diff --git a/most_important_plots.ipynb b/most_important_plots.ipynb
index 33555b6af1677b88b973101cc2935feecd59e4e0..539f2befab432fbb0cdcd2d2d71257ed8f65afc6 100644
--- a/most_important_plots.ipynb
+++ b/most_important_plots.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 590,
+   "execution_count": 254,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,9 +24,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 591,
+   "execution_count": 255,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1657867/3598242153.py:2: DtypeWarning: Columns (11,12,13,149,154) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "  data = pd.read_csv(concat_file)\n"
+     ]
+    }
+   ],
    "source": [
     "concat_file = \"data/all.csv\"\n",
     "data = pd.read_csv(concat_file)"
@@ -34,7 +43,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 592,
+   "execution_count": 256,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['forward_powerset_DFA_min_complement_size',\n",
+       " 'reverse_powerset_DFA_min_complement_size',\n",
+       " 'forward_powerset_complement_size',\n",
+       " 'forward_powerset_hopcroft_min_complement_size',\n",
+       " 'reverse_powerset_hopcroft_min_complement_size',\n",
+       " 'reverse_powerset_complement_size',\n",
+       " 'reverse_powerset_hopcroft_min_rabit_complement_size']"
+      ]
+     },
+     "execution_count": 256,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "complement_columns = list(filter(lambda c: \"_complement_size\" in c, data.columns))\n",
+    "port_methods = list(filter(lambda c: \"port\" in c, complement_columns))\n",
+    "powerset_methods = list(filter(lambda c: \"powerset\" in c, complement_columns))\n",
+    "gate_methods = list(filter(lambda c: \"gate\" in c, complement_columns))\n",
+    "\n",
+    "powerset_methods"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 257,
    "metadata": {},
    "outputs": [
     {
@@ -50,16 +90,18 @@
        " 'reverse_gate_DFA_min_rabit_complement_size']"
       ]
      },
-     "execution_count": 592,
+     "execution_count": 257,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "complement_columns = list(filter(lambda c: \"_complement_size\" in c, data.columns))\n",
-    "port_methods = list(filter(lambda c: \"port\" in c, complement_columns))\n",
-    "powerset_methods = list(filter(lambda c: \"powerset\" in c, complement_columns))\n",
-    "gate_methods = list(filter(lambda c: \"gate\" in c, complement_columns))\n",
+    "chosen_powerset_columns = [\n",
+    "    'forward_powerset_complement_size',\n",
+    "    'reverse_powerset_complement_size',\n",
+    "    'forward_powerset_hopcroft_min_complement_size',\n",
+    "    'reverse_powerset_hopcroft_min_complement_size'\n",
+    "]\n",
     "\n",
     "# vybrane pipeliny port komplementace, ktere budou v clanku\n",
     "chosen_port_columns = [\n",
@@ -84,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 593,
+   "execution_count": 258,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -108,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 594,
+   "execution_count": 259,
    "metadata": {},
    "outputs": [
     {
@@ -127,12 +169,12 @@
     }
    ],
    "source": [
-    "data[\"best_min_powerset\"] = data[[\"reverse_powerset_DFA_min_complement_size\", \"forward_powerset_DFA_min_complement_size\"]].min(axis=1)\n",
+    "data[\"best_min_powerset\"] = data[['forward_powerset_hopcroft_min_complement_size', 'reverse_powerset_hopcroft_min_complement_size']].min(axis=1)\n",
     "data[\"best_nonmin_powerset\"] = data[[\"reverse_powerset_complement_size\", \"forward_powerset_complement_size\"]].min(axis=1)\n",
-    "data[\"best_forward_powerset\"] = data[[\"forward_powerset_complement_size\", \"forward_powerset_DFA_min_complement_size\"]].min(axis=1)\n",
-    "data[\"best_reverse_powerset\"] = data[[\"reverse_powerset_complement_size\", \"reverse_powerset_DFA_min_complement_size\"]].min(axis=1)\n",
+    "data[\"best_forward_powerset\"] = data[[\"forward_powerset_complement_size\", \"forward_powerset_hopcroft_min_complement_size\"]].min(axis=1)\n",
+    "data[\"best_reverse_powerset\"] = data[[\"reverse_powerset_complement_size\", \"reverse_powerset_hopcroft_min_complement_size\"]].min(axis=1)\n",
     "\n",
-    "exp_utils.min_from_columns(data, powerset_methods, \"best_all_powersets\", \"best_powerset_from\")\n",
+    "exp_utils.min_from_columns(data, chosen_powerset_columns, \"best_all_powersets\", \"best_powerset_from\")\n",
     "exp_utils.min_from_columns(data, our_methods, \"our_best\", \"our_best_method\")\n",
     "exp_utils.min_from_columns(data, forward_first_methods, \"best_forward_first\", \"best_forward_first_method\")\n",
     "exp_utils.min_from_columns(data, reverse_first_methods, \"best_reverse_first\", \"best_reverse_first_method\")"
@@ -140,7 +182,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 595,
+   "execution_count": 260,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -148,40 +190,6 @@
     "data = data.copy()"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 596,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:77: RuntimeWarning: All-NaN slice encountered\n",
-      "  vmin = self._density_vmin(array)\n",
-      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:82: RuntimeWarning: All-NaN slice encountered\n",
-      "  vmax = self._density_vmax(array)\n",
-      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/pandas/core/arraylike.py:399: RuntimeWarning: divide by zero encountered in log10\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "exp_utils.graph_basic(data, \n",
-    "                      \"best_all_powersets\", 'our_best',\n",
-    "                      \"best of powerset\", \"our best\", plot_limit=None, logscale=True)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -201,7 +209,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 597,
+   "execution_count": 261,
    "metadata": {},
    "outputs": [
     {
@@ -218,7 +226,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -251,7 +259,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 598,
+   "execution_count": 262,
    "metadata": {},
    "outputs": [
     {
@@ -268,7 +276,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -291,7 +299,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 599,
+   "execution_count": 263,
    "metadata": {},
    "outputs": [
     {
@@ -308,7 +316,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -318,8 +326,8 @@
     }
    ],
    "source": [
-    "exp_utils.graph_basic(data, \"forward_powerset_DFA_min_complement_size\", 'reverse_powerset_DFA_min_complement_size',\n",
-    "                      \"forward powerset + DFA min\", \"reverse powerset + DFA min\", logscale=True)"
+    "exp_utils.graph_basic(data, \"forward_powerset_hopcroft_min_complement_size\", 'reverse_powerset_hopcroft_min_complement_size',\n",
+    "                      \"forward powerset + hopcroft min\", \"reverse powerset + hopcroft min\", logscale=True)"
    ]
   },
   {
@@ -332,7 +340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 600,
+   "execution_count": 264,
    "metadata": {},
    "outputs": [
     {
@@ -349,7 +357,7 @@
     },
     {
      "data": {
-      "image/png": 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B0zEbN25UFUVR//nnH1VVVfXLL79UCxYsqCYkJJiOGTp0qFquXDnT69dff11t3bp1unjq1Kmjvv322zaNxRwxMTEqoMbExJj9HiGEEHZg6VJVdXZWVVDV1q1V9e7dTA/dvn271afLjs+LlHPsOVZdPXqxplWPPceqO/znm90OVL948SJRUVEEBwebtnl7e1OnTh327t0LwN69eylQoAC1atUyHRMcHIyTkxPh4eGmYxo2bJhuhmDz5s05e/Yst2/fNh2T9jwpx6Scx1axZESKfwohhAOYPRu6dIGkJOjcGdasgYcKQqc1bdq0bAzOerJMjXnsNqmKiooCwNfXN912X19f076oqKhHaj85Ozvj4+OT7piM2kh7jsyOSbvfFrFkZOLEiXh7e5sethhcL4QQIpuoKnzyCbz7rvH5u+/C4sXg4qJ3ZEIHOXb2n6MYPnw4gwYNMr1OKf4phLCeNesOCvFEqgpDhsB/1fkZMQI++gjMKKEzderULA7OtmTtP/PY7Z2qlAWU087CS3mdss/Pz4/r16+n25+UlMStW7fSHZNRG2nPkdkxaffbIpaMuLm54eXlle4hhBDCziUnQ+/eqQnVZ5/BhAlmJVSAaYmcnELW/jOP3SZVQUFB+Pn5sW3bNtO22NhYwsPDqVu3LmCsVRUdHc2hQ4dMx/z6668YDAbq1KljOmbXrl0kJiaajtm6dSvlypWjYMGCpmPSniflmJTz2CqWxwkLC6NixYrUrl3bvC+QEEIIfSQkQIcOMH8+ODkZ//1vXUFzpYzHzSkMqvVlFQx2vSiebeja/RcXF8f58+dNry9evMiRI0fw8fGhePHiDBgwgAkTJlCmTBmCgoIYNWoUAQEBtG3bFjAuVtyiRQt69+7NnDlzSExMpG/fvnTs2JGAgAAAOnfuzLhx4+jVqxdDhw7lxIkTzJw5M1012/79+9OoUSOmTp1K69atWb58OQcPHmTu3LkAKIpik1geJzQ0lNDQUNM6S0II6+X2Lj9ZyzALxMVBu3bGYp6urrB0Kfy3eocWhQoVyoLghN50TaoOHjxIkyZNTK9TxhZ1796dhQsXMmTIEOLj4+nTpw/R0dE0aNCATZs24e7ubnrPkiVL6Nu3L02bNsXJyYn27dsza9Ys035vb2+2bNlCaGgoNWvWpHDhwowePZo+ffqYjqlXrx5Lly5l5MiRfPjhh5QpU4a1a9dS+b/lBACbxCKEECIHu3ULWreGffsgXz7jDL9mzSxqasGCBTYOLmsZ/ntY24ajU1RVzQU35OxfWFgYYWFhJCcnExER4dCreAshsofcqbKhyEh48UU4cQIKFoQNG+C55yxuLiQkxOplalJ6NrLy8yLlHBuO1CKfp3X3YeLvJNGq+kGH/nyT2X92Qrr/hBC2JomUjVy8aLwjdeEC+PnBli1QpYreUQk7JEmVEEIIkZmTJ40JVWQkBAUZx1KVKmV1sy+99JINgss+UlLBPHY7+y+3kdl/QghhZ8LDjev3RUZCpUqwe7dNEiog3ZjdnEBKKphHkio7ERoayqlTpzhw4IDeoQghhNi2DZo2NQ5Of/ZZ2LkTzJjJba5JkybZrC1hP6T7TwghhEhrzRro2BEePDAmVmvXQv78ekelK+n+M48kVUIIIUSKhQuhVy8wGOCVV2DZMnBzs/lpPv74Y5u3mZVs0X0n3X8i28iYKiGE0NnMmdCjhzGhevNNWLkySxIqgC1btmRJu0JfklTZCRlTJYQQOlFVGDMGBgwwvh440Lj0jHPWdebs3Lkzy9rOCgasW6ImWc0dA9Wl+08IIUTuZTAYk6nP/6vp9dFHMGKE2QsjWyp/DhujlYxCspVJkbXvzwkkqRJCCJE7JSZCz57w3XfG159/Dn37Zsuply5dmi3nsRVZpsY80v1nJ2RMlRBCZKN794wLIX/3HeTJY/w3mxIqgNdeey3bziWyjyRVdkLGVAkhRDaJjYWWLeGnn8Dd3VhCoUuXbA0hISEhW89nLWvHU9miJENOIN1/Qgghco8bN4wJ1cGD4OlpTKwaNcr2MJo1a5bt57SGlFQwjyRVQgghcoe//zau43fmDBQqBJs3Q82auoRSv359Xc4rspZ0/wkhhHB8585B/frGhOqpp+C333RLqADGjh2r27ktId1/5pE7VUIIIRzbkSPQvDlcvw5lysDWrVCihN5R5ShSUsE8cqfKTsjsPyGEyAK7d0PjxsaEqnp14x0qO0ioRo0apXcIIgtIUmUnZPafEELY2KZN8OKLEBMDDRrA9u3g66t3VADs379f7xA0Uf8bqG7NQ5U7VUIIIUQOtGIFhIQY61G1bGkclF6ggN5RmWzevFnvEDSRMVXmkTFVQgghHMvcufDOO8Y1/Tp0gG+/BVfXLD1l06B+6V5vu/j5Y493zsJ1BYV+5E6VEEIIx/Hpp/D228aE6u23YcmSLE+oLLF69Wq9Q9DE2q4/W9S5ygkkqRJCCJHzqSoMHQrDhhlfDxsGs2cbl6CxQ127dtU7BE2k+888cv9RCCFEzpacDP/7H8ybZ3z96acwZEi2hvCk7r6HxcbGZlEkWSP5v4e1bTg6SarsRFhYGGFhYSQn54ZvOyGEsJEHD+CNN2DlSlAU+Oor6N1b76ie6Pnnn9c7BJEFpPvPTkhJBSGE0OjuXXj5ZWNC5eJinPGXAxIqgNatW+sdgiYypso8klQJIYTIeaKjjTWoNm2CvHmNCyO/9preUZltWMrYrxxCxlSZR7r/hBDZJu20c61jULKyLaEPi/8Pr10zLjtz9Ch4e8OGDVCvXhZEKIQ2klQJIYTIOf76C5o1g/PnjdXRN2+GatX0jkqzIdk8kN5aBqxfu89gm1DsmnT/CSGEyBlOnTIuN3P+vHH9vt9+y5EJFcDZs2f1DkETg6rY5OHo5E6VECLb2LKbTrr8cj5N/4cHD0KLFnDzJlSoAFu3QrFiWRdcFvvxxx/p1auX3mEIG5OkSgghhH3bsQPatIG4OKhd2ziGqnBhvaPKVZJRrO7+s/b9OYEkVUIIIezXunXw+uuQkABNmsCPP4Knp95RWW3NmjV6h6CJLbrvckP3n4ypEkIIYZ8WL4Z27YwJ1csvG+9QOUBCBfD222/rHYLIApJU2YmwsDAqVqxI7dq19Q5FCCH09/nn0K2bcQmaN96AVavA3V3vqGzm+vXreoegSUr3n7UPRydJlZ2QiupCCIFxYeTx4+G994yv+/WDhQvB2bFGqzz77LN6h6BJso0ejs6xvkuFEJpJEU1hNwwGGDQIZs40vh47FkaPNq7p52A6deqkdwiayJgq88idKiGEEPpLSoJevVITqhkzYMwYh0yoAAYOHKh3CHYtOTmZUaNGERQUhIeHB6VKleKjjz5CVVW9Q3ssuVMlhBBCX/fvQ6dOsHYt5MkD33xjHE8l7IbBBmOitCyo/OmnnzJ79mwWLVpEpUqVOHjwID169MDb25v3UrqG7ZAkVULkctLlJ3R15w60bQu//gqurrBypXGmn4Pr37+/3iFokt3df7///jsvv/wyrVu3BuDpp59m2bJl7N+/36oYspp0/wkhhNDHzZvQtKkxocqfHzZuzBUJFUBkZKTeIegmNjY23SMhIeGRY+rVq8e2bduIiIgA4OjRo+zevZuWLVtmd7iaSFIlhBAi+/3zDzRsCAcOgI8PbNsGL7ygd1TZZuXKlXqHoIktSyoEBgbi7e1tekycOPGR8w0bNoyOHTtSvnx5XFxcqFGjBgMGDKBLly7ZfemaSPefECJLyexC8Yjz56FZM/jrLwgIMK7jV7Gi3lGJx7Bl99+VK1fw8vIybXdzc3vk2JUrV7JkyRKWLl1KpUqVOHLkCAMGDCAgIIDu3btbFUdWkqRKCCFE9jl2DF58Ea5dg1Kl4Jdf4Omn9Y4q2y1fvlzvEHTj5eWVLqnKyODBg013qwCqVKnCpUuXmDhxol0nVdL9J4QQInvs3QuNGhkTqqpVYffuXJlQgTFpyElUVbHJw1x3797FySl9ipInTx4MBoOtL82m5E6VECJLSZefAGDLFnjlFbh7F+rVg/XroWBBvaPSzZUrV/QOQRMDiqaSCJm1Ya42bdrw8ccfU7x4cSpVqsThw4eZNm0aPXv2tCqGrCZJlRBCiKy1ahV07gyJicauv9WrIV8+vaPSVbVq1fQOwa59/vnnjBo1infffZfr168TEBDA22+/zejRo/UO7bHsvvtv165dtGnThoCAABRFYe3aten2q6rK6NGj8ff3x8PDg+DgYM6dO5fumFu3btGlSxe8vLwoUKAAvXr1Ii4uLt0xx44d4/nnn8fd3Z3AwEAmT578SCzff/895cuXx93dnSpVqrBhwwbNsQghRK4yfz506GBMqF57Ddaty/UJFcDbb7+tdwiapAxUt/ZhLk9PT2bMmMGlS5e4d+8eFy5cYMKECbi6umbhVVrP7pOq+Ph4qlWrRlhYWIb7J0+ezKxZs5gzZw7h4eHky5eP5s2bc//+fdMxXbp04eTJk2zdupX169eza9cu+vTpY9ofGxvLiy++SIkSJTh06BBTpkxh7NixzJ0713TM77//TqdOnejVqxeHDx+mbdu2tG3blhMnTmiKRQghco3PPoO33jKu6ffWW7BsGWQw0ys3evfdd/UOQZPsTqpyKkW194V00lAUhTVr1tC2bVvAeGcoICCA999/nw8++ACAmJgYfH19WbhwIR07duT06dNUrFiRAwcOUKtWLQA2bdpEq1at+PvvvwkICGD27NmMGDGCqKgoUxY8bNgw1q5dy5kzZwDo0KED8fHxrF+/3hTPc889R/Xq1ZkzZ45ZsZgjNjYWb29vYmJinjg7Qggh7JKqwogRkFJ/aPBg+PRTh13HzxIhISGsW7fOqjay4/Mi5Rxv72iHW34Xq9pKiEvkq8arHfrzze7vVD3OxYsXiYqKIjg42LTN29ubOnXqsHfvXgD27t1LgQIFTAkVQHBwME5OToSHh5uOadiwYbrbis2bN+fs2bPcvn3bdEza86Qck3Iec2LJSEJCwiPVZYUQIscyGCA0NDWhmjgRJk+WhOohOa37T5gnRydVUVFRAPj6+qbb7uvra9oXFRVF0aJF0+13dnbGx8cn3TEZtZH2HJkdk3b/k2LJyMSJE9NVlg0MDHzCVQshhJ1KTISuXWH2bGMSNWcODBumd1R26e7du3qHoIlqg64/LSUVcqocnVQ5guHDhxMTE2N65LRptkJo0TSon+khHMzdu8aFkZctA2dnWLoU5G5MphYvXqx3CJrImCrz5Oikys/PD4Br166l237t2jXTPj8/P65fv55uf1JSErdu3Up3TEZtpD1HZsek3f+kWDLi5uZmqi5rTpVZIYSwOzEx0KIFbNgA7u7w449g5jhSIRxJjk6qgoKC8PPzY9u2baZtsbGxhIeHU7duXQDq1q1LdHQ0hw4dMh3z66+/YjAYqFOnjumYXbt2kZiYaDpm69atlCtXjoL/FaerW7duuvOkHJNyHnNieZywsDAqVqxI7dq1tX4ZhBBCP9evQ+PG8Ntv4OVlLPLZqpXeUdm9hQsX6h2CJiqKTR6Ozu6Lf8bFxXH+/HnT64sXL3LkyBF8fHwoXrw4AwYMYMKECZQpU4agoCBGjRpFQECAaYZghQoVaNGiBb1792bOnDkkJibSt29fOnbsSEBAAACdO3dm3Lhx9OrVi6FDh3LixAlmzpzJ9OnTTeft378/jRo1YurUqbRu3Zrly5dz8OBBU9kFRVGeGMvjhIaGEhoaapppIYQjyo7q6rKAcza6fNm4MHJEBBQpAps3Q40aekeVI0yYMIFp06bpHYbZbLmgsiOz+6Tq4MGDNGnSxPR60KBBAHTv3p2FCxcyZMgQ4uPj6dOnD9HR0TRo0IBNmzbh7u5ues+SJUvo27cvTZs2xcnJifbt2zNr1izTfm9vb7Zs2UJoaCg1a9akcOHCjB49Ol0tq3r16rF06VJGjhzJhx9+SJkyZVi7di2VK1c2HWNOLEII4RDOnjUmVFeuQPHisHUrlC2rd1Q5RtqbBcJx5Kg6VY4sLCyMsLAwkpOTiYiIcOg6HkJkJblTlQ3++AOaN4cbN6B8eWOXn8xc1mTw4MFMmTLFqjays05V922v45rPumrmD+IfsKjpSof+fJOkys5I8U8hhF3btQteegnu3IFnnoFNm4xdf0KTGzduULhwYavayM6kqtsvHWySVH0bvMKhP99y9EB1IYQQ2ejnn413qO7cgYYNYft2Sags1LNnT71DEFlAkio7IbP/hBB2belSYx2q+/eNd6o2bTLO9hO5gtSpMo/dD1TPLWT2n+UqDU+dpXly4kAdIxH2RsZX2ciXX0LfvsY1/bp0gQULwMW6deByuzfffFPvEDRxlNl/x44dM/vYqlWram5fkiohhBAZU1X45BMYOdL4OjQUZs0CJ+nksJZLDktKDSgYrKwzZe37baF69eooikJmw8lT9imKQnJysub2JakSQgjxKFWFwYNh6lTj61GjYNw4WRjZRubNm0ebNm30DiPXuXjxYpa2L0mVnUhbUkFo47f8z9QXE/WLQ6vMuqaky8p25OtnoaQk47p933xjfD1tGgyUrvXcTLXBgsj2sKByiRIlsrR9uYdrJ0JDQzl16hQHDhzQOxQhRG6WkAAdOhgTKicn47+SUNncnDlz9A5BE9UGg9TtIal62OLFi6lfvz4BAQFcunQJgBkzZvDjjz9a1J4kVUIIIYzi4owz+1avBldX+P576NFD76gc0hdffKF3CLne7NmzGTRoEK1atSI6OtrUU1SgQAFmzJhhUZuak6rx48dz9+7dR7bfu3eP8ePHWxSEENbYdvFz0yMnyalxW6NpUD/TQ9iZW7eMy8788gvky2esSdWund5ROZxKw6dTafh0Pv9+nd6haOKIJRU+//xz5s2bx4gRI8iTJ49pe61atTh+/LhFbWpOqsaNG0dcXNwj2+/evcu4ceMsCkJInSohhI4iI6FRI9i3DwoWhG3bIDhY76gcmotXQb1D0CRlTJW1D3ty8eJFamSwALibmxvx8fEWtak5qUqZaviwo0eP4uPjY1EQQsZUCSF08uef0KABnDgB/v7GZWjq1NE7KodXtFErvUPI9YKCgjhy5Mgj2zdt2kSFChUsatPs2X8FCxZEURQURaFs2bLpEqvk5GTi4uJ45513LApCiNzCnJl92dEdqNcMQ1ueq0nwp6bn238ZarN2bc0eZ3OmxPT0g5vMV3cY71SVLAlbtxr/FVkmpUBxSEiIzpFo4yh1qtIaNGgQoaGh3L9/H1VV2b9/P8uWLWPixIl8/fXXFrVpdlI1Y8YMVFWlZ8+ejBs3Ll3Vb1dXV55++mnq1q1rURBCCCGyV/mEKCZe+wkMCVC5MmzZYrxTJUQGHKWielpvvfUWHh4ejBw5krt379K5c2cCAgKYOXMmHTt2tKhNs5Oq7t27A8bbZfXr18fZWUpcCSFETvTMvSuMv74BDzXR2NW3YQPI8I1s1alTJ71DEECXLl3o0qULd+/eJS4ujqJFi1rVnuYxVY0aNeLSpUuMHDmSTp06cf36dQA2btzIyZMnrQpGCCFEFluzho+v/YSHmsgh90DjbD9JqLJdoUKF9A5BE0ec/Td27FgMBgMAefPmNSVUMTExFie9iprZAjiZ2LlzJy1btqR+/frs2rWL06dPU7JkSSZNmsTBgwdZtWqVRYHkdmkrqkdERBATE4OXrAAvhF2zx/FSj7VwIfTqBQaDsVzC0qXg5qZ3VLlSSEgI69ZZV1YhNjYWb2/vLP28SDnHSz/1xCWfq1VtJcY/YH2bb+zm8y0wMJDAwEC+++47Sv43lnDHjh1069YNPz8/9u/fr7lNzXeqhg0bxoQJE9i6dSuurqlf4BdeeIF9+/ZpDkAYyew/IUSWmjHDWMjTYDD+u2KFJFTCbI54p+rYsWM89dRTVK9enXnz5jF48GBefPFF3njjDX7//XeL2tQ8MOr48eMsXbr0ke1Fixblxo0bFgUhhBAii6gqjBkDH31kfD1oEHz2mSyMrLNZs2bpHUKuV7BgQVauXMmHH37I22+/jbOzMxs3bqRp06YWt6k5qSpQoACRkZEEBQWl23748GGKFStmcSBCCKOSyz82Pf+z4wir2spx3VNZ6Nk3ppie71882CZtav2aZvf/R/DTfQm9tYtX7vxXHXrCBPjwQ0modFR2hrEUyM3Nv3Bz41adozGfI87+A2NV9ZkzZ9KpUycOHTrEe++9x9KlS6lWrZpF7Wnu/uvYsSNDhw4lKioKRVEwGAzs2bOHDz74gG7dulkUhBBCCBtLTGTYja2pCdUXX8CIEZJQ2YmEK//oHYImKopNHvakRYsWjBs3jkWLFrFkyRIOHz5Mw4YNee6555g8ebJFbWpOqj755BPKly9PYGAgcXFxVKxYkYYNG1KvXj1GjhxpURBCCCFs6N49aN+e4PgIklH4pHAzCA3VOyqRRh4vT71DyPWSk5M5duwYr776KgAeHh7Mnj2bVatWMX36dIva1Dz7L8WVK1c4fvw4cXFx1KhRgzJlylgUgEgvO2ZziOyltctHuuyEVWJjISQEdu4Ed3f4/nt46SW9oxIPSUxMxMXFxao2snP2X7O1fWwy+29r27k54vPtxo0bFC5cWPP7LK7gmTIVMTk5mePHj3P79m0KFsxZC0Tak7QlFYQQwiL//gstW8KhQ+DpCT/9ZFwoWdid9u3bW11SITupNhhTZW8LKj+OJQkVWND9N2DAAObPnw8Yb501atSIZ555hsDAQHbs2GFREEJKKgghrHTlCjRsaEyoCheGHTskoRLiIT4+PqZKBQULFsTHxyfThyU036latWoVXbt2BeCnn37izz//5MyZMyxevJgRI0awZ88eiwIRwlFp7cKTLj+hWUQENGsGly9DYKBxHb/y5fWOSjzGK6+8oncImqiq9XeaLBtsZFvTp0/H09M4nm3GjBk2b19zUnXjxg38/PwA2LBhA6+//jply5alZ8+ezJw50+YBCiGEeIwjR6B5c7h+HcqWha1boXhxvaMST1CqVCm9Q9DEUUoqpKxj/PBzW9GcVPn6+nLq1Cn8/f3ZtGkTs2fPBuDu3bvkyZPH5gEKIYTIxO7d0Lq1cXB69eqweTNYuSCsyB6fffYZDRs21DuMXC85OZk1a9Zw+vRpACpWrMjLL7+Ms7NlQ841v6tHjx68/vrr+Pv7oygKwcHBAISHh1NebjcLIUT22LgR2rc3lk9o0ADWrwdvb72jEg7KUe5UpXXy5ElCQkKIioqiXLlyAHz66acUKVKEn376icqVK2tuU3NSNXbsWKpUqcLly5d57bXXcPtv7ag8efIwbNgwzQEIIYTQaMUK6NoVkpKMs/1WrYK8efWOSmhgaXFJvRhQMFhZvNPa99vaW2+9RaVKlTh48KCpesHt27d588036dOnj0Xr/2lKqhITE2nRogVz5syhffv26fZlRd+kEEKIh3z1Ffzvf8ZRvx07wqJF4Gpd/SCR/X788ccc1bujolg/UN3OkqojR46kS6jAOCPw448/pnbt2ha1qSmpcnFx4dixYxadSAjhGKQ4afZK9/V+uxgMH2588c47xqVnZCxrjiQz5fVXtmxZrl27RqVKldJtv379OqVLl7aoTc11qrp27WqqUyWEECIbqCq9b/2emlANHw5ffikJVQ6W04plp4ypsvZhTyZOnMh7773HqlWr+Pvvv/n7779ZtWoVAwYM4NNPPyU2Ntb0MJfmMVVJSUl88803/PLLL9SsWZN8+fKl2z9t2jStTQqkoroQImNOqoEBN3fQOu6UccPkyTB4sL5BCastWrRI7xA0ccSB6i/9t3zT66+/jvLfQuMpK/e1adPG9FpRFLM/mzUnVSdOnOCZZ54BICIiIt0+RVY/t1hoaCihoaGmdZZEzpNZt5ijdZc5wjXkGA8esPXZf+H7U+DkZBxP9dZbekclbKBt27asXbtW7zByte3bt9u8Tc1JVVYEIYQQ4iHx8caSCZs3g4sLLF0Kr76qd1TCRgwGg94haKKqNhiobmd3qhplwTJOmsdUpTh//jybN2/m3r17QOotMyGEEFa6fRtefNGYUOXNa6xBJQmVQ2nVqpXeIWiSUlLB2oej05xU3bx5k6ZNm1K2bFlatWpFZGQkAL169eL999+3eYBCCJGrREVB48bw++9QoAD88osxwRIOpUaNGnqHILKA5u6/gQMH4uLiwuXLl6lQoYJpe4cOHRg0aBBTp061aYBC5BSZjTVyhDFIjjYuzG799ZdxYeTz58HX17gwctWqekclssDHH3/MunXr9A7DbI44UD0raE6qtmzZwubNm3nqqafSbS9TpgyXLl2yWWBCCJGrnDplTKiuXoWnnzYujGxhrRwhbE21QVJlT2OqVFXlypUrFC1aFHd3d5u1q7n7Lz4+nrwZLIdw69Yt05I1QgghNDhwABo2NCZUFSsaF0qWhMqhjR8/Xu8QcjVVVSldujRXrlyxabuak6rnn3+eb7/91vRaURQMBgOTJ0+mSZMmNg1OCGEftl383PQQNrZ9O7zwAty8CbVrw65dUKyY3lGJLLZjxw69Q9AkZfaftQ974eTkRJkyZbh586Zt29X6hsmTJzN37lxatmzJgwcPGDJkCJUrV2bXrl18+umnNg1OCCEc2o8/GhdEjoszJlbbtkGhQnpHJbLBr7/+qncImjhiRfVJkyYxePBgTpw4YbM2NY+pqly5MhEREXzxxRd4enoSFxdHu3btCA0Nxd/f32aBCSGEQ/v2W+jZE5KToW1bWLYMbDi2Q9g3Dw8PvUPQxKAqKA42UL1bt27cvXuXatWq4erq+sj/ya1btzS3qTmpAvD29mbEiBGWvFUIIXRhVzMYZ82C/v2Nz7t3h6+/BmeLfh2LHGrFihV6h5DrzZgxw+Ztav4pbtiwIY0bN6Zx48bUq1fPpqPmhRDCoakqjB8PY8caX/fvD9OmGZegEblKhw4dclRipaKgWlm809r321r37t1t3qbmn+QXX3yRffv2ERISQoECBWjQoAEjR45k69at3L171+YBmmPXrl20adOGgIAAFEV5ZD0lVVUZPXo0/v7+eHh4EBwczLlz59Idc+vWLbp06YKXlxcFChSgV69exMXFpTvm2LFjPP/887i7uxMYGMjkyZMfieX777+nfPnyuLu7U6VKFTZs2GDz6xVC5EAGAwwYkJpQjRsH06dLQpVLpaxGklM44pgqgAsXLjBy5Eg6derE9evXAdi4cSMnT560qD3NP80jR45ky5YtREdHs337dl566SUOHjxI69at8fHxsSgIa8XHx1OtWjXCwsIy3D958mRmzZrFnDlzCA8PJ1++fDRv3pz79++bjunSpQsnT55k69atrF+/nl27dtGnTx/T/tjYWF588UVKlCjBoUOHmDJlCmPHjmXu3LmmY37//Xc6depEr169OHz4MG3btqVt27Y2HQQnhLCMXjMYmwb1o9nToWz2qmTs9gOYORNGjwZZhD7XeuGFF/QOIdfbuXMnVapUITw8nNWrV5tupBw9epQxY8ZY1KaiWrhoX0REBDt27GD79u3s3LmThIQEGjZsyJo1aywKxFYURWHNmjW0bdsWMN6lCggI4P333+eDDz4AICYmBl9fXxYuXEjHjh05ffo0FStW5MCBA9SqVQuATZs20apVK/7++28CAgKYPXs2I0aMICoqCldXVwCGDRvG2rVrOXPmDGC8nRsfH8/69etN8Tz33HNUr16dOXPmmBV/bGws3t7exMTE4OXlZasvixBCJy1K/I9R/26m/r2LkCcPLFgAb7yhd1hCZ0eOHKF69epWtZEdnxcp5yj/7VDy5LWuFmXy3QTOdPvUbj7f6taty2uvvcagQYPw9PTk6NGjlCxZkv3799OuXTv+/vtvzW1qvlPVuXNnihUrRr169di0aRPPPfccGzdu5MaNG7onVBm5ePEiUVFRBAcHm7Z5e3tTp04d9u7dC8DevXspUKCAKaECCA4OxsnJifDwcNMxDRs2NCVUAM2bN+fs2bPcvn3bdEza86Qck3KejCQkJBAbG5vuIYRwEHfuMPH6T9S/d5EH5IHVqyWhEgCMHj1a7xA0cbQ6VQDHjx/nlVdeeWR70aJFuXHjhkVtah6ovnz5cgoXLsxbb73FCy+8QIMGDTKssG4voqKiAPD19U233dfX17QvKiqKokWLptvv7OyMj49PumOCgoIeaSNlX8GCBYmKinrseTIyceJExo0bZ8GVCaGNXc1+c0Bpv74AXsn3mHjtJ2o8uA758+O6bh1IgWQh7EaBAgWIjIx85LP98OHDFLOwAK/mO1U3b97k66+/5sGDBwwfPpzChQtTr149PvzwQ7Zs2WJRELnZ8OHDiYmJMT1sXTJfCJH9CifFMT1qDeUfXDcW89y+XRIqkU5OK0tkUG0xWF3vq0ivY8eODB06lKioKNPqMHv27OGDDz6gW7duFrWpOakqWLAgISEhTJs2jUOHDnHs2DHKli3LlClTaNmypUVBZCU/Pz8Arl27lm77tWvXTPv8/PxMo/5TJCUlcevWrXTHZNRG2nNkdkzK/oy4ubnh5eWV7iGEyLkCEqOZEfUDTyfe4t88+YzLzqQZWiAEGO+G5CSOOPvvk08+oXz58gQGBhIXF0fFihVp2LAh9erVY+TIkRa1adGdqtWrV/Pee+9RtWpVypcvz/r162nTpg3Tpk2zKIisFBQUhJ+fH9u2bTNti42NJTw8nLp16wLGwWrR0dEcOnTIdMyvv/6KwWCgTp06pmN27dpFYmKi6ZitW7dSrlw5ChYsaDom7XlSjkk5z+OEhYVRsWJFateubfnFCvEYmc1+axrUz/QQqbR+XbZd/JxtP/ZmcdJW/JPuQOnSFDl/wrhAshAPyWnldlQUDFY+tNap+ueff+jatSuFChXCw8ODKlWqcPDgQZtdk6urK/PmzePChQusX7+e7777jjNnzrB48WLy5MljUZuax1QVLVqUwoUL8/zzz9O7d28aN25MlSpVLDq5rcTFxXH+/HnT64sXL3LkyBF8fHwoXrw4AwYMYMKECZQpU4agoCBGjRpFQECAaYZghQoVaNGiBb1792bOnDkkJibSt29fOnbsSEBAAGAcoD9u3Dh69erF0KFDOXHiBDNnzmT69Omm8/bv359GjRoxdepUWrduzfLlyzl48GC6sguZCQ0NJTQ01DTTQgiRw/z+O7RuDdHRULUqbN4Mj7lLLXI3J6lP9li3b9+mfv36NGnShI0bN1KkSBHOnTtnuolhS8WLFycwMBAwVhCwhuak6tixY1SqVMmqk9rawYMHaZJmvMKgQYMAY7XUhQsXMmTIEOLj4+nTpw/R0dE0aNCATZs2pasGv2TJEvr27UvTpk1xcnKiffv2zEqpKYNxxuCWLVsIDQ2lZs2aFC5cmNGjR6erZVWvXj2WLl3KyJEj+fDDDylTpgxr166lcuXK2fBVEELoZvNmaNcO7t6FevXg55+hQAG9oxJ27OEi1fbOFrP3tLz/008/JTAwkAULFpi2PTyg3Bbmz5/P9OnTTQXBy5Qpw4ABA3jrrbcsas/iOlX//vsvZ8+eBaBcuXIUKVLEogCEUVhYGGFhYSQnJxMREWE3dTxE7lJy+cem5392fPJAWplRCHz/PXTpAomJ0KIFrFoF+fLpHZWwUyk/M6f+3Upk3Bmr2srOOlUl5o/EKa91y9IZ7t7nUq8JXLlyJV28bm5uuLmlr4FVsWJFmjdvzt9//83OnTspVqwY7777Lr1797YqhrRGjx7NtGnT6Nevn2mYzt69e/niiy8YOHAg48eP19ym5vuP8fHx9OzZE39/fxo2bEjDhg0JCAigV69eui1T4whCQ0M5deoUBw4c0DsUIYS5vv4aOnY0JlSvvQY//igJlTBLkiFB7xB0ExgYiLe3t+kxceLER475888/mT17NmXKlGHz5s3873//47333mPRokU2i2P27NnMmzePiRMnEhISQkhICBMnTmTu3Ll8+eWXFrWpuftv0KBB7Ny5k59++on69esDsHv3bt577z3ef/99Zs+ebVEgQgiRo0yZAkOGGJ/37g2zZxsrpgthBm93f71D0Eb972FtG5DhnaqHGQwGatWqxSeffAJAjRo1OHHiBHPmzLHZQsiJiYnpin6nqFmzJklJSRa1qflO1Q8//MD8+fNp2bKlqQRAq1atmDdvHqtWrbIoCCGz/4TIMVQVPvwwNaEaMgS++koSKqFJYY+SeoegjWqjBzxSRiijpMrf35+KD82crVChApcvX7bZJb3xxhsZ3giaO3cuXbp0sahNzXeq7t69+0jVcDDOCpTuP8vJ7D+RkSbBn5qeb/9laJafz+No6uoIhkZlTM+d/M9pasdhx1olJ7OuYHVC7vy3SPqkSTD00f8Xh71+YbWU74eQkBCdI7Fv9evXN43bThEREUGJEiVsep758+ezZcsWnnvuOQDCw8O5fPky3bp1M016A8wuGaU5qapbty5jxozh22+/Nc2eu3fvHuPGjTOrHpMQQuRIDx5A9+6E3DmBAZhRqDGDMkiohHBEiqqgWDn7T8v7Bw4cSL169fjkk094/fXX2b9/P3PnzjWrRJG5Tpw4wTPPPAPAhQsXAChcuDCFCxfmxIkTqXFrKLOgOamaOXMmzZs356mnnqJatWoAHD16FHd3dzZv3qy1OSGEsH9378Krr8LGjSTixKQizdiRrwyDnvxOITL0wQcf6B2Cdtm4zEzt2rVZs2YNw4cPZ/z48QQFBTFjxgyLu+Uysn37dpu1lcKikgp3795lyZIlnDljnA5aoUIFunTpgoeHh80DzC2kpIJwJJl1f2V3d6ZNREdDmzawezd4eMDq1cbSCQ+RLj+hxYIFC+jRo4dVbWRnSYWn547CycPKkgr37vNXn48c+vNN850qgLx589q0VoSQMVVC2KXr16F5czhyBLy9Yf16aNBA76iEA1izZo3VSVW2suHsP0dmUVJ19uxZPv/8c06fPg0Y71T17duX8uXL2zQ4IYTQzeXL0KwZRERA0aLGqunVq+sdlRD6kKTKLJqTqh9++IGOHTtSq1Yt08D0ffv2UaVKFZYvX0779u1tHqQQjihHdoU9JLMur8y6v3LMdZ45w/XKtSmaHMe1PJ74/vYblC372LdIl5/Q4ocfftA7BJEFNNepGjJkCMOHD2fv3r1MmzaNadOm8fvvv/Phhx8yJKVui9BM6lQJYScOHYLnn6dochyXXArynn/7JyZUQmjVt29fvUMQWUBzUhUZGUm3bt0e2d61a1ciIyNtElRuJMvUCGEHdu6EJk3gxg3OuhZhgF87bjjn1zsq4YBy3OelqtjmYUcWLVrEzz//bHo9ZMgQChQoQL169bh06ZJFbWru/mvcuDG//fYbpUuXTrd99+7dPP/88xYFIYS9yM4ZXHp2haXtekxLa0wO1eW1fj33X3kF96Qk9geW4tkTf7DGQWcoCf1ltDyKPVNU48PaNuzJJ598YqqovnfvXsLCwpg+fTrr169n4MCBrF69WnObmpOqkJAQhg4dyqFDh0wVSPft28f333/PuHHjWLduXbpjhRDC7i1ZAt27456czPbSlXj/5Tf4QxIqkYUy6vER2evKlSumG0Rr166lffv29OnTh/r169O4cWOL2tScVL377rsAfPnll4+s4pyyD4wVSJOTky0KSgghss2XX0LfvqCqrKtUk1GtOpIk6/iJLPbee++luwlh9xxw9l/+/Pm5efMmxYsXZ8uWLaZladzd3bl3755FbWpOqgwGg0UnEiIncKjurMfQq+vRrmY8qip8/DGMGmV83bcvITNnEuKkeaipEI7PAZOqZs2a8dZbb1GjRg0iIiJo1aoVACdPnuTpp5+2qE357WEnZPafENlIVeGDD1ITqtGjYdYskIRKZBOZ/ae/sLAw6taty7///ssPP/xAoUKFADh06BCdOnWyqE2Lin8K25OK6kJkk6Qk6NMHFiwwvp4+HQYM0DUkkfvcvHlT7xC0ccA7VbGxscyaNQunh/6YGjt2LFeuXLGoTUmqhHBgaWczGko9ZXrudOFv03Nrujy1zpbUvcsvIQE6dzau3+fkBPPnw5tvZtvpZX1AkWLZsmUW3w3RhS1KIthZSYWgoCAiIyMpWrRouu23bt0iKCjIonHhklQJIXKHuDho2xa2bQNXV1i+HF55Re+ohBA6UdWMb53FxcXh7m7Z4tGSVAkhHN+tW9CqFYSHQ7588OOP0LSp3lGJXGzJkiV6h6CNA3X/pczyUxSF0aNHkzdvXtO+5ORkwsPDqW7hOp8WJVUXLlxgwYIFXLhwgZkzZ1K0aFE2btxI8eLFqVSpkkWBCCFsL6u7mHJEF1ZkJLz4Ipw4AQULwsaNUKeOTZrW2p2XI75eIlt8+OGHfP55zvl+cKTin4cPHwaMd6qOHz+Oq6uraZ+rqyvVqlXjgw8+sKhtzUnVzp07admyJfXr12fXrl18/PHHFC1alKNHjzJ//nxWrVplUSBCCGFzf/4JzZoZ//X3hy1boHJlvaMSwuJlUHTjQHeqtm/fDkCPHj2YOXMmXjYs9Kt5/vCwYcOYMGECW7duTZfdvfDCC+zbt89mgeU2UlJBCBs7cQIaNDAmVCVLwp49klAJu1FZvhd1t2DBApsmVGDBnarjx4+zdOnSR7YXLVqUGzdu2CSo3EhKKtgfmamVg+3bZxxDdfs2VKkCmzcb71TZmHxfCEvluDpVDnSnKkV8fDyTJk1i27ZtXL9+/ZHi5n/++afmNjUnVQUKFCAyMpKgoKB02w8fPkyxYsU0ByCEEDb1yy/GWX7x8fDcc/Dzz+Djo3dUQqTzzjvv5LBlahyvpMJbb73Fzp07eeONN/D390dRrI9Pc1LVsWNHhg4dyvfff4+iKBgMBvbs2cMHH3wgC0QKIfS1ejV06gQPHhjHUq1eDfnz6x2VEMIObdy4kZ9//pn69evbrE3NY6o++eQTypcvT2BgIHFxcVSsWJGGDRtSr149Ro4cabPAhBBCkwUL4LXXjAlV+/bw00+SUAm71bt3b71D0Ea10cOOFCxYEB8b38XWfKfK1dWVefPmMXr0aI4fP05cXBw1atSgTJkyNg1MCEdhq7FZadtJyx7H9aRdODmttBXVM7uetJXfza7APn06/Fd7hp494auvwDn9rzdbLeYsY+2ELSQmJuodgmb21XlnvY8++ojRo0ezaNGidLWqrGFx8c/AwEACAwNJTk7m+PHj3L59m4IFC9okKCGEMIuqGhdDnjDB+Pr992HKFLDB2AghstLChQtp166d3mHkalOnTuXChQv4+vry9NNP4+Likm7/H3/8oblNzUnVgAEDqFKlCr169SI5OZlGjRrx+++/kzdvXtavX0/jxo01ByGEEJoZDPDeexAWZnz98ccwfLgkVEJkBQec/de2bVubt6momS1+k4mnnnqKtWvXUqtWLdauXcu7777Ljh07WLx4Mb/++it79uyxeZC5SUpJhZiYGJvXz8iJ7KWrxV7i0MoQmdot7+R/TsdIHvXsG1NMz/cvHqztzYmJxoWQly41JlFhYfC//9k0vsy6J9PKSd8Lwr7cuHGDwoULW9VGdnxepJyj5OSx5PGwbD28FMn37vPnkLEO/fmmeaD6jRs38PPzA2DDhg28/vrrlC1blp49e3L8+HGbByiEEOncuwft2hkTKmdnWLLE5gmVEFnt008zHncocjbN3X++vr6cOnUKf39/Nm3axOzZswG4e/cuefLksXmAuUVYWBhhYWEkJyfrHYoQ9is2FkJCYOdOcHeHVaugdWu9oxJCs7Nnz+odgjYOUqfKx8eHiIgIChcuTMGCBR9bm+rWrVua29ecVPXo0YPXX3/dVCgrODgYgPDwcMqXL685AGEkFdUzZi/dK9bEUWn4dNPzkxMH2iIcszV94y3T8+2/WNFOJt2fZWek/rUdMeDJM+rSdvl57