqq5AnJ8g6BiIiqCUfyiYiIiIgUDJN8IiIiIiIFwySfiIiIiEjBMMknIiIiIlIwTPKJiIiIiBQMk3wiIiIiIgXDJJ+IiIiISMEwySciIiIiUjBM8omIiIiIFAyT/PcsMDAQPXr0kHcYFebt7Y3g4OAK18/IyIBEIkFqamqZdSQSCWJjY985trdV2T6VJjo6Gvr6+uJ+aGgonJ2d36lNAEhMTIREIsHDhw/fuS0iIiKqufh99u/ZsmXLIAiCvMOosJ07d0JVVVXeYVSpquhT//790aVLlyqK6P94eHggKysLenp6AF78MREcHMykn4iIiCqFSf579jJ5e1uFhYXvNek2NDR8b9eqqIKCAqipqb31+VXRJ01NTWhqar5zO68qLCyEmpoazMzMqrRdIiIiqnk4Xec9e3W6zoEDB9C6dWvo6+vDyMgI3bp1w40bN8S6L6e+bN26FV5eXtDQ0MCmTZtQXFyM8PBw1KlTB+rq6nB2dsaBAwcqdP0+ffogKChI3A8ODoZEIsGVK1cAvEigtbW1cfjwYQAlp7bY2Nhg3rx5GDZsGHR0dGBlZYU1a9aUeb2ioiIMGzYMjRo1QmZmZql17ty5g379+kFfXx+Ghobo3r07MjIyStyzuXPnwsLCAnZ2dm/s5w8//ABbW1toaGjA1NQUffr0EY+V1qdvvvkGAQEBkEqlsLa2RlxcHO7evYvu3btDKpXC0dERZ86cEc95fbrO61JSUtCpUyfUqlULenp68PLywrlz52TqSCQSrFy5Ep9++im0tbUxd+5cmek6iYmJGDp0KHJyciCRSCCRSBAaGorw8HA0bdq0xDWdnZ0xc+bMN94bIiIiUnxM8uXo8ePHmDx5Ms6cOYOEhAQoKSmhZ8+eKC4ulqn3xRdfYNKkSUhLS4OPjw+WLVuGRYsWYeHChbh48SJ8fHzw6aef4tq1a2+8ppeXFxITE8X9pKQk1KpVSyxLSUlBYWEhPDw8ymxj0aJFcHV1xfnz5zFu3DiMHTsW6enpJerl5+ejb9++SE1NxbFjx2BlZVWiTmFhIXx8fKCjo4Njx44hOTkZUqkUnTt3RkFBgVgvISEB6enpiI+Px549e8rt45kzZzBx4kSEh4cjPT0dBw4cQNu2bcs9Z8mSJfD09MT58+fRtWtXDB48GAEBAfjss89w7tw51K9fHwEBARWeavXo0SMMGTIEx48fx2+//QZbW1t06dIFjx49kqkXGhqKnj174vfff8ewYcNkjnl4eGDp0qXQ1dVFVlYWsrKyEBISgmHDhiEtLQ0pKSli3fPnz+PixYsYOnRoqfHk5+cjNzdXZiMiIiLFxek6ctS7d2+Z/fXr18PY2BiXL1+WGakNDg5Gr169xP2FCxdi+vTpGDBgAADg22+/xZEjR7B06VJ8//335V7T29sbkyZNwt27d6GiooLLly9j5syZSExMxJgxY5CYmAg3NzdoaWmV2UaXLl0wbtw4AMD06dOxZMkSHDlyRGaEPS8vD127dkV+fj6OHDlS5jSlrVu3ori4GOvWrYNEIgEAREVFQV9fH4mJifjkk08AANra2li3bl2FpulkZmZCW1sb3bp1g46ODqytreHi4lLuOV26dMHo0aMBALNmzcLKlSvh5uaGvn37iv10d3fHv//+W6HpNO3bt5fZX7NmDfT19ZGUlIRu3bqJ5QMHDpRJzG/evCn+rKamBj09PUgkEplrSqVS+Pj4ICoqCm5ubgBe3DMvLy/Uq1ev1HgiIiIQFhZWonx2rAq0VT7etwGvo0nyDoGIiOiDxJF8Obp27Rr8/f1Rr1496OrqwsbGBgBKTGtxdXUVf87NzcXff/8NT09PmTqenp5IS0t74zWbNm0KQ0NDJCUl4dixY3BxcUG3bt2QlPQiWUpKSoK3t3e5bTg6Ooo/v0xAs7OzZer4+/vj8ePHOHToULnPIVy4cAHXr1+Hjo4OpFIppFIpDA0N8ezZM5mpSw4ODhWeh9+pUydYW1ujXr16GDx4MDZt2oQnT55UuE+mpqbiNV8ve72fZfn3338xcuRI2NraQk9PD7q6usjLyyv3ta2MkSNH4qeffsKzZ89QUFCAzZs3l/gk4FUzZsxATk6OuN25c+etrktEREQfh493CE8B+Pn5wdraGmvXroWFhQWKi4vRtGlTmWkqwItR7KoikUjQtm1bJCYmQl1dHd7e3nB0dER+fj4uXbqEEydOICQkpNw2Xn/wVyKRlJhi1KVLF2zcuBEnT54sMar9qry8PDRv3hybNm0qcczY2Fj8uTL3QEdHB+fOnUNiYiIOHTqEWbNmITQ0FCkpKWXOo3+1Ty8/USit7PV+lmXIkCG4d+8eli1bBmtra6irq8Pd3b3KXls/Pz+oq6tj165dUFNTQ2FhocxzB69TV1eHurr6W12LiIiIPj5M8uXk3r17SE9Px9q1a9GmTRsAwPHjx994nq6uLiwsLJCcnAwvLy+xPDk5GS1atKjQtb28vLB27Vqoq6tj7ty5UFJSQtu2bbFgwQLk5+eX+JTgbYwdOxZNmzbFp59+ir1798rE+qpmzZph69atMDExga6u7jtf9yUVFRV07NgRHTt2xOzZs6Gvr49ff/1VZtpTdUpOTsYPP/wgLrN5584d/Pfff5VuR01NDUVFRSXKVVRUMGTIEERFRUFNTQ0DBgyo8tV+iIiI6OPFJF9ODAwMYGRkhDVr1sDc3ByZmZn44osvKnTu1KlTMXv2bNSvXx/Ozs6IiopCampqqaPhpfH29sbnn38ONTU1tG7dWiwLCQmBm5tblX1yMGHCBBQVFaFbt27Yv3+/eK1XDRo0CAsWLED37t3FFYNu376NnTt3Ytq0aahTp06lr7tnzx7cvHkTbdu2hYGBAfbt24fi4uIKrcpTVWxtbbFhwwa4uroiNzcXU6dOfask3MbGBnl5eUhISICTkxO0tLTE5yVGjBgBe3t7AC/+qCAiIiJ6iXPy5URJSQlbtmzB2bNn0bRpU3z++edYsGBBhc6dOHEiJk+ejClTpsDBwQEHDhxAXFwcbG1tK3S+g4MD9PX14ezsDKlUCuBFkl9UVPTG+fiVFRwcjLCwMHTp0gUnTpwocVxLSwtHjx6FlZUVevXqBXt7ewwfPhzPnj1765F9fX197Ny5E+3bt4e9vT1WrVqFn376CU2aNHnX7lTY//73Pzx48ADNmjXD4MGDMXHiRJiYmFS6HQ8PD4wZMwb9+/eHsbEx5s+fLx6ztbWFh4cHGjVqhJYtW1Zl+ERERPSRkwgf09evKgB/f38oKytj48aN8g6FPnKCIMDW1hbjxo3D5MmTK3Vubm4u9PT0sNfdg6vrEBERfSRe/v+dk5PzxsFQjuS/J8+fP8fly5dx8uTJ9zqiTIrp7t27+O677/DPP/+UuTY+ERER1VxM8t+TS5cuwdXVFU2aNMGYMWOq7Trz5s0Tl6J8ffP19a22675Px44dK7OPL6cfKToTExOEh4djzZo1MDAwkHc4RERE9IH5eD+n/8g4Ozu/ca32qjBmzBj069ev1GOKsvqKq6srUlNT5R2GXHGWHREREZWHSb6CMTQ0hKGhobzDqFaamppo0KCBvMMgIiIi+mBxug4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECoYP3hLVYK0P7H/rbxYmIiKiDxdH8omIiIiIFAyTfCIiIiIiBcMkn4iIiIhIwTDJJyIiIiJSMEzyiYiIiIgUDJN8IiIiIiIFwyU0iWqwTqs6QUWTbwNUMyRPSJZ3CERE7w1H8omIiIiIFAyTfCIiIiIiBcMkn4iIiIhIwTDJJyIiIiJSMEzyiYiIiIgUDJN8IiIiIiIFwySfiIiIiEjBvNUC2QkJCUhISEB2djaKi4tljq1fv75KAiMiIiIiordT6SQ/LCwM4eHhcHV1hbm5OSQSSXXERUREREREb6nS03VWrVqF6OhonDp1CrGxsdi1a5fMRu/G29sbwcHB8g6jwqozXolEgtjY2GppGwCio6Ohr68v7oeGhsLZ2bnarkdERET0vlQ6yS8oKICHh0d1xEIK6m2T9aysLPj6+lZ9QGUICQlBQkJCheryDwIiIiL6kFU6yR8xYgQ2b95cHbEQyTAzM4O6uvp7u55UKoWRkdF7ux4RERFRdal0kv/s2TMsXrwYXl5emDBhAiZPniyzUdXJz89HSEgIateuDW1tbbRs2RKJiYkAgNzcXGhqamL//v0y5+zatQs6Ojp48uQJAODOnTvo168f9PX1YWhoiO7duyMjI0OsHxgYiB49emDhwoUwNzeHkZERxo8fj8LCQrHODz/8AFtbW2hoaMDU1BR9+vSRuWZxcTGmTZsGQ0NDmJmZITQ0VDxmY2MDAOjZsyckEom4DwC7d+9Gs2bNoKGhgXr16iEsLAzPnz8Xj7/6CUBGRgYkEgl27tyJdu3aQUtLC05OTjh58mSF72d0dDSsrKygpaWFnj174t69ezLHXx+dT0xMRIsWLaCtrQ19fX14enri9u3biI6ORlhYGC5cuACJRAKJRILo6GgAwOLFi+Hg4ABtbW1YWlpi3LhxyMvLk4lBX18fBw8ehL29PaRSKTp37oysrCyZWNavX48mTZpAXV0d5ubmCAoKEo89fPgQI0aMgLGxMXR1ddG+fXtcuHChwveBiIiIFF+lk/yLFy/C2dkZSkpKuHTpEs6fPy9uqamp1RBizRUUFISTJ09iy5YtuHjxIvr27YvOnTvj2rVr0NXVRbdu3Up8qrJp0yb06NEDWlpaKCwshI+PD3R0dHDs2DEkJyeLSWVBQYF4zpEjR3Djxg0cOXIEMTExiI6OFpPWM2fOYOLEiQgPD0d6ejoOHDiAtm3bylwzJiYG2traOHXqFObPn4/w8HDEx8cDAFJSUgAAUVFRyMrKEvePHTuGgIAATJo0CZcvX8bq1asRHR2NuXPnlntPvvrqK4SEhCA1NRUNGzaEv7+/zB8GZTl16hSGDx+OoKAgpKamol27dvjmm2/KrP/8+XP06NEDXl5euHjxIk6ePIlRo0ZBIpGgf//+mDJlCpo0aYKsrCxkZWWhf//+AAAlJSUsX74cf/zxB2JiYvDrr79i2rRpMm0/efIECxcuxIYNG3D06FFkZmYiJCREPL5y5UqMHz8eo0aNwu+//464uDg0aNBAPN63b19kZ2dj//79OHv2LJo1a4YOHTrg/v37ZfYnPz8fubm5MhsREREpLokgCIK8g6D/4+3tDWdnZ0yePBn16tVDZmYmLCwsxOMdO3ZEixYtMG/ePMTGxmLw4MH4999/oaWlhdzcXJiammLXrl3o3LkzNm7ciG+++QZpaWniKkgFBQXQ19dHbGwsPvnkEwQGBiIxMRE3btyAsrIyAKBfv35QUlLCli1bsHPnTgwdOhR//vkndHR0So23qKgIx44dE8tatGiB9u3bIzIyEsCLEfldu3ahR48eMv3o0KEDZsyYIZZt3LgR06ZNw99//13ivIyMDNStWxfr1q3D8OHDAQCXL19GkyZNkJaWhkaNGpV7XwcOHIicnBzs3btXLBswYAAOHDiAhw8fAngxkh8bG4vU1FTcv38fRkZGSExMhJeXV4n2Xq1bnu3bt2PMmDH477//ALwYyR86dCiuX7+O+vXrA3jxSUl4eDj++ecfAEDt2rUxdOjQUv8IOX78OLp27Yrs7GyZqUwNGjTAtGnTMGrUqFLjCA0NRVhYWInyve4e0FZ5q5V0P2heR5PkHQIREVGVy83NhZ6eHnJycqCrq1tu3Xf6Mqw///wTf/7557s0QWX4/fffUVRUhIYNG0IqlYpbUlISbty4AQDo0qULVFVVERcXBwDYsWMHdHV10bFjRwDAhQsXcP36dejo6IjnGxoa4tmzZ2IbANCkSRMxwQcAc3NzZGdnAwA6deoEa2tr1KtXD4MHD8amTZvEqUAvOTo6yuy/en5ZLly4gPDwcJm+jRw5EllZWSXaL+ta5ubmAPDGawFAWloaWrZsKVPm7u5eZn1DQ0MEBgbCx8cHfn5+WLZsWYkpNaU5fPgwOnTogNq1a0NHRweDBw/GvXv3ZPqkpaUlJvgv+/GyD9nZ2fj777/RoUOHUtu/cOEC8vLyYGRkJHPvbt26JfOavm7GjBnIyckRtzt37ryxL0RERPTxqvQQXnFxMb755hssWrRInGuso6ODKVOm4KuvvoKSEr9Etyrk5eVBWVkZZ8+elUnAgRcPiAKAmpoa+vTpg82bN2PAgAHYvHkz+vfvD5X/PzKbl5eH5s2bY9OmTSXaNzY2Fn9WVVWVOSaRSMQvOdPR0cG5c+eQmJiIQ4cOYdasWQgNDUVKSoq4/GR555fXv7CwMPTq1avEMQ0NjTLPe/VaLz+deNO13lZUVBQmTpyIAwcOYOvWrfj6668RHx+PVq1alVo/IyMD3bp1w9ixYzF37lwYGhri+PHjGD58OAoKCqClpVWiDy/78fIDNU1NzXJjysvLg7m5ufhsxqteXQ70derq6u/1IWYiIiKSr0on+V999RX+97//ITIyEp6engBeTCEIDQ3Fs2fP3jinmirGxcUFRUVFyM7ORps2bcqsN2jQIHTq1Al//PEHfv31V5kpHs2aNcPWrVthYmLyxo90yqOiooKOHTuiY8eOmD17NvT19fHrr7+WmqCXRlVVFUVFRTJlzZo1Q3p6usxc8+pkb2+PU6dOyZT99ttvbzzPxcUFLi4umDFjBtzd3bF582a0atUKampqJfp09uxZFBcXY9GiReIfuz///HOl4tTR0YGNjQ0SEhLQrl27EsebNWuGf/75ByoqKjIPMRMRERG9qtJJfkxMDNatW4dPP/1ULHN0dETt2rUxbtw4JvlVpGHDhhg0aBACAgKwaNEiuLi44O7du0hISICjoyO6du0KAGjbti3MzMwwaNAg1K1bV2ZKyqBBg7BgwQJ0794d4eHhqFOnDm7fvo2dO3di2rRpqFOnzhvj2LNnD27evIm2bdvCwMAA+/btQ3FxMezs7Crcl5dJq6enJ9TV1WFgYIBZs2ahW7dusLKyQp8+faCkpIQLFy7g0qVL5T4Q+7YmTpwIT09PLFy4EN27d8fBgwdx4MCBMuvfunULa9aswaeffgoLCwukp6fj2rVrCAgIEPt069YtpKamok6dOtDR0UGDBg1QWFiIFStWwM/PD8nJyVi1alWlYw0NDcWYMWNgYmICX19fPHr0CMnJyZgwYQI6duwId3d39OjRA/Pnz0fDhg3x999/Y+/evejZsydcXV3f+h4RERGR4qj03Jr79++X+pBjo0aNyl3dgyovKioKAQEBmDJlCuzs7NCjRw+kpKTAyspKrCORSODv748LFy5g0KBBMudraWnh6NGjsLKyQq9evWBvb4/hw4fj2bNnFR7Z19fXx86dO9G+fXvY29tj1apV+Omnn9CkSZMK92PRokWIj4+HpaUlXFxcAAA+Pj7Ys2cPDh06BDc3N7Rq1QpLliyBtbV1hdutjFatWmHt2rVYtmwZnJyccOjQIXz99ddl1tfS0sKVK1fQu3dvNGzYEKNGjcL48eMxevRoAEDv3r3RuXNntGvXDsbGxvjpp5/g5OSExYsX49tvv0XTpk2xadMmREREVDrWIUOGYOnSpfjhhx/QpEkTdOvWDdeuXQPw4vXet28f2rZti6FDh6Jhw4YYMGAAbt++DVNT07e7OURERKRwKr26TsuWLdGyZUssX75cpnzChAlISUmp0BQIIpKvl0/nc3UdIiKij0dlVtep9P/u8+fPR9euXXH48GFxdZKTJ0/izp072Ldv39tFTEREREREVabS03W8vLxw9epV9OzZEw8fPsTDhw/Rq1cvpKenl/uAKFF18vX1lVlS8tVt3rx58g6PiIiI6L16q8/pLSws+IAtfVDWrVuHp0+flnrM0NDwPUdDREREJF8VSvIvXryIpk2bQklJCRcvXiy37utfjET0PtSuXVveIRARERF9MCqU5Ds7O+Off/6BiYkJnJ2dZb6851USiaTE2uFERERERPR+VSjJv3XrlvgNqbdu3arWgIiIiIiI6N1UKMl/de3y27dvw8PDAyqvLbv3/PlznDhxotrWOSciIiIiooqp9Oo67dq1K/VLr3JyctCuXbsqCYqIiIiIiN5epVfXEQQBEomkRPm9e/egra1dJUER0fvR+sD+Cn/7MREREX08Kpzk9+rVC8CLh2sDAwOhrq4uHisqKsLFixfh4eFR9RESEREREVGlVDjJ19PTA/BiJF9HRweampriMTU1NbRq1QojR46s+giJiIiIiKhSKpzkR0VFAQBsbGwwdepUaGlpVVtQRERERET09ir94G1AQAD++uuvEuXXrl1DRkZGVcRERERERETvoNJJfmBgIE6cOFGi/NSpUwgMDKyKmIiIiIiI6B1UOsk/f/48PD09S5S3atUKqampVRETERERERG9g0ovoSmRSPDo0aMS5Tk5OSgqKqqSoIjo/ei0qhNUNCv9NiAjeUJyFUVDREREVaXSI/lt27ZFRESETEJfVFSEiIgItG7dukqDIyIiIiKiyqv0EN63336Ltm3bws7ODm3atAEAHDt2DLm5ufj111+rPEAiIiIiIqqcSo/kN27cGBcvXkS/fv2QnZ2NR48eISAgAFeuXEHTpk2rI0YiIiIiIqqEt5qMa2FhgXnz5lV1LEREREREVAXeKsl/+PAhTp8+jezsbBQXF8scCwgIqJLAiIiIiIjo7VQ6yf/ll18waNAg5OXlQVdXFxKJRDwmkUiY5BMRERERyVml5+RPmTIFw4YNQ15eHh4+fIgHDx6I2/3796sjRiIiIiIiqoRKJ/l//fUXJk6cCC0treqIh4iIiIiI3lGlk3wfHx+cOXOmOmIhIiIiIqIqUOk5+V27dsXUqVNx+fJlODg4QFVVVeb4p59+WmXB0YcnNDQUsbGxSE1NlXcoAAAbGxsEBwcjODhY3qG8tcTERLRr1w4PHjyAvr6+vMMhIiIiBVDpJH/kyJEAgPDw8BLHJBKJzDfh0octMDAQDx8+RGxsrLxDeaPo6GgEBwfj4cOHMuUpKSnQ1taWT1BEREREH6hKJ/mvL5lJ9C4KCgqgpqb21ucbGxtXYTREREREiqHSc/JJPry9vTFhwgQEBwfDwMAApqamWLt2LR4/foyhQ4dCR0cHDRo0wP79+wEARUVFGD58OOrWrQtNTU3Y2dlh2bJlYnuhoaGIiYnB7t27IZFIIJFIkJiYCAD4888/4e/vD0NDQ2hra8PV1RWnTp2SiWfDhg2wsbGBnp4eBgwYgEePHlW4H0FBQQgODkatWrXg4+MDAFi8eDEcHBygra0NS0tLjBs3Dnl5eQBeTGcZOnQocnJyxFhDQ0MBvJius3TpUrF9iUSCdevWoWfPntDS0oKtrS3i4uJkYoiLi4OtrS00NDTQrl07xMTEQCKRlPiUoCzJycnw9vaGlpYWDAwM4OPjgwcPHgAA8vPzMXHiRJiYmEBDQwOtW7dGSkqKzPn79u1Dw4YNoampiXbt2iEjI6PENY4fP442bdpAU1MTlpaWmDhxIh4/fgwA+PHHHyGVSnHt2jWx/rhx49CoUSM8efKkQn0gIiIixVbpkfzSpum8atasWW8dDJUvJiYG06ZNw+nTp7F161aMHTsWu3btQs+ePfHll19iyZIlGDx4MDIzM6Gqqoo6depg27ZtMDIywokTJzBq1CiYm5ujX79+CAkJQVpaGnJzcxEVFQUAMDQ0RF5eHry8vFC7dm3ExcXBzMwM586dk/kE58aNG4iNjcWePXvw4MED9OvXD5GRkZg7d26F+zF27FgkJyeLZUpKSli+fDnq1q2LmzdvYty4cZg2bRp++OEHeHh4YOnSpZg1axbS09MBAFKptMz2w8LCMH/+fCxYsAArVqzAoEGDcPv2bRgaGuLWrVvo06cPJk2ahBEjRuD8+fMICQmp8GuQmpqKDh06YNiwYVi2bBlUVFRw5MgRcZratGnTsGPHDsTExMDa2hrz58+Hj48Prl+/DkNDQ9y5cwe9evXC+PHjMWrUKJw5cwZTpkyRucaNGzfQuXNnfPPNN1i/fj3u3r2LoKAgBAUFISoqCgEBAdizZw8GDRqEEydO4ODBg1i3bh1OnjxZ5qpX+fn5yM/PF/dzc3Mr3GciIiL6CAmV5OzsLLM1adJE0NLSEnR1dQUXF5fKNkcV5OXlJbRu3Vrcf/78uaCtrS0MHjxYLMvKyhIACCdPniy1jfHjxwu9e/cW94cMGSJ0795dps7q1asFHR0d4d69e6W2MXv2bEFLS0vIzc0Vy6ZOnSq0bNmywv2oyO/Jtm3bBCMjI3E/KipK0NPTK1HP2tpaWLJkibgPQPj666/F/by8PAGAsH//fkEQBGH69OlC06ZNZdr46quvBADCgwcP3hiXv7+/4OnpWeqxvLw8QVVVVdi0aZNYVlBQIFhYWAjz588XBEEQZsyYITRu3FjmvOnTp8tcf/jw4cKoUaNk6hw7dkxQUlISnj59KgiCINy/f1+oU6eOMHbsWMHU1FSYO3duuXHPnj1bAFBi2+vuISS2aVvuRkRERB+GnJwcAYCQk5PzxrqVHsk/f/58ibLc3FwEBgaiZ8+eb//XBr2Ro6Oj+LOysjKMjIzg4OAglpmamgIAsrOzAQDff/891q9fj8zMTDx9+hQFBQVwdnYu9xqpqalwcXGBoaFhmXVsbGygo6Mj7pubm4vXrIjmzZuXKDt8+DAiIiJw5coV5Obm4vnz53j27BmePHlS6e9kePU+aWtrQ1dXV4wvPT0dbm5uMvVbtGhR4bZTU1PRt2/fUo/duHEDhYWF8PT0FMtUVVXRokULpKWlAQDS0tLQsmVLmfPc3d1l9i9cuICLFy9i06ZNYpkgCCguLsatW7dgb28PAwMD/O9//4OPjw88PDzwxRdflBv3jBkzMHnyZHE/NzcXlpaWFes0ERERfXSqZE6+rq4uwsLCMHPmzKpojsrw+nKlEolEpkwikQB48XD0li1bEBISguHDh+PQoUNITU3F0KFDUVBQUO41NDU13yqOyjyQ/fpqOBkZGejWrRscHR2xY8cOnD17Ft9//z0AvDHe6oivPBW5P+8qLy8Po0ePRmpqqrhduHAB165dQ/369cV6R48ehbKyMrKyssT5+mVRV1eHrq6uzEZERESKq8oevM3JyUFOTk5VNUfvKDk5GR4eHhg3bhxcXFzQoEED3LhxQ6aOmppaiSVPHR0dkZqaivv377+3WM+ePYvi4mIsWrQIrVq1QsOGDfH333+/Mda3YWdnV+LL3F5/MLY8jo6OSEhIKPVY/fr1oaamJvOsQWFhIVJSUtC4cWMAgL29PU6fPi1z3m+//Saz36xZM1y+fBkNGjQosb1ciejEiRP49ttv8csvv0AqlSIoKKjCfSAiIiLFV+npOsuXL5fZFwQBWVlZ2LBhA3x9fassMHo3tra2+PHHH3Hw4EHUrVsXGzZsQEpKCurWrSvWsbGxwcGDB5Geng4jIyPo6enB398f8+bNQ48ePRAREQFzc3OcP38eFhYWJaaVVJUGDRqgsLAQK1asgJ+fH5KTk7Fq1SqZOjY2NsjLy0NCQgKcnJygpaVV6Wk8ADB69GgsXrwY06dPx/Dhw5Gamoro6GgA//dJSHlmzJgBBwcHjBs3DmPGjIGamhqOHDmCvn37olatWhg7diymTp0KQ0NDWFlZYf78+Xjy5AmGDx8OABgzZgwWLVqEqVOnYsSIETh79qx4/ZemT5+OVq1aISgoCCNGjIC2tjYuX76M+Ph4fPfdd3j06BEGDx6MiRMnwtfXF3Xq1IGbmxv8/PzQp0+fSt8TIiIiUjwVGsm/ePGiON1hyZIlMtvy5cuRmJiIIUOGYPXq1dUaLFXc6NGj0atXL/Tv3x8tW7bEvXv3MG7cOJk6I0eOhJ2dHVxdXWFsbIzk5GSoqanh0KFDMDExQZcuXeDg4IDIyEgoKytXW6xOTk5YvHgxvv32WzRt2hSbNm1CRESETB0PDw+MGTMG/fv3h7GxMebPn/9W16pbty62b9+OnTt3wtHREStXrsRXX30F4MWUljdp2LAhDh06hAsXLqBFixZwd3fH7t27oaLy4u/lyMhI9O7dG4MHD0azZs1w/fp1HDx4EAYGBgAAKysr7NixA7GxsXBycsKqVaswb948mWs4OjoiKSkJV69eRZs2beDi4oJZs2bBwsICADBp0iRoa2uL5zk4OGDevHkYPXo0/vrrr7e6L0RERKRYJIIgCG+q9HLer4mJCerWrYuUlBTUqlXrfcRHVO3mzp2LVatW4c6dO/IO5b3Jzc2Fnp4e9rp7QFul/A/0vI4mvaeoiIiIqDwv///Oycl54/N1FZquo6+vj1u3bsHExASZmZmowN8FRB+sH374AW5ubjAyMkJycjIWLFjAOe1ERESkUCqU5Pfu3RteXl4wNzcHALi6upY5fePmzZtVFx19VDIzM8UHTEtz+fJlWFlZvceISnft2jV88803uH//PqysrDBlyhTMmDEDAODr64tjx46Vet6XX36JL7/88n2GSkRERPRWKjRdBwAOHDiA69evY+LEiQgPD5dZJ/1VkyZNqtIA6ePx/PlzZGRklHncxsZGnLv+ofrrr7/w9OnTUo8ZGhqW+/0BHxNO1yEiIvr4VPl0HQDo3LkzgBfLHU6aNKnMJJ9qLhUVFTRo0EDeYbyT2rVryzsEIiIiondW6WHVqKio6oiDiIiIiIiqSJV9GRYREREREX0YmOQTERERESkYJvlERERERArmw17qhIiqVesD+9/4dD4RERF9fDiST0RERESkYJjkExEREREpGCb5REREREQKhkk+EREREZGCYZJPRERERKRgmOQTERERESkYLqFJVIN1WtUJKpof/ttA8oRkeYdARET0UeFIPhERERGRgmGST0RERESkYJjkExEREREpGCb5REREREQKhkk+EREREZGCYZJPRERERKRgmOQTERERESkYJvlERERERAqGST4RERERkYJhkv+BCQ0NhbOzs7zDENnY2GDp0qXyDuOj9qG9pkRERKT4mORXo8DAQPTo0UPeYVRIdHQ09PX1S5SnpKRg1KhR7z8gBRISEoKEhAR5h0FEREQ1iIq8A6DqVVBQADU1tbc+39jYuAqjqVkEQUBRURGkUimkUqm8wyEiIqIahCP5/5+3tzcmTJiA4OBgGBgYwNTUFGvXrsXjx48xdOhQ6OjooEGDBti/fz8AoKioCMOHD0fdunWhqakJOzs7LFu2TGwvNDQUMTEx2L17NyQSCSQSCRITEwEAf/75J/z9/WFoaAhtbW24urri1KlTMvFs2LABNjY20NPTw4ABA/Do0aMK9yMoKAjBwcGoVasWfHx8AACLFy+Gg4MDtLW1YWlpiXHjxiEvLw8AkJiYiKFDhyInJ0eMNTQ0FEDJ6ToSiQTr1q1Dz549oaWlBVtbW8TFxcnEEBcXB1tbW2hoaKBdu3aIiYmBRCLBw4cPK9SH5ORkeHt7Q0tLCwYGBvDx8cGDBw8AAPn5+Zg4cSJMTEygoaGB1q1bIyUlRTw3MTEREokEBw8ehIuLCzQ1NdG+fXtkZ2dj//79sLe3h66uLgYOHIgnT56UuG9BQUHQ09NDrVq1MHPmTAiCIPOauLq6QkdHB2ZmZhg4cCCys7NLXHv//v1o3rw51NXVcfz48RLTdRITE9GiRQtoa2tDX18fnp6euH37tnh85cqVqF+/PtTU1GBnZ4cNGzbI3J+KvAZERERUszHJf0VMTAxq1aqF06dPY8KECRg7diz69u0LDw8PnDt3Dp988gkGDx6MJ0+eoLi4GHXq1MG2bdtw+fJlzJo1C19++SV+/vlnAC+maPTr1w+dO3dGVlYWsrKy4OHhgby8PHh5eeGvv/5CXFwcLly4gGnTpqG4uFiM48aNG4iNjcWePXuwZ88eJCUlITIyslL9UFNTQ3JyMlatWgUAUFJSwvLly/HHH38gJiYGv/76K6ZNmwYA8PDwwNKlS6GrqyvGGhISUmb7YWFh6NevHy5evIguXbpg0KBBuH//PgDg1q1b6NOnD3r06IELFy5g9OjR+Oqrryoce2pqKjp06IDGjRvj5MmTOH78OPz8/FBUVAQAmDZtGnbs2IGYmBicO3cODRo0gI+Pj3j9l0JDQ/Hdd9/hxIkTuHPnDvr164elS5di8+bN2Lt3Lw4dOoQVK1aUuG8qKio4ffo0li1bhsWLF2PdunXi8cLCQsyZMwcXLlxAbGwsMjIyEBgYWKIPX3zxBSIjI5GWlgZHR0eZY8+fP0ePHj3g5eWFixcv4uTJkxg1ahQkEgkAYNeuXZg0aRKmTJmCS5cuYfTo0Rg6dCiOHDlS4degNPn5+cjNzZXZiIiISIEJJAiCIHh5eQmtW7cW958/fy5oa2sLgwcPFsuysrIEAMLJkydLbWP8+PFC7969xf0hQ4YI3bt3l6mzevVqQUdHR7h3716pbcyePVvQ0tIScnNzxbKpU6cKLVu2rHA/XFxc3lhv27ZtgpGRkbgfFRUl6OnplahnbW0tLFmyRNwHIHz99dfifl5engBA2L9/vyAIgjB9+nShadOmMm189dVXAgDhwYMHb4zL399f8PT0LPVYXl6eoKqqKmzatEksKygoECwsLIT58+cLgiAIR44cEQAIhw8fFutEREQIAIQbN26IZaNHjxZ8fHzEfS8vL8He3l4oLi4Wy6ZPny7Y29uXGWtKSooAQHj06JHMtWNjY2XqzZ49W3BychIEQRDu3bsnABASExNLbdPDw0MYOXKkTFnfvn2FLl26iPtveg1KM3v2bAFAiW2vu4eQ2KbtO21ERET0fuTk5AgAhJycnDfW5Uj+K14ddVVWVoaRkREcHBzEMlNTUwAQp2h8//33aN68OYyNjSGVSrFmzRpkZmaWe43U1FS4uLjA0NCwzDo2NjbQ0dER983NzWWmhbxJ8+bNS5QdPnwYHTp0QO3ataGjo4PBgwfj3r17MlNWKurV+6StrQ1dXV0xvvT0dLi5ucnUb9GiRYXbfjmSX5obN26gsLAQnp6eYpmqqipatGiBtLS0MmM0NTWFlpYW6tWrJ1P2+j1t1aqVOKIOAO7u7rh27Zr4KcLZs2fh5+cHKysr6OjowMvLCwBKvOaurq5l9s/Q0BCBgYHw8fGBn58fli1bhqysLPF4WlqaTP8AwNPTs9z+vf4alGbGjBnIyckRtzt37pRZl4iIiD5+TPJfoaqqKrMvkUhkyl4mgMXFxdiyZQtCQkIwfPhwHDp0CKmpqRg6dCgKCgrKvYampuZbxfHqdJ430dbWltnPyMhAt27d4OjoiB07duDs2bP4/vvvAeCN8VZHfOWpyP2piNdft3eN+fHjx/Dx8YGuri42bdqElJQU7Nq1C0DJe/j6/X9dVFQUTp48CQ8PD2zduhUNGzbEb7/9VuFYgMq/Burq6tDV1ZXZiIiISHExyX9LycnJ8PDwwLhx4+Di4oIGDRrgxo0bMnXU1NTEUeCXHB0dkZqaWu786ap29uxZFBcXY9GiRWjVqhUaNmyIv//++42xvg07OzucOXNGpuzVB2PfxNHRsczlJl8+jJqcnCyWFRYWIiUlBY0bN367gF/x+sPPv/32G2xtbaGsrIwrV67g3r17iIyMRJs2bdCoUaNKfbryOhcXF8yYMQMnTpxA06ZNsXnzZgCAvb29TP+AF79rVdE/IiIiqjmY5L8lW1tbnDlzBgcPHsTVq1cxc+bMEsmsjY0NLl68iPT0dPz3338oLCyEv78/zMzM0KNHDyQnJ+PmzZvYsWMHTp48WW2xNmjQAIWFhVixYgVu3ryJDRs2iA/kvhprXl4eEhIS8N9//73VNB4AGD16NK5cuYLp06fj6tWr+PnnnxEdHQ0AMlNhyjJjxgykpKRg3LhxuHjxIq5cuYKVK1fiv//+g7a2NsaOHYupU6fiwIEDuHz5MkaOHIknT55g+PDhbxXvqzIzMzF58mSkp6fjp59+wooVKzBp0iQAgJWVFdTU1MR7GBcXhzlz5lT6Grdu3cKMGTNw8uRJ3L59G4cOHcK1a9dgb28PAJg6dSqio6OxcuVKXLt2DYsXL8bOnTvLfRCaiIiI6HVM8t/S6NGj0atXL/Tv3x8tW7bEvXv3MG7cOJk6I0eOhJ2dHVxdXWFsbIzk5GSoqanh0KFDMDExQZcuXeDg4IDIyEgoKytXW6xOTk5YvHgxvv32WzRt2hSbNm1CRESETB0PDw+MGTMG/fv3h7GxMebPn/9W16pbty62b9+OnTt3wtHREStXrhRX11FXV3/j+Q0bNsShQ4dw4cIFtGjRAu7u7ti9ezdUVF58pUNkZCR69+6NwYMHo1mzZrh+/ToOHjwIAwODt4r3VQEBAXj69ClatGiB8ePHY9KkSeIXgRkbGyM6Ohrbtm1D48aNERkZiYULF1b6GlpaWrhy5Qp69+6Nhg0bYtSoURg/fjxGjx4NAOjRoweWLVuGhQsXokmTJli9ejWioqLg7e39zv0jIiKimkMiCK8sBE5UDebOnYtVq1Z90A97ent7w9nZWeY7ARRZbm4u9PT0sNfdA9oq7/adeF5Hk6ooKiIiIirPy/+/c3Jy3vh8Hb/xlqrcDz/8ADc3NxgZGSE5ORkLFixAUFCQvMMiIiIiqjE4XecjkpmZCalUWub2puU735dr166he/fuaNy4MebMmYMpU6aI36Dr6+tbZvzz5s2Tb+BERERECoLTdT4iz58/R0ZGRpnHbWxsxLnrH6q//voLT58+LfWYoaFhud8fQFWH03WIiIg+Ppyuo6BUVFTQoEEDeYfxTmrXri3vEIiIiIgUHqfrEBEREREpGCb5REREREQKhkk+EREREZGCYZJPRERERKRg+OAtUQ3W+sD+Nz6dT0RERB8fjuQTERERESkYJvlERERERAqGST4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECoZLaBLVYJ1WdYKK5sfzNpA8IVneIRAREX0UOJJPRERERKRgmOQTERERESkYJvlERERERAqGST4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECoZJPhERERGRgmGST0RERESkYJjkE1URb29vBAcHyzsMIiIiIib5VLMwESciIqKagEk+EREREZGCYZJPHyxvb29MmDABwcHBMDAwgKmpKdauXYvHjx9j6NCh0NHRQYMGDbB//37xnEuXLsHX1xdSqRSmpqYYPHgw/vvvPwBAYGAgkpKSsGzZMkgkEkgkEmRkZKCoqAjDhw9H3bp1oampCTs7OyxbtkwmlsDAQPTo0QNhYWEwNjaGrq4uxowZg4KCApl6xcXFmDZtGgwNDWFmZobQ0FCZ45mZmejevTukUil0dXXRr18//Pvvv+Lx0NBQODs7Y8OGDbCxsYGenh4GDBiAR48eyVwjIiJCjNfJyQnbt2+vqttORERECoBJPn3QYmJiUKtWLZw+fRoTJkzA2LFj0bdvX3h4eODcuXP45JNPMHjwYDx58gQPHz5E+/bt4eLigjNnzuDAgQP4999/0a9fPwDAsmXL4O7ujpEjRyIrKwtZWVmwtLREcXEx6tSpg23btuHy5cuYNWsWvvzyS/z8888ysSQkJCAtLQ2JiYn46aefsHPnToSFhZWIV1tbG6dOncL8+fMRHh6O+Ph4AC+S8+7du+P+/ftISkpCfHw8bt68if79+8u0cePGDcTGxmLPnj3Ys2cPkpKSEBkZKR6PiIjAjz/+iFWrVuGPP/7A559/js8++wxJSUll3sf8/Hzk5ubKbERERKS4JIIgCPIOgqg03t7eKCoqwrFjxwAARUVF0NPTQ69evfDjjz8CAP755x+Ym5vj5MmTOHz4MI4dO4aDBw+Kbfz555+wtLREeno6GjZsCG9vbzg7O2Pp0qXlXjsoKAj//POPOEIeGBiIX375BXfu3IGWlhYAYNWqVZg6dSpycnKgpKRUIl4AaNGiBdq3b4/IyEjEx8fD19cXt27dgqWlJQDg8uXLaNKkCU6fPg03NzeEhoZiwYIF+Oeff6CjowMAmDZtGo4ePYrffvsN+fn5MDQ0xOHDh+Hu7i5eZ8SIEXjy5Ak2b95can9CQ0NL/EECAHvdPaCtolLuvahOXkfL/sOEiIiIZOXm5kJPTw85OTnQ1dUtty5H8umD5ujoKP6srKwMIyMjODg4iGWmpqYAgOzsbFy4cAFHjhyBVCoVt0aNGgF4MTpenu+//x7NmzeHsbExpFIp1qxZg8zMTJk6Tk5OYoIPAO7u7sjLy8OdO3dKjRcAzM3NkZ2dDQBIS0uDpaWlmOADQOPGjaGvr4+0tDSxzMbGRkzwX2/j+vXrePLkCTp16iTTzx9//LHcPs6YMQM5OTni9mrMREREpHjkN4RHVAGqqqoy+xKJRKZMIpEAeDEVJi8vD35+fvj2229LtGNubl7mNbZs2YKQkBAsWrQI7u7u0NHRwYIFC3Dq1Kkqibe4uLjK2sjLywMA7N27F7Vr15app66uXmab6urq5R4nIiIixcIknxRGs2bNsGPHDtjY2ECljCkoampqKCoqkilLTk6Gh4cHxo0bJ5aVNip+4cIFPH36FJqamgCA3377DVKpVGZkvjz29va4c+cO7ty5IzNd5+HDh2jcuHGF2mjcuDHU1dWRmZkJLy+vCp1DRERENQ+n65DCGD9+PO7fvw9/f3+kpKTgxo0bOHjwIIYOHSom9jY2Njh16hQyMjLw33//obi4GLa2tjhz5gwOHjyIq1evYubMmUhJSSnRfkFBAYYPH47Lly9j3759mD17NoKCgqCkVLF/Rh07doSDgwMGDRqEc+fO4fTp0wgICICXlxdcXV0r1IaOjg5CQkLw+eefIyYmBjdu3MC5c+ewYsUKxMTEVPxmERERkUJjkk8Kw8LCAsnJySgqKsInn3wCBwcHBAcHQ19fX0zEQ0JCoKysjMaNG8PY2BiZmZkYPXo0evXqhf79+6Nly5a4d++ezKj+Sx06dICtrS3atm2L/v3749NPPy2xRGZ5JBIJdu/eDQMDA7Rt2xYdO3ZEvXr1sHXr1kr1c86cOZg5cyYiIiJgb2+Pzp07Y+/evahbt26l2iEiIiLFxdV1iCogMDAQDx8+RGxsrLxDqRIvn87n6jpEREQfD66uQ0RERERUgzHJJyIiIiJSMFxdh6gCoqOj5R0CERERUYVxJJ+IiIiISMEwySciIiIiUjBM8omIiIiIFAyTfCIiIiIiBcMkn4iIiIhIwXB1HaIarPWB/W/8Mg0iIiL6+HAkn4iIiIhIwTDJJyIiIiJSMJyuQ0RERPSREQQBz58/R1FRkbxDoSqkrKwMFRUVSCSSd26LST4RERHRR6SgoABZWVl48uSJvEOhaqClpQVzc3Ooqam9UztM8omIiIg+EsXFxbh16xaUlZVhYWEBNTW1Khn1JfkTBAEFBQW4e/cubt26BVtbWygpvf3Meib5RERERB+JgoICFBcXw9LSElpaWvIOh6qYpqYmVFVVcfv2bRQUFEBDQ+Ot22KST1SDdVrVCSqaivk2kDwhWd4hEBFVm3cZ4aUPW1W9tvwNISIiIiJSMEzyiYiIiBSEt7c3goODq/UaoaGhcHZ2rtZrfKjex/2tKor5OT0RERFRDbRz506oqqrKO4wPRnR0NIKDg/Hw4cNKnZeYmIh27drhwYMH0NfXF8s/pvvLJJ+IiIhIQRgaGso7BIX2Md1fTtchIiIiUhCvTiexsbHBN998g4CAAEilUlhbWyMuLg53795F9+7dIZVK4ejoiDNnzojnR0dHQ19fH7GxsbC1tYWGhgZ8fHxw586dcq+7bt062NvbQ0NDA40aNcIPP/wgHsvIyIBEIsHPP/+MNm3aQFNTE25ubrh69SpSUlLg6uoKqVQKX19f3L17t9Lt7ty5E+3atYOWlhacnJxw8uRJAC9G44cOHYqcnBxIJBJIJBKEhoYCADZs2ABXV1fo6OjAzMwMAwcORHZ2tthuu3btAAAGBgaQSCQIDAwscX8B4MGDBwgICICBgQG0tLTg6+uLa9eulbifBw8ehL29PaRSKTp37oysrKwKvJrvhkk+ERERkYJasmQJPD09cf78eXTt2hWDBw9GQEAAPvvsM5w7dw7169dHQEAABEEQz3ny5Anmzp2LH3/8EcnJyXj48CEGDBhQ5jU2bdqEWbNmYe7cuUhLS8O8efMwc+ZMxMTEyNSbPXs2vv76a5w7dw4qKioYOHAgpk2bhmXLluHYsWO4fv06Zs2aVel2v/rqK4SEhCA1NRUNGzaEv78/nj9/Dg8PDyxduhS6urrIyspCVlYWQkJCAACFhYWYM2cOLly4gNjYWGRkZIiJvKWlJXbs2AEASE9PR1ZWFpYtW1Zq3wMDA3HmzBnExcXh5MmTEAQBXbp0QWFhocz9XLhwITZs2ICjR48iMzNTjKM6cboOERERkYLq0qULRo8eDQCYNWsWVq5cCTc3N/Tt2xcAMH36dLi7u+Pff/+FmZkZgBcJ8HfffYeWLVsCAGJiYmBvb4/Tp0+jRYsWJa4xe/ZsLFq0CL169QIA1K1bF5cvX8bq1asxZMgQsV5ISAh8fHwAAJMmTYK/vz8SEhLg6ekJABg+fDiio6Pfqt2uXbsCAMLCwtCkSRNcv34djRo1gp6eHiQSidi3l4YNGyb+XK9ePSxfvhxubm7Iy8uDVCoVp+WYmJjIzMl/1bVr1xAXF4fk5GR4eHgAePGHiaWlJWJjY8V7XFhYiFWrVqF+/foAgKCgIISHh5faZlXiSD4RERGRgnJ0dBR/NjU1BQA4ODiUKHs5VQUAVFRU4ObmJu43atQI+vr6SEtLK9H+48ePcePGDQwfPhxSqVTcvvnmG9y4caPSsbyM423bNTc3L9Gf0pw9exZ+fn6wsrKCjo4OvLy8AACZmZnlnveqtLQ0qKioiH8MAYCRkRHs7Oxk7pWWlpaY4L+M8U3xVQWO5BMREREpqFdXgpFIJGWWFRcXv1X7eXl5AIC1a9fKJLsAoKysXOlYXsbxru2W15/Hjx/Dx8cHPj4+2LRpE4yNjZGZmQkfHx8UFBSU09u38/pqPBKJRGZ6VHVhkk/0gQoMDMTDhw8RGxsL4MXDPs7Ozli6dKlc4yIiIsX2/PlznDlzRpyak56ejocPH8Le3r5EXVNTU1hYWODmzZsYNGhQlcVQVe2qqamhqKhIpuzKlSu4d+8eIiMjYWlpCQAyDx+/PA9AiXNfZW9vj+fPn+PUqVPidJ179+4hPT0djRs3fuuYqwqTfKIP1LJly2T+0v+Y1uYlIqKPl6qqKiZMmIDly5dDRUUFQUFBaNWqVanz8YEX8+AnTpwIPT09dO7cGfn5+Thz5gwePHiAyZMnv3UcVdGujY0N8vLykJCQACcnJ2hpacHKygpqampYsWIFxowZg0uXLmHOnDky51lbW0MikWDPnj3o0qULNDU1IZVKZerY2tqie/fuGDlyJFavXg0dHR188cUXqF27Nrp37/7W/a4qnJNP9IHS09OTedjH0NAQOjo68guIiIhqBC0tLUyfPh0DBw6Ep6cnpFIptm7dWmb9ESNGYN26dYiKioKDgwO8vLwQHR2NunXrvlMcVdGuh4cHxowZg/79+8PY2Bjz58+HsbExoqOjsW3bNjRu3BiRkZFYuHChzHm1a9dGWFgYvvjiC5iamiIoKKjU9qOiotC8eXN069YN7u7uEAQB+/bt+yAG5STC+5gURKSgvL294ejoCA0NDaxbtw5qamoYM2YMQkNDMWzYMGRnZ2PPnj1i/cLCQtSuXRsREREYPnw4tm/fjrCwMFy/fh1aWlpwcXHB7t27oa2t/cbpOj/88AOWLFmCO3fuQE9PD23atMH27dsrFHdubi709PTQ4tsWUNFUzA/0kickyzsEIqIq9+zZM9y6dQt169aFhoZGlbf/tt8QS1WnvNf45f/fOTk50NXVLbcdxfzfneg9iomJweTJk3Hq1CmcPHkSgYGB8PT0xIgRI9C2bVtkZWWJT/vv2bMHT548Qf/+/ZGVlQV/f3/Mnz8fPXv2xKNHj3Ds2LEKPYxz5swZTJw4ERs2bICHhwfu37+PY8eOlVk/Pz8f+fn54n5ubu67d5yIiIg+WEzyid6Ro6MjZs+eDeDF/LzvvvsOCQkJiIyMhJ2dHTZs2IBp06YBePGxXt++fSGVSnH16lU8f/4cvXr1grW1NQDZpcTKk5mZCW1tbXTr1g06OjqwtraGi4tLmfUjIiIQFhZWonx2rAq0VarmbcDraFKVtENERETvjnPyid7Rq+vzArLr344YMQJRUVEAgH///Rf79+8Xv4DDyckJHTp0gIODA/r27Yu1a9fiwYMHFbpmp06dYG1tjXr16mHw4MHYtGkTnjx5Umb9GTNmICcnR9ze9PXkRERUM72cKkofPyb5RO+otPVvX67PGxAQgJs3b+LkyZPYuHEj6tatizZt2gB4sc5vfHw89u/fj8aNG2PFihWws7PDrVu33nhNHR0dnDt3Dj/99BPMzc0xa9YsODk5lfnGrK6uDl1dXZmNiIiIFBeTfKJqZGRkhB49eiAqKgrR0dEYOnSozHGJRAJPT0+EhYXh/PnzUFNTw65duyrUtoqKCjp27Ij58+fj4sWLyMjIwK+//lod3SAiIqKPDOfkE1WzESNGoFu3bigqKsKQIUPE8lOnTiEhIQGffPIJTExMcOrUKdy9e7fULxt53Z49e3Dz5k20bdsWBgYG2LdvH4qLi2FnZ1edXSEiIqKPBJN8omrWsWNHmJubo0mTJrCwsBDLdXV1cfToUSxduhS5ubmwtrbGokWL4Ovr+8Y29fX1sXPnToSGhuLZs2ewtbXFTz/9hCZNmlRnV4iIiOgjwXXyiapZXl4eateujaioKPTq1Uve4QD4v3V297p7cHUdIqKPSHWvk0/yx3XyiT5wxcXF+O+//7Bo0SLo6+vj008/lXdIREREVEPwwVuiapKZmQlTU1Ns3rwZ69evh0oVjZgTERFR2TIyMiCRSJCamirvUOSKWQdRNbGxsanQt9cSERFVF88Vnu/tWskTkt/btV56ua5/bGzse7/2S0+fPkWtWrVw4cIFNGjQQG5xvI4j+UREREREbyk+Ph7W1tYfVIIPMMknIiIiIjnx9vZGUFAQgoKCoKenh1q1amHmzJkQBAHh4eFo2rRpiXOcnZ0xc+ZMhIaGIiYmBrt374ZEIoFEIkFiYqJY7+bNm2jXrh20tLTg5OSEkydPyrSzY8cONGnSBOrq6rCxscGiRYtkjtvY2GDevHkYNmwYdHR0YGVlhTVr1pSIZ/fu3TLP3f3yyy9wc3ODhoYGatWqhZ49e77jXXo7TPKJiIiISG5iYmKgoqKC06dPY9myZVi8eDHWrVuHYcOGIS0tDSkpKWLd8+fP4+LFixg6dChCQkLQr18/dO7cGVlZWcjKyoKHh4dY96uvvkJISAhSU1PRsGFD+Pv74/nz5wCAs2fPol+/fhgwYAB+//13hIaGYubMmYiOjpaJbdGiRXB1dcX58+cxbtw4jB07Funp6eLx4uJi7NmzB927dwcA7N27Fz179kSXLl1w/vx5JCQkoEWLFtV498rGOflEREREJDeWlpZYsmQJJBIJ7Ozs8Pvvv2PJkiUYOXIkfHx8EBUVBTc3NwBAVFQUvLy8UK9ePQCApqYm8vPzYWZmVqLdkJAQdO3aFQAQFhaGJk2a4Pr162jUqBEWL16MDh06YObMmQCAhg0b4vLly1iwYAECAwPFNrp06YJx48YBAKZPn44lS5bgyJEj4pdP/vbbbwCAli1bAgDmzp2LAQMGICwsTGzDycmpKm9XhXEkn4iIiIjkplWrVpBIJOK+u7s7rl27hqKiIowcORI//fQTnj17hoKCAmzevBnDhg2rULuOjo7iz+bm5gCA7OxsAEBaWho8PWUfSvb09BSvW1obEokEZmZmYhvAi6k63bp1g5LSi5Q6NTUVHTp0qGjXqxVH8olqsNYH9r/xyzSIiIjkxc/PD+rq6ti1axfU1NRQWFiIPn36VOhcVVVV8eeXf0QUFxdX6vqvtvGynVfbiIuLQ2RkpLivqalZqfarE0fyiYiIiEhuTp06JbP/22+/wdbWFsrKylBRUcGQIUMQFRWFqKgoDBgwQCaRVlNTkxl5ryh7e3skJ8su+ZmcnIyGDRtCWVm5Qm1cu3YNt2/fRqdOncQyR0dHJCQkVDqe6sCRfCIiIiKSm8zMTEyePBmjR4/GuXPnsGLFCpmVbkaMGAF7e3sAKJGY29jY4ODBg0hPT4eRkRH09PQqdM0pU6bAzc0Nc+bMQf/+/XHy5El89913+OGHHyoc9+7du9GxY0doaWmJZbNnz0aHDh1Qv359DBgwAM+fP8e+ffswffr0CrdbVTiST0RERERyExAQgKdPn6JFixYYP348Jk2ahFGjRonHbW1t4eHhgUaNGokPuL40cuRI2NnZwdXVFcbGxiX+CChLs2bN8PPPP2PLli1o2rQpZs2ahfDwcJmHbt/k9aUzgRdLgm7btg1xcXFwdnZG+/btcfr06Qq3WZUkAr+Sk6jGyc3NhZ6eHnJycjgnn4joI/Ls2TPcunULdevWhYaGhrzDeWfe3t5wdnbG0qVLy6wjCAJsbW0xbtw4TJ48+f0FV47//vsP5ubm+PPPP2FqalqlbZf3Glfm/29O1yEiIiKiD9Ldu3exZcsW/PPPPxg6dKi8wxHdv38fixcvrvIEvyoxySciIiKiD5KJiQlq1aqFNWvWwMDAQN7hiBo2bIiGDRvKO4xyMcknqsE6reoEFU35vQ0kT6jY3EkiIlJMiYmJ5R7nrPK3xwdviYiIiIgUDJN8IiIiIiIFwySfiIiIiEjBMMknIiIiIlIwTPKJiIiIiBQMk3wiIiIiIgXDJJ+IiIiISMFwnXwiIiIiBZXU1uu9XcvraNJ7uxa9GUfyiYiIiEghZGRkQCKRIDU1tdTjYWFh+Oyzz95vUHLCJJ/oAxAYGIgePXrIOwwiIiK5KigoqNb2d+/ejU8//bRar/GhYJJPRERERHLh7e2NoKAgBAcHo1atWvDx8SkxEv/w4UNIJBIkJiYCAB48eIBBgwbB2NgYmpqasLW1RVRUFACgbt26AAAXFxdIJBJ4e3uL7dy5cwd//PEHOnfuLLY7evRomJqaQkNDA02bNsWePXveS7/fB87JJyIiIiK5iYmJwdixY5GcnAwAaNSoUbn1Z86cicuXL2P//v2oVasWrl+/jqdPnwIATp8+jRYtWuDw4cNo0qQJ1NTUxPPi4uLg7e0NXV1dFBcXw9fXF48ePcLGjRtRv359XL58GcrKytXX0feMI/lU42zfvh0ODg7Q1NSEkZEROnbsiMePH6O4uBjh4eGoU6cO1NXV4ezsjAMHDojnJSYmQiKR4OHDh2JZamoqJBIJMjIyAADR0dHQ19fHwYMHYW9vD6lUis6dOyMrK0s8p6ioCJMnT4a+vj6MjIwwbdo0CIIgE2NxcTEiIiJQt25daGpqwsnJCdu3bwcACIKAjh07wsfHRzzv/v37qFOnDmbNmlVNd42IiKh62NraYv78+bCzs4O6uvob62dmZsLFxQWurq6wsbFBx44d4efnBwAwNjYGABgZGcHMzAyGhobiea9O1Tl8+DBOnz6NnTt3olOnTqhXrx66desGX1/fauihfDDJpxolKysL/v7+GDZsGNLS0pCYmIhevXpBEAQsW7YMixYtwsKFC3Hx4kX4+Pjg008/xbVr1yp1jSdPnmDhwoXYsGEDjh49iszMTISEhIjHFy1ahOjoaKxfvx7Hjx/H/fv3sWvXLpk2IiIi8OOPP2LVqlX4448/8Pnnn+Ozzz5DUlISJBIJYmJikJKSguXLlwMAxowZg9q1a5eZ5Ofn5yM3N1dmIyIi+hA0b968UvXHjh2LLVu2wNnZGdOmTcOJEyfeeE5ubi6SkpLEJD81NRV16tRBw4YN3yrmjwGn61CNkpWVhefPn6NXr16wtrYGADg4OAAAFi5ciOnTp2PAgAEAgG+//RZHjhzB0qVL8f3331f4GoWFhVi1ahXq168PAAgKCkJ4eLh4fOnSpZgxYwZ69eoFAFi1ahUOHjwoHs/Pz8e8efNw+PBhuLu7AwDq1auH48ePY/Xq1fDy8kLt2rWxevVqBAQE4J9//sG+fftw/vx5qKiU/k86IiICYWFhJcpnx6pAu4xz3haXUCMiosrQ1tYWf1ZSejH+/Oon3IWFhTL1fX19cfv2bezbtw/x8fHo0KEDxo8fj4ULF5Z5jf3796Nx48awtLQEAGhqalZlFz5IHMmnGsXJyQkdOnSAg4MD+vbti7Vr1+LBgwfIzc3F33//DU9PT5n6np6eSEtLq9Q1tLS0xAQfAMzNzZGdnQ0AyMnJQVZWFlq2bCkeV1FRgaurq7h//fp1PHnyBJ06dYJUKhW3H3/8ETdu3BDr9e3bFz179kRkZCQWLlwIW1vbMmOaMWMGcnJyxO3OnTuV6hMREdH78HK6zavTXEtbDtPY2BhDhgzBxo0bsXTpUqxZswYAxDn4RUVFMvV3796N7t27i/uOjo74888/cfXq1aruwgeDI/lUoygrKyM+Ph4nTpzAoUOHsGLFCnz11VeIj49/47kVGV0AAFVVVZl9iURSYs59efLy8gAAe/fuRe3atWWOvTpX8cmTJzh79iyUlZXfOKVIXV29QvMciYiI5ElTUxOtWrVCZGQk6tati+zsbHz99dcydWbNmoXmzZujSZMmyM/Px549e2Bvbw8AMDExgaamJg4cOIA6depAQ0MD2tra2L9/v8zUWS8vL7Rt2xa9e/fG4sWL0aBBA1y5cgUSiURcfedjxySfahyJRAJPT094enpi1qxZsLa2RkJCAiwsLJCcnAwvr//7dsDk5GS0aNECgOzogoGBAYDSRxfKo6enB3Nzc5w6dQpt27YFADx//hxnz55Fs2bNAACNGzeGuro6MjMzZWJ53ZQpU6CkpIT9+/ejS5cu6Nq1K9q3b1+peIiISLF9jFMo169fj+HDh6N58+aws7PD/Pnz8cknn4jH1dTUMGPGDGRkZEBTUxNt2rTBli1bALz4dHz58uUIDw/HrFmz0KZNG8ycORNSqVT8f/alHTt2ICQkBP7+/nj8+DEaNGiAyMjI99rX6sQkn2qUU6dOISEhAZ988glMTExw6tQp3L17F/b29pg6dSpmz56N+vXrw9nZGVFRUUhNTcWmTZsAAA0aNIClpSVCQ0Mxd+5cXL16FYsWLap0DJMmTUJkZCRsbW3RqFEjLF68WGbFHh0dHYSEhODzzz9HcXExWrdujZycHCQnJ0NXVxdDhgzB3r17sX79epw8eRLNmjXD1KlTMWTIEFy8eFH8A4SIiOhD93Lt+1fZ29uXeJj21U/Ev/766xKj+68aMWIERowYIe5PnDhRXH3nVYaGhli/fv1bRP1xYJJPNYquri6OHj2KpUuXIjc3F9bW1li0aBF8fX3h4+ODnJwcTJkyBdnZ2WjcuDHi4uLEue6qqqr46aefMHbsWDg6OsLNzQ3ffPMN+vbtW6kYpkyZgqysLAwZMgRKSkoYNmwYevbsiZycHLHOnDlzYGxsjIiICNy8eRP6+vpo1qwZvvzyS9y9exfDhw9HaGioOCoRFhaGQ4cOYcyYMdi6dWvV3TAiIqKPXNOmTcWFLGoSiVCZycJEpBByc3Ohp6eHve4eXF2HiOgj8uzZM9y6dQt169aFhoaGvMOhalDea/zy/++cnBzo6uqW2w5X1yEiIiIiUjBM8omIiIiIFAyTfCIiIqKPDGdbK66qem2Z5BMRERF9JF5+F8uTJ0/kHAlVl5ev7evfu1NZXF2HiIiI6COhrKwMfX198ZvUtbS0IJFI5BwVVQVBEPDkyRNkZ2dDX18fysrK79Qek3wiIiKij4iZmRkAiIk+KRZ9fX3xNX4XTPKJiIiIPiISiQTm5uYwMTFBYWGhvMOhKqSqqvrOI/gvMcknIiIi+ggpKytXWUJIiodJPlEN1vrA/jd+mQYRERF9fLi6DhERERGRgmGST0RERESkYDhdh6gGevlFG7m5uXKOhIiIiCrq5f/bFfnCLCb5RDXQvXv3AACWlpZyjoSIiIgq69GjR9DT0yu3DpN8ohrI0NAQAJCZmfnGNwlFk5ubC0tLS9y5c6fGPXTMvrPv7HvNwb4rZt8FQcCjR49gYWHxxrpM8olqICWlF4/j6OnpKdwbYEXp6uqy7zUQ+86+1zTsu+L1vaKDc3zwloiIiIhIwTDJJyIiIiJSMEzyiWogdXV1zJ49G+rq6vIO5b1j39n3moZ9Z99rmprc91dJhIqswUNERERERB8NjuQTERERESkYJvlERERERAqGST4RERERkYJhkk9UA33//fewsbGBhoYGWrZsidOnT8s7pCp39OhR+Pn5wcLCAhKJBLGxsTLHBUHArFmzYG5uDk1NTXTs2BHXrl2TT7BVKCIiAm5ubtDR0YGJiQl69OiB9PR0mTrPnj3D+PHjYWRkBKlUit69e+Pff/+VU8RVZ+XKlXB0dBTXxnZ3d8f+/fvF44ra79JERkZCIpEgODhYLFPU/oeGhkIikchsjRo1Eo8rar9f+uuvv/DZZ5/ByMgImpqacHBwwJkzZ8TjivpeZ2NjU+J1l0gkGD9+PADFf90rgkk+UQ2zdetWTJ48GbNnz8a5c+fg5OQEHx8fZGdnyzu0KvX48WM4OTnh+++/L/X4/PnzsXz5cqxatQqnTp2CtrY2fHx88OzZs/ccadVKSkrC+PHj8dtvvyE+Ph6FhYX45JNP8PjxY7HO559/jl9++QXbtm1DUlIS/v77b/Tq1UuOUVeNOnXqIDIyEmfPnsWZM2fQvn17dO/eHX/88QcAxe3361JSUrB69Wo4OjrKlCty/5s0aYKsrCxxO378uHhMkfv94MEDeHp6QlVVFfv378fly5exaNEiGBgYiHUU9b0uJSVF5jWPj48HAPTt2xeAYr/uFSYQUY3SokULYfz48eJ+UVGRYGFhIURERMgxquoFQNi1a5e4X1xcLJiZmQkLFiwQyx4+fCioq6sLP/30kxwirD7Z2dkCACEpKUkQhBf9VFVVFbZt2ybWSUtLEwAIJ0+elFeY1cbAwEBYt25djen3o0ePBFtbWyE+Pl7w8vISJk2aJAiCYr/us2fPFpycnEo9psj9FgRBmD59utC6desyj9ek97pJkyYJ9evXF4qLixX+da8ojuQT1SAFBQU4e/YsOnbsKJYpKSmhY8eOOHnypBwje79u3bqFf/75R+Y+6OnpoWXLlgp3H3JycgAAhoaGAICzZ8+isLBQpu+NGjWClZWVQvW9qKgIW7ZswePHj+Hu7l5j+j1+/Hh07dpVpp+A4r/u165dg4WFBerVq4dBgwYhMzMTgOL3Oy4uDq6urujbty9MTEzg4uKCtWvXisdryntdQUEBNm7ciGHDhkEikSj8615RTPKJapD//vsPRUVFMDU1lSk3NTXFP//8I6eo3r+XfVX0+1BcXIzg4GB4enqiadOmAF70XU1NDfr6+jJ1FaXvv//+O6RSKdTV1TFmzBjs2rULjRs3Vvh+A8CWLVtw7tw5RERElDimyP1v2bIloqOjceDAAaxcuRK3bt1CmzZt8OjRI4XuNwDcvHkTK1euhK2tLQ4ePIixY8di4sSJiImJAVBz3utiY2Px8OFDBAYGAlDs3/fKUJF3AEREVD3Gjx+PS5cuycxPVnR2dnZITU1FTk4Otm/fjiFDhiApKUneYVW7O3fuYNKkSYiPj4eGhoa8w3mvfH19xZ8dHR3RsmVLWFtb4+eff4ampqYcI6t+xcXFcHV1xbx58wAALi4uuHTpElatWoUhQ4bIObr353//+x98fX1hYWEh71A+KBzJJ6pBatWqBWVl5RIrDPz7778wMzOTU1Tv38u+KvJ9CAoKwp49e3DkyBHUqVNHLDczM0NBQQEePnwoU19R+q6mpoYGDRqgefPmiIiIgJOTE5YtW6bw/T579iyys7PRrFkzqKioQEVFBUlJSVi+fDlUVFRgamqq0P1/lb6+Pho2bIjr168r/Otubm6Oxo0by5TZ29uL05Vqwnvd7du3cfjwYYwYMUIsU/TXvaKY5BPVIGpqamjevDkSEhLEsuLiYiQkJMDd3V2Okb1fdevWhZmZmcx9yM3NxalTpz76+yAIAoKCgrBr1y78+uuvqFu3rszx5s2bQ1VVVabv6enpyMzM/Oj7Xpri4mLk5+crfL87dOiA33//HampqeLm6uqKQYMGiT8rcv9flZeXhxs3bsDc3FzhX3dPT88SS+RevXoV1tbWABT7ve6lqKgomJiYoGvXrmKZor/uFSbvJ3+J6P3asmWLoK6uLkRHRwuXL18WRo0aJejr6wv//POPvEOrUo8ePRLOnz8vnD9/XgAgLF68WDh//rxw+/ZtQRAEITIyUtDX1xd2794tXLx4UejevbtQt25d4enTp3KO/N2MHTtW0NPTExITE4WsrCxxe/LkiVhnzJgxgpWVlfDrr78KZ86cEdzd3QV3d3c5Rl01vvjiCyEpKUm4deuWcPHiReGLL74QJBKJcOjQIUEQFLffZXl1dR1BUNz+T5kyRUhMTBRu3bolJCcnCx07dhRq1aolZGdnC4KguP0WBEE4ffq0oKKiIsydO1e4du2asGnTJkFLS0vYuHGjWEdR3+sE4cXqcFZWVsL06dNLHFPk172imOQT1UArVqwQrKysBDU1NaFFixbCb7/9Ju+QqtyRI0cEACW2IUOGCILwYmm5mTNnCqampoK6urrQoUMHIT09Xb5BV4HS+gxAiIqKEus8ffpUGDdunGBgYCBoaWkJPXv2FLKysuQXdBUZNmyYYG1tLaipqQnGxsZChw4dxARfEBS332V5PclX1P73799fMDc3F9TU1ITatWsL/fv3F65fvy4eV9R+v/TLL78ITZs2FdTV1YVGjRoJa9askTmuqO91giAIBw8eFACU2h9Ff90rQiIIgiCXjxCIiIiIiKhacE4+EREREZGCYZJPRERERKRgmOQTERERESkYJvlERERERAqGST4RERERkYJhkk9EREREpGCY5BMRERERKRgm+URERERECoZJPhERfXASExMhkUjw8OHDd26rbdu22Lx587sHVYrAwED06NGjWtquDhkZGZBIJEhNTZV3KG+lKn8vqkNBQQFsbGxw5swZeYdCxCSfiIjeTmBgICQSCSQSCVRVVVG3bl1MmzYNz549q1Q73t7eCA4Olinz8PBAVlYW9PT03inGuLg4/PvvvxgwYAAA4O+//4aBgQGWL18uU+/UqVNQVVXFoUOHSm2nrOR42bJliI6OfqcYqXSl/V7I2z///IMJEyagXr16UFdXh6WlJfz8/JCQkAAAUFNTQ0hICKZPny7nSImY5BMR0Tvo3LkzsrKycPPmTSxZsgSrV6/G7Nmz37ldNTU1mJmZQSKRvFM7y5cvx9ChQ6Gk9OK/OwsLC6xYsQIzZszAtWvXAABPnz7FkCFDMGLECHzyySeVal9PTw/6+vrvFGNNV1BQIO8QKiQjIwPNmzfHr7/+igULFuD333/HgQMH0K5dO4wfP16sN2jQIBw/fhx//PGHHKMlAiAQERG9hSFDhgjdu3eXKevVq5fg4uIi7v/333/CgAEDBAsLC0FTU1No2rSpsHnzZpk2AMhst27dEo4cOSIAEB48eCDW3b59u9C4cWNBTU1NsLa2FhYuXFhufNnZ2YJEIhEuXbpU4ljPnj0FDw8PoaioSJg0aZJQr1494dGjR2W29XqMXl5epd4DLy8vISgoSJg0aZKgr68vmJiYCGvWrBHy8vKEwMBAQSqVCvXr1xf27dsn0/7vv/8udO7cWdDW1hZMTEyEzz77TLh79654fNu2bULTpk0FDQ0NwdDQUOjQoYOQl5dXaqz3798XBg4cKNSqVUvQ0NAQGjRoIKxfv14QBEG4deuWAEA4f/68WD8xMVFwc3MT1NTUBDMzM2H69OlCYWGhIAiC8Msvvwh6enrC8+fPBUEQhPPnzwsAhOnTp4vnDx8+XBg0aJC4f+zYMaF169aChoaGUKdOHWHChAkysVpbWwvh4eHC4MGDBR0dHWHIkCEl+vCm34vDhw8LzZs3FzQ1NQV3d3fhypUr4rnXr18XPv30U8HExETQ1tYWXF1dhfj4eJn2ra2thblz5wpDhw4VpFKpYGlpKaxevbrU+/mSr6+vULt27VLv+6u/p4IgCO3atRO+/vrrctsjqm4cyScioipx6dIlnDhxAmpqamLZs2fP0Lx5c+zduxeXLl3CqFGjMHjwYJw+fRrAi+ku7u7uGDlyJLKyspCVlQVLS8sSbZ89exb9+vXDgAED8PvvvyM0NBQzZ/6/9u49KKrrDuD4d12EAKsiASRYKyGKLrrgEnSKNIBGHtoyWKg4viqYRmsgVisx0appYoK2iU1QGEwbYnRiKx0fY0YjFhl3BSQo4WGCiyARwZTYWCKViLUst384brOyPDQ2NPD7zOwM995zz/mdy/3jt+eec3dDt1NlCgsLcXJyQqvVdjq2Y8cOamtrWbBgARkZGezcuRONRtNlXXfiPX78OE1NTRw4cKDLsrt27cLNzY3Tp0/z7LPPsnz5cubMmcPUqVMpKysjMjKSRYsWcePGDQCuXbvG9OnT0ev1lJaWkpuby5UrV0hISACgqamJefPmsWTJEkwmEwaDgbi4OBRFsdn+hg0bOHfuHEePHsVkMpGVlYWbm5vNsp999hmzZs1i8uTJVFZWkpWVRXZ2Nq+88goATzzxBNevX6e8vBwAo9GIm5sbBoPBUofRaCQ8PByAuro6oqOjiY+P5+zZs+Tk5FBYWEhKSopVu6+//joBAQGUl5ezYcOGTnH1dF/8+te/ZuvWrZSWlmJnZ8eSJUssx1pbW5k1axb5+fmUl5cTHR1NTEwMDQ0NVm1s3bqVoKAgysvLeeaZZ1i+fDnnz5+3eZ2am5vJzc0lOTkZZ2fnTsfvfpozZcoUCgoKbNYlxLemr79lCCGE+G5avHixolarFWdnZ8XBwUEBlEGDBin79u3r9rwf/ehHyurVqy3bYWFhyi9/+UurMneP5M+fP1+JiIiwKvPcc88pfn5+XbbzxhtvKD4+Pl0e37FjhwIoy5cv7zZeRbE9Aq4otkfyf/jDH1q229vbFWdnZ2XRokWWfU1NTQqgFBcXK4qiKJs2bVIiIyOt6m1sbFQA5fz588pHH32kAEp9fX2PcSqKosTExChJSUm96se6deuUcePGKR0dHZYymZmZikajUcxms6IoihIYGKi89tpriqIoyuzZs5VXX31Vsbe3V65fv65cvnxZAZSamhpFUW6P6i9dutSqzYKCAmXQoEFKW1uboii3R9Fnz57dYz+6uy+OHz9u2XfkyBEFsNRvy4QJE5Tt27dbtkePHq0sXLjQst3R0aF4eHgoWVlZNs8vKSlRAOXAgQM9xq0oipKenq54e3v3qqwQ/ysyki+EEOK+TZs2jYqKCkpKSli8eDFJSUnEx8dbjpvNZjZt2oROp8PV1RWNRsOxY8c6jar2xGQyERISYrUvJCSE2tpazGazzXPa2tp46KGHbB4zm828++67ODk58eGHH9Le3n5P8XTH39/f8rdarebhhx9Gp9NZ9o0YMQKAv//97wBUVlZy4sQJNBqN5TN+/Hjg9sh4QEAATz75JDqdjjlz5vDHP/6RL7/8ssv2ly9fzt69e5k0aRJr1qzh1KlTXZY1mUwEBwdbrX0ICQmhtbWVy5cvAxAWFobBYEBRFAoKCoiLi0Or1VJYWIjRaMTLy4uxY8da+vLuu+9a9SUqKoqOjg4uXrxoaSMoKKjX19OWr1/jRx55BPjv9WxtbSU1NRWtVouLiwsajQaTydTpnvt6HSqVCk9PT0sdd1O6eGrSFUdHR8uTGiH6iiT5Qggh7puzszNjxowhICCAd955h5KSErKzsy3HX3vtNdLT03n++ec5ceIEFRUVREVFfSuLLd3c3LpMhl9//XU+/fRTSktLuXz5MmlpaQ+s3cGDB1tt33n70Ne3ATo6OoDbSWlMTAwVFRVWn9raWkJDQ1Gr1eTl5XH06FH8/PzYvn0748aNs0qav27mzJlcunSJVatW8be//Y0nn3yS1NTU++5PeHg4hYWFVFZWMnjwYMaPH094eDgGgwGj0UhYWJilbGtrK8uWLbPqR2VlJbW1tTz22GOWcramvNyL7q5namoqBw8eJC0tjYKCAioqKtDpdJ3uOVv/pzt13G3s2LGoVCqqq6t7FV9zczPu7u697o8Q/wuS5AshhHggBg0axLp161i