r6sLYh//4UWLeCPP8DLy1gyoWFDbW08QWbXmVlXoFVdmCJXK126tN4haGdnY6IsMX36dDw9PQGYMWOGzdvXnFSNHTuWKlWqcPnyZV577TXc3NwAyJMnD8OGDbN5gEIIwZUrxmKeZ89CkSKwaRM884zeUQlhsRxX19FBBqp37949w+e2oimpSkxMpEWLFsyZM4f27dun25cVwQkhBBEREBxsTKwCA2HrVihXTu+ohLDKm2++mbOWqXFQycnJrF27ltOnTwNQqVIlQkJCLB7OpCmpcnFx4dixYxadSIjcKqu7/B43S227jbpP0xbkTMucLr+08e03I560x5dO+JdJ19ZR0HAPypY1JlTFi5sRsWXM6fJLS7r8RG6hqMaHtW3Yk/Pnz9OqVSv++ecfyv33h9rEiRMJDAzk559/plSpUprb1Dz7r2vXrsyfP1/ziYQQQosq968yNWoNBQ33OOdaBH77LUsTKiGy0xtvvKF3CNo44DI17733HqVKleLKlSv88ccf/PHHH1y+fJmgoCDee+89i9rUPKYqKSmJb775hl9++YWaNWuSL1++dPunTZtmUSBCCJHi2bt/MebfTbirSRxzC2Ckb2vWFS2qd1hC2IytlkURltu5cyf79u1Lt/5foUKFmDRpksWLLGtOqk6cOMEz/w0QjYiISLfvcVMThRBZ4+GuOWvWtcuMNW1m1nWYdlbk8fe+ND1vEleSYTd+wRkDtGpF1e+/Z50OH0CZzfg0p1tQiCf56quvaJ2TyoE4yED1tNzc3Lhz584j2+Pi4nB1dbWoTc1J1fbt2y06kRBCPNG3MXx4YwtOwLZ8ZWi6di08tB6XEEIHDlKnKq2XXnqJPn36MH/+fJ599lnAWB7qnXfeISQkxKI2NY+pSnH+/Hk2b97MvXv3ANC42o0QQqRSVfj8Fk7D/sUJ+NGzMhMLvygJlXBYX3755ZMPEllq1qxZlCpVirp16+Lu7o67uzv169endOnSzJw506I2Na/9d/PmTV5//XW2b9+OoiicO3eOkiVL0rNnTwoWLMjUqVMtCkQYydp/9sOcQpDmFAW1Zt3AJsGpxTWzolvPXOZcQ9pj0nb5PTFuVeWvPk/x9NdXjS/7F0Qd4gOKYnfrFTq6nLrGZU40atQoPvroI6vayM61/0p9NJ487lau/Xf/PhdGjba7z7dz585x+vRpFEWhQoUKVhVm1XynauDAgbi4uHD58uV0A+06dOjApk2bLA5ECJELJSdDnz6mhCpiWAnUoYWMiyQL4cCOHj2qdwjaOODsvxRlypShTZs2vPTSS1ZXutecVG3ZsoVPP/2Up55KP/i0TJkyXLp0yapghBC5SEICdOoEX3+N6gSnPinF5V7F9I5KiGwRGBiodwgCmD9/PpUrVzZ1/1WuXJmvv/7a4vY0D1SPj4/PcCrorVu3TEvW2Jtdu3YxZcoUDh06RGRkJGvWrKFt27am/aqqMmbMGObNm0d0dDT169dn9uzZlClTxnTMrVu36NevHz/99BNOTk60b9+emTNnkj9/ftMxx44dIzQ0lAMHDlCkSBH69evHkCFDsvNSRTbQ2i2itYswLXOKdz78XnO657LiGtIek7bbMu3zbYv/+2V114DTu6VhyxZwcUFZupSKr75KRU1RCVuTLr/sM2XKlCcfZEeU/x7WtmFPRo8ezbRp0+jXrx9169YFYO/evQwcOJDLly8zfvx4zW1qvlP1/PPP8+2335peK4qCwWBg8uTJNGnSRHMA2SE+Pp5q1aoRFhaW4f7Jkycza9Ys5syZQ3h4OPny5aN58+bcv3/fdEyXLl04efIkW7duZf369ezatYs+ffqY9sfGxvLiiy9SokQJDh06xJQpUxg7dixz587N8usTIkeJTkbpcNWYUOXNCz//DK++qndUQmSrjh076h2CNg7Y/Td79mzmzZvHxIkTCQkJISQkhIkTJzJ37lyLJxJovlM1efJkmjZtysGDB3nw4AFDhgzh5MmT3Lp1iz179lgURFZr2bIlLVu2zHCfqqrMmDGDkSNH8vLLLwPw7bff4uvry9q1a+nYsSOnT59m06ZNHDhwgFq1agHw+eef06pVKz777DMCAgJYsmQJDx484JtvvsHV1ZVKlSpx5MgRpk2bli75EiJXu56E0ukqyukHUKAAbNgA//2FKISwYw5YUiExMdH0mZ5WzZo1SUpKsqhNzXeqKleuTEREBA0aNODll18mPj6edu3acfjwYYvWydHbxYsXiYqKIjg42LTN29ubOnXqsHfvXsB4O7BAgQLpvvjBwcE4OTkRHh5uOqZhw4bpCoY1b96cs2fPcvv27UzPn5CQQGxsbLqHEI7I794tlLb/oJx+gFo0D+zaJQmVyLVef/11vUPI9d544w1mz579yPa5c+fSpUsXi9rUfKcKjEnHiBEjLDqhvYmKigLA19c33XZfX1/TvqioKIo+tESGs7MzPj4+6Y4JCgp6pI2UfQULFszw/BMnTmTcuHHWX4gDsZdp3Zmdu+yM1DFC5iwobM25bPnerC7/kLZCetqfln9eglJR15gxZz5KTCJXnb0Y4vIy31Wpoql9YT8/G8JyKf+Ht+5doWvXrjpHo4EDVlQH40D1LVu28NxzzwHG4p+XL1+mW7duDBo0yHScuUvwaU6qSpcuTdeuXenSpUu6gdzCMsOHD0/3HxcbGyuzQoRDqXL5Cl9/tYCCd+/yl4sPQ3xDuOmc/8lvFMKB/R2bQ0sqWNuGHUm77N6FCxcAKFy4MIULF+bEiROm47Qswac5qQoNDWXp0qWMHz+emjVr0rVrVzp06ICfn5/WpuxCStzXrl3D39/ftP3atWtUr17ddMz169fTvS8pKYlbt26Z3u/n58e1a9fSHZPy+nFfGzc3N7udNSmEtarfusBHXy4if8IDjhYPZKz6IrF5PPQOSwghsmTZPc1J1cCBAxk4cCAREREsWbKEsLAwPvjgA5o0aULXrl3p1q2bzYPMSkFBQfj5+bFt2zZTEhUbG0t4eDj/+9//AKhbty7R0dEcOnSImjVrAvDrr79iMBioU6eO6ZgRI0aQmJiIy39La2zdupVy5cpl2vWXVlhYGGFhYSQnJ2fBVeYs9t6tETjz79QXA7LvvNZ2/Zjzfq3tPvtG6rRwv92X07fz44/QYQwkPIAXXqDa2rWs8fTUGLVIy95/NsSTpfwfXrgwQN9ANFJU48PaNhydxWv/lS1blnHjxhEREcFvv/3Gv//+S48ePWwZm83ExcVx5MgRjhw5AhgHpx85coTLly+jKAoDBgxgwoQJrFu3juPHj9OtWzcCAgJMtawqVKhAixYt6N27N/v372fPnj307duXjh07EhAQAEDnzp1xdXWlV69enDx5khUrVjBz5sx0XXuPExoayqlTpzhw4EBWfAmEyF7ffgvt2xsLfLZtayybIAmVECbLli3TOwRtHLCkQlawaKB6iv3797N06VJWrFhBbGwsr732mq3isqmDBw+mq6GVkuh0796dhQsXMmTIEOLj4+nTpw/R0dE0aNCATZs24Z5mnaMlS5bQt29fmjZtair+OWvWLNN+b29vtmzZQmhoKDVr1qRw4cKMHj1ayimIXKdd7FHo/oXxxZtvwrx54GzVrxohHM7+/fv1DkFkAc0LKqd0+y1btoyLFy/ywgsv0KVLF9q1a5euurjQJm33X0REhN0tOCn0kR1dflrb2fp7Jmt8qirK1Fso04wlRL4PrM/sMq35ddtwi8+bWQyQvV1htlpcW09pZ2eenDhQx0gEwFtvvWXVciiQvQsqlxkxwSYLKp/7eKRDf75p7v4rX748mzZtIjQ0lL///pvNmzfTrVs3SaisJN1/IkczqCijb5gSqm9KNuPLMi+hKhaPMBDCoX311Vd6h6CNg3T/PfPMM6bakePHj+fu3bs2bV/zb7yzZ88SHh5O//79H6ntJITIhZJUlIHXUebHAGD4qDCLg5qChmnIQuQ2r7zyit4h5EqnT58mPj4egHHjxhEXF2fT9jUPdChTpgzR0dGsWrWKCxcuMHjwYHx8fPjjjz/w9fWlWDFZZd4SMvsva6Vd1BfA6ULqDD5zunMy2562Xa1tmsPaLiVbdUlFdSyZ4faq33VnxrdLCT5xhyQnJwa/044fS1fnz5GpRVFt1XX28DHWfF3Tzlrcv3iw5nNbel49SZefsIqD1KmqXr06PXr0oEGDBqiqymeffZZpT9vo0aM1t685qTp27BhNmzalQIEC/PXXX/Tu3RsfHx9Wr17N5cuX0y22LMwXGhpKaGioqf9aCLsXZ2De3AXUPf8nCc7OhA7oyK81y+sdlRA5QspaszmGgyRVCxcuZMyYMaxfvx5FUdi4cSPOGUykURQle5KqgQMH0qNHDyZPnoxnminSrVq1onPnzpoDEELkQDeTUbpepe75BOLc3HjnrW78XrOE3lEJkWOUK1dO7xA0UbBBnSqbRGKdcuXKsXz5cgCcnJzYtm3bI8vQWUPz7D9vb2/++OMPSpUqhaenJ0ePHqVkyZJcunSJcuXKcf/+fZsFlxtlx2wOkTWyeiaYtbO30saXtjsvbVtp1zVM8ktdpX1urQ2m56M312fRxIWU+edfKFQINm2CWrXSdYVu/yXjNRFz0mw5IbJSSEgI69ats6qN7Jz9V3bYBPK4WTn7L+E+EZMce/af5jtVbm5uxMbGPrI9IiKCIkWK2CSo3EjGVImcwOPSPVaOncdTN6KJ9PHC/7ffoEIFvcMSQmQ1VTE+rG3Dzly4cIEZM2Zw+vRpACpWrEj//v0pVaqURe1pnv0XEhLC+PHjSUxMBIz9jpcvX2bo0KG0b9/eoiCElFQQ9i//6XhqdTzBUzei+cuvEK+N7S0JlRAWmjRpkt4h5HqbN2+mYsWK7N+/n6pVq1K1alXCw8OpVKkSW7dutahNzXeqpk6dyquvvkrRokW5d+8ejRo1Iioqirp16/Lxxx9bFIQQ2S1kW6jp+Z2JxU3PM+u2Mkdm3Vm26hazdvaWOd1tBQ6l/TvL1fTshbyXULpFosQYOO9SmGEuIbhNS4A09TjTzn5Mq+Ty1N8Lf5oRQ1Z1EWZn16N0c4on+fnnn6lYsaLeYeRqw4YNY+DAgY8kuMOGDWPo0KE0a9ZMc5uakypvb2+2bt3Knj17OHr0KHFxcTzzzDMEBwdrPrkQwv49d/UsSoerKPdV1NruDIp6hfg8bnqHJUSO9ttvvzF48JPLedgNB5n9l9bp06dZuXLlI9t79uzJjBkzLGpTU1KVmJiIh4cHR44coX79+tSvX9+ikwohcobgS0cZt2c5ikFFbZIXdZ4f8cGSUAlhrRw3UNsBk6oiRYpw5MgRypQpk277kSNHLJ4RqCmpcnFxoXjx4jKYOgvIQPXsta5pmOl507f6PeZI66Xt8ht+rJ3p+cSqq03PM+siyqpupLSz/IqtT90eXzu1y++VP3czfvcanFQVOnRA+fZbFFdXtl3UFt+fHUdoii2rusts1e4v51P/mAwuvSdLzyUc13fffad3CLle79696dOnD3/++Sf16tUDYM+ePXz66acMGjTIojY1D1QfMWIEH374Ibdu3bLohCJjMlBd2JOe+35lwsrVOKkqy+rWgSVLwNX1yW8UQpilXbt2Tz7InjjI2n9pjRo1itGjR/P555/TqFEjGjVqxBdffMHYsWMZOXKkRW1qHlP1xRdfcP78eQICAihRogT58uVLt/+PP/6wKBAhhB1QVQbs/Jne+34F4KumjZnaujmd8uTROTAhHEtSUtKTD7IjiqqgWFkSwZr3T5o0ieHDh9O/f3+Lxzs9Eo+iMHDgQAYOHMidO3cA0hU1t4TmpKpt27ZWnVAIe2CITO1D33bxXIbHZEXX275BdVJf/PLk47OqGyliQGqXZEgV40xIp2QDv363FGXff3XoJk3i7aFDeVuH+PRizkzNd9eHmJ5HDND2XiFSNG/eXO8QcowDBw7w1VdfUbVq1Sw7h7XJVArNSdWYMWNscmIhhP1wTkxmwKfbUHbEGmv8TS6C0weSGAiRVZ599lm9Q9BGp4HqcXFxdOnShXnz5jFhwgQrA8h6msdUiawRFhZGxYoVqV27tt6hiFzG9X4iH47ZSMMd51FdQJ3tC11kUW8hstJHH32kdwja2HBMVWxsbLpHQkJCpqcNDQ2ldevWOaZskyRVdkIGqgtdREczfuhP1Np/mQQ3Z9SF/hBim9vgQggHYsOkKjAwEG9vb9Nj4sSJGZ5y+fLl/PHHH5nut0eau/+EcARO/hmPo7KVzMZj2ctYm2ffmILPvTvM/HU+FW9HEefszvDKb/J559l6h6Yrc/5/0o5H0/peIVKMHTtW7xB0c+XKlXR1utzcHq19d+XKFfr378/WrVtxd7duIeeMJCYm0qJFC+bMmfNInSprmHWnKqMFlIUQOZdf3G3mbplNudtXueWSnwHP9OFEgaf1DkuIXGPPnoxrnNkrRbXNA4yFT9M+MkqqDh06xPXr13nmmWdwdnbG2dmZnTt3MmvWLJydna2u6eji4sKxY8esaiMjZiVVBQsW5Pr16wC88MILREdH2zwQIUQ2OXOGeVu+pPidG1zNV5D3ar3DBc8AvaMSIlexdMFe3WRznaqmTZty/Phxjhw5YnrUqlWLLl26cOTIEfLYoMxL165dmT9/vtXtpGVW91/+/Pm5efMmRYsWZceOHSQmJto0CCGyWtruODCvFIA5xzzcrpb3WsPccg9pp/lvW/w1HLuP0vkqvncNqGVc8FvmzXc1p2RprJmpNHy66bm1i0ULkdNkdHdGpPL09KRy5crptuXLl49ChQo9st1SSUlJfPPNN/zyyy/UrFnzkbqb06ZN09ymWUlVcHAwTZo0oUKFCgC88soruGZSXfnXX3/VHIQQIhv8fhflzUiUOBW1mhvqdwFQSIp6CqGH77//Xu8QNEnbfWdNG/bkxIkTPPPMMwBERESk26colhUqNSup+u6771i0aBEXLlxg586dVKpUibx581p0QpExWftPZKW6/55C6RKJkqCi1vNAXeAPnjL5Vwi9dO7cmaVLl+odhvlU1fiwtg0r7Nixw7rzP2T79u02bQ9AUVVtV9mkSRPWrFlDgQIFbB6MME4K8Pb2JiYmJuetYp6DPPtGapfX/sWDdYzEfGm7/AylnjI9/+el9MelnZ1miCwDP9xBGXANJRl+LV2J99t249CgeaZjzJkJaY9fr8y+HjILT+QEISEhrFu3zqo2suPzIuUcFfp+TB4362bhJSfc5/QXI+zu8+38+fNcuHCBhg0b4uHhgaqqFt+p0vyn6vbt200JlaqqaMzJhBDZaUE0Tv2MCdWPlWoxoN2bPHB20TsqIXK9Ro0a6R2CJrac/Wcvbt68SdOmTSlbtiytWrUiMjISgF69evH+++9b1KZF9/+//fZbqlSpgoeHBx4eHlStWpXFixdbFIAQIguoKkyYgNOIG8aXPb0Z8VJHkp1kDJUQ9uDFF1/UOwRtsnn2X3YYOHAgLi4uXL58Od2Qpg4dOrBp0yaL2tRc/HPatGmMGjWKvn37Ur9+fQB2797NO++8w40bNxg4UGbxiOxlzky4kG2h6V7vXxyWpTGlZc5Cu+ZcQ2bbH56BaHitNMr4GyhzYwBQBxVEfd8H3/p/mY5xmqit+Km9dPml5WiLOYvcZcSIEVZ3/wnrbNmyhc2bN/PUU0+l216mTBkuXbpkUZuak6rPP/+c2bNn061bN9O2kJAQKlWqxNixYyWpEkJHTqoBZdB1lJV3ADCMLwxvFdA3KCFEzqfTgspZKT4+PsNJd7du3bK45IXm7r/IyEjq1av3yPZ69eqZ+iOFENnPxZDE6H83oay8g5oHDDOKSkIlhJ0aNmyY3iFo4ohjqp5//nm+/fZb02tFUTAYDEyePJkmTZpY1KbmO1WlS5dm5cqVfPjhh+m2r1ixwqbr5whhLnO6gdZW3JLuddous62/p/adN6vXQlO7mUnb/vZM2knXLWhG196V/qm3qNPO8Nv6+yaIN6D0iES5fI8HefIwoHtnflErEeGfZiZgqdTzCSH0deLEiQxvUNgtB7xTNXnyZJo2bcrBgwd58OABQ4YM4eTJk9y6dcviZYQ0J1Xjxo2jQ4cO7Nq1yzSmas+ePWzbto2VK1daFIQQwgq3k1HeuIryRwJqPoW3uvdgX5nSekclhHiM9evX06dPH73DyNUqV65MREQEX3zxBZ6ensTFxdGuXTtCQ0Px9/e3qE3NSVX79u0JDw9n+vTprF27FoAKFSqwf/9+atSoYVEQQggLXb2K0u4flLMPUAs6oX4XwL4ISaiEELalYIOK6jaJxLa8vb0ZMWKEzdrTnFQB1KxZk++++85mQQipqJ7VHi5wue1ixsdltj0z5q7BlxFzZgKmVWx96nNDhzLwVyJKx39QLidxzduLHr17cT7ClzMdvjYd1yQ44/OZMyNRCJF1ctzMPwfs/gO4ffs28+fP5/Tp0wBUrFiRHj164OPjY1F7sk6FnQgNDeXUqVMcOHBA71BETnA6AaXt3yiXk7hUuBCd+r3DeX9fvaMSQpipR48eeoeQ6+3atYunn36aWbNmcfv2bW7fvs2sWbMICgpi165dFrVp0Z0qIYR+KsRcRmn/D0q0AbWCK507vM2/3vaz5IMQ4slu3rypdwiaKAYVxWDdrSZr329roaGhdOjQgdmzZ5Mnj7EwcnJyMu+++y6hoaEcP35cc5uSVIkcI7NuMT2LQGot1GlN+4bIMrDzLkrPSJR7KoeLPc27zd9i75j04wGaBv1ter79YsZde+Z0+VnTtSndi0I8Xt26dfUOQRsH7P47f/48q1atMiVUAHny5GHQoEHpSi1oId1/QuQUG+JQul9FuaeyJ6gcvTu8Taz7o4XrhBD279VXX9U7hFzvmWeeMY2lSuv06dNUq1bNojY136nq2bMnM2fOxNPTM932+Ph4+vXrxzfffGNRIEKIx/jmG5Q+USgGUF/KR2j5XiQ6y41mIXKq999/P2cNVneQO1XHjh0zPX/vvffo378/58+f57nnngNg3759hIWFMWnSJIva1/xbedGiRUyaNOmRpOrevXt8++23klQJYWvTpsH776MAaicv1MlFSAyThEoIkX1sURHdHiqqV69eHUVRUNXUYIYMGfLIcZ07d6ZDhw6a2zf7N3NsbCyqqqKqKnfu3MHd3d20Lzk5mQ0bNlC0aFHNAQhhrrTjetKO90n73FAqtep42rE8D4/HyupxWOaMR8osblOfvKqiDvBBmXnb+PKdAqijCoGi4Lf8z9R2lmd+bWnPcadBcdPzzBZIfvaNKanHWPE10jqOqtLw6abnaa9NFk0WjmrQoEF6h5ArXbyosW6ORmYnVQUKFEBRFBRFoWzZso/sVxSFcePG2TQ4IXIrRVXpd2uXKaEyDPeBvgVBscfyeUIIrS5fvqx3CNo4SPdfiRIlsrR9s5Oq7du3o6oqL7zwAj/88EO6wliurq6UKFGCgICALAlSiNwkj5rMkBvbCI6PQFVAnVgEunnrHZYQwoZWrVpFt27d9A7DbI7S/fewq1evsnv3bq5fv47BYEi377333tPcntlJVaNGjQDjrbPixYujyF/MQkfmdKmZc/zD78ms6yzt9rTlApwu/J3hMVq7rS69lQSA24NETi1ehHLpLqozjHyuM1tPVIch4PfmX0+M8+H4zFmoOW1bN1o/0BR3ZudNK94/dZKx5+7Uv87TnvfkxIGpb5hocQhCiKziIHeq0lq4cCFvv/02rq6uFCpUKF1eoyiKRUmV5pIKp0+fTrd6c1hYGNWrV6dz587cvn1bcwBCCCPPu/dZOHERyi93Ud0V1AX+bH26ut5hCSGywMqVK/UOIdcbNWoUo0ePJiYmhr/++ouLFy+aHn/++eeTG8iA5qRq8ODBxMbGAnD8+HEGDRpEq1atuHjxogy8E8JCPrHxfDfhG+qc+QvV0wl1WQA0zad3WEKILDJw4MAnH2RHUrr/rH3Yk7t379KxY0ecnGxXslPzvOyLFy9SsWJFAH744QfatGnDJ598wh9//EGrVq1sFlh227VrF1OmTOHQoUNERkayZs0a2rZta9qvqipjxoxh3rx5REdHU79+fWbPnk2ZMmVMx9y6dYt+/frx008/4eTkRPv27Zk5cyb58+fX4YpyJ3O67+C/6uQmLZ7Yljldflq7Ebf+vsn45O9ElE5XUS4mohbKg7L1AEqNGgDsX5xhaOlEdSyZ7nW6rrRMZNY9+WfHJ6/WnlkXa2Zdjea8V4jc5p9//tE7BG0csPuvV69efP/99wwbNsxmbWpOqlxdXbl79y4Av/zyi2mgnY+Pj+kOVk4UHx9PtWrV6NmzJ+3atXtk/+TJk5k1axaLFi0iKCiIUaNG0bx5c06dOmUqL9GlSxciIyPZunUriYmJ9OjRgz59+rB06dLsvhyRU5x/gNLxKsrVJNQAZ9QVAaaESgjhuGrIz7nuJk6cyEsvvcSmTZuoUqUKLi4u6fZPmzZNc5uak6oGDRowaNAg6tevz/79+1mxYgUAERERPPXUU094t/1q2bIlLVu2zHCfqqrMmDGDkSNH8vLLLwPw7bff4uvry9q1a+nYsSOnT59m06ZNHDhwgFq1agHw+eef06pVKz777DOZGSkedew+SpdIlJvJqKVcUJcHQDGXJ79PCJHj9erVS+8QtFFV48PaNuzIxIkT2bx5M+XKlQN4ZKC6JTQnVV988QXvvvsuq1atYvbs2RQrVgyAjRs30qJFxt0oOd3FixeJiooiODjYtM3b25s6deqwd+9eOnbsyN69eylQoIApoQIIDg7GycmJ8PBwXnnllQzbTkhIICEhwfQ6J9/tywrWLOr7uOOb1WuR4XGZnS9tMcuSyz82PU9XtDJN+5kV0TR1O4bfQ+kWiXLHgFrFDWXbFZQiRR5pM63MuvXM6e6zJWsKckoxTyGM+vbtm6OWqXHEkgpTp07lm2++4c0337RZm5qTquLFi7N+/fpHtk+fnvEHgSOIiooCwNfXN912X19f076oqKhHKso7Ozvj4+NjOiYjEydOlKKpuc22eJTeUSj3VdTn3FEXBZgSKiGEENnDzc2N+vXr27RNi4a8X7hwgZEjR9KpUyeuX78OGO9UnTx50qbB5QbDhw8nJibG9Lhy5YreIYmstOYOSo9IY0IVnBd1SQB42m7miRAiZ3j33Xf1DkEb1UYPO9K/f38+/9y2d88136nauXMnLVu2pH79+uzatYuPP/6YokWLcvToUebPn8+qVatsGqA98PMzduxcu3YNf39/0/Zr165RvXp10zEpCWaKpKQkbt26ZXp/Rtzc3HBzc7N90DlMZt1u5nQXpe2OM2f2mrntpp3xd722q+l5iQOpPzbbf0ntemtyIPX4tIU6TV1+i2JQPvwXRQX1lfw0ix5Ocp88/7WTet7s7s4TQmS/mJgYvUPQxBG7//bv38+vv/7K+vXrqVSp0iMD1VevXq25Tc1/Ig8bNowJEyawdetWXF1TP2heeOEF9u3bpzmAnCAoKAg/Pz+2bdtm2hYbG0t4eDh169YFoG7dukRHR3Po0CHTMb/++isGg4E6deo88RxhYWFUrFiR2rVr2/4ChL5UFWbdwmn4fwlVd2/Uz31Jdsqjd2RCCJ0sWbJE7xByvQIFCtCuXTsaNWpE4cKF8fb2TvewhOY7VcePH8+wREDRokW5ceOGRUHYg7i4OM6fP296ffHiRY4cOYKPjw/FixdnwIABTJgwgTJlyphKKgQEBJhqWVWoUIEWLVrQu3dv5syZQ2JiIn379qVjx45mzfwLDQ0lNDSU2NhYi/8zhR1SVZSPbqLMiTa+HFAQdbCPLIwshMhZHLBO1YIFC2zepuakqkCBAkRGRhIUFJRu++HDh00zAXOigwcP0qRJE9PrlOrw3bt3Z+HChQwZMoT4+Hj69OlDdHQ0DRo0YNOmTaYaVWD8y6Nv3740bdrUVPxz1qxZ2X4tOZE1s8LM7fJLK7Puxnxfpy6oeSfNGnR+y//M8Pi07cQ3KJ56TMUtkKyiDPkXZZlxRqdhTCGaLeoEa43HOJFaRDStdGv3pZl1aI+smZ0pRG62eLEZlX3tiCN2/2UFzUlVx44dGTp0KN9//z2KomAwGNizZw8ffPBBjlpx+2GNGzdGfUwNDUVRGD9+POPHj8/0GB8fH4sLfYaFhREWFkZycrJF7xd2JkFF6ReFsj4e1QnUKUWhkxcs0jswIYQ9GDNmDDNmzNA7DG0cLCkKCgp6bD0qS9b/05xUffLJJ4SGhhIYGEhycjIVK1YkOTmZzp07M3LkSM0BCCPp/nMc7kkPUN68irLzHqorqF/6QStZqkgIkcrSBXuF7QwYMCDd68TERA4fPsymTZsYPHiwRW1atEzNvHnzGDVqFCdOnCAuLo4aNWqkWwNPCL2kK7q5OPWH4nFrzqXdF9WxtOm534XUX3pX+qeuFpC2ey5tl9++yXMhOhnljUiUQ/dR8yqo8/157ucBsOO/mC5q+0G1ZfdaVnTVSZefEJapUKGC3iFoY4sFke3sTlf//v0z3B4WFsbBgwctalNzUpWiePHiBAYGApaXcxeppPvPAVxLQul8FeX0A9QCTqiLA6CmO/ysd2BCCHuTMm43x3DAZWoy07JlS4YPH27RQHaLqg7Onz+fypUr4+7ujru7O5UrV+brr7+2pCnxn9DQUE6dOsWBAwf0DkVYICDuFsor/xgTqqJ5UH8oZkyohBAiA71799Y7BJGJVatW4ePjY9F7Nd+pGj16NNOmTaNfv36mGk179+5l4MCBXL58+bEDuYVwRCWjo/h82zyUe4moxZ1RVxSDErIwshDCgThgSYUaNWqk62lTVZWoqCj+/fdfvvzyS4va1JxUzZ49m3nz5tGpUyfTtpCQEKpWrUq/fv0kqRK68tx9OcPtD4/9STsuKq171e6anhsOpI6jOtMh9U5s2yovprabsA6l61WUewbU8q6oSwPAz5nnhvQxHZN2bFdamY3z2p5F45Syc/yTlFoQ4vF69uypdwiaOGJJhZQ6kymcnJwoUqQIjRs3pnz58ha1qTmpSkxMpFatWo9sr1mzJklJSRYFIWRMVU5U9fDfKGP/QYlXUZ9xM46hKihV0oUQIicYM2aMzdvUPKbqjTfeYPbs2Y9snzt3Ll26dLFJULmRjKnKWers+ZMxH643JlQNPIxdfpJQCSHM9M033+gdgjYOuKByVjDrTlXaWQqKovD111+zZcsWnnvuOQDCw8O5fPlyji7+KfSVFd1FacsrPNwteGlixotcBw2PMj2/mMkxa0+sQhl3HcUAast8xjpUbgpVZqWuOu+3O7UcQ9o48kWmVmzPqm4+IYSwNUfq/nNycnpi1QJFUSzqfTMrqTp8+HC61zVr1gTgwoULABQuXJjChQtz8uRJzQEIkaN8HY3TaOMal+rrnqifFQVnKSkihNBm3rx5eoeQa61ZsybTfXv37mXWrFkYDIZMj3kcs5Kq7du3W9S4EA5DVVE+u4Uy/bbxZR9v1NGFwUkSKiGEdtOmTePTTzOeMGOXHGj238svv/zItrNnzzJs2DB++uknunTpYvGkO4uLfwrbyu0D1c3p8rNmoeGHu/LON1poep52pl5GXX6KwYAy6gbKNzEAGIb6wHsFQVFw8j9nOs5veWoXpqFU6szBzGb/OTKZ8SfE450+fVrvEDRxpO6/tK5evcqYMWNYtGgRzZs358iRI1SuXNni9iwq/ilsTwaq2yfnpGSmzFmdmlB9XBj6+4CsIiCEsELJkiX1DkEbBxuoHhMTw9ChQyldujQnT55k27Zt/PTTT1YlVCB3qoTIlOuDRD6ftYJmh86g5gF1pi+089Q7LCGEAxg3bpzeIeRakydP5tNPP8XPz49ly5Zl2B1oKUVVc8hiPLlEbGws3t7exMTE4OXlpXc4diXtDMG03WtOF/42PU+78HH5Kqkz/tZW3JKurdI73zQ9T9sVaHLHgNIjEuX3e6juCuocP3gxH5C+uzD+qdS/S/L9nTpTxJyCn2m7yKRYphC5S0hICOvWrbOqjez4vEg5x7MvjcfZxbqlt5IS77N//WjdP9+cnJzw8PAgODiYPHkyL4WzevVqzW3LnSohHnYz2Vgl/WgCan4FdVEA1PXQOyohhNCNYlBRDNbdg7H2/bbSrVu3J5ZUsJQkVXYitw9UtxtXk1A6/YNyLhHVx8m47ExVWRhZCGFbUixbPwsXLsyytqX7z85I91/mMlsrL7Muvwu/lDY9L3rgQbr3eA5PPe7M8eIAlPj3Blu+nYHydxKqvzN7F1Tmbqm8ALyQ77rp+LQz/oQQwhKbNm2iRYsWVrWRnd1/dVqOs0n3X/jGMQ79+Saz/4QAyv9zlaWfzzEmVCVdUH8sZkqohBDC1r788ku9Q9AkpaSCtQ9HJ91/Itd75s+/mDtvIV7376NWckVdFgCFnSFe78iEEELkJJJUiSxhTqFOc2a8pT3mToPipudp1/Irtj7NG6qkPvVbnrr+3tbfN2Uc6PZ4lHlRKPdV1GfdURf5g7dxNsi760NMh0UMSL0GmcEnhLDWF198oXcI2jhQRfWsJN1/Ivf68Q7Km5HGhOqFvMZB6d6ZT68VQghbmT9/vt4haCLdf+aRpErkTktiUN69hpIIakh+1G/8Ia/8OAghssfhw4f1DkFkAen+sxOOVlLBnLX5Musie/aNKabn+9Mck3Z7VMfUJR6Ov5fxgM/y/d/K+MRht3H6+CYAajcvXunSGcN5Y0KVMhMQoMCh1CQrbddevq8NGW639y6/nBSrEI6uWLFieoegjXT/mUX+NLcTsvZfNlBVlI9vpCZU/QqiTiyCIY/8GAghstf06dP1DkEbB1v7L6vIp4nIHZJVlKH/ooRFA2AYWQh1eCFZGFkIoYvXX39d7xA0UbDBmCq9LyIbSPefsDtp181L22Xll6bbrVKRSNPztGvxNR281/T8TIevjU8eqMbxUz/FoSqgTi7Cr23LmEomRC182vSeYpGp59i2eG6G59jWNM26fhc1XJjOpMtPCCGyliRVwrHdNaD0jkLZfhfVBdQv/KBNfqlBJYTQ1auvvqp3CNqoqvFhbRsOTpIq4bhiklG6RaIcuI/qoaDO94PG+fSOSgghKF68+JMPsiO2KIkgJRWEyKHy37yP0v4fY0Ll7YS6PEASKiGE3Zg2bZreIYgsIHeqhN0pOyO1GnuxUqmLJVcqEm56/nGR46bnTcdcMz1/Id91+DsRpddVlIuJqEXyoC4L4NcSgem6/PrPT731fnLxQNNzQ2SZDGPKbJxXWjJmSQjhsLK5pMLEiRNZvXo1Z86cwcPDg3r16vHpp59Srlw5K4PIWnKnSjiWcw9QXv7bmFAFOqOuLQYV3fSOSggh0pk6dareIWiS3RXVd+7cSWhoKPv27WPr1q0kJiby4osvEh9v3wNi5U6VcBiex+NQev2NctuAWsYFdXkx8JdvcSGE/Vm1ahXDhw/XOwy7tWlT+vVaFy5cSNGiRTl06BANGzbUKaonk08cO+FoFdXNkXbR5bTS1hmO90+9mbpvUB3T8+f866ZunzwXfr+L0j0SJV5Fre6GujiA5z79X+YnT+1VJGRbaOr53mphep52Aef9i1OPl24+IYS19u7d++SD7IkNu/9iY2PTbXZzc8PN7fE9CjExMQD4+PhYGUTWku4/OyEV1a2wOR6ly38JVX0P1JXFoJAsjCyEsF+FChXSOwRtUkoqWPsAAgMD8fb2Nj0mTpz42FMbDAYGDBhA/fr1qVy5cnZcrcXkTpXI0Vr8+QfKskiUZFCb50Od7Qvu8reCEMK+LViwQO8QdHPlyhW8vLxMr590lyo0NJQTJ06we/furA7NapJUCd04Xfjb9PxK/9T+uLQLGcc/lfoteqP1XdPz840WwjfROH13AwD1NU/UqUUZcbsq3DEeky9NdfTrtV3Tndtv+Z+m52d8U7v5Ii4+eSHozGb/pSVdhEKIxwkJCWHdunV6h2E+g2p8WNsG4OXllS6pepy+ffuyfv16du3axVNPPfXkN+hMkiqR86gqTL+F05Rbxpe9vFHHFQan3LCylBBC6CCbK6qrqkq/fv1Ys2YNO3bsICgoyLpzZxNJqkSOohgMjPhuE04bjQmV4X0fGFRQFkYWQuQoL730kt4haJPNSVVoaChLly7lxx9/xNPTk6ioKAC8vb3x8PCwLo4sJEmV0E3aLrK0RTebrn8rzVFJpmfH312A8sF1lI3G/j3D+MLwVgFK73zTdIzH0bym5yd/SS3q+ewbU9KdO+3MvogBg9FCr669tN2O0r0oRM5m7wOu9TZ79mwAGjdunG77ggULePPNN7M/IDNJUiVyBNfkRJQ+USib4lHzgDqtKLxmXp+8EELYm0mTJuXaMVXmUHPo4suSVAm7lzfxPlN2fosSFY/qphhn+LXIr3dYQgiRe2Rz919OJUmVyFZpu+H2TZ6b4THbFn+d+uJWMsobV1GiElDzKagL/aF+3nTHBw2PMj2/ONHP9Dxtd9l+B+guky4/IRzHxx9/rHcIIgtIQR9hv6KSUNr/g3I4AbWgE+r3xR5JqIQQIifasmWL3iFooqiqTR6OTpIqYZ/+SjQujHz2AapfHtQ1T0F1d72jEkIIm9i5c6feIWiTMqbK2oeDk+4/YTOZFcVM223lufuy6Xmzeqnr7G39Pc3imacSUDpfRbmejPq0C+qKAAh0ocqsd02HpC3embb9tOsJWttdJrPthBBZJX9+GRfqiOROlQa7du2iTZs2BAQEoCgKa9euTbdfVVVGjx6Nv78/Hh4eBAcHc+7cOX2CzakO3jN2+V1PRq3oirq2GAS66B2VEELY1NKlS/UOQRsVG6z9p/dFZD1JqjSIj4+nWrVqhIWFZbh/8uTJzJo1izlz5hAeHk6+fPlo3rw59+/fz+ZIc6idd1E6XEWJMaDWckddVQyKys1UIYTjee211/QOQSNbLKbs+FmVfGJp0LJlS1q2bJnhPlVVmTFjBiNHjuTll18G4Ntvv8XX15e1a9fSsWPH7AxVF2m7yB4utpkiqmNJ0/Pj732ZuuPnOJR3o1ASQW2cF/VrP8jrxIh/q5gOuVctde0/w4GM14Da/suT1+4zl3T5CSGySkJCgt4hiCwgd6ps5OLFi0RFRREcHGza5u3tTZ06ddi7d6+OkeUAy2JR3v4voWqT31g2Ia98awohHFezZs30DkEbq7v+bFDnKgeQO1U2krIuka+vb7rtvr6+pn0ZSUhISPcXS2xsbNYEaK/m3MZp/E0A1C5eqJOKQB5Zx08I4djq16+vdwjaGFRQsq+iek4ltwN0NnHiRLy9vU2PwMBAvUPKHqqKMulmakL1bgHUyZJQCSFyh7Fjx+odgjaqwTYPByd3qmzEz89YyfvatWv4+/ubtl+7do3q1atn+r7hw4czaNAg0+vY2Ngcm1ilLUHgmckxx9/7Egwqyoh/URYZ78oZhheCfgVNxzj5p86Y3F8vtc0/L45IbchOhqhJ2QUhhBAp5E6VjQQFBeHn58e2bdtM22JjYwkPD6du3bqZvs/NzQ0vLy8WL17Mc889R9OmTbMjXP0kqih9r6EsikVVwPBpkXQJlRBC5AajRo3SOwRtZEyVWSSp0iAuLo4jR45w5MgRwDg4/ciRI1y+fBlFURgwYAATJkxg3bp1HD9+nG7duhEQEEDbtm2f2HZoaCinTp3iwIEDWXsRerp7F6VXJMraOFRnUL/0hTe89Y5KCCGy3f79+/UOQRupqG4W6f7T4ODBgzRp0sT0OqXbrnv37ixcuJAhQ4YQHx9Pnz59iI6OpkGDBmzatAl399yxvEra7q+Syx9aLDQmBtq0QfntLqq7YiyZ8EI+0+7SO980Pf8zTdeevXep2Xt8Qgj7tHnzZkJDQ/UOQ9iYJFUaNG7cGPUxty8VRWH8+PGMHz9ec9thYWGEhYWRnJxsTYj26fp1aNECDh9G9XJCXeQPdTz0jkoIIXTj7JzDPn5t0X0n3X8iuzhq91/AjWh4/nk4fBiKFDFWSZeESgiRy61evVrvELSRMVVmyWGpsrBnv5xPrbtyvtF1OP8A5f2rcDUJiheHrVvBs3WG7w0anqaWl53M7BNCiKzStWtXvvvuO73DEDYmd6rsRFhYGBUrVqR27dp6h2Ibx+6jtP0b5WoSlC8Pu3dD2bJ6RyWEEHYhxxV6loHqZpGkyk44Uvdfgf0xKK9dRbllQK3qBrt2QQ6tvSWEEFnh+eef1zsEbaT7zyzS/SesYogsY3r+Qj7gl3iUPlEo91XUuu6oCwNQihTJ8L3lV7xleh5xMXUhZCmoKYRwdK1bZzwUQuRscqdK2M6aOyg9I40JVbO8qN8FgKd8iwkhxMOGDRumdwiaKKpqk4ejk088O5Hjx1QtijFWSk8CtV1+1K/9wUO+vYQQwiHImCqzKOrjCi+JbBcbG4u3tzcxMTF4eXnpHc6TqSp88gmMHGl8HRoKs2aBkyRUQgiRmd27d9OgQQOr2siOz4uUczQs9S7OedysaispOYFdF77MOZ9vFpBPPmE5VYXBg1MTqlGj4PPPJaESQognOHv2rN4hiCwgn37CMsnJ0Ls3TJ1qfD1tGowfD4qib1xCCJED/Pjjj3qHoI3M/jOLzP4TZkk7y8/J5wR06QI//IDqBOpnRaHjlxD5ZYbvdfI/l11hCiGEyAqqDcZE5YKkSu5U2YkcM1A93gBt2sAPP4CrK+o8P+jomH3jQgiRVdasWaN3CCILSFJlJ3JE8c/bySgd/zEuN5MvH2zYAC3z6x2VEELkOG+//bbeIWgj3X9mke4/YRYndkGHF+FEAhQsCBs3Qp06OCFde0IIodX169f1DkEbFeuTIsfPqSSpEma4eBGCg+HPP8HfH7ZsgcqV9Y5KCCFyrGeffVbvEEQWkKRKPN7Jk9CsGURGQsmSxq6/kiX1jkoIIXK0Tp066R2CNrbovssF3X8ypspO2OVA9fBwaNjQmFBVrgy7d0tCJYQQNjBw4EC9Q9BGKqqbRe5U2YnQ0FBCQ0NN1Wt1t20bvPwyxMfDc89hmH8NaAiR6UskpC210Kxei9S3y0LIQgghchm5UyUetWYNtGplTKiaNTN2+RXMo3dUQgjhMPr37693CNrI7D+zSFIl0lu4EF59FR48gHbt4KefIL+UTRBCCFuKjIzUOwRtJKkyi3T/iVQzZkBKP3+PHjB3Ljgbv0Uyq4qedvu2i1kdoBBCOIaVK1fStWtXvcMwn0HF6poIuWBMldypEsa/HkaPTk2oBg2C+fNNCZUQQgghnkw+NXM7gwEGDIDP/xtYPmECfPihLIwshBBZaPny5XqHoImiqihWdt9Z+/6cQJIqOxEWFkZYWBjJycnZd9LERNROhVB+uIOqgPpxEZyGj8jw0HQLKqfp8msa1M/0XGb8CSGEeQYPHkxYWJjeYZhP6lSZRbr/7ES2r/137x60b29MqJxB/dwX3rSDUg5CCJELXLlyRe8QRBaQO1W5UWwshITAzp2o7grqXD8Izqd3VEIIkWtUq1ZN7xC0kYHqZpGkKrf5919o2RIOHQJPT5SffkJp1OiJb8ts9p90+QkhhHZvv/223iFoI91/ZpHuv9zk77+Ny84cOgSFC8OOHWBGQiWEEMK23n33Xb1DEFlA7lTlFufOQXAwXL4MgYGwZQuUL693VEIIIXICuVNlFkmqcoMjR6B5c7h+HcqWNS47U7y43lEJIUSulSO7/6wdE5ULkirp/nN0u3dD48bGhKpGDfjtN0mohBBCZ3fv3tU7BJEFJKlyZBs3wosvQkwMPP88bN8ORYvqHZUQQuR6ixcv1jsEbWTtP7NI95+jWrGCpE6dcVYN7CtUjuc2bYK8eR85LG1RT8h8lp8QQohcTDUABhu04djkTpUjmjsXOnXCWTWwzbcao6q+kWFCJYQQQh8LFy7UOwRtDKptHg5Okio7ERYWRsWKFaldu7Z1DX36Kbz9NqgqPxarwyeVOpDkJDckhRDCnkyYMEHvEEQWkE9bOxEaGkpoaCixsbF4e1uwXIyqwrBhMHmy8fWHH/LyhAm8/ISFkaW7Twghst/58+f1DkEb1QYV1WVMlcgRkpPhf/+DefOMr6dMgQ8+0DcmIYQQmSpXrpzeIWgjSZVZJKnK6R48gK5d4fvvwcnJOJ6qVy+9oxJCCPEYQ4cO1TsEkQVkTFVOFh9vXBj5++/BxQVWrJCESgghcoCePXvqHYI2KjYoqaD3RWQ9uVOVU0VHQ+vW8Pvvxpl9a9YYa1IJIYQQtmZQQZHuvyeRpConunbNuOzM0aNQoABs2AB16+odlRBCCDO9+eabeocgsoAkVTnNX39Bs2Zw/jz4+hoXRq5aVe+ohBBCaODi4qJ3CJooqopiZf+dkgvuVMmYqpzk1Clo0MCYUD39tHFdP0mohBAix5mXMls7p5BlaswiSVVOceAANGwI//wDFSsaE6rSpfWOSgghhBD/ke6/nGD7duMsv7g4qF3buFByoUJ6RyWEEMJCc+bM0TsEbWSgulnkTpW9W7cOWrY0JlQvvADbtklCJYQQOdwXX3yhdwjaSPefWSSpsmeLF0O7dpCQAG3bws8/g6en3lEJIYSw0okTJ/QOQRtJqswiSZWN7dq1izZt2hAQEICiKKxdu9ayhubMgW7djEvQdO9uLPDp7m7TWIUQQuijRIkSeoeQI4SFhfH000/j7u5OnTp12L9/v94hPZYkVTYWHx9PtWrVCAsLs66hlCUM+veHb74BZ+3D3wyRZUwPIYQQ9uOTTz7ROwRtDKptHhqsWLGCQYMGMWbMGP744w+qVatG8+bNuX79ehZdpPUUVc0F9+N0oigKa9asoW3btma/JzY2Fm9vb2KAb1o2Y8DPm0FRLDp/2mTKyf+cRW0IIYSwvZCQENatW2dVG6bPi5gYvLy8bBRZ1p1Da1t16tShdu3apvFnBoOBwMBA+vXrx7Bhw6yKJavI7D+dJSQkkJCQYHodExMDwPjmwaxpWJ+ed+5Y3LbhjsH03ClfrOVBCiGEsKnExERiY637vZzy/uy4N2JtrGnbeLgtNzc33Nzc0m178OABhw4dYvjw4aZtTk5OBAcHs3fvXqtjySqSVOls4sSJjBs37pHtUzf/Apt/wXv4WBudydtG7QghhLAFb2/b/F6+c+eOzdp6mKurK35+fgQGBtqkvfz58z/S1pgxYxg7dmy6bTdu3CA5ORlfX9902319fTlz5oxNYskKklTpbPjw4QwaNMj0Ojo6mhIlSnD58mWrf0hq167NgQMHbHJsZvsf3q7ldcrz2NhYAgMDuXLlitW3l/W45oy2ZXSdafdt27bNZtf8uFi1Hmura374taP8X+fGa85oW2bf31lxzeZci7nH2sv3tznHmXPNqqpy584dAgICHnucNdzd3bl48SIPHjywSXuqqqI8NKTl4btUOZkkVTrL6LYnGP+CsfaXUZ48ecxu40nHZrb/4e1aXj+8z8vLK0dec0bbHnedaV/b4pofF6vWY211zQ+/dpT/69x4zRlty+w6s+KaHxer1mPt7fv7cceZe81ZdYcqLXd3d9yzefZ54cKFyZMnD9euXUu3/dq1a/j5+WVrLFrI7D8HFhoaarNjM9v/8HYtr7XEZy49rjmjbY+7Tnu+bltd88Ov7fmaH7dfvr8z3pbZdWbFNWttNzd+fzsiV1dXatasybZt20zbDAYD27Zto27dujpG9ngy+8/G4uLiOH/+PAA1atRg2rRpNGnSBB8fH4oXL/7E92fHbA57I9ecO64Zcud1yzXnjmsG8687t359tFqxYgXdu3fnq6++4tlnn2XGjBmsXLmSM2fOPDLWyl5I95+NHTx4kCZNmphep4yX6t69OwsXLnzi+93c3BgzZoxD9TE/iVxz7pEbr1uuOfcw97pz69dHqw4dOvDvv/8yevRooqKiqF69Ops2bbLbhArkTpUQQgghhE3ImCohhBBCCBuQpEoIIYQQwgYkqRJCCCGEsAFJqoQQQgghbECSKjuxa9cu2rRpQ0BAAIqisHbtWr1DsrknXaOqqowePRp/f388PDwIDg7m3LmctRC0La7x1q1bdOnSBS8vLwoUKECvXr2Ii4vLxqt4vOy6xmPHjvH888/j7u5OYGAgkydPzupLM7Gna/z+++8pX7487u7uVKlShQ0bNuS6a7T0d4PWa1QU5bEPd3d30zUuWrSI2rVrkzdvXvLly4e3tzcuLi5WXWO1atVQFAVnZ+dHrjE0NBRFUShZsmS6r/eZM2fo2bMnAQEBuLq6UqJECfr378/Nmzef+PURWUAVdmHDhg3qiBEj1NWrV6uAumbNGr1DsrknXeOkSZNUb29vde3aterRo0fVkJAQNSgoSL13754+AVvAFtfYokULtVq1auq+ffvU3377TS1durTaqVOnbL6SzGXHNcbExKi+vr5qly5d1BMnTqjLli1TPTw81K+++ipXXeOePXvUPHnyqJMnT1ZPnTqljhw5UnVxcVGPHz+eq67R0t8NWq/xxRdfVAMDA9WLFy+qM2bMUL28vNQmTZqoFStWVH/++Wd18+bNaunSpdXy5curbm5u6pQpU9Q//vhDLVSokFqpUiXVyclJffPNNzO9xtdff12tXbt2ptfo4uKiFi5cWPX09FRbt25tusZ79+6pBQoUUN3d3dWCBQuavt4lSpRQ3dzc1AYNGqg7duxQL126pG7YsEGtVKmSWqZMGfXmzZtmfS8I25Gkyg45alKV1sPXaDAYVD8/P3XKlCmmbdHR0aqbm5u6bNkyHSK0niXXeOrUKRVQDxw4YDpm48aNqqIo6j///JNtsZsrq67xyy+/VAsWLKgmJCSYjhk6dKharly5LL6iR+l5ja+//rraunXrdPHUqVNHffvtt3PNNdrqd4PWa1ywYIHq6en5yDVOmzZNBdSPPvrokWscNGiQ6uLiov7vf//L8BoXLFigNmrUKNNrrFmzpvryyy+rlStXVufOnWuKZcmSJWq5cuVUIN3XqlatWiqgnj9/Pt21RkZGqnnz5lXfeecds78+wjak+0/YhYsXLxIVFUVwcLBpm7e3N3Xq1GHv3r06RmY75lzj3r17KVCgALVq1TIdExwcjJOTE+Hh4dkes1a2usa9e/fSsGFDXF1dTcc0b96cs2fPcvv27Wy6moxl5zXu3bs33XlSjsnqnwl7usas+t1gTrtJSUmPXOOff/4JQNmyZR+5xvfff5/ExEQURbHoGlMWRu7ZsycrVqwwxfLNN99Qo0YNnJ2dKVy4MGDsej106BCKonDs2LF0bfv5+dGlSxdWrFiBKqUos5UkVcIuREVFATxSKdfX19e0L6cz5xqjoqIoWrRouv3Ozs74+PjkiK+Dra4xKioqwzbSnkMv2XmNmR2T1V8De7rGrPrdYE67qqo+co3nz58nT548pjFLaeMPCAjAy8sr3T4t1+jh4QFA165d2b17N/nz5+fChQvs2bOHkiVLpqvAfu7cOVRVxdPTM8OvQ4UKFbh9+zb//vuv1i+NsIIsUyOEEEJkgatXr1K7dm0SExPp0aMHAImJieTPn5/ExEQSExP55JNPaNy4cbr3FSlShNatW3PmzBkAWrduTb58+bI7fGEBuVMl7IKfnx8A165dS7f92rVrpn05nTnX6Ofnx/Xr19PtT0pK4tatWzni62Cra/Tz88uwjbTn0Et2XmNmx2T118CerjGrfjeY066iKI9cY+nSpUlOTqZQoUKPxH/16lViY2NN+6pWrcqRI0fw8/Pj/fffZ/z48dSqVYsjR47Qp08fypYtyzvvvGM6371790zn6dmzJxcuXODvv/+mZ8+e+Pn5kZCQkC4ORVG4c+dOhl+H06dPU7BgQYoUKWLx10hoJ0mVsAtBQUH4+fmxbds207bY2FjCw8OpW7eujpHZjjnXWLduXaKjozl06JDpmF9//RWDwUCdOnWyPWatbHWNdevWZdeuXSQmJpqO2bp1K+XKlaNgwYLZdDUZy85rrFu3brrzpByT1T8T9nSNWfW7wZx2nZ2dH7nGUqVKARAREfHINX722We4uLigKArlypWjSJEilC5dmoYNG3Ls2DGKFi2Kh4cHpUuX5tChQzRu3BgfHx9TLJGRkabz1KtXj4SEBJydnWnevDl169YlKSnJ1LVYqFAhnnnmGVRVpWrVqumuLSoqiiVLltChQwcURbH4ayQsoO84eZHizp076uHDh9XDhw+rgDpt2jT18OHD6qVLl/QOzWaedI2TJk1SCxQooP7444/qsWPH1JdffjnHlVSwxTW2aNFCrVGjhhoeHq7u3r1bLVOmjF2VVMiOa4yOjlZ9fX3VN954Qz1x4oS6fPlyNW/evNlWUsFernHPnj2qs7Oz+tlnn6mnT59Wx4wZY7OSCjnpGi393WDNNS5YsED19vbO8BrLli2rurm5qZ999pl6+PBhtVChQmrlypVNJRUyu8YOHTqotWvXzvQaXVxc1Dp16phiKVGihHrt2jXTMUWLFlV9fHxMsaSUVHj++efVnTt3qpcvX1Y3btyoVq5cWUoq6ESSKjuxfft2FXjk0b17d71Ds5knXaPBYFBHjRql+vr6qm5ubmrTpk3Vs2fP6hu0Rra4xps3b6qdOnVS8+fPr3p5eak9evRQ79y5o8PVZCy7rvHo0aNqgwYNVDc3N7VYsWLqpEmTsusS7eoaV65cqZYtW1Z1dXVVK1WqpP7888+57hot/d1gzTWmJFWZXeP8+fPVmjVrqu7u7qqHh4fq5eWlOjs7P/YafX19VUVRMr3GqlWrqm5ubpleY8uWLdWgoKB0sZw8eVLt3r276uvrq7q4uKiBgYFqv3791Bs3bjzx6yNsT1FVmW8phBBCCGEtGVMlhBBCCGEDklQJIYQQQtiAJFVCCCGEEDYgSZUQQgghhA1IUiWEEEIIYQOSVAkhhBBC2IAkVUIIIYQQNiBJlRA21rhxYwYMGKB3GGa5e/cu7du3x8vLC0VRiI6OzvC4uXPnEhgYiJOTEzNmzMjWGG0lJ/2/CCFyJkmqhMhhduzY8dgESItFixbx22+/8fvvvxMZGYm3t/cjx8TGxtK3b1+GDh3KP//8Q58+faw+r9DX008/nWOTYyHsmbPeAQgh9HPhwgUqVKhA5cqVMz3m8uXLJCYm0rp1a/z9/S0+V2JiIi4uLha/3xyqqpKcnIyzs2P+anP06xMip5M7VUJkgaSkJPr27Yu3tzeFCxdm1KhRpF0RKiEhgQ8++IBixYqRL18+6tSpw44dO0z7L126RJs2bShYsCD58uWjUqVKbNiwgb/++osmTZoAULBgQRRF4c0338w0jh9++IFKlSrh5ubG008/zdSpU037GjduzNSpU9m1axeKotC4ceNH3r9w4UKqVKkCQMmSJVEUhb/++guA2bNnU6pUKVxdXSlXrhyLFy9O915FUZg9ezYhISHky5ePjz/+mFq1avHZZ5+Zjmnbti0uLi7ExcUB8Pfff6MoCufPnwdg8eLF1KpVC09PT/z8/OjcuTPXr183vT/lrt3GjRupWbMmbm5u7N69m/j4eLp160b+/Pnx9/dPd92ZGTt2LNWrV+err74iMDCQvHnz8vrrrxMTE2M6xmAwMH78eJ566inc3NyoXr06mzZtMu1/9dVX6du3r+n1gAEDUBSFM2fOAPDgwQPy5cvHL7/8Ympv4sSJBAUF4eHhQbVq1Vi1atUTr+/o0aM0adIET09PvLy8qFmzJgcPHjS9b/fu3Tz//PN4eHgQGBjIe++9R3x8PGD8f7906RIDBw5EURQURXni10YIYSZdVx4UwgE1atRIzZ8/v9q/f3/1zJkz6nfffafmzZtXnTt3rumYt956S61Xr566a9cu9fz58+qUKVNUNzc3NSIiQlVVVW3durXarFkz9dixY+qFCxfUn376Sd25c6ealJSk/vDDDyqgnj17Vo2MjFSjo6MzjOPgwYOqk5OTOn78ePXs2bPqggULVA8PD3XBggWqqhoXw+3du7dat25dNTIyMsMV7e/evav+8ssvKqDu379fjYyMVJOSktTVq1erLi4ualhYmHr27Fl16tSpap48edRff/3V9F5ALVq0qPrNN9+oFy5cUC9duqQOGjRIbd26taqqxgVkfXx81MKFC6sbN25UVVVVv/vuO7VYsWKmNubPn69u2LBBvXDhgrp37161bt26asuWLU37UxbMrVq1qrplyxb1/Pnz6s2bN9X//e9/avHixdVffvlFPXbsmPrSSy+pnp6eav/+/TP9fxszZoyaL18+9YUXXlAPHz6s7ty5Uy1durTauXNn0zHTpk1Tvby81GXLlqlnzpxRhwwZorq4uJj+32bNmqVWqlTJdHz16tXVwoULq7Nnz1ZVVVV3796turi4qPHx8aqqquqECRPU8uXLq5s2bVIvXLigLliwQHVzc1N37Njx2OurVKmS2rVrV/X06dNqRESEunLlSvXIkSOqqqrq+fPn1Xz58qnTp09XIyIi/t/OvYZE1a1xAH9mhpnJa2lIOuaFtDGlFKPwhs5ADgNRglFpVhRoJWqaldkFUixLkjD6IEEfGoREotIkMYRwRvNWDN4izWuJKVgqpFlK+n8/RPu0s8lT77wnzjnPD+bDWnvttddae4PP7PWMaGhoQHBwMA4ePCjc99WrVyMvLw+jo6MYHR21uCaMsV/DQRVjVqbRaODv74+FhQWhLjs7G/7+/gCA169fQyaT4c2bN6LztmzZgjNnzgAANmzYgNzc3B/2//UP7eTk5E/HkZCQAJ1OJ6rLyspCQECAUM7IyIBGo/lpP62trSAiDA4OCnXh4eE4dOiQqN2uXbuwdetWoUxEOHbsmKhNZWUlli9fjs+fP6OtrQ2urq7IyMhAdnY2gC/B5rdBzPeePXsGIsLU1BSAf61FRUWF0GZqagoKhQJ37twR6sbHx2FjY7NkUCWTyTA8PCzUVVdXQyqVCoGHSqVCfn6+6LzNmzcjJSUFANDR0QGJRIKxsTFMTExAoVDgwoULiIuLA/AliAoPDwcAfPr0Cba2tmhsbBT1l5iYiD179licHwA4ODjAYDD8cB6JiYk4fPiwqK6+vh5SqRQfP34EAHh5eaGoqMjiWjDGfg9v/zH2DwgNDRVtq4SFhVFvby/Nz89TZ2cnzc/Pk1qtJnt7e+FjMpmov7+fiIjS09Pp4sWLFBERQTk5OdTR0fHLY+jq6qKIiAhRXUREhDCOv8NS311dXaK6TZs2icqRkZE0NTVFra2tZDKZSKPRkFarFbY+TSaTaBvSbDbT9u3bydPTkxwcHEij0RDRlzwvS9fp7++nubk5CgkJEeqcnZ3Jz89vyXl5enqSu7u7UA4LC6OFhQV6+fIlvX//nkZGRn467/Xr15OzszOZTCaqr6+n4OBg2rZtG5lMpkXz6+vro5mZGdLpdKLnoKSkRHgOLK3j8ePHKSkpiaKjo6mgoEDUvr29nQwGg6hPvV5PCwsLNDg4uOQaMMZ+H2c7MvYfNj09TTKZjMxmM8lkMtExe3t7IiJKSkoivV5PVVVVVFNTQ5cvX6arV6/S0aNH/8SQf5udnZ2ovGLFCgoKCiKj0UhNTU2k0+koKiqK4uLiqKenh3p7e4XA6cOHD6TX60mv19Pt27fJxcWFhoaGSK/X09zc3E+v86dIJBKKiooio9FISqWStFotBQYG0uzsLD1//pwaGxvp5MmTRERCHllVVZUokCMiUiqVovL388vNzaWEhASqqqqi6upqysnJobKyMoqNjaXp6Wk6cuQIpaenLxqfp6enNafLGPsOv6li7B/Q0tIiKjc3N9PatWtJJpNRcHAwzc/P09jYGPn6+oo+rq6uwjkeHh6UnJxM9+/fpxMnTtDNmzeJiEihUBARLfm2yd/fnxoaGkR1DQ0NpFarFwVzv8pS3wEBAUueq9FoqLa2lurq6kir1ZKzszP5+/tTfn4+ubm5kVqtJiKi7u5uGh8fp4KCAoqMjKR169aJktQt8fHxIblcLroHk5OT1NPTs+S5Q0NDNDIyIpSbm5tJKpWSn58fOTo6kkqlWnLeGo2GjEYjGY1G0mq1JJVKKSoqigoLC2l2dlZ40xUQEEBKpZKGhoYWPQceHh5LjlWtVlNmZibV1NTQjh076NatW0REtHHjRnrx4sWiPn19fYVnR6FQ/O23lYyxH/jT+4+M/a/5mqiemZmJ7u5ulJaWws7ODjdu3BDa7N27F97e3rh37x4GBgbQ0tKCS5cu4eHDhwC+5Do9evQIAwMDMJvNCAkJwe7duwEAw8PDkEgkMBgMGBsbE/KLvmc2m0WJ6gaDQZSo/vU6v5NTVV5eDrlcjuLiYvT09AiJ6rW1tUIbIkJ5efmi/ioqKiCTyeDq6ioah0wmQ3x8vFA3NjYGhUKBrKws9Pf348GDB1Cr1SAitLa2ArCcX5acnAwvLy88fvwYnZ2diImJEX48YMnXRPXo6Gi0tbWhrq4OarVaNKaioiI4OjqirKwM3d3dyM7OFiWqA0BbWxskEgmUSqVwb4qKiiCTyRAaGiq65rlz57By5UoYDAb09fXBbDbj+vXrQr7Uj+Y3MzOD1NRU1NbW4tWrV3jy5Al8fHxw6tQpAEB7eztsbGyQmpqK1tZW9PT0oKKiAqmpqUIfOp0OMTExGB4extu3by2uCWPs13BQxZiVaTQapKSkIDk5GY6OjnBycsLZs2dFietzc3M4f/48vL29IZfL4ebmhtjYWHR0dAAA0tLS4OPjA6VSCRcXF+zfvx/v3r0Tzs/Ly4OrqyskEgkOHDhgcSx3795FQEAA5HI5PD09UVhYKDr+u0EVABQXF2PNmjWQy+VQq9UoKSkRHbcUVI2Pj0MikQjJ28CXII2IRIEnAJSWlsLb2xtKpRJhYWGorKz8t4Kqqakp7Nu3D7a2tli1ahWuXLkCjUazZFAVFBSE4uJiqFQqLFu2DDt37sTExITQZn5+Hrm5uXB3d4dcLkdQUJDwy8Vv2zg5OSEkJGTRGp4+fVrUdmFhAdeuXYOfnx/kcjlcXFyg1+thMpkszm92dhbx8fHw8PCAQqGASqVCWlqakIQOAE+fPoVOp4O9vT3s7OwQGBgoSrBvampCYGAglEol+Ls1Y9YjAb755zmMMfZ/Kjc3lyoqKqitre1PD4Ux9l+Kc6oYY4wxxqyAgyrGGGOMMSvg7T/GGGOMMSvgN1WMMcYYY1bAQRVjjDHGmBVwUMUYY4wxZgUcVDHGGGOMWQEHVYwxxhhjVsBBFWOMMcaYFXBQxRhjjDFmBRxUMcYYY4xZAQdVjDHGGGNW8BcXfHQYk7EiqQAAAABJRU5ErkJggg==",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -372,14 +380,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 601,
+   "execution_count": 265,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Forward and reverse powerset have size difference at most 1 on 6023 automata.\n"
+      "Forward and reverse powerset have size difference at most 1 on 6118 automata.\n"
      ]
     }
    ],
@@ -391,14 +399,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 602,
+   "execution_count": 266,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Forward powerset is smaller on 1429 automata.\n"
+      "Forward powerset is smaller on 1484 automata.\n"
      ]
     }
    ],
@@ -410,14 +418,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 603,
+   "execution_count": 267,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Reverse powerset is smaller on 1839 automata.\n"
+      "Reverse powerset is smaller on 1677 automata.\n"
      ]
     }
    ],
@@ -436,7 +444,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 604,
+   "execution_count": 268,
    "metadata": {},
    "outputs": [
     {
@@ -453,7 +461,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -477,7 +485,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 605,
+   "execution_count": 269,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -487,7 +495,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 606,
+   "execution_count": 270,
    "metadata": {},
    "outputs": [
     {
@@ -519,9 +527,16 @@
     "col_order = [\"forward\", \"reverse\", \"equal\"]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### Heuristic for forward-first vs reverse-first"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 607,
+   "execution_count": 271,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -540,24 +555,52 @@
     "        else row[\"best_forward_first\"]), axis=1)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "##### Heuristic for forward + hopcroft vs reverse + hopcroft"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 272,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# heuristic: summed size of all powerset successors of each state\n",
+    "data[\"best_powerset_with_hopcroft_by_det_succs_size\"] = data.apply(\n",
+    "    lambda row: (row[\"reverse_powerset_hopcroft_min_complement_size\"] \n",
+    "        if row[\"deterministic_succs_size_sum_plus_init_compare\"] == \"forward\" \n",
+    "            or row[\"deterministic_succs_size_sum_plus_init_compare\"] == \"equal\"\n",
+    "        else row[\"forward_powerset_hopcroft_min_complement_size\"]), axis=1)\n",
+    "\n",
+    "# heuristic: number of states in which there is nondeterminism\n",
+    "data[\"best_powerset_with_hopcroft_by_nondet_states_count\"] = data.apply(\n",
+    "    lambda row: (row[\"reverse_powerset_hopcroft_min_complement_size\"] \n",
+    "        if row[\"nondet_states_compare\"] == \"forward\" \n",
+    "            or row[\"nondet_states_compare\"] == \"equal\"\n",
+    "        else row[\"forward_powerset_hopcroft_min_complement_size\"]), axis=1)"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 608,
+   "execution_count": 273,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(9000.0, 9826.95)"
+       "(9000.0, 9880.5)"
       ]
      },
-     "execution_count": 608,
+     "execution_count": 273,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -567,17 +610,27 @@
     }
    ],
    "source": [
+    "# forward-first vs reverse-first\n",
     "heuristic_cols = [\n",
     "    \"best_all_powersets\", \n",
-    "    \"best_fw_or_rev_first_by_nondet_states_count\",\n",
+    "    # \"best_fw_or_rev_first_by_nondet_states_count\",  # we probably do not want to mention this heuristic\n",
     "    'best_fw_or_rev_first_by_det_succs_size',\n",
     "    'best_forward_first', \n",
     "    'best_reverse_first'\n",
     "]\n",
     "\n",
+    "# forward + hopcroft vs reverse + hopcroft\n",
+    "heuristic_cols = [\n",
+    "    \"best_min_powerset\", \n",
+    "    # \"best_powerset_with_hopcroft_by_nondet_states_count\", # we probably do not want to mention this heuristic\n",
+    "    \"best_powerset_with_hopcroft_by_det_succs_size\",\n",
+    "    'forward_powerset_hopcroft_min_complement_size', \n",
+    "    'reverse_powerset_hopcroft_min_complement_size'\n",
+    "]\n",
+    "\n",
     "fig, ax = plt.subplots()\n",
     "ax.set_xlabel(\"number of automata\")\n",
-    "ax.set_ylabel(\"complement size\")\n",
+    "ax.set_ylabel(\"complement size (states)\")\n",
     "\n",
     "for col in heuristic_cols:\n",
     "\n",
@@ -591,6 +644,119 @@
     "ax.set_xlim(left=9000) # change this for zooming in or out of the graph"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "graf, ktery chtel Honza \n",
+    "\n",
+    "popisky hue znamenaji, z jakeho smeru je vic nedeterminismu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 274,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "exp_utils.graph_basic(data, \"forward_powerset_hopcroft_min_complement_size\", 'reverse_powerset_hopcroft_min_complement_size',\n",
+    "                      \"forward powerset + hopcroft min\", \"reverse powerset + hopcroft min\", logscale=True, \n",
+    "                      hue=\"deterministic_succs_size_sum_plus_init_compare\", hue_order=col_order)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "statistika explozi"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 275,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Forward explodes</th>\n",
+       "      <th>Reverse explodes</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heuristic has higher value in direction</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>equal</th>\n",
+       "      <td>28</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>forward</th>\n",
+       "      <td>68</td>\n",
+       "      <td>9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>reverse</th>\n",
+       "      <td>34</td>\n",
+       "      <td>63</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                         Forward explodes  Reverse explodes\n",
+       "Heuristic has higher value in direction                                    \n",
+       "equal                                                  28                 6\n",
+       "forward                                                68                 9\n",
+       "reverse                                                34                63"
+      ]
+     },
+     "execution_count": 275,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "summary = data.groupby(\"deterministic_succs_size_sum_plus_init_compare\")[\"forward_powerset_hopcroft_min_complement_size\"].agg(lambda x: x.isna().sum()).to_frame(name=\"Forward explodes\")\n",
+    "summary[\"Reverse explodes\"] = data.groupby(\"deterministic_succs_size_sum_plus_init_compare\")[\"reverse_powerset_hopcroft_min_complement_size\"].agg(lambda x: x.isna().sum())\n",
+    "summary = summary.rename_axis(\"Heuristic has higher value in direction\")\n",
+    "summary"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -602,7 +768,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 609,
+   "execution_count": 276,
    "metadata": {},
    "outputs": [
     {
@@ -619,7 +785,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -636,7 +802,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 610,
+   "execution_count": 277,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -646,14 +812,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 611,
+   "execution_count": 278,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Gate and port complementation are better than powerset on 259 automata\n"
+      "Gate and port complementation are better than powerset on 286 automata\n"
      ]
     }
    ],
@@ -663,7 +829,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 612,
+   "execution_count": 279,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -676,79 +842,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 613,
+   "execution_count": 280,
    "metadata": {},
    "outputs": [],
    "source": [
     "to_export = data[columns_to_export]\n",
     "to_export.to_csv(\"data/all_interesting_columns.csv\")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 614,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:77: RuntimeWarning: All-NaN slice encountered\n",
-      "  vmin = self._density_vmin(array)\n",
-      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:82: RuntimeWarning: All-NaN slice encountered\n",