/fj1tbW0AFBUVERsby8KFCwkICMDHx4eamhqr8+zt7bscjb9Dq9VSVFRkta+oqAhfX1/UarXNc/R6PZ9//nmnRL+qqooXX3yRrKwstFotWVlZvPLKK5w9e7bL9u+sM+gpzvsRGBhIVVUV3t7ejBkzxupzJxlWqVSEhITw0ksvUV5ejr29PQcPHuyyTnd3dxYvXsx7773Hm2++yR/+8Aeb5bRaLcXFxVYj1UVFRQwZMoTvfe97wH/n5b/xxhuWhP5Okm8wGCzz8e/05dy5c536MWbMGKu1Gr3Rm/vClqKiIhITE/nJT36CTqfD09OT+vr6e67n61xdXYmKiiIzM5Ovvvqq0/G739v/ySefoNfrv1GbQnxTkuQLIYR4YObMmYNarSYzMxO4PQKal5fHqVOnMJlMLFu2jCtXrlid4+3tTUlJCfX19Vy9etXmaOrq1avJz89n06ZN1NTUsGvXLjIyMrododbr9bi5uVl9OWhvb2fx4sXExcURFxcHQHx8PPHx8SQmJnY5bcfDwwNHR0fLotiWlpZ7vjZdSU5Oprm5mXnz5nHmzBnq6uo4duwYSUlJmM1mSkpKSEtLo7S0lIaGBg4cOMAXX3xhc0ExwMaNGzl06BAXLlygqqqKw4cPd1n2mWeeobGxkWeffZbq6moOHTrEiy++yK9+9SvLa0eHDx+Ov78/e/bssST0oaGhlJWVUVNTYzWS//zzz3Pq1ClSUlIsTyMOHTrUaeFtb/TmvrBl7NixHDhwwPIUYf78+b0+tzuZmZmYzWamTJnC/v37qa2txWQysW3bNoKDg63KFhQU3PPrWIV40CTJF0II8cDY2dmRkpLC7373O7766ivWr19PYGAgUVFRhIeH4+np2ekXYlNTU1Gr1fj5+eHu7m5zvn5gYCB/+ctf2Lt3LxMnTmTjxo28/PLLJCYmdhmLWq0mKSmJPXv2WPalpaXx2WefkZGRYVU2MzOTpqamLqft2NnZsW3bNt566y28vLyIjY3t/UXpgZeXF0VFRZjNZiIjI9HpdKxcuRIXFxcGDRrE0KFDOXnyJLNmzcLX15f169ezdetWZs6cabM+e3t71q5di7+/v2W6z969e22WHTlyJB988AGnT58mICCAX/ziFzz11FOsX7/eqlxYWBhms9mS5Lu6uuLn54enpyfjxo2zlPP398doNFJTU8MTTzyBXq9n48aNeHl53fN16c19Ycvvf/97hg8fztSpU4mJiSEqKorAwMB7bv9uPj4+lJWVMW3aNFavXs3EiROJiIggPz+frKwsS7ni4mJaWlr46U9/+o3bFOKbUCn3uppECCGE+I74/PPPmTBhAmVlZYwePbqvwxEDwNy5cwkICGDdunV9HYoY4GQkXwghRL/l6elJdnb2Pb/NR4j7cevWLXQ6HatWrerrUISQkXwhhBBCCCH6GxnJF0IIIYQQop+RJF8IIYQQQoh+RpJ8IYQQQggh+hlJ8oUQQghg0aJFVq/Q9Pb25s033+y7gHrpN7/5DZMmTbqvc+vr61GpVFRUVDzQmP4XduzYQUxMTF+HIcR3hiT5QgghBrzKyko++OADVqxY0deh3LPU1FTy8/P7NIbw8HBWrlxptc9gMKBSqTr9Guz9WrJkCWVlZRQUFDyQ+oTo7yTJF0IIMeBt376dOXPmoNFo+jqULt26dcvmfo1Gw8MPP/wtR/PtURSF9vZ27O3tmT9/Ptu2bevrkIT4TpAkXwghxIBmNpvZt29fj1NBGhoaiI2NRaPRMHToUBISErhy5QoALS0tqNVqSktLAejo6MDV1ZUf/OAHlvPfe+89Ro0aZdlubGwkISEBFxcXXF1diY2Npb6+3nI8MTGR2bNn8+qrr+Ll5WX1y7Jfd/d0HYPBwJQpU3B2dsbFxYWQkBAuXbrUbd+qq6uZOnUqDz30EBMnTsRoNFod/+STT5g5cyYajYYRI0awaNEirl69aonTaDSSnp6OSqVCpVJRX1/PtGnTABg+fDgqlcry68QdHR1s3ryZRx99FEdHRwICAti3b59V/CqViqNHj/L444/j4OBAYWEhADExMbz//vu0tbV12x8hhCT5QgghBrizZ8/S0tJCUFBQl2U6OjqIjY2lubkZo9FIXl4en376KXPnzgVg2LBhTJo0CYPBAMDHH3+MSqWivLyc1tZWAIxGI2FhYQD8+9//JioqiiFDhlBQUEBRUREajYbo6GirEfv8/HzOnz9PXl4ehw8f7rEv7e3tzJ49m7CwMM6ePUtxcTFLly5FpVJ1e95zzz3H6tWrKS8vJzg4mJiYGP7xj38AcO3aNaZPn45er6e0tJTc3FyuXLlCQkICAOnp6QQHB/P000/T1NREU1MTo0aNYv/+/QCcP3+epqYm0tPTAdi8eTO7d+9mx44dVFVVsWrVKhYuXNjpi8ULL7zAli1bMJlM+Pv7AxAUFER7ezslJSU9XgshBjq7vg5ACCGE6EuXLl1CrVbj4eHRZZn8/Hw+/vhjLl68aBmN3717NxMmTODMmTNMnjyZ8PBwDAYDqampGAwGIiIiqK6uprCwkOjoaAwGA2vWrAEgJyeHjo4O3n77bUsCvnPnTlxcXDAYDERGRgLg7OzM22+/jb29fa/68s9//pOWlhZ+/OMf89hjjwGg1Wp7PC8lJYX4+HgAsrKyyM3NJTs7mzVr1pCRkYFer7dalPzOO+8watQoampq8PX1xd7eHicnJzw9PS1lXF1dAfDw8MDFxQWAf/3rX6SlpXH8+HGCg4MB8PHxobCwkLfeesvyJQjg5ZdfJiIiwipOJycnhg0b1uOTCSGEJPlCCCEGuLa2NhwcHLod7TaZTIwaNcpquo2fnx8uLi6YTCYmT55MWFgY2dnZmM1mjEYjkZGReHp6YjAY8Pf358KFC4SHhwO3F/peuHCBIUOGWLVz8+ZN6urqLNs6na7XCT7cTqwTExOJiooiIiKCGTNmkJCQwCOPPNLteXcSbgA7OzuCgoIwmUyWWE+cOGFzvUJdXR2+vr69ju/ChQvcuHGjU/J+69Yt9Hq91b6unqw4Ojpy48aNXrcpxEAlSb4QQogBzc3NjRs3bnDr1q17SqjvFhoayvXr1ykrK+PkyZOkpaXh6enJli1bCAgIwMvLi7FjxwLQ2trK448/zp49ezrV4+7ubvnb2dn5nuPYuXMnK1asIDc3l5ycHNavX09eXp7V+oB70draSkxMDL/97W87Hevpy4OtugCOHDnCyJEjrY45ODhYbXfV9+bmZqtrJISwTZJ8IYQQA9qdRavnzp3r8n3zWq2WxsZGGhsbLaP5586d49q1a/j5+QHg4uKCv78/GRkZDB48mPHjx+Ph4cHcuXM5fPiw1VSUwMBAcnJy8PDwYOjQoQ+8T3q9Hr1ez9q1awkODuZPf/pTt0n+hx9+SGhoKHB7Xv9HH31ESkqKJdb9+/fj7e2NnZ3ttMHe3h6z2dxpH2C138/PDwcHBxoaGqyuR2/V1dVx8+bNTqP+QojOZOGtEEKIAc3d3Z3AwEDLG1xsmTFjBjqdjgULFlBWVsbp06f52c9+RlhYmNW0kvDwcPbs2WNJYF1dXdFqteTk5FgltQsWLMDNzY3Y2FgKCgq4ePEiBoOBFStWcPny5fvuy8WLF1m7di3FxcVcunSJv/71r9TW1vY4Lz8zM5ODBw9SXV1NcnIyX375JUuWLAEgOTmZ5uZm5s2bx5kzZ6irq+PYsWMkJSVZEnhvb29KSkqor6/n6tWrdHR0MHr0aFQqFYcPH+aLL76gtbWVIUOGkJqayqpVq9i1axd1dXWUlZWxfft2du3a1WP/CgoK8PHxsaw3EEJ0TZJ8IYQQA97Pf/5zm1Nn7lCpVBw6dIjhw4cTGhrKjBkz8PHxIScnx6pcWFgYZrPZMvcebif+d+9zcnLi5MmTfP/73ycuLg6tVstTTz3FzZs3v9HIvpOTE9XV1cTHx+Pr68vSpUtJTk5m2bJl3Z63ZcsWy7SiwsJC3n//fdzc3ADw8vKiqKgIs9lMZGQkOp2OlStX4uLiwqBBt9OI1NRU1Go1fn5+uLu709DQwMiRI3nppZd44YUXGDFihOXJwKZNm9iwYQObN29Gq9USHR3NkSNHePTRR3vs35///Geefvrp+74+QgwkKkVRlL4OQgghhOhLbW1tjBs3jpycHKtFqOL/R1VVFdOnT6empoZhw4b1dThC/N+TkXwhhBADnqOjI7t377b8wJP4/9PU1MTu3bslwReil2QkXwghhBBCiH5GRvKFEEIIIYToZyTJF0IIIYQQop+RJF8IIYQQQoh+RpJ8IYQQQggh+hlJ8oUQQgghhOhnJMkXQgghhBCin5EkXwghhBBCiH5GknwhhBBCCCH6GUnyhRBCCCGE6Gf+A2t1xasB9v0LAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# convert back to long format\n",
+    "df = pivoted.reset_index()\n",
+    "df = pd.melt(df, id_vars=['function'], value_vars=[\"python/c\", \"rust/c\"])\n",
+    "sns.barplot(x='value', y='function', hue=\"implementation\", data=df, palette=[green, red])\n",
+    "# to add a label to the x axis\n",
+    "plt.xlabel(\"Ratio (X times slower than C) \\n (lower is better)\")\n",
+    "#sns.barplot(x='function', y='value', data=df)"
+   ]
   }
  ],
  "metadata": {