-      "  vmax = self._density_vmax(array)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "exp_utils.graph_basic(data, \n",
-    "                      \"forward_port_DFA_min_mata_min_rabit_det_indiv_lastforw_complement_size\", \n",
-    "                      \"forward_port_DFA_min_mata_min_rabit_det_indiv_complement_size\",\n",
-    "                      \"last forward\", \"last reverse\", plot_limit=None, logscale=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 615,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:77: RuntimeWarning: All-NaN slice encountered\n",
-      "  vmin = self._density_vmin(array)\n",
-      "/home/notme/bench_aligater/.venv/lib/python3.12/site-packages/mpl_scatter_density/generic_density_artist.py:82: RuntimeWarning: All-NaN slice encountered\n",
-      "  vmax = self._density_vmax(array)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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vnzZtWtbFZiWy5IpxpMZJCCGEeJarV6FhQ7h4EQoVgm3boEIFraMSGpHEKYuEh4cTHh5Oamqq1qEIIYQw1pkz0KgR3LgBxYrpa5pKljSczmw9u6lTp2ZVhFYjncONI011WSQ0NJTTp09z6NAhrUMRQghhjMOHoU4dfdJUpgzs3ZsuaXqWx0tCZScyHYFxpMZJCCGE+K9du6BFC4iLgypVYPNmKFDA6Nv3799vu9hsRKdaVmukc5Ix+lLjJIQQQqS1caO+43dcnL5D+I4dJiVNoF9xQjgmSZyEEEKIx374Adq0gaQkaNlSX9NkxpxEixYtskFwtqWzwuYMJHESQgghAGbN0s8Inpqq/3ftWvD0NKuoli1bWjk425PpCIwjiZMQQgjnpqrw5ZfQt6/+dd++sHgx5JBuwOJp8r9CCCGE89Lp4JNPICxM/3rMGP2mWFZ78tZbb1keWxaT6QiMI4mTEEII55SSol+cd/Fi/euwMOjf3ypFlytXzirlZCVZcsU40lQnhBDC+SQmwnvv6ZMmV1f9v1ZKmgAmTZpktbKEfZEaJyGEEM7lwQNo3Rp++w3c3WHVKv1rJydNdcaRxEkIIYTzuHsXmjeHgwchd2746Sd44w2rP2b8+PFWL9PWpKnOONJUJ4QQwjncvAn16umTpnz59BNb2iBpAti2bZtNyhXak8RJCCGE47t0CWrVglOnIDAQ9uyBatVs9rjdu3fbrGxb0aEYmuvM2Zylxkma6oQQQji2EyegSROIjITixWH7dggOtukjc+fObdPybcHSSSydZQJMSZyEEEI4rv379X2aoqPhlVdg61YICLD5Y5cvX27zZ1ibpcumyJIrQgghRDY21L8VD2vV1SdNNWrA7t1ZkjQBvPfee1nyHJH1pMZJCCGE41m7lvFRm3BDxyHPIKpu3w65cmXZ45OSkrLsWdYi0xEYR2qchBBCOJaFC+H993FDx+6cxRnl91aWJk0AjRo1ytLnWcPj6Qgs2ZyBJE5CCCEcx9Sp0L27fg267t2pF3uOLf/MzvIwatWqleXPFFlDEichhBDZn6rCZ5/B4MH614MHw/z5+uVUNDB27FhNnmsJS6YisLSZLzuRPk5CCCGyN50O+vSBOXP0rydMgOHDQXGOX+TWItMRGEcSJyGEENlXcjJ07gwrVugTpdmz4aOPtI6KUaNGaR2CsBFpqhNCCJE9JSTA22/rk6YcOWD5crtImgAOHjyodQgmUy3sGK46SY2TJE5CCCGyn5gYaNoUfvkFPD31i/W2a6d1VAZbt27VOgSTSR8n40hTnRBCiOzl1i190nTsGPj4wKZNUKeO1lGlkyOH/Hp1VPLJCiGEyD6uXYNGjeD8eShYUL+ESqVKWkf1lHXr1mkdgsksnYtJ5nHKZvbs2UOLFi0IDAxEURQ2bNiQ7ryqqowePZqAgAC8vLxo2LAhFy5cSHfNvXv3CAkJwcfHhzx58tC9e3fi4uLSXXPixAnq1KmDp6cnQUFBTJkyxdZvTQghBMC5c1C7tj5pCgqCvXvtMmkC6Nixo9YhmEya6ozjMIlTfHw8FSpUIDw8PMPzU6ZMYebMmcydO5cDBw6QK1cumjRpQmJiouGakJAQTp06xfbt29m0aRN79uyhZ8+ehvOxsbE0btyYYsWKceTIEb766ivGjh3Lt99+a/P3J4QQTu3oUaLLVoTr17mWIw/s2welSmkdVaZiY2O1DsFkqVbYnIHDNNU1a9aMZs2aZXhOVVXCwsIYOXIkrVq1AuD777/Hz8+PDRs20K5dO86cOcOWLVs4dOgQVapUAeCbb76hefPmfP311wQGBrJs2TIePXrEwoULcXd35+WXX+b48eNMmzYtXYIlhBDCivbsgRYtyKNL5Lx7QYb7tWRdUJDWUT1THTvrcyWsx2FqnJ7lypUrREZG0rBhQ8MxX19fqlevzv79+wHYv38/efLkMSRNAA0bNsTFxYUDBw4Yrqlbty7u7u6Ga5o0acK5c+e4f/9+hs9OSkoiNjY23SaEEMJIv/wCTZpAbCx/eQTyif/bxLh6aR3Vc7355ptah2AyWavOOE6ROEVGRgLg5+eX7rifn5/hXGRkJIUKFUp3PkeOHOTLly/dNRmVkfYZ/zVx4kR8fX0NW5Cd/5UkhBB2Y8UKaN0aEhPhzTcZ7teSBBf3595mD4YPH651CCaTPk7GcZimOns1YsQIBg0aZHgdGxsryZMQQjzPnDkQGqpfg65DB1i8mM1ublpH9UylwiYb9l/SMA5hW05R4+Tv7w9AVFRUuuNRUVGGc/7+/ty6dSvd+ZSUFO7du5fumozKSPuM//Lw8MDHxyfdJoQQIhOqCuPHQ+/e+v3evWHpUrDzpOm/hg4dqnUIJtPxZL06czad1m8gizhF4hQcHIy/vz87duwwHIuNjeXAgQPUqFEDgBo1ahAdHc2RI0cM1/z222/odDqqV69uuGbPnj0kJycbrtm+fTulS5cmb968WfRuhBDCQakqDBkCI0fqX48cCbNmgUv2+1V17tw5rUMwmU5VLN6cgcM01cXFxXHx4kXD6ytXrnD8+HHy5ctH0aJFGTBgAOPGjaNkyZIEBwczatQoAgMDad26NQBlypShadOm9OjRg7lz55KcnEyfPn1o164dgYGBAHTo0IHPP/+c7t27M2zYME6ePMmMGTOYPn26Fm9ZCCEcR2oq9OwJCxfqX0+dCmm6OWQH5wcMM+y3bNmS7t27axiNsBWHSZwOHz7M66+/bnj9uF9R586dWbx4MUOHDiU+Pp6ePXsSHR1N7dq12bJlC56enoZ7li1bRp8+fWjQoAEuLi688847zJw503De19eXbdu2ERoaSuXKlSlQoACjR482aiqC8PBwwsPDSU11lpkuhBDCSElJEBICa9fqa5fmz4du3bSOyuk8bnKz5H5noKiqqmodhDOJjY3F19eXmJgY6e8khBBxcdCmDWzfDu7u+pF0bdpoHZXFUlNTcXV1tbicrPid8fgZY/c3wTO3+X3JEuOSGVtjq8P/fst+DcdCCCEcw717+nXntm+HXLn0i/U6QNIE0KtXL61DEDbiME11QgghspGICGjcGE6ehLx54f/+D157TeuorOa/o7SzA2mqM44kTkIIIbLW5cv6mqbLl8HfH7Ztg1de0Toqq6pWrZrWIZjM0vXmnKUHryROWUQ6hwshnJ0uoiScS0JpdxMlKhWCg+HXX+HFF7UOzerat2+vdQgms3RKAWeZjkD6OGWR0NBQTp8+zaFDh7QORQghtHE0EaXNDZSoVNSX3GHvXodMmgAGDhyodQh2LzU1lVGjRhEcHIyXlxfFixfnyy+/xN7HrEmNkxBCCNvbsQPl/RsoCSrqqx6oSwNR/jdHnrAPOgv7OJm6yO/kyZOZM2cOS5Ys4eWXX+bw4cN07doVX19f+vXrZ3YctiaJkxBCCJtpuSOU1/ZeZsj4bbglqxzJW4KR3p1I7OfBzl+1js52+vfvr3UIJsvqpro//viDVq1a8eabbwLwwgsvsGLFCg4ePGh2DFlBmuqEEELYzBtbzzLsi624JevYU/BlRlTsQmIOD63DsrmIiAitQ9BMbGxsui0pKSnD62rWrMmOHTs4f/48AH/99Rd79+6lWbNmWRmuySRxEkIIYRthYQz46jdcdSq/NnmJz8t1INnFORo6Vq9erXUIJrNkgd+0UxkEBQXh6+tr2CZOnJjh84YPH067du146aWXcHNzo1KlSgwYMICQkJCsfNsmc47/wXZARtUJIZxFgxf60CX6IJ1i9INhlr9UhxkF3uTAD8Oec6fQkrWa6q5fv55u5nAPj4xrGFevXs2yZctYvnw5L7/8MsePH2fAgAEEBgbSuXNns+OwNVlyJYvJkitCCIem07EuTyXaPDgBwJwKTVhU7g1QFA4uHaJxcFknISGBnDlzWlxOVi650n9vCzwsWHIlKS6ZGbV/NjrWoKAghg8fTmhoqOHYuHHj+OGHHzh79qzZcdiaNNUJIYSwjuRk6NzZkDTNzFeXRa80AMU55vdJa8iQ7Jckqqpi8WaKhIQEXFzSpyGurq7odDprvi2rk6Y6IYQQlnv4ENq2hZ9/BldXWLKEfiEh2O+gctu6fv261iGYTIdi8pQC/73fFC1atGD8+PEULVqUl19+mWPHjjFt2jS6detmdgxZQRInIYQQlomNhZYtYfdu8PSE1auhRQuto9JUhQoVtA7B7n3zzTeMGjWK3r17c+vWLQIDA+nVqxejR4/WOrRnksRJCCGE+W7fhmbN4MgR8PbW1zjVq6d1VJrr1auX1iGYLKvncfL29iYsLIywsDCzn6kF6eMkhBDCPP/+C3Xr6pOmAgVg505Jmv6nd+/eWodgsseJkyWbM5Aapywi0xEIIRxBg+C+ABROjuZ71z1w7RoUKQLbt8NLL2kcnbCEOR28/3u/M5Aapywii/wKIRxF8aTbzIhYq0+aSpbUL9YrSVM62bGpThhHapyEEEIYrVziTcZHbSK3+ggqVoStW6FQIa3DsjsJCQlah2Ay1cLmNqlxEkIIIdLavJmvon8it/qIK5Xy6/s0SdKUoaVLl2odgsmkj5NxJHESQgjxfKtWQcuWuCemcq62H4vm1IQ8ebSOSogsJ011Qgghnu3bb+Gjj0BV+atJYX4cX4VUN/m7+1kWL16sdQgmU1FQLZgA05J7sxNJnIQQQjzl8ei5djFH6HF/PwAbvcvR8pfjVHB11TK0bGHcuHFMmzZN6zBMktXzOGVX8ieDEEKIp6kqPe79YUialvtWZka+evrlVMRzXbx4UesQhI1IjVMWkXmchBDZRmoqA+/u5K240wDMy1uT1b6vahxU9lK6dGmtQzCZDstqjex7aV7rUVRVVbUOwpnExsbi6+tLTEwMPj4+WocjhBAGrzecTA5dCp+dWkX9W3+Douj7N334odahZTt37tyhQIECFpeTFb8zHj/jg1/b4p7L3exyHsU/4vuGqxz+95s01QkhhADAM/UR4//6Xp80ubnpR9JJ0mSWbt26aR2CsBFpqhNCCAH37/PVsQWUi7nKQxc3vH7+GZo00ToqkYWkc7hxJHESQghnFxUFjRtTLuYq5MmD1y+/0CBkBbAJgB1XvtE2vmyoS5cuWodgMkdInE6cOGH0teXLlzfrGZI4CSGEM/vnH2jUCC5eBD8/2LYNypcHVmgdWbbm5uamdQgm06Ggs2AuJkvutZaKFSuiKAqZdd9+fE5RFLMHa0niJIQQzur0aWjcGG7cgBdegO3boUQJraNyCPPnz6dFixZah+F0rly5YvNnSOIkhBBO5OUR0wEoF3GNuavnk/dhPJQpo0+aChc2XCfNc85HVRWLFuq1h0V+ixUrZvNnyKg6IYRwMtWuXmDhijn6pKlqVdizJ13SJCw3d+5crUMwmWrhAr/2kDj919KlS6lVqxaBgYFcvXoVgLCwMH766Sezy5TESQghnMjr508yd/V8cj1K4kDRErBjB1hhviGR3qxZs7QOwenNmTOHQYMG0bx5c6Kjow19mvLkyUNYWJjZ5UriJIQQzmLpUmasW4RHagr7vIIZQ0Pw9tY6qmyhQXBfw2aMkydP2jgi67OktsnSEXm28M033zB//nw+++wzXNMsFVSlShX+/vtvs8uVxCmLhIeHU7ZsWapWrap1KEIIZ/TNN/DBB7iisi1XacYWakayi3RztZWs6GtjbY/7OFmy2ZMrV65QqVKlp457eHgQHx9vdrmSOGWR0NBQTp8+zaFDh7QORQjhTFQVvvgC+vUDYJ13eaYUaIhOkR//tjRhwgStQ3B6wcHBHD9+/KnjW7ZsoUyZMmaXK39uCCGEA2oQ3BdFVfn43l7eefCX/uDYsbQZPZo2in3VDGQHxowyTNuMl+uVq2zcuNGWIVmdI8zjlNagQYMIDQ0lMTERVVU5ePAgK1asYOLEiXz33XdmlyuJkxBCOCAXVcfgO7/RJP6s/kBYGPTvr2lMwr45wszhaX344Yd4eXkxcuRIEhIS6NChA4GBgcyYMYN27dqZXa4kTkII4WgSExl7azO1Hl4hFQXXJYvhgw+0jsqptG/fXusQBBASEkJISAgJCQnExcVRqFAhi8uURm4hhHAkDx7Am29S6+EVHuHK2ELNJGnSQP78+bUOwWSONqpu7Nix6HQ6AHLmzGlImmJiYixKbCVxEkIIB/F20Q85W6AE/PYbCYobI/xa8EfOF7UOyyllx3mcHG1U3YIFC6hduzaXL182HNu1axevvPIKly5dMrtcSZyEEMIR3LjB9Mj1vPToFjEungz2b81xryJaRyWyEUercTpx4gRFihShYsWKzJ8/nyFDhtC4cWM6derEH3/8YXa50sdJCCGyu4sXoVEjXki+x23XXAzza8VV93xaR+XUZs6cqXUITi9v3rysXr2aTz/9lF69epEjRw42b95MgwYNLCpXEichhMjGehRuz+TIjeTTJXAjhy9D/FoR5eYji/RqIO3X/IsvvmD06NEaRmM6RxtVB/rZw2fMmEH79u05cuQI/fr1Y/ny5VSoUMHsMqWpTgghsqs//mBa5Hry6RK45Jaf/v5tiHLz0ToqARw+fFjrEEymoli82ZOmTZvy+eefs2TJEpYtW8axY8eoW7cur732GlOmTDG7XEmchBAiO9q2DRo1wluXxEkPfwb5v839HLm0jkr8T0BAgNYhOL3U1FROnDjBu+++C4CXlxdz5sxhzZo1TJ8+3exypakui4SHhxMeHm5YnVkIIcw1aUxTPpmwHbcUHTRpQrm1a/kplyRN9iQ7jqpztKa67du3Z3j8zTfflEV+swNZq04IYRULFjBk3DbcUnTsrVscNm4ESZrszjvvvKN1CCZTLRxRZ2/TETxLgQIFzL5XapyEECK7+PprGDIEV2Br87LM6V+X2u7uWkclhN3Ily8f58+fp0CBAuTNmxflGesy3rt3z6xnSOIkhBD2TlVZ9EoDup7aCcCKYvX4NrEpTFGgscaxiQy9/fbbWodgMlXFolojVbViMGaaPn063t7eAISFhdnkGZI4CSGEPUtNhT59DEnTrIrNWJu/nsZBiecpXry41iGYzBH6OHXu3DnDfWuSxEkIIexVcrJ+nbmVK9GhMLna26wv9Rq5InRaRyae4+uvv6Zu3bpah+H0UlNTWb9+PWfOnAGgbNmytGrVihw5zE9/JHESQgg7UipsMgCejx4xc/Ey6p85R7KLC27LlzOibVtGaByfyFyD4L6G/VyvaBiImRyhximtU6dO0bJlSyIjIyldujQAkydPpmDBgvz888+UK1fOrHJlVJ0QQtiZ3A8TWTBvIfXPnOOhmxsff9gZ2rbVOixhAksmWNSKDsXizZ58+OGHvPzyy/z7778cPXqUo0ePcv36dcqXL0/Pnj3NLldqnIQQwo7kexDHwnkLKHsjglhPT3r16MKRF1/QOixhop9++omXXnpJ6zBMomLZlAL2NnP48ePHOXz4MHnz5jUcy5s3L+PHj6dq1apmlyuJkxBCaKzljlAACkQ9YEXYFoLv3eZuztzk3/c7KypW1DY4YbS0a9W1bNlSw0gEQKlSpYiKiuLll19Od/zWrVuUKFHC7HKlqU4IIexA4Wv3mTxgHcH3bnPTJy+dOvYBSZqyrbS1HNmFJZNfWto/yhYmTpxIv379WLNmDf/++y///vsva9asYcCAAUyePJnY2FjDZgqpcRJCCI0VP3+LsSM24RuTyKX8hejZtheRPtnvF694YsmSJVqHYDJH6xz+1ltvAfD+++8bJsJU/zfZVIsWLQyvFUUxaTk0SZyEEMJCrzecbNjf+esw027es4dxoT+RS03mnHtBSp85yY6CBa0cochqrVu3ZsOGDVqH4dR27txpk3IlcRJCCK388gu8+y651GSOewQyyu8tfpakySHodNlvri3VwvXm7G2tunr1bDNRrCROQgihheXLoXNnSEnhD68X+LJgUx65yI9kR9G8eXOtQzCZpVMK2Nt0BLYincOFECKrzZ4NHTtCSgp07MjYQs0kaXIwlSpV0joEYSPynSqEEBYypl9TqbDJoKp8vP03Bm7eDsDqUjWZqpbjwD8m9osSdm/8+PFs3LhR6zBM4midw21FEichhMgKqsrwjb/QbddeAL57pQHflm8MinP8shH2T7UwcbKnPk6qqnL9+nUKFSqEp6enVcuWpjohhLC1lBQmrFxjSJqmV36Lbys0kaTJgX3xxRdah+DUVFWlRIkSXL9+3eplS41TFgkPDyc8PNykuSKEENlP2oVet/+xBZJUlNBI3j0YTyoKX5d5h2GHf2SghjEK29u1axcVs9kEpo40qs7FxYWSJUty9+5dSpYsad2yrVqayFRoaCinT5/m0KFDWocihMgq8TqUD26i/F88jxRXxr4SwpbAKlpHJbLAb7/9pnUIJnO0mcMnTZrEkCFDOHnypFXLlRonIYSwAe/URJS2N1COJqHmVBhRuitH85m/PpbIXry8vLQOwWQ6VUFxoM7hH3zwAQkJCVSoUAF3d/enPpN79+6ZVa4kTkIIYUWR7V6kQFwsU1bNRTmaBHnzomzezNTq1bUOTdhY+hnkV2kYiQAICwuzSbmSOAkhhBUVib7L/JVzKRp9FwICYNs2KFdO67BEFmvbti2rVmWv5ElFQbVgEktL7rWFzp0726Rc6eMkhBDWcvIkS3/4hqLRd7mWJz/s3StJk5N6+PCh1iGYzNH6OAFcunSJkSNH0r59e27dugXA5s2bOXXqlNllSuIkhBAW0kWURPdLEGqdChSKi4Vy5Sh6+m948UXDNQ2C+xo24Zh2/jrMsL3xxhtah+P0du/ezSuvvMKBAwdYt24dcXFxAPz111+MGTPG7HIlcRJCCEvtSUB5/wZKtA5eew1279Y30wmnVb9+fa1DMJmj1TgNHz6ccePGsX37dtzd3Q3H33jjDf7880+zy5XESQghLLFunX7KgQQVta4XbN8O+fJpHZXQ2OjRo7UOwWSP53GyZLMnf//9N2+//fZTxwsVKsSdO3fMLlc6hwshhJH+28zW5MFpPrm7E1eANm1Qli8HD48Mr99x5ZssilIIAZAnTx4iIiIIDg5Od/zYsWMULlzY7HKlxkkIIczwTsxxht79DVdU6NoVVq1KlzQJ5/bZZ59pHYLJdKqlzXVav4P02rVrx7Bhw4iMjERRFHQ6Hfv27WPw4MF88MEHZpcriZMQQphCVely/09639evO/ejT0VYsABySAW+eOLYsWNah2AyR+vjNGHCBF566SWCgoKIi4ujbNmy1K1bl5o1azJy5Eizy5XvdCGEeIa0kxru2LsZZdQdlEUxACzI8xrLfSvzXprFeqV5znlV6/SVYd8/5nc++ugjDaMxnYqCLovncbpx4wbDhg1j8+bNJCQkUKJECRYtWkSVKpYvTeTu7s78+fMZNWoUJ0+eJC4ujkqVKlm8dp0kTkIIYQRXXSpKvyiUdXGoCszMW4+NPq9oHZawUy4u0qDzPPfv36dWrVq8/vrrbN68mYIFC3LhwgXy5s1r1ecULVqUoKAgABTF8loxsz7ZpUuXUqtWLQIDA7l69Sqgn9r8p59+sjggIYSwN+6pyXzx91J90pQD1G/8JGkSz7RhwwatQzBZVo+qmzx5MkFBQSxatIhq1aoRHBxM48aNKV68uNXe04IFCyhXrhyenp54enpSrlw5vvvuO4vKNDlxmjNnDoMGDaJ58+ZER0eTmpoK6Huv22pdGCGE0Eq9L/YyJ24GNe+cBU9PlA2bcAmNZMeVbwxbWpkdF44vurLOsNlquQ9bslYfp9jY2HRbUlJShs/buHEjVapU4b333qNQoUJUqlSJ+fPnW+39jB49mv79+9OiRQt+/PFHfvzxR1q0aMHAgQMtmi7C5MTpm2++Yf78+Xz22We4uroajlepUoW///7b7ECEEMLu3L5Njw/38uLhOyTmygFbt8Kbb2odlcgG7t+/r3UImgkKCsLX19ewTZw4McPrLl++zJw5cyhZsiRbt27l448/pl+/fixZssQqccyZM4f58+czceJEWrZsScuWLZk4cSLffvsts2fPNrtck/s4XblyhUqVKj113MPDg/j4eLMDEUIIu3L9OjRuTOGz0cTldWfRnFr0rVtX66hENlGrVi2tQzCd+r/NkvuB69ev4+PjYzjskck0HTqdjipVqjBhwgQAKlWqxMmTJ5k7d65VauySk5Mz7GReuXJlUlJSzC7X5Bqn4OBgjh8//tTxLVu2UKZMGbMDEUIIu3H+PNSuDWfPEu3vxbeL6nKzTB6toxLZSKtWrbQOwXSqFTbAx8cn3ZZZ4hQQEEDZsmXTHStTpgzXrl2zytvp1KkTc+bMeer4t99+S0hIiNnlmlzjNGjQIEJDQ0lMTERVVQ4ePMiKFSuYOHGixR2uhBBCK4+nESiedJt5yWtQ7qSivuhGnp1nGVS0qMbRiexm6NChbNy4Uesw7FqtWrU4d+5cumPnz5+nWLFiVnvGggUL2LZtG6+99hoABw4c4Nq1a3zwwQcMGjTIcN20adOMLtPkxOnDDz/Ey8uLkSNHkpCQQIcOHQgMDGTGjBm0a9fO1OKEEMJulEu8yfioTShqKmo5D9TlASiSNAknoagKigWTWJp678CBA6lZsyYTJkzg/fff5+DBg3z77bd8++23ZseQ1smTJ3n11VcBuHTpEgAFChSgQIECnDx58kncJk5RYNY8TiEhIYSEhJCQkEBcXByFChUypxghhLAb1RL+YcztLXiqKajVPVGXBICP6/NvFCIDgwcP1joE82ThsilVq1Zl/fr1jBgxgi+++ILg4GDCwsIsakZLa+fOnVYp579MTpwePnyIqqrkzJmTnDlzcvv2bcLCwihbtiyNGze2RYxCCGFbK1cy4d4mFBXUBjmpUnE0iYvdATiV8YAgIZ5yfsAww/6iRYuoK4MJnuutt97irbfe0joMk5jcObxVq1Z8//33AERHR1OtWjWmTp1Kq1atMuyEJYQQdm3ePOjQASUF1Fa5URcEkOjmrnVUIptbv3691iGYzkqdwx2dyYnT0aNHqVOnDgBr1qzB39+fq1ev8v333zNz5kyrByiEEDYzaRJ89BGoKuoHPqiz/MDdvhYqFSLLSOJkFJOb6hISEvD29gZg27ZttGnTBhcXF1577TXD8itCCGGPDIuwqioHfCeizI7Wv+yXl4Y/dYA6+qTp1JWBVnmeLPjrXF4eMd2wf3ztWg0jEbZkco1TiRIl2LBhA9evX2fr1q2Gfk23bt1KN+GVEELYIxedjk8PrDUkTbpR+VGH5wcrLP4pxGN9+vTROgRhIyYnTqNHj2bw4MG88MILVK9enRo1agD62qeMZhS3J3v27KFFixYEBgaiKMpTizCqqsro0aMJCAjAy8uLhg0bcuHChXTX3Lt3j5CQEHx8fMiTJw/du3cnLi4uC9+FEMJcbqkpjNu7nNYXD6K6gO7rQvCxdVdiFwIgIiJC6xBMpyqWb3ZkyZIl/PLLL4bXQ4cOJU+ePNSsWdOiFjKTm+reffddateuTUREBBUqVDAcb9CgAW+//bbZgWSF+Ph4KlSoQLdu3WjTps1T56dMmcLMmTNZsmQJwcHBjBo1iiZNmnD69Gk8PT0B/VQMERERbN++neTkZLp27UrPnj1Zvnx5Vr8dIYQRdBEl9TsJOvbejEC59hDVDfqEtmNz4XKwW3/68pXPrP7stM1zrzecbNh3ufRvpteJ7Mt/5WXDfpWuTy/1Ye8UVb9Zcr89mTBhgmHQ2v79+wkPD2f69Ols2rSJgQMHsm7dOrPKNSlxSk5OxsvLi+PHjz9Vu1StWjWzAshKzZo1o1mzZhmeU1WVsLAwRo4caZgq//vvv8fPz48NGzbQrl07zpw5w5YtWzh06JBh/ZtvvvmG5s2b8/XXXxMYGJhl70UIYYLoVJROEShHElG9FNQFAWxWymkdlXBgH3zwgdYhOL3r169TokQJADZs2MA777xDz549qVWrFvXr1ze7XJOa6tzc3ChatCipqalmP9BeXblyhcjISBo2bGg45uvrS/Xq1dm/fz+gz1jz5MmTbtHAhg0b4uLiwoEDBzIsNykpidjY2HSbECIL3UpBefeGPmnydUFdFQj1c2odlXBw/fr10zoE0znYqLrcuXNz9+5dQN+dqFGjRgB4enry8OFDs8s1uanus88+49NPP2Xp0qXky5fP7Afbm8jISAD8/PzSHffz8zOci4yMfGqW9Bw5cpAvXz7DNf81ceJEPv/8cxtELET2lLbJauevw55xpfnlXv1Qv/J54dv32TP9BsqVZNSCrii/HkUpXx4Ar7+mpy/AxitGWfO9CvukK14kzatsOMrc0uTHzhKnRo0a8eGHH1KpUiXOnz9P8+bNATh16hQvvPCC2eWanDjNmjWLixcvEhgYSLFixciVK1e680ePHjU7GEc0YsSIdAsJxsbGEhQUpGFEQjiHEv/e4vsJi1DuJ6MG5UBdGWhImoSwNRlVp73w8HBGjhzJ9evXWbt2Lfnz5wfgyJEjtG/f3uxyTU6cWrdubfbD7Jm/vz8AUVFRBAQEGI5HRUVRsWJFwzW3bt1Kd19KSgr37t0z3P9fHh4eeHh42CZoIUSGyl/6l0WTlpA37iFqKXfUFYEQYNbSnEKY5XETUbbiYDVOsbGxzJw5ExeX9L2Sxo4dy/Xr180u1+SfJGPGjDH7YfYsODgYf39/duzYYUiUYmNjOXDgAB9//DEANWrUIDo6miNHjlC5cmUAfvvtN3Q6HdWrV9cqdCGyFWs2WRkmtAT+XPqdfmdfAkqXCJR4FbWSB5U//oTo8znhPFxO0xx3aqJ1JrkU4rG0/7dbtmxpUa2GJiydUsDOpiMIDg4mIiLiqS429+7dIzg42Oz+2mb9CRYdHc2aNWu4dOkSQ4YMIV++fBw9ehQ/Pz8KFy5sViBZIS4ujosXLxpeX7lyhePHj5MvXz6KFi3KgAEDGDduHCVLljRMRxAYGGioZStTpgxNmzalR48ezJ07l+TkZPr06UO7du1kRJ0Q9mBLHMrHUShJKmptL9SFAUQfkY7gQjgjVc24CiwuLs4wxZA5TE6cTpw4QcOGDfH19eWff/6hR48e5MuXj3Xr1nHt2jXDAsD26PDhw7z++uuG14/7HnXu3JnFixczdOhQ4uPj6dmzJ9HR0dSuXZstW7ak+wIvW7aMPn360KBBA1xcXHjnnXeMWqMvPDyc8PBwhxyRKIRd+DEWZdAtlFRQm+ZCne0HnibP8SuEVSxbtkzrEEznIE11j3+3K4rC6NGjyZnzyR9PqampHDhwwNCyZA5FzSwly0TDhg159dVXmTJlCt7e3vz111+8+OKL/PHHH3To0IF//vnH7GCcQWxsLL6+vsTExMgSNUJYyDC55XfRuIy+A8CGclUJf1AVnaJPmmRySZFV0q5NWPYt/Tx/lsqK3xmPn/Fi2BhcvMyvidE9TOTygM81//32uIJk9+7d1KhRA3d3d8M5d3d3XnjhBQYPHkzJkiXNKt/kGqdDhw4xb968p44XLlw40yH5QghhE6oK0+7jMvUeAEur1GFyg1b4rfpH27iE08uWi947SI3Tzp07AejatSszZsywehJncuLk4eGR4SSO58+fp2DBglYJSgghnkunQxl9B2VBDADf1GnK3JqNZLFeYRfKlZOZ6bW2aNEim5RrcuLUsmVLvvjiC1avXg3o2xCvXbvGsGHDeOedd6weoBBCpKWLKAkpKsont1B+fKA/9mUBNiwogf+qK0DmzXNpJ8n8L5mgUlhTtpzHyUFqnB6Lj49n0qRJ7Nixg1u3bqHT6dKdv3z5ciZ3PpvJidPUqVN59913KVSoEA8fPqRevXpERkZSo0YNxo8fb1YQzkA6hwthJYk6lI+iULbFo7qCOr0QvOsDC7QOTIgnPvroIzZu3Kh1GKZxsOkIPvzwQ3bv3k2nTp0ICAhAsVJttMmJk6+vL9u3b2fv3r2cOHGCuLg4Xn311XRrvImnhYaGEhoaauiEJ4Qww4MH+sV69z1E9VBQ5/pDk1zPv08I4XQ2b97ML7/8Qq1ataxarsmJ0/Xr1wkKCqJ27drUrl3bqsEIIUSm7t6FZs1QDj1EzaWgLg6AWjJHk7BPPXr00DoE0zlYU13evHltsqauyYnTCy+8QO3atenYsSPvvvsuefPmtXpQQojsz9LFfNPev2PKXJT2N1HOP+Je7px0Hd6Zv1MKU2Dok2HG3lwz7KcdFp62v5Ol/ZgyK1cISP9/Yt26dRpGYj77amyzzJdffsno0aNZsmRJurmcLGXy7HCHDx+mWrVqfPHFFwQEBNC6dWvWrFlDUlKS1YISQojHAhPuoLT6F+X8I9QAV9qO/ZC/i9vvCgVCACxevFjrEJze1KlT2bp1K35+frzyyiu8+uqr6TZzmVzjVKlSJSpVqsSUKVPYtWsXy5cvp2fPnuh0Otq0acPChQvNDkYIIdIq/uAmU44vRHmUghrshroqkEuXCj3/RiGE6Rysqe7xcmnWZvLM4Rk5evQo3bt358SJEzJqLBNpR9WdP39e85lVhbB3uo1FUD6IQInRcbqYP12Gd+FOntyUK3jTcM3GBuEZ3itNakJrd+7coUCBAhaXk6Uzh08Zi6sFM4enPkzk8tCxDv/7zeyFnP7991+mTJlCxYoVqVatGrlz5yY8POMfYkI/qu706dMcOnRI61CEsH9bt6K0vYkSo0Ot4kn7Ud25kye31lEJYbTJkzOfM0xkbyY31c2bN4/ly5ezb98+XnrpJUJCQvjpp58oVqyYLeITQjibH3+EkBCUZBX19Zyo8/15cMhL66iEMMm5c+e0DsF0DjCPU758+Th//jwFChQgb968z5y76d69e2Y9w+TEady4cbRv356ZM2dSoUIFsx4qhHBMloyk00WUhGUxKMNuo+hgZ84STLrciJSGrni1ezIiJn5lmoryKxmXJc1zQgtp//9XKl9Cw0gsYGf9lEw1ffp0vL29AQgLC7PJM0xOnK5du2a12TeFEMJg9n1cxt0FQO3ow4TfG6NTzO5NIISmRo4cqXUIpnOAzuGdO3fOcN+aTP6ppCgKv//+Ox07dqRGjRrcuHEDgKVLl7J3716rByiEcHCqCiNGPEmaQvOgTi4oSZPI1rp06aJ1CAJITU1l7dq1jBs3jnHjxrF+/XqLB7GZXOO0du1aOnXqREhICMeOHTPM3xQTE8OECRP4v//7P4sCEkLYP2MmmMzsGl1EyScFpaoon95GWRoLwFdvNWV+ifqwGgoXf3KZ/8oni3GmLcvSSTaFsKa0/wdbtmypYSTmUVT9Zsn99uTixYs0b96cGzduULp0aQAmTpxIUFAQv/zyC8WLF39OCRkz+U+6cePGMXfuXObPn4+bm5vheK1atTh69KhZQTiD8PBwypYtS9WqVbUORQj78EhFCY1CWRqLqsCo995mfoP6WkclhFV06tRJ6xBMp1phsyP9+vWjePHiXL9+naNHj3L06FGuXbtGcHAw/fr1M7tck2uczp07R926dZ867uvrS3R0tNmBODpZ5FeINBJ0KD0jUX5LQHUDdaYfqxKrax2VEFZjzSU+hHl2797Nn3/+mW69uvz58zNp0iSLFv41OXHy9/fn4sWLvPDCC+mO7927lxdffNHsQIQQ2YdFo9ZiUlE6R6AcTCTRxY3RL3fk0JrSBF3616jnpW0C3Gnno+dkIk7nkvbzzvXKVd58800NozGDA3QOT8vDw4MHDx48dTwuLg53d/cM7jCOyU11PXr0oH///hw4cABFUbh58ybLli1j8ODBfPzxx2YHIoRwAlFRKO/eQDmYiOrjwpBK3TmUv7TWUQkh4Mk8TpZsduStt96iZ8+eHDhwAFVVUVWVP//8k48++siiPmgm1zgNHz4cnU5HgwYNSEhIoG7dunh4eDB48GD69u37/AKEEM7p6lVo1AjlwiPUAq6oKwI5OekFraMSwiZmz56tdQhOb+bMmXTu3JkaNWoY+mSnpKTQsmVLZsyYYXa5JiVOqamp7Nu3j9DQUIYMGcLFixeJi4ujbNmy5M4tyyEI4SzSjmZzSdPEpitexLC/448tT47vKYbS7iZKRAr/5s1D154fcvVkAdyqPqkuzxVQNN0zvPdey/DZ2anJKzvFKiyX9v//vHnz+PLLLzWMxgwO1lSXJ08efvrpJy5cuMCZM2dQFIUyZcpQooRlk5OalDi5urrSuHFjzpw5Q548eShbtqxFDxdCOIETiSgdbqLc06GWcKN9yMdE5ZEBEsKx/fXXX1qHYDoHS5weK1mypCFZssYE3ib3cSpXrhyXL19+/oVCCLH/ob5P0z0dankP1PVFJGkSTiEoKEjrEASwYMECypUrh6enJ56enpQrV47vvvvOojLNWqtu8ODBfPnll1SuXJlcuXKlO+/j42NRQI4qPDyc8PBwi2csFcIeZDbZZLrJLbfHo/SKRElUOZ4nmM/ydiZhgCfnM5kkM20zB0gzl8h+rn6YYtj/peVXGkZiHuV/myX325PRo0czbdo0+vbtS40aNQDYv38/AwcO5Nq1a3zxxRdmlWty4tS8eXNAPytq2iovVVVRFEUSg0zIPE7Cqax7gNI/CiUV1EY5GZbcjUeubs+/TwgH0a5dOzZu3Kh1GKZxsKa6OXPmMH/+fNq3b2841rJlS8qXL0/fvn2zLnHauXOnWQ8SQjiJRdG4fHYHAPUdb9RphXjUTZImIeyepVMK2Nl0BMnJyVSpUuWp45UrVyYlJSWDO4xjcuJUr149sx8mhHBgqgph93CZck//spsv6hcFwMW+fpgKkRXef/99rUNwep06dWLOnDlMmzYt3fFvv/2WkJAQs8s1OXESQjgPo6YdWPod6FSUL+7g8m0MAOrAvLzx11DorE+a0vaJqtbpSd+Pg8/ox2TMrNumLvIrM3kLWwoeEWnYD/juNQ0jMZODNdWBvnP4tm3beO01/edx4MABrl27xgcffMCgQYMM1/03uXoWSZyEEJZJUVEG30JZrV/aQPd5AeiRBzpJTZNwXjNmzKBBgwZah2EaB0ucTp48yauvvgrApUuXAChQoAAFChTg5MmThutMnaJAEichhNncdCkoH0Wi/F88qguoUwtBWxlZK4TQnq36ZEviJITI1M5Mpg7YsfQ7iNehdI1A2fkQ1R3UOf40+vJd+N9KBvG1n0wT13JHqGHfe69LxmWa0XTmksnCwJk14TlT85w0S2a9tF/nxzUc2Ymi6jdL7ncGJk+A+cYbbxAdHf3U8djYWN544w1rxCSEsHf3U1Ha3kDZ+xA1p4K6NBCaybJLQjy2YsUKrUMwnWqFzQmYXOO0a9cuHj169NTxxMREfv/9d6sEJYSwX/lT4lDa3EA59wg1rwvqD4FQyVPrsISwKwcPHtQ6BGEjRidOJ06cMOyfPn2ayMgnowdSU1PZsmULhQsXtm50DkRmDhdaSDeCbemQ5x5P27wD6Zsetv+xBf5JRml3A+VcCqq/K+qKQF5b0Bf+98e1N08W5s0VoTPsP5j4ZAHfnVcybv77L2OalzK7xpgRdo5Omuey3ssjphv2axQqpGEkZnKweZxsxejEqWLFiiiKgqIoGTbJeXl58c038o2aGZk5XGR7Z5NQ2t1EuZWKWiwH6qrCUFQmthQiI/PmzdM6BNM5wKi6V199lR07dpA3b16++OILBg8eTM6cOa36DKP7OF25coVLly6hqioHDx7kypUrhu3GjRvExsbSrVs3qwYnhLATf/6pb567lYpaxh11QxFJmoR4hrffflvrEJzSmTNniI+PB+Dzzz8nLi7O6s8wusapWLFiAOh0uudcKYSwd957nzSpPWuhXV1ESdiTgNItAiVBRa3sgfp9IJ+lVITbT5d7ZaK/Yd/rL3fDvv/KyxnGYU5zUnYaLZadYhWWy/Wv+ct42AUHqHGqWLEiXbt2pXbt2qiqytdff03u3BkPXBk9erRZzzC5c/iSJUsoUKAAb775JgBDhw7l22+/pWzZsqxYscKQYAkhHMD/xaH0jkR5BGpdL9SFAZDTJcOkSQjxRKtWrbQOwXQOkDgtXryYMWPGsGnTJhRFYfPmzeTI8XSqoyhK1iVOEyZMYM6cOQDs37+fWbNmERYWxqZNmxg4cCDr1q0zKxAhhH1pdvMQSs9IFB2ob+VC/cYfPJyj86cQlipdurTWIZhMwcJ5nKwWiflKly7NypUrAXBxcWHHjh0UsnJHfZMTp+vXr1OiRAkANmzYwLvvvkvPnj2pVasW9evXt2pwQgjTpZ388aARo8uu93/SPHe27Xf6nXn3cfn8LgBqex/UKQVp0KWH4br4gDSTWA7Z/+R5rZ6MrE3bNFXt3yej+CxtvspOTV7ZKVZhubQjVFu2bEnt2rU1jEbYqmuRyRNg5s6dm7t39T9Qt23bRqNGjQDw9PTk4cOH1o1OCJG1VBVl8t0nSdNHeVC/Lgiu9vC3pBDCph5PR2DJZmcuXbpE3759adiwIQ0bNqRfv34Wz+pucuLUqFEjPvzwQz788EPOnz9P8+bNATh16hQvvPCCRcEIIbSj6HQon91BmXEfAN3wfKij8oOJC2AKIWDSpElah+D0tm7dStmyZTl48CDly5enfPnyHDhwgJdffpnt27ebXa7JTXXh4eGMHDmS69evs3btWvLnzw/AkSNHaN++vdmBCCFs68WV4w37Of7bPJesogyIQlkfp//DcUJB6OxLo5pNDde5kGZduIAnE1r+Oai6YT/t+nRppR3FZy/NV8+a7NNadBElDfsuAResXr6xZHRf1kj7dW7auyhly5bVMBoxfPhwBg4c+FQSO3z4cIYNG2ZoMTOVyYlTnjx5mDVr1lPHP//8c7MCEEJo7KEOpVckyq8JqDlAneEHb3trHZUQ2drvv//OkCFDnn+hPXGAUXVpnTlzhtWrVz91vFu3boSFhZldrsmJ02MJCQlcu3btqXXrypcvb3YwQoislfthIkrITZQ/E1E9FdRv/aFhLq3DEiLb8/Hx0ToE0zlY4lSwYEGOHz9OyZIl0x0/fvy4RSPtTE6cbt++TZcuXdiyZUuG52UtNiGsK7NmlsyOu1z6N8NrLv7xn+/Zu6koHW6i/J2E6u2C+n0AjQa+DZlMbZL2GWlH7qV9Xi7ST6CZ0b32Iiti0rJ5Li17/Po7orQTyP7wg3zNtdajRw969uzJ5cuXqVmzJgD79u1j8uTJDBo0yOxyTU6cBgwYQExMDAcOHKB+/fqsX7+eqKgoxo0bx9SpU80OxNHJIr/CrtxI1q87dykZNb8r6rIAKO+pdVRCOIw2bdpkv3kNHazGadSoUXh7ezN16lRGjBgBQGBgIGPHjqVfv35ml2vyqLrffvuNadOmUaVKFVxcXChWrBgdO3ZkypQpTJw40exAHF1oaCinT5/m0KFDWocinN2lRyitbuiTpsAcqOsLS9IkhJWlpGS/5VcUVbF4s8SkSZNQFIUBAwZY5/0oCgMHDuTff/8lJiaGmJgY/v33X/r3749iwWhhk2uc4uPjDW2DefPm5fbt25QqVYpXXnmFo0ePmh2IEELvv6O9MpNZ0xlpmgtem3Yg/U1/J+mb5+6mor7ohroykNdmhj45/5/5+tJO6JcuruIZN8ntNGLCTXNYMirMXka2ZTVnfd9aSvv9VuT3JhpGkv0cOnSIefPm2ayftLe39Qa8mFzjVLp0ac6dOwdAhQoVmDdvHjdu3GDu3LkEBARYLTAhhJUdeIjy7g190lTOA3VDYSjipnVUQjikatWqaR2C6VQrbGaIi4sjJCSE+fPnkzdvXsveQxYwOXHq378/ERERAIwZM4bNmzdTtGhRZs6cyYQJE6weoBDCcqV/j0RpfxPlgQ71NU/UNYFQwOxBtUKI5/jyyy+1DsF0VkqcYmNj021JSUnPfGxoaChvvvkmDRs2tMGbsj6Tf3J27NjRsF+5cmWuXr3K2bNnKVq0KAUKFLBqcEIIy1XYfJ33Rh5BSVFRG+ZEnecPXib/zSSEcHRW6hweFBSU7vCYMWMYO3ZshresXLmSo0ePZqv+vxb/yZkzZ05effVVa8QihODZfXjS9vVJO/T5VlX3DK8fv3kvyojbKCqob+dGDfMDN4VXZvZ+clGa7kr+Ky9n+jxjpkKwFUue4az9e5z1fWtp44o6hv2lY+tpGIm2rl+/nm4eKw8Pj0yv69+/P9u3b8fT07oDVJKTk2natClz5859ah4nSxmVOJky38G0adPMDkYIYSWqyod/7sBl9239y86+qOMLgIusOydEVti3b1+2q1RQVP1myf2gn/zTmAlAjxw5wq1bt9J9nVJTU9mzZw+zZs0iKSkJV1dXs2Jxc3PjxIkTZt37PEYlTseOHTOqMEuG9wkhrERV+WTXJrod2Kl/2T8v6tB8slivEFlo+/bt9O1r3AhZu5HF8zg1aNCAv//+O92xrl278tJLLzFs2DCzk6bHOnbsyIIFC6y+4LJRidPOnTut+lAhhHkya7IqFaafjsBFp+PM4UkoB2IB0I3ODx/pR6mkbZ4rdOjJUklpZ/7W/WeaAVtNL+Bo0jZdbk8zQ3va5rK011zvn/7rfH5Axl9nWZw3e0nb1O1RJePmKfGEt7c35cqVS3csV65c5M+f/6nj5khJSWHhwoX8+uuvVK5cmVy50i8nZW4LmQyrEcJBuKWk8PUPq1D+ikV1AfWrQtA+G66XJYQD+PHHH7UOwWTWaqqzFydPnjQ0A54/fz7duSydAFMIYX+8kh4xa9FS6py7gOoOarg/vJlb67CEcFodOnRg+fLlWodhGlXVb5bcb6Fdu3ZZXMZjtmotk8RJiGwko1nFc6cmcrzQDyjnElFzKqgLAqBezqeuy/Xv85eAiA8wbpoCS5qNHLH5yZj3Yc57dZSvjzOKi4vTOgTxPxcvXuTSpUvUrVsXLy8vVFW1qMZJJnMRIhvLmxLP9Mj1KEcSUX1dUFcVzjBpEkJkrXr1st90BI+b6izZ7Mndu3dp0KABpUqVonnz5obJu7t3784nn3xidrmSOAmRTfknxzIjch0vJt9FLeSKuq4wVJbFeoWwB40bN9Y6BNNptOSKrQwcOBA3NzeuXbtGzpxP/qBs27YtW7ZsecadzyZNdULYgbSL9KYd5QbpR7rF1y4KwIvRkfxweBlKSipq0RyoKwvDC/p15xrVbGq4PrLdi4b9QhFPRtKlldnElubELqPwhDNL+73UsmVLNm7cqGE0Ytu2bWzdupUiRdKPYi1ZsiRXr141u1xJnITIZsreucaM3xaiPEpFLe2OuiIQ/OVbWQhhoSyex8nW4uPj09U0PXbv3r1MZzM3hjTVCZGNVIm8SPiv3+L7KAG1kgfq2sKSNAlhh4YPH651CCZztD5OderU4fvvvze8VhQFnU7HlClTeP31180uV37iZpHw8HDCw8NJTU3VOhSRBUwdOZa2eS7Xd7p05zaU/U6/szkO5eNIlBRQa3uhLgqAXE//7WPJmnL/vcaY+01tnjNnpJipzYGOOHJP2L+0/+/ajniFmjVrahiNGRysxmnKlCk0aNCAw4cP8+jRI4YOHcqpU6e4d+8e+/btM7tcqXHKIqGhoZw+fTpbrQAt7MjqWJQekSiPQG2WC3VpYIZJkxDCPmzatEnrEJxeuXLlOH/+PLVr16ZVq1bEx8fTpk0bjh07RvHixc0uV2qchLB330XjMvoOAOr73qhfF4Icsu6cEMK6FCycOdxqkViPr68vn332mVXLlMRJCBswpnkobfMTaUbOGZrmVBVl6j2Uaff1L3v4oo4pAC76H09pR8+lXfssaEbGzVTmNF9ldl1WN4VlRXOgENaULUfUOVhTHcD9+/dZsGABZ86cAaBs2bJ07dqVfPnymV2m1PULYY90KsqoO4akSTc0H+rYJ0mTEMK+de3aVesQnN6ePXt44YUXmDlzJvfv3+f+/fvMnDmT4OBg9uzZY3a5UuMkhL1JVlE+uYWy5gEAunEFoFsebWMSQpjk7t27WodgMkWnoujMrzay5F5bCA0NpW3btsyZMwdXV1cAUlNT6d27N6Ghofz9999mlSuJkxA2kFlTVtrjt9JMTlm84UUA3B6l6DuBb4tHdQV1hh+08TZc5xJwwbCvK/6kqS9oxpNReZY2zxkjK57hCORr41zSTjjb0SdQw0jM5GBNdRcvXmTNmjWGpAnA1dWVQYMGpZumwFTSVCeEnfBKeMSYEZv0SZPn/xbrTZM0CSGyj3fffVfrEJzeq6++aujblNaZM2eoUKGC2eVKjZMQdsA75iFjR2yi5PnbqLkV1CWBUMNL67CEEGb65JNPsl8HcQeocTpx4oRhv1+/fvTv35+LFy/y2muvAfDnn38SHh7OpEmTzH6GJE5CaMwvNpqJAzdQ9Np9Yn08yb2qAFSQxXqFEFnL0tm/7WHm8IoVK6IoCqr6JJihQ4c+dV2HDh1o27atWc+QxEmILHRlor9hP3jEZQonRzMl8if8Ux+gBuQg98pCUNI93T0NOn2Y5tVknidtv5q0CwRnRX8nkZ58bZyL/8rLhv1BiwZpGInzunLlis2fIYmTEBp58dEdJkduJJ8uAfVFN9SVgVDETeuwhBBWcO3aNa1DMJ0DNNUVK1bM5s+QxEkIDVQ+d5XpEevIrT7ignsBiq/PDQXl21EIR7FmzRo++OADrcMwiSM01f3XzZs32bt3L7du3UKnS78OaL9+/cwqU35SC2EDD2oXzfB4jsgc1DlzjlmLfsBLTUat5knxJd7g65rh9ZB+1mxLmtvS3mvOPY7W7PTfr4ejvT+R9dL+H2rZsqWGkZjJAWqc0lq8eDG9evXC3d2d/PnzoyhPJhBWFEUSJyGyg2bHTvDVslW4p6aivp4Tdb4/5JRZQYRwNKtXr9Y6BKc3atQoRo8ezYgRI3Bxsd7PWfmJLURWmT+f6UtX4J6ayi+VyqMuCpCkSQgHNXDgQK1DMNnjpjpLNnuSkJBAu3btrJo0gdQ4CWGRap2+MuzHF3ny7VS8yz/pL5wyBYYNwwVQO/nQbEI8uGa87lz6UXTgcsm0UXKZHZemqPTk6yFs6caNG1qHYDoHa6rr3r07P/74I8OHD7dquZI4CWFLqgrDh8Nk/TQCap88qCPygyKL9QrhyCpVqqR1CE5v4sSJvPXWW2zZsoVXXnkFN7f0o5anTZtmVrmSOAlhIy6pOj6auQd+Oa0/MHkyaqf52gYlhMgS3bt31zoE06mqfrPkfjsyceJEtm7dSunSpQGe6hxuLkmchLBAdOUnw1vdop4c31BiK0q/KJRf4vS1S/PmQY8eEJFx4tSoZlPDfnzt9O3xB3/NuBkuMzK5pRDa69OnT7ZbcsXRpiOYOnUqCxcupEuXLlYtVxInIazMM/kRSrcIlN8SUN1AWbYK3ntP67CEEMKpeHh4UKtWLauXK0N6hLAi78SHzF81T580eSqoiwMkaRLCCfXu3VvrEEynWmGzI/379+ebb6xfay41TkIYIe3ouYNLhxj2z7b97slFt1NQ2t9E+fcRqo8L6vcBUM0r0zJfG9rTsH9n4iPD/uV2Q9JdZ61JKDN7D9mBI0/EKRxH2v+nPSfV1jAS8zhaU93Bgwf57bff2LRpEy+//PJTncPXrVtnVrmSOAlhDf8mo7S9iXIlGbWgK+ryQHjZQ+uohBAaWbZsGW3bttU6DKeWJ08e2rRpY/VyJXESwlIXHqG0u4ESkYpaJId+sd4X3bWOSgghTONg8zgtWrTIJuVK4iSc2usNJxv2064Jl/Y4wJ0PUzIu4K9ElA43Ue7rUEu6oa4sDAGZf1ulbZ7LFfFkRN7Bdp8Z9tM2qQEczKRpytTmq6xonrNVk5o0z4nsZunSpVqHYDJHa6qzFUmchDDXrl0o791AiVNRK3qgLg2E/Jkv1iuEcB5jxowhLCxM6zBM50DJT3Bw8DPna7p8+bJZ5UrilMaePXv46quvOHLkCBEREaxfv57WrVsbzquqypgxY5g/fz7R0dHUqlWLOXPmULJkSe2CFtr4+Wd47z2UJBW1lpd+3bncMkhVCKFn7i9lYT0DBgxI9zo5OZljx46xZcsWhgwxvwZeEqc04uPjqVChAt26dcuwQ9mUKVOYOXMmS5YsITg4mFGjRtGkSRNOnz6Np6enBhELS6VtnkvLe8S1dK8vlt325MUPxaBLF0hNRW2cC3WuH3imT5rSrje381fTYjK2Sc0em6+MiUlGyAlHlfb/87BhGf9ssWuWLtRrZ7VV/fv3z/B4eHg4hw8fNrtc+RM5jWbNmjFu3Djefvvtp86pqkpYWBgjR46kVatWlC9fnu+//56bN2+yYcOGrA9WaGNhNHTqBKmp0KkT6nf+TyVNQggxaNAgrUMw3eMlVyzZsoFmzZqxdu1as++Xn/hGunLlCpGRkTRs2NBwzNfXl+rVq7N///5M70tKSiI2NjbdJrIhVYXp93AZeUf/um9fWLwYcshivUKIp/Xo0UPrEEQm1qxZQ758+cy+X5rqjBQZGQmAn59fuuN+fn6GcxmZOHEin3/+uU1jE7al6FSUsXdQ5sfoD4wdC6NH69egE0IIR+Fg0xFUqlQpXedwVVWJjIzk9u3bzJ492+xyJXGysREjRqSrso2NjSUoKEjDiIQxNjYI1++kpOgX5138v6QpLAzStJu7BFzI8P7M+jVltxm7bUH6NQln0K1bN61DMJmjTUeQdnAXgIuLCwULFqR+/fq89NJLZpcriZOR/P39AYiKiiIgIMBwPCoqiooVK2Z6n4eHBx4eMoN0tpSYCB06wPr14OoKCxfCBx9oHZUQQggjjBkzxiblSh8nIwUHB+Pv78+OHTsMx2JjYzlw4AA1atTQMDJhEw8ewFtv6ZMmd3dYs0aSJiGE0RYuXKh1CKZzsEV+bUVqnNKIi4vj4sWLhtdXrlzh+PHj5MuXj6JFizJgwADGjRtHyZIlDdMRBAYGPlUdKOxPZgvcZjhz+N27qI0KoxxLQs2loC4qANWHQIT+vrTNc7qIJ3N4vbTqyRQEaRf/TXv9iyvHG/aDRzzpG/es5qvMZjcXQghrcpSmOhcXl2dOfAmgKAopKZmsCPEckjilcfjwYV5//XXD68d9kzp37szixYsZOnQo8fHx9OzZk+joaGrXrs2WLVuMmsMpPDyc8PBwUlNTbRa/sIKbN6FxY5RTSah5XVB/CIRKMkeXEMI08+fP1zoEp7V+/fpMz+3fv5+ZM2ei0+kyveZ5JHFKo379+qjPmIdCURS++OILvvjiC5PLDg0NJTQ0lNjYWHx9fS0JU9jKpUvQsCH88w+qv6t+3blSslivEMJ006ZNY/Lkyc+/0J44yKi6Vq1aPXXs3LlzDB8+nJ9//pmQkBCzfo8/JomTcAqZjWYzNH39/TfUrg2RkVC8OMqvv6K88MJzy03bDHd+QNozGTepXU6zmC/tnlt8+hiFENnGmTNntA7BZI7SVJfWzZs3GTNmDEuWLKFJkyYcP36ccuXKWVSmdA4X4s8/oV49fdL0yiuwdy8YkTQJIURmXnzxRa1DMJ0DdQ6PiYlh2LBhlChRglOnTrFjxw5+/vlni5MmkMRJOLvt26FBA7h/H2rUgN274X9TTwghhLlk4mPtTJkyhRdffJFNmzaxYsUK/vjjD+rUqWO18qWpLotI53BtpR3NZmguW7sWtf27KMmg1vNC+WU75MoFpB8tB/BbfCHDfsMS+wz7L4+YbtjP9e+TERree58sEpwVEz7KwrlC2JdOnTqxceNGrcMwjYP0cRo+fDheXl6UKFGCJUuWsGTJkgyvW7dunVnlS+KURaRzuJ1ZuBB69EDRgdoiN+pMP5T/JU1CCOGMFJ2KojM/+7HkXmv64IMPnjsdgSUkcRLOZ+pUGDwYALWDD+rkguAq684JIawnJCRE6xCc1uLFi21aviROwilcbvcZqCqMHAkTRuoPDhmCMnlyhn+Z/HcNuoaZlHtq4kArR2oeaZ4Twr5ky5YFB2mqszXpHC6cg04HffrAhAn61xMnwpQpYMPqXCGE85o9e7bWIZjs8XQElmzOQGqchONLToYuXWD5cn2iNHs2fPSR1lEJIYTIhiRxyiIyqs52nrmWW0ICvP8+/PILag5QZxbCJU3SlHb0XNrmuVJh6Wf8DZrxr2E/s2YxGdkmhHhs1qxZWodgOmmqM4o01WWR0NBQTp8+zaFDh7QOxXnExEDTpvqkyVNBXRQArb21jkoI4QQWLFigdQgmk6Y640iNk3BMt27pk6Zjx8DHB3WJN1T30joqIYSTOHbsmNYhCBuRxElke081z127Bo0awfnzULAgbN2KS6VKGd7739Fzj50f8J8yBzw/DmmeE0I8VrhwYa1DMJ001RlFEifhWM6d0ydN169D0aL6JVVKldI6KiGEk5k+ffrzL7I3kjgZRfo4Ccdx9CjUqaNPmkqX1i/WK0mTEEID77//vtYhmEzBwj5OWr+BLCI1TiLbyGzUmi6iJPz5EKVzBMoDHbz6KmzZom+mS3vN/2Q2ei5t81zaZ/33eZbEaoy0owQhg6ZIIYQQmpEapywSHh5O2bJlqVq1qtahOJ5f41E63NQnTXXrws6d6ZImIYTIau+++67WIZhOVS3fnIAkTllEpiOwkRUrULpFoCSqqA1z6muafHy0jkoI4eSKFi2qdQgmk+kIjCOJk8i+5syBkBCUFFDb5EZdEABeMuWAEEJ706ZN0zoEYSPSx0lkG4a+QqqqX3Pus8/0r0NDUWbORHHJ/O8Ao6cd+O+zLI3VDNKnSQihiSweVTdx4kTWrVvH2bNn8fLyombNmkyePJnSpUtbEITtSY2TyF5UFYYOfZI0jRwJ33wDz0iahBAiq02dOlXrEEyW1U11u3fvJjQ0lD///JPt27eTnJxM48aNiY+Pt80btBKpcRLZR2oq9OoFj5cymDoVBg3SNiYhhMjAmjVrGDFihNZh2LUtW7ake7148WIKFSrEkSNHqFu3rkZRPZ8kTiJ7SEpCfSc/yi/xqC6gzF8A3boBmU81IIQQWtm/f7/WIZjOSk11sbGx6Q57eHjg4eHx3NtjYmIAyJcvnwVB2J60bwj7FxcHLVrokyZ3UL/1NyRNQghhj/Lnz691CKaz0nQEQUFB+Pr6GraJEyc+99E6nY4BAwZQq1YtypUrZ+t3ahGpccoi4eHhhIeHk5qaqnUo2cu9e/Dmm/Dnn6g5FdSFAVA3p9ZRCSHEMy1atEjrEDRz/fp1fNJMC2NMbVNoaCgnT55k7969tgzNKqTGKYvIPE5miIiAevXgzz8hb16U3/bj0vbGU81xLgEXDJsQQtiDli1bah2C6XSq5Rvg4+OTbnte4tSnTx82bdrEzp07KVKkSFa8U4tIjZOwT1eu6BfrvXQJAgJg2zaw8+pbIYTI1iyd/dvEe1VVpW/fvqxfv55du3YRHBxs/rOzkCROwv6cOqVPmiIiIDgYfv0VXnxR66iEEMJob731ltYhmC6LE6fQ0FCWL1/OTz/9hLe3N5GRkQD4+vriZceTGUtTnbAvBw7o15uLiNDXMO3dK0mTECLbsfcOzvZgzpw5xMTEUL9+fQICAgzbqlWrtA7tmaTGSdiPHTugVSuIj4fq1eH//g/sfFiqEEJkZNKkSWzcuFHrMEyTpp+S2febQM2miwJLjZOwD+vXQ/Pm+qSpYUN985wkTUIIkXWsNB2Bo5PESWhv8WJ491149AjatIFNmyB3bq2jEkIIs40fP17rEISNSOIktDVjBnTtCjqd/t9Vq8CIOT+EEMKebdu2TesQTKaoqsWbM5DESWhDVWHMGBgwQP960CD9GnQ5pNudECL72717t9YhmM5K8zg5OvktlUVk5vA0dDrUHvlQFurXJWLcOPj0U1CUZ98ma9IJIbKJ3NLdwGFJjVMWkZnD/yc5GTp3NiRNuvEF4LPPnps0CSFEdrJ8+XKtQzCdioWdw7V+A1lDEieRdR4+hHfegR9+QHUF3Sw/6JpH66iEEMLq3nvvPa1DMIOlI+qcI3OSpjqRNWJjoWVL2L0bPD1RfvwRxcSZdaV5TgiRXSQlJWkdgrARSZyE7d25A82aweHD4O0NP/+sX7xXCCEcVKNGjbQOwXRZvORKdiWJk7Ctf//Vrzt39iwUKABbtkDlylpHJYQQNlWrVi2tQzCdTgUl62YOz66kj5OwnQsXoFYtfdJUpAj8/rskTUIIpzB27FitQzCdqrN8cwKSOAnbOH4cateGa9egZEn9Yr0vvaR1VEIIIYRFpKlOWN/evfDWWxATAxUrwtatUKiQ1lEJIUSWGTVqlNYhmE76OBlFapyEdW3ZAo0b65Om2rVh1y5JmoQQTufgwYNah2A6mTncKJI4CetZtUo/5cDDh/pRdFu3gq+v1lEJIUSW27p1q9YhCBuRxElYx7ffQvv2+pnB27WDDRsgZ06toxJCCE3kyI7rblo0a7iFzXzZiCROwnKTJ0OvXvpvmo8+gh9+AHd3raMSQgjNrFu3TusQTCeJk1Ekccoi4eHhlC1blqpVq2odivWoKgwbBsOH61/2zYtu1HZwdX3urbqIkoZNCCEcTceOHbUOQdiIJE5ZxOEW+U1N1dcyTZkCgG5kftQR+WWxXiGEAGJjY7UOwXTSOdwokjgJ0z16BB06wPz54OKi/7d3Xq2jEkIIu1GnTh2tQzCdNNUZJRv2XhOaSkiAd97RTzvg5gbLl8O77+LChyYVIwv2CiEc2Ztvvql1CMJGpMZJGC86Wj9H05Yt+hFzmzbBu+9qHZUQQtid4f/r+5mdKKpq8eYMpMZJGCcqCpo0gb/+gjx54JdfoGZNraMSQghhLbLIr1EkcRLP988/0KgRXLwIfn6wbRuUL691VEIIYbeGDh2qdQimkyVXjCJNdeLZTp/WL51y8SK88IJ+HTpJmoQQ4pnOnTundQjCRiRxEpk7fBjq1oUbN6BsWX3SVKKE1lEJIYTd++mnn7QOwXQyqs4o0lQnMrZrF7RoAXFxULUqbN4M+fNrHZUQQghbUS2ci8lJEiepcRJP27gRmjbVJ01vvAE7dkjSJIQQJli/fr3WIQgbkcRJpLd0KbRpA0lJ0KqVfvSct7fWUQkhRLbSq1cvrUMwnTTVGUUSJ/HEN9/ABx/ol1P54ANYswY8PbWOSgghsp1bt25pHYLpVCxMnLR+A1lDEieh/w//xRfQr5/+db9+sGgR5JAucEIIYY5q1appHYKwEfnN6Ox0Ohg0CGbM0L/+/HMYNUoW6xVCCAu0b99e6xBMJ/M4GUVqnJxZSgp06/YkaZoxA0aPlqRJCCEsNHDgQK1DMJ1OtXxzAlLj5KwSE6F9e9iwAVxd9U1znTppHZUQQghh1yRxckYPHkDr1vDbb+DhAatXQ8uWWkclhBAOo3///lqHYDppqjOKJE7O5u5daNYMDh2C3Ln1cza9/rrWUQkhhEOJiIjQOgTTSeJkFOnjlEXCw8MpW7YsVatW1S6IGzdQawbCoUOoeV30NU5WSpp0ESUNmxBCOLvVq1drHYLppI+TUSRxyiKhoaGcPn2aQ4cOaRPAxYtQuzbK+UeoAa6o64vol1IRQgghhNGkqc4ZnDgBjRtDVBRqsBvqykAIctM6KiGEcFgrV67UOgSTKaqKYkFzmyX3ZidS4+To9u+HevUgKgrKl0f54xou1f7BJeCCVR/jEnDBsAkhhLMbMmSI1iGYTpZcMYokTo5s2zZo2BCio6FmTdi9G/z9tY5KCCEc3vXr17UOQdiINNU5qjVroEMHSE6GJk1g7VrIlUvrqIQQwilUqFBB6xBMp1OxaME56Rwusq0FC6BtW33S9N57+ikHJGkSQogs06tXL61DMJ001RlFEidH8/XX8OGH+jXoevSAFSvA3V3rqIQQwqn07t1b6xCEjUji5ChUFT79FB53SBw6FObN0y+nIoQQQjyP1DgZRfo4OQKdDvr0gTlz9K8nTYJhw7SNSQghnFi2baqzpJ+SJE4iW0hOhs6d9U1yigJz50LPnlpHJYQQTi0hIUHrEISNSFNddpaQoF+sd8UKyJFD/68kTUIIobmlS5dqHYLppKnOKFLjlF3FxECLFvD77+DlpZ9uoFkzraMSQgiRXak6QGfh/Y5PEqfs6NYt/dxMx4+Dry9s2gS1a2sdlRBCiP9ZvHix1iGYTqeCIn2cnkea6rKba9egTh190lSoEOzaJUmTEELYmXHjxmkdgrARqXHKTs6dg0aN4Pp1KFoUtm+HUqW0jkoIIcR/XLx4UesQTKdaOHO4k9Q4SeKUXRw9qm+eu3MHXnpJnzQVKaJ1VEIIITJQunRprUMwnSRORpGmuuxgzx6oX1+fNFWurO8QLkmTEELYrWEyl57DksTJ3v3yi76m6cEDqFcPfvsNChTQOiohhBDP0K1bN61DMJ2KhdMRaP0GsoY01dmz5cv1k1umpOinHli1Sj/1gBBCCGFtMqrOKFLjZK9mz4aOHfVJU8eO+nmaJGkSQohsoUuXLlqHIGxEEid7o6owfjyEhur3+/SBJUvAzU3ryIQQQhjJLRv+zFZU1eLNGUjiZE9UFYYMgZEj9a9Hj4aZM8FFPiYhhMhO5s+fr3UIppMlV4wifZzsRUoK9OoFCxfqX0+fDgMGaBqSEEIIIdKTxMkeJCVBhw6wbp2+dmnBApD2cSGEyLbmzp2rdQimk87hRpE2IK3FxcFbb+mTJnd3WLNGkiYhhMjmZs2apXUIppOmOqNIjZOW7t2D5s3hwAHIlQt++gkaNNA6KiGEEBY6efKk1iGYTmYON4rUOJloz549tGjRgsDAQBRFYcOGDeYVFBmpn9DywAHImxd27JCkSQghHESxYsW0DiHbCA8P54UXXsDT05Pq1atz8OBBrUN6JkmcTBQfH0+FChUIDw+3qBy1YVk4eRICAvRLqlSvbqUIhRBCaG3ChAlah2A6nWr5ZqJVq1YxaNAgxowZw9GjR6lQoQJNmjTh1q1bNniD1qGoqpPUrdmAoiisX7+e1q1bG31PbGwsvr6+xADexXKg7DwPwcE2i1EIIUTWa9myJRs3brS4HMPvjJgYfHx8rBCZ7Z5hTjnVq1enatWqhj5hOp2OoKAg+vbty/Dhw82OxZakj5ONJSUlkZSUZHgdExOj//fFHOiWBOKSPz/ExmoVnhBCCBtITk4m1go/2x+XkRV1HJbG+/j+/5bj4eGBh4fHU9c/evSII0eOMGLECMMxFxcXGjZsyP79+y2KxZYkcbKxiRMn8vnnnz91vOjlFKhzDfDN+qCEEELYnK+v9X6+P3jwwKrlpeXu7o6/vz9BQUEWl5U7d+6nyhkzZgxjx4596to7d+6QmpqKn59fuuN+fn6cPXvW4lhsRRInGxsxYgSDBg0yvI6OjqZYsWJcu3bNZt8ExqpatSqHDh3StCxT7jPm2mddk9k5Y4/HxsYSFBTE9evXbVZlbiz57J59Tj47690nn90Txn7djInZ2LJUVeXBgwcEBgaaHK+xPD09uXLlCo8ePbK4LFVVURQl3bGMapuyM0mcbCyzKkpfX1/Nfwi4urpaLQZzyzLlPmOufdY1mZ0z9biPj498dibeZ6vPLrNz8tlZ7z757J4w9ev9rJhNKSsr/sj29PTE09PT5s9Jq0CBAri6uhIVFZXueFRUFP7+/lkaiylkVJ0TCw0N1bwsU+4z5tpnXZPZOVOP2wP57J59Tj47690nn90T9vDZORJ3d3cqV67Mjh07DMd0Oh07duygRo0aGkb2bDKqzkRxcXFcvHgRgEqVKjFt2jRef/118uXLR9GiRZ97f1aMkBC2IZ9d9iWfXfaVHT+77BizVlatWkXnzp2ZN28e1apVIywsjNWrV3P27Nmn+j7ZC2mqM9Hhw4d5/fXXDa8f91/q3Lkzixcvfu79Hh4ejBkzxuHafJ2BfHbZl3x22Vd2/OyyY8xaadu2Lbdv32b06NFERkZSsWJFtmzZYrdJE0iNkxBCCCGE0aSPkxBCCCGEkSRxEkIIIYQwkiROQgghhBBGksRJCCGEEMJIkjhlkT179tCiRQsCAwNRFIUNGzZoHZLIxPM+K1VVGT16NAEBAXh5edGwYUMuXLigTbBOzhqf1b179wgJCcHHx4c8efLQvXt34uLisvBdOL6s+pxOnDhBnTp18PT0JCgoiClTpqQ7ryjKM7e0y4IsWbKEqlWrkjNnTry9valXrx6bNm2y6OvQpUsXFEXho48+eupcaGgoiqLQpUuXdMevX79Ot27dCAwMxN3dnWLFitG/f3/u3r1rUSzCfJI4ZZH4+HgqVKhAeHi41qGI53jeZzVlyhRmzpzJ3LlzOXDgALly5aJJkyYkJiZmcaTCGp9VSEgIp06dYvv27WzatIk9e/bQs2fPrHoLTiErPqfY2FgaN25MsWLFOHLkCF999RVjx47l22+/NVwTERFh2MLCwvDx8Ul3bPDgwQAMHjyYXr160bZtW06cOMHBgwepXbs2rVq1YtasWZm+z8WLF1O/fv1nfi2CgoJYuXIlDx8+NBxLTExk+fLlT80FePnyZapUqcKFCxdYsWIFFy9eZO7cuYYJIu/du/fMZwkbUUWWA9T169drHYYwwn8/K51Op/r7+6tfffWV4Vh0dLTq4eGhrlixQoMIxWPmfFanT59WAfXQoUOGazZv3qwqiqLeuHEjy2J3Jrb6nGbPnq3mzZtXTUpKMlwzbNgwtXTp0hnGsWjRItXX1/ep4/v371cBdebMmU+dGzRokOrm5qZeu3Yt0zLr1auX6Xvv3Lmz2qpVK7VcuXLqDz/8YDi+bNkytXz58mqrVq3Uzp07G443bdpULVKkiJqQkJCunIiICDVnzpzqRx99lOmzhO1IjZMQJrhy5QqRkZE0bNjQcMzX15fq1auzf/9+DSMT/2XMZ7V//37y5MlDlSpVDNc0bNgQFxcXDhw4kOUxOyNrfU779++nbt26uLu7G65p0qQJ586d4/79+0bHs2LFCnLnzk2vXr2eOvfJJ5+QnJzM2rVrTX6faXXr1o1FixYZXi9cuJCuXbumu+bevXts3bqV3r174+Xlle6cv78/ISEhrFq1ClWmYsxykjgJYYLIyEiAp2a19fPzM5wT9sGYzyoyMpJChQqlO58jRw7y5csnn2cWsdbnFBkZmWEZaZ9hjPPnz1O8ePF0CdhjgYGB+Pj4cP78eaPLy0jHjh3Zu3cvV69e5erVq+zbt4+OHTumu+bChQuoqkqZMmUyLKNMmTLcv3+f27dvWxSLMJ0suSKEEEKkYWwtzrVr1yhbtqzhdUpKCsnJyeTOndtw7NNPP+XTTz9Nd1/BggV58803Wbx4Maqq8uabb1KgQAGLYhFZRxInIUzg7+8PQFRUFAEBAYbjUVFRVKxYUaOoREaM+az8/f25detWuvtSUlK4d++e4X5hW9b6nPz9/YmKikp3zePXpnyWpUqVYu/evTx69OipWqebN28SGxtLqVKlAH0N1PHjxw3n161bx9q1a1m2bJnhWL58+TJ8Trdu3ejTpw9Ahp3mS5QogaIonDlzhrfffvup82fOnCFv3rwULFjQ6PcmrEOa6oQwQXBwMP7+/uzYscNwLDY2lgMHDlCjRg0NIxP/ZcxnVaNGDaKjozly5Ijhmt9++w2dTkf16tWzPGZnZK3PqUaNGuzZs4fk5GTDNdu3b6d06dLkzZvX6HjatWtHXFwc8+bNe+rc119/jZubG++88w6gby4sUaKEYStUqBBeXl7pjmWWODVt2pRHjx6RnJxMkyZNnjqfP39+GjVqxOzZs9ONwAN90+OyZcto27YtiqIY/d6EdUiNUxaJi4vj4sWLhtdXrlzh+PHj5MuX76khqEJbz/usBgwYwLhx4yhZsiTBwcGMGjWKwMBAWrdurV3QTsrSz6pMmTI0bdqUHj16MHfuXJKTk+nTpw/t2rUjMDBQo3fleLLic+rQoQOff/453bt3Z9iwYZw8eZIZM2Ywffp0k2KtUaMG/fv3Z8iQITx69IjWrVuTnJzMDz/8wIwZMwgLCyMoKMjir4mrqytnzpwx7Gdk1qxZ1KxZkyZNmjBu3DiCg4M5deoUQ4YMoXDhwowfP97iOIQZNB3T50R27typAk9taYeeCvvwvM9Kp9Opo0aNUv38/FQPDw+1QYMG6rlz57QN2klZ47O6e/eu2r59ezV37tyqj4+P2rVrV/XBgwcavBvHlVWf019//aXWrl1b9fDwUAsXLqxOmjQp05gym47gsQULFqiVK1dWPT091Vy5cql16tRRN27c+Mz3aex0BJn573QEqqqq//zzj9q5c2fVz89PdXNzU4OCgtS+ffuqd+7ceWYswnYUVZWeZ0IIIYQQxpA+TkIIIYQQRpLESQghhBDCSJI4CSGEEEIYSRInIYQQQggjSeIkhBBCCGEkSZyEEEIIIYwkiZMQQgghhJEkcRLCSdSvX58BAwZk+XP37dvHK6+8gpubW7adXX3s2LGyFqEQApDESQhhhn/++QdFUdItcJqZQYMGUbFiRa5cucLixYttHpsQQtiSJE5CCJu6dOkSb7zxBkWKFCFPnjxmlfHo0SPrBpWJtAvECiFERiRxEsJJLV26lCpVquDt7Y2/vz8dOnTg1q1bhvP3798nJCSEggUL4uXlRcmSJVm0aBGgX9EeoFKlSiiKQv369Z8q/3Gt1N27d+nWrRuKohhqnHbv3k21atXw8PAgICCA4cOHk5KSYri3fv369OnThwEDBlCgQAGaNGnC4MGDeeuttwzXhIWFoSgKW7ZsMRwrUaIE3333HQCHDh2iUaNGFChQAF9fX+rVq8fRo0fTxagoCnPmzKFly5bkypXLsGjqpEmT8PPzw9vbm+7du5OYmGjBV1oI4UgkcRLCSSUnJ/Pll1/y119/sWHDBv755x+6dOliOD9q1ChOnz7N5s2bOXPmDHPmzKFAgQIAHDx4EIBff/2ViIgI1q1b91T5QUFBRERE4OPjQ1hYGBEREbRt25YbN27QvHlzqlatyl9//cWcOXNYsGAB48aNS3f/kiVLcHd3Z9++fcydO5d69eqxd+9eUlNTAX3yVaBAAXbt2gXAjRs3uHTpkiGJe/DgAZ07d2bv3r38+eeflCxZkubNm/PgwYN0zxk7dixvv/02f//9N926dWP16tWMHTuWCRMmcPjwYQICApg9e7Y1vuRCCEeg9SrDQoisUa9ePbV///6Znj906JAKGFacb9Gihdq1a9cMr71y5YoKqMeOHXvuc319fdVFixYZXn/66adq6dKlVZ1OZzgWHh6u5s6dW01NTTXEWqlSpXTl3L9/X3VxcVEPHTqk6nQ6NV++fOrEiRPV6tWrq6qqqj/88INauHDhTONITU1Vvb291Z9//tlwDFAHDBiQ7roaNWqovXv3TnesevXqaoUKFZ77XoUQjk9qnIRwUkeOHKFFixYULVoUb29v6tWrB8C1a9cA+Pjjj1m5ciUVK1Zk6NCh/PHHH1Z57pkzZ6hRowaKohiO1apVi7i4OP7991/DscqVK6e7L0+ePFSoUIFdu3bx999/4+7uTs+ePTl27BhxcXHs3r3b8B4AoqKi6NGjByVLlsTX1xcfHx/i4uIM7++xKlWqPBVf9erV0x2rUaOGxe9bCOEYJHESwgnFx8fTpEkTfHx8WLZsGYcOHWL9+vXAk47YzZo14+rVqwwcOJCbN2/SoEEDBg8enGUx5sqV66lj9evXZ9euXYYkKV++fJQpU4a9e/c+lTh17tyZ48ePM2PGDP744w+OHz9O/vz5n+pontFzhBAiM5I4CeGEzp49y927d5k0aRJ16tThpZdeStcx/LGCBQvSuXNnfvjhB8LCwvj2228BcHd3BzD0NzJFmTJl2L9/P6qqGo7t27cPb29vihQp8sx7H/dz2rFjh6EvU/369VmxYgXnz59P10l937599OvXj+bNm/Pyyy/j4eHBnTt3jIrvwIED6Y79+eefxr9BIYRDk8RJCCdUtGhR3N3d+eabb7h8+TIbN27kyy+/THfN6NGj+emnn7h48SKnTp1i06ZNlClTBoBChQrh5eXFli1biIqKIiYmxuhn9+7dm+vXr9O3b1/Onj3LTz/9xJgxYxg0aBAuLs/+kVS3bl0ePHjApk2b0iVOy5YtIyAggFKlShmuLVmyJEuXLuXMmTMcOHCAkJAQvLy8nhtf//79WbhwIYsWLeL8+fOMGTOGU6dOGf3+hBCOTRInIZxQwYIFWbx4MT/++CNly5Zl0qRJfP311+mucXd3Z8SIEZQvX566devi6urKypUrAciRIwczZ85k3rx5BAYG0qpVK6OfXbhwYf7v//6PgwcPUqFCBT766CO6d+/OyJEjn3tv3rx5eeWVVyhYsCAvvfQSoE+mdDpdumY6gAULFnD//n1effVVOnXqRL9+/ShUqNBzn9G2bVtGjRrF0KFDqVy5MlevXuXjjz82+v0JIRyboqatLxdCCCGEEJmSGichhBBCCCNJ4iSEEEIIYSRJnIQQQgghjCSJkxBCCCGEkSRxEkIIIYQwkiROQgghhBBGksRJCCGEEMJIkjgJIYQQQhhJEichhBBCCCNJ4iSEEEIIYSRJnIQQQgghjCSJkxBCCCGEkf4fKVGhAu2WLEkAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "exp_utils.graph_basic(data, \n",
-    "                      \"reverse_port_DFA_min_mata_min_rabit_det_indiv_lastforw_complement_size\", \n",
-    "                      \"reverse_port_DFA_min_mata_min_rabit_det_indiv_complement_size\",\n",
-    "                      \"last forward\", \"last reverse\", plot_limit=None, logscale=True)"
-   ]
   }
  ],
  "metadata": {