diff --git a/notebooks/04/edges.csv b/notebooks/04/data/edges.csv similarity index 100% rename from notebooks/04/edges.csv rename to notebooks/04/data/edges.csv diff --git a/notebooks/04/nodes.csv b/notebooks/04/data/nodes.csv similarity index 100% rename from notebooks/04/nodes.csv rename to notebooks/04/data/nodes.csv diff --git a/notebooks/04/graph-coloring.ipynb b/notebooks/04/graph-coloring.ipynb index 6961f2e5..460177f1 100644 --- a/notebooks/04/graph-coloring.ipynb +++ b/notebooks/04/graph-coloring.ipynb @@ -100,21 +100,21 @@ "\\end{align*}\n", "$$\n", "\n", - "The optimal solution of this problem is known as the **chromatic number** of the graph $G$ and corresponds to the minimum number of time slots needed to schedule all exams.\n", + "In this formulation, the objective function tries to minimize the number of colors used, while the constraints ensure that (i) two connected nodes do not share the same color, (ii) only a color $k$ that is being used can be assigned to a node $i$, and (iii) each node has to be assigned exactly one color. The optimal solution of this problem is known as the **chromatic number** of the graph $G$ and corresponds to the minimum number of time slots needed to schedule all exams.\n", "\n", - "In the rest of the notebook, for simplicity, we will use the graph terminology. The interested reader can easily interpret variables, constraints, and other considerations into the scheduling context." + "In the rest of the notebook, for simplicity, we will use the graph terminology but an interested reader should be able easily interpret the results back in the scheduling context." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The following cell defines the graph coloring problem in Pyomo. The function `graph_coloring` besides the graph `G` takes as optional argument the maximum number `Kmax` of colors to use in the model. Note that this might result in an infeasible model if `Kmax` is too small. The other optional argument `catch_infeasibility` is used precisely to diagnose the model infeasibility without raising errors." + "The following cell defines the graph coloring problem in Pyomo. The function `graph_coloring` besides a networkx graph object `G` takes as optional argument the maximum number `K` of colors to use in the model. Note that this might result in an infeasible model if `K` is too small. The other optional argument `catch_infeasibility` is used precisely to diagnose the model infeasibility without raising errors." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -123,10 +123,10 @@ "from time import perf_counter as pc\n", "\n", "\n", - "def graph_coloring(G, Kmax=7, catch_infeasibility=False):\n", + "def graph_coloring(G, K=7, catch_infeasibility=False):\n", " m = pyo.ConcreteModel(\"Graph Coloring\")\n", "\n", - " m.colors = pyo.RangeSet(0, Kmax - 1)\n", + " m.colors = pyo.RangeSet(0, K - 1)\n", " m.nodes = pyo.Set(initialize=list(G.nodes))\n", " m.edges = pyo.Set(initialize=list(G.edges), dimen=2)\n", "\n", @@ -166,7 +166,13 @@ " for k in m.colors:\n", " if round(m.x[i, k]()) == 1:\n", " coloring[i] = k\n", - " return coloring" + " unique_labels = set(coloring.values())\n", + " tab20 = plt.get_cmap(\"tab20\")\n", + " color_palette = [tab20(i) for i in range(0, 20, 2)]\n", + " label_to_color = {\n", + " label: color for label, color in zip(unique_labels, color_palette)\n", + " }\n", + " return [label_to_color[coloring[key]] for key in sorted(coloring.keys())]" ] }, { @@ -178,12 +184,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -193,7 +199,7 @@ } ], "source": [ - "n = 14\n", + "n = 15\n", "p = 3 / n\n", "\n", "seed = 1\n", @@ -202,21 +208,20 @@ " seed += 1\n", " G = nx.gnp_random_graph(n, p, seed=seed)\n", "\n", - "pos = nx.spring_layout(G)\n", - "nx.draw(G, pos=pos, with_labels=False)\n", - "plt.show()" + "pos = nx.kamada_kawai_layout(G)\n", + "nx.draw(G, pos=pos, with_labels=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "If we have a reasonable upper bound on the number of colors necessary, we can set it using the optional argument `Kmax`. Otherwise, the default for the model is `Kmax=10`." + "If we have a reasonable upper bound on the number of colors necessary, we can set it using the optional argument `K`. Otherwise, the default for the model is `K=10`." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -228,7 +233,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -238,36 +243,29 @@ } ], "source": [ - "Kmax = 4\n", - "m = graph_coloring(G, Kmax)\n", + "K = 4\n", + "m = graph_coloring(G, K)\n", "print(f\"The chromatic number of G is: {int(m.number_used_colors())}\")\n", - "\n", - "# Plot the graph with the coloring\n", - "tab20 = plt.get_cmap(\"tab20\")\n", - "colors = [tab20(i) for i in range(0, 20, 4)]\n", - "coloring = get_coloring(m)\n", - "nx.draw(\n", - " G, pos=pos, with_labels=False, node_color=[colors[coloring[i]] for i in G.nodes]\n", - ")" + "nx.draw(G, pos=pos, with_labels=False, node_color=get_coloring(m))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Alternatively, especially if we do not have a good guess for the upper bound of colors which are necessary, instead of choosing a very large `Kmax` which would make the MILO much larger and slower to solve, we can take an alternative approach.\n", + "Alternatively, especially if we do not have a good guess for the upper bound of colors which are necessary, instead of choosing a very large `K` which would make the MILO much larger and slower to solve, we can take an alternative approach.\n", "\n", "Let us start by creating a much larger connected graph with the same strategy as before." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -285,14 +283,14 @@ " seed += 1\n", " G = nx.gnp_random_graph(n, p, seed=seed)\n", "\n", - "pos = nx.spring_layout(G)\n", - "nx.draw(G, pos=pos, with_labels=False, node_size=100, width=0.25)\n", + "pos = nx.kamada_kawai_layout(G)\n", + "nx.draw(G, pos=pos, with_labels=False, node_size=150, width=0.4)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -303,12 +301,12 @@ "3 colors are not enough\n", "4 colors are not enough\n", "The chromatic number of G is: 5\n", - "Time elapsed: 6.99 seconds\n" + "Time elapsed: 6.62 seconds\n" ] }, { "data": { - "image/png": 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RhK+FGKEUBEFohLKyMo4dO4aVlRVLly7l0qVLXL16lQ0bNtQ6RavRaCguLqasrIxJkyZx69YDmjcfhq1tMunpb5FlGVmWlYDK19eXO3fucPHiRcaPH9/oc/bw8GDu3LlAdTHwoKAgtm/fjiRJdOvWjVmzZplUnkhTpeXslke8fpqr3CZrq8cqdEMWWo3Ms5sZZLzMZ+a/9MPO6YdakS9fviQyMpKOHTuyevXqJlv32RSZ3LV5/PhxjaSeoqIik/uMC8KPhQgoBUEQGkCj0XDy5ElKSkqYM2cOxcXF7Nixg0mTJilrGWtz4cIFJkyYQHh4OPn5+Tg7OwPQunVr4uLiGD9+PLdu3WLIkCHKPgMHDuTmzZuEh4czZsyYRp17cnIyN27cQKPR4OjoSEBAAE5OTkB1G0RTyxNd2R/P6/jcWu/XkbVQkF3Omf95yNz/3Z+XCS+Ijo6mU6dOTRpIQtNlctdGluUaFwzFxcViDaXwzRIBpSAIgglkWebixYukpaUxY8YMXFxcOHPmDOXl5axfv77exBFZlsnMzOTNmzf4+vqSmJiIl5cXUJ0tffHiRbp27UpQUJBeQAkwZMgQrl+/TmRkpEkJMRqNhjt37pCQkABA+/btmT9/vsEpYCur2ssTybKslCfS1X7MzSjhxe0so89F1spkpxWz6//9nu5D27B69Wqj9zXq+LLM4cOH6dKlS5NkchuiVqsN/u5EQCl8y0RAKQiCYKSbN28SFxfHhAkTmDBhAhkZGWzatImpU6fi6elp1DGio6Px8/Pj9u3bLFu2jGPHjjF16lSgeiparVaTm5uLhYUFlZWVNbqwDB8+nIiICKKjoxk2bFitj6MrYZOfn49KpWLgwIE1AlRjNG/enBkzZig/JyUlcezYMaU8kX2hl7Je0mgSuEid8fPzNfl86vIxMrkNuXv3Lv37969xu1arbXBJI0H42omAUhAEoR5PnjwhOjqaIUOGsGbNGmRZ5tSpU1RVVbFx40aTpmpfvnypBJQAlZWVSu9pSZLo0KEDsbGxjBs3jkuXLjFlypQaxxg1ahSXL1/m1q1bDB48WLn99evXREVFoVarsbOzY9SoUTRr1qyRz17fh+WJdvw8EtlQ5aO6yJCZWEBxXjn2zerONDdWY3tymyIhIUHJoBcEoZoIKAVBEGqRmprK+fPn6dGjB2vWrAGqywKdOHGC6dOnmzwK9ujRI3r16kV8fDze3t5AzfZ9Tk5OvH37FldXV6XMjyFjx44lLCyMoKAgZZq9bdu2zJ07t0GtCBtGQlPZ8L1LCyubJKB8/fo1Z86caVRPblO8nzAlCEI1EVAKgiB8IDc3lxMnTtCqVSsCAwORJAlZljl58iSyLJs8KqkTGxvLqlWr2L9/P0uWLKl1O92xnZ2dycvL0xtlLC0tJSIigtzcXCRJorS0lEGDBn209YJ1aWxI1RRB2cfM5DakvLxcGVEWBOEHIqAUBEH4p9LSUo4dO4aNjQ0BAQHKaNfr1685ffo0M2bMoE2bNg06dnJyMu3btwfqHuEyNzentLQUgPHjx3P69Gn8/Py4fv06VVVV2Nra4u/vj4uLi7LPqVOnsLCw0KuJ2NRkWeb169fExcWRn5+v3C5ZuCNXNayDjZ1z4wKzy5cvo9VqP1omtyEfLjMQBKGaCCgFQfjmqdVqTpw4QUVFBXPmzMHW1haoDqJOnDiBSqViw4YNjRoBi4iIYMWKFaSkpChT5YaSbjp27EhcXBwXLlzg7du3XL9+nRYtWjB79uwa2+rMmDGDY8eOYWZmRvfu3Rt8jjr5+fnExcUpvbp12rZty5AhQ2jevLly2027RO5fSMGUFhmSCtp2a46to+HnU59Pkcldm7S0NL0seEEQqomAUhCEb5Ysy5w7d47MzExmzpypFyilpqYSGhrKrFmzaNWqVaMeJycnh+bNmyNJEtHR0SxYsACoHrXUZYeXlZURGRlJamoqDx48oEePHmzYsIH27dvTpk2bWoNJnTlz5nD48GHMzc2VnuH1qaio4NmzZzx//pyqqirldmdnZ3r27Imfn1+9QXSP4a24dyHFqMfTkbXQa1TDRnp1mdyTJk1SRny/FKLxnPAtEwGlIAjfpKioKOLj45k4caJeS0NZljl69ChWVlaNHpXUOXv2LIsXLwaqM6N1pWViY2MpKysjPj4ea2trRo4cycSJEzl48KDSK9rPz4/9+/fXWywdYMGCBRw8eBBzc3O97bVaLcnJyTx+/JiioiKgev2ipaUl3bp1Y+bMmfUGrLVxdLGh79h23L+UWv/GgCRB627NaN/Dpf6NP6Dryf1+IfZPqbi4GDs7u0/+uILwNRABpSAI35RHjx5x69Ythg0bRmBgoN59ycnJhIWFMXv2bFq2bNkkj1dSUoKlpSXm5uZkZmZSXFxMcHAwAE+fPuXf/u3fDCZ56AJZlUpVoxVjXcaPH89f//pX3N3dcXV1VY7l6emJv7//Rymp02GIHQ/vF6HNdkBGRqolXUeSwL2jE5PW9kJSmRao6zK5169f/wmz2PXVV/tTEL5lIqAUBOGbkJyczMWLF+nVq5dSAkhHq9Vy9OhRbG1tWb9+fZNmCx8/fhwnJyeCg4O5desWK1asoH///kiSxMGDB+vMGNYFkYMGDeL27dt6ySBlZWU8ffqUly9fotFolNtdXFzYuHEjFy5cwN/fn9atWzfZczEkJyeHU6dPsfb/rmH3fx2nIt0eKixB+qE1oVYjY+NgQS//NvQb3x4zC9OSeD51Jndt3r17h5ub22d7fEH4komAUhCEH7Xs7GxOnTpFmzZtlBJA70tMTOTChQvMmTMHd3f3JnnMd+/ecfXqVUpKSoiJieF3v/udMuI5YMAAo47Rrl07UlNTadOmDWZmZhw8eJCkpCTlfmtra7y9vZk7d67B2ourVq1i586dTJs2rclGWz9UWFhISEgIGzZsIDk5GetW5bTt7UjPDn05f/Q6Xby6YWFlhmt7Bzx9WmBmZno2+OfI5G4oUZtS+JaJgFIQhB+lkpISjh07hoNDFTNmeqOSZIpLnmNv1xVJktBqtRw5cgQHBwc2bNjQqMeSZZknT55w//59AFxdXZk6dSoXL17k//7f/4uLiwsFBQV1rvuTZZmsrCzi4uKIjY0lLy+PY8eOMWjQILy8vOjbty9z5841eq2jJEl89913bN++ndmzZyvT302lpKSEoKAgpX/5pUuXsLCwYNy4sahUKmw7lDB8gXHJQYboMrk7d+6Mr2/TtmhsiA/rgQqCoE8ElIIg/KhUVVVx4sQxVKo4vLsnUVh4h4cPf7jfxqY91laTuHPHnDlzljY40KqsrOT69eukp6cjSRI9evRg6dKlyiiVLMvk5uYq9SLDw8MZP348UJ3c8fjxY27evKmXGezu7o6Pjw9t27altLQUJycnZWTO09OTy5cv6yUQ1UeSJAIDA9m6dSsLFy7Uy2JvjIqKCnbt2sW6deswNzcnIiKCfv368fr1a2WauzG+xEzuqKgoRowYUev9IsNb+NaJgFIQhB8FWZY5e/Ys2dnp9OgZRWHhDQoLzWpsV1qaQmnpVnr2aomt7TTA+IAyJyeHiIgIysrKsLCwYPjw4YwZM8bgtleuXGHEiBHEx8fz9OlTLl++TFlZGQB2dna4uroyY8YMxo4dW2PfZs2acerUKb3b3NzcePfundHnqqNSqVi3bh1btmxh6dKljc6OrqqqYtu2bQQGBmJpaUlFRQWvXr3C0tKS+fPnN+rYAEVFRezevZsVK1Z8lkzu2hQWFtZ5Pu/3ZBeEb5EIKAVB+Opdu3aN58+fM2nSeN6+DSEv/84/79HU2Fa3zK2y8h137y1kQP9T2NgYTlyRZZnnz58TExMDVCe8TJ48WSl8/v52b968IS4ujtzcXACuXr3KmDFj6Ny5M/7+/siyzNy5c5V9oqOj6dy5s8HHtbS0pKqqSpma1436GWrFaAxdULl582ZWrFiBg4ODSfvraDQatm3bxsqVK7GxsQHgyJEjTJ8+nYsXLyrT8Q0drdNlcm/YsOGzZXI3VFFREfb29p/7NAThsxEBpSAIX60HDx5w584dRowYwYgRI0h9vYe8/NtA/QGNLGtQqwt59uzX9O0bpNxeVVVFdHQ0r1+/RpIkunbtypIlS5SgrqCggOjoaJKTk/WO17p1awYMGICLiwsxMTH07NkTHx8fAM6cOcPo0aP1tk9LS6u3hV/nzp1JSEhQCpWPHz+e0NDQBo0EmpmZKSOVq1evNrmeoizLbNu2jSVLligBaVpaGs7OzkRERDBt2jRl2+zsbFq0aGHS8R88eEB8fPxnz+Q2JDMzs97s7uLi4gYH6oLwYyACSkEQvjpJSUlcvnyZ3r17KyWAZFnL69d7TTqOLGvIzYsiMzOOGzdeUlJSgrm5OcOGDWPo0KE8f/6cZ8+e8eLFC2UfR0dHevbsyZAhQ2pdL/j48WNWrlyp/JyXl1dj/eL7Bc5r07t3b0JDQ5WA0sbGRpk2bwgLCwslqFyzZo0yylgfWZbZsWMH8+bN0xsdDQsLY9WqVRw4cEAvmEpJSTFp7eOXnskdHR3NpEmT6txGjFAK3zoRUAqC8NV4+/Ytp0+fxtPTs0YJoLy8m5SXp5l8TFmWuHHzz2i1s1CpVGi1Wq5fv46FhQVdu3Zl+vTpJq2Ne/Hihd5UdlVVVYOnb3VrFN/XoUMHkpKSjOqcU9sx165dy/bt21m7dq1Rzy0oKIgpU6boJTBFR0czdOhQLl68yIQJE/S2f/36NRMnTqz3uF9aJndtysrKaixz+FBRUVGjW3QKwtfsmw4oC0qriEsvoLiiCltLc3q0csTFXiyqFoQvTVFREceOHcPZ2ZmVK1caHNkrLn4GqACtSceWJBln5yL69R2Ls7Nzo881KipKb3QyMjKyzuzg2rRs2ZKsrKwa6xFNacVYG2tra7777ju2bdtWb+eZgwcPMnLkSL0C6Wq1mmfPnrFq1Sru3LlTo85leXl5vaOfX2Imd2MUFxeLEUrhm/ZNBpRP3hQQdCOZk/ffUKn54cvHXCUxxceDgKGe9Gsn6o0JwudWWVnJ8ePH0Wq1LFy4EGtr69q3rSpBln9IujGFg4NlkwSTGRkZtGzZUm/kNCMjw2Amd33rBLt06cKLFy8wMzNDrVYrxctNbcVYG1tbW1atWsWWLVvYsGGDweLoR48exdfXlw4dOtS4fc6cOURHR+Pn52fyY3+pmdyGJCcnGxXwFhUViTWUwjet8QXDvjL7biYz9R9RHLuXrhdMAqi1MmceZTB78w3+vysvRV0xQfhMtFotp0+f5uDBg0yaNInFixfXGUzGxcURG/MESWrIe1bCwsK5wef6vgsXLuhN/76fof2+oqKiepNiWrVqRXp6Ot27dyc+Pl7vPl0rxsayt7dnxYoVbN26Va99I8Dp06fp2rUrXbt21bs9KysLS8vqAPzly5fK+k5jpaWlsX//fjZs2PDFB5MAt2/fZtCgQfVuV1FRYXTReUH4MfqmAsqQO6n8/tQTZECjNfzFo7v9vy6+YGtkksFtBEH4eCIiIti9ezcDBgyodwSrqqqKoKAgcnNzmTbtVxiT3W2Ii8vIBp7tDwoLC7G3t9ebjr9165bBTO5Xr17VO2WtG4ns3r07T5480buvW7duPH/+vNHnDNVJRkuXLmXbtm1otdUX2efPn6dVq1b06tWrxvanT59m5syZPH78mB49ehg8Zm0X4w8ePODatWusW7fuqykLVFVVZVSgKEnSF5edLgif0jcz5f2uqILfnXxs0j5/Of+MiT1b0qGFaeU1BEEw3d27d7l79y7+/v6MGjWq3u0fPnzIrVu3WLRoEba2tpw9exYz8/bY2LzGlHWUKpUlHi1nNvzE/yk0NFSvziRU9wkfOnRojW2TkpKUrjn1sbCwqDF6qLu9srKySUbFnJ2dWbBgAdu3b6dz5844OTnRv3//GtvFxMTg6+uLSqUiJiZGb61ofcLDw9FoNCxevLjR5/upiFkqQTDeNzNC+X3sa7QmfjioVBIHb6d8pDMSBAHg5cuXbN++HVmWWbNmTb1TqJWVlezdu5fCwkKWLFlCaGgoBw4cYNiwYQwZ/AdMS8qRaN16CebmjVv7VlFRgSzLehnTdQUjpaWl9WYN12fs2LFcvny5Ucd4n4uLC61bt+bcuXMGR1U1Gg0PHjygX79+pKWl6SXpvK+kpETvuekyuZ2dnY0Oor8UL168qDHlLwiCYd9EQCnLMvtuJFPLLHetNFqZkDuvqVSbljUqCEL9MjMz2bFjB69fvyYwMNDgiNiH7t+/z969exk+fDgJCQmcPXuWWbNmERAQQIsWLSgr8yI727gkEVkGO7u+dPL618Y+FUJDQ/UKe0P1CGqfPn0adVxdQo5uNPJ9DW3FWJs7d+5gZWXFv/zLv7B79+4aAfHJkyeZNWsWUF030lCiEVSXDGrXrh1Qncm9bds2Bg8e/EWXBarNvXv36Nev3+c+DUH4KnwTAWVJpYasoor6NzSguELN26LyJj4jQfh2FRYWsnfvXm7fvs3q1asZPXp0vWvPKioq2L17N/Hx8ZiZmfHs2TOWL1/OggULlNGwp0+fEhkZyfx5e+nS5Q+oVFaA9M//3le9xrGgoBsxd4ZQXq5u1PPRarUUFRXVWOsZFxdHz549G3XsDh06kJycjI+PD48ePapxv64VY2M9fPiQt2/fMn78eDw8PBg/fjxBQT90D8rNzUWj0dCiRQvy8vJwdHSstai7rqh5UVERmzZtYtGiRV9tWSCtVltv8XlBEKp9EwFleVXN9UemeJWaXmN0QBAE01RUVBASEkJYWBiLFy9mxowZtQYl74uNjeUPf/gDFRUVtG/fnlWrVjFlyhS9L/obN26QmJjIkiVLkCSJtm2W4zfsFl06/xZb246oVNZIkgUajT3t2q5gyOBwRo/aj719M3bu3Ila3fCg8sKFC7UW8W5skkbnzp158eKFUkLoQ+PHj+fixYuNeoz4+HgSExOZOnWqclvbtm3x9/dn//79ABw/fpw5c+YAcPbsWb1tP5Sbm0tpaSnBwcFfTSa3IVqtViTZCIIJvomkHAfrxj3N/LdvOP3yYa1BpUqlws3NjZYtW+Lh4YGzs7P4IBKEf9KVACooKGD27NlG1+orKSnh17/+NXZ2dgQEBODt7W1wu/Pnz2NnZ1djytnCwpG2bVfQtu0K5baDBw8yflx1UoitbXW2dFlZGTt27GhQD2lZlsnIyKjRlu/DbjnvU6vVRo96NWvWjPz8fKWDz4dsbGwoL2/4DEpiYiIPHz5k4cKFNe7z9PRErVbz5z//GX9/f8zMzCgvL0elUtWZCJScnIwsy6xfv/6r/hyMi4tTerELglC/byKgtDI3Y0hHF+68ykFjwjpKCRk3Kw3dPFvRuXPtZUXUajXZ2dlkZGRw69atOqeg7O3tadmypfKfqFsm/FjJssyVK1d49eoV06ZNw93d3aj9ysrK+O///m9evnzJb3/7W7y8vGrd9tChQ3h7e9O7d2+jjm1jY0NJSYlSA3LIkCHs2bNHGY1btmyZUcfRiY6OZtiwYTVuv3PnTq3ZzO+vMWwKnp6evHr1qkbx8fq8fv2aqKgoAgICat3Gy8uLyspKXr9+zeDBgw2uFX1feHg4BQUFX1Umd20eP35s0vMQGeHCt+6bCCgBAoZ6cjMpx6R9ZCR+NqUPWVmvuXHjBmZmZowcOZK2bdvqbWdubq4EiPUpLi4mMzOT1NRU7ty5Y9SoZ8uWLWnWrNlXfbUvfFtiYmK4f/8+o0ePZsyYMUbtk5OTw/Hjx4mJiWHhwoX8+te/rnVbrVbLrl27GDduHJ6enkafl4+PD48fP9YrVL1s2TK2b9+Ov78/p0+fZvr06UYf78WLFwY7xciyXOt0fmJiYoNGvmxtbQ1mhw8fPpz9+/ebFFBmZWVx4cIFVq9eXed2p0+fJjAwkNzcXI4dO0ZpaWmtI8yHDx+mU6dORgf3X7rGdiIShG/NNxNQjvV2w9PFltd5ZbUWNX+fCrCzkJneuxV2Vu3x8/NDrVYTGRlJeHg4VlZWjBkzBjc3N5POw97enk6dOtGpU6c6t9NoNLx7947MzEzu3LlDXl5erVfAdnZ2ynS7u7u7XukSQfiUnj9/TmRkJAMGDGDNmjVG7ZOUlMTVq1fJycnB2dmZv//973X2gS4vL2fHjh0sWbKE5s2bm3R+HTp04M6dO3oBpbm5OZMmTeLx48e4uroSGRnJyJH1FzqvLemmrpI6AG/fvsXV1dWk8wbo27cvDx48qFHX0tRWjLm5uZw4cYK1a9fWuX1hYSElJSV4eHjg4eFBRESEwWBSrVaza9cuJkyYgKenZ5MVXP+cqqqqRDKOIJjomwkozc1UBK0ayKzNNygoq6ozqDRTSVhbqPj7jA4E7dpBQEAAdnZ2mJubK6MtFRUVhIeH8+7dO2xsbBg3bhzNmjVd/28zMzOTRj2zsrJITU0lJiaGyspKJfiUJEn5t0qlwtXVVQk+xain0FTevHnD2bNn6dy5s9GBZGxsLI8ePcLDwwONRoO/vz8DBgyoc5+8vDyCg4MJDAysM+isjS74+lCHDh148uQJ7u7uPH/+nAcPHtRb8icmJoZVq1bVuP369es1Cpx/yJT3nZ2dHcXFxXh6enLjxg2DhdIHDhxYI1A2pLCwkIMHD7Jhw4Z6z+Ho0aPKEgBZlrG1taVnz56EhYUxefJkoGZPbo1G86MIxO7evVvv36IgCPq+mYASoL2LHac2DmPd/rs8eVOImUrSCyzNJNDI4Oliy9alvnR2d8CvZwf27dvHsGHD9JICrKyslA/V0tJSLl26RH5+Po6OjowbNw57e/tP9rzs7e2xt7evc60ZVI96ZmdnK6Oeubm5tW6rG/XU/SdGPQVD8vPzOXHiBK6urqxevbrerG2tVsvly5dJS0vD19cXb29vnj17xrJly+rs1Q3Va/7CwsLYuHHjRwlapk6dyubNmwkMDOTYsWM4OzvXOp2ekpJS6zpIXd3IptK5c2cSEhLo06dPrbMU3t7eBAUF1RlQlpaWsnfvXjZs2FDv6xQfH0+nTp2U56FbK9q1a1fu3LnDxYsX6d69O6dPn2bDhg3Kdm/evKFVq1YNfKZfjoSEBKP6d79PXJwL37pvKqAEaNvcljM/8eNeaj7BN5O5kZhDSYUaW0tz+ns2w63gGf+2YbLy4WBpacl3333HhQsXapTW0LG1tWXGjBkAFBQUcP78eUpKSmjevDnjxo2r94vyUzEzM8Pd3R13d/d61zmVlJSQmZlJWloasbGxVFQYruMpSRKurq54eHjQsmVLmjdvLj5YvwHl5eUcO3YMc3Nzli5dWm8AVVFRQWhoKIWFhYwbN45hw4Zx8OBBfH19jWrf9/jxYx49esSaNWsa/felUqlqHUlbunQpBw4cYMWKFezYsYPZs2fj4uJSY7srV66wYsWKGrdnZ2cb3L4xvLy8CA0NrXfEtK5WjBUVFezcuZN169Zhbl73x74sy1y/fl1vpPn9taIDBw5k7969XL16lf/n//l/9F6P1NTUJk04+pxM+TvTaDRGlcAShB+zby6ghOoPCt/2zfBtX3OK+syZDN69e1djbeSECRNISEhg69atBAQE1Drd5uTkpEx3ZWdnc/LkSSoqKvDw8GDUqFFNOnLxMdnZ2eHl5WXUqGdOTg4ZGRnExsaSm5trcLpdkiRsbGz01np+KYG2YDyNRsOpU6coLi5m9uzZ9Y7EFxQUEBoaiizLTJs2DWdnZ6KjowkPD2f58uVGjXxHR0eTn5/fZJnDuhE/Qy31HB0d6dGjBzdv3mT16tVs2rSJ7777Tu/9npOTU+tykYiIiDqzoBuSCWxlZaUk7zk5OVFQUGCwtuPYsWMJDw+vUcKoqqqKbdu2ERgYaFRVifPnz+vV1Xz8+LHeWtHw8HA8PDzo2LEj165d01tvmp6ebvLI3pemvLzc5BmZ4uLiTzorJQhfom8yoKzLhAkTOHTokMHyIZ06daJNmzYEBQUxZsyYehNrWrRoodR3e/PmDd9//z1qtRpPT0/8/Px+FGuNzMzMcHNzw83NzahRz6ysLNLT07l7965e/bwP13q2aNFCCT7FqOfnJ8syly5d4vXr10yfPr3epJK0tDQuXbqEg4MD8+bNw8rKiuLiYrZv387AgQMNju4ZEhYWhqOjI1OmTGmCZ1GtR48enD17ttYezQMGDCA4OJhu3boRGBjI9u3b9abZz549y6JFiwzuW15eXueFUk5ODi1atGjwufv6+nLv3j1GjRpV4z43Nzfevn2rd5tGo2Hr1q2sXLnSqDWnpaWlvHv3Tm+UMSYmRhlFPnz4MF5eXkqbzIiICL3SSRqNpt4R0C/drVu3DPYyr0txcbHR9VUF4cfq637nfwQWFhZoNBq0Wq3BKQxra2vWrl3LmTNnSEhIqLVDxodatWrFkiVLAHj16hUHDx5Eq9XSrVs3Bg4c+E0ETHZ2dnTs2JGOHTvWuZ1Wq1XWet69e5ecnBwlg/X9EU9AGfXU/SdGPZverVu3ePToEePGjWP8+PF1bhsXF0dMTAxt2rQhICBAeQ9dv36dpKQkVqxYYdQomSzLHDp0iJ49e9KrV68meR461tbWtS7h0Fm8eDFbt25lw4YNLFu2jJ07d7JmzRrKysqwsLAwONNQVFRU7yhVYmJivaP+dWnVqhURERG13u/k5ER+fj7Ozs7Issy2bdtYunSp0cHO999/r1fkXJex/mEmt86oUaO4dOlSg4KwL1VaWhr+/v4m7WPMay8IP3YioDRgzJgxXLlyhbFjx9a6zdSpU4mPj2fHjuoscFMKlHfo0EGpGRcfH8++ffuQZZm+ffvi4+PzTQSXddHV4HRzc6u3Xl9paSmZmZm8efOGe/fuKaOeHwafkiTh4uKit9ZTrHmq29OnT4mKimLQoEF1Zm7LskxkZCRJSUn06tVLL/O5sLCQkJAQhgwZUmcB7fdpNBp27drFxIkTP9t6PDMzM6ZPn87JkyeZNWsWkydPJiQkRLndkPDw8HprbqakpNCvX78GnZMxZYEmTJhAaGgo8+bNY+fOncydO9fo6hOJiYm0bt1a76Ls8uXLzJo1i82bN7N8+XKcnZ1r7Ddu3DjOnz9PbGysSc/nx6SoqMjg70YQviUioDSgbdu2hIeH17udt7c37dq1Y+fOnUyZMoX27dub/Fje3t54e3sjyzIPHz5k3759SJLE4MGD6dKlS0NO/5tia2tr9KhnTk4OmZmZ3Lt3T2+t54esra311no2pDzN1ywtLY2wsDC8vb1Zs2YNWo2WxPtvibuaTk56MZoqLZY25nj6uJCtfUlh5TtGjhxZY1Tn6tWrpKamsmrVKqPXDutqTC5durRJy3A1RNu2bXny5InSS9vb25vg4GAWLFhgcPuioiIcHR3rPGZDM8Dd3NwMru3+kI2NDWVlZezbt4/JkyebVCc3PDxc78IhLy+PqqoqDhw4wPr16+s874kTJ3LmzBmSk5ONfrwvUXFxsdJFydT92rRp8xHOSBC+HiKgrEXr1q1JS0ur90PCzs6O9evXc+rUKRISEozuCvIhSZLo06ePUhrk1q1bBAUFoVKpGDFiRIOCVeEHuhqcrq6u9U6hlpaWkpWVRUZGhjLqaWi6XTfq+f5az6951DMvL48TJ07QsmVLAgMDkSSJtGe5XNr9lNLCSiQVyP9sJ11VoeHJtXTAjnY92tK65Q8jiQUFBYSEhODn52fS1GFubi4HDhwgMDDwoy9dcHNzIysrq952kBMnTmTLli14enry+vVrRo8ebbDdYkMSOUzRpUsXXrx4gZubGy4uLrx7967WdawvX75kwoQJdRZX/1B4eDijR4/Wu23z5s20adOG7777zqhZkylTpnDlyhXi4uKafJnCpxIdHW2w81F9ioqKxBpK4ZsnAspajB49mv379xs1TSdJEjNnzuTRo0fs2rWLgICARi1MlySJIUOGMGTIEDQaDdevX+fq1atYWFgwevRoo4qdCw1na2urtyyhNlqtltzcXDIyMrh//76y1vNDsixjbW2tTLe3bNnyixr1LCsr49ixY1hZWbFs2TJlJCo5LpuwLXHwz+ekCyZ/UB1kvI7P5dh/3mXOv/py4/Z13rx5w3fffWfSeyAlJYULFy6wcePGTxKU9+7dm/v379e7JhSqWzPu27cPlUrFqlWrOHv2bI3M54iICIOJMk2lTZs2REdHA9C/f39iY2MNrt8+evQoixcvJjY2luHDhxt17PLyclJTU/Uuhs+dO0dhYaHRyxSguibpuHHjeP78OWZmZnTv3t3ofb8U2dnZDepiVFJSUqMlpiB8a0RAWQszMzMkSUKtVhv9xejj44Onpyfbtm1j5syZJo0Q1HUeulGeyspKIiIiuHDhAlZWVowbN67Ja94JxtNlo7do0aLeEZmysjJl1PPBgwd6Ge4fen+tp4uLy0cLsNRqNSdPnqSsrIw5c+bofSEWZpdxftvj6gC5nko3shYKskrZ9W/nGLWyU42Rrvo8evSIp0+fGt1hpym4urqSnZ1t1Lb29vao1WqlzeOUKVM4cOAATk5OtG3bFmh4IGKs9zv8tGjRgpycnBrbnD59mi5dutC9e3diYmKMbsV45MgR5s+fr/x8+PBhXr16xW9/+1uTzjElJYX27dvTvXt3Dh8+jLm5+TezbKeu3u2C8K0QAWUdJkyYwIULF0wqWeLo6MiGDRs4evQo7u7ujBgxosnOx9LSkgkTJgDVAcrly5fJzc3F3t6e8ePHiymXL5iNjQ2enp61dl7R0Y16ZmZm8vDhQ7Kzs5U+zaBfbNnKykqZbjdl1FOWZS5cuEB6ejozZ840eFHyODIdjUZbbzD5wzGBIntaOpu2NOP69esUFRXpZRZ/iSwtLVGr1WRnZ9OiRQsWL17M9u3bWbBgAfb29kZddJaVlX20qfwLFy7QqlUrJYltwIABxMTEMHDgwDr3S01NpXnz5tjZ2aHRaNi5cydjx46lvLzc5M+T1NRU5WJiwYIFHDx4EHNz83rXN38pcnNzRWKNIDSCCCjr4O7uXqOumzEkSWLevHncu3ePoKAgli5d2uQ1J21sbJQCykVFRVy6dImioiKaNWvGuHHjvqgpVcF47496vj+lakh5eTmZmZlK8FlWVlbrtrq1nq9fvyYtLY2JEycanDLVaDScC7tAyhVLkE0bcZFUEo+vpTNioXGjUmfOnKF58+ZKC9Mv1d27d+nfvz89e/Zk8+bNbNy4EUmS+O6779i0aRPdunUzat3dq1evPkpwFRERgb29vVIbEqB79+4EBQXVG1CeO3eONWvWUFxcrCzXuXHjhnLhaoqSkhK90jmLFy9m3759mJmZfRVrwKOiovSKtJviW6/MIQggAsp6dezYkaSkpAZ9EfTr148OHTqwZcsW5s2bV28CQEM5ODgwe/ZsoPoqOzQ0lLKyMtzd3Rk9erRJJY2Er4e1tbXRo543btzg+PHjtG7dGicnJ27cuMGNGzeUbSorK7l37x4ajYYRvhNBY/r0nayVSXrwrt6AUpZlDh48SJ8+fejRo4fJj9NUbGxsKC0trXft28OHD5VSSLNnz+bo0aPMmzcPMzMzAgMDWbNmDUFBQfU+XmJiYoMDFtBvGdmqVSvS09OVrOoPk4QAzM3NqaqqqjU7+/r16wwfPpz09HSlJ7e5uTmZmZlNtk572bJl7Nmzx+Qkoc+hsLDQYAciQRCMIxZ91GPEiBFcu3atwfs3a9aMjRs3cuXKFW7evNmEZ2ZY8+bNmT9/PgEBAfTp04ejR48SFBREREQEGo3moz++8GVJTU1l586dqFQq/u3f/o3AwEAWLlzIokWLWLRoEePHj1eCjj/96U/813/9F+3bNHwUrbJMXef9Go2G7du3M3LkyM8aTAL06tWLx48f17nNy5cv9TpitWrVCmdnZ54+fQpULzsYOnQou3btqvfxjCkrVBdPT09SUlKA6ovVQ4cOUVJSUmsy0NixY7l8+bLB+6qqqnjx4gVVVVVERkYqZYEMZbA3hiRJrFy5krCwMDIzM5vsuIIgfHlEQFkPSZKwtLSst7NGfcdYtGgRKpWK/fv3o9XWSJf9KFq2bMnixYsJCAjAy8uLkJAQgoKCuHHjxic7B+HzyMnJYdeuXTx9+pTAwECGDh2qd/+rV6/YvXs3169fZ9GiRSxevBgHB4fqbPRWDR9JN7Oo/SOlrKyMTZs2sWDBgi+iZl/Hjh1JTEyscxvdKN77xo0bR1RUFOXl5cTExDBmzBjGjh3L4cOHP+bpKqWDAJKTk0lPT68zS72uJTtHjx7F1dWVjIwMlixZokzZvnjxotaWlA2lWx5w6tQp3r1716THbiqZmZkfbQZJEL4VYsrbCBMnTuTcuXPMnDmzUccZNGgQHTt2ZPPmzSxatOiTZmi3a9eOpUuXAtVfGrrA1sfHh759+4o1QD8SJSUlHD9+HFtbW4Plq+7evcvDhw/p0KEDK1euNPi6N/MwvbBzNRmsyw1OI+fk5HDw4EHWrl37Ues1muL9zGlDdEGGod/RsmXLCA4OxtrammXLlgHV9TfPnz9vdDtWUzVv3pzc3Fzi4+NJSEgwquPO+60YdXTF/RcsWKC37vLx48cfbdRYkiQCAwPZunUrCxcuVDLmvxTR0dFMmjTpc5+GIHzVxAilEZo3b05eXl6THMvV1ZUNGzZw9uxZYmJimuSYpurSpQvLly8nICAACwsL9u3bR1BQEPHx8Z/lfITGU6vVHDlyhBMnTjB37lzmzJmjBJOyLHPp0iV2796NmZkZq1atYtSoUbVeRDg0t6Z9Txckkz8dJHzHdyQsLIzg4GAOHz5MZmYmr1694sSJE2zcuPGLCSaNUVdwaGNjw6BBg3jy5IlyW58+fbCxsfmoS1uysrJ48OABc+bM0Su2X5vx48dz8eJF5WeNRsO//Mu/sG7dOr1gEiAmJoZBgwY16LzKy8vrXautUqlYt24dISEhFBQUNOhxPpaysrJG1ZGs73UQhG+BGKE0kre3N0+fPm2SYr0qlYrly5cTFRXFoUOHWLBgwWcZIZQkiV69etGrVy9kWSYmJoagoCAkSWL48OH1FvYWPj9Zljl37hyZmZnMmjVLr11hZWUloaGhFBYWMmbMGMaNG2f0cXuNakPK45q1DmsjSWDtYInPsA70MfMCoKKigt27d/P48WOGDBlCfHw83bt3/6JGw99PdHlfYWEhdnZ2dVZnUKlUODs763XcGTlyJKdPn67xWaHVahtdpzAtLY1nz57x85//HIAOHTqQnJxc5/vU1tZWyf4vLi7m97//PevWrcPLy6vGsRuTNJOWlqbU5KyLLqjcvHkzK1asEKXOBOFHRASURho0aBB79+5t0u4Pfn5+ZGRksGnTJpYtW/ZZMwwlSWLgwIEMHDgQrVZLVFQU165dw9zcHH9//y8+Q/NbdP36dZ49e8akSZP0Su8UFBQQGhoKVBfhbkhPbK1tITQvgNz6/yblfxarHL+qOyqzH4KmW7du0aFDB9avX48syzx48ID9+/cD1Z1f/Pz8GtTXuil16tSJxMTEGgW4Q0NDmTNnTp373r9/n1/+8pds3ryZDRs2KAHj9OnTCQ4OxsnJSXnfpKenN+o9lJWVxblz5/Tq2vbp04fz58/Xe+HXvn17bt26RWxsLJ07dzbYQefy5cssX768weeXkpJSb5krHTMzM9atW8eWLVtYvXp1g3pnN6Xk5OSvoqyRIHzpxJS3kSRJwtbWltLS0iY9roeHB+vWreP48eM8ePCgSY/dULr+4QEBAcyfP5+nT58SFBTEoUOHjO4uInw8jx49Yvv27bi4uBAYGKgkuKSlpbFnzx4uX77MvHnzWLp0aYOCyaioKO7fv8+6f59BtyEeALVPf0ugUkm8tb7HnadXlZtPnz6NpaWlMmUsSRJ9+/Zl2bJlLFu2jE6dOnH06FGCg4M5ceLEZ5sC7dGjR41M74qKCqVdZn1UKhXz58/nyJEjercvXbqU06dPK88rMTGxxqigsXJzczl+/Djfffed3meQsZ9HTk5O7N27Fzc3N72OODr5+fk4Ojo2agT17du3uLm5Gb29hYUF69atY+fOnXXWT/0U7ty50+CpfkEQfiBGKE0wefJkwsLCmDt3bpMe19zcnJUrV3L16lWOHTvG7Nmzv5hpQQsLC2WqtLy8nPDwcLKzs7G1tWX8+PGibtsn9OrVKy5duoSPj49em8K4uDhiY2Np3bo1AQEBDQ4MZFnm8OHDdOjQQalrOnp5Nzr5uhF3Na3GFLiFlQqb1hVUOb7lfy1awx//+EcsLS3Jy8vD19e3ztH8tm3bsmjRIqB6ejkiIoLCwkLMzMwYOnRovbU1m4qNjU2NNphnzpxh6tSpde6XlJSkjAy6ubnh7u7Oo0ePlE41uiSUzZs3s27dOjIyMhrUNauwsJCDBw+yYcMGJEmic+fOJCQkKI9Tn/DwcKqqqujVqxeSJBlMBDxz5ozBQNNUpn5mWVpasnbtWrZv3/5Zk7WqqqpErV5BaAIioDSBg4MDRUVFH+34/v7+vH79ms2bNxMQEKDXdeJLYG1trbShLC4u5tKlSxQWFuLs7My4ceMatahdqN27d+84deoU7dq1IzAwUEnGuHbtGomJifTs2ZOVK1c26jHKysrYvXs3M2bM0CvpI0kS7Xu60L6nC0W55eRllKCu0hJ1M5LFq2ex/2AwSxYtIjg4mD/96U9MnTqV7777zqSlIY6OjsyYMQOoTi66ceMG169fR5ZlvL298fX1/WR9krVarfI3XZebN2/qtYv09/dnx44ddOrUSXkfmJubs3r1arZv346zs7PJz6G0tJS9e/fqTad7eXlx7tw5JaBUqVS1rs/8/vvv6dixI/379+ePf/wjvr6+NbYpLy9XSqN9DtbW1nz33Xds27ZNqYX5KTVFMo1IyBGEaiKgNFG/fv24e/euwQ/nptC2bVvWrFnDvn37GDx48Gcv/lwbe3t7Zs2aBVRPmZ09e5bS0lJcXV0ZM2bMV5XN+6UqLi7m2LFjODo6snLlSszMzFCr1YSFhZGdnc2IESMa1XlF5/Xr14SGhrJ69eo6p3kdmlvj0Lz6/jvP1KjMJbp27UpSUhJdunThd7/7HcHBwfznf/4n7u7ujBkzxuRzMTc3V0byZFnm+fPnHDx4EFmWadGiBf7+/h+1rejFixeNajuo1WprJOwsX76cvXv3snbtWuU2Ozs7FixYwG9+8xulbJcxKioq2LFjB+vWrdMr/fThiKquNmW3bt2U23Q9ucePH0+HDh24f/8+kyZN4tmzZwwePFjvcUJDQ5k+fbrR5/Ux2NrasmrVKrZs2aJ06/lUmqLuZmMzxAXhx0IElCbq3bs3e/bs+WgBJVRPM69evZpLly6RmJj42T/w6+Ps7My8efOA6rVUx48fp7KyktatW+Pv7/9JvyB+DKqqqjh+/DgajYYFCxZgbW1NSUkJp0+fprKyksmTJ+Pq6tokj3Xr1i1SU1NZv369SVOWHTp04NWrVwwePJh//OMfmJmZ0alTJ1xdXfntb3/Ln//8Z8zMzPD392/wuUmSRLdu3ZRg6d27d5w5c4by8nKsrKzw9/c3ad1ebdzc3MjKysLNzY309PR660hmZGQYbE1oZWXFiBEjuHTpkl5GvaurK97e3hw5ckR5n9RFrVazbds2AgMD670w8/Hx4eTJk8rv6P2e3M7Ozmi1WmJiYlizZg0JCQl6rRg1Gg2lpaVNkmnd2FE6e3t7VqxYoQSVdWXXN6V79+41erq/uLhYZKsLAiKgbBBHR0cKCgo++vrBcePGkZSUxJYtWwgICPgqroLd3NyUtXFpaWkcPnwYtVpNx44dGTZs2CebuvwaabVazp49S3Z2NrNmzVJK0hw6dAgbGxtmzJjRpH8Dx44do2XLlg36Qu3evTtXr14FID4+nr/85S+oVCpCQkIICAjgpz/9KVu3blUSvJqCq6urEpCVl5dz9epVpfNK//796datW4PWHvfu3Zv79+9jZ2dnVNvByMhIZY3ph7y9vXny5EmNrG53d3e8vLy4ePFind1ttFotW7duZeXKlUa91paWllRVVQHVmeSnTp1iw4YNStB4+vRp5YJ0zJgxhIeHKwHzhQsXjBqNrY9Wq22SNd+Ojo4sXbqUrVu3sn79+k/yWWGoZJSpioqKvrjlSYLwOYhv9waYPHky586d+ySP1bFjR1auXElwcLDSdu1r0aZNG5YsWUJAQACtWrXiwIED7Nu3j9jYWLHu6AORkZHs2rULX19fVq5cSVZWFrt27SImJoZly5axYMGCJgsmKyoq2Lp1K76+vg3u2+zg4EBcXBx3797lr3/9K+fPn8fe3p727dvz5MkT2rZty/Lly4mIiCAqKqpJzvt91tbWTJw4kWXLlrFkyRJKSkrYv38/wcHBREZGolbX3VP8fa6urmRnZ/P8+XO9qePa1JfEMWfOHE6ePKm0N9V1qunXrx/m5ubcuXPH4H6yLLNt2zalDaYpHj16REREhN46xIKCAsrKypTR1PdbMcqyTGZmpsGRVlNlZWU1yXEAmjVrxsKFC9m2bdtH/4xoqkBYjFAKQjUxQtkAunVMsix/kmxsa2tr1q5dS1hYGImJiV9lizAvLy+lbMqTJ0/Yt28fAL6+vkbXr/sxun//PrGxscp6yJs3b3L+/Hm6dOnCqlWrmvzvKyMjg2PHjrFq1apGBai6rGzd6GZJSQmyLOPv78/WrVvp1q0bXbt2Zdq0aVy4cAGVSlWjn3hTUalU9O/fX+n8kpKSwvfff49Go8HR0ZFRo0bh6OhY5zFev35t1PR8bm5uvaWYJEli4cKFhISEsGTJEr2SQaNHj+bEiRM8f/5cb+2eLMvs3LmT2bNn19uW0MXFhezsbFq0aAFUjxA7OTnVWKN59OjRGrUldbMrcXFxDb6Y+FBqairt2rVrkmNB9fObM2cO27dvZ82aNR/tM/bRo0f07t270ccpKipq0ucvCF8rSRZDRQ3y/PlzcnJyPtqXZF2PGxkZSUBAwFef+CLLMvfu3VPa1w0dOpROnTp95rP6NBITE7l8+TL9+vXD19eX8+fPk5mZyeDBg5u0eP77YmNjefHiBYsWLWrUl/TJkyfx8PAgMTGRxYsXA9V/l7m5uQwZMoScnBwuXbqkZEFfv36dmJgYhgwZwpAhQ5rkuRiroKCAiIgIioqKMDMzw8/Pz+CX/5o1a9i+fXu9xzt69CiTJ082KhiPiorC1taWpKQkpk2bpvd+3bt3LxMnTlRG9oKCghgzZoxehn1tkpOTefPmDUOHDlUC5+7du+sFR0+ePCEvLw8/Pz+9fUtLSzl79ixFRUWsWrWq3scyxtGjR5k+fXqTZ4q/efOGsLAwVq9e/VGCyv3797NkyZJGH/vcuXMMHjy4QTVfBeHHREx5N1DXrl15/vz5Z3ncpUuXsnv3bl69evXJH78pSZKEr68vy5cvZ+nSpWRmZhIUFMT+/ft5/fr15z69jyIrK4udO3eSnJzM8uXLSU5OZt++ffTt25dVq1Z9tGDy1KlTlJSUsHjx4gZ/gcqyzL59++jWrRuDBg3CzMwMjUYD6L8fXFxccHR0JDk5GYDhw4fTo0cP7t27x+3bt5vk+RjLycmJmTNnsmzZMubNm0dSUhLBwcHs27ePu3fvIssyqampeHh4GFUk3JSMXj8/Px48eEBhYWGNi7+AgACOHz9OUVERBw8eZPjw4UYFk1BdCSI5OZlt27YxYMAA5s2bR3x8vHK/LMtERUXVCCahOqP65cuXTVo94mPVcWzVqhUTJkwgKCioyY+t01RT3mINpSCIgLJRdFNPn5qtrS3r16/n0aNHXLp06ZM//segUqnw8/MjICCAhQsX8uLFC4KCgggJCVHWfX3NioqK2Lt3Lzdv3mTGjBm8efOGEydOMHHiRFasWIGHh8dHedyqqiq2b99Ojx49GlViSK1Ws3XrVsaNG6esM/Ty8iIxMVHZxtXVVXmtJk2aRFhYmLIObsKECXh4ePDo0aNa1xB+bBYWFvj7+yvdemxsbDhw4AD//u//Tvv27bl7926d+5eUlJi8TGDp0qUG15DqCp//9Kc/pWfPnnTs2NHoY5aVlXH+/HkWLFhAhw4dMDc3VwJ7gLCwML1WnB8qKChosjWPH1vbtm3x9/dXWnY2laqqqibLJH8/c14QvmUioGyEiRMncv78+c/2+DNmzMDDw4OdO3cqmZ4/Bubm5owZM4aAgABmz55NbGwsQUFBfP/99+Tl5X3u0zNJZWUlISEhnDlzhsGDB5Obm8uNGzdYuHBhg5IvTPHu3Tu2bt3KokWLGrWUoKSkhM2bN7NkyRK9wNfb21tvZGzChAlcuHABqA6YZsyYwalTp5T7Z8+ejY2NDc+ePSM2NrbB59MUJEmie/fuTJ48mcmTJzNp0iSlFeSRI0cMXiiGh4ebXFvT0tKSnj17GkziO3/+PIGBgURFRRmdgJKenk5QUBBjx441WHy9uLiYvLw82rZta3D/tLQ0Ro0axbVr10x6Hp+Tp6cngwcPJiQkpMmOeffuXQYMGNBkxxMEQSTlNIqlpSVqtbrWThWfQs+ePWnfvj3bt29n+vTptX6RfK2srKyU0ZbS0lIuXbpEQUEBDg4OjBs37qNONWmKKim5m4X6bSmyWovK1gJr7+ZYd26GpKp7qkyr1RIaGkpeXh4dOnQgMTGRN2/esHLlyk+SyPXw4UMePXrExo0bG92j+ciRI6xbt67GtKadnZ3eNLG5uTmyLCulWFq3bs3NmzfJysrC3d0dgCVLlrBz505evnyJSqWiX79+DT63pnDmzBkWLVqEhYUFAwcOZMmSJZSVlXH16lWys7ORJIkBAwbQtWtXCgoK6u2gY0jLli2pqKggJSWF9u3bA9Ule1q2bMmAAQPo2LEjQUFBrFixos7jPHr0iEePHrFhw4YawZWVlRXl5eUcOXJEWddqyOXLl1m+fDn79+//ZEmFTaFTp06o1Wqja3nWJyEhocn6d38tv0NB+NhEQNlI/v7+REZGMmrUqM92Dg4ODmzYsIHjx4+TmJjYqGLSXzJbW1ulRV9hYSEXLlyguLgYFxcXxo4dW2eXF1OoCyooOJNE2eN/jlJJgAxIEiW3MjBztsJhVFvsBras8WUiyzIREREkJCQohaWdnJyaLAHCGGfPnsXa2pply5Y16jgJCQlcu3ZN6SNtyIcja+PGjePSpUtKrcPZs2crbfWg+st39erVbN68mcTERCRJom/fvo06z4YqKyvD3Nxcma7UPUcbGxulkoJWqyU2NpY9e/YQGxuLp6cnQ4YMMbpYf2VlJZaWlsyYMUPp633t2jXs7e2VETJ3d3eGDh3KiRMnlO5TH7py5QoVFRVKJrckSXoXsj4+Ppw5c4b27dvXmqyXn5+Po6MjKpUKX19f7t69q2TGN8anyuvs1q0bGo2mzt+TKUQgKAhNS0x5N5KnpycpKSmf+zSQJIk5c+bg7OzMnj17TKrD9zVydHRkzpw5BAQEMHjwYE6dOsW+ffu4ePFio6b/q96W8vZ/7lP2JLs6iJQBre7/1V+cmvwK8k8kkH86Ue/LNDY2li1btvD06VMsLCwYNGgQq1atok+fPo15qkbTaDTs2rULLy+vBrU9fN/du3d5+PChyaWLPDw8yMjIUH5WqVSMHTuWixcv6t22du1aMjIySEpK4sGDB40614Z6v+g3/BCkvU+lUjFw4EBat27N7373O9q0acP3339PcHAwp0+fpqioqM7HSE5OxtPTE0mSWLx4MX/4wx+QZblGyZ4uXbrQpk0brly5UuMYR44cwcHBQa9cWLt27UhNTVV+9vLyIiwsjNGjR9d6LmfOnGHq1KkA9OjRg6dPn9Z57sYoLCz8pDUYe/ToQceOHTl9+nSDj6HrtCQIQtMSI5RNoGXLlmRkZHy0xApT9OnTB09PT7Zu3crcuXO/msX3jdGiRQsWLFgAVJca+f7771Gr1Xh6euLn52f04nttaRXvdsahLa2qDiLrUXIzAzMnK7JalyulWDw9PZk6deonLyGSm5vLgQMHWL58eaM7OF25cgWNRsOcOXPq3dbc3LxGUkKnTp1ISEhQ1m127tyZO3fuKAW+oTpB5rvvvmPXrl1IkoRKpcLHx6dR520KtVpNeXm53pKJTp06kZiYSOfOnWts/37x7g4dOgDVI36XL1+muLgYc3Nzg5naiYmJytRqYmIiLi4utS7TGDBgAJcvX+bu3bv4+vrW6Mn9vq5du3Lv3j08PT2B6tesrnqu5eXlSJKkt2zB0GtnqtTUVGUa/1Pp3bu30tO+ruSj2ty6deuTl68ShG+BGKFsArppvi+Fs7MzGzdu5OrVq0RHR3/u0/mkWrVqpXTnadeuHSEhIezbt4/bt2/XOzVXfDsDbVGlUcGkTu75RIJ27KF169b88pe/ZNmyZZ88mHz8+LHScq+xweSJEyewt7fX60VdF13w+D4/P78amc0LFizg8OHDerfZ2tqybNky3r59S0JCAnFxcY06d1MYCkZ69uxp8Bw0Go3BdajOzs7MmjWLZcuWMXfuXF68eKGUJLp//z6yLJOXl0fz5s159OgRb9684ec//zlPnz6loKDA4HmNHTuW5ORkHj58yKZNm5RM7g+9X2GivLyc9PR0ZZ2qIaGhoUybNk3vttGjRxscETVFUxc1N5avry8tWrRQksBMkZ6ebnSJJkEQjCcCyiZgZmamJCN8KXTdOiwtLQkODq4xlfct6NChA0uXLmX58uU4Ojqyb98+9u7dy8OHD2sEl7JWpvhGRvXUtgnMUPGrmRuZN2/eZ5lGu3DhAmlpaaxcubJRZVBkWWbv3r10796dgQMHGr2ft7c3z54907tNkiSsra0pKytTbjM3N2fw4ME1Ak1nZ2dmzJhBYWEhL1++VIrcf0yyLJOdnY2rq6ve7boOWB+Kjo6ut6uMhYUFo0ePVkoSWVhYcODAAa5fv87OnTt58uSJMr2+dOlSDhw4UOuxBg8ezH/+538ye/bsWpOA3l+G8P333zN//nzs7OwoLi6usa1Go6G0tLRGt6CWLVuSlZVV5/OqT0MTlZrCwIEDcXBwIDw8/LM8viAI+kRA2US+tFFKnQEDBjB58mQ2bdr0WWpmfim8vb0JCAggICBAKdC9b98+pT96ZXJB9eikiSQkSu99+jqZWq2WPXuqR0Z1CTANVVVVxebNm5k4caJeO0Bj1BaETZ48mbCwML3bevfuzcuXL2sUEPfw8GD48OGo1Wri4+ObZG1fXSIiIkxKoktJSVGmlo0hSRI9e/Zk6dKldO3alYqKClQqFcHBwRw9epSCggImTZpEaGhojX11Pbn37dunFKOv79xcXV2xtbWlb9++3L9/v8Y2Fy5cYMKECQb3d3BwqHW09GswdOhQLCwsiIyMNGr74uJi7OzsPvJZCcK3SQSUTaRVq1Z6yQhfEhcXFzZu3Mj58+c/eaeSL40kSfTp04eAgACWLVtGTk4OQUFBXA1r+NSfpsD0QLQxCgoK2LRpEzNmzGh0H/Ti4mK2bNnC8uXLm3S9raOjo8GElUWLFhmsJ+jl5UW3bt2wsbHhyZMnNUY9m9KrV68MTiMb0pgM5rS0NOLj49m4cSMLFixg2bJlTJ48mVu3bhEVFUVkZKTe6NqVK1dIT09n6dKlqFQqAgMD2blzZ50JdhcuXFAuKD5M1NGdf2ZmZq2v7YQJE/QSpr5GI0aMQKvVGiwg/6GoqKgm62GuI7oXC0I1EVA2ofbt238RGd+GqFQqli5dikajISQkRHwIUh1cDhkyhICAgMZ9yXzC6iPPnj3jyJEjrF+/nubNmzfqWFlZWQQFBbF+/fpGZerW9rfUv39/YmJi9G6ztrbG29ube/fu1djex8eH5s2b4+rqysOHDz9Ka1Ndwktt3u/2A3Dv3r06t6/N27dvOXv2bI3uRLa2tkyZMoVly5bxl7/8hXPnzrFnzx5+8pOf8OrVK8aPH69sa2lpycqVK9m+fbvB37GulqJu+ttQNv6NGzfq/Nu2tbXVW5rwtRo1ahRlZWXcunWrzu0MLXUQBKFpiICyCfn7+3P16tXPfRp1Gjp0KKNHj2bTpk1fXdeZj8miWcNqWMrI5Kmr+zEfPXqUly9ffrT1quHh4SQkJPDdd98ZXQexNi9evODcuXNs2LCh0W3jLCwsqKysOUrbs2dPg2sihw4dSmxsrMHyTkOGDEGj0dChQwfu37/Py5cvG3VuH3r48GGdZZx69+7Nw4cPlZ+fPn2Kt7e3SY+Rm5vL0aNHmTZtWp2VH1QqFb/5zW+IjIzk5z//OSNHjuTQoUMEBwdz5swZSkpKcHR0ZObMmQQHB+vtW1lZSY7GmtvpFZx9lMHNxBwq1doagefz58/rXcbQtm3bGiObX6Nx48aRn5//2bswCcK3SpQNakIqlQozMzOlmPGXyt3dnfXr17N//358fHw+W2HpL4llO0fMmlmhyaswaT8JCc9JPekxoCXl5eU8evSIQ4cOKV1IrK2t6dOnDx06dGhwIWWtVqu8Vk1R0zImJobXr1/X25nFWF26dOHFixcGp9+bN29OTk4OLi4uercvXLiQQ4cOGSy+PmbMGEJDQ+nVqxcxMTFIktSo1pE6CQkJeHl51bmNm5sb796907vNlNetqKiIAwcOsGHDBm7evFlnj+7i4mKCg4NZvnw5mZmZDB06VHmeubm5nD9/ntLSUiwsLGjfvj2nTp1i0pRpnHqQzn+fuc+bih6cuvYOqD7f5raWDHRxZuDrLLq0defx48f06NGj3nMeMWIEISEhStF0Y1VVVTX6wqapTZw4kTNnznD//v0an2u5ubmfvAKDIHxLvqxPgx8BXX/v9wsmf4nMzMwICAggMjKSI0eOMHfu3BpfnOXFVcTfzODVg3eUFVdhbqnCpbU9PYa3pmVHxx9VpwlJJWE/tBUFZ1+ZtJ9apcWiuzNQPZ07cOBAvSzp0tJSHj58yM2bN6sfR5KUBIp27drV+zssKipi7969LFiwADc3N9OelAGXL19GkiRmz57d6GPpdO3albNnzxoMKCdOnMj3339fI1hxdHTEw8Oj1hG0adOmcejQIYYMGcKNGzdQqVR1BmfGiIyMNKljUXx8PN26dTN6+9LSUnbv3s2GDRswMzMjLS2t1nqHb9684eTJk0pLy+DgYLy9vZWAp3nz5kod0MrKSq5du8atuw/5080S3uGEZGByKbe0kotlEte2xXJw7TDu3blj1PM1MzNDo9GY3IoxPT2d1q1bG739pzJ16lROnjyJubk5vXr1Um6PioqqsQShsRpbx1MQfkxEQNnEWrRoQU5Ozuc+DaONHDmS9PR0Nm/ezPLly3FwcECj1nLjWAKPr6Wj1cp6pXRy0kt4fiuT5h52jFnhjVt7x9oP/pWxG9CSktsZqHPLja5FGZoTzYv/fZQ5c+YYbHlpa2vLkCFD9AKL4uJiHjx4oJdE4OjoSN++fWndurXypZ6YmMjly5dZt25dk3xpHT9+nHbt2jVJu733WVtbU1FheGTX0tISjUZjsN/92LFj2bJlC507dzZY53HhwoXs2rWLqVOncunSJVQqlUnZ1u/T9RM3JWCKjY01etSuoqKCHTt26L1WWq3WYCknXU/u9evXK+ezePFitmzZwsaNG2uco6WlJX4jR7HlpS05KdXLVORaFu5qZShTyyzafpNf9TU+2PP19TV5vWhKSkqTjBx/DDNnzuTo0aOYmZnRvXt3oLqrT2PrtH6ouLj4k3YKEoQvmVhD+RF06dLloyQUfCytW7dmzZo1HDlyhIcPHnHm/3vIo6tpaDVyjbqM8j/bD+ZllnD8P++R/uLHsw5TZW1Oi9W90NqqkOsqSPnP73LHse1Y/d8/o02bNpw9e5aAgACOHTtWbz1Se3t7/Pz8WLJkifLfyJEjSUxM5ODBgxw4cIDf/va37Nmzh+nTpzc6mJRlmT179tCrV68mDyZ16grUxowZU2sB7blz53Ls2LFa9121ahXHjh1j2rRpXLt2rcFJb+fOndNrXViX92toGhOAqtVqtm7dSmBgYL21SCMiIpRM7vePbWZmxowZMzh58qTB/fbfSuFeap5R1zkyEuVVGk5lGO7IY0ht613rkpmZ+UV0B6vN3LlziYuLU0qDfQxFRUW1dj4ShG+NCCg/gqFDh3Ljxo3PfRomsbCwYNWqVcRdfEfas9x6C3zLMmg1Ws5uekRRbs06hF+rSist4S7PsB/SCsnin28PMwktMqiqAwCLlnY0X9INx7HtsbW15Ve/+hUjRoxgwYIFZGdn89Of/pQ9e/Zw48YNoxN0HB0dGTlyJIsXL0aSJGbOnMkvfvEL4uPjOXDggPLfuXPn9LKQ61NVVcWmTZuYPHmywZaCn0KbNm1IS0szeJ+rqytWVla8fv3a4P2SJLFmzRqCgoKYP38+ERERJieQFBUVYWtra3Th9169enHp0iWjOsBotVq2bNnCypUrsbW1rXPbI0eOYGdnV2tg27ZtW2xsbGoEQFqtzJ7oZEwpzCAjcf91PvEZhUbvY2ZmVmeJog8ZGnX+0ixYsICYmBhu375dZyehhhIjlILwgy/70+ArJUkSNjY2X105jpKCCgqTJYytgyPLoK7SEHfVcLDwNQoKCmLxqqU0m9EJj98OotnsztgPaUWmSwkO/m144wfFU52w7aVfemTatGnKGr9f//rXqNVq3rx5w/79+9m7dy/37t2rt1RTaWkpmzZtYtSoUfTv3x9nZ2dGjx6tN5I5cOBAHj58qBdkXrx40eAyi6KiIrZs2cKKFSs+ypfp+ywtLWud9obqGonJyckG75s2bRqhoaG1/n7Mzc1Zs2YN27dvZ8mSJVy+fLnWANWQ06dPm7Sm2cvLiwsXLtRbSkqWZbZt28aSJUtqdKGBH0Y3NRoN27dvx9fXt94uRBMnTuTKlSt6WfM3EnNIzzf9s0QlwR/2XSI4OJhbt27Ve3HTFK0Yv0RLlixh//79tG3btsmPLUYoBeEHYg3lRzJp0iTOnTvXpMkPH9vTqDcmtx6UtfDk+hsGTuuAuUXDW/99CUJDQxk/frwybamyMsduYHVB6ITCWwwc70l/bTsOHjxoMFu4W7dutGvXjn379jFu3Djy8vK4d+8es2fPJiMjQyn9MmDAgBqlaFJSUjh37ly906YuLi41+my/e/eOmJgYvaDSwsKC1NRUfvazn32STNyuXbvy/PlzfHx8DN7v7+/Pvn37DGaWS5LE1KlTOXPmTI1+0zrW1tasWLFCWae4Z88eJk6cWG9SSGVlJVqtFmtr48tCqVQqtFptnb83WZbZuXMns2fPNlgPtKioSGmFuHv3bpN6vC9btozg4GBWr14NwIusIiQJk0YooXo9pdbJg2XLhvLixQtCQkLQarU0b96cUaNG1RhR9fDw+CK7fTWFQYMGcePGDRwcHJo0kai4uNjoIvmC8GMnAsqPxMnJ6atraZZw963JX1oAlWVq3rzMp113l/o3/kI9e/YMCwuLWsvKSJKELMtKsFFbRqytrS3r1q0jNDQUCwsLVq9ezbFjxzAzM1PWzcXExBAUFIRKpcLPz483b96QkZHB2rVra12zJ8uy8rharVbv39bW1gwdOlS5/cWLF4SHh9OuXTu2b9+u3O7u7k6PHj2ws7Or9VjG/vvDnysrK4mOjubNmze17vPgwQMOHjyImZkZsizrjUhKksSNGzfIyMjA0dFRuU/3e9f9W6VSsW7dOkaNGsW//du/0a9fPyVQM7TPnTt36NGjByEhITWOVZuCggLS0tIM7qP797Vr1+jZsycREREGj5GSkkJRUREnTpxg9OjRnD9/3ujHh+qLhD/84Q94e3sTk2UJWguQTJ9QKq+qXs/bpUsXunTpAkBOTg5hYWGUlZVhaWnJyJEjlU46Dg4OFBYWGhxx/ZpJksTKlSvZuXMn06ZNa7KuUGKEUhB+IMmiZcpHc/fuXczNzendu/fnPhWj7P7X65QV1Sw2bQy7bgVYuX+daykrKiqIiopizJgxtW5z9+5dunfvjo2NDWlpaVRWVtZbxubNmzfEx8czfPhwysrKiI2NpXPnzsraPK1Wy/Hjx5FlmVatWuHt7V1r9xtdMKX7/4f/1v384sUL8vLy8PPz07tdkiRyc3N5/vw55eXlSkCje1x7e/taj23Mv1UqFceOHWP+/Pm1bldYWEhkZCSzZ89Wzul9Wq2W7du3s27dujp/rykpKdy4cYOFCxeyY8cOpk+fbjBA0Gq1BAUFsXLlyjqP96HDhw9TUVGhtED8UEhICAMHDqyzpuXf//537O3tWbVqVYPLax08eJBRo0bx5yPXOfXGFtNbMsl0sqtildcP0+W6mpZeXl40b96cyspKIiMjycrKAqpHmlNSUpg3b17dR5ZlDh06xKJFi0w8p08vOTmZtLQ0/Pz8lGUKc+bMaZKOOQcPHmTRokU/qhJqgtBQYoTyI/L19WXPnj1fTUBpZt7wJbXDRwzDq1/j6yR+Dlu2bGHTpk11TjW3bt2ajh070qZNGwD27dtn1JdpaWmpMgW+bt06oqOjiY+PZ/r06Rw7doy//e1vtG3bFrVaTUREBG/evMHKyoqxY8fSokULk57HpUuX8PHxYdSoUUZtL8syr1+/5t69e3rrGzt06ECfPn3qTTL5kIODQ53Tuq6urhQXF9eayKFSqfD39yc8PLzO4L59+/aUlJRw+vRpAgMD2b59OzNnzqyxTvTixYt6rQyNVVlZibe3N4mJiTUSmY4dO0bv3r3rDCZ1mdx/+ctfTH7szMxM7ty5Q3FxMRqNhl//+te0aNcZSerdgNkDiZ7NqkeHJUmid+/edO7cmdTUVGJjY8nNzVW21I0a379/n8jISEpLS2nbti3Dhw83WGUgOzvb5L/Pz+XOnTvMnDkT+CHJa+vWrSxcuLDR7Ut1xxQEQQSUH529vT1FRUVfRSags7stJfkVDZr2dnIzLfj4Uny4brI2uiUMuoBSVwy6vszh96fAX758qaz7++Uvf8nUqVOV45mbmytrI8vLywkPDycnJwdbW1vGjRtXb/28o0eP0rFjR/r162fsU0eSJNq1a6eXzSzLMsnJyZw/f16vdI6Xlxe9e/c2aS2iIb179+bBgwe1dvzp1q0bd+7cqfc90717d0pLS7l8+TJr1qxh27ZtzJ49W6/4+5s3b5g4caJJ51dQUICjoyM9e/bk3LlzegFlaGgoXl5eSl1DQ44cOUL79u2N6mhUWVnJw4cPlaxuSZJwd3fH399fmXLWJeeMNXfnyvO3aLTGvznNJS1/WDGZZvY2aLVaHj58yNGjR5FlGUtLS4YNG1bjtc/MzKS8vJzi4mKePHnC8ePHlWUVAwYMwMfHh44dO5KammpUFvyX4MPOZbplE5s3b2bZsmVNXptSEL5VYsr7IyspKeHs2bPMnz//c59KvRLuvuXCjscm7iWjsq1i8k+9ad++/Uc5r4/l2bNnJCcnGxV0JCcn8+bNG4YOHQpUdwl59uxZnSNphh5v7969dO/enWXLlpGens6ZM2fw9/evtSNLSUkJFy9epLCwEGdnZ8aNG6c3cqjVatm7dy8jR46st61gQ2m1WpKSknj48CHl5dXLGlQqFZ07d6ZXr15KMH7ixAkmTpyIjY1Nncfbu3dvnW0fKysrCQoKIjAwsN5zi4yMxMLCgiFDhrB161bmzZtHixYtuHHjBs2aNTO5D/fx48cZP3489vb2HDx4kMWLFwNw4cIFmjVrVmuWtkajYdeuXYwdO5aOHTvq7auTkZHBnTt3KCkpQZZlLCws6NOnD507dzY4ypWXl8fFixdxcXEhz7w5v7yQYfTFngT4tShnVPMCWrduzfjx4/Ueo6Kiglu3binlmhwcHBg+fDjNmzdHo9HUaMVYVFTE2bNnSUhIIDs7m6KiIoYPH64Eah9OpX8po3ayLHPgwAGDBeo1Gg2bN29mxYoVDb7gN/Q6C8K3SoxQfmR2dnaUlpaa3Nbsc+jQpwU2DhYmrqOU8BrUnKSkJCIiImjfvj3+/v5f/HMtLS3l2rVrrFmzxqjtnZyciI+PV35u3bo14eHhJj1mfHw8Y8eOJSEhgaSkJLy8vFi3bh0RERHcvHmT+fPnY2dnp7ePnZ0ds2bNAiA/P5+wsDBKS0tp0aIFw4cPJygoiAULFjTJerDaqFQqOnXqpNcVRavV8vLlS06fPq2MomVkZHDy5Enmzp1bZzF2Jycn8vPzcXZ2Nni/paUl/fr14+bNm7W2LtQZOXIkYWFhPHr0iLVr17J161YWLFhAfHy8kiVtipKSkhpJFlevXsXOzq7WYLKkpIRdu3bpZXJrNBpu375NYmKisp2HhwejR482Ong5fvw4AQEBmJubs3XrVsY4WXM537U63buO95ckwcguroy2eMnypatITk5mx44d9OvXTylsb2VlpdeGsLCwkKioKGUa/OHDh8yaNUv5e3RwcGDhwoVAdSH3f//3f1fqVnbr1o3evXvz+vVrZSr9w3GKli1b4uXlRZs2bYyuB9oUnj9/XuvFmpmZGevWrWPLli2sXr26xnvPGF/655wgfEpihPITePLkCcXFxQwaNOhzn0q9Xj3KJmzLI+PKB0lg1VzNs/JLODja83/+z//hzZs3XL16FWtra6ZMmfLFTvVv2bKFVatW1TvVraPRaDh69CgLFixQbjty5AhTpkypd61hZWUlu3fvZsKECUqJEV0WuG50tLy8nO+//x53d/cao0mGJCUl8cc//hE/Pz86duzIyJEjP0l5oLqUl5ezZcsWWrduTVVV9UWJrvVd9+7dlfMrLy/nxIkT9a5B3bVrF0uWLDFqmv3IkSP06dMHLy8vfv/73zN8+HAmTJhg0vmXlZVx5swZJSHl4MGDeHp6Ul5ezujRow3u8+bNG06cOMHkyZN5+PAhJSUlaDQa7t+/z8aNG/Hy8mpQ0BEXF0dRURFDhw5FrVbzj3/8g6KiImKyNKS6DaOwXI2ErNeCUaI6mFwyqD2/n9ad7w+FsGTJEuX+u3fvcvfuXcaPH19vC8uIiAhiY2Px8PBAlmU6d+5M//79ldcwJCREef2eP39ObGwssizTokULRo4cqTdKrZtKT0xMJD09Xa8epizL2Nvb4+XlRceOHesd3TbVwYMHWbBgQZ1BbGVlJVu2bGHNmjUmP/77vwdB+NaJEcpPoEePHuzZs+erCCg7+LRg7IruhAdVj8bJdazZatXJmTZ+4JDcHzc3N9asWcPq1atZsWIFZWVlhIWFUVhYyJAhQ2odJfgcjF03+T4zM7MahaHHjRvHpUuXmDFjRq37ZWVlceTIEVauXKk3AjJt2jSePXvGtm3bCAgIwNramuXLl5OYmMjWrVuZMGFCrVnkb9684cKFC+zatQtzc3PS0tI4fPgwarWajh07MmzYsM/SwcTa2hp3d3e95R1qtZqnT59y7NgxpQuLhYUFSUlJqNXqOoPgRYsWERISYlSW9rx58wgKCsLOzg5PT08SEhIYOHCg0bUfAa5cuaIXOObl5aFSqZSROZ2Kigru3btHZGQkqampDB06lJSUFMaNG4ednR1JSUl07ty5wX2uZVnm5s2brFmzhoqKCrZt28by5cvZuHEjcydNYtHSsYQ9yuBvZ2IpVdlTXFpGaxdHpvX2QPXqJj+ZOUXvWLqA1tfXl379+nHp0iXCw8OZPXt2rb+fUaNGkZqaytKlS5FlmYSEBI4cOYJGo0GlUpGenq4cu2vXrnTt2hWoLnd09uxZysrKlFFQd3d3PDw8am3TWFhYSFJSkt66XZ3GTqXX1k/9fZaWlqxdu5Zt27axbt06kz4XBEH4gRih/EROnDiBv7+/SV9wn9O71CIeXE7lRUwmyFL18Mc//1Kc3W3xGdWG7n6tMDNXkZSURHh4OIsXL+Y//uM/0Gg0/OpXv1LqCd6+fZtnz54po2+fcsrrQ6asm/yQodGI4OBgli1bZnD7e/fuER8fr7RTNOT9LHDdGkhZlrl48SKZmZksWLBAb4QuPj6e2NjYGr2gdRITE7lx4wayLNO9e3d8fX0/6bScMWvKKisruXjxIrdv31YuNCwtLfHx8aFz5856wfD169dxcnKqtWD6+2RZ5s9//jNdunRh5syZbNmyhaVLl9Y6tf6h91/LR48ecf/+fTw8PPD29iY2NpbS0lKgerq4oqICZ2dnpkyZUuM4ly9fxsfHRy9ByBShoaFKfc0dO3YQGBjIf//3f9OpUyckSWLkyJHk5+dTWFiIh4cHT58+VbLZjx49yvjx43F0dOTWrVu0aNHCYGCrVqs5fvw4Go2GOXPm6CWt6Ozfv5+FCxfWCPo1Gg1//vOflTXTlpaWDB06VEkw0ykvLycyMlJpFerr64u3t7dJf49VVVWkpKSQmJhosBtUXVPpWq2WkBD9Udq6lJaWsnPnTtavX1/nko33iRFKQfiBGKH8RCZPnsyxY8e+mgXcru0cGLeqBxnSQwZ1H01FaRXmFmY0a2lLSy8nvS+Fjh074ujoyO7du/nNb35DbGwsv/jFL5g+fTpTp05l8ODBDB48mMzMTA4ePIgkSUycOPGTlx0xdd2kMZo3b26whMrp06dxcHCo98tMlwV+5swZJQtckiQmTJhASUkJISEhdOjQAX9/f27dukVWVlatASxUtw3UBaZPnjwhODgYWZbx9fWlZ8+ejX/CTcDS0pKpU6eSnZ2t/H4qKiqIi4vj8OHDykiwlZUVffr04fLly3pT5rWRJAk3NzfS09MpLy9n/fr1bN68meXLl9ebyVtVVYW5ubkyHX/z5k0GDRrEyZMnsba2ZsKECcrShqNHj9K5c+da11S+ffu2wWtai4qKKCwsxMHBgZ07dyp/G2q1Whn53bx5M87OzixcuJDg4GCWL1+u7D916lSOHz/O4sWL6d27N2FhYQYDSnNzc+bPn09RUREHDx6kRYsWTJkyRe99PWbMGMLDw2ssHTAzM6NDhw7KZ1l5eTk3b97k6tWrQHVf+uHDh9OsWTNlX1mWuXfvHvv37weq+5b7+fnV+5paWFjUWL+ro5tKT0pK0mstqRsjefv2LZ6enpSVlRk1lW1ra8uqVavYsmULGzZs+OxLSAThayPeMZ+IblTja0jO0cnOzsa1ZTO6Dqq/q0SLFi1YvXq1Mj33t7/9jb///e9ER0fzk5/8hFatWtGyZUuWLVtGVVUV58+fJycnBx8fH5NK3TRGUFAQq1atavD+hgbzx44dy4kTJ/QSFvbs2YO/v3+NGoZ1mTp1ao0pcDs7O1auXEl8fDw/+clPGDFiRL0Fp9/Xo0cPevTooXyZ79u3D0mSGDJkSIOnY+tja2tLSUmJUQkOrVu3Ji0tjTZt2mBlZUX//v2VpBGoXtP46NEjzMzM+OlPf8rQoUOxsbGhb9++eHp61ngf5ebm0qxZM5YtW8bWrVtZv34969evZ8uWLQQEBNTo/iLLMqmpqdy9e5eYmBhatWrF7t27qaio4O9//7ty/BEjRgA/ZHKPGTOm3oz6hr7Hjxw5wqRJkwgODmbDhg3ExcVx+/Ztfvvb3yrHnDdvHn/84x+ZMmUKjo6OeiO61tbWqNVq1Go1NjY2SlZ+bRwcHFixYgVpaWns3LmTnj17KolQHh4eXLx4scY+paWleuuGra2t9Wqf5ufnExUVRX5+vnKcoUOH4uvri6+vL1BdnP7IkSOo1WocHBwYPXq0yd15JEmqcyp9x44dtG/fvkYJLKgOqNu3b0/Hjh1xcXFRbre3t2fFihVKUPk5Z1ME4Wsjprw/Id2idN0X1Jfu6NGjTJkyxaSF6hqNhh07djBlyhTatm3LzZs3CQkJYfDgwSxcuLDG2j7d1KKTkxOTJ082OPXWFEJDQ+nevXujSuvUNp27b98+li9fTnZ2NiEhIQaDF2PppsDHjh2rBH2HDx+mc+fOpKenU1hYyPz5842ekvuQVqvl5s2bJCYmolKpGDlyJG3btm3QsQx58eIFhYWFeoFhXecSHBxMQEBAvdteuHABLy8vWrVqxYMHD3j16pVyn52dHf369SMiIoJFixZhaWlJSUkJe/bsYcOGDWi1WrZs2cKCBQt48eIFKSkpyr7t27fH19eXI0eOMGbMGC5evKi3ZlP3mhvK5K5NQ0vJPH/+nCdPnvDu3TsCAwPJycnh73//O7Nnz9a76NJqtfz+97/HxsaGf/3Xf63xnnn79i137txh6tSpHDhwwOgpX6h+P966dYtRo0bRuXNnjh8/ztixY/X+np89e0ZpaanRF4Jv3rzhxo0blJeXI8sy3bp1o1+/fkqwVlhYSEREBEVFRZiZmdWoj9lQ+/fvN1guCOqfSrezs+PRo0f87//9v+t8r4kpb0H4gRih/IS8vLy4fv36VxNQlpeXm5z1aGZmxtq1azl48CC9e/dmyJAh9O7dm+3bt/O73/2OJUuW6BWG9vHxwcfHh7y8PI4ePUpVVRVjx46ldevWTfY86uvT3Vienp6cO3eOt2/fsnHjxkYlxLw/Bf78+XMyMjIYM2YMHTp0oF+/fhQUFBAUFET37t2VmpimUKlUDBs2jGHDhqFWq4mMjOTKlStYWloyZsyYBq/70/Hy8uLo0aNGBZQqlQpzc/MahacNmTBhAps3b2b9+vUMHTpU77kXFRVx+/Zt7ty5o0xT2tvb06lTJ9atW8eIESNwcnLi17/+Nf/rf/0vhg0bpjeCqNVqKS4u5syZMzWWQ1hbW5OYmMj58+dZt26dURc8DRmdlGWZY8eO4e7uzpo1a5QLM13w9b6HDx8ye/ZsNm/ejFqtrnFObm5uvHv3Dqj+HRtTgF9H9368cuUKkZGRjB07lgsXLuiNjKemppo0q9CqVSvmzp2rPM8XL14oSxtUKhX9+vVj+vTpSJKEWq0mOjqayMhIoLqAfb9+/Uz+neqWMNSmvqn0rKwsLCwsWLduHaNHj9Z7/Pez0sV4jCD8QIxQfmJnz56lf//+NdrEfWkqKys5ceKEXpkcU4WGhtK8eXOGDRsGwM2bNzl16hSdOnVi6dKlBsvBaLVaLl++zJs3b/Dy8sLPz69RSwRKS0vZv39/k6ybrG004uzZs1y/fp0///nPjX4MnYqKCv793/+dZs2asXHjxhq/q4cPH3Lr1i2DLQcborKykvDwcN69e4e1tTXjxo1rcAKZKaM2OTk5REdHM3369Hq3zczM5MaNG8yePbvGffv27cPNzU0ZbSotLaWiooLKykpevnyJn58f9vb2xMXF8fOf/1xvSv78+fPcunWLP/zhDzX+1kJDQ7l37x6///3vjfo7lGWZkJAQk0cod+/eTUFBAT/72c+QJInt27eTn5/PL37xixoXKAcOHMDCwoJRo0Zx/Phx1q5dW+N4ulJllpaWWFpa0qNHD5POB6pnG06dOsX58+f5+9//rlxchoSEsHDhwiZZuqPRaLh37x7Pnz8HqpcGDRs2jFatWiHLMvHx8dy9exeoDpRHjhxpVBmpW7du4erq2uiLyLdv33LixAnWrFmjPF9dVrouGdHPzw+ofu11U+leXl56U+mC8C0QI5Sf2Pjx4zl06FCdiRVfgmvXrjF8+PBGHWPatGlcv36dsLAwJk+ezJAhQ/Dx8SEoKIg///nPjB8/vsYom0qlUjJWExISCAoKwtbWlilTpjSo8HBj103WRaPRsHfvXoYOHUp2dnaTrY/Nz89n3759/PrXvwaqO8u8PwUO1S0Me/XqxcmTJ1Gr1cyZM6dR670sLS2ZNGkSUB2MXbp0iYKCAhwcHBg3blyNYt91MeUa1cXFRa+ndF1atmyJJElK0s29e/eorKxEo9EQExPDL3/5S4PT9y9evCAuLo4RI0ZgZWXF+vXr8ff3x8rKCmtraw4dOsShQ4dqvHZXr15VyuIY+7o2pMe1rj7kpk2bAAgLC6OoqIiAgACDo90ajYaqqipcXV0ZOXIkly5dUtp26uhKlS1dupTjx483KKA0MzNj9uzZWFlZsXXrVjp06KAE/k0VKJmZmTFgwAAGDBgAVK+bvXnzJleuXAHA2dmZ6dOn4+TkRFZWFqdPn6aiogJra2v8/f1rTX5KTExskjJtbm5uTJs2jV27drF69WokScLR0ZE+ffrg4+NDRUWF3sWTbir97t27NabSda01P0eBd0H4FERA+YlZWFig0WiU6Z4vVUZGBmPHjm30cYYPH86jR4+UUQ07Ozs2bNhAdHQ0ly9f5sGDByxatMjgaJhuSkrXvrKkpIThw4cbnVDSkHqTxsrLy2P//v0sW7YMZ2dnqqqqePDgAX379m3UcdPS0ggNDWXjxo3KF877WeC6oA+qg+/Zs2eTk5PDrl279DqhNIatra1SW7OwsJALFy5QXFyMi4sLY8eObXQ/7w91796dJ0+e1Br0FBcXExsbq9Q+/M1vfsPatWuZPn06VlZWnD59mt/97ne1Ttd36dKFkpISbt26xaRJkxg1ahRbt25l5syZbN68mXbt2nHo0CFle1dXV9LT0+nRowf+/v4cPHjQ6Oei64BkLF2y1H/9138B8PjxY5KTk2udxaisrOTJkyf87Gc/A6p7nz958oT09PQay0Tat29Penq6Uv+zoSZOnEheXh5Dhgxh9+7dpKamNup4dbGxsalRC/TatWsUFBQA1YlcQ4YMQZZlrl69SnZ2NpIkMWDAAKUWpk5TBb2tWrViwoQJBAUF6bUMLS0trXGRa8xUemJiIrdu3UKj0ejd/zELvAvCpyCmvD+D169f8+zZsxqjCl8KWZaVYKmppKamcv78eVavXq0ESsXFxRw4cIC8vDx8fHyYNGlSnV8CsiwTFRVFYmIirVq1YuzYsbUG5Y2pN1kb3VTu06dPuXXrFgEBAXqjDLrknIZ68uQJDx48qLVu5fPnz7l69aqSBf6hmJgY7t+/z9y5c2nevHmDz6M22dnZhIeHU1FRQcuWLRk1apTBhIXTp08zatQoo7skybLM3r17WblypVJE+/79+0q3HTs7OwYMGKAETElJSTx//pxJkyYhyzK7d+82qs1idHQ0Go2GESNGKCOAP//5z/XqXGo0Gv72t7/RrFkz5UJEN83u6+tbb03L77//nlmzZhmVNHXz5k2eP3+Oh4cHEyZMIC8vj5CQEKysrGp9PlFRUURHR/OrX/1K7/e3adMm1q9fr/f3qPu9WlpampSYY0hQUBDLly9HkiT+67/+C0dHR/z8/PTWQ38KaWlp3Lx5k4qKCgC8vb3x8fHh/v37yrS5h4cHOTk5jVquY0hycjLXr19XPhczMjJ49uyZXoZ7YxQVFZGYmMirV6+U7Hzd17OYShe+BiKg/Ez27NljVAeQz+Hx48dUVlY2eTmf3Nxc9u/fT2BgoN4VeFRUFLdv38bKyorp06cbleGZlpZGeHg45ubmTJ48WW+EsynXTb4vJCQEFxcXNBqN3kihzv79+1m0aFGDprJu3LhBTk4O06ZNq3O7srIygoKCakyB6+haRFpaWjJjxoyPNgqua7GpVqtp3749fn5+yvNOSEggJyfHqCnHoqIiYmJiOHXqFL169cLW1pZOnTrRp0+fOhNgQkJCmDBhAg8fPlTKvxjj4sWLODk5cfv2bZYsWcJPf/pTduzYgY2NTa2Z3CEhIQwfPpwHDx4oI2WyLNO2bVv69u2rlwFtbIZ3ZGQkGo2GhIQEAgMD0Wq1bNq0CZVKxdq1a2sNSH//+9+zZMmSGqNxOTk5nD9/vkbgePToUYqKiliyZEmjKijExcVRVVVFv379lAurqKgonj59yrRp02ot3fMxybLMs2fPuH//vtIRp3///ty5c4fc3FycnZ1xcnIy6eKmPgkJCcTExLBo0SJevnxJQUFBk8wK1MdQVvr7QaW7uzsdO3akbdu2Yipd+GxEQPmZXLp0CW9v7xrdJb4EwcHBtXZiaazy8nK2b9/O0qVL9UbRioqKOHToEOXl5bi6ujJv3jyjPhgrKio4d+4c+fn59OvXDx8fH5P7dBtDq9Xy85//nMWLF9caKKWmppKYmGjyiMW5c+ews7MzKfv/zJkzmJmZGQxsoTqB5dSpUwwdOpRevXqZdD6mSk5OJioqCq1WS9euXfH19eXo0aM1WhbqMnwfPHigTMPa29szYMAAnJ2dCQ0NNXpUSZcFbWlpadIaWa1Wy9q1a1mzZg0DBgxg165dFBcXM336dMLCwggMDKwReN25c4fmzZvrBfCyLJOens69e/coLCxU3isvXrzgX//1X+tcc3rx4kVsbW2pqqqidevWdOnShT179mBlZcXgwYPrDI7XrFnD9u3bDd4XFRWFra2t3oVgeXk5//jHPxg3blyjl2Ps27ePJUuW6PW012q1nDlzhry8PObOndugdc5NRa1Wc/fuXfbu3cuwYcOwsbGhZ8+ePH36lOLiYszNzRk+fHijP3OfPXtGXFwcXl5e2Nrafva2su9PpaelpYmpdOGzEQHlZ2JKDb5Pra52gk1Bq9Wyc+dOJkyYoLRv07l+/TpxcXEA+Pn5GdVyT+fu3bsEBwfTvXt3Vq5c2eBajR8qLCwkKCiIdu3aMWDAAFq1alXrtqZOex86dAhvb2969+5t8nnVNwUO1UHG8+fPmTdvXoNrY5ri2bNn3Llzh5s3b7J06VJKS0uV1nuSJNG5c2d69+5tcLRs7969BAQEGH0h8/3331NYWMh3331n1PayLLN161bmz5/P+fPnad26NVZWVpibm/OPf/yDnTt3GrwIKS0t5cKFC8yaNave4//jH/+gffv2FBcXA9XPuWPHjvTu3RtbW1tCQ0Np2bIlPj4+HDhwgFWrVnHp0iUqKyuRJInJkyfXevzY2FguXbrE//k//6fWbXbv3s38+fP1Atq9e/dibm5ea01GYx04cIBhw4aRmppa4+KnvLycY8eOYW1tzcyZMz/rKJmu/mRpaSnR0dFkZWUB1UXcVSoV+fn5yLJMr1696NOnT4MunJ88ecKJEydYuXKlshRDW6Gm9ME7qtKK0VZqUFmbYeXljE13FyTzz7devqioSMlK/7BXuphKF5qSCCg/o+DgYBYuXNhkgU9TePv2Lffu3WvStYe1qS2Y0o1WWllZodFoWLhwoVFX1s+ePSMlJQVfX1/Onz+PVqtl/PjxtGxZf6ef2rx48YJr166xYsUK4uLisLa2xtvbu9btDx8+zIwZM+pNXNEF1ePHj8fT07PB51ffFDhUJ3IcOXIEJyenGu31mopWq+X58+c8evQItVrNjRs36NKlCwDNmjVj8ODBys+1efnyJVlZWUoZlvrs2rULMzMz5s2bV+/ImCzL7Nq1i6lTp9KyZUtkWSYwMJDJkycrGcO6VoeGgl1jp7I/3E6WZV69esWDBw+IjIzE3d2d9u3bk5CQwMaNG8nOzubZs2dkZGSwfv36Oo/9i1/8gl/84hd1/j1XVlaya9cuvWO9ffuWv/zlL0riT0NlZGRw6NAhZs+eXeNCUCcnJ4eTJ0/i6elZo37jp1BUVER4eDgzZ86scV9ubi7Xr1+nqKgIWZZRq9XIsoyFhQXu7u6MHDnSpFmN//mf/6FFixYsmD2PwgsplMRkIldpQSWBLIMkgVZGZWuOvV9rHPzbIqm+rIDtw6n0918vWZaVrHQxlS4YQwSUn1FWVhaxsbFMmTLlc5+K4siRI0ydOvWTTY3UNd177do1EhISkGWZzp071zklXFpayoEDBwgMDFRu02g0XLx4kaysLLp27crgwYNN+oKLiIiguLhYWdeYlJTE27dvGTx4cK375OXlERUVVedayPLycnbs2MGSJUuaLHmmvilwqJ6SDwsLY9SoUTXW4JmqoKCA27dvKwW0deV1fHx8sLCw0KtFKcsyt2/f5sWLF0iSxIgRI2oNSPbu3auXSVubxMREUlNTGTp0KMHBwfWOUu7btw9/f3+99bk/+clPsLa25ve//z0ODg7KGsr169fXuMgzJqAsKyvj3LlzButkhoSE0LdvX7p168br1685d+4c1tbWREZGIkkSQ4cOVUpBGQpo09LS+Mc//sFf/vKXOs8BqgPzly9f6o121jVVboqNGzfyt7/9rd6L4ISEBK5cucLAgQPp06dPox/XWOfPn8fX19eoXuqpqancvHmTyspKCgoKKC4uxsPDAzs7O0aNGoWLi0ud+x8+fBivVp44RZRhU2YG9XyTWns3x2WJ92cdrTRFXVPpkiRhZ2f3VU6ly7KG7JyrpKXtp7DwEVptOWZmdri4jKBNm2U4OviIkdoGEmWDPiN3d3dlOvBL0ZDuOI0xadIkbty4QWhoaI0gbMSIEfTp04fDhw+Tm5vL1q1bmTt3rsE6f/v27auR5PR+gBUfH09QUBD29vb1tpOUZZmDBw/SvXt3vfWQTk5OvHz5ss7n06xZM/Ly8mq9Py8vj+Dg4BqJSY01depUnj9/rtcL/EPt2rVj3bp1XLlyhRs3brBgwQK9nsy10Wq1xMfHExcXp3ypODk5MXDgwFpL9Tg6OlJQUICTkxOSJDF48GAGDx6MRqPh+vXrREZGYm5uzujRo/VG3Nzd3cnMzKx3VPnq1ausWrUKSZLw8fEhJiZGqWX4oZCQEIYOHaoEkxqNhr/+9a8MGjSIBQsWsGXLFtauXYudnR2rVq1iy5YtBoPK+rx69arG+kdZlgkKCmLkyJF06NABqL6IWr16NZs2bWLRokW4ubnRs2dPXrx4walTp6isrESWZczMzPD29qZHjx5cunSJnj17GnUenTt35smTJ6SkpCiBe/fu3YmMjGTkyJEmPacPWVpaUl5eXu/vRlc65/bt22zfvp1JkyY1aYvP2mRnZxsVTEL1+0H3NyHLMk+ePOHhw4cUFBTwH//xH7i5ueHu7s7gwYPp3Llzjf01ag1tH1lRWVZZbzAJUB6fS97JBJrPrXuk/kshSRItW7as9b2om0p/v1e6zpc6lV5Q8IC4x/8/KioyADOg+vNMqy0nK+s0mZkncHTsQ69em7C2avjM1rdKjFB+ZpGRkbRp0+ajtQU0RUVFBSdPnmzychvGePLkCffu3as1Gejq1aukpqZiYWGBnZ0d06ZNU7YLDQ2lR48eRmX6FhYWEhYWRnl5Of7+/jWmm3U9oOfNm1ejDmBVVRUnT57Ua0NnSGhoKMOGDasx+vj69WvCwsL47rvvPtr0kTFT4FB94XD48GE8PDyUQvI6eXl53Llzh+zsbKC63mW3bt3o1atXne3s3vfq1SsyMjLqbA9ZVVVFREQEGRkZWFtbM3bsWJydnTl48GCda3jfvn3L7du39S5AduzYQUBAQI3RvePHj9O1a1elxqVuFNLGxoYVK1ZgYWFBWVkZO3bsUGp/FhUVsXfvXtavX68834sXL9K3b986g5XQ0FBGjhyprFWVZVnpa69bZxcdHY2TkxP379+nT58+xMfHM3/+fIPHU6vVyprUmJgYbGxsGDhwID169MDb27vO10KWZSVQNjMzIzExkT179vCnP/2p1n2MsXv3HmxkZ9o69qS0sBJJBY4uNnQd3BJnN8MXJ7Isc/78eTIzM5kzZ85HXctbV/9uU1RVVREbG8vLly9JSkoiNzeXLl260LdvXwYPHoyZmRkXtpygR4ppRewB3P/FFwvX+i/kvma6qfSkpCQlK/39UONzTKXn58dy7/4yZFkNaGvdTpLMsLBwYUD/41hbf/rqBV8zEVB+ZroRDGOm+T423SjI5ygBAtXTemfOnCEwMNDgh0xBQQGHDx+mU6dOPH/+nAkTJlBZWUlKSgoTJkww6bFkWSYyMpKUlBTatWuHv78/r1694tKlS6xcubLWEivGTH2Wl5dz+vRpvUAhLi6OuLg4Fi1a9Emu1o2ZAofqNaLBwcG4uroqU3zOzs4MHDjQ6JEeQ7RaLYcPHza6BWNZWRmXL18mLy+P2NhY/vjHP9ba+jEoKIilS5fq/Y0UFxdz7NgxvSS3M2fO0Lp1ayW7OSMjg+PHjxMYGMihQ4f0kqfy8/MJCQlh3bp1SJKkJGLpgsqsrCzi4uLqLPb//t+GRqNh27ZtzJs3T/k9qtVq9u7di5eXFw4ODty6dYuNGzfW+/ewf/9+ZRrWzs6Op0+fEh8fr4wWm5ub06tXL7p27ar3O8nPz+f06dMsX75cKQi/Zs2aBq/ZTY7L5vzeu2hKLKrXAsoy/PPUZS206daMoXM64drWcImeyspKjh8/jiRJzJ49u8nXjufm5nLz5s2PsoSopKSE6Oho4uLiSEhIwM7OjtnSENqZuxk1OqlQgf2QVjhP+/wDCJ/L+1Ppr1+/RqvV6r0H7Ozs6NixIx07djRqBsUYlZW53Lg5Go2mhLqCSR0JM+zsuzJwwOkvZnT1ayCmvD8zSZKwtLSkoqLio3R0MUVmZuZnLbbepk0bFi1axKZNm/juu+9qfJg4OTmxZs0aIiIicHR05MGDB4SFhbF161aTH0uSJPz9/QFISUnhN7/5DRUVFfzhD39oVL0+AGtra6UwMVRnWhcUFJjc37kxapsCz83N5fbt20q7Q5VKxZw5c0hPTyc3N5f58+c3yd+hSqUyqQWjjY2NMuI4bNgw/vrXv9KlSxecnZ0ZN26csjygqKgIa2vrGhcc9vb2tGvXjqdPn9K9e3cuXryIq6urEkw+fvyY+/fvs2HDBnJycmosm3B2dmbWrFnKxZ2joyPLly9ny5YtbNiwAXd3d8LDw416LlVVVWzdulXpoqRz9OhRfH19SUlJIT093aiLi/LyciRJoqSkRDlW79699RLZKisrefz4Md9//z1abfWXpaWlJT4+PnTq1Ik7d+4wcOBAunfvTkRERIPq3z6OTCMy5AW6rwxZ+8/X9r2XOP1FHsf+cpepG31o063m2mBLS0sWLlxIfn4++/fvVwq6N9UXdlRUVKOn9GtjZ2fH+PHjldH8d8kZVGxNMC2YBNBCyd2sbzqgNHYq/cKFC002lZ6RcQSNphhjXzAZDcXFT8nLv0XzZkOM2kf4/7N33nFR5ef+f88MvQhYQAUVQcSuWFBALNgVC/be65rsTbK5u+k3N/eXZLOb3ORudi2oiAhWRLErIlJEpYgFUEAFUZBehzrl/P7gzokjbUDddffyeb18ZTPMnDlz5sw5z/d5PqWjoPwgMGvWLC5dutSkMvHbwofSqLawsGDbtm3s27eP5cuXN8mXnDx5MmVlZezcuZMdO3Zw8OBBRo0a1S4jdkEQuHXrFj4+PgwZMoSLFy9SUVHBuHHjmlRz63oB6927N9nZ2SQnJ9OpU6fvRHjVr18/ysvL2blzJ4MGDaJ79+507twZV1fXRoKDESNGUFVVxZEjR3BwcHhvN2Zd4OjoiKOjI2vXrqWkpIRz585RW1uLtbU1+fn5zY6INZGKr169wtjYWPQLvXHjBtXV1eIYPSIiAm9v70av7969OxMmTOD48eMsW7YMCwsL1qxZI3IqdYFGcLVhwwYt6578/HzUajVxcXG4uLigVCpbFX0AIrf47NmzzT7HwMCAkSNHNvKffPjwIVlZWURGRnL//n2Sk5PFc8LCwkKnzwPw7F7h/xaTILYkm4CgBpWg5sKuByz55Rg692haeW9pacmGDRt4/vw5+/btw8XFpVn+a1tQWVnZps/1NrDQN6e97HehVkVRQRH6hvro6+ujp6eHnp7eBx3F+23C3Ny80aJJA4VCQXZ2Nnfv3hUpOa+jqVG6IKh48fIwba3+Jch4+fJwR0HZBnQUlB8AWhNyfBt4+PDhezfA1hWGhoZ89NFH+Pn5MXny5Cb5pdHR0fzXf/0XWVlZmJqaUlNTw/79+1m+fHmLptKvo6amBj8/P3x8fERvyUWLFomqZH9/f6ytrZk+fbrO3EENxo8fz8cff8yOHTu+teNaVFTEnTt3KCsrAxpESYMHD8bX15dLly61OgI3NTVlw4YNpKamsnv3bubNm9coH7oteJvOk7OzM2lpaTg7O4sF5IsXLwgNDUUikdCrVy8mTJjQqFPZp08fIiIiRK5gcHAwvXr1ErvR0PC9NyeIcnBwoKqqivPnz+Pt7Y2lpSUrV65kz549rRYrGtP+rVu3NhJFhYaGUltby/Lly7l06ZJO/rMqlYqqqipqamqaFT81ByMjI8aMGcOYMWNYunQpvr6+eHh4YG5uzq9+9SuR22piYsKIESOwt7dv8vsSBIHYkCe6v7EAKqVAwsUspm9qOptdgz59+rB161bu3r2Lr68v06ZNE4VLP3TcvXsXhUqBUqkU/2m6yx8qNEIxTQHc3L/Xi2Rd/+laTOvr64sLzqb2TzNKv3Pnjng8ZbICunR91fbPi4ri4httft3/ZXRwKD8Q3LlzBzMzM1E88G3jfabjvA1OnDiBk5OTVsqHxm9Sw5ssLS3lxIkTuLu7k5SUhJ2dHV5eXi1uNzs7mwsXLrSaqJOfn8/Vq1eBhk5yWFhYq7xAlUrF/v37qa6u5qc//amuH7VNUCqVJCcnk5qaKnaXu3Tpgqura7NWRLoYoWsgCALnzp1DLpezZMmSdvHdLl26xLhx45rlQrb2/m9yi0NCQpg8eTJWVlZkZ2cTFRWFWq2mX79+jBs3jqSkJPLz8xEEgQEDBnD9+nW8vLy0bj6VlZWEhYU1ae3zOm7fvk1NTY2o8i8uLuaXv/wlf//735v0vCwuLuaTTz5h3759jY5VfHw8165dY+3atZw5c4Zt27bptEC5ePEiLi4u3Lp1ixkzZrxVCk1mZiY3btzAwcGB58+fs3LlSvT09KiqquLevXtkZmYCDYsAMzMzXFxc6NWrF7npZZz5e1Kb308qlbD+Lx4Ym+tGHxEEgWvXrpGdnY2Pj0+b7bTy8vJITk5ukeP6LqGqrOfVH++067USYz1s/+P72fVSq9VaRfDr/xQKRbN/a+mfQqF45xMyQRBQKBTU1dUhkTzDwfFku7c1edJjpNIPxyv6Q0ZHQfmBQBAE/P39v7N87/edjvM2uHLlCgYGBkyePLlJv0kNwsPDKSgoYPjw4URFReHj49NIqQ1w69YtXr58yeLFi3UuoBUKBVeuXOH8+fNs3ry52fxejWJ4zZo1ZGVlIZPJ2pT20xwKCwu5c+eOmCUtk8kYOnQoAwcObNOoTFcVuAZlZWUEBwczePBg3NzadhPMzs4mOztbZ6PyN3H8+HG8vb0xNTVFrVZz6NChJn8fGRkZnDx5kry8PNavX4+TkxMbN25kz549jcbKoaGhTJ48WSel8fXr1zE1NRVH57dv3+bMmTP86U9/0jrmhYWFYgfw9U4oNCwufvnLX4o81TFjxuhknyMIAgcPHmTjxo3vTLl8/vx50tPTWb16NXFxcU2O/aGh6E5KSiI7O5vqDAsUBSYgtHGhKYGJy/szZGLbYg6VSiWnT59GoVCwaNEinfm8p06dYtasWe9MxNEc6urquH79OoWFhfR9YExf/e5tm6RKwMzTDsvZ/zc6sbpAEARqa2uRy+XI5XIqKyvF/5bL5SKP+PXna9DS9dvQ0BBzc3NMTIqorftNO/dOhtfktA+u0fKhomPk/YFAIpFgYmJCVVXVt56HW1BQ0OaR2reJGTNmcOfOHc6cOcOrV6+azW6eMmUKJSUlnDx5kkmTJhETE4NEIsHHxweJRIIgCAQHB2Nra9uq9c+b0NfXx9vbm8rKSgwNDfH398fCwoLZs2eLN72SkhKCgoLEkaelpSWHDx9uc0GpUCh4+PAhjx8/Fi+e3bp1Y/z48Voij/bA2NiY7du3c/78eTIyMlpVgVtaWrJ582bu3bvH3r178fHx0flc6dWrFzdv3mz3vs6ZM4eLFy+yZMkSwsLCmhWMabqUv/zlL4mIiGDnzp2MGzeOI0eO8OMf/1jruRUVFTrb1nh5eXH+/HmRDjJmzBgePHiAr68v27ZtQyKRkJOTw4ULF3B3d28yCWjfvn0MGDAAc3NzzM3NdfZijI2NxcPDQ6fn6gpvb282bNiAlZWVaEjfFMzNzcUQgXP/vEd2fkmb30sqlSAvq2vz6/T09FiyZAmVlZUcPXqULl264O3t3eoNvaam5r0VkzU1NYSHh1NSUiIubG1sbLiy5zRktXFjApiN/f76GwqCQHV1tVbB9/q/urp/fefNfWdNFYTGxsaYmZmJ/3r27ImZmRnm5uYYGBi0q6BTq9U8ePCAlJTn2HSXIZGoWn+RFiSYmvbrKCbbgI6C8gPC7NmzuXTpEosXL/5W3zcyMrLFZJcPAWPHjmXXrl3I5fIWVdidO3dm27ZthIWFoVAo8PT0ZM+ePXh6ehIdHc2cOXO00lLag6FDhzJ06FBKS0sJDg5GqVTi7OzMgwcP2Llzp9i9kkgkSKVS1Gp1i13E/Px84uLiqKioABpuqsOGDWP58uXvjaivixH66xgxYgTDhg3j9OnTqNVqFi5c2Kp/nKaIby/MzMyQy+UIgsDLly+btIbKzMwkPj6e1atXk5yczMuXLzl06BAAf/nLX/jqq6+wsrJi/Pjx9OjRo80Kdm9vb44fPy5amZiZmTF16lSR8xcVFSXaEL0pZMrNzSU+Pp5//vOfBAYGsnXrVp3fNz09HQ8PD7Kyst4qmvNNeHh4EBgYiKurK3fu3BG7r01BpVL9r8pWoCUxTnN4mxuxubk569evJycnh/379zN48OAWPU3fNaqqqrh27RplZWUYGxszZcqURt3uFPkzjOvq6WvUE4kOp7kAmLn1QK/LtxMcoVarGxV/r3f/lEpl433UoftnYmIiFntmZmb06tVLLATf1iHjbSAIAk+ePCEhIQGVSiWGHqxcuYlHj5+QlxeCILSlqBToZfdhTu0+VHQUlB8QzM3Nkcvl3/r71tXVtVpQfNd49OgRjo6ODBs2jN27d7N169YWeWjTpk0Tu5VDhw5l7969DBs27K1yvd+ElZUVq1at4t69e5w4cYL+/ftz8+ZNxo8fL16Mx48fT3R0tFhsKBQK7t+/T1pamrgda2trJkyY8K0pVDVwdnamd+/e+Pv76zQC11gMFRUVceDAAUaNGsWoUaPe6z6OGzeOffv2NTk2z83NJSIigo0bN3Ljxg2qqqq0vCU//fRT9u7dy6pVq4iJieHrr7+mX79+5OTktElstGzZMvz8/MQOmLW1NYMHDeLol37snLuRstNP6JtjQU1SISbDuiLRlyEIgvj+gYGBWvvVGlJSUhg0aBDQwK328fHR+bWtwdbWFgMDA8rKykhPT2fMmDHk5OSQnp5Ofn6+1nNlMhno90AilSC0US+iVgmYWb29/ZStrS1btmzh4cOH+Pr6MmnSpEad4MzMzHdSdFdUVHDt2jXkcjmmpqZMmTKl2YlAcHAwFy5dZLV/EAX7H2BRZ4SkJQU8kC7k0HdwT5piFGsEWM11/lQqlVjs6dr508Qjvt7569Kli/jf79oH9LtAbm4usbGxok1bv379WLJkSaN7g53dal69aguPUoJMZoyNzbx3uLc/fHRwKD8w3L9/H6VS+d5v1BrU1tZy7ty5No+Av01UV1drdXgqKirw9/dn48aNrSq64+PjCQkJYdiwYcyZM0csMF1dXdu1L69nVEOD2ryyslLMTX7y5AkxMTGYmJgwe/ZsKisr+ctf/iLaoujr6zN8+HCcnJw+KJsQXY3QX0dcXBz3799n8eLFzQpvdDGCbw0bN27Ez89P67HCwkJCQkLYunUrISEh2NnZNdltS09PJysri+nTpxMQEMDKlSu5ceMGOTk5GBoaMnXq1Catqd6EIAjs2bMHfT19PKyGof+wCqM6PdQI/+pCI0FiKMN0bHf8U85g79SQcdynTx8GDBig8+f18/MTaR3vgj8pCAJ5eXlkZGSQmppKVlYW5eXlGBkZ0bdvX1xcXHBycsLGxkarWCksLORicATy+21Pg5HqSdjwl/EYmb7bouXGjRs8efKE+fPni4bxx48fx8fHp13dsdLSUsLDw6mursbc3JypU6dibt60MTs0jL//8pe/oFQq6datW8N3r1AxpNoWxxpr9FRSVKjF4lKKhFp9JTnd5FzNu83jtMdMmjSp0TknlUrF4k/T+dP8MzU1bbPLxA8VpaWloq8vQM+ePXFzc9MpxvbJ07/x/PkuHd6l4bsbOvQbrLu1LTDj/zo6ztIPDMOHDxd9Fb8NREVFiXypDxWHDh3S4k126tSJHTt24Ovry+LFi5sU3gCcOXOGzp078+c//5mioiKCgoKYNm0a5eXl+Pr6il6DbYUgCEgkEs6fP0/nzp3FYrK+vp6SkhL09fWRy+X86le/wtDQkO7du7N48eLv3Li+JbR1BA7g6urKyJEjCQ4OxsjIiPnz5zfqnnTt2pWioiKdiramkJqaysCBAyksLBQLiLKyMo4fP862bdvYv38/kydPbra72r9/f+Li4iguLhYtSjRK4Lq6Oq5du0ZxcTEmJiZMmzat2fNBIpGwZfMWzv7UD3OzOjSXTikSUAsN/wsIdSoqo3OYqO5Pl3mDSUy916Zi8uXLl2L3tC1rfUEQKC4uJiMjg+fPn2tZ0EgkEmxsbHBycmL8+PEcPXqU5cuXs3v3bkxMTPD09BSfq1AouHr1qni8XScN5frjTIQ6wxY7cG/sDZZ9pO+8mASYNGkSnp6enD17FrlczuLFi1EoFM0WkwqFolG3Lycnh9jYWCorKzExMWHw4MEYGRlRU1PD+fPnm/5EgiB2xPv378/UqVM5fvw4EydOJDc3l4GbPDA1MiH+2A1G2g1BohSQGOlh6GiBkZMV/aQSJjKX48ePk5WVxYQJE97Kkuv/Cqqrq7l586bYPbe0tMTT07PNXHJBEAi/Zko/p9nARSQSWTPjbxkSiYRBA7/sKCbbgY4O5QeIU6dOMXXq1G9lBPquFKTvC2fPnmXIkCFN5nRrlPHjx4/HyclJfFyhUODn58e0adMave7KlSuUlZWxYMECTp48Sbdu3doU23j69GlmzJhBSEgIPXr0oLKykqqqKqCh+zhixAicnJzEwkoQBC5evEhYWBizZs1i2rRpH1Rn8k3U1NTg7+/PtGnTdFKBa/Dq1SvOnj2Lh4cHQ4YMER/PycnhyZMn7TZKP3DgAGvXruX48eOsXr0auVyOn58f69evx9/fn9WrV7dqMaNUKvnss8/4yU9+0qwopqqqirCwMCoqKrCwsGDatGmNRB7J+6OxeCLoVFgJEijVr2LIb6ch1dc9q/jgwYOsW7cOqVRKamoqtbW1WoblZWVlZGRkkJmZ2YgD16VLF/r370/v3r1b5LcGBQWxatUqXrx4wVdffcVvf/tbsrKyuHv3Lvr6+kydOhUDAwNOnz6NSqVCWWaI+pldQ9RiK59dIgF9Iz2GL+pEUsod5s2bp3OUa319faPiT8P5q66ubvT8uro67ty5Q2ZmZqMoTg309PQwMzOjvr6e1NRU9PT0xISeLl266PxbPHfuHNHR0SxbtoxRo0aRlJTEyZMn6d+/P4sXLxYnJZpj2xL27NlDXV0dy5Yte6cUnB8CFAoFcXFxPHv2TBSquru7v9VxEgSBffv2MWXKFCIjI1m4cBgvXx4mL/8iEsm/Fl4ymQk9eyzFzm41JiYdKvz2oKND+QFi9uzZnDlzRucc5PbiQ19LPHr0CENDQ2xsICPjT8ir0lGpajDQ70zXrpOxsZnLhg0bOHXqFGVlZYwZM4aCggJOnDjB+vXrmxyHz5gxg8LCQvz8/JgxYwaCIOhk4l1XV0dSUhJ37tzh+PHjuLu7Y2try9SpU1scu0skEubMmUNxcTFDhgwhMDAQmUzG7Nmz2+XP+L5hbGzMjh07dFaBa9CjRw+2bdtGTEwMBw4cYOnSpZibm9OzZ0+ioqLatS+abp2+vj5qtRq5XM6BAwfw8fHh8OHDbN++Xacxp56eHpaWlmRnZzdbUJqamopJVWVlZVy8eJHq6mq6du3KlClTuB1+E4cnejp36SQCdK43pTa1GJPhuqniy8rKsLCwoLq6midPnuDv78/o0aN5/Pix+BwLCwucnJzw8fF5aw6csbExarWaLVu28Nlnn7Fu3ToUCgUhISFAA4eyT58+TJkyhaiz93l4qRgJ/1tXNvehpWA0oICnL3IwNzfnyy+/RKFQMHbs2CYLvtevQYaGho34fn369MHMzAxjY+Mmi79x48bx/PlzXrx4gZOTk9bCJScnh8jISAoLC7G2tuZnP/tZm6cE1dXV+Pr6Ulpays9+9jO6d+9OXl4esbGx2NnZ0b9/f52DFDTYvHkz33zzDcHBwc2mgf1fgUaJnZycDDT8Vl1dXd+Zw4EgCBw4cABvb29Onz7N1q1b0dfXx9JyNA8eDGTmzGGo1DXoyczp1GkIMtn7tZ36oaOjQ/mB4uDBg6xfv/69Whbcv39fVMJ9aKiurub48a8YPvwhpWW3kSBDQDOikAACMpkpvXptwKHvx4SHR/DkyRPMzMxYtWqVTsft0qVLVFZWsmjRIs6fP09dXR2LFy9GKpXy4sULEhISxM6IgYEBAwcOxN/fn2XLlrU5Ki40NJSJEydiaWlJfX09ly5dorS0FBcXlyYjxj4EtMUI/XXU19dz4sQJrKysmD17NkePHm2VR1lSW0JRTRESJFibWGNhaCF2IqVSKVlZWfzlL39h8+bNpKSksGbNGp1/G2q1mqCgIBQKBStWrNCJb6VBYWEhf/vb3xgnG8AolUMbxr6ABAx6mWP90YhGf6qtreXp06c8efJE7HDHxMQwbtw4LCwsxAzut/WlfdPjr7S0FF9fXyQSCZaWlgwYMIADBw6wfv160tPTKS0txcHBgcePHzNu3DiRT5iamkpPi37Iim0aOpaCGqlU8r/0j4aBv90QC1y9+2LT20rru9G4IQwdOpRx48a91ed5E0eOHGHZsmXIZDIeP37MmTNnEAQBW1tbevbsycSJE9tdeKempnLmzBnMzc3Ztm0bBgYGVFdXc/DgQaZMmYK/vz+ff/65+PyqqiquXr2qk4iqoqKCoKAgVCoVK1eubLOR+/cVzSmxhwwZ8s7vdRovV43t3OjRo0WHj/LyciIjI5k3r0N08y7RUVB+oEhLS6O4uPi9WmUEBgbqXHx92/Dz+08cHE+jVlW/Vkg2BQnduk4lO3sWL17kYm1tzaJFi3R+n4KCAo4dO0bPnj0pKCggISEBZ2dnxo0bx+jRo0VP0OLiYo4cOcKUKVOoqqpqc0FZXV3NhQsXGomf7t69y4MHD+jcuTOzZs364JSX7R2BQ4Ox+aVLl5DL5XzyySeN/q5Sq4h6GcWRx0e4/eq2+LgECW42bjiUO/DvS/8dtUrNrl27yMrKYsqUKW3ORY+Li8PCwoLevXtz9OjRZn1Mm8KZM2fo3bs3Pa4qUbXDVxEgdXQFRfXlWo8ZGhrSr18/+vXrh6mpKbW1tZw6dQofHx/kcjllZWWcOnWKCRMmaHn8vU6l0KAl1a9EIsHY2JjCwkKys7MxNTXF1dWVvLw8Fi5ciKGhIefPn+cf//gHBw4cICkpCZlMxty5c7W2e+zYMZYuXYpUKuXSmes8vVvA0IEuZGSkM8ptOP1dbTC1aLn7l5SURFxcXJu8TFtDYGAgbm5uxMbGIggCvXv3RiKRkJ6ejre3t87j9jdx5swZnj59ir29vXg9UavVfPPNN2zdupUvvviC6dOnawnBoqKisLe319mW7Pnz59y6dYuioiLWrFnzrbs8fFtoSok9evTo9y408vf3Z8qUKZSXl5Ofn8+UKVPEv124cAE3N7f/M4X8t4WOkfcHCmdnZ/z9/d+799qHWEyePXuEvg6hqFTV0GIxCSBQUBhGt26meHv/jYyMDPz8/NiwYUOz2cSa7mODx16DUrCiooJu3bqxf/9+oqOjyczMFG8WmZmZhIeHs3PnToqKisjNzW3zZzIxMRHf73WMHDmSkSNHUlxczPHjx1Gr1UyfPv2D4Va1dwQO0Lt3b7Zt28avfvUrDh48yLJly0ReYlltGT+6/iPuF95HJtEehQoI3Mq/RSyxZF7LxDnNmS6WXXBycmLgwIFt/gxpaWliCtSAAQNISkrSivJsDidOnGDw4MEMGjSInOD2G7TL88qRdNE+F+vq6khJSSE1NRVoSOEZNmwYYWFhmJmZ8eLFCwYPHoydnZ2o+m2rirmkpETkDLu4uLB582bxNxEUFERBQQGXL19m1KhRjBw5kn/84x988sknTdICBEEQR84vCp5g79qTid7O5BxJxGWabgWUphvfFi/T5pCWlsatW7e4c+cO9vb2rFy5Umtbnp6eXLhwgeLiYi2OY2uQy+UEBASgVCoZP368VsF48OBBVq5cSXJyMjY2No3EgC9evNASOLWGPn36UFhYSJcuXcQUqJYU5t8XNKXEnjNnTpsmA2+LgIAAMab1ypUrbN68udE+dhST7x4dBeUHjM6dO7+VQrYl5OXlNauO/i7x6NEjjIzjUKsrAd3M7yQSqKo+R139L3FycqJTp07s2rWLLVu2oFKpSExMJCsrS7yZ9u7dm5kzZzYSXeTn57Nnzx5mz57NmDFjOHLkCFKpFGNjY/GCZGFhIV4o2wpbW1tevnyJnV3jOLouXbqwevVqVCoVYWFh5OXliZ3SD6Hob48KXAMvLy/69evHyZMn6dmzJx6TPNh0dRNPy54CoGpCbSn8b57dzZybJJPMNr1tODk58fXXXzNp0iTq6+tRKBStvrcgCMTGxmp1Q8LDw5k4cSJ6enpNevsJgkBMTAz9+vVDpVLx4P4DPNS2opK7rZgzezaGDpbN/l2lUlFXV6eVWx4YGNioS6gLlEol4eHhvHr1is6dO4tdyNdRUVFBZGQkXbp0YcuWLYSFhWFtbU11dbVO32tmZqYYhNDW/dN4mRYXF+Pn54eLi0uzMaavQxAEUlNTSUxMBBrU+8OGDWPMmDEMHjy4yfeZO3eu2Pk1NDRkwYIFLXbFkpOTiY6OFmMfX/+dhoSEMHHiRExNTUlKSsLe3r7JIrWtx2P06NFcvnyZ8ePH4+fnx5YtW957fOS7xrtSYr8rBAYG4unpSZ8+fdi9ezebNm36Tvbj/yI6CsoPGDNnzuTEiRPvRYUdFRXF/Pnz3/l23wbV1dVER0cycNBt6uvb5qQsCAK5OceRSOaQmJiIoaEhmzZtYvr06Xh6euLh4dHqxd7GxoYdO3Zw6dIlEhMTcXBwIDU1lbq6OkpKSujcuTOGhobU19e36/NNmjSJY8eOtagClclkzJw5E4DHjx9z6NAhzMzM2rTCV6vVKBQK6uvr2/yvqfSM12FkZMTOnTsZMmRIq11UTbFWXl7OjRs3GDx4MMnJyXwe9zmFtoUIusSLSKDCvIJcu1xmDJhBVlYW7u7uWFhYoKen1+p3mpyczIABA7SU0nPmzOHs2bNNit4EQcDPz49f/OIXWqPL3Kw7qCva972/qizEHstm/37lypUmnQbaUpykpqYSFxeHnp4eU6ZMaXJ7SqWSkJAQ1Go1Hh4euLm5sWfPHiZPnsz06dM5cOAAx48fZ+fOnc2+d2lpKQqFot2jZA00xWx8fDy+vr4sWrSoURKNIAjcv39f5HoPHjxYizsbFBTUKjfXyMiIVatWUVxczKFDh0SR0ZsLiNOnT1NbW4sgCGzbtk2rsI6KiqJnz57069cPPz8/Vq5cyeXLlxt1E9vLHps5cyaHDx9m/vz57Nu3r9H7f2h4U4ltbGyMh4dHs9Go3yaOHDmCm5sbffv2JTQ0lJkzZzbq7BcXFzc61zrwbtBRUH7AMDAwQKlUthrd1x7U19d/cL6Ihw4dYtGiYTxMbj5nuDkIgpq09MOYmQ5n9uzZGBsbs379enx9fTE0NNT55iyRSJg9ezaHDh3i1q1b/PjHP8bOzo5jx45hamqKl5cXlZWVvHr1Suci7fVOWkxMTJu+S0NDQyoqKvjss8+or69n4MCBWFtbt5iaIZFIMDAwaPafsbExFhYWjR7X19fXqUhbt24d58+fRyqVih6cLUEQBI4dO8aKFSuoUlQRdDwIQdUGj0UELuRe4Gfjf8aSJUsIDw9n4cKFOr02KSmp0YKsU6dOdO/enbS0NJydncXH1Wo1+/btY/78+WKxLAgCt27dQqVfhD2WbRLlCICqswz/00H0e9jAPzU2Nsbd3V0syDSm468XaPX19TqNt0tLS7ly5Qp1dXUMHDiQdevWNUvzuHbtGtnZ2SxcuBArKyt27drF/v37+fjjj0Xerr29Pebm5gQHBzcbdBATE6OVVPO2FPwxY8YwcuRITp06hUwmY8GCBdy9e5fU1FQkEgkjRoxg7dq1zZ6Tuv6uu3TpwqZNm3j69Cn79u1jzJgxuLi4UFlZSUBAALa2tujp6bFjxw6tbaamplJRUYG3tzfx8fEMHjwYExMT6urqtL6jnJwcevbs2e7jsHr1anbt2sWaNWvYu3cvO3bs+E5jDF/H+1ZivyscP36cMWPG4Ojo2DDp+l/j/jcRExPD5MmTv4M9/OGjo6D8wDFp0iRu3LiBl5fXO9tmbW3tB1dMnj17tsHGh7TWn9wEJBKQyeS8ePGCFy9eiI9bWlryhz/8AUdHR52MhAVBIDo6mr59+zJy5Ei+/vprlEqlKGT4xS9+ATSM3HQp0gwMDJDJZOJNytnZGSMjoybHdLrsW2RkJFlZWfTq1YvJkyd/Z56WmhH4nj17WL9+fYsdlddv0BeeXaBe1fZOX2ldKRHZEUy3n95mykFTRcfUqVPZvXu3mFikVCrZu3cvy5cvp0uXLqSnp3Pr1i0kEklDx2PLSPL+Eg9tqJ8kQKreSzw9PSkqKmLZsmVUV1cTGxtLeHg40GCN9ObNraWMbZVKxfXr18nJycHKyooFCxa0eOzv37/PnTt3mDp1KtOmTaO2tpb9+/czbNgwCgsLtURgXl5e+Pv706tXL1JSUsRz9HWT9PLyclGo9q4gkUiws7Pj7t27bN68GW9vb9atW9fiaxQKRbv4l46Ojjg6OhIXF8fvfvc7zMzM6N27N926dWtUIOXn5xMfH8+6deuoqanhwYMH4vhUI3jSICEh4a2u0RKJhM2bN+Pr68umTZvYs2cPO3bs+E5Ees0psT9UASfAyZMnxQSyhklXtJis9iYqKyvp1KnTt7yH/zfQUVB+4LC3tyciIuKdbvPGjRvtNpp+H9D4TTo4OFBY+KTd25HJDJg3b16jG97KlSsJDQ2le/fuzd6ooWEkuG/fPn7zm9+IxefKlSt59eoVp0+fZu7cuWzbto3PPvuMV69esXTp0jbf1EaOHMnhw4fbVVBKJBImTZoENCioDx8+jIGBAXPmzPlOLpBtzQIHeFj0EKlE2iRvsiXoSfV4WPSQ6fbTGTVqFImJia2mST179qzJDoUGixYt4tSpU8ybN4+9e/cyZ84crly5gkKhoH///o06Y6ZuPamK1U2QpUag2kiB8dCuKFRK0tPT8fX1ZevWrWJSD8A333xDcXExgYGBQEMn7eXLl43EHY8fP+b27dvIZDK8vLxaHS/m5ORw4cIFhg0bJt5Y7927R1xcHKtXr8bExISgoCCt10gkEszNzXF1deXYsWM4OjpiZGREQUGByLcuKytrlzDqTahUKm7evClym8eOHcuPfvQjAG7dusW+fftYsmRJszy8hISENjstaCAIAtnZ2bi7u4vJOG+KzWpqaggODuajjz4CWo8Qlcvlby2oMTQ0ZMWKFZw4cYKNGzeye/duPvroo28ldlHXTOwPEadOnWLw4MFiIlVAQMBb2211oH348M+WDtCjRw9yc3PfaqTyOjRGvx8C3lxNGhnrphhtDCl6et0JCwsTff0kkgafvO7duzNq1CgyMjKa5atVV1ezf/9+1q1b18i+o0ePHqLSOSEhgREjRjBjxgwOHDjA2LFj2+QjKZFIkEgkb01j6N27N+vWraO2tpaLFy9SXl7O2LFjGTRoULu32R4YGxuzffv2VlXggiAgCALViur2jUkFqFY0eIIOGzYMf3//VgvK2NjYFsMBrK2tqaurY926dXh5eZGWlsbixYubHTVaejugltdT/aCw5dG3BGSWhkQZJDOmqxsJCQl88sknHDx4kI8++og//OEPdO3alZSUFEaPHq21yCkqKuLKlSsEBgZSVVXFixcv6NOnD0OHDm12pP065HI5wcHBdO3alS1btiCRSFAqlRw5cgR7e/tmuzYaeHt7ExISwpo1azh8+DBbtmzh+fPn9OnTh5ycHMrLy7WOu+Y3pkvnSqlUEhUVxcuXL5FKpXh4eDQZ++rm5saYMWM4efIkxsbGTUZ6Pn36tF2eluXl5QQGBjJu3Dhu377NF198gZ6enmjmvmjRImQyGfv372fr1q1IJBLu3LnDsGHDvhWVcteuXfHw8CA8PJx169aJRWV71fDN4UNQYr8LnD59GmdnZ/G6d+HCBaZOndrsBO7Vq1cfjIPGDxEdBeX3ANOmTSMoKIi1a9e+9bY+NNvRN3O6zUydMTMbiFyehq4q7wao6ddvIz09F2g9KggCBQUFPH78mLy8PDIzM7lw4QJjx47F0NCQ/v37Y2lpSWhoaIvJKxKJhLlz55Kbm8tvfvMbJkyYwNatW7l58yZ+fn4sX75cZ3Wmu7s7sbGxjB8/vg2fr2kYGRmxcOFCBEEgLi4Of39/MU7y2+wutKYC79GjB69evcLcwLyhOGjjaagW1GQ/yeZI5hGgoasdFRXFiBEjmu3OqtXqJm/EKpWKyMhI0tPTuX37NiNGjBCLr5YgkUqo8jAht7yGXkWdEKqUqBGQSiQNnAu1AHoSTEfZYDHDnlXCEPbv38+aNWsICgpi4sSJeHh48OWXXzJw4EDkcrnYldPAwMAAS0tLVCoVNjY2TJkyhXv37okm6I6OjowePbrRKFSlUnHmzBlqa2tZsWKFeEPNyMggLCyMlStXNur2NbWwMTIyQqlUoq+vj5ubG9evX6ekpIQRI0Zw7tw5evbsqbUdY2Njamtrmy1E6uvruXHjBnl5echkMiZMmKDTaFhPT48VK1aQm5uLr69vo0hPzf63BUlJSdy7d49Ro0aRnp7ORx99JG5j+fLlYrH54MEDfv3rX2NoaEh1dTXJycktKoVVKtU7pZ44OztTVFRESkoKq1evZu/evWzfvv2t3uNDU2K/C4SGhuLo6CieFxkZGUil0hYnJbGxsW2yPutA29BhbP49waFDh1i1atVbFwlJSUno6ekxdOjQd7Rn7UdzOd25ucE8evxZG7dmTFbmTsaO9Wx043kTz5494/r166xcuZLIyEjOnTuHu7u71gW7R48eODs706NHj0Y3riNHjmBmZoZarWb+/PnU1dVx7Ngx+vbtqzOVICAg4J0sEJpCfn4+V69eBRoUpN26dXsv79MUampqOHToEFOmTNHKVy8oKCAiIoKHqoeEKkLbte3dU3cz3rahCC8rK8PX15dBgwZRUVGh9TyJRIKhoSE1NTWsWLFC/F7v378vGncPHz6c6Ohotm3bRk5ODg8fPsTb27vF91er1WLHaNuWrczo70kfqTV9be2R6Esx6GmGyUhrpEb/+o3W1dWxd+9e1q9fT0JCAkVFRQwYMIDY2Fiys7MZOHAgCxcuJCcnh9jYWFJSUlixYoWWKl0DQRDIzMwkPj5eVOMPGjSIkpISMjMzWbBggWgxJggCwcHBmJmZNXsDjY+Px8LCQktkAw3fVVxcHN7e3hw/fpySkhJ27NhBYGAgEolEy6UgIiKCAQMGaImK6urquH79usjRnDhx4ltPV6Kjo0lPT2fp0qXo6+tz7ty5ZoVDb0IQBE6ePImNjQ2lpaVYWVk1+zs9ffo0nTt3Ji0tjREjRvDw4UNWrVrVaIH0+gj8wYMHAO88cezMmTMMHjwYKysrgoOD2bZtm85FdHNK7B9Kd+7cuXP06tWLESNGAA26AH9/f7Zv397i6wIDA9+La0oHGtBRUH5P8OrVK+7du/fWq6vDhw+zevXq75xc/ejRI7Kzs5scP6vVdSTeXUVFxX107VIOGvgFPXos4vbt26SkpODm5tbi+LeoqIgvvviC4cOHN7Lx0ShvHz9+zKtXr7T+ZmRkxJMnT/j4448pLi4mNDSU+fPnY2trS0pKCtHR0SxatKjVIu7o0aMsWrTovSo5lUolly9fpqioiMGDB7ebc9YenD9/HplMhpOTE3fu3EGtVpOSksKvfvcrZobOpLK+UveNCdDdtDtXFl9BKvlX0X/o0CHWrFnTqHOjVqvZs2cPAwYM4NGjR6SkpIgpKr1790apVPL06VP+/d//XeS9HT9+nClTprTo+Xrs2DGmTp1KREQE+fn5yOVy5syZ0+riTKlUsmfPHlasWIFSqeTkyZM8f/6cESNGiJ6XPXr04NNPP+XUqVM63/AePnzIqVOnMDc3p3v37kgkElxcXOjUqRMhISEsXry4RXufuro6zp4922RhdvDgQTZs2IAgCGzYsIEDBw6Ivqyv/16SkpIwMjLC3t6ea9euUVpaioGBAV5eXu+cVlNfXy8euzVr1jSby/46ysrKCAwMZN68eVy6dImpU6fi6OjY5HOjo6PR09PDzc0NaDi/0tPT2bRpU6NF7+sF5bFjx1iyZMk7H0sDYna9QqEgNDS02U66RomtOdc1Suw39/uHgAsXLtCjRw+tRZevry9r1qxpdWTfUVC+X3QUlN8jaC7yb4PDhw+LqSHfFaqrqwkMDGyRz1Venkt0zGKMjQtpvqiUAgJOTr+mdy/t4xIbG8ujR48YP368ljWMBhEREVRUVPD8+XPWrl2r8+inpqaGr776in79+lFXV4cgCKLZ8rx58+jfvz8xMTEYGBg0yf3SoLCwkPj4eJ1sd94FkpOTSUhIoFOnTsyZM+e9qfwFQSApKYnk5GTy8vIoLi7mP/7jPzAxMRFvwl8lfsW+h/toi0/4NOk0JnaayNy5c8UCMjs7m4yMDK1INWjgyf36179mzJgx2NnZMWnSJPFmn52dzdmzZ/H09CQzM1PMaler1Vy/fp0ZM2ZgZ2eHg4ODWKRBg33Mq1evGDx4ML/97W/x9fXl3/7t3/jyyy91OpZqtRpfX1/mzp1LQkICu3btwsHBgSlTprB48WLkcjmnT58mLi6O//7v/25R3ZuXl8e5c+cYNGiQljJZpVLx9ddf8+zZM0aPHo2BgQGurq4tCpOCgoKa9EVNSUlBLpczduxY9uzZQ1VVFY6OjtjY2IgFl1wuJygoiJcvXzJs2DC8vLy+FX+///mf/8HQ0JBJkyaJQoymkJiYSEpKCtOmTSM4OJgNGzY0m5jz6NEjnjx5Ihq2V1VVceLECdavX094eDjPnz/Hx8dHTFc5evSoyM9t7hi+C2jiHrdt20ZhYSGXL18WKULfVib2h4RLly7RtWtXrcXx5cuX6du3b5PX+deRnZ1NVlZWk7zdDrwbdHAov0ewt7cnKysLe3v7dr0+Nzf3gxh5vMmbfBMqlYpDh4LZsuUy+fmBvHh5mPr6AkCKRCJFEFSAQE11H9zd/5POnRv7obm7u+Pu7k50dDTR0dFMmjRJ5NacOXOGHj16MHnyZFQqFfv27cPb27vJBJs3YWxsTO/evbXywletWsWLFy84fPgw+fn5qFQqCgoK2LRpE0OHDqVv3770798fR0dHsfjo1q0bRUVFbTtwb4EhQ4YwZMgQMSO6vr6eKVOm6NTlaQ1KpZKYmBjRrmnkyJGiAfXrI3CJREJOTg7chjEOY0gsSETdWgdagHFW4/jrvL9SkF/AgQMHxHSV3r17c/36daBhxHft2jUKCgqQSCRMnDixUectIyOD27dvi8bdb4qpRo0aJSYZPX78mBs3biAIAkqlksjISCZPnsw///lPNm3aRH19vajIbq7j9TqePXuGkZERv/vd7+jZsyfnzp0jPT2dY8eOIZVKWbhwIXPmzMHAwICgoCAsLS2ZO3euVterurqa4OBgLCws2LRpk1ZntqSkhKNHj+Lt7S3uT319PfHx8dy82RAbaWRkhLu7u07j58GDB3Pw4EHGjh2LhYUFL1++5MmTJ7i5uRESEoJcLsfU1JQZM2bw+PFj0Yz/24AmVSoiIoJbt26xdOlSLWcHje9pr169GDp0KNeuXeNHP/pRs4WWZsT/ulXRkSNHRJX/1KlTUSqVnDlzhrq6Oq3f/vuGVCpl06ZN7N+/n/nz51NfX8/27dvx9PT8Ximx3wWuXLlCly5dtIrJp0+folAoWi0moSHe9EML8/ihoaND+T2CWq3m8OHDrXq0NYfjx4+zYMGC79SDsjnepAaCIODr68uyZcvErqEgqDh9+r9wcemOQD36ep3o0mUS1649YNy4ca2O1jT+jRkZGZSVlTF37lytzoYgCAQFBeHi4qKTnc/r3Yk33yc0NFSMfZNIJFy5ckXs4Dx//lwrZSc+Pp4ZM2YwatQounbt+q12FjQduRcvXuDo6Iinp2eb3r+mpkYUbOjp6eHh4aGVLPMmzp8/z9GjR5k7dy7Lli2jXl3Pb2N+y6WsS0iRNiosJYIEQSLgInXBvcadCeMniBSGxMRE7t69i7e3N8HBwSgUCrp3786UKVOwsbEhODiYWbNmaRUZycnJpKSksGzZshY/V0BAAD4+PloWMAcPHmTJkiWcOnWK3NxcZsyYQWZmJleuXMHMzEyMDtTT06NPnz44OjrSpUsX5HI5ly5dorq6mn79+uHh4UFdXR2ffPIJH3/8Mc7OztTU1PDHP/6Rnj17Ymdnx8SJE7GwsKCwsJBz585hY2PDjBkzOHfuHHK5nMWLFzca6924cYOXL1+yYsWKFseuNTU1xMbGijQOc3NzCgoK2LBhQ5NFSXh4OI6Ojly7do379+/z4MEDPvroI2bPni0eH5VKRXBwcKvH9V2hsrKS8PBwFixYADRw506cOIG1tTUzZsygtLSUI0eOsGTJEuLi4jAxMWnUwX4dNTU1HDhwQCsdKDY2FiMjoyZ5rHK5nFOnTvHw4UO++OILqqqquH79+nspVF5XYpeWlvLq1St++9vf8urVK2JjY/9PjW41Gfea7jg0UDb8/PzYsWOHTtvoGHe/f/zfWNr8QCCVStHT09M5SeNNfNfpOK/7TTaH48ePM3PmTK0RtEQio6bGib59tcdKs2fbERgYqJWB3BQkEgnjx48nJSUFe3t7bt68KfK+NH9fvXo1586do7y8HHd39xa3Z2Bg0OR3IJFIWLBgAS9evGD37t34+PgwY8YMysvLOXHiBCNHjtSyXJk7dy5BQUHIZDIKC7XTgUxNTXF2dsbR0fG9mBtLpVLRD/Hp06ccOnQIY2Nj5syZ0+xYsLS0lOvXr1NdXY2xsTGTJ0/WacQpCAJlZWU4OTmRlZVFXV0dRkZGfDHxC7o87ULdwDrOPT1HrarBA89U35RxpuOY23suXiO8+Oabb7h79y56enr0799fjF38/PPPsbW1pXPnzloegTU1NVrF5N27d8nOztap6Fm+fDmHDh1iy5YtAMTFxTFo0CAeP35MZmYmP/3pT7GwsGDEiBHU1dUBiO+tUCjIysri4MGDPH36FGNjY4YNG4ahoSHZ2dlUV1eTlpbGH/7wByIiIqitrWX48OH8v//3/9i1axf79u0TR67dunVj48aNhISEsGnTJubMmdOI+1xVVUVgYCBubm6iP2lLMDY21iquKioqOHz4MF9++SW9evWic+fOjB8/nk6dOlFUVERhYSGHDh3Czs5OPHfLysq0im2ZTIZK1TZP0bfBzZs3tcb8RkZGrF27lszMTH75y1/StWtXfvzjHxMQEMCECRNa7Fyp1Wr279+vxUusqqoiLS2tWWqRmZkZ69atY9euXRw4cIDa2lqdU5taw5tKbCsrKy0l9oMHD4iKimLGjBkolUqOHTvG8uXL38l7f8i4fv06JiYmWsUktE3Y2NE3+3bQ0aH8nqGoqIjY2FjmzZvXptfV1NRw/vx5nZWR7xq68CavXr2KtbW1qNx7Hc3xlI4fP67VMWkKVVVVHDhwgPXr19OpUycEQRB5UdOnT9ca+0ZFRVFVVdWi+CksLIwRI0a0KLwRBIEzZ86gr6/PnDlzRD+7hw8fsmzZMnF/m7soyuVy0tPTxZGOBhKJhN69ezNgwIB3zlerrq7mwoULVFVV4e7uTv/+/Xn58iXR0dEolUqsrKyYPHlym5JSysrKOHz4MMuWLUMmk3Hz5k1yc3NFAUx4eDiLFy9GEAQCjgawZMkSjPUaOnD+/v5s2LCB6upqdu3aRWZmJvb29ri5uYmq/MrKSj755BMWLlzIzJkzqaqq4vLly+JY8vbt25SWlrZJzJaYmIhCoWDo0KEcP36cRYsW4e/vT58+fcTOWEZGBqWlpTx58oSVK1fy7NkzoqOjkUgkTJgwoREtRWNf9fXXXzN06FCUSiV3797FwsJCpEKEhoair6/Pn/70J0pLS4mOjmb8+PEMHDiQzMxMrl27hrOzMxMmTCA+Pp4HDx6wevXqt1okKpVKTp06xbJly0hNTcXPzw+5XI6ZmRlTpkzhwYMHdO7cGXd3dx4+fMiIESPIzs5m+vTp4jZaM/1+l2jqOqBWqzl69Ch9+/YVQwj++te/tkrv8fPzY968eVpCrH379rF27dpWj6lmSvH555/TuXNnJk6cqNPY9XW0R4kdHh6OpaUlo0aNEgVnixcvbtP7fp9w48YNZDJZI6P/q1evYmtrq3NAxJMnTygqKmqXd2kHdEdHh/J7hq5du1JcXNzm1924cUOnLsb7Qmu8yfj4ePT19ZssJhUKRbM8oXnz5hESEtIsKb6goIATJ05oeUxqeFGCIHD16lWuXr3KzJkzsbW1ZcKECTx48ICjR4+yfPnyJsfAFhYWlJeXt1hQSiQSfHx8yM7OZvfu3SxcuJCxY8fi4uLCsWPHsLW1ZcqUKc2a1puZmTFy5MhGYze1Wk12djYJCQmNzgNzc3OcnZ3p27dvu7qaJiYmLFmyhNTUVJEP2q9fPz7++OMW4/2aw8OHD4mPj2fHjh3i9yeXy9m+fTsXLlxgz549/PnPfwb+N39cYoCJ/r+8PA0NDTl69Cj19fVYWVnRq1cvamtr6d27t8gfNDc35y9/+QvHjh1j7969CIIgdiIjIyNRKpVtdkYYNWoUBw4cIDExkc2bN7N//34MDQ21FnEPHz7E09OToKAg6uvrcXBwaFJxroFEIiExMZGPPvpIVF6vXLmSq1evYmxsjJ2dHRUVFaLzwZAhQ5g9ezZJSUkkJSXRvXt3pk+fTllZGRs2bMDDw4PNmze36XM1hfz8fKKioqirq8PGxoY//vGPYjGVm5tLREQEFy9epKCgADs7OxwdHUlJSSEnJ0enKNP3jaKiIvG3mpeXR0ZGBnv37iU4OBhbW1utVKLXERoayvjx47WKyZiYGMaMGaNTga7pw/Tq1YtVq1Zx48YNoqOjmTdvXrMUnOaU2G3JxJ4yZQrHjh2jW7duDBw4UOR2ahY6PyRERUUhkUgaFZPPnz+nurq6TWljCQkJP+jC+0NBR0H5PUT//v15/PhxiwrHN1FUVPSt+hG+Dk1Od3MX6qdPn5Kdnd0s2f3x48fNWgAZGxujUqmoq6trtP0nT54QFRWlxY96HRKJpCE/XBC4fPkyV65cYdasWQwbNgwLCwv27dvH5s2bGxUJmoJSF/Tu3ZsdO3Zw+vRpDA0NmT17NmvXriUtLY3du3czd+5cIiIidFaJSqVS7O3tmxRmVVRUkJ6eTkhICEqlUvzMUqmUPn36MGDAAKysrBq9Tq1WEx8fT3p6OgADBw7kD3/4AxKJhNzcXE6cOIFMJmPWrFmiyrU1nD17FhMTk2YXEV5eXqSmpnLw4EEtI3S1Wk1UVBTPnz9HJpNRW1srFk6RkZGYmJgQFhbGrFmzxCLcysoKY2Nj1q9fz2effSZ6CXbp0qVF/lxL6NmzJ4mJiVy6dAlbW1vs7e2RSqWo1WpiYmK4cuUKgiAwefLkRoVJUxAEgVevXjVS9U+fPp2oqCj279+Po6OjqJZ+9OgRVVVVrFmzBkNDQ/Lz8wkPDyciIoLx48dTWFjIli1bcHBwYODAgTg4OODg4NAsXeF1PH/+nOjoaFQqFba2tri6ujbZJe/ZsycjRoygvLwce3t7XF1dCQkJob6+nl/96lfs3LmTUaNGfWvc35KSEq3z9/bt2zx58oSdO3dy9epVpFKpyC9ft24dGRkZ7Nmzh5kzZ2r9XmJiYujWrZuW/6ZcLufp06c68dNVKhUymUxMfwKYNGkSEyZM4OzZs1RWVrJo0SKMjY2bVGKvXLnyrY7ZsmXL2Lt3L6tWrRK73efOnRPpEj8ExMTEoFKpGuXcKxQKLly4oDNvUgOlUvl/Rrz0XaLjCH8P4e7ujr+/v84F5XfJamiNN1lcXMyNGzdaTKJITU1tUVk5b948zp8/r/WcxMREMjMzW+yKaiCRSJg1axZqtZpLly6Rn5/PnDlzWLx4Md988w1btmzR6tBZWFg0qJV1hEQiYeHChTx//pzdu3ezaNEinJ2d6d+/P6dPn+b27dtaBtztRadOnRg9erQoEtFApVLx/PlzcfwLDRfYx48fU1tbi62tLbNmzWrSTqpnz56sXbuW+vp6Ll26RGlpKSNGjGiykwz/MhieNm1ai+rn0NBQduzYgUwmw9/fn169ehEVFYVSqcTT01Psph86dEhMc5k4cSJBQUHMnj2bc+fOMX/+fDFjeujQoSQmJuLi4oKhoSEPHz5k6NCh7Yq4LC4upqysDHt7e3Jzc9HX12f48OEcOnRI5ONOnDiRRYsWkZ+fz/3791stXJtLRlKr1ZSVlZGamsrIkSPx8fEBGs6ZiooKAgMDcXV1JSUlBRsbG/bv36/1+vj4eO7cuYNUKiUrKwu5XC6+XhAEpFIptra2SKVSnjx5IlImli9fLt5gT5w40eSCDBpu4K6uriQlJbFq1SrRrH7WrFn4+fnx5MkTbt68iVqtZsSIEQwaNOi9FZgxMTFMmjQJtVpNUFAQTk5OrFixAn9/f8aOHduoY+Xk5ES/fv24cuUK0dHRLF26lMzMTEpKShpRho4cOdIqF1sDDSXg5cuXWnQZqVSKq6srERER/OxnP8PIyIglS5a8cyW2RCJh06ZNosm+i4sLKpWKS5cu/SBSYGJjY6mrq2vyNxUQECA6SOgKXaNBO/D26Cgov4eQSCQYGRlRU1OjU/bq3bt3m1Qsvm+8mdP9Jmprazly5Ag7d+5scTutrS4tLS2pqKgQi4fw8HDUanWbRxxSqZQ5c+agVqu5cOECRUVFLFiwAF9fX1avXi1259rSoXwdffr0YceOHYSEhGBsbMysWbNYuHAhxsbG/P73v2fVqlVt5mHpAplMhoODA9bW1oSHh1NRUYGBgQE//vGPMTY2Jj09nYcPH3Lv3j2t19jb2+Ps7IylpaXoqwkNZtYHDx6kc+fOzJo1S6QSZGVlcfHiRTZs2NDseSmRSFAoFNTW1lJeXk5ERITYyTE3N29U1E6ePJmIiAjx5rJy5Uq+/vprtm3bhp+fH4sXL6Zr166MGjWKn//85wwcOJCBAwfi4+NDXl6els2QLhAEgRMnTrBu3Tr2798vdn6ys7PFkbYgCNy6dQsAGxsbwsPDW91uenp6o9HmrVu3SE5OZs6cOVRUVODo6MipU6dYtGgR48ePJzo6GlNTU/bv38/QoUObFGCMGTOGMWPGEBMTw6NHj5gyZYq4eHv8+DG3b98mISEBPT09OnfurNV1hoZFiImJCfHx8U0WvBkZGXz00UfcuXNH6/GuXbvi7u4ufs/Lli3jwYMHHDnSEI2pp6fHmDFj6Nu37zu7mVdUVFBbW0tAQICoaP/mm29Ys2ZNk513aDjfNNzaPXv28OrVKz7//HOt50RFRTFu3DidhY6agjIxMZFRo0aJYj5oSNhauHAhq1atoqCggLNnz6JQKN453UhfX59169bh5+fH1q1bGT16NLdv3yYsLIxp06a90/f6NnH79m2qqqqa/AzXr1/H1dW1Rb58U3j06BEDBw58V7vYgRbQIcr5nqKiooJr167ppDD8rtJx9uzZw4YNG5rsfKjVanbt2sXmzZtb5efpQvrPzc3l3r171NbWYmdnh6ur61vtOzR09s6fP09RURHl5eUsWrSIPn36iD53TVkH6YrMzExRPNKtWzcOHz6Mra0tOTk5LF++/J0l6BQWFhIREUFdXR1mZmZMnjxZJxN3pVJJVlYWaWlpjYpnKysrnJ2dMTMzIywsDJVKhYmJCVKpFB8fnxbPs7CwME6dOsWQIUNwdnZm8uTJ4mLhr3/9K+bm5o2ywP39/bW6R3K5nCNHjrB582YxgcbKyoqZM2fyX//1X40SgTQ2Q3Pnzm1VqHH27Fnq6uq4ePEi48aNQxAEOnXqpHX+vXz5kqdPn4rxfa2dn6+bhEMDFeP69eu4ubkxdOhQnj17Rl5eHu7u7jx69IikpCRWrFhBaGgoKSkpuLu7M2jQIE6ePMmSJUvEruybUKvV+Pn5ERsby9ChQ3F3d2fMmDEtdmjLy8t5+vQpgYGBjYpuPT09jh07xt///ndOnTqFh4eH+Bk08PPzQxCERhMGhUJBQkICz549Axr4sG5ubm/Fu/zd737HgAEDWL58OWlpady6dYt169bplFBTW1vL/v378fLyIioqSvSdraio4PTp0zpbsVVXV3P06FFevXpFTk4O3t7eeHh4tPibSktLIzIyEnd391ZjYduKzMxMEhISRLFlTEwM9fX1OuWlf2iIi4ujpKSkSU/Tly9fcufOnXZ5gB45ckQUBXbg/aKjoPweQ9fknO8iHefcuXMMHjy42VF3UwrLpqBSqTh58mSr9hiam9qnn37aJm6pLlAqlZw9e5arV6+yatUqPD09m/WibAvUajUhISGYmppSWFjImjVrqKqq4vjx4wwePLjdisTMzExiY2NRq9V069aNSZMmtUtU0xxKSkpIS0vj+fPnKJVKoqKiqK+vx9jYmNGjR7N48WIsLCzE5ysUCq5fv05eXh4SiYTbt2+za9euRts9cuQIPj4+jbLAo6KisLW11RqhZ2Rk8OjRI+bMmcM333yDTCZDLpfTu3fvJr8XtVrNuXPnqKqqYvHixY0K9uzsbE6dOkVWVhYuLi64uroSGxvLhg0bCAsLw8nJSXz/8+fP4+npKX7G1gpKPz8/Nm7cSElJCadPn6Zv375aN/xjx46xaNEiUUiVkJDA3//+d/74xz9ib2/PjRs3kEqleHp6cuLECbp16ya+XhAE7t27x4MHD5BIJAwZMoQRI0Zw5coVcnNz8fb2brYAfR1NqaeVSiUbNmzA1dVVpEhoimhBEOjSpQu9evXiiy++4NChQy1uv7a2llu3bpGbmws02GLpwj2FhmuA5jveuXMnYWFhKBQKnVOmNGkzGuqKIAhcuHCBsrIyysvL2bp1a7MiNo0SOzMzE2jgbJuamuLg4EB8fHybEnI0We1z5sx562zz1xEXF0d1dbXYBdWcL9+nRJiEhAQKCgqa/E6VSiV79+7lo48+aldTpMN/8ttDR0H5Pcbdu3eRSqXN8tmgoXOnGYV9W3j06BEvXrzQshZ5HadOnWL48OFick1r26qtrcXFxaXZ5ygUCnx9fRkxYgQqleq9XUgVCgW///3vEQQBBweHd6KyhYYUlcOHDzN69GjmzJkDNHTVEhISWL58uVZx1hQEQeDhw4fcv38faEhUcnd3f+8r8qKiIo4cOSLSARQKBeHh4Vy+fBmVSoWlpSWFhYXIZDLGjx+Pm5sbaWlppKWl8fHHHzfa3uuF2YULF5BIJMyePRtBEEQLoddx/fp1LC0tiYuLIz4+np/+9KckJCSwbt26Zm88lZWVBAcH06dPH8aNG8fly5eprKzEzs6O1NRUFixYQFxcHA4ODtTX14sduV27drFjxw4kEkmj4uvUqVPMmTOnyaL95cuXJCUlUVlZiYGBAQsWLGhE33j9hnft2jUKCwsZP348Fy9eZMuWLUilUiIiItDT08PT05OHDx9y5MgRHB0dMTAwwMXFpcnIPU2HvbS0lPnz5zc7FoamC8rCwkL+9re/MXToUFauXMn169dxdHTE3t4eQRAoLS3l2bNnfP31143svvT19bG3t8fR0RErK6tG+1ZZWcnNmzdFpwIrKyvRA/N15OXlERwcjJmZGYsXLyY4OBgXF5dGKUct4eDBg3h7ezcSJV68eJH4+HimTJkijvs1Suzk5GQArUzsvPJaEp6XkHA/hT623al+kcrOdW0zdNcUs0VFRSxatKjN49vmcPHiRfr06SPySMPDwzE2Nm7VU/dDQFJSktjtbQr+/v4sXLiw0bmhCzSWUu8rGrMD2ugoKL/naK1Lefz4cXx8fN7ZCLU1VFdXExQUJBpDv4mIiAhMTU11HkmfPHmS+fPnN7v/crkcPz8/NmzYgLm5OQcOHGhR4PMuEBkZyd/+9jcWL17MggUL2nWhexNqtZqPP/6YuXPnMmPGDKChgD1x4gRdunRpNAZSqVTExsaSlZWFRCJh6NChDBs27FujNWhyklevXq01Un327BkxMTFUV1dTVVVFly5dmDBhAp06dSItLY2AgAAxWQcabtj9+vWjf//+nD17VqvTl5aWRkREBOvXryc0NLSR6bpKpWLjxo189tln3Llzh8rKSry8vCgpKWl2USEIArGxscTExPD06VN27NghWjlNmjSJkydP8tFHH3HgwAEt7u+rV6+4desWCxcubNSRTEtLQy6Xa5nWa97rpz/9KcOGDWPJkiVNFg+alKb58+cTGBjIxIkTRUeDoqIijh8/zrZt25BKpXz99dcUFBTQv39/hgwZQmJiIm5ubq2OURUKBWfPnqWqqqpRCpAGp0+fZsaMGZiY/Mu2af/+/fTq1YuioiJWrVrVbGF/9OhRTExMGDFiBH369AEaQhSeP3/O06dPKSkpafR+1tbWODo60qtXL/T09CguLubmzZtUVFQA0L17dwRBoKSkhKVLl7J//35qa2tZsWKFTl1NDc6ePUv//v0bTS3Ky8s5e/Ysq1ev5uLFi4SEhODi4oKVlVWjTOw7z4o5cDOTa6n5qN+4W3o6dWWjR18mD2g5retN1NXVcerUKfT19fHx8Xknop2AgABmzJghdqSvXLmClZXVO6H/vC/cv3+f58+fN+urHBkZKQYJtAdJSUkYGBi0yWKoA+1HR0H5PcfJkyeZOXNmsyvdb7vd3xJv8v79++Tl5YkFky5oztAcGjz0goODtUZWiYmJyGSydl+AdMWXX35Jt27dMDExoa6ujgULFrx1t+Ho0aO4uLgQERHBkiVLxBvn06dPuXr1KtOmTSMjI4OioiKkUilubm4tpg69DwiCQEhICF27dhXHn8XFxYSFhVFXV4eDgwMeHh5ikSkIAlFRUWRmZlJRUcGkSZNITk4WC7L6+nqePXtGeno6V69eFTsqgiBgbW1Nnz59uHbtGh4eHqSlpbF06VKgoUjas2cPq1atIjAwkE6dOrFixQr27NmDiYlJowXNixcvuHHjBmq1Gjc3N9EyJjw8nFu3bjFs2DBKS0uZN28ekZGRjBs3rhHfMiQkhHHjxjWyeVKpVJw4cUJr1B4XF0dsbCwmJiYtmvknJyeTmJiIWq1m1apVWgsnlUrF5cuXOXr0KF5eXnh6evL8+XNMTEzE43T9+nUKCwtZunRpq4uJuro6Tp8+jUqlEsVgGmRmZpKbm6slHPrNb37D9u3biYyMFD9vcHAw06dP11pEBQcH4+3tzYEDB9i2bVurxZEgCBQWFop2YW8m7ejr63Pnzh0sLCzo27cveXl5REREcPLkSa2CtzXExsYiCEIjMVRubi7/+Z//KXbx+/Xrx6hRo7h48SLV1dWiKlsQBHbdeMqXV9KQSSWo3qwmQXx8o0dffjNnIFJp2xZ0JSUlnDlzhl69ejF16tS3WhAKgsA333zDpk2bxO/24sWLdO/e/TsRZbaGhw8f8vTp02Y9NF+9eiWq89uLoKCgt7Zp6oDu6FB5f88xe/Zszp8/32SsnCYi79vCuXPnmD59epPFZHZ2NqmpqW3mHTZ3IUhPTyc2NrYRr0ZjSv2+C0o7Ozs8PT05f/48a9as4fz58ygUCnx8fNqUJPM6vLy8SEpKYtu2bQQHB2NpacnYsWN58OABpqam+Pr64uTkxMaNG78Tgnl1dTX+/v54e3tjbW3NuXPnKCkpoXPnzixYsKDJka9EImHixIlMnDiRL774gqSkJOLj45k1axZWVlYYGBgwYMAABgwYQFVVlXh+CIJAUVERjx8/xsrKisDAQFJSUqivr0cikXD//n1+/vOf07lzZ4YPH86NGzcwNDRk69at/OxnPyMrKwsbGxsuX75MRUUFdnZ2rFy5stFxmzBhgiiE0fxWampqmhTv+Pj48Ne//pWhQ4dqPS6TyVCrG7LIMzMzCQsLY8yYMXTt2rXFm2FdXR1fffUVmzZtEkfrSqWSyMhIcnJykEqleHh44Ovry759+7C1tcXJyYmrV69y+/Ztxo0bh5eXF/n5+XzzzTctCnagQRizfPlyqqurtbpjBgYG2NvbExsbq1V8lZWVYWJiolU8ent7ExISotWh1bgsrFq1iqCgoFYFLhKJBGtra6ytrRvF6eXm5nLs2DEWL15MUVERt27dIj8/H0dHRz777DPUajWWlpa4ubkxY8aMZrmPaWlpFBUVMW/ePK1MbGhYiG7durVRR3n+/PmUlZXh7+/PkCFDSFZY8+WVNIAmi8nXH/e7mYmBnpRfzGobf7tz585s3LiRZ8+esW/fPsaMGdMivaclSCQS0Yj/o48+QiqVMnv2bM6ePYtMJmsTTeB9IyUlhYyMjGZFpSqVilOnTrXqANIaOiyDvl10FJTfc5iamlJdXd3kD+fbTMdpyW+yvLycixcvsm3btjZtU3OTfhPx8fG8ePGiWd84BwcHnj592qIP4ruAnZ0dy5cv58CBA2JH7MyZM6jVanx8fNrUTYEGC5qCggLy8/NFLldISAi/+MUvRGPmoqIi9u3bx/jx49+5YrQlZGRkcO3aNfr3709ERASGhoZMmzZN5/jHlJQUPD09cXNzw97enqNHj2JsbMyYMWMYMmQIarVa6/yVSCR069ZN5L2tWLGCa9eucebMGezs7FixYgWxsbGiNZWDgwP//u//zowZM/D09GTFihX8+Mc/Zvbs2S0qcIOCgvD29iYqKorp06fzk5/8pFnTZIlEQvfu3Zsc4VZVVeHn50evXr3YsmULdXV1PHr0qFmqxoMHD7h16xaurq64uLhw9epV8vLykMlkTJgwoRHnefv27ezdu5d169Yxffp0rly5wp07dxg7diw2Njbs3LmTkydP0q1bt0Zm0G/CxMSE1atXU1FRwbFjxzA1NRUtoTTIycnB0tKSe/fuaam/jYyMUCqVWlZelpaWlJWV0b9/f5ydnYmLi2vXmPXGjRsUFhby05/+FGjg1C5atIiMjAyx8FWr1eTm5nLjxg1+9rOfiYbhvXv3xs7ODjMzM4yNjblw4QJjxowhMDAQS0tLMRO7rKyM8+fPNyomNbC0tGTz5s2ExybwxwupgO7FyJ7Ip/i42OLcve2TCgcHB7Zu3Up8fDx79+5l5syZIn2gLTAyMmLZsmUEBASI10dNmpient4HMfp99OgRjx49atHWLTAwkFWrVr1VMdhhZv7to2Pk/QNAamoqlZWVjSw9vq1xd0u8Sc1o8vX4PV2hyUt+/eZ07do1JBJJiyIjQRDw8/N7r1zKY8eOicrzuro6fH19RX5XdXU1Z86cQSKRsGDBAp26xOnp6cTFxREXF8eUKVNEf0eVSkVwcDCdO3fW8maLiori6dOnrFix4p0quJvCvn37SElJYeTIkYwfP75dY/bXua0VFRWidUtcXBwpKSmYm5sjlUpbtMEqKytj+/bteHp6Mn36dFEFfvjwYby8vPif//kfpFIpgwcPJioqipqaGmbMmIFMJsPQ0BAnJyecnJzE7yM+Ph6FQiFGIj5+/JjS0lKMjY1JTExk3rx5jTqVQUFBorehRoh06tQpbt68yV//+lexO3/y5ElmzJjRiF+rUqk4cuQINjY2oj3RhAkTmDRpkhjJ2Bw0atdly5bRtWtXLl26RJcuXbR+H8nJycTGxrJmzRqdpxPFxcWcPXuWhw8f8te//hWpVEpwcDBVVVXo6ek1opwUFBQQFxcniiiePHlCaWmpaNd06NAhFixY0KqY7PXPFRAQwMiRIxkxYoRYnC9duhQbG5tWr2N1dXUcPXqUO3fuUF1dTWpqKj4+PvTp00erIJFKpSQmJvLxxx9jZ2fXYrHyj2vpfBWe0Ygz2RJkUgkrXXvzXwvebqEnCIKo0l+4cKFONl9v4vHjx2RkZGil55w4cYLhw4e/F69bXZGWlsa9e/eanKhpEBMTg5GRkc7esc3hzp07dO7cWbxOdOD9o6Og/IHgTXHOt6lua443KQgCu3btYv369e0aA7+png0ODsbe3l6nC825c+dwdXXVyTKlPXi9oIR/eQB6eXmJBVdVVRWnT59GT0+v0UhYEAQSExN59OgR0JDq4erqSnV1NVevXm1UWKWnpxMeHs6yZctEg/Xq6mqOHTtG//79mzSlfhu8evWKsLAwIiMjmTZtGsuWLWt3tyA7O5u0tDStgvhN26XU1FQOHTrEkCFDmDFjRqM85MLCQk6cOIGTkxPOzs48fPgQpVLJy5cvKSwsxNPTk8mTJxMQEMD8+fNRqVSEh4dTXFzMjh07qK+v58mTJ6Snp1NbW0tdXR23bt3C0NCQCRMm4OHhwdmzZ9m+fTvQvM2QxtPO19eXvn37kpuby6JFi3j06BHW1tY4ODigUqk4fPhwow56cnIy33zzDcOGDaNz585YWlrSt29frQjA1qBWq9m3bx9z586lZ8+eXLhwARsbG63fRE1NDYGBgToJdl5HQEAA5eXl9O/fn4KCAvT09ERu55t4/XpTVFREUlKS+P0qlUp8fX1FVXxLePHiBaGhoaxdu5ZOnTrx7Nkzrl69ysaNGzEwMEAQBI4cOaK1D80psfv27cvXX3/NunXrSE1N5enTp0DDqH/cuHGkpqYik8mQSqXk5eU1ShCztLTEwcGBPn364Pm3GIrk9TofOw2M9KXc+910jPTfnpKiUCgICQlBrVazaNGiNgsro6Oj0dfX17IfO3LkCK6urjo5bLxrZGRkkJiY2KIFXH5+PtevX39rSzZ4N13ODrQNHQXlDwRnzpxhwoQJYrGRkJCAqanpe08IOHv2LEOGDGmyaxUQEMC0adNa7bw0B40gRxAEDh48iKenp86rzeZu6u8KzflQaoqe13lQlZWVhIaGIpVK6dKlCwUFBUAD33PgwIGNLngBAQFNZitrPDm7du3K1KlTxcc149MlS5bonLXdFORyOVeuXEEul2NgYEB+fj4bNmzQudPUHDQq/Nc/55vH7/nz5+Tk5ODq6sqVK1coLCxk0KBBuLq6kpOTw4ULF9i8eTOCIPD73/+efv36UVJSQnx8PPv37xfpBRrPwp07dxIQEMC8efM4ceIE27dv13p/X19fRo0aRWlpKYMHD8bf3x8zMzOtEb6RkRG2trbcv3+ffv364eXlRVBQEAMHDiQ0NJSBAweKN8eqqirCwsJYsGABFy9exMXFhR49eiCXywkLC+P69euYmZnx7//+7+J31N4bnkZtPWnSJPr27cv58+fp2bNnI+FFWwQ70MBfTEtLw8HBgf/6r/+ie/fuDBgwoMnu4Otm7QqFgjNnzojm2tCQmvTgwYNm1bua/SstLWXhwoVIJBKio6MpLCzUWkw9fvwYuVyOpaUl8fHxWpnYgwcP1nIY8Pf3Z/bs2Y0WI7W1tYSFhXHp0iU8PDwwNTXFw8OjkY1QWVkZz5494/GTTH51t/1d/8h/n0SfLu3jUTeF8vJyTp8+jbW1NbNmzWrT+RISEsLw4cO16D8BAQFMmDBBK9/8fePp06fcuXOnRb9WTdjFzp0730kR2OE/+e2jg2DwA8GsWbMIDg4WV/KPHz9+793JlniT586dY/To0e0uJqGBs1ZfX4+vr2+rgoM3IZPJMDExoaKi4p3Y+uiKpUuXcuXKFZG/Wl1dTWRkJIIgUFtby6NHj7Czs2P+/PnNCgpsbGzIy8trNG6VyWRiSsiePXtYtmyZaHMyePBgTp48iZmZGXPmzNH5gqxUKomIiCA3NxdTU1OmT59Oamoqz54949/+7d/e+sJeVFQkRv69jjfXsVVVVZiYmKCnpyd6caakpPDll1/y/PlzfvrTnxIUFIRaraZTp04sXboUY2Nj9u/fT0BAgGiELpPJWLNmDYcOHWLQoEEUFBSwaNEifH192bp1KxKJhBs3bjB8+HDu3r3Lli1bkMvl9OrVq9HNp6amhoyMDLp06cK9e/fYtWsXubm5zJo1Cy8vL+7duyfG8L3OZX769Ck1NTXI5XIUCgUlJSX88pe/bNLMuj3HVyKRsGHDBo4cOUJdXR3e3t6cPXsWiUSitZBpi2AHGnLbIyIi6NGjB9u2bePChQskJibi4ODQyM9w8ODBHDx4kLFjx6Kvr49CodD6u729PcnJyU1ymRUKBQEBAYwZMwYvLy8EQeDo0aM4OjqKxWRubi6xsbFEREQwduxY+vfv32Im9rlz5xg3blyjYhIaFgY5OTn885//FA3wb968SVFREdDQmRw/fjyWlpYMGzYMQ/POcDelxWPVEuqVTXO/2wsLCwvWr1/Pixcv2LdvH8OHD29Eb2oOCxcuZP/+/XTu3Fn0IV27di0HDx5k2rRp2NnZvdN9bQqaoIXWwjWOHDnCihUr3kkxWVdX1+z1tQPvDx0dyh8QDh48yPr165FIJO99dVZVVUVQUFCTlig3b94EaGTX0RZoeJByuZxNmzZp+Q/qitraWoKDg9/LcTh58iQLFixo8qJVXFyMr68v+fn54ij29c5hWVkZZ8+exdTUlHnz5jXahkKh4OTJky2u5jVWNTY2NlqpK9nZ2Zw/f57Zs2c324EQBIG7d++SnJyMTCZj8uTJ2NraipGSffr0eWeGyIcOHWLVqlWNCoFjx46xZMkSUXUdHx+PpaWlVgf6/v37BAQE0K9fP7Kzs+nXrx/Tpk3D0tKSq1ev4urqyrNnz5g0aZKWETo0FKMvXrwgLy+P9evXk5n9kn+GRNLDaSiP0zOQKar5zYb59O7WCX9/f1asWNGkOwH8ywy9uLiYHj16UFtbi4eHB5mZmYSEhDB58mTkcjkhISGYmZkxYMAAfvKTnxAfH49cLmfx4sWNbpJ1dXWEhoa+lSUKNNBC+vXrx/DhwwkNDcXe3r6RmlcQBLGz3Vok3+HAw9RJ6hjvOZ5j/sf4ycc/IScnh1u3buHi4qIlZgkPDxeNzptLC9q1axdbtmwRz/Hnz59z4cIF1q5di5mZGTU1Nfj5+TF58mSePn2qlYnt7u7OqVOnWv393rp1C5VK1Szt49q1a9jZ2WFtbU1OTg65ubkUFhZSWlpKQUEBr1694tWrVygUCtRqNXr6Bjwe9hG0s7CJ+/UUrM3fH6/53r17ItdaF+GhSqVi165dbN++XfweBEHgwIEDzJkz560W/a0hOzubiIiIVpX/t27dQiqV6lwot4bo6Gh69+7dLmFTB9qPjoLyB4SnT5/y8uVLHB0dycjIaFXt+TbYvXs3GzdubHQTfvToEU+ePNEig7cHd+7c4eTJk3z++edvpdQ7fPgwS5cubbZYaC+uXLnC6NGjxRFpdnY2MTExqFQqOnfuzOTJk8nOziYuLo41a9Y0ueouLS0lNDSUTp06MW/ePK3P2dzY+008fvyYGzdusHz5cpG8LwgCFy9epLy8nKVLl4rbzcrKIioqCkEQGDlypJb9TWVlJf7+/ixevPid3WDkcjnnz59vkjMVFxeHlZWVWEBGRkbSr18/evbsSWJiIpcvX6a4uJjf/va3YjGuVquJiIggOzubx48fM3ToUJYvXy5+vvT0dK5fv8769esxMjLi0qVLJKWmo+w3meCkV1TUKpEIaiRSCYIgQSIB9z5meHVXsHHB1Eb7qFQqOX36NEqlkkWLFhEcHMyKFStQKBQEBwejUCh4/vy5eDyLioqora1lyJAhBAQEMHDgQLHLLJFIsLOzY8CAAXTt2pXIyEjR2PttceHCBbp27crYsWM5ffo0jo6ODBs2rNHzWhLsZJVncSL9BMdTj1NPA3dQIkjw6uPFygErGdN9DElJSSQmJjJu3DiGDh2qZXTeHAVEU4xrIizlcjkLFiygpqaG06dPExYWxoQJE7C2tha7hBrowgNPT0/n3r17jBw5ktzcXPLy8lAqlQiCgFwu5/nz59y9exdHR0fMzMywsrLCysqKTp06YWdnh5GREdnZ2dTW1gINfMwePXrw55ulpJXLULdB5S2VwBBbC87+6N3ymZuCIAhcv36dzMxMfHx8WnVbkMvlHD58WIv6IQgCvr6++Pj4NNnZfVu8fPmSsLAwscnRHIqKirh8+fI7Xfh3jLu/G3QUlD8w+Pv7Y2RkpJUN/K7RHG8yLy+Pq1ev6lQItYTHjx+za9cu/vSnP7WrM/k6ysvLCQsLa9Gioj24desW5eXlFBYWAtCrVy/Gjx/fqPjNzc3lzJkzbN26tdnCuLi4mHPnzmFlZYW3tzcymYxbt27RpUsXnQQbSqWSEydO0L17d60OVGlpKf7+/tTX19O9e3f69OnDhAkTtHhn0CCIiY2NZd26de/0nDly5AgLFixo0j5JLpcTHh4u2tUEBQUhl8sxMjLC0NAQU1PTFhcl165d46uvvmLlypXMmTNHNJWvqanB39+fqVOnYtTFljl/u0qlSg+hmcJAgoBMKuV/lrswZ1hDIS0IAuHh4Tx//hwfHx+xoD1y5AheXl5ERESgUCiQSqVUVFSQk5PDf/zHf3Dw4EHkcjndunVj5cqVWt+3Wq3m5cuXpKWlUVhYSExMjNhRMzU1xdnZGUdHx3Yf/7CwMAwMDJg4cSIhISFims6beFOwoxbU/D3x7/in+COTyFAJ2ibjmsdcrF34p9c/sTC04NatWyQnJzNp0iTu37/P9OnTuXDhQrNCilu3bolxq9BQXGdnZ9OtWzc2b97cbLGRkJBAZWUlZmZm5ObmUlVVpfX34uJioqOjcXJywtDQECsrKywsLNDT00MikWBlZcXt27f59NNPMTExoaqqisTERLKzs8X3tLOzY9SoUY2uM9dSctl8OEm3g/8a/rZkOItGvf8xsgZKpZLQ0FBqa2tZtGhRi44POTk5REZGanWSBUFgz549LF26VGcLMF2Qm5vLpUuX2LhxY4vFpIY3qfHNfFfoKCi/G3QUlD8wXLx4kczMzLc2hG0Ojx49Ijs7u1HajVwu59ChQ42MxtuKO3fu8OrVK6qqqt4ZB/TgwYOsXbv2rc3A1Wo1d+7c4cmTJ+Tm5opm2a193oqKCvz9/dm0aVOLavfCwkLOnz9P165dmTVrFkeOHGlTcZ6amkp0dDQ+Pj7ExcVRXFyMlZUV5ubmPHv2jOXLlzd6/wsXLiCTyRpFO74t6uvrOXbsWIv7f+jQITp37kxJSQnp6en8+te/5u7du1RVVbWappSfn8/nn3/OH//4Ry5evEhlZSXu7u6iJcqJMxf4SxKUKZpOOHkdEhqmmwEbx9KpJpc7d+7g5eUljhNfvnxJZGQkUVFRLFy4kMmTJ2spbqOjo/H19aWsrIy5c+e2mIyjwes3PLlcTnp6Ok+fPtXiImr8FQcMGKDTzT46OpqamhqmT59OcHAwAwcObNZ38Pr16xQUFJDWO43gjOBWty2TyLDvZE/g7EDMDMzEBKTU1FQUCgXdunXTKig1SuyIiAju37+PgYEB27dvx8XFhZMnT2JhYYGdnR05OTkUFxc34tRCA3Vm/Pjxou+loaEhEokEQRBQKBRER0ezY8cOHB0dG1nrqNVqDh48SEVFBdbW1giCgKmpKaNHj27RMkgQBMLCwniZk8uhVza8qFDp1KWUSSV072RE+CcT34nCu63QUC4sLS3x9vZutji7d+8eBQUFTJ8+XXxMU9StXr26XRZFbyIvL49z5861uFjQ4MiRI0ybNq2RQOptUFNTw8WLF1m0aNE722YHdENHQfkDQ3l5Ob/97W/56quv3vm2m+NNapS127dvf6vM8KtXr6Kvr8/kyZOb5WS1B69eveLu3bui2KMtqK+v58aNG+Tn5yOVSnF1dcXJyYnc3FzS09N1No7XiIuWLl3a6ngpPz+fCxcukJyczJdffqlTIaxWq4mNjSU9PZ27d+8ybdo0LbPq2tpajh8/Tp8+fZg0aRL19fUcPHiQSZMmvRdfulOnTuHl5SUKATQQBIGkpCQePnxIQkICv//97+nSpQtHjx7FxsYGqVSq0zE9fvw4xsbGjB49mp49eyIIArdu3SI9PZ3u3bvzgD7siXyms4+gBLDSV/DNbBvc3NzIysoiJiYGtVqNra0tY8eO5dKlS1pKZg0SExPZu3cv0BAb+Pe//73F30FlZSXh4eHNRs5poFarRcul4uJirb+Zm5vj7OyMg4ODVic0Li6O/Px85s6dy8mTJxkyZEizTg9Hk47ypwd/anEfXodUImVO3zn8yfNfrxEEgU8//ZTi4mI2b95MRkYGxcXFlJWV8erVK8zNzRk9ejRqtZorV64gk8kYOXKkSG8wMjKivLycFy9eUF+vbdMTGxvLihUr6Nu3L927d9eK83wzYrC4uJi4uDjRdF4ul1NUVMSnn36qc9f30aNHREVFMW3aNB4+fIjKwIw/3KqmUiFF1cJ5JEXASCaw1aESGxMJo0ePpl+/ft+JXc2rV684f/48AwcObJZTGhYWRteuXbUEXBqe5fr1698qQragoIAzZ86wZcuWVj+/xgf2XfG1NQgPD2fQoEHvlRvagabRUVD+wHDhwgWysrLYvn37O4/na4o3qeHhLF++/K3sZU6ePImjoyMjR45s0nvubXHgwIFWxy8aVFZWcv36dSoqKsQx4puK66qqKq5du9YoYaQlaDhnnp6eOvnARUVFcfXqVTw8PJg5c2aT+/748WPu3LmDRCLB3d1d3G5KSgoxMTGNvpfU1FRCQ0ORSCT8+Mc/bndMZEtQq9X4+/uzceNG8bGCggLCwsJQKpW4uLgwbNgwLd7dL37xC+bPn98oiq85HD58mJUrVxIYGNiI8J/9MocZu+9So2r7CG2jfQX2Jgr69OnD+PHjxd/Q3bt3MTY21irOFAoFQUFBODk5kZ6eTk1NDfr6+ujp6dG7d+9mzfcvX77MqFGj3qorU1FRQVpaGpmZmSiVSvFxqVRKfX09arWa9evXc/z4cYYPH86AAY0jAZedX8bj4seo0V2VLEPGZ5afIVQJlJaWkp6eTnl5Offu3WPQoEFYWFgwa9YsUlJSmDNnDo6OjmRlZREfHy96ZmoKCIlEQpcuXXBwcKB3795aRbjGML4p/u2BAwews7PT6mx27txZjLuEhmvV1q1bdboGlpWVERwcjJOTE25ubhw8eJApU6bw7Nkz9MysOPhITXRGUaM8b83/tzNWsG+DOwN7W6NUKklMTCQjIwMAAwMD3Nzc3glXti1ISUnh5s2beHp6NrmgOHr0KJ6enloqb6VSyTfffMPmzZvbdV0oLCzk1KlTbNu2rdXrbElJCefPn39relRT6Bh3f3fosA36gaGkpIT58+cTHh6uNdZ4W5w9e5YZM2Y0ErccO3aMWbNmtbuY1IymJk2apDVifNcX4IkTJxIVFcXEiROb/Ht+fj43btygvr4eMzMzvLy8WvxMJiYmVFdXt2kfNHYvp06dory8vNn4Nw0mTJhAVlYWw4YN4+DBg9ja2jJ9+nQKCgq4du0aSqUSZ2dn1q5d2+gCPnjwYJydnTl27Bi9evUSP3dxcTEODg5IJBLCwsKYP3/+O++kXLlyhRkzZlBfX09YWBhFRUVYW1uzdOlSrW6RTCZDqVRy4cIFzM3NdS4my8vL6dSpEzKZDD09Perq6rTOy0flsnYVk1IJlFgO4HfLG2cpp6WlaSmyHz9+TEREBKtWrUKtVpOXl8e8efP4/e9/zz//+U8yMjLYu3cvXl5ejbxTi4qK3nrE16lTJ8aMGSOm02igUql4/vw54eHh7Ny5Ew8PD7755hvs7e0ZMGAAzs7O2Nvbk16eTmpxapvfVy2oiSiKYILhBAYMGMDatWspKiri448/xtvbm9zcXL766iv69OlDXFwcmZmZVFZWolarOXHiBFevXsXe3r7VrnhCQgJjxoxBEARevHhBYmIi1dXVJCUl0bNnTzw8PJg2bVqTo93Lly8zbdq0VotJlUolGoevX7+eoqIifH19Wb9+PcnJyRgYGDDJfQxe7vC0UE7g7efcfFJEZa0SM0M9Rtt3ZvW43vTvZsLBgwcZ+L886bFjx4pq5bq6Om7fvk1kZCTQcN0YP378exHBvI7BgweLiVExMTHMmzdPyzZq+fLl7NmzhzVr1oj8UT09PXbs2CEW47omLUHDdSU4OFinYlIQBIKCgvjoo4/a9+E68MGio6D8AUGTh2xnZ0dYWNg7225zfpNXrlxh0KBB9O7du13b1YyBly1bpnWDTUpKeucK9X79+hEZGalVUD579oxbt26hVquxtrZmwYIFOqvB36YIW7RoEdeuXSM8PLzFCElouMhbW1uzbNkyjhw5wqZNm+jXrx8///nPW6UX6OnpsXr1apKTk9m9e7c4btTEnuXm5rJnzx6mTZv2zpIzNKPngoIC9PX1W+RHOTo68vXXXzN16tQ2Fefh4eFiKsvs2bO5dOmS1vj4RUk1Ugltis2DhudnlzS9H2q1GplMJhZGnTt3FjO/Dx8+zLJlyzAwMMDc3Jy0tDScnZ1xcnLi+vXrxMTEsHjx4rcaJeoKmUyGg4MDDg4OpKWlcebMGZYtW8bJkyepqakhMTGRwsJCXnR7Ab1pS1Q1AAIC+fr5yGQy8vPzuXTpEr169cLFxYW8vDwGDBjAz3/+c+rr6wkNDeX69evMnj1b5MTOmDGDPXv2YG9v3+RvraqqioSEBI4dO4aHhwe3b9+mV69eTJ8+nQcPHtC7d288PT2b3b/CwkLKy8tbPZ9v3rzJo0ePRIV0QkIC6enp7Ny5k0ePHlFQUKBlyu7YzYz/mNt8Drabm1uj6ws0pPS8/phcLic2NlYMN3jdA/N9YMKECYwfP56zZ89SUVHB4sWLMTExQSKRsHnzZnbv3s3OnTvF4lvDdd2zZw/bt2/X6XpYWlrK8ePH2b59u07CmhMnTmhZhr1LaERcHfhu0FFQ/oCQkJAgRrDZ2dnx4sWLt+70VVVVER0d3Yg3GR8fj4GBQSPPO11RXl6Ov79/k+OVysrK93LzHTFiBEePHkWhUCCRSOjbty/Lly9/Lxe21jB16lTi4+MJCQlpNr9apVKhp6fHr371K8aOHcvSpUvZsmULWVlZHD58GHt7e7y8vFotbm1tbUWj35qaGvHxnj17smPHDq5evcrt27dZtmxZu1XGhYWFXL16lZSUFFxdXVvlBwqCwL1799DX12fIkCE8fPhQ5/eSy+Xi+WFlZUVZWZnW31VqAQkSoO1sHkULZDlNTODrPNja2lqkUqlY3K9Zs4aDBw/y5z//GYlEgpeXF/X19QQHB2NiYoKHh8dbq2nVajWFhYXk5uaSk5NDRUVFk88zMDBg4MCBREZG8vnnnxMSEsK4ceNwdHRk7/297L6/u5Gqu1VIwLSLKSvm/EuAU1NTw/79+zE2NhbzvaGha7Vt2zbu3bvH0aNH8fHxwcjIiDVr1hAYGMiGDRtIS0vjwYMHotWPqakpY8aMwcPDQ2tsmZGRQV5eHj4+Pi3u3smTJ8X4zKbw/PlzLl++jLu7O5s3bwbg9OnTdO7cmZUrV/LixQvu3r3b5pHp0KFDCQgIaDVIwczMTGtyVFpaSkxMjOi/aW1tjbu7+zulokilUtGq6dSpU5iYmIjBCprzVXMsoKEI3rp1K3v27GHHjh0tLlzLysrEbqMuxeTdu3fp2bNnIwrRu4JGyNWB7wYdBeUPCGlpaeKFcMqUKRw+fLhVQ9nWEBAQoMWFA3jy5AkvXrxothBqDbm5uYSGhrJz584mrXTe5QhWpVJx8+ZNnj9/DjR0JX/3u9+9k/d4222MGTMGCwsLLUN6QRC4f/8+9+/fRyaTMXHiRGpra7Vsj+zt7dm0aRPPnj3jwIED9OvXj4kTJza5P/fv3+fu3bv8+Mc/RiaT8fDhQ/bt28fy5cvFomz69OmiEn3EiBGNxqjNQaFQEBYWRmFhIV27dmXJkiXU1tbqVEz6+fkxdepU0QRfV9TU1DQaxY0cOZLz588jkUgoLy8no0QfldDYqqg1SABZfWWjx5VKJUlJSZiYmDSKhTt//ryWvVH//v3p1asXZ8+eFfm1BgYGrFy5kry8PH7/+983KezRoLKyUjTfLigoQK3+F79Rc35IpVK6detGz549mTBhAubm5uI+VVVVkZ+fT35+Pnl5eVRVVdGtWzd27NjB1KlT+e///m/69+9PVpcs1EL7El2qiqs4evQo0PBbfvToEUZGRlRUVPDVV1+JyUJbtmyhT58+DBo0CLlcjp+fHy9evGDAgAHk5eXxH//xH/j4+LBw4UKthUxtba1WZ6y4uJioqCg2bdrU4n5dunSJmTNnNlnYVFdXi0EAmsSkuro6Dh48yPTp03FwcKC0tJSLFy/qpNJvCitWrMDPz49t27bp/BqNVZgG+fn5XL16VezY9+rVi7Fjx74TH11jY2NWr15NYWEhBw8exNHRkcmTJ+Pl5dVoYWtsbMzmzZvZs2cPH330UZPX6YqKCgIDA9mxY4dOxWR5eTkPHjx4b3G40EAn0fBoO/Dto6Og/IFBc2ORSqVIpVIUCkW7u05N8SaLioqIjIxs9eLeHFJTU0lISGiUrfw63lYnVlNTQ0REBMXFxchkMtzdyE5pKQABAABJREFU3ZkwYQLQYKD99OnTdzbifVv0798fCwsL/vjHP2Jra4tUKmXEiBFaCwETExMx4u91aEabT548wc/Pj/79+2uNA0+fPk2nTp3YsGGD+NjQoUMZMGAAR48excHBQVzNd+rUiS1bthAXF9eo4HwTDx484O7du+JIW9Otu3fvXqsda7Vaja+vL/Pnz6dHjx5tLigvXbqElZUVx44dQ6Vq6K5JJBIePnzIZ599hqWlJZOKywn5Mgo1beNRCsC4HvpaHpFFRUX84x//YNKkSVo3fmhYrMjlcq2OlEwmw8rKCoVCQX5+vshbq6+vp76+nq5duxIXF0dgYCAjR45sNOo0NzfH1taWQYMGMXHiRGQyGdXV1WKBmJ+fT01NDQUFBRQUFHDv3j2t15uYmNC9e3d69OjBiBEjxOJ7+fLl+Pv789///d8cO3aMGcNmcC3pWpuODzQovWcOn8mK4StENfEnn3zClStXGDVqFP/85z8xNDRk7dq13Lhxg5SUFFE0ZG5uTo8ePbh16xampqbU1tby8OFD6urqsLa2xsbGBjMzM27duiUKd+rq6jhy5EirNmgFBQVUVlY2ouUIgsCFCxcoLS1l2bJl4vHIzc3l9OnTbNiwARMTE2prawkMDHwr2zN9fX08PDyaHH3rChsbG60ubHZ2NqGhoaICvn///owcOfKtwh40/p/p6en4+voybtw4bG1tiY6O1rp+mJqasn79enbv3s1HH32kNcmprKzk0KFD7NixQ6cJjyAIBAYGtqnY7sD3Dx0q7x8IsrOzxRg6DQoKCoiLi2t0I9QFTflN1tbWsm/fPnbu3NkuE1oNt64lZfSrV6949OhRqxFxb6KsrIzw8HCqq6sxMjJi0qRJTXL3NN2x9hbEr+PYsWNNqlB1RVlZGVevXqWmpoauXbuSkZHBpk2bGhVyFRUVhIeHtzruS0tLIyYmhr59+5KWlsbMmTPp27dvs89/8OABd+7cYcWKFVrFan19PcePH6d79+4iV7GoqIirV6+iUCgYNmwYI0aMaHTjPXDgQIvHValUsnfvXpYvXy6OfTX2UG/aRAmCwMuXL3nw4IE4DgS4ffs2P/rRj3B0dNS6kZ0/fx5XV1dkMhmffPIJjzqNpsisL6o2NOFM9eHj3nlIBBVDhw4VCzmZTNYkv/bixYuMGDECfX19satYVlbGzZs3cXNz4/r160yd2pDAo6+vT48ePYiLi+Ojjz5CqVQSFBREXl4egwYN0lJqvwkTExNsbGzEf00ZxeuC6upq9u3bh7u7O7v37Oapx1NKZaUIbaAGSCVSzs45y8UTF0XurSAIhIaGcvnyZQoKCkSR3vDhw3FycmryWlFYWEhoaCi3b9/ml7/8JUVFRRQUFCCXy8WCXuMJOXHiRAwNDdHT06Nbt27Y2NhgbW0tZsQLgsDu3bsbcfg0EYVz5szB1tZWfPzOnTtkZmaybNkyJBKJaJmzZcuWFo3BdUVAQAALFixocfTdHgiCQEZGBomJiahUKiQSCUOHDmXIkCFvZQquMao3MDDA1dW1kSpcM9bWdCI13ebmOpdN4eTJk7i7u2t9D+8apaWlxMbGtssergPvBh0dyh8Ibt682SgNxtraWkxyaQua4k2q1Wr27dvHli1b2nXxunz5MkZGRq3a7Ny9e1fnDPCcnByioqJQKpVYWloyY8aMVgnZEokEGxsbXr169dY+Ze1Zi9XX13Pt2jUKCwuxsLDA29tbLBAUCgX79u3Dx8dHa986depEZWXjUeybcHZ2xsDAAH9/f7p3705+fn6LBeWwYcMYMGAAx44dw9HRUTzuBgYGrFmzhtTUVH70ox/h5OSEo6MjixYtanb09vTp00bdoTc/9549e1i/fr3WjVZfX5+KigqePXvGsWPHtEa8dnZ2eHh4iF08jel3U+lBgwYN4pe//CV9+/Zl6NChbPCaxtZTz1Cr1TqXSz+fOYgNHnOIjIzkN7/5Da6urqxfv56AgAAAsSMKDd99ZGQkFRUVdOnSBVtbW1xcXKitrSUjIwNTU1OGDBlCcnIyQ4cORalUcv/+fUpKSjh9+jTGxsYMGzYMd3d3bt68iZOTU6sCrbdBbW0tV69exczMjGPHjvHXL//KH0P/yFWu6rwNmUSGq5UroUGhDBgwgDt37nDnzh1UKpXo3zh//nxOnz7daka5pks2cuRI/vrXv7Jo0SK8vb2RSCSo1WpWrFjB4cOH+fzzz8Uur0KhoLCwkIKCAhISEigtLUWtVpOUlISdnR3Hjx8HGhZgCQkJDB06VEyGUiqVyGQyQkJCsLGxEReCgiCwb98+1qxZ806KSWjf6FsXSCQS+vfvL57/arWa5ORkjh49iiAIyGQyRo0ahZOTU5u6rG5ubowbN46LFy/yt7/9jV//+tda1w1LS0tRFb527VoOHDjQpmLy/v37dO3a9b0WkwAxMTEtCrY68P7R0aH8geDw4cOsWbOm0eNRUVH07NmzTSPepvwmDxw4wIIFC9olKDh+/Dj9+/fXMtJtDkFBQS36T6alpREfH48gCCKHrK0jfZVKRUBAgNYouD1oLr/4TWiUzxkZGejr6zN16tRmbUMEQSAgIIBx48ZpWatcunSJUaNGtWg3ovHO1HAYk5OTuXPnDsOGDWuVF3nv3j0SEhJYsWIFmZmZJCYmoqenh5eXF7dv30alUrFw4cJmFxMt+XxqOmObN2+mtLSUBw8eUFpaCjSIJExNTVEoFPz0pz9tcXwWHh7OgAEDtG5MKSkp3L59m969e/PkyRPKy8sZPnw4s2bNIjK9kC2HElCq1a0qvm3KUxlQk0I/R0devnzJ+PHjiY2Npba2FoVCwfbt2ykpKRHj/9LS0jA3N6dnz57iNoyNjbGxsSE3NxdnZ2eGDBlCYGAgc+fOxcLCgpMnTzJ37twmC5eMjAyuX7/epM3Q2yAjI4ObN29iaGjIrFmzsLS0RKVSsWfPHjp16kRAUQD5nfNb7VJKBAmSSgme2Z5M9ZgqJs4UFRVx9OhRZs2aRXZ2Nl5eXgQEBDSKnmwJ4eHhKJVKXrx4gZ2dHXV1dejp6dG3b18GDRrU4mvz8/OJjo5m8eLF1NfXc+rUKYyMjJg7dy7l5eUinzQnJ4fr168zYsQIkWMnkUiIiopi8ODB9OnTR+wAW1tbt8kypykkJydTXFzc7tF3e6BUKrl79y7p6elAw8Jw3LhxbXLhqK2tZfv27UydOpXly5drfYfPnz/n008/JSAgQOveUPC8guyUYmqrlejpS+lia4bDiG7I9KRUVlZy8uTJRjz894EO/8nvHh0dyh8A5HJ5s6pAT09P/P39dS4om+JNnjp1iokTJ7a5mFSr1fj5+TFlypQWO2Wv482CRK1Wk5CQwOPHj5FIJDg7O7Ny5cq3GvHIZDLMzMwoLy9/KzP21pCRkUFsbCwA48aN0ykRQiKRsG7dOs6cOUN5eTmurq5Ag8gqJCSE5cuXU19fTFlZPEplJVKZEaYmAwgOjmHkyJFaVIEhQ4YwZMgQ7t+/z4EDBxgxYkSz3pe9e/fm4cOH/OQnP8HNzY0NGzaI34WPjw/5+fns3buXSZMmNRqJabiCr393tbW1pKSkcP/+fW7cuIGXlxdnzpzBzs4ONzc3MUGntraWixcvUltb2yoXKzc3V+zi3bp1i9TUVAYPHiyO2TWxmLNnz+by5cuUlpay2UFK6Esjcmr0kAhqBEnDeaP5bzM9AS+bWkYNtMHX9ww5L1+K25swYQL37t0jNzeXmzdvYmtry9KlSzEwMMDPz6/Zm2RVVRVhYWEMGTKEZcuWcfDgQbZu3UpdXV2zXTAnJyfRZkhTILV3ZKpQKLhy5QpFRUU4OTmxbt06re9GEAT09PTIzMxk//r9/OTCT3hi8qTJLG8JEgQEjORG/M/E/yH+RjyTJk3C0tKSBw8ekJSUxM6dO6mvr+fBgwcAzJw5k8uXL+tMtZkyZQq+vr6i+js5OZmBAwe2OroUBIFTp06xY8cOrl+/TlZWltZx69KlC126dKFTp06kpqbyzTffaBWKoaGhfPzxxwwYMAC5XC4Wnnfv3qW2trbRe0HD79PAwEDkfNrY2NCpU6dG160hQ4Zw+PDhVlXf7xJ6enq4urqK14y6ujru3LlDVFQUgOgy8Lof5ZswMjJiz549fPXVVxw6dAg7OzumT59OXV0doaGh/OUvf+Hw4cMNosCkQhIvP6cwuxKJ9F/XbrVKwNBUjyGetiRmX2Hrji3v/8N34INAR4fyB4Bz584xfvz4RjF3Ghw5cqTFcaUGTfEmr1+/jrm5udjhEtQC5UU11FUr0TOQ0qmLMfqGjQuBuro6fH19WbFiRZtUd0FBQSxdupSoqChyc3ORSBqizJpK+ngb1NXVcfLkybda0TbVoSwsLCQsLAyFQiEmb7SX5B8REYFCoRBtRo4e/ZyhwwooKLiAIGhz7sxMXejbdzPdus1o9v2SkpJITExk1KhRuLi4oFQqCQ8PJy8vj86dOzN9+nQMDQ3F561YsaLRQuX69eu8ePGC5cuXY2hoiCAI/OMf/6Bfv35UVFSInDYjIyNsbW1FzmBL3aojR44gkUha7PbK5XJ2796NRCLhyZMnODo6anUq4+PjefLkCSYmJnh6emJkZCT67QHkVEs5l1KMQWdbVBIpKnkJg8zr+M+tiyjIe8XNmzdZvXo1ISEhpKSkiLY/WVlZBAUFsXDhQrp378758+fJzc1l9OjRLY6oX+eE3rt3D7lcTlZWlk7nm8ZmyNjYmPnz5+u8eMrKyiIyMhJ9fX2mT5/e5O+uuLiYoKAg1q1bh5GREX/605/IysqiyqwKRkCGXgZq6b9oB0PMh2CQbIB7D3c8PTxxdnZm7969WFhYYG1tLXJs3/zMBw8ebNMEoKamhsOHD1NZWUnfvn1xdHQkLi6OMWPGMGLEiCZfc+7cOczMzEhPT2fy5MlNUiFu3brFixcvWLJkidbvIiIiAhMTE9GAvC2ora2lsLBQ7H6+btv0euGpyRtfvny52Pns0qXLd2JTBg0LnZs3b4oemBYWFs3eN/Lz87ly5Qqenp5cvHiRzMxM/t//+38YGRnx4sULLvknoMixQCKB5isIgU7Whiz+1BVjs/ZH8uoCjUDtXYZ5dKDt6CgofwBobtytQWlpKZGRkS3auTSV033v3j3y8/OZMWMGtVUKHt96xYOIl1QW/2v1rmcgZYBbD4ZMsKWLbQN/saysjICAADZv3qyzgKCqqoqQkBAePnyIi4tLo1iw94HAwEAWL17cbu6UpqCsrq7m6tWrlJeX07VrV6ZNm/ZWmeavIykpiSdPnuDuruRx2m8BKdCUd6AUUNO9+0IGDvgTUmnzNIATJ05w+fJlnJycWL9+fZNc0rq6Oo4ePYqzs7OYYFNbW0tqaioPHjzg5s2b2NnZ0bNnT16+fMm//du/0blzZ/H1+fn5hISEsG3bthYLIqVSyZ49eygtLRWFMPCvG3J5eTklJSXcuHEDPT09Jk6ciL29vdZNuaSkhKioKLy9venUqRPW1taNUnfejPNMSUnh2bNnxMTEMHPmTC0j/XPnznH16lX+53/+h3PnzjFlyhQuXLjAyJEjcXJyYu/evVhaWlJTU8OcOXOaFH+9KTL685//jJubm87Z75pjGBoaysiRI0V/2aaOX1hYGAUFBfTp06dZ+yhBELhy5Qrnz59n7Nixonfm8OHD+cc//sHOnTuJiYmhVlmLgZUBs+bMIjY8lm7m3Zg2bRr79u1DpVKxfv16Dh8+TF5eHmvWrMHe3r7Jz5ySkoJcLm9TwXbz5k3++Mc/cvHiRfGx+Ph47t+/j4eHh1ZnPD09nX/84x8sXry4SQGfIAicPHmSXr16NToXEhMTKS0tFQVT7xP379/n2bNnODo6UlBQQHFxsZY7wZu3X0tLS63R+7u6jjSFsrIyYmJiRB9Xa2trPDw8xEVkamoq6enpPH/+nFGjRpGamsr06dMpeyLlZvATnd5DIoVuvTux8JORyPTbP1VqDadPn2batGkdpubfMTpG3t9zaNJxWoKVlZXIWWsOb/pNZmdn8+jRI1asWMGrp+Vc+OY+dTXKRl7Ryno1KdG5JEfmMHaeAzZDZZw/f14rfaE5FBUVERERQW1tLaamphgbG/Ppp59+az5i8+bN4+zZs60KCJqCSqXi0aNHHDx4EFNTU6ZPn/5e0i5cXFyQSuN4nPaF5p2beWZDVykv7zQSiR4DB/xJ67woLS3lypUr1NXVMXDgQA4cOCDmK7u5uTF48L9SQARBoLi4GBsbG8LDw/Hz88PNzY1OnToxePBgVq9ezfr167l79y5ff/01f/7zn7WKyezsbK5cucLSpUtJTU0lJyeHkpISoGEcW1FRQVlZGeXl5dTX15OdnY2ZmRl2dnZaxb2enh7FxcWYmpri7e3Nz372s0bnuiAI/OlPf2LRokXi93jw4MFGRcSLFy+0uGQmJiacOHGCcePGNUpl0nAet2zZwoQJEzAzM2PZsmUEBQVRUFBA3759mT59OkqlkosXL1JYWIiXl1eLtA5bW1syMjLaVFBqPBMTExPx9fVl3rx5oiF0Tk4O4eHhSCQSpk2b1sgourKykoSEBHJycoAGRb+1tTVffPGF1iJPEATc3d1JS0tjzJgx/OMf/2DcuHFcCLzw/9l777Co7rT//zVD7yCCFAXFhigoKvYK9t57rzHJ7j6bbLZms32/u9lstiV2AbGgiL0rIiqKgoA0BQHpIL33mTm/P3jmLOPMUCwpz4/XdeVKwrQzZ845n/vc5f1m3rx5ODs7Ay0tG2lpaWzbto2vvvoKS0tLjh07Rn19vRjotf5tBg8ejJ+fX4cDyqamJu7du4eHhwcvX74Uv4/SXjI8PJwDBw4wdepU4uLiuHTpEvv27dMYcNXX1+Pr68uCBQvUjB2UAdLrauh2lqFDhxIXF0fv3r3x8PBo87mCIFBRUUFRUREvXrzg4cOHNDU1qQSerf9bOf3fWnKpM1haWqq0JRQVFaloYNrZ2XHz5k1WrlzJhAkTGD9+PFcv3SDjig50UJJLUEBRZhWpjwtxHftmQ5BtUVtb2xVMfgfoylB+z3n48CHdunXTWO5pTWRkJMbGxgwZMkTtsQsXLjBkyBBxSreiooKTJ0+yY8cOirKqOftFDAq5oo3Sxn8xcKpi6y+0+0NnZWVx//595HI51tbWTJ06VexrejWr803g5+fHhg0bOlyGUmow6ujoIJfLWbhwodZWg7eBTFbDvfAxKBT17T+5FcM9j2Fu7kVoaCj5+flYWVkxY8YMtWxsQ0MDJ06cICIiQqWM7ODggIeHB9bW1mK2ctCgQYwePZr6+nry8/PJyMjg7Nmz4mS2o6MjWVlZZGZmMnDgQExNTbGyssLKygpTU1Ox/6y1BI6ZmRmnT5+mrq6ODRs2AC1l2UuXLmFgYMD8+fMxNjbm6NGjGrPwJ06cID09nV/+8pfiMXf+/HkmTJig0vN75swZZs+ejaGhIWfPnkVfXx+FQkFJSQmrVq3SmEmPjY3lBz/4AdeuXRMXq23btvHpp5+qZOYEQRB7+Ly8vPDw8ODatWt4eXmJ23D06FFcXFwwMjLq0HDaqygUCs6dO0dkZCT9+vXD2dkZb29v0Q7y2bNnJCQkIJPJkEgkmJqaMnLkSOzs7Dh8+DCjRo3SeO4nJydTU1PDyJEjOXXqFFevXiU/Px9fX1+VgaOkpCQ+//xztm7diomJidiLe+bMGXr37s3w4cPVWkBu3bpF3759VfaVJpSyPzY2NsyYMYMjR45odF55+PAhQUFBVFRU8N5774m9gq3Jzs7m0qVLbNmyRe1Yf/nyJdeuXXunwtqaaG5ufidT37W1tRQVFVFYWChKLil5NQhtLbnUo0cPrKys2kxENDc38+c//xkXFxceP36Ms7Mz48ePR7/ajgfB6Z3aTokEuvcyY8UvO2aY8Dp0DeR8N+gKKL/ntFfuViIIAv7+/mp9Ta/2TSrlXVocQaQc+dUDaisaOxRMKln2s5H06GMufm5iYiKxsbFIJBKcnJwYP368xp66byOgLCwsJDIyUsXt5FVyc3MJCwtDLperaDA+ePAABweHdhfMNyE39xgpz39D52wEdairG0BlxSqmTp2Ko6MjgiBQUFBAfHw8paWl4jMNDAxwc3NjwIABPHjwgMjISDHTVlBQQGVlJZWVldTV1Yklu8GDB2NjY0NGRgZjxozB2toamUzGnTt36Nu3r8ZMYlvEx8dz9epVVq9eTUhICN26dWPu3Lni9H5cXByAmmj68+fPOXDgAL/4xS9UMqRNTU0EBQWpLDDHjx/Hx8eH4OBgFi1ahKOjI01NTfj7+9OjRw+tclZffvkljx8/5j//+Q86OjqEhIRQWVnJ7NmzVQIuJVFRUcTHx2NtbY2ZmRk+Pj4oFAoCAwNZu3Yt+/fvZ/PmzZ1SJlC6p0BLxu769evU1NTg7OyMRCJBKpUyaNAghgwZonJeKVtP1q1bp7J/WnP8+HFWrlyJVCrld7/7HS9evGDu3LmUlpayYsUKunfvzo0bN5DL5aIMUl5eHmvXrhVvBK9evYq5uTlZWVlqWqKarjmvcuTIEaZPn05ISAjr1q2jqKiIW7duicFpbm4uly9fZvTo0dja2vLw4UOMjIzIz89n3rx54pBJeHg4L1++ZOnSpWrHX2tXl7fpxNVRvo2p79Y0NTWJkkuFhYWUl5drlT1TKBRERESwdu1a+vTpg42NDb6+vowcOZLIY8XIa3XptAk8sPo3o+lm//YsJZXk5eWJfbRdfLt0lbz/f4JEIsHY2Jja2lqxR+ZVvUmlJtvWrVvR0dEhI76EmvLGzn2OVEJcaDYmrpW8ePECaJl4XL9+fbsX8m/j3qZHjx4UFRUhCILK9lVVVXH9+nXq6upwdHRUk9CAlqb21qLb74LcvKOv8So5xsYp1NU2EhYWhiAIYhlLEARKSkqorKwUfb3v3LkDtBwjFhYWhIaG0tjYiI+PDzNmzFCZZG1oaCAwMBBXV1eSk5PFYEHpnKOrq0tQUBDLli3rcNa3vr6e0NBQPD09VabLlcTFxandNMlkMg4ePMiSJUvUgiV9fX3kcjlyuVzchvj4eHR1dVWcUPT19TEwMNDaDlJYWIiHhwerV6/mBz/4AV5eXnzwwQfo6elx8OBBFi5cqCbjpCzRpqSk8MUXX9DU1IS9vT3u7u4ArFy5kpMnT7abTVHqXKalpVFdXS0Oc0RHRzNo0CC6detGdHS0Vpmh5ORkwsPD2x2IUigU1NbWEhAQgLW1NYMGDcLOzg5zc3MCAwORSqVMmjRJ3P6QkBBWrlzJ0aNH2b69ZXp39uzZ3LlzR82PXSKRYGZm1uak85UrVxg+fLhKyd7W1hZ7e3sePXrE8+fP6datm3iN2r17t/gbyuVyLl26RGlpKQqFAnd3dzUtXkC8cXgTF5w3ZciQIQQEBLxzZQlt6Ovr4+jo2K4WpFLk/Sc/+Ql1dXU8e/aMe/fuYWxszD//+U9Gm23gdYJJgOqyhncSUEZERLyWeUcXb5+ugPJ7TFZWltjj1BHmzp3LlStXRC/hV/smAwICWLp0qRhwJoTlIpG29MF0FEEhkPq4kKmjerJ+fccEyqFlsEJbFuVdM3XqVMLCwpgwYQIhISEUFRVhZmbGnDlztMoxQUtAmZGR8U63ra4ug85lJ5UoSEi4RWVlS8nVyMgIW1tbBgwYwOTJk7G3t9cod6JEGdDcu3cPb29vcRE0NDRk8+bNfPnll0gkEurr60XBbmVfWmlpKQcPHmTcuHFiIKIJpfRPz5498fT0bHNC89XtPHDgAH369FHrlVQyc+ZMbty4wbhx4/D396dnz54ae2V9fHzw9fWlvLxcrXUhNjZWLFt/8cUXrFixghkzZjB48GC2bdvGvn37WL58uUY5rYEDBzJlyhQ8PDz43e9+x/Tp03F1dcXCwgI7OzueP3+u1qYiCAKxsbEcPnyYhoYGXF1d6dmzJ5MnT6Zfv35q+2DkyJEaZYZCQkJoaGhg27ZtWvcntAQPOTk5nD59mvfee4+TJ0+iUCiYPHkyt2/fJj4+nn79+qkEIYsXL+batWuMHDlSxaJy8uTJ3L17lwsXLrBgwQLx+fPmzePMmTMaKw+PHj3CxMSEwYMHU1BQIAaVgiBQX19PQEAAn3/+udhTfe7cORYu/G87jY6OjjgwZGhoSEpKCm5ubipOU0qrz23btr2RXeHb4F0Jnr8t5HI5e/bsYf369WI/eOve6oULFxLws0ev/f5Ce2Kwr0lDQ8NbE6Xv4s3oCii/xzx48EAMDjuCqampKMz8qt7khQsXGDVqlEqmoCizqlPBpIggwcJAuwC3JmJjYxk+fPhrfNibIQgCxcXFHDlyhIKCAry9vdUGHLTxrjOU+fn5KBTNvG5S5Uc/+gAbm44H9a2RSCRMmTKFyZMnExoaKtoIOjs7IwgCFhYWrFmzht/+9rc4OTmpeC1bW1uzc+dO7t69i6+vL6tXrxbLo0o7vZycHMaMGcPWrVvJzc3V6umdmpqqloGLjo4mNTWVv/3tb1q3387Ojnv37lFcXIyHhwd9+/bV+LyePXuKwwevBpylpaVisPjgwQOCgoL49NNP2b59O2PHjmXHjh3s2bOHtWvXah3IcnR0ZNKkSUybNo2TJ08ilUpZsGABR48epUePHkRHR5Ofn09qaiovX77ExcWF3//+9x3OYnl7e4syQwYGBlRVVeHp6alVakeJIAj89a9/pWfPnmLvqpKUlBTS09PZtWsXz58/F6fjrayssLS0FCWxzpw5g7u7u7it/fr1o0+fPpw8eZKVK1cCLTcgMpkMmUymEtClp6eTm5vL0qVLxf07e/ZsEhISePDgAbNmzWLPnj34+/uzc+dOcnNzxd9LSUZGBtevX+e9997DwMCAxsZGzp49K4rwGxkZcejQIa09st80b8Pr+12hUCjYu3cva9asUTmWm5ubefbsGc+ePUMul6OQWiJVvF7wZmLRtmxdF99/ugLK7zFyubzTd93Dhw/n1KlTmJubi0M44eHhYrmrNbKm14kmW3iZX4RNb5MOy14UFha+U+u5V0lPTxeDGC8vL374wx8ik8k6HExCS4DeuhH+bfLgwQOys7OxtzdDJm/fdlET9+7F0NCQpZbZMjU1xcnJCScnJywtLdssA0okEnx8fBAEgZCQEEJCQjAxMWHq1KmEh4czb948DAwM8PPzY/Xq1SqZgkmTJuHl5UVgYCB9+vShoqJClGtpnY2sra3VqpH66NEjlexWfX09Bw8e5Fe/+pXWknp9fT3Hjh3D1dWVkSNH8uTJkzanq/v3709MTIzWx+VyOTU1NTg4OLBnzx7+53/+h6qqKmbOnMl7773H7t272bhxo1pZ18DAgNraWnR0dDA3N8fT05Po6Gh++ctfUllZSWxsLMOGDcPY2Ji1a9e2O1inDX19febPn8+//vUvjIyM2vQFh5beyqNHj2JmZia2EhQWFmJra0tYWBimpqZidtPU1JSHDx9y5MgRNm7ciIWFBUuXLuXkyZOsWbOGAwcOsGvXLvG93d3dMTY2xs/Pj02bNiGRSNSEzsvLywkNDRVL5tAyYXzs2DHc3NxUMniTJ0/m+vXrYoCr5O7du5SUlPDee++p7O9Vq1ZRV1fH6dOniYyM5MMPP/zGVCM6wrdd+taEQqFg3759zJ07l6dPn5KdnS0+pquri6GhoWg8YNlbQlXHFINUMLcxonuvtz+FnZGR0WHTjC7ePV0B5feU6urq15JJ6Nu3L3//+985fPgw0KI1Vl5ernEoRc9AB7ns9YLKazevcCdGoHv37lqDXqlUipWVFba2tpSWltLY2Niu+PqbUFJSws2bN2lqasLFxYV169apTJIeOnRIq96fJt5FP5YgCAQGBuLi4sKqVat4+iyWly/PIgja5II0vQcoFJZMnboWKyv1NoKqqipycnJ4+PChqEHX+vN1dHRwcHDAyckJBwcH9PT0RHkaQRD46KOPePDgATNnzhSFrd3d3Tl+/DgeHh4q+1AQBIyMjLh//75YLn+1RFxbW4uZmZnG0pVCoVD5jf76178yf/58rRqlsbGxPH78mHXr1mFoaIi/vz/6+vpt/lZTpkzhypUr5OXlaewxu379uji0ZmBgwH/+8x8++eQTKioqWLlyJbt27WL37t3iBDQgTt5+/PHH9O/fn6CgINzc3FizZg1ubm7iIJJywOdNFsW0tDRCQ0P52c9+hp6enkaZISXR0dEkJCTw3nvvceLECXG/REVFkZubi4mJicq1YMCAARgaGnLt2jVxwMbc3BwLCwtKSkqYOnUqN2/eFI8NaLnGGBoasm/fPnbs2IGtrS3FxcVASz/jkSNHxIy2TCbj9OnTJCcn8+WXX6rdJLi6uuLr6ysKkyv1RAcMGKBV+sfY2BgrKytWrVpFREQECQkJLFy48FsveSv5tkvfygG9J0+eUF5ezq1btxg1ahQJCQkMHToUT09P7t27R0lJCY2Njbi4uDBv3jykUim1lY0c/sX9TleuPKb2fCfXy8jISBYvXvzW37eL1+O7cYZ10WnCwsI6pWmnJCAggDlz5lBRUUF9fT2PHz9WK3kp6TnIivSY4k73vugZ6PDjX+ziRWYaz549o7m5WXzMysoKd3d3cfK4rKxMnD68ePEiTU1NWt9XIpHQrVs3bGxsxH/a652pr6/nxo0bVFRU0K1bNxYvXtym/Z2m3rZvisrKSo4cOcKyZcvEQKBnz/UUFAR36n0kEgkuLtu4c+culZWV2NnZ4ePjIy6oSj3J1v1RrZHL5RQUFJCdnU1kZCQymUwMFtLT0ykuLmbkyJFkZmbyn//8h2XLlmFvb8+WLVt49OgRfn5+zJw5k5s3b6Kvr8+CBQswMTFBLpcTHByMsbEx8+bNExeYuro63NzcSE5OVinV5ubmqgR4169fRy6XM2fOHLVtlslkHD9+HBcXF5XMl5mZWbsarBKJBA8PD27cuCEOGSkzSMrFt/Vn6urq8ve//53PPvuMqqoqNmzYwPDhw9m1axdTp04VrflWrlzJ06dP+eijj6itreXKlStiX+bWrVvZsmULu3fvJj09ndu3bzNy5Mh2tQpfJSwsjMrKShVDAqUT0sWLF6mpqWH58uXo6elx8uRJHB0d2bRpE/X19eJ5UFNTQ1BQEF988QW3bt1S+wwnJycWLFhAcHAwfn5+bNmyhfnz5+Pr68u2bdt48uQJxcXFSKVS8QbA0dGR5cuX8/XXX4sSPw8fPiQmJkYc+rt79y6pqamMGDGCnj17asw45+TkMH78eB49esTAgQPFPm9NYvxK7t27h6WlJePGjWPcuHGUlpZy5MgRrK2txcDo20RZ+n7da3hnkMvlpKamkpiYSGNjy4ClRCLB3t6eMWPGcOrUKf7f//t/1NXVERERwZ07dzA2NmbSpEkaBftNLAzwmNqTuFs5dGQ4RyIFUytDBr0jDcrm5uZ3Kv7eRefokg36nvI6ultKvUl7e3tOnDhBfX19mzIaBWkVnPlCeylQExKpBPcpjkxcoTkoKysrIyEhQRRchpagr7y8nF27drU5BKNQKCgvLxcD0OLiYvEi+erzUlJSKCkpwdLSkunTp9O/f/92A1BBEPD19RW9nDuCJvvF1yExMZHIyEg2bNigkkmpra0lNHQ+xiY5KMXL20aKnp4FY8eEoKdnCbT0YoaGhtLc3MyIESM6HbS0ZseOHfz4xz/G0dGRnJwcMjIyuHPnDpWVlQwfPhyZTEZsbCw5OTksXbqUWbNm4ejoqPKdcnJyuHjxopiZu379Oh4eHoSHh6v0BB8/flwMhsrLy/noo4/Ys2eP2m/4/Plzbt26xZo1a9TKiM+ePSMoKIjf/OY3bX6viooKPvvsM/79738DiBJIWVlZdO/enYEDBwItx0hGRobo93zx4kUMDAz49a9/Ta9evdi/fz87d+4UM+0rVqxgzpw5mJqaMnv2bLXjOysri4SEBObNmydKDg0cOJDx48e3mdERBEGlrK+N6upq/P39SUlJ4dNPPxVvVEJDQ3F1daW+vp6QkBAMDQ1ZvXo1Fy5c0DgpDS3nbkBAAIIgsH37dqKjo7Gzs6N///7s2bOH3r17M378eJUevJqaGg4dOsSOHTv40Y9+xO9+9zvq6+u5efMmkyZNYtCgQQQFBbFo0SK1wECpT7lr1y6io6PZvXs3e/fubTOAiIuLIz8/n9mzZ6s99vLlSy5fvoyjoyMzZ2q3KP2mOHLkCAsWLHhrpe/6+noSEhJIT08XtWF1dHTo378/gwcPVjlvGhsb+cUvfoGLiwuWlpb06dOH0aNHt5vFFQQBPz9/zCtcKXzetjauRCrByEyPxR8Nx7LH2+9hVZ4DXfqT3x26AsrvIXK5XOxh6ijPnj0jJydHdPjYsGGDWA7UhiAIBP05itK82g5lKQUEpFIJa34zplMXkNu3b6Ovr09JSYk4NAQtpavBgwfTt2/fDmUVkpKSePz4MVKplAkTJuDs7Cw6TxQXF1NcXExDQ4PG1yoXl9TUVEaNGoWbmxs2NjbiMIk23kZAqQxKXp1yfvLkCY8fP2b16gXEJ6z/34lv7aVvQZAileozckQg5ubqQaMgCMTExJCQkICenh7Tp09Xk73R/t4tQxwuLi4ap6UTEhLYv38/+vr6/PznP8fKyorLly8TGRmJm5ubyu8nCAKCIJCamoqhoSEODg4sX76cc+fOqezL1hqrH3zwAR988AFubm4q73Pq1CksLCxU/OdbExwcTHl5OVu3bm33GPr000/ZsGEDAwYM4NixY6xZs4avv/4aV1dXCgsLxee5uLjg6ekpLtBfffUVxcXF/OY3v6GxsZGvv/6anj17Ul1dTWhoKIGBgW1+7smTJ/Hx8RF7/VJSUrh//z729vbMnDlTbbtra2vFMnB7Pb9RUVE8e/aMUaNGcefOHdHz+ujRo/Tq1YuysjIWLVrE8ePHGT9+PAUFBVon56ElQD1w4AAKhYJdu3Zx/Phxtm/fTnZ2NoGBgaxatUpNeaKxsZEf/ehH9OvXD0EQGDZsGNOmTRPPOW03x6dPnxZdfCoqKsQbQqWo+qtkZGQQFRXVrvNVdnY2N27coG/fvkyZMuVbCyzfRPC8tLSU2NhYCgsLxe03NDTE3d1d6/UyLy+P8PBwGhsbuX//Pjt27NC6LzUhl8vZv38/ixYtwq6HHTE3soi9mU1jrUxUA2m9K108bZi4YgAmlu+mjSklJYWqqiq8vN6dYHoXnaMroPweEhERgY2NDf369evQ82tra8ULvyAI7N+/n5EjR9LQ0MD48W1PAVeV1hP8/x7TUNfcbt+MgIBB31LGzx2isvC3h3LxfvXCXltbK3ouK++4BUHA0dERd3d3rK2txeybXC5n8ODBjBgx4rUXCIVCQVlZGfv372fSpEkUFRXR0NCg0XNXSVxcHMuXLxdL8J2ZJm1sbMTPzw8fHx+VSWalEHavXr2YNGkSAM3NVTx79jOKS27yqp+3IEiRSBSYmAwgOXkiSxZ/qFX3T0lTU5MokdStWzeVif9XEQSBgwcPUlFRwU9+8hOV/fvw4UOePn3KoEGDGDt2LHK5nIsXL1JeXs6CBQswMjIiMDCQ4cOHqznEVFZWkpiYyG//8FtcZrqQKqRi0t0EHXQwbzbHPMucVTNWiULWrSfJ8/LyOHv2rEp7gCaOHTvG5MmTefbsmdjvqY3Hjx/j5+fHhAkTuHfvHs7OzkilUtatW9dmiRVagt+wsDDGjh2Lvr4+L1++xNPTk5SUlP81CdB+TMrlcg4cOKAyYKL8jtevX8fCwoL58+ejr69PRkYG165dY+vWrW3eDCqPIWXWUEloaCgZGRlERESwc+dOvLy8yMjIoKCgALlcTu/evdXsCl+lvr6e3bt3I5fLxWnl0aNH85///IcBAwaoBfcPHz7kxo0bpKen4+Hhwccffyw+pi3LlJWVRVxcHFVVVQwaNEgMfPz8/Fi2bJmKNBBAcXEx58+fb1cqqTVpaWncvn2bwYMHM27cuA6/7m2SmJhISUmJ1tK3IAhkZmYSFxdHbW2teC2ytrZm2LBhbR77MpmMR48eiXrAjo6OjB8/nmPHjjFjxgytfciaaGhoYP/+/WzYsEElAy2XKYgPz+DhzUScHHqja6CDtYMpg8bbv/Op7sDAQJYvX/6d6Y3toquH8ntJenp6m1mEVzly5IioN3nixAnmzJlDr1698Pf3bzegNLc2YtnPR3LpqzjKX9Zp0aUU0NHTYdQSR6LTXvDixQsKCws75VygacE1MTFh1KhRKhZryszWl19+SWlpKVZWVri5uWFsbIyBgcEb9dRIpVK6d+/OgAEDGDJkSLve3IIgUFtbi7m5OTk5OWIZVFvwqRQOt7Gxobm5mUePHrFz506VIDQvL49z586xcuVKlelUPT1zPDz2UF+fQ17ecUpKw5DJqqipacam+0iKigbjPfV9Ro5oESb+8MMP28zI6evri32BpaWlnDlzhqamJlxdXRk1apT4e8jlcvbt28e4ceN4+fKluKC1lv5prWWqo6PDokWLkMlkXLx4kcrKSpYsWcKzZ884fPgwq1evFn8fc3NzUi1SqVhdwQMegADFQsvwhkRXgtBX4GX+S6pjqtm8YDPHjx8HWkTU5XI5I0eOJDo6WpxY11Y67NmzJyEhIWp/f/nyJVFRUVRVVQEtv//Lly9Zvnw5CoWCxsZGle+micbGRq5evYpcLmfgwIEkJCTw5z//Gblczg9+8AO2b99OZmZmm0M3Ojo6ojyTt7e3+HdHR0e2bNlCeXk5J0+eFPt7W087a6KkpIQTJ06wYsUKtQz0mDFjePToEbq6uuTm5jJixAhiY2OZNWsWly5d6tB1xcjIiB/+8Id89dVX3L59G1NTU0aNGsXixYv54osvmD59unjsnTt3jmvXrvHb3/6WHj168P7775OUlCT27yYnJ6upSwiCwOnTp9HT02PlypUq32HdunUcPHhQZR/U1tYSFBTU7n55lX79+tGvXz+SkpI4cOAAnp6enRrKexsMGTKEI0eOUFlZiZGREc+ePSM5ORm5/L83jL1792batGkdGsIsLi7mzp071NfXo6ury+jRo1Wu8YcPH2batGmdCiarqqrw8/Njx44dahUbHV0pnlP6YtazxRFt7qJFHX7fN+V1VE66eLd0ZSi/h3Smf/LChQu4u7uLvWp2dnaihd3FixcZM2aMxubrVxEUAtnPyki4nUv20zKxBG5pZ0y/0dZkVsSxcvUysrKyuHfvHq6urqSlpbFy5cp2M4bHjh1j7dq1bT5HJpMRGhpKQUEBpqamzJgxQyVL0dTUREpKCsnJyWpDQB4eHjg4OHQ4c9nY2EhQUFCHLC07U/IWBIHKykouXbpEVlYWbm5uoluNRCIhLi6OhoYGvLy8xG21sLDA1tZWzIC+2oN39+5devXqxb1798ThqpKSEi5duvRansVPnz4lKioKiUTChAkTuHz5MuvWrePs2bOsXbuWq1evUlZWxrRp03Bycmr3/Zqbm7lw4QK1tbVMmzaNK1euMHLkSIYOHcpvHvyGs2ln234DBRjrG3NwxkEcdRwJDAxk9uzZouRVZWUl2dnZZGdnU1lZKe43QRBoaGjg6dOnLFq0SJRCUSgUYlBsZ2eHl5eXSiD6r3/9C1dXV7Kzs3F2dtYqtp6WlkZ4eDgGBgbMmjVLFEUPCQnh/Pnz/Pa3vyU4OJi6ujp69+7doUnUgIAAFi9erJZ9EwSBkydPYmdnR2FhIfX19cydO1fjefvw4UPS0tJYs2aN2g1FVlYWV69exdbWFm9vbxobGzl//jyFhYX8+te/7nT7hlwu56uvviInJ4eJEycybdo0goODMTQ0ZNKkSZw4cYLS0lL++Mc/iq+pr6/n448/5kc/+hEDBw4UrR9bD+T85z//oaGhgf/5n//RaFGZlpZGSkoKc+fOpbm5mT179vDee++98XBGTEwMMTExjBkzRqPv+dukqqqKuLg4srOzkcvlhIWFMXv2bAYNGoSrq2uHAyWFQkFMTAzPnj1DIpHQvXt3Jk2apLFScuTIESZOnNgpq9jCwkKCg4PZuXNnu9sUERGBXC4Xxe7fJa3tTLv47tAVUH7PyMzMFC/g7dG6bzIyMpK6ujqV0kpzc3OHbOBeRRAEZE0KdPSkSKUtC3jr7FNycjJJSUmMGjWKixcvsm3bNq0X+5qaGm7duqXRS1kQBB4/fszTp0/R1dVl6tSpGv2T20LTEJBEIqFv374MHjxY6xDQsWPHRHHktujMIqxQKDh69ChDhgxREXGvra3l6NGjTJ48GVdXV/HvygBU2f9ZVFREXV2dSgleoVBw//599PX1GTZsmBh8lpaW0tzcrOJa0hlqa2v55JNP8PDwQCKRkJiYyMiRI5k3b55GZ5j2aGpq4vz589TX12NnZ8fpgtMtWckOIJVIMZQYskW6hW2rtrVr6SgIAi9evODIkSNilrmqqoqUlBTmzJmjdmNhaWkpZjkNDAxYs2YNXl5e/PSnP1UJypqbm7l+/TolJSX069dP6+DMgwcPOHz4MF5eXixevJhPPvmEQ4cOtXtD09TUxOHDh1Wm1Ovr6/H19WXhwoViVkkmk3HlyhWKi4vx9vamT58+KBQKjh8/Tr9+/RgzZozae9+/f5+CggKWLl2qVmL+4x//iK2tLXK5vNNZPkEQ2L17Nzdu3ODo0aOcOXOGpKQkevXqhSAIfPDBB2q/V0BAAIaGhvTv35+kpCSVbTl27BgpKSn8/ve/b/Nzz58/z9ChQ7l8+TIbNmxQC8LfhIiICBITE5kyZYpGW8vO8KpEjxJzc3OGDh1Kr169xPOrrdJ3ayoqKggLC6OmpgaJRMLw4cNxdXVt8/g6duwYY8eOFW/EOkJGRgahoaFs2bKlwzfjFy5cYODAgeIQ27siPj4e4I0GDLt4+3Tli79nREREdMgdp7a2lvDwcLZv305qaiq5ublqum16enrIZDI1rb/2kEgk6BmoLhILFy7k/PnzLF++HFdXV+rq6khISGDjxo3s27eP1atXaxQYjouLU3P1yMjI4N69ewiCwMiRI9m4cWOHt+1VunXrpuZKoVAoePHiBTdv3hQ9rqFlCGjIkCG4uLiwYMECLly4IDp+vCllZWVir2jrgOzJkydER0ezadMmtR5GiUSCpaUllpaWbS5scrmcBQsWcOfOHSZMmEBxcTEymYxr166RnJwsBiKaekHNzc2xsbERA1ETExPq6upE8fBbt25x9+5dxo8fjyAIJCQkMGnSpE5Lr+jr67N8+fKW7O+5IB4JjzpsCawQFDQIDdS71WsMJisrK4mMjKSoqEj8W9++fXF2dhZlgACCgoLEietXX5+VlcXdu3epqqoiKSkJBwcHTp48CbT8dgUFBdja2rJixYp2B2HGjRtHdHQ0kZGRTJgwAS8vLw4cOMD27dvbXJj19fXx9PTk4cOHjBkzhpycHC5cuMDWrVtVJnR1dXVZsGABgiAQGhrKuXPnKCws5Cc/+YnaOaYcXOrVq5c4vd16G+RyOf369WPFihV88sknHDt2jOXLl3c42yeRSHj//fdpbm4WM2xffvkl27dvZ9++fRp/r1mzZhEZGUleXh6pqalAyzkZEBDA8+fP+dOf/tTu5y5YsIANGzbwl7/85a0GkwBjx45lzJgx3Llzh7CwMGbMmNEhi1tNEj3Q0rowduxYNWvP1rQufb/auiEIAklJSTx58gRBELC0tMTb27vdPmklgYGBjBo1qlPBZEJCAomJiZ1SvICW38XPzw9ra+t3KiifkJDwVtQ1uni7dGUov2d0tNy9d+9etmzZQlVVFefPn9d6YcjKyiItLe2tuNS82iMXHh6OTCZj0qRJBAQEMHr0aLV+KWWQVV5ezo0bN2hsbKRPnz5MmDDhG9eLe3UI6M6dO4wfPx5nZ2fc3d01eo13JEMZGxtLfHw869atExdYTYM3r0tCQgLNzc0kJiaqaYr6+vqyePFijYuZIAhUV1erTMEXFhZy/fp1LC0tMTMzY/DgwcTGxop9WHV1dWRnZ2Nqasr06dMZNmxYp4egApMD+X+P/h9CJz3KzfTNCFkSQmpyKk+fPhUHtczNzfHy8lIL9I4fP66ihFBXV8eFCxdYtWpVm5+zaNEixo4dy9ChQyksLMTBwYF+/fqRm5tLfn4+crlcJTgXBAErKysxy2lubs7Ro0cZOXIke/fuxcbGhs2bN3P16tUOZXsOHjxIv379KCwsZMWKFW0+/8GDB2RmZtK3b18SExNVJIcaGhrw9fVl/vz54qBNXl4eKSkpYq9mYmIiMpmMYcOGcfz4cebPn09wcDBOTk4dviY8e/aMu3fvivJRy5YtY8yYMURFRWnVuPXz82PYsGE8efIEa2trsrKyMDY2Zv78+R1SHggODsbFxUXjMf82ad0vPGfOHHE4q66ujsTERNLS0hAEAYlEglQq1SjR01FkMhmHDh1i586d1NTUcOfOHcrKyoAW44ChQ4d2+lw7efIkw4YN61TG8OHDhxQXF2s0u+gICoWCr7/+mh07drwzo4rXkc3r4t3TFVB+j6iqqiI0NJRF7TQ+K/sm7ezsOHToEO+//36bwZmfn59KJud1qaio4ObNmyoZ1Js3b2JhYcGoUaO4fPkyJiYmYlmnsbGRX/3qV7i7u2NlZcWMGTNe60L8rigqKiIiIoKRI0cSHx+vUrLS09PD1dWVuLg4jf1q0LIYnT17lm7duqmUsrQN3rwJAQEBWFhYMGXKFJUMh1wu5+uvv9ZYenyV8PBw9u7dy9q1a0W5msDAQFGYXBmAKsvvd+/eJSMjAz09PTw8PDAxMVHLgpqZmYn9n7a2tpiamrL+6nrii+M7HVACLJMuY8mwJbi5ubX5fZSOQ69Ka/n7+7Nx40atC/OLFy/Yvn07MpmMEydOtDvdrfys1r2cVVVVhIeHi9nio0ePMnXqVMaOHUtWVhY/+MEPtG67IAgcPXqUZ8+e8ec//1nrZ8rlco4ePcqgQYNUhtZSUlIIDw9HX1+fyspKtm7dqtK2ERwczLx588Tz7OTJkyxZsgQ9PT2VADw1NZXQ0FBRZkgT5eXlnDlzhv79+zNp0iQaGhoYM2YMQ4cO5cCBAzx8+BBzc3ONvuJJSUmcOnWKVatWERAQgJOTE87Ozhr1I1/lxo0bdO/eneHDh/Po0SOgZcr8XVFSUkJMTAw3btygqqqKESNGYGNj06ZEz+uQmprK6dOnqa6uZsSIEUyePPm12kuUBAcHM3jwYLWb+La4desWEolEZTjsdVC2arz//vtvXZZJLpcTFBTUlaH8DtJV8v4ecfv27XYnp589e4ahoSHOzs58/fXXbN++vd0LnoODA/n5+Z3uT3wVS0tL6uvraWpqErOU06dP5/z58yQkJDB37lwiIyP57W9/S+/evTE0NKRfv35vVNJ+l9ja2lJSUoKDg4OaJV9TU5PYK+rn5ycu0NbW1nh4eGBhYcHhw4eZM2eOShP8jRs3qK6ufusXWqlUytSpU7lx44aKMLWOjg4bNmzg8OHDWieWHz58yP379ykqKiIgIEA8Xpqbm2lqahL7TCUSCebm5pibm9O3b19xIri+vp7r169TUVGBvb296MojCAI1NTViBvTp06dUV1eT0ZzxWsEkQEVThegr3BapqakaZbUmT57MnTt3VAJ8hUJBaGgoubm5pKSksGbNGtLT01XaIdqidWuCh4cHxcXFdOvWjVmzZomf+ac//QlXV1fs7e350Y9+pCJTowzCTU1NiYyMFLUcExIScHd3V/u8ly9fcurUKdauXauWNR84cCAVFRXExMRgbGzMlStXRMkhQM3eUiaToaenR3Nzs8oATP/+/enfvz+hoaGEh4ezbNkyscQql8s5c+YMCoWCjRs3isMaCQkJ9O/fn8mTJ/PTn/6Uv/3tb/j5+eHq6kpulYyjD7MISymiukGGkb4OVQUWWMWk84c//IHPPvtMYwXgVR4+fIi+vr7Ygzx69GgOHz6Mq6vrGwuEK0Xr4+PjVfRwu3fvzrBhw0QNX6V6ga2t7RsFkw0NDdy7d4/CwkIEQaB///588sknHD9+HB8fnzf6PqdPn2bQoEGdCibPnz+PnZ3dWwnOjYyMWLp0KUePHu3QcGNniI2NVZMg6+K7QVeG8ntEa6FnTbTWmzx06BCLFi3q0B2uXC7n2LFjb6V0VFFRQUhIiJrbxt///ncUCgU9evSgT58+JCUlsWrVKkJDQ7V68n4XyMjI4MWLF1rLf+Hh4Tg7O4slxdLSUq5du8atW7eYOHEiBgYGSKVS7O3tiYuLY8aMGSqDN2+L7Oxs0tPTycnJ0fg7Pnv2jIyMDFEqSBAEQkJCyM7OpmfPnuTn57Np0yaVIPfs2bNMmjSpU1kSpS6oTCZjxIgRGgOi2adnk1uT+xrfEv484c/0KO3BkydPWLVqldY+Mm3uK9CSpdy0aRNFRUXcuHEDhULB1KlTcXR05M9//jMLFiygR48e/PWvf+XLL7/s9DaeO3dOReZFEAQOHDjAixcvGDZsGCNGjCA6Olql9J6fn8/Ro0eZNGkSxcXFVFdXc+vWLaZMmSIGz7q6upSUlCAIgtap29OnT9OjRw9x0ra8vJxLly4hlUpZsGAB58+fVxuCWbt2LdnZ2aLN4as0NTURHByMkZER3bt3JyUlhcWLF6scFxkZGTx+/JjGxkYaGhqwt7fn6tWr/ORXv2XrgTuk1xmiI5Ugb2WQIBEUCBIptoZy/rVyKN11m3jw4AEbNmzQeLOlbEd5tRQrk8nYt29fp27SmpqaePr0qYpEj0QioU+fPri7u7cr0dPU1MS5c+doampi8eLFbTp8tSY7O5v79+8jk8kwMDBg4sSJalnw1qXv1+HcuXP07dtX47mnjePHjzN06FCtdqyvS2JiIrm5ueLN1dvg6NGjrF279lt3OupCna4M5fcEuVze7t1wQEAAW7du5fTp00yZMqXDgYBywZLJZG+s62VpaUldXR1NTU2UlZVx69YtZDIZEydOJCEhgWnTpuHg4MDw4cP57LPPvvNliz59+hAaGqr1cQsLCyorK8WAMjY2FjMzM3x9fcXnREdHc/36dfr37y9Kk0DLEJBS0ulNy2ZOTk6EhYVhbW1NSUmJWil90KBB5OXlERMTQ3Z2tor0z+PHj9VaHpQi750tuTk4OLBu3TrRlcff31/NlaeXWS/ya/NRtKeUr+n9TR0Y0bfFq/rEiRP06NFDo7SPNj1SQRCoqKjgiy++wM3NjVWrVonH/NWrV+nevTuDBg1CT09PPI47K0dTU1OjEpBIJBJMTU359NNP+etf/0p1dTXjx4/n9OnTLF26lMePH/P8+XM++eQTlUVy9uzZXL16lTVr1iCXy/Hz86NXr15YWFgQHBws9pBCy7l7+/Zt0c5QuQ1WVlasX7+e+vp69uzZI6oG2NjY0NjYKH633NxcrdqE+vr6jB8/nqCgIJ48ecL8+fNVjgvlTeT27dsJDAykX79+ODg40IAes78MpVG3JdiSv+K2JUhajvmSBh22Bj7jxI4x+Pj4sH//frXKSk5ODk+ePNEoE6Orq8vcuXO5ePGiRlWD1hI9rb+Tm5sby5Yte61rnr6+PitWrKC+vp6zZ88ikUhYvHixWstOc3MzDx48ED/bycmJZcuWaZRDav19JkyY8Fpe3xcuXBCD4o6gNC2YPn16p+SEOsqQIUMoKSnh8ePHb1XjsyuY/G7SFVB+T1BOfmrj/PnzzJo1S8yY9e3bt1PvP336dG7evNmhHqa2ULo5fPTRR8ybN48VK1aIF08vLy/27t3LypUr6datG56ensTHx2NiYtKp0sw3jZeXF1FRURotviwsLMjJyUEmkxEQEICXl5d4MVcoFJw4cYKePXvyy1/+Uu21NTU1JCUlERkZqdJ32LNnT7GvtDMYGhoyfvx4rl+/rjadXldXR0lJCUFBQfzkJz9hwIABxMfH8/z5c42L9M2bN7VqMHYEiUTCiBEjGDFihOjKoywFL3RdSERBROfeDwnWetYkXkskkUTc3d1Zt24daWlp7Nmzh4ULF7bZslFWVsbVq1eRyWTMnz+fe/fuidlaaFlY8/PzMTMzE4/XsWPHcubMmXaHeDqKqakpv/rVr/jb3/7GjRs3mDJlCr/4xS+YNWuWRhtVKysrrKysePDgAdHR0axfv16j2P7Lly8JDg7mP//5D83NzWRlZREaGkpNTY3K89LT0xk/fjx+fn5IpVJcXFzE/sa8vDyNx3ddXR2nTp2iR48eoktSdHQ0+/fvZ8GCBVhbW3PkyBHef/998TVTpkxh//4DXJO50ajbTHuurQqgsVnORt9Iwn4ylaVLl7J792527tyJnp4eZWVlXLlyhR07dmh9j969e5OYmMj9+/epqKigoqJCfEwp0TNhwoS3HogYGRmxZs0aampqOHXqFIaGhowZM4aIiAgaGxvR09Nj7NixakoT7TF48GCtU9/auHTpEj179hR1httDJpOxd+9ejQL4b5MpU6YQFBRE9+7d3zhobW5u7hIz/w7T9ct8T3jx4oVWV5unT59iZGREZWUlMpnste4E7e3tuXbt2mttmzI7kp+fj4mJCQsXLkQQBLy9vVXuxCUSCTt37uSrr74Sp123bNnCpUuXKCws7PTd+DeFh4cHhw4d0hpQhoeHExMTo7Lgd2TwxtTUlNGjR6v0LAmCQF5eHhEREeKiKAgC+vr6DBo0iIEDB2rNbkyfPp27d++qSJaUlZVx8eJF9PX1WbBgAStWrODrr7+mtLSU4uJitdYEJbm5uVr9sTtLa1eekpISrt24hpFgRL2kvlPvs3noZjYM3iDKqBw9ehRBEHBzcyMiIgKFQsHSpUupqanBzMwMQRCIiIjg+fPndOvWTUUOJyoqirq6OlEA+sGDB0yYMIHHjx+Ln7dkyRJ+8YtfdCqgzMnJ0WhdqK+vT2NjI4aGhvz85z/niy++4Le//S3r1q1TC/xaY2xszKFDhzhw4IDGLHZ0dLSavaOVlZXGQRiFQsGyZcvIy8sjKyuLf/7zn9jY2NC3b19yc3Npbm4Wbf169epFUlISjY2NrFy5UiXzNmJES4b4woULnDt3ji+//FKscihvjMxdhhITUtzh/SYXoKKumeCYXLZO6MPGjRvZvXs369ev5+jRo2r2lXK5nOfPn4vbCC3Xl1u3bvGLX/zinQZIatsul5OUlAS0tLz861//YtSoUaxZs6bdXt+2WL16dYdL31euXMHOzk5F37Yt6urqOHDgAJs3b+6w/NCbsGLFCvbt28eqVaveqDc0KipKZQiti+8WXT2U3xO09U8q+yZnzJhBRETEG2VTbt++Te/evdu0iVMiCAKxsbEkJCSgo6Mj9qAp0TTxraSpqYndu3djaWkpurlERUXx4sWLdmVSvi3Cw8Pp3r27Wv/jw4cPOXbsGP/+97/F7VYO3ixZsuStfZfGxkY1JyCJRIK1tTXu7u7Y29sjkUgICAjA3t4eKysr4uPjsbKyYt68eSpB6M2bN7l8+TL//Oc/NX7WgwcPsLKyeqdZ42sZ1/jk7icdeq6ORIc+Fn04NucYxnrqDiAZGRk8ePCA8vJykpOTcXFxwcTERMwWaZJMqa6u5tq1a+Lx6evry6ZNmzhx4oRKtvC3v/0ty5Yt67BzyqlTp1iwYIGaXMqzZ89oaGjA09OToqIijh8/TlNTE42NjUyaNIn6+nqVPjNlxtvT0xM7OzsiIiLUeo3Pnz8vTva3h6bJWGX/ZFRUFAcPHmT9+vWMGzeOu3fvEhISgouLi0bVBT09PXr27El0dDQ+Pj48fPhQlBlSTor/MDCWS3F5KDoqNkqLLGlPKyPufDIVqVRCbW0t69ev58svv6SwsJD09HQxYNXR0WHAgAG4ubmpbGN1dTXBwcFvRbWiLcrKyrhz5w41NTVIpVK8vLzo37+/eL4XFxdz8eJFevTowezZs1+7pSUpKYni4uI2f+Nr167RrVu3Dgda5eXlHDlyhJ07d74zWR9NyGQydu/ezfvvv//aWcau/snvNl0Zyu8BL1680BrkBQQEsHTpUs6ePdtmSagjTJ48mYCAgDYDSqUAtEKhwNPTU+uEduteyld70PT19dm4cSMff/wx69evR0dHBy8vL3r06MHevXvZtm1bmz1G3wbjx4/H19dXDCgFQSAoKAhHR0fGjRuHRCLR6njzNjAwMMDDw0PNGaKkpISEhARu376NRCLh9u3bok7i119/rTZcEBoaip6eHh988AEXLlzQ2HP27NmzTgsad5ZZfWZR2VjJnx61iFhrm/qWIqWbpBv7pu/TGExCS59rnz59iI6ORi6Xc/z4cdzc3JgzZ47WMriZmRk1NTUIgsDTp09xc3PjxYsXaq0io0aNIjQ0tMMBZWNjo8ZFesCAAQQHBwMt09A//OEPkUgkHDp0iDt37uDl5UVISAjTpk0jNzeXc+fOsX79epVsTkFBAfb29jQ3N+Pn58fUqVM77OQSExOjNXvl5eVFWloaUqmUTZs24enpye9//3utQVBTUxPHjx/H0NCQuLg4DAwMiIuL4/jx4zQ0NKBQKLj21KpTwSSAAOSU13P0wk2kNUXcunWL6dOn86c//Ylt27axatWqdgMzMzMz3N3duX//vtaKzusgCAJxcXEkJCQALVng6dOnax3esbGxYcuWLeTl5eHn54eTkxPTpk3rdCDUXun7xo0bWFpadjiYzM/P5/z58x2SEXvb6OrqsmnTJnx9fd9oreoKJr+7dGUovwccO3aMVatWqV0Azp8/j6urK9evX39rFwhNThlK0fGGhgacnJyYNGlShz6rrSxldHQ0CoWCyMhIlenMmpoafH19Wbt27RtpsL0Lrl69KkoC+fv7s3jxYhwdW/ylBw0aRHR0NOvWrftG7/qVPHr0iKSkJPr06cPLly/Jycmhf//+ovSNRCIhJSWFIUOGsHTpUqRSKWFhYZiZmTFixAjxfRISEqirq3unun6tiSyI5JPTn1BmVoYECRJBgoCAIBEwlhqz2m01/cr60cu2l8besJqaGq5evUptba04VX7s2DEWLVqEr68vNTU1ODo6YmhoiLe3t0r7wfPnzykuLiYlJYUtW7Zw5swZZs+eraLb2NjYyM9+9jN+//vft1saFARBzdawNT/5yU+YPXu2mmLA0aNHefHiBW5ubmRnZ+Pk5MTSpUtVFk5BENizZw/Lly/nxIkTbNq0qVMOMa9mdqqqqggLC2PBggU0NTXx0Ucf4ePjw8KFCykoKODGjRuYm5urSA4pefz4MVVVVRq1Cv/4xz9ibmnFl7m9O7xtr3JgpSsvEx/g7e2No6MjCoWCgwcPMnv2bI3tBJo4cuQIc+fO7ZAUkTaqq6sJCwujoqICiUTC0KFDGTJkyGsFNBkZGdy6dYuBAwd2yDa3NdqmvkNCQjA2NlaRoGoLpf98Wzqs3wRZWVlERkZ2yPGtNQ0NDVy8eLHTr+vim6MrQ/k9QKFQqAVwT58+xdDQkJCQELZu3frW7jZnzZrFtWvXmDlzJiEhIZSUlGBhYcH8+fPFfrOO0laW8vnz56xcuZJevXrh6+srZsRMTU358MMPOXz4MGPHjn0nEjuvy8yZM/nLX/6CjY2NODCg9NJ2dHR851m9V1FK/+Tk5DBq1ChRZ1LpSuTk5CRmm8+fP4+Pjw/6+vqcPHlSLB2Gh4eTnZ3NlClTsLKyIjIy8hv9Hl52XrgmuPKrv/2KsJww7sfcRwcdFk5cSG9Zbx7ef0iJUEJidCJOTk7ioFJ8fDwxMTGYmJgwZ84cUbZFaSNqYmLCD37wA2JjY4mKimL69OlERUVRXFyMjo4OEydOZMCAAVy6dEmUSqmvr1fzbjcwMMDNzY0rV660207y/PlzjeV1mUyGn58fdnZ2GuWn1q1bx6lTpzh27BgjRozAzs5ObcGXSCQ4Ozvz17/+lc8//7zTJVSJRKLyntHR0YwYMYLQ0FAyMzMZPnw4ixcvBlqsAjdv3kx5eTknT55EKpWycOFCTE1NyczMJCMjQ+uiPnnyZJ4/TwVBgNcMWlKeJjLNy0tsoZFKpWzfvp0jR44wZswYrULrrVmzZg179+7tlJSQIAikpKTw+PFjBEHAzMyMyZMnd3o4ThN9+vRh27ZtJCcnc/DgQTw8PDqcVVROfbfWIb59+zaGhoYdDiafPHlCamqq2GL0beLs7ExxcXGHdJVb8/DhQ1H7tovvJl0B5XecyspKtcxIbW0t9+/fR19fn2XLlnVYA609BEEgOTmZCxcuUFtby7Rp07CxsXmj92zt8d0a5cJvZ2eHt7e3ikuHVCpl8+bNXLx4kcLCwk5PSL4rrl+/Tm1tLbt27UJPT08cvPHw8Hhj+8TOIJPJuHz5MqWlpfj4+DB9+nSVx52cnOjVqxf379+nT58+nDp1ikGDBoll29ZqAatWreJPf/oTUqmUzMxMXr58ybFjxzAwMMDV1bXNIaC3QXh4OG5ubjiZO7Fh8Ab04ls+a2bvloGggf0GIggCd+/eZdeuXaIN4ujRozUujikpKSpBnaenJ+7u7gQFBWFpacn69euRy+WEh4cTFhbGzZs3252KHTBggBhktBWcxMTEqB3npaWlHDt2jI0bN3L58mWN75GdnU1RURHr1q0jNTWVuLg4dHV1VX6ny5cvY2BgwPDhw6msrOxUkFNfX6+WNY+Ojub58+d4e3szadIkzpw5o/a61pJDFy5coLS0lPr6ej7++GOV51VWVvLkyROysrI4deoUxsbGmDovpUZiTIcN2/8XHQm4OfdQu5GUSCRs2LCBU6dOUVdXp3HoSOV9dHRYuHAhZ8+ebVPntr6+nrt374o+8K6urlqdr94Grq6uosPWgQMH8PLyave7QEvpOyYmRtzXOjo6otZoe9y/f5/KysrvVGZv5MiRXLt2Tat4vyZyc3O/s4ObXbTQFVB+x7l9+7ZaaSkgIABbW1sGDx5Mjx493vgzUlJSePjwIRKJhLFjx7Jlyxa6dev2xsEktJ2lVNKnTx9Rz02ZJQGYP38+UVFRBAUFsXz58m+tTNPU1IS/vz+TJk3Cx8eHEydOYGdnJzrenDhx4hvZDqUXdWNjI3PnztU6PT5x4kSOHz8u2viNGjVKa1ZHKpXy0UcfceTIEUxNTfnzn/+MRCKhsbGR5ORkzp49S3Nzs7jvlU5AmrJor0NCQoKao82rXTgpKSm8ePGCadOmUVdXh4ODAwkJCZSUlIiuPEri4uLUJtd1dXVZs2YNGRkZ7Nmzh/nz5zNlyhQqKiowNDTk7t275Obm8uDBAwYMGMDIkSNVvtvEiROJjo4mPDy8zXKlXC5X2ZaEhAQeP37Mhx9+iFQqpU+fPmRmZqr0KIeEhKg4J4WGhhIdHc3du3fR1dVl2LBh+Pv7M2HCBFxdXV9L9DoiIkLMZFVWVhIcHExZWRk/+clPgJaFui2LSSMjI5YsWcJXX30lygc5Ojqio6NDdnY2giBgY2NDUlISM2fOxM7Ojt4VxpxM65zOqASBIeZNeE/QLo+2fPlyLl++TH19fbvZqp49e5KUlKR2k5GRkUFERARyuRxDQ0MmT578jU6FAwwdOpShQ4cSGRnJwYMHGT9+fLtDcKtXr+bnP/85c+fO7XBm78aNGxgYGKhIZH1XmDVrFkeOHKF79+4dsjjt4rtPV0D5Hae6ulolQ3n+/Hmsra2xt7d/o3JwUVERISEhNDc3M2DAABV3in79+uHv7//Wys0LFy7kwoUL4kL/qs0bgJubG3V1dVy7dk1l2tXLywtbW9tvbVgnLy+Ps2fPsmnTJkxNTamtreXOnTv84Ac/eCOdxs5QVlbGpUuX0NPTE32120JHR0eUVfHx8Wm3RGhiYsKIESMIDg4WjwEDAwNx0WtNcXGxOASkRCqV0q9fP9zc3DrVFpGRkYGNjY3G79PY2Mi1a9eoqKhg4MCBoovPkydPKCsrY9GiReTn53PixAkVV55Xg7rW9OnTh127dnHp0iXu379PY2Mjq1evprm5mTFjxuDs7IypqSnHjh1DoVDQq1cvJk6ciK6uLjY2NqSnp2sNKBUKhUoQevXqVTHTrsTd3Z1bt27Rp08fmpqaxLaOadOmic/x9vbG0NCQiIgIgoKCCAoK4le/+pU4kKGrqytOYnc0K56fn8+UKVM4ffo0TU1NbNiwgaCgIPFxbaLmpaWlxMTEUFBQwNmzZ+nRowd5eXn07t2bvLw8ZDIZixYtwszMjCdPnvDhhx9y6tQpbty4gVPfgehJXWnuREwpIEE34wHV1dPb7A+dO3cuoaGhhIaGtus5PXPmTL766isyMjIoLm6RMerTpw8rVqz4TugZjho1ilGjRhEeHs7Bgwfx9vbGxcVF43MfPXrUKeWFM2fO4OzsrNIj/V1j3bp17N69m82bN7d57aitre10y1UX3zzf/hnVhVZkMplKb+TTp08pLCwUJ4s7S11dHdevX6eqqgpbW1uWLVumMWsokUgwNDTU2FP2OryapXz69KlGi6+RI0dy7949tcXS2dmZ9evXs2fPnm90WCc8PJz8/HxRA+/JkydER0fz+eefc/PmzQ6Vqt6E3Nxcbt68iaWlJatXr+5wMK1QKEhNTWXq1Knk5eV16DVJSUnMnj2bR48etTmQY2Njo7aIy+Vy0tPTuXbtGvX19WJgZWpqypAhQ+jdu7fGEmJYWBgTJkygvLxc/FthYSHPnj0DWjIYrw5VDBs2jHPnzvHixQtcXFxUXHkOHz5MZGQkM2bM0Jpdl0gkzJ8/n7y8PH79618zfPhw5s6dy+eff85Pf/pTLC0txUU7OzuboKAgZDIZ5eXlSKVScdL6VeLj4xk6dChyuRx/f3/GjBmjdoybmppSU1NDRkYGV69eZePGjRqD6XHjxpGXl8fjx49xdHQkJydHZcLX3d0df39/RowY0aF2l7S0NNGK1cbGhqKiIpX9owwor127Rn5+Pjk5ORQVFWFiYkLv3r159uwZO3bswNvbW610/uWXX5KSkoK1tTXBwcE0NTVhZmbGLz/5MZLAWxxIaGp3+1oQ2DSuD651Izl58iTdunVj0aJFWkvP3t7eREREcPnyZebOnav2eH5+Pvfu3RO3JyEhgU8+6ZhM1bfBhAkTGD9+vBgoz5o1SyXIj4iIoL6+nq1bt7YreK6sTHh5eX2netA1IZFI2LZtG/v37+eDDz7Q+nu/7an9Lt4NXVPe3yHicioISymmsr4ZQz0pVOazcIQzA/v1pba2lt27d2NnZ9emn/eryOVywsLCyM3NxdjYmBkzZnRIWLaqqoqbN2+ydOnSN/lKIq09vk+cONGm5dmNGzfo1q2bmkC7QqHA39+fcePGvdMLpUKh4Pjx4wwYMIBRo0apON4oA11/f3/WrVuHrq4uJ06ceGtuKtAi2xMREYGjoyPTp0/vVD+X0td4xYoVXL16FYD169e3WZ6urq7m6tWrrFixghMnTjBhwgStNnydobq6msTERDIzMxEEQSxlOzk54ezsTGRkJP379xfF3IuLi3nx4gWDBg1ixYoVbQ6a7dmzh40bN6pkLcrLy7lz5w56enoUFxdjbW3NjBkzNE7dnzp1ipkzZxIXF0dqairh4eEqdpmvUlRUxO9+9zuam5uZNWsWPj4+KufRsWPHmDNnDkeOHGHdunVap4t/9rOfMW7cOBYuXKj1s65fvw5Ar169uHHjBmlpabz//vu4ubmJz2lsbOTIkSNs27ZN6/vk5uYSHByMVCrlhz/8ocq26urqUlZWRlZWlmiL17t3b3r06IG7uzsuLi5IpVJu3LiBra2t2s2TTCbjd7/7HUZGRgwdOpTU1FSSkpKYN28eNTU1GBoa0qtXL9IEOz49l4BEIlGzXgSQoEBAyrrRTvxu4RCamxo5c+YM06dP5/z587i5ubV586wcNlmyZAmPHj0iPT0daLEAnTBhgvjbP3nyhMrKyu9MP3ZbCIIgBvfz588nIyODiooK0WigrbYHhULBgQMHmDNnTocn4r8LlJaWcuHCBa36oUePHtWqntDFd4euDOV3gEvx+ey+nc7Tgip0pBKkkpYhSZlC4FhyOuvGNKNIvIaxoWGHTiqlZpqyeXvy5Mkap0vbwtzcnOrq6tf9Smq0zlK2VZYEmDFjBufOncPIyEglyyOVStmyZcs7HdapqKjgyJEjrFy5EltbW62ON/PmzePy5cttBgadRSn94+rqKk5sd4ampib27t3Lxo0bsbCwQCKRMGTIEDF7po0LFy6IgwsrV65k9+7dbN26VaOodWcwMzNj7NixKr1ugiCQm5vLv//9b3r06MHRo0cxNTVl6tSpjBkzBh0dHbp3705ZWVmbPbxbtmzh4MGDKlO8kZGRTJgwQfydSkpKOHPmDI2NjQwaNIhRo0YhkUhQKBTU1tZibm7OxIkTGTlyJFeuXGHfvn1aexNtbW3FzO3UqVMJCwujsrISfX19pk6dSm5uLmfOnNEq39XY2Ii/vz/W1tZajxmFQsHhw4fx8vISB6gMDQ25cOECf//73/nkk0/EGykDAwPc3d01eiTX19dz6tQpunXrhoWFBfr6+nz55ZdkZ2fT1NREbm4uc+fOpW/fvixZsoTQ0FAVwXMlMTExYh9n6208deoUFy5cYMeOHTQ1NZGTk8P69euxtrYmOzub9evXs2LFCubPn88ofX08elrg/yCD80/yaZb/N6iUAGa1+YyyqucT7wnoSCXoGBoik8mwsrJi27ZtJCQksG/fPmbMmKGmj1tcXExaWhoZGRl8+OGHfPTRR1qDz2HDhhEYGCj6mH+XkUgkzJ49G7lczj/+8Q/y8vL47LPPxMc1TX1Dy/m/b98+1qxZ852TXGsPa2trxo8fr1Ubt4vvB10Zym8RQRD4/HoKe8LSkfxvEKkJCQKWkjqu/mwudpbaS1w5OTmEhYWhUCjE/rc3GZyIjY1FIpG8tdKuMkvZ1NSk0bv4VQIDAxkzZoxGofXIyEgyMzPf6rBOfHw80dHRbNiwAR0dnXYdbw4dOsSWLVs4efLka2coBUHg1q1bZGdnM2rUqA4LaL9KfX09+/fvZ9u2bWIZNDMzk8zMTLKzs9mwYYPG1zU2NnLy5EmVx+vr6/Hz82PXrl1vfRBKLpdz/fp1zp49y+rVq5HJZAwbNgwLCwuePXsmyutIpVJ69uyJjY0NHh4e9OjRQ+N0dGRkpNib21op4FWePn1KZGQkUqkUiUTCtGnTVErXx44d48WLF9jY2LBs2TKNA0/Pnz8nNTWVBkUDioEKXlS8oKG5gafRTymLKmPjzI2MHz9e7XhNS0vj5s2bbNy4kbCwMMaMGaOWwaysrOTw4cMas5v5+fmcPHmSmJgYfvWrX6lk5w8cOMDGjRvR09MjOzubffv2kZKSQvfu3dHR0SEvL4958+YxZMgQPDw8MDExER1ylAQGBqoFlFlZWTx69IgVK1YALe0yFy9eJDk5GUtLS8aOHUtcXBzTpk0Tv29tbS2+vr4YGhqybNkyLl26pCI5VF7bxKmwaKrqmxk8sB/RIef5aOdGAgICsLCwwNDQkIULF1JSUkJkZCTz5s0D/iuPlZ2dTf/+/cnMzEQikdC9e3cmT56MsbExOTk5XL16lW3btmnN6CsUCnbv3q1m4/hdRdm/OmPGDFF5Y/HixWJ/6ZEjR1iwYAEWFhbU1tZy8OBBlfP/+8j9+/eRSCQqNwaVlZXcvXuX+fPnf4tb1kVH6Aoov0X2303nz1eSO/RcHQkMdrTg1HtjMdD9bwaksrKS69evU19fT8+ePZkyZcpbdUDw8/N7qzZmfn5+6OvrqyxobXHo0CHmzp2LnZ2d2mNZWVlcuXLlrQzrXLhwARMTE3x8fDrseJOVlUVqaiolJSWsXLmyU4uUUvqnrKwMb29vnJ2dX3vbq6ur8fX15b333lMr7wYEBADay97BwcFMmzZN9CBXkpOTQ0REhBhQvCkFBQXcvHkTiUSCIAjMmjULW1tbLly4gI+Pj7gIBgYGMmXKFFJSUpgyZYo4BFRQUAC0ZG+UQ0CDBw/m8ePHGBoa4uXlpRYoaUImk/Hzn/8cd3d3zMzMmDlzJg0NDURGRiIIAkOHDiU8PBxDQ0MWLFigss/KGsr44ckfkiQkIZfI0ZHqoJArQAIKFAywGsBkvclYFrfsy+HDh5OdnY1cLhcXw/z8fJ4/f64if5KcnEx4eDibNm3SmrkvLS0lICCAqKgoPv30U4yMjLh//z5xcXFER0djY2NDTU0NPj4+zJw5k4EDB6Krq6u2TwRB4Pjx420GlJWVlZw4cYIdO3aIIueGhoZIJBKam5upq6tj5MiRKs47BQUFnDlzhu3btxMcHCwG9krJofr6eubOnYuNjQ0HDhxAEASWLl2KtbU14eHhWFtb061bN86fP4+npyeJiYls3ryZyspKwsLCqKqqQi6XU1RURN++fVm0aJHada64uJigoCB27typdT8WFBRw7969t3ZcvyuePHlCdna2SrausbGRs2fPIpfLWbJkCXp6ehw6dIhly5Zx/Phxdu7cqVVJ4/vEuXPnGDx4sOgCdfnyZcaOHftGIvVdfDN0lby/JSrrmvni+vMOP18uQHxuJRfjCljgbsutW7coKirC3NycuXPnvrO7UjMzM6qrqzvlytEWrq6u3L9/v8PP37JlC3v27GH16tVq2nuth3Xa6ltri4aGBvz9/Zk+fTp9+/YVB282bdrUruONs7MzISEh2NraUltbq9WGrTUdlf7pKGVlZRw7doz3339fY1Ct1JOMjIxUG7aRy+VUV1erBZPQ0r+Xl5f3Rs3wCoWC27dvk5OTg729PWvXrkVHRwd/f39RpqWurk5t8Kt79+6Eh4cD2oeA0tLSuHr1Kg0NDdy7d49Hjx6RmZnJuHHjcHZ21pqlevToEdu3b2fgwIFUVVVx+fJloqKiGDt2LPPmzePEiRNs2LCBnJwc9uzZw6xZs3BxcSGvJo8t17dQQAGCpOUeXKaQqcgsppan8pznvD/sfTYN2MQf/vAHLCwssLe35+HDh4waNQp7e3vCwsLE19y6dYuGhgatvZCCIJCWlsbt27fJyMggMzOThQsX4uPjg4+PD+vXr0ehUDB8+HC1YDovL09tgCgrK4vevXurfYaS5uZmDh8+zLhx4/D398fe3p5Vq1bx9ddf09jYyOjRo/H29lYJtBMTE3ny5InYftD6MSMjI1auXIlMJuPKlSsUFxeTm5tLv379xLLshAkTxOza9u3bCQoK4sKFCyQmJjJ58mSmTJmi0q9aXFyMr68vbm5uKsemjY0N69evZ/fu3ezYsUNjy4a9vT3W1tYkJSVpHAz8LhAXF0dWVpZaa4SBgQGrVq2irq6OM2fOoKuri7OzM3/605/44osv3pl25jfNokWLOHTokHiTUV5e3hVMfk/oCii/JYJjcmmWd1anDf5+8TFNKXX4+Pi8FQ3K9pgzZw4XLlx4a0MnOTk5WFlZtalL2RqJRMLOnTv5+uuv2bp1q1rgrHTW8ff3Z/z48RqdSrSRmZnJlStX2Lx5MwYGBhw/fpyePXt2yilm9OjRhIeHU1lZ2WZAWV5ezsWLF9HT02P+/PkdCj7bo7CwUOzb07aYTJs2jYiICMrKytQCylclml5lzJgxBAcHk5mZqRaEtEVxcTHXr19HoVAwZcoUlf7dqKgoFRkTQRDUtl1PTw+ZTKb1/XV0dBg4cKD4W69evZpf/vKXLFiwgIKCAiIiIsQgSSKR0KtXL9zd3bG0tCQlJUUMQszNzVmxYgXNzc0MGzaMEydOEB4ezsiRI3Fzc2PXrl1cv36dsAdhBBsHU1hbqNVzHP7rR777yW6eRj3l819/LgbLz58/59ixY6J5gLLVwMPDQ2wpUSgUPHv2jBs3bpCRkYFMJkMikWBra8uYMWNYsWIFBgYG7Nu3j4iICFJTU5FIJHz++efs378fuVyukrWLiIgQy8ZKYmJiVH7z1q+Ry+V8/PHHuLq6ipJHGRkZ7Ny5k5kzZ7Jy5Uq1rGBYWBh1dXXt9nbr6uqyYMECLl26hEKhEP3RPT09qa2tpbS0lM8//xx7e3sGDx7MqVOn+Oijj6iurla74bCxsWH79u0a+yvNzc3Zvn07+/btY8uWLRpvhH18fNi/fz8uLi5vRcXibZKYmEh6enqbYuzGxsasXbuWqKgoDhw4gIGBAeXl5d+7vsm22Lx5M19//XWn9Fa7+PbpCii/JU5EZnf6NQJQ0KDHqGnz6WH7djKG7WFsbEx9fX27LiEdpbm5maVLl6roUraHjo4O7733Hrt37+b9999XC0RfHdbpiD7f7du3KS8vZ9euXeTn52scvOkIQ4YMITg4mMrKStEqrjW5ubncuHEDKyurTkn/tEdOTg7Xr1/nvffea/N3sba2prS0FKlUqhI8CILAy5cv2xUUXrp0qTjo05YOnCAIhIeHk56ejo2NDStXrtT4XZWlzLeJRCKhf//+pKSksH37dpX+K0EQyMnJITw8nKSkJBoaGkQnIDc3N1Gj08XFBRcXF+bMmcOBAweIjIzEyMiImTNnEpgWSE5iTqdMX6KMo5Do/fcFAwYMED/rb3/7Gzt27KBHjx7cvHkTQ0NDdHV1kUqlODg44OPjw/vvv681Q+7u7k5kZCSxsbFMnjwZHR0dli9fTnBwMCtXrhSf19DQoJalq6+vV/kdCwsLsbS05OTJk9y+fZutW7fi5eWFXC7nb3/7Gy9evGD37t0aKyCnT5+mV69eau4l2rqo7t69i5WVFfPmzcPT05O//OUvmJmZ0bt3b3bs2MGFCxdUFCwWLlwoDm45OTmp6HUq98OQIUO4efMmYWFhLFu2DDMzM4yMjHj//ffZt28fq1at0nhOr1+/nqNHj7J9+3aN2/pt8PTpU5KTkzt0XXz8+DE5OTns37+fwsJCPvroI5YtW8bcuXP/T2QqpVIpW7du5Z///Odr95V38c3TFVB+S+RX1reR62ibvIoG+n1DASW0ZOEePXqkYgX3ukgkEiwtLamtre1wlhJAX1+f7du3s3fvXq2TtPPnzycyMpJTp05ptRmTy+UcOXKEoUOHMnXqVHHwpjOev68yePBg4uLiVGRdkpOTuX//Pj179mTTpk1v9SKflpbGgwcP2Lp1a4e22dLSkt69exMeHi5Oxt+9e7dDU/ISiYQtW7Zw4MABjcMMZWVlXLt2jaamJiZMmNCmk0xOTs5bkSPShIGBAZ6enmpZV4lEgpOTE05OThQVFYnT8w0NDTx79owzZ86otGDY2tpiZGTExo0bqa+v5+q1qxypPtJZB0Fqm2u5lnmNRf0WIZPJePDgAdeuXSMzM5MnT54wfvx4bG1tWbRoEbm5uTQ0NGBsbIyPj49WW8X09HRu3rzJ5MmTOXLkCPv27WPv3r00NDSIfahZWVk4OztrDepak5+fz969e7G2tqZPnz7s3LmTYcOGcevWLc6cOcOMGTM0ajfK5XL8/PyYOnUqffv27dD+iIyMJDw8nJ49e5Kenk7//v2ZN28eS5YsIScnh4sXL1JWVkZycrLYt+zt7Y2/vz9btmwhLS2NvXv3MnXqVJUqhEQiYcaMGTQ1NREcHCwO9ujp6fH+++9z4MAB5s6dq3bcGRkZMW7cuA6Jo38TJCcnk5iY2KHezjt37tDQ0CBmMXv06MFPf/pTkpOT8fPzw9HRkZkzZ34vBo/awtjYGBsbG/Lz87/tTemig3QFlN8SbzIKpdCg5/YucXNzw8/P740DytZuIq+653QEExMT1q1bx/79+7Vm5kaNGkWPHj3EklfrLFlJSQmBgYGsXbtWLB22N3jTEXx8fPjDH/7A6tWriYyMJDExEVdX106VzjtKUlISCQkJWqe2NTFjxgwuXrxIQ0OD+Le0tLQOyy4ZGBiwdOlSAgMDWbNmDYIg8OjRI5KTk7GysmLp0qXt9ptCS79gR7f7dWYF3dzcyMzMVAlKlOTm5qpkkA0NDfH09KR///4YGBiI/WpFRUW8ePGCP//5z/Tp04ccRQ7VvIZ8lgB/u/o3rj+9jlQqZciQIQwfPpwxY8bw6aef0tTUpKaeUFtbS2hoKOXl5ejp6TFlyhTs7e2prq4mODiYnj17snPnTvG437VrF/r6+hw5coSGhgbmzp3Lnj172LVrFykpKWr7QC6XI5VKxUEee3t7PDw86NmzJzU1NQiCwN69eykpKeHjjz/W6NiinORet25du37iOTk53L9/n7y8PHJzc/nkk09wcHAQH/f09OTUqVOsX78eV1dXcnNz+fWvf828efOYP38++vr6mJmZUVVVRb9+/ejXrx+hoaGEh4ezfPlyFQcxfX191qxZo9ZfuWPHDgICAhg3bpw45KFk8ODBJCUlaRWr/6Z4/vw5T5486VBb0ZUrV7CwsBA1KZUMHjyY2NhYli1bRmVlJYcOHaJv375MmTLlex1Y6unpMWLECK5fv672nbv47vH9z41/T+lu2v4CrI1DX/+DP/7xjzx8+JDGxsa3uFXasbKyoqys7I3eIzU1VbyoK7OUzc3NnXoPpYOGv7+/1uc4OzuzZs0a9u7dK25zdHQ0V69e5YMPPiA7O5sTJ06wadOmtyKQbmZmRmFhIV988QVGRkZs2bLltZyM2iM2Npbnz593up/VyMiIhoYGdHV1aW5uJiYmBk9Pz069h729PQ4ODnz22WccPnwYCwsLNm3axMKFCzsUTNbU1GBsbPxOynElJSVi/9icOXO4d++emobqzZs3mT59utpr4+Li8PDwEP/f1taWnTt34uDgwJo1a+jR/zX7lCVgbGfMnj17+OqrrzA3N6dPnz4sWLCAAQMGkJKSovYSExMT5s+fz4YNG1i6dCnx8fH86Ec/4qc//SmjR49m+vTpKsGB0mXE29ub4OBgTp8+zYIFC7hw4YL4GwuCQHNzFfX1L/H13UtKSgoymYwtW7Ywe/ZsCgoKiIyM5MWLFxQVFSGXy/noo480BpMFBQX4+/uzc+dOjcFkc3Mzd+/eJTw8nICAANLS0pgwYQKWlpb84x//UAkmoSWoNzMzo6ioCGjx3t6wYQO9e/fm5MmTHD9+nClTpnDp0iXxNd7e3qxfv55Lly5x9uxZFArVPnRlf6W5uTn79u0jMzOTjRs3EhsbS3x8vNo2L1++nNOnT6u9zzdFWloajx8/7tA5ferUKRwcHLQOya1atYoTJ07g5OTEtm3b6NWrF4cOHeLBgwdve7O/UTw8PNDV1SUmJubb3pQu2qFLNuhb4l8hqfzr1nM6k2yUAM7Wxtz6aBIpKSlcv36dzMxMZDIZenp69OnTBy8vL4YOHfrWp74bGxsJDg7usNyPJoKDg5k/f74YgFRUVHDr1q3XcuN58eIFjx490ijIrERpg1dbW8uwYcOYMGGCmuPNm6CU/iktLaWqqgpzc/PXEiTvCA8fPqS0tFSjzVxHuHXrFhYWFpSXl5Odnd2p7GlMTAzx8fGYm5sjk8kYPnw4/fr169Tnnzx5kvnz56v1Yb4qWaP8/7Y0JV/l8uXLjBs3Tgxympub2bt3Lx9++CESiaTN4+z48eOsXr1aLYtz4cIFJBIJj2sfc6bxTKe+q5LuBt25MPcChw8fZtmyZSrSV+19v6ioKGJjY1mwYAE2NjY8fPhQdIHx8PBQ05g9ceIEN27cYOrUqRgaGlJWlsXMmSbk5ATQ1FwkPs/cbDhOThuxsZlBdnY+69at47PPPsPCwoIXL16watUqjRkt5ST32rVrVR4vLCzk7t27NDQ0oKOjI+pTzpw5Uzz/3n//fa03EsrnKI9HQRA4dOgQ27ZtEyWHQkJC+P3vf6+WRSwsLBRlhry8vNTeWxAEbt68SV5eHsuWLSMsLExFoF5JcXExt27deqtuVx3hxYsXPHjwoN2BJkEQOHz4MOPHj1fLsr5KUlIShYWFKmX8pKQkIiIi8PT0/E77er9KQUEBSUlJYu/syZMnGTt2LE5OTt/ylnWhja6S97fE6lG9+NetjssGQcsU6arhdujo6ODm5qbSs1dXV0d0dDSPHj0iKCiIpqYmLCwscHFxoX///nh6enbIclEbBgYGNDU1vdFwTmNjo0o2y9LSkpqaGpqbmzs9rOLi4kJdXR3nz5/X6jzS2NhIY2MjJiYmFBcXs2fPntcavHkV5UKnLDN2796dwMBADAwMKCsre+sSF3fv3qWpqem1g0mAKVOmEBgYSH5+fpte3Upqa2u5cuUKtbW1eHp6smnTJvGx/fv306NHjw5LSSkUCrFH8FXexv1sRUWFSsZMT0+P5cuXiyX6ixcvqgyrvPr5rY/npqYmcdI6Pz+fkYtHanxduwhQmVuJl5cXjo6OXLt2DTc3NwYPHoyzszNlZWUoFAq1QKugoICLFy8yYsQIduzYIf59/PjxjB8/HkEQiI+P5+jRowiCgIuLC2PHjmXVqlUYGBhw6dIlpk41oI/LDdLSWzak9elaVf2ExKQYZDILrl7pz/bt28VJam03Z60nuRUKBVFRUSQnJ4sT6PPmzVOZls7MzKS4uJizZ8+2GUxCy8Cdi4sLaWlp9OvXD4lEgouLC+np6fTt25eVK1cyceJEdu/eTe/evfHx8REVB3r06MGOHTuIjo5m//79zJ8/XyXo1NRfWVFRoeYwY2Njg729PXFxcW06Sr1NsrKyuHfvHhs3bmzzeXK5nP3797Nw4UK1DK8mlKXv1l7fgwcPZvDgwcTExHDw4EHGjBnzvRh0efDgAbNnzxb/f8WKFezbt4+1a9e+NRm7Lt4uXRnKb5E/XEzC935mh4ZzJAg4WBqx1eEltt0smDt3bruBnbKclZWVRXZ2Ng0NDfTs2ZOePXtia2uLp6dnp2zIXrx4QXZ2ttpUZ0fRlJV5kywltDT7V1RUMGPGDJW/p6amEhoayqZNm7hz5w7R0dH07dv3jQSNy8vLuXTpErq6umrSP4GBgaLAcHuLRGdQTgG3NezSUQICArh//z7//Oc/tcqlJCQkEB0djYmJCbNnz9Yob6TMALYlV9Sa69ev4+7urnFBfPWYUGYog4KCWLJkSZsWnUq0CZo/evSI2tpaCgoKND5eXFzMl19+qbK4CoLA06dP2b59e4sA9qoVzD43m5L6kna341XmGszlL6v+ArSU5a9cuUJUVBRVVVUkJSVhaWkpnoe2trZERkbi4ODAxo0bcXBw6NC+TU9PJyIiAoVCgZ2dHQUvT9GzZyiCAG1dHgRBgo6OCefODuLHP/6LVlmo06dPY2FhQXV1NTU1NUilUkaOHMmAAQO0Xn9iYmI4e/YsP/3pTzu08AuCwMGDB8WJ69ZZSiV+fn5s2rSJ0NBQsrKy8PLywt3dXXxcoVBw8eJFampqWL58ucZhv+LiYs6dO4dcLsfJyYk5c+aoPH7o0CFWrVr1zp1mcnJyuHXrlspNmiYaGxvZt28fGzZs0KgVq422vL6hRU4qMTGRKVOmtJvx/DbR5N+tvPa8//77b9XAo4u3Q1dA+S0iVwj86EQsl+IL2nyejlSCtYke84xS+Z9t66ioqODKlSv4+Ph06oIgl8tJSkri6dOnlJeXk5WVRXNzMy4uLlhaWmJhYYGnpycODg5aF4vXdc4RBEHMGL3K4cOHWbNmzWtL6ty5cwcdHR0mTJgAwI0bN2hsbMTb21vF8SYzM5Nr166xdevWTn1WXl4eN27cwMLCgnnz5mlcrE6cOMGqVasIDAxk4cKFbUrsdJTLly/TvXv3DmUUO8L169d58uQJQ4YMUcl2NjQ0cOXKFaqqqhgyZIiaN7QmiouLuXr1aoeGbNo6ZrQFlKGhobi5uWl0SGqNTCYjODhYa7nyxz/+MVu2bEEqlfL06VOamprExywsLCgoKBADGeW08ZYtWzA0NKSwsJDo6Ghye+bydezXKOh4n50eetxbcw8TPc3ByYMHD7C3t6eyspJ//etfZGdn06dPH5qamqirqxMHZpTBjUQiwd7env79+6udnwqFgpCQENLS7jFgYCCvZiW1IQgSZLJuzJzxSOX9BEEgNjaWr776Cjc3NwYOHMiUKVM6nBX6/PPPGTx4cKcy6rGxschkMrF0HRISQt++fUV9yaSkJGpqasRzITIykoSEBFxdXRk3bpy4/dXV1Zw6dUqjzJCShIQETpw4gaOjI++//77498bGRvz8/Hjvvfc6vN2dJS8vj2vXrrFly5Y2EwLV1dX4+fmxffv219LK1FT6bo0gCNy5c4fU1FRmzJjxRk5d7wpNASW0ODkFBQV9pySfumihK6D8llEoBPbdfcGBuy8oq2tCRypBrhCQ/u+1RiKRMHuIHZ/Nc6ObsS779u1jxYoV2NjYEBISQm5uLqtWrdLoCtERqqqqePz4MQUFBdTW1pKVlYWOjg59+vTBwMAAY2Njhg4dSu/evZFIJFy5coURI0Z0WlQ9PT2d4uJijZPib5qlBLh69SrdunUjISGBMWPGIJPJiI6OZt26dSplduWFev369e1OqSYnJ/PgwQMcHByYMWNGmxkjZUBZW1vLxYsX37gf68yZM7i4uLw1H3UAX19fpFIpUqmUDRs2kJKSQkREBIaGhsyePbvTLRFPnjyhpKRE68KtfI7SyUUT2gLKxMREBEFQyUJpIjY2Fn19fdH1pKysjLi4OPLz81EoFNy9exe5XC5K4rQ+FmJiYjA0NMTNzY2IiAhycnLUvOH9/f3xHOfJzgc7aZA2IBfkHdo3s4xmMVo6mqVLl2oMHKqrqzl8+DB6enpMnz5dZQimvr6emzdvcvfuXerq6sS/GxgY0LdvX6ysrJBIJDQ2NhITE0NTUxPTpk3Dpe8jKisvIHRwG5V4DjuCnp47YWFhVFRU0NjYSFpaGj/96U873b5x6tQpXFxcKC4ublM0XxMHDhxg27Ztoj2npizlqzcm2s7RtLQ0QkJC1GSGlAiCgK+vL48ePeKLL74QJ8aTk5PJysp6JxPFBQUFXL58uV25r6KiIk6dOtWmhWRHOHr0KPPnz2/zvFb2mWZnZzN37txvddq9NVlZWWRlZWntdc/IyCA6OrpTKiFdvHu6AsrvCE0yBTeeviQspZjK+maM9HQYaGfG8pE9sTX7b7CoUCg4dOgQs2bNolevXtTV1XHy5El69+6t0hf0ugiCQFZWFjExMdTX19PY2Eh+fj6GhobY2dmJPVQffPAB/fv373DZ4cyZM8yePVvr3fabZilfvnzJp59+yvbt20lPT29z8EY5CDBx4kRRbLo1raV/OjqtrQwo38Z3CQwMZOjQoSo9sm9KRUUFISEhVFVVkZKSgouLCx4eHowZM+aNZEUuX75M3759tU7Lt5fRfnUoRxlgFhYWkpiYqOKy0xq5XE5qair79u1j+PDhYiBhZWXF0KFDcXBw4Nq1awwbNgxzc3OOHj2qVgI8ceIEy5Yt4+zZs1qnZ7/66isEQWDu+rlsvr6ZysZK7UGlAEhg7aC1/MzrZ6KTkdK+UUl5eTmnT58mKyuLP/zhD1r3zatkZWVx+fJlIiMjycnJQSqV0qdPn/8dthhCdc0OoKnd92mNQiGhsXEgzU3bmDx5Mo2NjaInd2d9oa9fv46trS0eHh5qIusdITMzk+fPn4vtKzdv3qR///5iOf7WrVv07dtXY3leWUUwNzcXJYcAQkNDycjIUJMZUpKWlsZf/vIXZs+eLfqDnz59mtGjR79VzVTlANH27dvbPN8yMzMJCQnpsMZsW7RX+m6NQqEQrTEXLFjwrbvuBAUFtasgERUVRV1dXYflz7p493QFlN9DBEHg2LFjeHl5iXffz549486dO8yfP1+jY8ub0NTURFxcHKmpqQiCwO3btxkyZAgmJiZiSU5HR4dBgwYxaNAgjYGUtj43JeXl5dy6deu17jgfPnxIRkYGEydO5NNPP+VHP/pRh2Rxzp8/T7du3Zg4cSKCIGjtz+oIrQPK0tJS7t27x6JFizr1HoIgEBAQwIQJEzosGN1R/v73v2Nubk5tbS329vYYGBh0evu0cfDgQZYtW6bW51VQUMCTJ09UGutfRVtAKZPJOHPmDCtWrKCiooL4+HhycnLE50mlUvr3709CQoLGgFUQBPz8/MSp+7S0NJ4+fcqCBQvE5/j7+1NXV8fcuXPVSn5KT+uxY8cSGRnJ5s2beVn7kh+e/iHPeY6AgAQJCkHR8m8U2JvYs8NjB0v7q2Ylr169SlVVFUuWLOHs2bMALFmyhKCgoA5PskOLxFFMTAx2dnbMmDEDHR0d5HI5Dx484OGjYwwffrPD79UaqdSMKZNjSUpKIjY2lnXr1nU6mHnw4AHNzc3i4t6ZKf3W+Pr6smHDBnR1ddWylIIg4O/v3+YNirLPWUdHhwULFmBqaioO5RgZGbFw4UK1SkNRURG+vr5YWVkxZMgQxo0bx+7du3nvvffeSp9eUVERZ86cUdEQ1URiYiLx8fGvtd+00V7p+1VkMhkXL16kqqqKRYsWvdEg55ugrdz9KleuXMHZ2fk768v+/ze6pry/h0gkEtatW8fp06epq6vD09OTQYMG4erqysWLF7l79y7Lly9/o3JJa/T19fHy8hL7m6ZMmcKDBw8wNTWlrKwMQRCQyWQ8ffpULFUqt7N///64u7u3u0BZWVl1euJbEAROnjyJs7Mz1tbWREZG4uvry6FDh3BwcGi3LL9w4ULCw8P52c9+xsCBA/H29taaEesM1tbW4n7p6MKsHEyYPXv2W8uMyGQybty4QW5uLhUVFXz00UdIJBICAgLeqn7ppk2b2L17t5qD0c2bNzslM6VQKCgsLOTs2bPU1dWJQYqFhQUeHh5MnDhRbX9q0nOElgCndcaxX79+ZGVliZO8+fn53L59mz179qj1u+bk5HDhwgU2btyIqakpKSkplJeXYygxZJnhMrzne3Mu7RwZlRmkZ6ZTV1bHaOvRfDz/YwwN1FtPZs+ezaVLl9i8eTM//OEPGTVqVKf2SUhICHl5eXh4eKgFUzo6OkycOJF+/Rt4+vT1AkqZrIaFCxdiaWnZYjUZGAiAo6Mj/fr1a7OnGlqCltLSUubPn/9an9+ahQsXcv78ebFVoFevXmRnZ+Pk5IREIhGFzjVlG6HlOrJ+/XpRiaG+vp65c+eKWe+DBw+qyQzZ2tqya9cuDh8+jJGREQcOHGDcuHEEBgZ2KKhpi5KSEk6fPt2uReqjR48oLCx8q8Ek/Hfqu6KiokODPbq6uixevJimpibOnTtHY2MjS5YseeeDSq3pTI5rzpw5BAQE0L179063YXXx9unKUH7PuXr1KhYWFiql2fLycoKDgxk2bJhGfba3waulTIVCQWpqKnFxcaJYuYGBAd26daO0tJSwsDBxgXd2dmbo0KFqE8SdyVJWVVUREBDA7NmzCQkJUXG8EQSB3bt3s27dOq132K2lfwYPHkx0dDRbt2597SC8dYYSIDs7m+TkZLXpc03I5XL27dvHsmXLsLW1fa3Pb01OTg63b99GKpUyffp0wsLCmDNnjjhUERgYiJ6eHtOmTevU9GhblJWVcf78efGYqK+v5/z581p7Saurq4mPj+f48ePisSuRSEhPT+ejjz7CxMSk3SxXUVERcXFxGgXLfX19NWqC+vn54eTkxMuXL5FKpWpSObdv36asrIwlS5aIAYBSg7WpqYl169ahp6dHY2Mjvr6+zJkzh7CwMGbMmEF8fLxa711WVhbXrl1j/PjxDBkyhBs3blBSUsLKlSu5fv06Y8eO1djLW1dXJ9oRDhkyBKlUSmFhodqNgEKhIDY2FkPDXKZ6R2ndV23R3KxLVOQ69PX1ycrKwsLCgqFDhzJq1Ciys7MpKChQW+QdHR3p378/zc3NhIeHq904vG6GElqqGYsWLcLExEQtS9nQ0MCZM2c6/N4ymYwrV65QUlKCt7c3vXv3Jjo6msePH7NgwQKVnsH6+nr279/Pli1biIiIICwsjFmzZr22Zm1ZWRknTpzgvffea7P/OjQ0FEEQ3srNrCY6U/p+lfr6es6ePYtEImHx4sWv3avfGdLS0igpKemwM5sgCHz99dds3br1tQaYunh7dAWU/we4c+cOMplM7YL0+PFjYmJiWLZs2VvXRgwJCWHAgAFtiszW1dURExNDdHQ0paWlDBw4kB49emBnZ0d6ejq1tbUIgoAgCDg4OODp6cn58+dZu3Ztm1nKp0+fEhERgYeHB/Hx8WqDN9ByEf3666/Zvn27SgZKm/RPVVUV/v7+HRrW0cSrASW0yJC0JyCulMHoiJVdW8jlcm7dukV+fj49e/bE29sbqVSKTCbj6NGjKhIlxcXF3Lt3D4VC8Vab2hMTE8nNzWXWrFmcOnWK2bNnY2JiQkZGBgkJCdTU1IjPNTMzw93dnYiICI1DOa/+tyYuXbrEpEmT1LJVSUlJVFdXa1yQgoODuXfvHjt27KChoUEUepbJZBw5coThw4dr1CL88ssv6d+/P/Pnz6egoIDTp0+zZcsWjI2NSUhIQCaTqVhi1tbWcurUKezs7FR8lQVBIDMzk4CAAKysrCgvL1cZGikvLyc+Ph5dXV2GDx8uZl6U/7Re0O/evcvz58+ZN28e1tbG3LnrhUQi0/4DaUChgOoqJ/r0+ZJhw4YhCAIvX77kwYMH4nXFwsICNzc39PT0kEgk9OjRAyMjI3HIZOrUqeL3k0gkODg4kJSUxK5du16rD7C+vp7g4GDWr18PwLVr1xg8eDC9evUCWuSv1qxZ06mbP2VLS2ZmJqNGjWLw4MFcvHiR6upqli9fLl4/lOfjmjVrMDMz4wc/+AETJ05k9erVnSp/l5eXc/z4cXbt2tVmMHnhwgVsbW3f2Na2PZ4+fUphYeFr99nX1NRw9uxZDA0NWbRo0Wv3h3cEZW9zZ37fhoYGDh482K7uaRfvlq6A8v8IkZGRFBYWqpWd5HI5wcHBol/x2/J1VSgUHDlypEOai+fPn8fHxwdTU1MKCgqIiooSrfGkUimDBw+mW7duxMXFkZeXx9OnTxk1ahTdunXD09NTpZRx+fJlpFIp5eXl7TreNDY2ipplRUVF7Ur/KId1Jk2a1Gl9tsDAQDWXkaSkJKqqqhg7dqzG1zQ0NIie468r1Pvy5Utu3mwpdXp7e6v1z164cIGxY8eq6Y0GBAQAdMoTvD1qa2s5cOAADQ0NvHjxgsmTJyORSOjduzfu7u5q31GhUBAUFKQSiHcmoNTWl6spO9nU1ISvry/Tp0/H0tKS3/zmN/z973/HwMBADBDXr1+vNaP9+eefM3ToUKytrXn+/LmKu45CoWDPnj3U1dXh7u7O7du3qa6uZvTo0RqPM0tLS3r06EFqaiq3bt1i9+7dJCUlqfVHaiMhIYGHDx+K2qSPHrXI/piYnsXSMgno3JT3UI9DvHzZndjYWKClBDx58mQxeC0sLCQsLIympiZMTEwYPHgweXl5HDlyhGnTpqks4IIgoK+vz927dxk9erTa9UaZ2bS3t2/zWnT27FkmTJiAjY2NOJGtvDkrKioiMjKSefPmdep7KmktOeTu7s7p06fp1auXqFagUCjYv3+/6FL0j3/8g27dujFo0CCGD/UiI66EusompDoSzKwN6ePRHV39//5elZWVHDlyhF27drX5OwYGBuLu7v6NiYwfPXqUefPmvVFVory8nPPnz2Npacn8+fPfiRZkR/snX6W4uJgrV668VR3gLjpHVw/l/xFGjRpFYmIiJ0+eVJmu1NHRYeXKlRQUFLBv3z4mTZr0VqaHpVIpOjo6Hep5rKmpETOB9vb2KoMRSm3M8PBw5HK52KszYcIETExMiI2N5datW6JPcL9+/UQZmPZE2Q0MDJgwYQIbN25k3bp1bNy4sV3Xjq1bt3L+/HlevnzZKTFxIyMj6uvrVbKhgwcP5tChQxoDytraWg4ePMiOHTs6XaZRKBTcuXOHrKws7OzsWL16tca7eUEQKC4u1rifzM3NaW5u1vp4WwiCQHZ2NvHx8VRVVYl/NzY2Zt68eezZs4cPP/xQxSNbE3V1dSr7623c2+bm5qoF1UVFRZw4cYItW7aoHIcPHjxAT0+P/Px8PvjgA5UARy6XU1xcTGFhIY8ePaK+vp5//OMfjBo1Cjc3N06ePCk+VyKRkJ2djYuLC6dOneKzzz7rkK7fsGHDePjwIVu3bmXOnDnt6rvm5uZy9epV7OzsMDY2JjIykgEDBrBhwwYkEgknThQBCR3eV4IgQSG3xNp6Et27S8XAprCwkIsXL4rOVpMnTxavKZWVlYSEhHDu3DlmzpzJjBkzVI4fuVxOQUEBCQkJ6OrqqnhkKxQKEhMTiYuLQyqVYmlpqXI+tg42FyxYIFoyKrOeeXl5ODo6YmtrS3FxcYe/56uMGjWKUaNGkZycTHBwMA4ODjg5ObF3715RZmjnzp0cPnyYiRMnsmTJEhIePyc/Ep4cvQeCBMn/6roJCgF9Qx3cJjriOd0JGQ0EBAS0KbytLOP7+PiIOpvfBKtWreLgwYNvpLNpZWXFpk2bKC4u5vDhw/To0YPZs2e/tazgm1wDbGxsGD16NJcuXXrtm40u3oyuDOX/MdLT00VLL00ZgDt37pCens7KlSvfuNG6uLiYR48etXvydrafKisrC19fXzFLWFpaSlZWFmPHjqWxsZFevXqRl5cnPt/Q0JChQ4fi4uIifueoqCgSEhIYOHAgAwcOJDg4uN0py9Y8fPiQvLy8Dmtj3r59G1dXVzUdt4cPH2JmZqYyhVhZWcnhw4d57733OiXNUlJSwrVr15DL5UyePFmru4mSkJAQ+vXrp/F5tbW1ol91W5qZ9fX1JCUlkZqaqhIcODk54eHhoTGjd+jQIerq6ti1a1ebZatXpYGam5s5d+4cy5cvB9rOUDY3N3P27Fk15yM/Pz+VG4fY2FgSEhJYv349MpmMoqIiCgsLOX78OImJiQwePFijkLuOjo5Ybr5y5QqmpqZYW1szdOhQNV3DoqIiDh06RLdu3TA2NhZLtdqoq6vj0qVL1NXVUV1dzQ9+8APu3r1LRkYGq1evVjsmKisrOXbsGHl5eWLA5e3trXYjd+zYMSZOaiI19Y9tfv7/fkMUCh2cen1FeHimVqHthoYG7ty5Q1FRix+4p6cnd+/eZe3atejr6xMWFkZJSQlSqZSJEyeKLTDaznm5XE5+fj6ZmZmiVii0BJvl5eUUFRUhkUjo3r07eXl52NraYm9vj729PTExMfz4xz9GIpGoCZ2/Ca2NC0xMTMjNzRVlhk6ePIm9aT8SLlcgESRoWy0lUjAy06e6eyLv/3ib1uNeJpOxd+9eli9f/q0MkTx9+pSXL192eOq7PZRC7c7Ozvj4+LxxBSwpKYmmpqYOqXRo4969e+jp6b3zNoIu1OnKUP4fo2/fvhgZGbFv3z527Nihduc4efJkRo8eTVBQEPb29hoHGjqKjY1Nu5kCZY9kZ3B2dsbFxYWVK1fy8OFDoCXLWVBQgLW1Nbm5uejp6TF06FD69+9PQ0MDCQkJPHr0iMTEREpKSujfvz9z585l4MCB6OjoMH/+fA4fPtyu3ZmSMWPGkJGRwb59+zo0rGNhYUFlZaVaQDlmzBgOHTokBpQlJSWcPHlSbSJaG4IgcP/+fdLS0rC2tmblypUd7l/KysrSKjpuYmIiDk8pPycvL4/4+HjKy8vFvxsZGTF48GBWrFjRoe1NSkrC3d2dgQMH4u/vryJM/SqvZihlMlmHv5tyWruhoYHCwkIKCwtJT08nLi5OzB5GR0djYGDAkCFDOHnyJLq6utja2qKrq0teXh7Hjh0T9e60ORtdvnyZsrIydu3ahYmJCf7+/mJA2VqO5mc/+xlHjx5FX1+fhoYGjcMLL1++5Pr16xgYGDBv3jxMTU3FYZ9JkyYxfPhwDh8+zMiRI/H09KSmpoY//OEPVFdXM3XqVDZs2KDRChNaFnZ7e3ucenkjQcrz1D8AEnjF3UdpyainZ0Hhy1VMn+aDlVURe/bsYceOHWrHuaGhoThoJAgCf/jDH7CwsODChQs4Ojoybdo09PT0kMlkhIeHc+fOHfG7akJHR4devXqJ/ZCvIpPJxICze/fuhIaG0qNHDxITE4mMjGTLli04OTlhY2NDfHw8L168EKfR2yuja8PR0ZHNmzeL/dV6enoEBwdjZWXFpJEzOfNFNAiSNi1yBQXUVjZixhCa6hToahhCVw79bN68WeuU+rvGzc2NmJiYDk99t4ejoyNbt24lIyODQ4cOMXDgwDeyiY2Li3tjU4iJEydy5swZ0Q++i2+Orgzl/1HKyso4duwYO3fu1JoFS0tL4+bNm8yZM+e1rbfu3buHnZ2d1p7DvLw8UlNTO+3/XVpaym9/+1vGjBlDQ0OD2uBNa21MmUzGkydPEASBDRs24OnpSVNTE0lJSaSkpIhZkKKiIpqamvif//mfDmcGq6qqOHz4MOvXr2/zApyenk5JSYnGjMmNGzdwdXVFV1eXixcvsn379nZLROXl5Vy9epWmpibGjx/f6Z7OR48eYWJiorE/q6GhgadPnxIcHExVVRUDBw6kW7duODo64uHh8UYDXP7+/mLQnpKSQmpqqtYMdmJiIgqFQiyNV1VVcffuXaZMmUJRURGBgYEMGDAAubylJ7D1pSo8PJzx48djaGgoDqyEhoayceNGdHR08PPzY9KkSWrZxIcPH/Lo0SM8PT2ZNGkSjY2NHDp0SOMASWxsLP/5z384dOiQ+NipU6eYNWsWUVFRZGVlsXTpUjE4CAwMZPLkycTGxqrYDmrSj1SitINUOiIpFAr27dvH2bNncXZ25uc//3mHFsXg4GDmzZsnBrL19bnk5Z8gL+84Mlml+LzmZlvc3f8HHekYEhNTxRsO5VBaW1Z/Z8+eFeXJoKUEHx4eTnNzMyYmJkyZMoVu3bohCAJ/+tOfcHZ2RhAEXF1d8fLyeq1gLyYmBoVCwciRI0VThxkzZpCZmcnNmzextrZGT0+Ply9fUllZiUQioVu3btjY2GBpaUmvXr06HWwqFSBevnyJ9IUL0iYT2owmWyGRgseUXkxYoXq+VlRUcPjwYXbu3PmNTEq3hUwme+PStzaSk5MJDw/Hw8OjU/JYSl63f1ITBw8eZOnSpW807NhF5+gKKP8PU1tbK0puaMvACILA1atXKSsrY8WKFZ12x2hPbPjixYtMmjSpUwK55eXlBAQEEBMTw8aNG7WWZ+rr67l48SL19fXMmTMHiURCVFQUZWVl4nMGDhyIh4cH+vr6yOVyLl68SEREBEOHDhV1Ivv27YuHh4fWhVQul+Pn58fkyZPVArvGxiLy809SVHSf6poiulk5YGE5HEeHVRgaOoj76PPPP8fGxobNmzdrXdgEQSAyMpJnz55haWnJ7Nmz23SKaItDhw6xZcsWXr58SXx8PCUlJeJjBgYGuLm54eLiQlBQEDo6Op3Si9SGphaIW7du0a1bN1xcXMRMojKwT0tLw9TUVPTrrqmpIT09nXHjxtGjRw8yMjLw8vLSGFC9OpDT0NDA6dOnmTVrFseOHWPjxo0qx5xCoeDEiRPidnh7e4tDQtnZ2URGRqpMvF+6dImEhATWrVunkk2Lj4/n3//+Nz/72c/UjoXCwkJiY2MpKipi3bp13Lp1i9zcXDw8PMRp8ldRepF7eHgQFRVFamoqRkZGrFq1itu3bzN06NAOSX9pG1Bqbm7gyJGvGTduJC4ugwkKusq6deuJiYnBxMREJeBuaGhg//79avsOWn5HMzMzrUFCbW0tt2/fpry8HIlEQnFxMT/+8Y+BFtOFx48fA9CzZ08mTpzYqQne/fv3iw4zly5dYsSIEdjb22u89shkMnJzc8nMzCQvL4+ysjIKCwupqKgAWnq/ra2tsbGxEX3K7ezsNJ6TLzMqOP3XmA5vpxI9Ax02fz4BPYOWG4eCggLOnj3Lzp0738kQy+vwtkvfrxIXF0dUVBReXl4aVRM0oTxH35YWp1wuFwXq3+VUehf/pSug/D9OU1MT+/btazfDVlVVRVBQEIMGDdJoQdcWx48fZ8mSJRrvvNtzyHmVJ0+ecPv2bXR1dZk9ezZxcXFqfYwVFRVcvHhRTfrnVTRpYxoZGYkCydOmTUOhUPDixQvi4+NpaGgAWgI7Jycnhg0bpjKZfO7cOWxsbBg/fjzNzVWkPP8NhYWXlJ/W6pOlgICNzQxcB/6RjIxi9uzZw69//WuNlmbV1dVcuXKF+vp6ceijszQ1NZGcnExycjKZmZnU1tYyYMAA7Ozs8PDw0Dp487rT3oIgiIt1YWEhxcXFhIWFMW7cOLVg4e7du4wfP16UjbK1tcXAwECt7/TVnspnz57R2Nio0c/81ePq1KlT9OzZk5SUFDZs2KCSAS4rK+P48eOsWLECW1tbjcfkvXv3MDQ0xNPTEz8/P8aOHUtUVJQYrFRWVhIcHIyLiwuZmZlaB7wOHDjA06dPGTRoELNnz9Za2oWW7P3t27e5d+8e3t7eVFZWMmHCBJXfXzmRvGbNGq03PIIgcPz4cbXvVFtbi6+vr4ok1fXr1/H09OThw4d4e3urnTtyuZz9+/ezePFiMdCPioqisrKyTc/21igUCv7yl79gZ2eHnp4evXv3ZuzYsejq6pKdnS0O4FlbWzN16tR2h9IyMjJIS0tj+vTpKBQK/P39xSn+4OBgZsyY0eEScnNzM7m5ubx48YJnz57x8uVLMdiElpK8tbU17u7uGJY5kxFdiaDo7BIpMH6VC8Om9Gm3p/3b5G1MfbdHZGQk8fHxjB8/nkGDBrX53NjYWPT19d+q601NTQ1HjhxpV1i+i7dDV0D5/wM0LRLaiIuLIyIigiVLlnRYZLuiooLbt2+zePFitcc6M5Bz9uxZUlNT6devH4sXL0YikeDv7y/qUubn53P9+vU2pX/aQ6mNefXqVXR1denfvz8ODg54eXmJwaMgCOTm5hIbGyvKGwH06NEDuVxOXV0RdvZHqKvLpG2JFh2kUmtKS7axaNFGMXOmJDY2lri4OMzMzJg9e7bWLPKrFBUVER8fT2Fhofg3PT09sRwZEBDQrv6lksjISJKTk8WBitLSUjFILC0tVRnEaY1EIsHKykosN5ubm3Pu3DmNNw+CIPDVV1+pZQouX77MxIkTxWAgLy+P9PR0UQqqpKSE2NhYtT7f/Px8kpOTxeyKQqHg448/ZtasWWrC4tHR0SQlJbF27VoxO6TtJmfPnj2Ul5fzwQcfcOPGDaZNmyZ+r+bmZpYuXYqenh5ZWVmkp6erZHeU/ZFPnjxhx44dpKenayz1V1ZWcuPGDerr63FwcGDAgAH8/ve/Z9OmTUyYMEHjvm5oaOD48eMMGjRIo2JAcnIyNTU1KsNFyqzYtm3bVM6T+vp6rly5QlNTk9aBJ2Xmb9KkSaIDlqZzuy1CQkLw8PDA1taWjIwMIiIikMvlmJubM3XqVMzNzSkuLub27ds0NDRgamqKj4+P1kqGr6+v2M5w8eJFRo0aRY8ePTotdN4ezc3NZGVl8fjxY/LuSzFotkZC5wIRqVSCgVM15XqpODo6vnFP4LviXZa+X+XevXukpKTg7e2t4mvfmmPHjrFmzZq3Hvjl5eVx9+7dNiXIung7dA3l/P8AHR0d3nvvPfz8/Jg6dWqbUhVDhw7F3d2dM2fOIAgCS5cu/f/YO++wqBJ7/b9nht47CiKIqCgIYsGCDXtHsAOCUqz7y83eJHs3m0325iabvvdusquIdGmKAhYEVJqgIIL0ooD03tsMZcr5/UHmhHFmYIaibnY+z7OPy8xpc6ac7/mW9520309DQ4PvLn884tyvDA0NwdfXFwwGA0eOHKF6tADg0KFD8PHxgYqKCgwMDCaV/pkMJSUlbNy4ERs3bkR8fDwMDAygp6eH1NRUSgKHTqfD0tIS+/fv5ytRjZU080CXuYbBwVZMfhgccDidMJofAxrNHXJycujo6MDTp08xODiIFStWTDgkxGKxUFFRQfXZ8dDV1YW1tbXQjFFDQwOfdSNPGogXJI4fuAH+NfSTnZ2NLVu2QFtbG/r6+rC2toaWlpbYJbro6GiRvZIEQeDs2bMICgrCuXPnqMcZDAZfEM1isfiymzyXpXfJycmhspgcDgc/+9nP4ODgwCfaTJIkbt++jblz54qVfS0uLoaCggKVsWOxWHjz5g2Ki4tx+PBhvgyvsbExUlNTAYzdgL169Qpz586Fq6srHB0dkZyczCfiPjIygqSkJHR2dkJdXR379u0Dh8NBTEwMhoeHsXXr1gmrAgoKCvDw8MCrV6/g5+cHZ2dnPoWGvLw8PqmwkpISFBQUCO0L5clbTfQd4r1fPj4+6Orqwpdffjnp+XsX3m+Cnp4eFixYQP3m9PX1UTqdNBoNGzZsgImJCQYGBpCSkoK+vj7IycnB3t6ebwqaZ8no5ORE2e2dPXsWCgoKYLPZYLPZM2I1KysrCzMzM5iZmeFeaz4aX/dMvtK7EIC6mjoUNOZicHAQz58/l7jq8z6QkZHB5s2bkZKSMmulbx6bNm3Cxo0bkZKSgpSUFOzZs0fAYlYSq1pJMDQ0xNKlS/HkyZNpDaFKmRxpQPkjgSAIeHh4IDIyEkNDQxOWVWk0Go4ePYr29nb4+flh3bp1k/bBWFpaori4GMuXL6cea21tnVQao7q6GgEBATAyMsLFixf5egZ50j9tbW0SS+yIw759+xAdHQ1FRUU+bUxeViYqKorK0KmqqmLNmjWwtVVDfoHwCVZhEAQXg4OvkZ8fgv5+Nn73u9/h66+/FhD57u7uRmFhIZqbm6nHZGRksGTJEhw6dIjvvIyMjKC9vR25ubloa2tDf38/CIIASZJIS0vD5s2bKT9mGRkZ6OrqQl9fH7a2ttDU1BT40Waz2SBJUkCCR1xIkkR/f/+EfbK8DNTdu3dx+PBhAGPB4Pgg4N0pbxqNJvSGhKdryht0MDU15Qsm+/r6EBYWBkdHRxgYGPCt29bWJpB5T0xMBI1Gw9mzZ9HX14fz589j48aNsLCwgLe3t8D+uVwuOjo68Oc//xnbt2/nE1FXU1PDwMAAFBQU8PjxY7S0tEBeXh47duyAjo4OWCwWdbPm7OwMOTk5PH/+HHV1dZPKQK1atQqWlpZULyhvmpbL5VKBf1paGphM5oSDDTQaTWTmefw5BMZuMLOyskSK84tCQ0ND4OYFGFNDcHBwADD2fmdmZiIjIwMAsHjxYhw8eBAsFgtpaWloa2sDnU7Hhg0bsGDBAjCZTEoZQFtbG+3t7dDT08OePXuQmJg449qDSupyIGhjE9ySwOVwQciCypqWlJTA19cXO3fuFJmd+1DM9NT3RBAEge3bt4MkSSQmJuLRo0c4ePAg9PT0wGazZ7W/dMWKFUhKSkJBQYHQFhopM4M0oPyRcerUKdy7dw9MJlOo/t549PT0cP78eWRmZsLPzw8nTpwQ2au0evVqBPmHAF2aaK/tB2uUg/bOVliuWwAOiwu6rGBG5MmTJ0hISICjoyN1cSRJEqmpqaitrcXq1avh4eGB7u5uPHjwQGxNSEk4cuQIQkNDoaioSGnoycjIwMrKik+Yu7+/Hzk5ORge/j/IK9BAEOJfZbhcoL4+GPb2AZCRkUFtbS0qKiqonk1gLHM6d+5cmJqaor29HUwmE1wuF+Xl5SgvL+fbnry8PPT09KCvr4/FixdDVVUVBEGgq6sLCgoKEpcnN2zYgLS0NJSXl0/a5ySM9PR0bNmyZdLlFi5ciMbGRqpZ/13ezVBORHl5ObKysgSclIqKivDq1SucP39e6Lby8/Opzz2Hw0FISAjWrl0LCwsLDA0NITQ0FOrq6jAzMxO4ieINgTGZTJw4cQLJyckC36Hi4mLk5+fD0NAQvb29VEaWJEnEx8ejvb0djo6OfMG3lZUVUlNTJw0ogbH33t3dHYWFhfD19eWTc+I5vkymqLB69Wo+YfZ3GRkZQUhICC5dugQZGRmkpqYiKSlJ7B5KYCygrKmpmXAZXoaMx5s3bxAREQGSJKGlpYUjR45AQUEBz58/R0ZGBkZHR/H3v/8dn3/+Ofbv309lKacrdC4Ks5V6qMhum3zBdyEI7Dq6gfrT0tISFhYWePLkCZ4+fcqnDPAxMBOC55JAEAT27t0LDoeDuLg4dHd3Y968eZNej6bLjh07EBkZCR0dHYHsqJSZQRpQ/ghxcHDA48ePkZ6ePqF1IY8NGzZg9erViIqKgqamJjVRzWN0iI2s2LcYyjdC+qsKELSxbBlIGrLq65EX1wwr+3lYtc8EdDoNHA4Hf//739HR0YFf/epX0NbWBpvNRkJCAjo7O2Fvb89XgtHS0sLg4KBYrjxTwdXVFf7+/gKlzfGM9X5tQmraBbyr7TcZNBqgpt6M3/72v9DS0ofAwEAsX74c8vLyMDQ0hIGBAZVh1NfXh5WV1ZRE5+Pi4qbUS2ZmZobnz58jJydnSgFlTU2NWAElMKaDGhERIfQHXRwdypGREbx+/Rqamprw8PBAYGAgNm/eDJIkERsbC01NzQkdZ7q6uqCjo4Pe3l7cuHGDGlaLj4+nBLqvXr2Kx48f4/Xr1zA3NxeqHwmM3QQwGAx0d3cjLS0NXC4Xy5cvxx/+8Afcu3ePalPIyspCSUkJ9u7dK/R1q6qq8pXIxcHa2hrLli3DH/7wBxgbG8Pf33/C/rTxLFq0SKROJM920MvrX+Lc9vb2ePnyJV92eTLU1dVFtsGIgmdCAIy9T4mJiWAymZCVlcX27dthYGCAb775BleuXIGamholUs/LvmdnZ8+I0DkP4+U6UFKXA7NvdPKFeRAkaBpMFJbl8pW5CYLArl27MDo6iujoaMjJyeHw4cMfxdT3+yx9j4dOp8PBwQEsFgs///nPsXLlSsyZM2fKNrTicPLkSVy7dg2nT58WOcwpZepIA8ofKbt27cKzZ8/w6NEjgUEGYcjJycHV1RV1dXW4du0adu7cCTMzMwwNjiL2mzz0tjEB7r/syMYY+3uEyUbOw1q01vTD9thc/M/vfot169bh008/xfDwMKKioijpH1EB3cGDB/HgwQM4OTnNyOsfD0EQ8PT0xNWrV+Hm5iYye8Bi9UHSYHI8fn7/CyWlBQgMDMSZM2fA4XBQVlaG169fg8lkoqamBnV1dVi8eDEsLCwkkgxiMBiQk5ObcsAtKyuL4eFhifuYKioqJNbIPHXqFBUUjIfFYk04mMTlcvH73/8ea9euxb59+1BaWoply5ZhcHAQN27cwIEDB6gs80TwspuXL19GaWkpoqKisHfvXrBYLNTW1oJOp2Pv3r346quvoK+vjwULFsDV1ZXv4t/T04Ph4WF89tlnOHLkCJydnfmeHx0dRW9vL77//nts2bJFaOl8usjKylKT7To6OtPW2yNJEv7+/nB2dhZ4H2xtbVFWVib2kJ2srCyfcL6kaGtrUxWJ0dFRZGRkICUlBTo6OqipqcHly5fx+vVr/PrXv8bGjRthYGCA2traGQ0oaTQCq/bNR0ZklfjrEDQcubAFXcwmBAQEwNzcnC+wlJOTw6lTp9DR0YHg4GCB5z8U77P0/S6ysrJYs2YNjh07htjYWHA4HDg5OUlsSSsOBEHAy8sL165dm9AeU8rUkE55/8jJy8tDXV2dxGXSx48fo7m5BUrNS9HZOCh2n1EXpxpHP90AAwMDxMXFUS424twthoSEwNnZeUazlFwul5psbmxsREhICKysrDA8PIz+/n6w2WxqWVm5UezfnzTlfb196wVlpfnQ0NAASZJCe744HA4qKytRUlKC0dFRqofQ1NR0wsxlZGTkhI4vk9HW1oaYmBisX79eoh6joKAgnDlzRuJmeiaTiU8++YRPNPzly5fQ1tbm053k2S/yhLfl5OQoC83AwECsW7cOmZmZcHNzE6vH9vPPP8fmzZtha2uL2NhYWFhYYMOGsfKkn58fPDw8kJycjKamJixduhS5ubmUz/fw8DCePHmCnp4eaGhoYOfOnbh586bA629tbcVf//pXWFlZQUNDg+oZnAhJ7UmBsUnuX/7yl7h+/TpoNBqioqKgp6c3aWm6s7OTctIafwMXEREBOzu7CU0O6urq8OTJE3h4eEw6HDeV1zQZPB/svr4+6OnpoaqqitKovHr1KrS1tbFo0SJs3759yt8FHp2dnYiIiIDN3F0oSm6eeGFizIFol6clzFb9q0e3vLwcmZmZWLp0KfU5G09JSQmeP3/+UfRXstlsBAQE4Pz58+91vyMjI7h37x7Vw81gMBAbGwtZWVk4OjrOeO88MHZDGB0dPaGTlxTJkQaUUlBeXo68vDyJxa3LshqQGlIp8f4UljdDc66SxNI/vNLiZFlKNpuNzs5OtLa2oqqqCvX19ejv70dfXx9fgMhDVVUV6urq0NDQgL6+Pp4/f47Lly9j7ty5fFlCkuTgafpKcDiSlScBgMulIy3VAV1dAyAIAmVlZbC0tIS8vDwWLFiAvXv3YuHChUIDM5IkUVNTg8LCQgwNDVGPzZs3DytWrICSkhIiIyMl1pJ8l5CQEBAEIfZ2uru7kZ6eLnYZ9F3+8Y9/wMDAgBIUf/78OebNm8cX0ERGRmLVqlVIS0vD2bNnERUVBRcXFzQ2NsLf3x8bNmzArl27Jt0Xz4FmeHgYc+fOhYyMDBwdHakMBa9Pb86cOdi+fTulH9nc3AwfHx+YmZlBXl4eO3fu5NMSraqqQktLCzZt2oTBwUFER0dDU1MTe/fuxa1bt8DlcsU6nw8fPoSdnZ3Y2SGeFaGqqirlfQ6M9SGmpKTg+PHjQjVPgTGtVy6Xi5qaGioLGBcXB2NjY76hOlF0dHQgKioK586dm/DmbiIv9unAy6R6e3ujqakJX3/9NdavXw95eXm0tLTA1dUVqampYDKZUFZWxrZt2yTO3paVleHly5eUpmlpRhNe3HuL4UE2CAKUpzcJEgQIaM5VwuaTSzBvifD9lJWVISsrS2hgSZIkkpKS0NjY+MH7K2db8FwYGRkZmD9/vsCNTF9fH+7evQtVVVUcOnRoRqb4x1NdXY2CgoJZqXr9WJGWvKVg6dKlUFJSgr+/Pzw9PcXONlVkdUg+BUmQMNNajS1O5pMvO47R0VEwGAy8fPkSbW1taG1txcDAgNCyGo1Gg6qqKjQ0NDB//nxs3rwZ+vr60NXVFcv2bPv27bhx4wYuXrzIf+gEHYYGJ1DfEIyJ9ScFjgjz5h3F11//gdK4vHv3Ljo7O2FkZISGhgb87W9/AzDWV8QbSrC3t8eqVaugoaEBU1NTvgwGSZJobm5GRkYGkpOTYW5ujvDwcOjq6mLlypXQ0dGR4PjGUFVVRWdnp9hl7/j4+ClPhgOAjo4O5s6dS00RC+uhLC0thbKyMp/c0NDQEL744gv8+te/FqvczrPP7O/vh7y8PPbs2UMFbq2trUhISMDz58/x7bffQkVFBSRJoqCgAIWFhaDT6Vi5ciX09PSElibNzMzw9OlTtLS0gM1m4+TJk9RNCJfLhYqKCgYGBibtC1uxYgUKCwvF6kXlTXKbmJjwSWwBY32IZmZmuHPnDtTV1bFnzx6B9RsbG7FlyxaUlZUBGBuq0tLSEiuYBMZkq9zc3ODj4zOhC9dsQRAEVq5cidzcXKxevRo7d+7E5s2boaysjN/97neUcsOqVatgbGyMlJQU9Pb2QlZWFlu3bqWE9EWRkpKCoaEhPkkvi02GKKh/CjuzLagt7EZfJxMdne1YYmUKy42GmLNQfcLvzLJly7Bs2TKUlpYiICAAy5YtoybnCYLAzp07P4r+yg9R+q6rqxPq/62urg53d3d0dXUhNDQUOjo62L9//7Rk48ZjamqKjo4OZGRkTMt/XMq/kGYopVC0tbUhOjpaLIswRt8Igv/r+ZT2IytPx7m/bwGTyURVVRXevHmD6upqtLW1iey7otPpUFdXh6amJvr7++Hu7g49Pb1Z6bMBxspdMTExVDmNB5NZi6wX2yXeXmPDWdjZnYSZmRn1WEBAADw9PcHlcinNQ97r7+/vR2dnJ/r6+ijdQENDQ8ybNw86OjowNzen+gXHO4e0t7cjPz+fT79RXV0dNjY2k/oZDw4OIigoCKtXr55UJobFYuHmzZs4ffq0xOeCB68kGhUVhfXr1+PNmzeUGDZJkggPD0drays++eQTKCgooKGhAenp6Whvb8ecOXPEyn5VVlZSw2QMBgM///nPQRAENQ2ur68PWVlZLFiwALKyskhPTweXy4W1tTWsra2p8xUVFYUNGzbwDdWQJIlHjx4hKSkJ7u7uAgFZTk4OSJJEU1PTpC0lJEkiMjJy0hIxb5Lb1tZ2Uheqt2/f4tGjRzh69CifVBIvcxgeHg5zc3N0dHQIDTwnY2RkBNevXxfpwjVbGUoePEtGDoeDsLAwnDlzhhI6P3XqFPLz81FaWgpgTIvQ1tYWWVlZaGlpAY1Gw7p16/i+j7z3YPHixQITx1wuFzdu3MCZM2fQ2NiIhw8fwtvbe8rBTWlpKV68eAELCwusW7eO77nOzk7cvXsX5ubmIsXuZ5P3KXgOiO/f3draiocPH8LQ0BC7d++eMc3Khw8fwtTUdEoDiVL4kQaUUvjo6+tDSEgIzp8/P+FQSEf9AKL+kDPl/byRuQdZeRkYGBhg4cKFWLx4MUxMTMTKdsxGL6UwGhoakJqaKlCyrKr6C+rqfcXcCgFDg1NYsuR/kJaWhrdv32L//v2YO3cusrOzoaSkJDQzNDIygqKiIlRWVoIkSXA4HPT09EBWVhY0Gg0tLS1gMBgYGhqCubk5tLW1KVHmxYsX8/Va9vb2oqCgAM3NzVRPppKSElasWAETExO+H2Zxy9737t3Dpk2boKWlJeZ5EIQXcJAkCR8fHxgaGmLz5s2Qk5NDYGAgjh8/jsrKShgbG8PIyAhffvklVq5cCQaDgRMnTkzaLvHw4UM8evQIhw4dwvbt2xEWFgZ9fX3KX3v16tWU0gCvd3DTpk1Cb6ZIksTVq1fh5eUFeXl5ZGdno6ioCLt378a8efOoYOPddUJDQwGIZ205Uc8hz09+/CS3OLamXC6Xytjt378fBEFQ5/3JkyfIycnBF198MemxiYLD4cDPzw8ODg4Cmb/Z6KEcT3V1Naqrq7Fjxw7ExMRg69at0NLSwo0bN+Ds7MxXIm1qakJGRgZYLBaUlZWxadMmVFRU4O3btwAAc3Nz5OTkwMHBQegk/pMnT2Bubg4mk4ns7GycPn16RgKakpISZGdnw9LSUmCg6EP2V5aXl6OlpWXWS99MJhMJCQkSScLV19fj8ePHWLhwIbZu3Toj70NwcDD2798vcihUinhIS95S+FBXV4e3tzeuXbsGDw8PkaU6YppVh5MnT8LUbAH09fUl/kE4ePAg7t+/Pyu6lOMxMjLCunXrcPv2bb4+tYULfw42h4GmpjCM+XYLq/kTAEjMmXMYixd/BYIgYG9vjy1btlASNYcPH0Z0dLTQgFJeXh5r1qzh02vs7+/Hq1ev0NzcDFVVVTAYDDx69AjW1tbgcrlgMBgoKytDRUUFOBwOnyj43LlzqXIfQRBgMBiUzSYPOTk5sFgsMJlMcDgckVlqno/3dIJJvjP1T9H9n/70pzAxMUFWVtaYjiSXhoGRNnS/qEf+nWeYp6pPidFPFEzy3HN0dXXxt7/9DRwOB7dv38azZ8/w5ZdfYtOmTXj8+DHKysrw5s0bfPnll5NOhxMEgTNnzuDPf/4z5syZg7Vr1/JNbsvJyWF4eJivpYL3uVZVVUV/f/+Ue+OEeXL39vZOKCTPg0aj4dixY6irq4OPjw+VKW1vb0ddXd2EAzjiQKfTcf78eYSEhGDjxo18Gb/ZxtTUFKmpqeBwODh48CAiIiLg7u4uVOh8vAUig8FAamoqenp6QKfTsXDhQsTExGDhwoVISUmBqakp1q9fz/f5b2xshJaWFmpra6fdqzweS0tLWFpaoqSkBAEBAXyBJU+/MikpCWlpaTh69Oh7669cunQpXr16Neul76ysLKHDShMxf/58eHl5oaqqimofkHQb7+Lu7o4rV67Ay8tLrLYoKcKRZiilCIXFYsHX1xenTp0S2tw/NDiKwJ8/m9K25ZVksO2TeaitraX8qMd/DGVkZGBkZARjY2PMmTNHaFlpvMf3bFNQUICmpibs37+feowkSbR3JKC+PgD9/QUACBAEDSTJBUBCVcUCnV0rYGnhJTRYYbFYuHv3Ll69egV3d/cplVuePXsGkiTR19eHvr4+kCSJjo4ODA8PQ19fH/Ly8pCVlYW1tTXU1NTw5s0bPiceYMyKb8mSJdRkdUFBAa5evYp58+Zh2bJloNPpWLZsGZYuXUqd68zMTGhra1OagVPl3ZLoZ599huHhYXzz5Z8wmNkM5qs2kCz+YL1PZQRzdi+B1up5Qm9E0tPT4ePjgy+++AK6urqUfuTWrVtx7do1LFiwAIqKiti5cycUFRURFRUlVoDQ3t6O+/fvQ0FBAWpqanzOSsBYZj8pKUngJuf169doaWlBT0/PpM3/t2/fhoODA1+wLMqT+8GDB9i0aZNEF3ueVmdqaioWL16MTz75BOHh4WKVG8Xh9u3bWLx4MSUIP9sZSmCsPJyeng4nJydER0dTAzhBQUET6pHyKC4uRlRUFBYtWgSCIGBiYgI9PT3k5OSAy+Vizpw5MDQ0REpKChYtWjSl1gBJKC4uxsuXLwUylh+iv/J9lL7FLXdPRElJCbKysrBy5UqsWrVqytsZHh5GQEAALl26NCsWkD8GpAGlFJFwuVz4+/tj//79MDQ0FHg+7vtC1Jd1STSUQ9AA6+3zYXdEdCaDxWKhqakJtbW1aG1tpYJN3r90Oh1qampoaGiAp6fne/lxzcrKwtDQkNAS0MBAOXr7csFhD4Iuowx1tRVQU7OiSrnCPJV5MBgM/PSnP8WuXbtw+PBhiQJkXg/meEiSpKYXh4eHwWKx0NjYCFlZWRgYGIBGo0FbWxu2trbQ0tICk8lERUUFKisrMTo6CoIgKCs8V1dXLFy4EB0dHSgvL6cm5J8+fQpvb29YWlpO625+fMn75s2bqK6uxr4lW6HziguCgNDELxckaCCguEIXWkcXg5AZu9loaWlBYGAgBgcHcfToURQVFUFPTw96enooKytDbW0t7O3t+YT8IyIicOjQoQklqxgMBqKjo6kgkkajITk5Gbq6unxOSgAQGBiIs2fPCrzX4rYRlJaWgs1mUwEZz5PbxcVFYJtTvRCzWCycOnUKW7ZsweHDh1FcXIy1a9eKnAiXlPj4eGhoaGDDhg2z3kPJIzQ0FEeOHIGsrCyVpSwtLcXg4OCEupTJyckYGRnBvn37qMdqa2uRmZkJDocDNTU1LF26FD/96U9hY2ODtWvXYtu2be9FELuoqAg5OTlYvnw5bG1tqcffd39leXk5mpubsX275H3j4jATASWPvLw85OXlYd26dbC0tJzSNtra2vDo0aMZzUL/mJAGlFImhCRJ3LhxAxs2bBCYqK0r6ULc94USb9P1d+ugrjv1yVA2m03JuVhYWIBGo1EXXJIkqQEWExMTGBgYzFjAmZycDGVlZYEm+oloaGhAQUEBDh48KHKZe/fuwcLCAs+ePYO2trZYk4yFhYUYHR0VamH4Lmw2G6WlpSgvLweHw8HAwAAaGxuho6MDHR0d0Gg0LF68GFZWVpCTk0NWVhaePXsGR0dHvH37lhrwIUmSsoW0tbVFT08P3xCViYkJrK2txb7gRkZG4vDhwwgICICjoyOK417CslZnbMock2QICEBxhS6UHUxw584d1NfXY3h4GAsWLKAGtwDAxsYGy5cvR2RkJE6cOEGd197eXjx58oSvleHdc3b37l2MjIxQFoDjCQoKwuHDh/nkaMrLy9HX1yfw+QgLC4OSkhK2bds2YUaRzWYjOjoaJ06coCa5xwc74xGnf/JdSJLE999/DxUVFZw5cwYPHjygfMdnsn3k6dOnGB0dRWdn53sJKJlMJmJiYuDq6oo7d+5gx44d0NDQEJml5A3fmJubY+XKlSK329fXh6+++gqtra04dOgQLCwsUFVVBQaDAUVFRWzbtm3GAnFR8AJLKysrvu/6++yvDA8Px/79+2e89D0wMICUlBSxdFolgedMtXXrVolNF4Ax6aSamhq+ipQU8ZAGlFLEIioqCkuWLOHzNya5JB58V4DG1z0Q71NEYrm9ETafWDwjxyRKl5LD4aC5uRl1dXVoamoChzMm8cMLOgmCwNy5c2FiYgJDQ0OJ9M3i4uJgZGQk4PM8EXfu3MHmzZv5Jm3Hw2azqSnVlpYWxMfHw8TEBNu2bROZ2QwMDKQmu6cCk8lEfn4+amtrweVy0draiu7ubsyfPx+qqqpITU3F1q1b4erqyncMQUFBcHR0REVFBWpqaqhzS5Ikenp6MDIyAg0NDSgqKoIkSRgYGMDGxkboxei7774DnU6Hh4cH5GXkUPtVOmQ49MlCST5e6tcjqfI5FBUVYWpqChUVFSxYsAAbN27kC8rfDcCCgoLg6uoqkBEmSRJPnjxBY2MjHBwcRAYMHA4HV69exeXLl/n2ExwcLDCc09jYSGmI8jQ3RREREQF5eXlqklsYTU1NqKiogL29/YTbepfAwEBs3LgR1dXVVOm2tbUVn3/+Ob766issWLBAou1NRG5uLm7evIk//elPM64fKIyYmBhs3rwZampquHnzJtzc3JCcnAwzMzO+PtGRkRHKZlVY1YUHSZIICQlBT08Pzp8/Dzk5OWRmZqKurg7AWH91f38/ent7KevC2fSHLiwsRG5uLqytrakJdJ5+ZUNDw6z2V85W6TsxMRGrV6+eksTZZJAkiadPn6KyshK7du2SuFf46dOnUFRUFPkdlCIcaUApRWzi4uKgo6PDl4EZHWbjwXeFaKvumzSo1FskD8xvwbFjE19UJSEkJAQuLi4SXbS4XC5aWlpQV1eHxsZGPrFzXvA0Z84cmJiYYN68eQJBR1RUFGxsbMS+++WJar+razmemzdv8vlEv337FikpKbCyshIo21VXV6O2tnbGJzC7urqQm5uLzs5OpKamor29HVZWVjAxMYGioiI1XCKqRMVisVBTU4PXr19jYGBMwL2npwe1tbWQkZHB3LlzoaWlBR0dHXA4HDx+/BjffvstCIIAs6Ad3TffSHS8XHBR3FuFYpMOLF++HDt27BCpTDA+oGxoaEBxcbFA9i83Nxf5+fnYsWOHWMFVV1cX4uLi4O7uTj2WkJCAFStWCEw837hxA8DE094cDgfnz5/HL3/5Sz63oHe5c+cODhw4IFG7QVRUFFatWgUGgwEajcZXEgwLC4O6ujqYTCaOHTs2Yzp/fn5+1Gua7Z40DoeD4OBgeHp64vbt29i1axfU1NQQHBxMZSnb29tx69YteHp6TqgmwZtcP3jwIJ48eSJwgwCMWY7y+ixVVVUhKyuLrq4uEAQBW1vbafcXi0JYYPk++itno/Q9k+VuUfBuEBsaGrBv375JNUjHEx0djZUrV87ojda/O9KAUopEpKSkAABfMMNhcfHqUR2K0xoxPMgCjf7PiwcJcLkkVLUVYLNzPiy3GOLNmzcoKCigJi6ni7juOZLA5XLR1taG2tpaKuAc/zUhCIIqY9va2orl9lNZWYmamhqRri5DQ0OIjY0VGGIoLCzEy5cvsWHDBlhYWAAY65308PCY1Yv0mzdvEBUVhRMnTqCsrAwMBgOPHz+GhoYGdHV1MW/ePMjLy8PS0pIa3hEFSZLo7OzE69evKSmmoaEhtLe3Y+nSpdDT08O2nqUwlNEGDZIHM3M+XwMZDdHBFYvFQkxMDE6cOAFgLNDx8vKizt/bt2+RnJyM1atXT1gCFUZ+fj56e3upbCFPE3F8kAkAt27dgoyMjEjXFgaDgYCAACgqKvIdmzAkLXcnJiZCX18fNjY2iI+Ph52dHd+EeHl5ORgMBoyNjXHnzh3s3LlzRqa1s7OzMTo6itevX8PT03PGAlVRJCUlwdTUFPPmzcOtW7dw+vRp3LlzB7t27UJdXR3y8vLg5uY24bnlaWu6urqioKAACxYsgImJyYT75f0GMRgM0Ol0qKqqoqenBwBgYWGBlStXzvh3taCgAK9eveILLGe7v3KmS9/vI6DkweVyER8fj/b29gkrD+/i5+eHY8eOvXd/8x8q0oBSisRkZWWhu7tboMeEw+GipqAT7XX9YI1wIKcgA8MlGjAy1wJB+9cPalVVFbKysqYlij2eqWQppwNJkmhra8O3336LxYsXU+LqvK8SQRDQ1dWFsbEx5s+fT2XNJvtBvnHjBk6ePCk0QH3+/DnKyspgY2ODlpaWCXsyZ4qrV69i/vz5OHDgANhsNiIiIuDi4oI3b96gpKQEw8PDaGxsRFtbG4yMjKCvrw8NDQ2sWbMGc+bMEdjeyMgIAgICcODAAejq6iIxMRErVqwYC/CwC3LcqWVWdDwtobBItLVecXExSJKElZUVSktL0dvbCzs7O+oCvGDBggnbCybj7t27sLKyonrZwsLCcPz4cb73saurC2lpaSBJUqDsPX6SOycnR8B+cjwkSVLvgzhkZmaCxWJRDjyRkZE4efIk32vlicjzLu6PHz9GV1cXjh8/Pq1s15s3b8BgMDB//nzcvHkT58+fn1VVhvGWjFFRUdizZw/k5OTw29/+Fps3b8bevXsnXH9gYABBQUGU+4+4k+LjGR0dRUZGBqX5qqSkBCaTCYIgYGxsDDs7uxnNIPICyxUrVlATzrPVXzmTXt/d3d3Iysp6732KbDYb9+/fR39/PxwdHSeV3uK1tly4cOG9KIr80JEGlFKmRGFhISoqKkQONUxGXV0dUlJScObMmWnfvc9GllIcuFwurly5gjNnzvDpdfIycrW1taivr8fIyAgIggCbzcbTp0+xbds26OjowMTEBPPnz6dKlz09PUhJSRE5IEGSJH7+85/D3NwcDg4OInsyZ4rw8HCMjIzAw8MDcXFxsLW1FbrPkZERFBYWUgML1dXVGB0dxYIFC6ChoYEFCxZgzpw5SEhIgIeHB5SUlNDZ2YnQ0FAYGBjg+PHjaP5NpoBEkLhouy2D4jLRGYeoqCg4OjpCVlYWfn5+cHFxQXR0NJSVleHg4DAjF3gfHx+4u7tDSUlJpMe5sLL3u5PcAwMDSE1NFZAl4vH69WsMDg4KOLkIo6SkBDU1NXw3H6Imr9/NFnV3dyMqKgpbt24VsHcUl7a2NpSWlmLbtm0YHBxEQEAAvL29Z9Wq8dWrVyAIAhYWFrh16xZoNBqqq6vxq1/9asL3+V1/8urqatTX12Pr1q1TPhaSJFFaWoqCggKQJAkulwsulwsZGRno6urC3t5+QvMIScjPz0deXh5sbGywcuXKWeuvnKnS94MHD7B582axtFRng9HRUWrozsnJic8I4l0GBgYQHh7+Xlo3fuhIhc2lTAlra2soKSnhxo0bU3KNMDY2xq5duyjpm+l8UbW0tDAwMAA2m/3espTAmGj0hQsXcPXqVZw/f54KDHkZSl1dXYEp7BUrVqC7uxuWlpaora1FfHw8hoeHqdfPKwfzAk5jY2MqAzowMIC1a9fiyJEjiIuLQ29vLxwdHWetGX/btm24evUqBgcH0dHRITKAlZeXh62tLV8DO0+EvampCXfu3EF5eTlsbGwQHh4ONTU1FBQUwNTUlCpDE4oyIFmjUzpOmtLE7zmLxaJsFRkMBmJiYnDkyJEZDWw8PDzg7++PS5cuQUtLiyp5jkdVVRWjo6Po6uqCtrY2Nck9PpBTVVXF4OCgyP3k5+eL5Z9eX1+PoqIigRYKUfkDTU1NPrF6LS0tXLhwAcnJycjNzcXJkycl/m6pq6ujt7cXAKCiooILFy7g+vXrcHFxmTFR/HdZtWoV/Pz8sHTpUqSlpeHzzz/Hzp07kZiYKDIbVldXhydPnuDixYtUWf7p06dCeyclgSAISrgcGAuw09PTMTw8jPr6eoSEhFC6ptu3b5/U730ibGxsYGNjg7y8PAQEBMDGxmZW/MF5guc9PT1CWzfEpa+v74MFk8CYEcHx48epViOCIODo6Ci0L1lVVRX79++nWoCkiEaaoZQyLabra9vW1obY2FicO3duWj1WHypLCYz1P/r5+eHSpUtiXXRDQkJw9OhRoXfFTU1NKCwsxLp161BXV4e6ujowmUwAY2VvW1tbyMrKQkNDAwYGBigoKICcnBycnJxmxeHB19cXfX192Ldv35S03WJjY6GtrY3NmzejtbUVycnJSExMhIKCAvr6+mBhYYH58+dj5aAxNJtkQJNoxnssmJz7xVpKj1IYYWFhmDNnDkJDQ/HNN9/MylQpMBbEvXz5ktLBZLFYfELLDAYDd+/ehaysLOh0ushJ7okEwcXpn+zq6sKdO3dw7tw5gRs1UdseHBxEUlKSQFYVGLv437x5E3Z2dhJ/Bt7d3/iBl4mmrKdDdnY2QkND8bvf/Q4PHz6Eq6uryPJ1WVkZCgoK+I6RwWAgLi5uVoOH4eFhpKWlUUYETCaTUkewt7eftgVgXl4e8vPzsXLlStjY2Mxof+VMTH2/z/5JcRgYGEBsbCwUFRVF6gHn5+eju7ubys5yuSx0dCahvy8fHA4TdBkVaGrYQlt7Cwhi9rWRP0akGUop02LevHk4cuQIlaWTtM9EX18fR48exbVr13D+/Pkp30FraWmhv7//vWcpgTG3GXd3d/j6+orlsnDy5EmEhYUJiJIDYxZxiYmJ0NTUhJaWFmxsbACMXYA4HA7Vd9rb24va2lpoamqiq6sLn376KRQUFLBq1SpqMICX4ZxO5kNHRweZmZn47LPPJFpvdHQUQUFBfH1cPMmVkJAQ5OfnQ0VFBXQ6HQUFBSjqr4U9JNSMIwDldXMnDCZzc3ORlpaG9evX4+uvv561YBIYs4Srq6tDTk4O1qxZg6CgIL6AUllZGaOjo0hOTsavfvWrCSe5hcHhcCa96RoaGkJ4eDg++eQToZ9DUZ9NFRUVkZlRdXV1nD9/Hk+fPsWNGzdw6tSpKfeT8awab9y4gfXr12Px4pmREONRVFSEN2/eYMWKFVBTU4OMjAwGBwdha2uL7OxsPsWEly9foqWlRSDAfvjw4az39ikoKFDSTSRJIj8/H2VlZRgYGIC/vz/09fWhoKCAjRs3TmoLKoyVK1di5cqVVMZy5cqV8PLyQmlpKa5fv44dO3ZMub9SRkYGW7ZsQXJy8pRK3+3t7bPeriMpqqqqcHNzQ09PD8LDw6GpqYkDBw7wXY9sbGzw+PFjFBa+gqpaJhobb4DF6gZB/Ot6U1/vB3k5fRjN98B8o7M/usBSmqGUMiPwGtq9vb2pEq0k9Pb2IiwsDBcuXJhyQNjV1YWnT59+kCwlMPZDee/evUmndAEgJycHAIQKk7958wYdHR18mYTbt29j9+7dE5a3Ozs7cf/+fcydOxfr169HfX09amtrwWAwBKbUVVRUYGxsDBMTkwm3WVpait/97nfw8fERu8TV1taGqKgonD17FioqKpSQ9IIFC7B+/XoAYxaJvIlcHoVfP4b2oCIgxi8SCRKQITD3F7aQURfsQ6upqcGTJ0+o1oPKykqJByymSlhYGHbt2oXs7GysW7eOyjYxGAz8/Oc/h42NDZycnEQGtw8fPoSdnZ3A8FZOTg7U1NREStKw2WxcuXIFFy5cENqbx3sfJsp+njp1asKgdWBgADdv3sSaNWuwYsUKkcvxmMgt586dO1i4cCF10zRdnjx5Ai6Xi927d6OjowPPnj3D3r17ER0dDRcXF74sJc8DfMeOHXzbIEmST2roQ9DU1ISMjAwMDw+jrq4Ourq6UFVVxapVq7B06dIptQe9evUKBQUFWLVqFaytrZGcnIyGhgYcOXJkyi0zYWFh2L9/v8Sl79jYWOzcufO9OA5Nlfb2dsTFxUFfXx979+6lvhMcDhOPHh+CvHwtJvuh0tHZgeWW34FGm1wF5N8FaUApZcYYGRmBr68v3N3dp9QfMzAwgODgYEpIeCoEBwfD1dX1vWcpedTX1yM9PV2sco6/vz9Onz4t9OI/3laRw+EgNDRU7J6uhoYGPHr0CIsXL+azGhzPwMAA6urqUFtbi4GBAQD8/XXKysowNjZGZmYmZdcozgBWXl4eSktLKUH07u5uhIeH48SJE3xZicTERKxdu5bvYhQVdhObOxaB3c6c8LeaS3JBAogafgrCSAnnz5+nsrDd3d2IjY3F/PnzsWPHDsTGxoLJZE7pwjdVeI40Xl5euHPnDk6fPk1Ncru7u+POnTtQVFQU2QvZ1NSEqqoqajKbR1hYmFAbRt4+fXx84OLiIvK719fXh+fPn4t03yktLcXIyIhY0knPnz9HRUUFnJ2dJxwsmcx+MTExESoqKtMqw5IkibCwMCxfvpwvyA0NDcXRo0dx9+5dHDp0CC9evICZmRmKioqgo6ND3dyMJz09HQYGBjMimzQTMBgMpKamoru7G7W1tVBQUMCcOXNgbm6ONWvWSBxc5ubmorCwEKtXr8bSpUsRExMDOTm5KQ2nTbX0/bGVuyeiqakJCQkJlNFEcfF5dHalQagvrAAE5s5xwrJlf5nlo/x4kAaUUmYUNpsNX19fHDt2bEplDZ4e37lz56bUE/ihs5TA2CRuaWnppHZ2DAYDd+7cEdAsBMayUXJycrC2tkZcXBzWrFkDfX19iY8jIyMDq1atklhfkcFgoKysDDExMeBwOGhvb8fu3bupoFNRUZEqqWtqaoIgCNy/fx8qKiqURmleXh6Ki4vh6uoqcLGKjo7GgQMH+IKRyMhI2NttQX3gKxgMawAE+ANLGgAuQNeUB33vXOS3lCElJQVFRUWYN28eOjo6MG/ePHh5eWH58uWg0+mUtqOorNxs0dfXhzt37kBWVhZWVlYoKSmhgsHJRM5FSQNN1D8ZEhKCnTt3wsDAQOQxlZSUgMvlCniQj9/vePmgyWAwGIiMjMSKFStETp1P1A/KIz09HUNDQ9i9e7dY+x3P8PAw/P39ceTIEQHRap4l45EjRxATEwNnZ2dcvHgRly9fxvLly4VubypSQe8LLpeLly9forKyEk1NTRgYGICZmRlMTEywadMmiW6ic3JyUFRUhNWrV8PQ0HDK/ZVTmfr+IQWUPGpqavDsWQAMDCMlXnetbTxUVGZH6P5jY3aVZqX86JCRkcGlS5dw7949qmdOEpSVleHt7Q1fX19qGEUStLW1qV7KD4W5uTlMTU2RkJAw4XLKysowNTVFUVGRwHNr1qxBbm4upXkpaTDJOw5vb29wuVz4+fnhzRvxnWiUlZXx9u1b/OY3v8Hvf/976OvrY/v27XB2doazszN2794NRUVFvHz5EmFhYfDy8kJVVRXa2toQHh6On/3sZ8jLy8OBAweEllBHR0cFstA1NTVIzkjFmq8OYM4vVgM2GujBIGjKsqBryEPBXAs6HpaY84s10LMywu7du/HHP/4Rx44dw9DQEH77299i69atiI+Px09+8hNcvnwZvr6+oNPpaG1tlfj8TQd1dXWsX78eVVVVuHv3Lp+F5YIFC8Bms9He3i50XWFZp6GhIZGZwNjYWKxdu3bCYBIYG6CbyB5Q0myXsrIyvLy8wOFwEBAQgKGhIYnW57F582bo6uoiOjpaovVaW1vh5+cHT09PoQ4oSkpKUFRUpH5Hrl27huXLl4vU+Kyvr4eRkZHkL+A9QaPRsG7dOpw+fRqff/45vL29IS8vj4KCAnz22Wfw9fVFfHy8WO/DmjVr4OnpidHRUdy7dw+2trbQ1NSEr68vqqurxT6mpUuXorW1VaiqgTAaGxtnbRhrNlmwYAGsV/QAkCyLSxB0NDaFz85BfYRIM5RSZgVelmXlypVYunSpxOuPjIzg2rVr8PDwkHiopKurC+np6XB0dJR4vzPJ8+fPwWazBUqX7+Lr6wtPT0+BDENycjLa2tqwdu1aiQc4hPH06VNUVFRg7969k/oOv+v4EhAQAGVlZQGHo87OTkRGRsLd3R1qamro7+9HaGgo9u7dCzabjdraWnR2dlLLEwQBkiTx8uVLuLi4wMTEBDo6OoiLi0N2djZ+//vfU8v6+PhgyZIlIi0m09LSUFVVhUOHDkFVVRX+/v44duwYJare3NyMzz//HPb29qioqEBvby9kZWVhZGSE9evXY9WqVVPq9xWX6OhoNDQ0gMlk4osvvqAe53K5CA4OhpKSkkjHqHezkSkpKTA3NxcIGpOTk6Gmpia0F/ddhImav0tcXBzs7Owkbg8YGhpCZGQkli1bxmfNKk6Gksfr16/x8uVLsWTICgsLUVxcLLIFgAebzUZQUBAGBwchLy8PDw8PKlv5LsHBwXBzc5t1R5/ZoL+/H6mpqWhsbMSbN29gbGyMBQsWYPv27WK1H718+RLFxcVYvXo12tvbJdKvlKT0PRXb0I8BNnsQT9NtIF6pmx8aTQFbtxSDIH54nytJkU55S5kVCIKAi4sLYmJiMDQ0JHHJVV5eHpcuXcK1a9fg5uYmUU+mtrY2+vr6PsjE93js7OyQlJSEly9fCpWH4XHixAncunVLoJy5bds2eHh4zFi5dsuWLdi8eTMSExPx+PFjHD58WKQe4OPHj/lsIs3NzZGZmcm3TFFREfLz83H58mXQaDQUFRXh1atXOH/+PHXeRU3xstlsaGhoIC8vD3fu3IG5uTl6e3sREREBgiAgKyuLlJQUHDhwACRJ8gUNBQUFePnyJbZu3conPP3JJ58gNDQU1tbWsLa2RkREBNzc3PgGL0ZGRlBQUIDMzEzcvn0bo6OjUFRUpAJXMzOzaYsXczgcBAYGYtu2bThy5Ai+/PJLZGVlUT17NBoNdDodo6OidTdlZWX5srgtLS0CgfVEg12imOy18aZ3hckHTYSioiI8PDyQm5sLPz8/ODs7Q1lZWaJzaW5uDhUVFVy/fn1CGbJHjx6BIAixyqZsNhv5+fk4f/48SktLweVywWKxwOFw+NoweBngH2IwCQBqampwcHAAMPaas7KyUF5ejq+++gpqampYunQptm3bJrLSwdORffnyJerr62FjY4OHDx+KpV8pydT38PDwDy6YBIDR0Q5MJZgEAC53GGx2P2RlNWb0mD5GpAGllFnFyckJiYmJePbsmcT9ObKyslRQefLkSbH9VwHg4MGDePDgwQfPUu7YsQP3799HcXGxyL4tDQ0N6OnpoaKigi8A43n1zqTMBkEQVPbw/v37YDAYQp0iWltb+cqI69evx/3796myaUJCAmRkZODu7g6SJBETEwMNDQ2x+89kZWWhqamJiooKfPPNN1BTU+Mb4BgdHUVsbCwqKirw7NkzAGNuJkVFRTA2Noa5uTm6urrQ0tICfX190Gg0EAQBNzc3PHr0CHl5eRgdHRXo7ZOXl8fatWv55GP6+vqQlZWFyMhIqjSurq6ONWvWYOvWrRKJcPN6gE+fPk1l+b766iucPXsW69atowIsa2trZGVlobW1VcCmcoQzgi79LvzyyS+hoqkCFVkVMLlMcLgc0GljF/bXr1+jsbFxxj/fkwmrT8bq1auxfPlyREZGTmmwZd68eTh69CiuXLkiMJxHkiTfDcNk9PX1ISQkBN988w3CwsLg7OyMe/fuYc+ePQJC5+9DKuh9ISMjg02bNmHTpk0AgIqKCmRmZuJvf/sbOBwOLCwssG3bNixYsEBgXV5gmZ2dDSaTCUNDQwQFBU3aX7l06VLk5eVNW/B8KrBYLAwNDWFoaAjDw8NC/39oaAijo6PU92+8Ta6wv9+FTu+E9rQUx34chWBpyVvKe+Hp06cYGRnhy3qJC5fLha+vL44cOSJRYPWhJ77Hc+vWLaxevXrC0rWPjw/Onz9PZUkCAgLg7u6OsLCwabt2iGJ4eBgxMTGg0+lwdHSEnJwc8vPzAUBAziUoKAh0Oh0sFgvr16/HsmXLMDg4iJCQEBw4cEBkb5ow/vSnP2Hu3Lk4ffo09XrHB5QsFgv/+Z//ie+++w49PT2IjY2FoaEhdu3aBYIgwGKx0NjYiNraWioIHP9TFh0dDQ6Hg++//x4GBgYSZ55aWlqQkpKCgoICMBgMAGOaqTt37sSaNWuE6jCO9+R+tz80KCgIbDYb3t7e1LEGBgbytREMsYfgW+iLqDdRGGANgAYadYHjkBzoK+nD3cId9ur2SE5KFjrMNRGTTVzz4AVf083WFRQU4Pvvv8f//d//Sdy2wmAw4O/vDy8vLygrK2NoaEigpWEiWltbERMTg3PnzkFGRga5ubmg0WgoLy+Hk5MTbt68Sd38kCSJoKAgeHh4TOl1/pDo7u5GUlISioqK0N3dTWXmLS0thQZTL168QGlpKbS1tdHW1jahPzibzYaPjw9cXV2FBnbV1dVoaWnBggULwOFwAEge2I2Ht6ysrCwUFRWhqKgIBQUF6v/f/VtWVnbK1Qc2e+CfJW/JwyWCkIP91pIfhSalNKCU8t7IyclBc3MzVZqRBJIk4efnhwMHDkw6fMDjY+ml5BEcHIxdu3aJPP729nY8ffoUx44dw5s3b9De3o5NmzYhKioKe/funZZA+WT09fUhNjYWmpqa6OzsFCq6npWVhf/5n/9BREQENDU1UVZWhufPn8Pd3V0imaf4+HhkZGTgj3/8I9/j4wOe9PR05OXlQU9PD7KysnB0dBT7xuDVq1dgs9l4/PgxOjo6sHr1aioA5P3c0el0GBoawsTEBHPnzp1UMoUkSVRWViIhIQFVVVVUyXThwoVwcHDA4OAgCgsLRfb0jY6O4o9//CN27NgBOzs7AGPe3lwuF2fOnEH/aD/OPT6H8u5ycMmJS2sL2Qtx+8xtyNIlExcXN6AsKSkBm80WS2dyMsLCwsBms2FiYiKxL/bo6Ch8fX2xbds2pKamwsvLS6xy6du3b/H06VOcPXuW7724fv06nJ2dERcXh+XLl2NwcBBr165FZmYmtLS0puxZ/jHC5XInzdgNDAygoKAAFRUV6O7uhqamJpYvX87X9sH7t7KyEg0NDQDGWjbWrl1L9R+PDwI7OjrAYDCwfvU6aHfJQ6UJoA+TIAgaOlm9MNxhDs1VhpBV+OFpMxYUeqGz8ykIQvzSN0HQMWeOI5Yt/fMsHtnHw4dP3Uj50bBmzRqUlpbi5s2bIocRREEQBLy9vREYGIidO3eK5R7xsfRS8uC56Rw/flxoGVVPTw8KCgqor6/H8+fPqQzKoUOHKHHm2UJdXR1nzpxBUVER0tLS8OTJE+zYsYO6oJSVlaGsrIzyIn/27Bnk5eWpjJs4cDgcBAUFYcOGDZTHszC4XC6+++472NnZ4dChQxIJIJMkiVevXuHcuXOoqqrCL37xC/j7+8PJyYkvkOdwOGhubv6nHMgzcLlcviwJjUaDgYEBTExMYGBgABkZGSxevJivJYHFYiE3Nxe//e1v0dnZCSMjI+Tm5mLt2rXYv38/30CDnJwcTExM0NDQQLUN2NnZ4f79+2hoasBvin+D192vJw0mAaBaphp/zvkzvlz3pdjnRRIsLCwQERExIwGllpYWNmzYgMbGRvj6+uLEiRMCgu2ikJOTg52dHb755hv893//t1jBZFFREcrLy4VmG7dt24aXL1+CzWZj4cKFiIyMxNq1a/HmzZtZlQpisVgTBna8v4X11E4lY0cQBGg0GhQUFAQydlpaWnx/HzlyBDQaDSRJorS0FAkJCcjIyICKigq2b9+OHTt28GXjs7KyUFRUhK6uLpiamgr0V5IkifS/P8DCdFmAxRl3dFzoQBmjDxrRkdwK9YMLoWzzcbnliILD4SA+Ph4DA/rQnyNZHyVJcjDP8IclkTQdpBlKKe+d6upqpKWlCWQQxIHXR7Vx40axrMM+tiwll8vFlStXKBeZdyFJEn/6059gbW3NJ0AdGhqK48ePTygiPROEhITg9OnTqKurQ1JSEiwtLTEwMAA2m419+/YhICAA6enp+M1vfiPR5HlPTw9CQ0Ph5uYGDQ0NodO/kZGRMDQ0REVFBTIyMhASEiLx8ScnJ8PExAQaGhrIzs7Gvn37KMWBZcuWie3KwuFw0NLSgrq6OjQ2NlIluvGf17lz56K8vBzW1tbYsGEDgLFS7ePHj5GRkYGhoSEQBAE1NTXs378fJiYmKCkpQXV1Nby8vCAvL4/AwEA0yDfgDvuOxK/1oeNDzFcTz5avv78f6enpOHDggFjLz5RWYGZmJgwNDWFsbAw2m41bt25BX19fwKFGGImJiaDT6dixYwfCwsJga2sr0iUIGAt2urq6RL5GkiTh6+uLvXv3IiEhASoqKpCRkUFHRwdsbGz4Aj3e+z1+XUByaSVgrKdxolIs7285OblpD4TNFO3t7YiNjUVBQQElV3TkyBEoKSkBGDvX2dnZ6O/vx7Zt27Bx40aQJIne+2/ByGoRax/qB0yhuvHjlRBisVh48OAB+vv7sXfvXujp6SIv/zR6e3MAcCZdH6BBV3cnrJZfne1D/WiQBpRSPgi8frOp+ndHRERg1apVE15geHxMvZTA2A/V1atXRVrk/e1vf4OZmRnfpG1vby+SkpJw9OjRWTsuJpOJ+/fvU9ljLpeLP/zhD2CxWDhy5AgUFRURExOD9vZ2fPPNN2Jvt6ysDC9evIC7uzv1Xr9bfi0uLsY//vEP/OxnP4O5uTkuXrwIHx8fiY6flwH18vJCcnIyLCws+PrtkpKSwGKxsHfvXom2KwwWi4Vvv/0WJiYm1N88eEGBvr4+TExMICsri/v376OsrAzl5eUwNTVFV1cXvvnmG7x48QLho+FoojWBQ4pzkRqDTtDhutQVP1/zc7GWLy8vx8jIiNhZxwcPHmDTpk1iZxNFUVZWBhaLxTdE8/r1a6SkpODQoUNQVFQUyNgNDQ3hwYMHMDIygr6+PhXMvXz5Ejo6OliwYIFA4FVcXAw6nY5ly5ZNeDxDQ0OoqakBm83Gnj178O233+Lrr7+GiooKX6D3sfxWfAwMDw/jwYMHSE9PB4vFwuLFi3HmzBloaWkhMzMTSUlJY60bq49A5lmvRNvWOWsBhSXiD729D4aHh3Hv3j2MjIzgwIEDfNUkFqsf+QWnMTBQhomnvgloaKzFCusA0Ok/vKn2qSINKKV8MHp6ehAWFjZlq8WoqChYWFjAwsJiwuU+Bvecd2EymQgICMClS5f4Auqenh6kpKSAJEls2rSJT+YjKCgI7u7usyZtEhUVhX379kFFRQX9/f0ICQnBqVOnoKOjg//7v/9DdXU1Pv30U8rSbrLzDoz5K3M4HOzZs4fvcV5A2djYiISEBFhaWqK2thanTp1CW1sb/u///g9/+tOfJDr+u3fvYsOGDdDT0xPpKlNSUoLc3Nxp6Q0Km+R+Fy6Xi/b2dtTW1qKxsREsFovqw1RSUkJHRwdycnKgOkcVNXtqpnQcanJqeH7quVjLPn78GCtXrhTqH85mswVKsR0dHcjMzMSaNWuox0ZGRiQenuju7kZrayufBzVv3dzcXGhra2PTpk1UIEcQBGJjY3H06FEYGxtDQUGB73169OgRFBUV+SxF7969C0NDQ7Hlk0JDQ7F79248fvwYOTk5+N3vfjdlP+sfGyRJIjMzE9HR0WAwGNDR0YG3tzeaGhuh/YAJZUIBBMTMshKAnLEa9C5MPrH/PmAwGLh79y5IkoSDg4PInnUOZwjV1f+HpuZIcDhMEAT9n9JmNJAkGzIyapg37zQWmHzyo/LxBqQ9lFI+IJqamvDw8ICPjw81zSkJx48fR0xMDNhs9oQyIh9bLyUw5uJx+vRp+Pr64uLFi9TF9sGDBzh58iRkZGSo53jw5E5EeTFPBy6XCwaDARUVFVRUVODp06e4ePEiOBwOrl+/jn379mHx4sVITk5Gc3MzEhISJgwouVwubty4gVWrVgmVS2IymQgKCoK+vj68vLxAEARqa2sBjDm/SGrDNzw8jP7+/klVACwtLaGvr48rV67Aw8ND4s8cL7N+4cKFCW+CaDQa5syZIzCRTJIkgoOD8fOf/xzR0dGoG65DDWdqAWX/aD+u+l6FDCEDOp1O9c7x/uX9P0EQyMzMREdHB/U371iAsZLsu6VYLS0tyMjIwNzcnHpuKiVZBoOBpKQkoYN4zs7OqKqqwpMnT3D06FGwWCzExsbis88+E9nasXv3bjx79gwJCQnYs2cPIiIiYGNjM2lmcjxHjhxBbGwscnJy8OmnnyIuLu69W3P+UCEIAnZ2dtRgWU1NDa5fvw6tfgWcVLGXbGMkMFrbD1YbA7L6kn0PZ5Le3l7cv38f8vLycHJymtTsgE5XxKJFX8DU9KdobXuA/r4CsDmDkKGrQEPDFnp6+0Cnz25r0seKNEMp5YPDm+Z0cXGRSPOPx4MHDzB37lyRfsLAx9dLyaOtrQ1xcXHw9PQEk8nE3bt3qYtbZWUlampq+KSWAgIC4OHhMeO9VklJSViyZAkqKysxODiIQ4cOoaamBomJiXB3d6d6p4CxLKqbmxucnJzg5OQkIDrPy246OzsLaIeOjo4iJiYGmZmZ+Oabb/ga/nlZy//3//4f/vd//1eoNI8oIiIi+AZ4JvK95h2Hv78/Dh06NKlrEI+SkhIUFBRM6s4yGXfu3MGuXbugpqaGPwX9CeG0qVuz/WXuX0BwCXC5XHA4HKH/AmO9jLw+T3F59uwZ7OzspvVaeRktXgAiDC6Xi7i4OPT394slV0SSJNWH7eDgIDTrKgyeoDyNRkN2djba29sxZ84csFgs7NixA3JycnzLSPKvpOt8LL2SM0X3nQow89ok1/4mALWdxlDbJl4v8EzS0dGBuLg4qKqq4tChQ1Oqkknh5+NI10j5USMnJ4dLly7h+vXrOHz4sFBf3ok4ePAgEhIS8OLFCz7bt/F8jFlKAJRHdkREBGg0Gg4dOkQ9t2jRIuTk5KC3t5fqZdu0aRMyMjL4Sn4zQX19PVpbW7Fs2TJs27YNSUlJGBwc5MuQ8tDU1MS6deuwbNkyPH78GKOjo9Sd/Zs3b5CRkYGLFy/ynWeSJBEXF4euri44OTmBJEmRASObzZYomOzp6YGsrCwVTA4ODk6aeZSTk8PFixdx8+ZNLFq0aMKbEWBMR5XJZM7IoMr+/fsRExOD5cuXQ1NWU7z+fiGoyqpi7y7x+0HFkQwaj4WFBUiSFEtEfCIIgphw3/Hx8fD09ISZmRni4+Ph6Og44W8Ai8WCr68vfv/73+PNmzeT2kkCY58/LpdLBdqamppISkqCkZER7OzsUFxcjO3bt4sMysf/y2azweFwxFpW1L//biyt0YY2V4JyNw8aAS6TPTsHJYKmpiY8evQIOjo6OH369Ed1PfihIz2TUj4K6HQ6Lly4gODgYGzevFli7+q9e/fiyZMnyMjIoBwi3uVjcc95FxMTE/T19cHf319ATun48eMICAjA+fPnAYxZGc50QPny5UuUlZXhF7/4BbS0tBAQEIC1a9fC0tJS5DorVqxAbm4uLl++DAaDgejoaFRWVsLGxgZeXl58yz579gzl5eXYv3//pBqiHA5H4t7Gu3fv8gV6RUVFYgVBvEAnNTUVcXFxIqeDo6OjYWRkNKkn+0R0d3cjOzsb3d3dAICMjAxYWFjA65QXnic8R35nPiS5FtMJOhzMxNdznUohavny5QgPD592QCkKLpeL0NBQrFq1ivqsXbx4EbGxsaDT6Th06JBAoMhkMuHv7w8PDw+oqKjAyMgIvr6+8Pb2nnC4jyAIKpMoKyuLuro6bNmyBXPmzMHr168xMjIi0pZQyuR0RZRjqLhzSoYwhMz7ydZWV1cjNTUVhoaGOHPmzA/WZvNjRnpGpXw0EASBs2fPIicnB8XFxRKvv3PnTnA4HKSmpgp9fnyW8mOjpqYGhw8fxqNHj/gel5GRgZ2dHdLT06nHVqxYgYKCghnZb3V1Na5cuUJNc1+/fh3Hjx+fMJgExiwly8rKwOVyoaSkBJIkYW9vj56eHsTFxYHL5aKsrAx+fn7Q0tKCt7e3WIL0mZmZWLp0qdjH39DQAH19fb6MZk1NDTV9LQ729vZYuHAhAgMDqRIxMBbc+vn5YcWKFRN6sb8Lh8NBcXExIiMjER4ejvDwcLx48QK2trZwcXGBi4sLvvjiC3R2doJOp8N9ubtEwSQw5pxzfMlxyVaSkJkqywoLZplMJq5cuYK9e/fyfdYIgoCTkxNWrlwJHx8fNDY2Us91d3dTN1e8bLShoSGOHz+Oq1evTuiNPp62tjbo6elh586dyM7OxtDQEGxsbJCdnT3NV/rjRUZXafKFhMEhIaMzxXXFpKysDAEBAaitrYWHhwf27NkjDSZnCelZlfLRcfLkSVRXV+Ply5cSr7t161bIysriyZMnQp/nZSk/JkiSRHd3N7Zv3w5lZWW+4BEYGySprq6mLABXrVqFV69eTXu/6enplDNPVlYWXrx4gUuXLonlyCMvL4/58+cjJSUF33//PXbv3o2tW7fi7NmzmDt3Ls6cOYOkpCR4eXlJNDARHx+PI0eOiL18YmKiUBkgSYOhpUuXwsHBAd9//z0GBwfBYDBw5coVHD16dNJseU9PDxITExEWFoawsDBERUWBy+Xi+PHjVAC5b98+vn7S+fPnU84jW4y2YLn2crH7zwgQcDJzwgJ1QS9mketMMThUU1NDX1/flNYVRWNjI4KCgnDu3DmRQ1RGRka4ePEiXr16hejoaDQ2NiIqKgqXLl0SGNjR0tKCp6cnfHx8xPIhf/z4MWXhuWLFCpiYmKCqqgplZWUz8vp+TDAYDMTExOBR3fMpZcEJORoUraZlki2S/Px8BAYGore3F56enti2bdu/Xe/qx4Y0oJTyUeLg4ID+/n48ffpU4nU3btwINTU1JCQkCDz3MWYpk5KSKKHnjRs3Ynh4GLm5uXzLnDp1CpGRkdTfpqamePv27ZT2xxP6VlBQAEEQaGtrg7q6Oo4ePSrRD+78+fPh4+ODCxcuQE9PD/39/QgODkZLSwtCQkKwd+9eBAQEICcnh2+90dFRkT2SfX19YvfQlpSUYNmyZTN2kdDW1sbFixcp/+kLFy4IyAJxuVyUlJQgMjKSCiAzMzOxatUquLq6wtXVFadOnYK1tfWk+qoLFy7E27dvIUOTwdUdV6FL6IpVMtxqtBVfrhffJUecnlJRbNmyReAGZzq8evUKGRkZQgPDdyEIAg4ODtDX18cvf/lL7N69W+Q5VVJSwqVLlxAcHIzOzk6R22SxWCAIguqbW7NmDV6/fo3BwUEYGBigrq5u6i/uRwKHw0FycjJu3LiBxMRE7NixA8e9nKForiVZREEAymvmgCY3sx7XWVlZCAgIAJfLhYeHh8TDaFKmjjSglPLRsmPHDsjIyCA+Pl7iddeuXQs9PT3cv39f4LmPLUtZX1/PZyW5a9cuNDU1obS0lHpMXl4e1tbWVNZ269atSEtLk3hfQ0NDuHLlCrZu3Qo9PT2kpaXhyJEjEtvspaenQ15eHrq6uuBwOLh16xbi4+Ph7OyMAwcOgCAILFq0CF5eXpCRkYGfnx/Ky8sBjGU1phrgjEfY9PBEwao4vHnzBoaGhli0aBHy8/PR29uLR48eUcHjzZs3wWKxcOzYMSqA3L9/P3R1dSXe16ZNm6hgTUNBAz83/DmWDi2FDDkW7MgQMqARNMgQY39rKWhhu9x2/GLJLyBLE/81NjU1iT3J/i7q6urTzlDyAv74+Hj09fXh1KlTYt8E5OXlobW1FTdu3EBZWRmV/RWGrKwsLl26hJiYGNTX1wtdJj4+XiCjvW3bNmhqamJgYAApKSkSvLIfDyRJoqCgACEhIbh58yaWLFkCNzc3HDlyhNLw1DiwEIScjHjtGzSAriEP1Rma7iZJEmlpaQgICICamho8PT2xatWqGdm2FPGRDuVI+aixs7NDXl4eoqOjJSqFAmOlYRkZGcTExPCJmn9ME99ZWVlCJ9MdHBwQGRkJJSUlLFgwVtpcs2YN/P39YW1tDXl5eejp6aGtrU3sYYL6+nrExcXB29sbubm5uHPnDr799luJ3FBIkkRkZCQWLVoER0dHxMfH4ze/+Q1+9atfCcgH8bCxsYGNjQ0yMjLg5+cHa2trPhkiHgMDA2L7dj9//lyoFE1paemk/Z+iSE1NRUVFBdTV1SnbtQcPHuAnP/nJpPqWU4EgCCgpKWFwcBAqKirYZb8LWelZOLfzHFKaUyBvLA8miwlVOVXYzrGF/Xx7yBAyuHr1Ki5duiR2UNbQ0AArK6tpHeuYcPPUMsFcLhdBQUGwtbUVSwyfR0ZGBgYHByl3qP3796O9vR3Xrl3Drl27YGZmJrAOjUaDt7c3wsPDsWrVKoF+3O7ubgEpKzMzMzx9+pR6P/r7+6VC5/+ksbERaWlp4HK5sLa2hpubm8jPgYyOInS9l6MzsHhscltUtp0A6JoK0PVaDrry1G/+gLHP5aNHj9DU1IStW7di69at09qelOkh1aGU8oPg9evXyMnJgaurq8QXtrKyMpSUlOD48X8NMXwsupQBAQHw9PQU+XxgYCD27dtHCWQzGAzcvn0bZ86cAYfDQWhoKM6cOTPpfjIzM9HU1AQnJydERERgyZIlKC0txdmzZ8U+Vp4YuZOTE2pra1FSUgITExNkZWXhN7/5jVjbIEkSAQEBqKurw09+8hO+zJ6npydcXV1hbz+xQDJJkvD394e3t7fAczdv3sSxY8fEsvPs6+tDdnY2Ojo6KFu//fv3w8rKirrR4MkgnT17dkoWoZPBYDAQFxeHEydOABizCZWRkYGxsTEUFRWFyhk1NzfjxYsXYjs/RUZG4sSJE1MeRCgoKACdThcqUD8ZDAYDFy9exDfffCNRFjcxMRHKysoiFRsSExPR09OD48ePi3xfYmNjYWRkRJ3DvLw80Gg0odn49vZ2PHr0CLKysuByuT9qofOBgQE8evQITCYThoaG2Lp1q0SffU7/KAazmjH4ogXkEH9rEV1dDsrrDaCybi5oClO/medwOHj48CE6Ozuxc+dOGBkZTXlbUmYOaYZSyg8Cc3NzKCkpwd/fH56enhJdHJctWwYZGRk+sWttbW309vZ+0CxlSUnJpBmbs2fP4tq1azh16hQ0NDSgrKyMhQsXoqioCFZWVpNmVEiSxO3btzFv3jzY29vj6tWrcHZ2RnFxsUQyOHV1dYiPj8emTZvw4MEDrF+/ngroYmJiMDo6KpYwMEEQWL16NdatW4dnz56hv78fTk5OUFVVRUNDg8gAYjwJCQki/bg5HI7Qix+Xy8WbN29QVFRE9c+qqalh1apVePjwIX7yk58IHb5ZsmQJ9PT0cOXKFZw5c2bGM1fKyspgMplUBnDp0qVIS0uDq6srwsLCMH/+fIHsqIGBAeTk5FBbWyv2NPt0plqtra0RHh4ucUDZ0NCABw8eYMeOHRIFk9HR0ViwYAFWrlwpcpk9e/agq6sLfn5+sLe3x5IlSwSWcXR0xJMnT/D06VNs2bIFhYWFIm+g9PT0QJIkBgYGQKfTRX6O/l1hs9lISUlBa2srVFRUsGfPHrGrBe9CV5OD+m4TqG2fj+G3veD2jwI0AnR1ecibqoOgTb3nmcVi4f79+xgYGMC+fftmpXIgZRqQUqT8gGhrayO/++47ksViSbzu27dvyeDgYJLL5ZIkSZIdHR1kbGzsDB+h+Pj7+4u1HJvNJv/xj3+Qg4OD1GPXrl0jWSwWOTQ0RIaGhgpdb2hoiLxy5QpZV1dHvnjxggwNDSU5HA5JkiQZGBgo9nE+e/aM9PPzI69fv04+ffpU4PnvvvuOfPjwoUTbq62tJUmSJIeHh8mIiAgyMjKS3LZt26Trjo6OTnjsYWFhJEmSZF9fH/n48WMyLCyMDAsLI8PDw8nc3FxydHSUWnZwcJD8+9//TnZ3d0+6XxaLRV67do18+/btpMtKytu3b8nU1FSSJEmSy+WSX375JVlZWUlyuVzyH//4h9DPOpfLJa9cuUK9nxMREREx7WMU9RkTRU5ODhkZGUlyuVwyIiKC+s5NBJfLJYODg8nXr19LtK8nT56QoaGhIn8Tnj9/TkZERJD37t2bcDuDg4Okj48PGRgYSMbFxUl0DD9EuFwumZubS4aEhJBhYWFkc3Pzhz4kkTCZTDIyMpIMCQkR6/sq5cMgDSil/ODo6+sjv/32W3JoaEjidevr60l/f3/qAhcUFDSl4HS61NbWko8fPxZ7+ZGREfLbb78lR0ZGSJIkyZ6eHip4Cg0NJYeHh/mWb2xsJL/77juSwWCQ4eHh5PPnz6nnysvL+f4WBZfLJUNCQshf/epX5L1790QGL/X19eR//dd/if1aHj9+THZ0dPA91tvbS1pYWJAxMTEkm80Wue6tW7fInp4evsc4HA5ZXl5ORkREkJcuXSLDwsLI+/fvky0tLSK309zcTH7//ffU+RSXO3fukJmZmRKtIw7jg+TAwEAyJCSEJMmx8yLqxqO9vZ28efPmpNueiYDy7t27ZF9fn1jLPnjwgExJSaH+vn//PjkwMDDhOhwOh/Tx8SEbGxundHw9PT3ktWvXyJKSEqHP//73vxfrPNy+fZv8xz/+Qfr5+U3pOH4I1NbWkjdu3CCDg4PJ4uLiD304EzIwMEDdFE72GZLy4ZFOeUv5waGmpoZz587B19cX/f39Eq1rZGSEffv24fr16yBJEgcOHEBcXNwsHalokpOTKakgcZCTk4OXlxd8fX3B4XCgoaEBPT09VFRU4ODBg3zT7C9fvkR6ejqcnZ0RGBiI7du380lnZGVlYf369RPub2BgAF5eXujr68Ovf/1rHDp0SGTZ1MjICAMDAxgaGhLrtTAYDIGhnNLSUqxevRobN25EcHAwEhMTBXTtBgcHwWazQaPRkJSURImG37x5E4ODg7C0tISHhwdcXFxw8OBBqu/0XUpKSpCcnIxLly5J7N975MgRcLlcxMbGSrTeZMyfP5+SrFm7di2qq6sBjE1Zr1+/XkDwHgB0dXWhpaWFN2/eTLjtd8/jVNiyZcukEl5cLheBgYEwNTXl64PV0NBAb2+vyPVGR0dx5coVHD9+HIaGhlM6Pg0NDZw/fx4dHR0IDQ0Fi8WinmOz2TAyMsKaNWsQHBw84fk4fPgwuFwumEzmv5XQeV9fH6KionDjxg3U1NTA2dkZ7u7uUx5gm216enpw48YNPHz4EEeOHIGLi8uUS/BS3iMfNp6VImXqsFgs8rvvviPb29slXretrY28evUqyeFw3nuWsqOjg7x79+6U1u3u7iavXr1KZVh5ryEwMJBks9lkTEwM+fTpU/LVq1dkSEiIQLavs7Nzwn1zuVzyxo0bpIuLC9nU1CT2cQUEBJC3b98Wa1lhJdDPPvuM9PHxof6uq6sjr1+/Tqanp5OvX78mb968SZ4/f54MDAwk7927JzT7GBUVJZCpfZfU1FQyPj5erOOciMrKStLX13fGPje8zyGPX//613yl34cPH5Ll5eVC1/Xx8ZnwOMLDw2fkGCcqew8MDJB///vfBTLPJEmShYWFIjNhAwMD5LfffksyGIwZOUaSHKtg+Pr6kgUFBSRJjmVM29raSJIkyaamJvLq1asTZsETExPJv/zlL2K3pHysjI6OkvHx8WRwcDAZGxs7o+d4tmhrayMDAwPJO3fu8LWnSPlhIM1QSvnBIiMjQ+nO8VxHxEVPTw8nTpzA1atXsWfPnveapYyLi8P+/funtK6mpiYOHz6M4OBgAMDRo0cRHR2N7du34yc/+QmsrKzQ1taGwcFBuLm5CQwWxMfHY9++fUK3nZ2djS+++AL9/f0IDQ0VyyqRh6OjI549eyb28u9O6vf390NdXR0DAwNITk5GRkYGlJSUkJWVhRs3bkBDQwN79uzB2bNncejQIaHZx9HR0QnFsqOjo6GkpCRyoEcSzMzMqM/PRNk3caHRaJCXl6eyvIsWLcKLFy+o5/ft24eMjAwMDAwIrHvy5EncvHlT6HaZTKZQiaapQgrJ7tXX1yM0NBQXLlyAjo6g64moDGVnZyeCg4Nx6dKlGT1GXgVjYGAAwcHBaG5upoY3DAwMcPLkSVy5cgUjIyNC19+1axfodDqampp+cELnJEkiOzsbISEhuH37NlauXAl3d3ccPnx4Rs/xTNPY2IjAwEBkZ2dT+pbT0ZOV8mGQBpRSftDQaDScO3eO0hCUBC0tLZw+fRpRUVHo7Ox8L+45g4ODUFBQmNZk+dy5c7FlyxbcvHkTurq6GB4eRlBQEExNTZGQkAA7Ozts3rxZYD2e1/G7P9QVFRW4fv06nj9/jv379+Py5csSSzNpamqCy+UKDXhEQZIkKioqEBUVhTdv3iArKwspKSlYtmwZZVn42Wef4euvv0Z6ejra2tpQWVkp0XEBU/fkngx1dXVcvnwZt2/fRlVV1bS3t3//fjx8+BDAWIn59evXfM+fOXMGISEhAkGdhoYGjIyMUFxcLLDN6Yiav4uFhYWAPWFOTg6ysrJw4cIFke0DwgLK+vp6xMbG4tKlS7MWOGzcuBFLly5FXV0dn1WppqYm1T4i7PNKEAQ2btwILpeLpKSkWTm2maampgahoaEIDQ2Fmpoa3N3d4ezsLLZG7Yfi7du3CAgIoCTMDh48+KOarv93QxpQSvnBQxAE3NzcUFRUhIKCAonWVVdXh4eHB9ra2ma8L04Y9+7dg4ODw7S3Y2pqiuXLl+N///d/AQAjIyMYGRnB0qVLRWYW4+Pj+TKj7e3t8Pf3R21tLbhcLhwdHbFx48YpH5Odnd2E53BwcBApKSl49uwZwsPDERERgd7eXmzatAnLly+Hvb09HBwcBKwXq6qqsG3bNpw7dw6NjY3w8/NDc3Mz3zLCMmcAJPLkngp0Oh3e3t4oLi6WKEMrDDU1NQwMDIAkScyfPx/y8vKUuxAwdiNw9OhRodnILVu2ICsri7pp4NHY2DhjAeWKFSv4vl8PHjwAg8HAiRMnJrwBUVFR4fPYLisrQ0ZGBry8vKYlZyQOZWVl+Prrr8FisRAYGEhlgJWUlHDx4kXcuHEDHR0dAuvZ2tpCVVUVlZWVEvdpvy96enpw69YthISEoKGhAS4uLnBzcxMQc/8YKS0tRUBAABoaGuDh4YHdu3dLfbb/DZAGlFL+bTh69CiampqQmZkp0XoqKir49NNPERsbK1GGTVJGR0fB4XCgqKg4I9t7+/YtFBQUUFVVheXLl8PS0hK1tbVo7x+GX3o1fvugFP99vxRXUqtQ18VAT08PtLS0wGAwcOPGDWRmZmLfvn2oqKjA6dOnKUeeqeLg4EANMpAkicrKSkRFRVHDM8nJyTA3N4ednR2VgbS1tcW9e/ewe/dukZmq1NRUbNu2DQRBwN7eHp6ensjPz0dgYCB6enoAjGW8jI2N+dZraWlBcHCwUE/umcbR0RF0Oh137tyZ1nY2bNhAfX6XLFmCrKwsvufnzJkDU1NTPH/+XGBdZ2dnRERE8D3W1tY2Y1p9BEGAJElq+GbRokViOZPQaDQq4M/JyUFFRQVcXFxmPYDo7u6m3vd169bh1KlTiIiIoD6jsrKyuHjxIu7duye0tH3o0CGMjo4KtW/9UIyMjCAuLg4hISHIyMiAg4MD3N3dsXnz5lkPzmeCV69eISAgAP39/fD09MTWrVulgeS/EVKnHCn/dqSmpoLL5WL79u0SrdfU1ISvvvoKf//732fEa/pdeL2OklgdCoPNZiMwMBC2trbIzMyEjo4ODA0NUVjdiuQOJeR3jHkd02gEQAJckgSXBFYZKMJOrQf6ssM4cuQISktL8fr1azg7O0/7R31wcBA5OTn485//DEdHR6ioqMDMzAwrVqwQ6GuMiIjgcyK5fPkyfvvb3yI3Nxd79uzhWzY3Nxc0Gk2oyECEDrcAAEhRSURBVDWLxcK9e/cwNDQEeXl57N27F6qqqgDGJrkLCgreS+AynpqaGjx69Aienp5TLuUGBQXh7Nmz6OzsxB/+8AcqCz2eqKgobNiwQSD7mJWVBTk5OcrHODIyEqdOnZrScQgjMjISDQ0N8PT0FLAwnIiIiAgYGBiAxWJh586dM3Y8ExEeHo5jx44JlOJzc3NRUFAAZ2dnqq8wIiICK1aswLJly/iW/eabb9DQ0IBvvvnmg5ViSZJEVlYWKisrIScnJ7FQ/MdAZmYmysvLsXLlStjY2Hzow5EyS3z8tzRSpEiIvb09VFRU8ODBA4nWMzQ0xLp163D9+vUZL3NxuVz09fVNO5js7OyEj48PbGxskJubCy8vLxw/fhwFjQP4xxtF5LVzwCUBLgmwOSTY3LFgEgDympm4WqEIbevtePToEQYGBqYUcJEkiaqqKkRFRSEsLAxhYWF48uQJFi1ahE8//RQcDgcuLi5Yu3at0CGZd/fH5XLB5XIFAjCSJJGXlyfSMYVXAj569CjS0tIQHx8PFouFtLQ0NDQ0TMmmc7osWLAAzs7O8PHxobKnkmJgYIDm5mbo6OhAXV0dpaWlAsscO3YM9+7dEyhxr1+/HgUFBWJLOElCXV0dmpqasGTJEomCSQDIz8+HvLz8ewsmORwO2Gy20L7O1atX4/Tp07h16xaV6XV2dkZlZSVevnzJt+zp06fR39+P+Pj493Lc46msrERISAhCQ0Oho6MDd3d3nDp16gcTTJIkiZSUFAQEBEBTUxOenp7SYPLfHGlAKeXfkrVr18LY2Bi3bt2SaL3Dhw9j/vz5uHHjxpQDAmEkJiYKZN8kpaioCA8fPsT8+fPR3d0NLy8vyMnJ4W3HIK6UAiNsLkiIDqBIEOBwSVwKywVXa4FY5UpgrA8xLS0NoaGhCAsLQ3h4ODo6OuDg4ABXV1e4urrC0dER8+bNw86dO1FYWCj2a+IVSFgslsCgUkpKilhZZkVFRdjZ2WH37t349NNPkZubi927d4t9DDONmpoaLl++jJiYmEk1IoWxY8cOPHnyBABgaWkptLxNEATOnDmDoKAggedcXFwESt/TJTs7G9nZ2fjZz34mcVvIrVu3oK2tPan26Uzy5MmTCYNXeXl5nD17FkpKSvDz88PAwAAcHBzQ39+P1NRUajk9PT2sWLFCqA7obNDZ2YnIyEiEhISgvb0dbm5ucHNzw+LFi9/L/mcCLpeLhIQEBAYGwsTEBJ6enj+Ivk4p00fq5S3l3xae13VQUBDOnDkjVrZKR0cHAwMD8Pb2RmBgII4dOyZUCkUSSJJES0uLSLkecYiPjweXy8XQ0BA2btzIN2Dy7ZOKSYNJ6lgwFoyEFg/AUYhtNkmSqKmpQV5eHoaHhwGMDTCsWbNG7H45FRUVtLa2ihQWH8+LFy+wdOlSsNlsvgwlh8NBTU2N2G0LXC4Xt2/fxqeffgplZWXqYrZ9+/YP0qNFp9Ph6emJ+/fvo7W1VSLfdDqdDhkZGYyMjGD37t344osvKK/v8SgrK2P79u24f/8+Dh06RD2uoKAAGxsbgf7LqXL//n2oq6vj+PHj1GPCjuddSJJEUFAQtmzZAi6XOyPHIi4tLS1i3cDZ2NjAwsICN2/ehLGxMXbs2IGsrCzExcXhwIEDAABPT0+4u7sjMzMTS5fKYGCgGBwOE3QZFWhqroeqivm0jnV4eBhPnjxBd3c3tLW14eTkNKH81ccKh8NBXFwcurq6sHv37hmR55Lyw0LaQynl356mpiY8ePAA586dE6txvbOzE8+ePcOhQ4fg5+cHBwcHsYIjUaSnp2POnDlTyjJwOBwEBQXB0NAQ9fX1cHd3h4KCAvV8x8AI1v0xGRyu5F/jhP/YBGN1GeTm5qK+vp4KEBYsWICVK1fy7UcScnJykJycjM8//1zo8+P7+v7rv/4LP/vZz9Df34/u7m5K1ic2NhZ2dnZiDZTU1NTgr3/9K77++mu+4Zvq6mokJydj+fLlWLdu3ZRey0zw8uVL1NTU4Pjx42IHtz09PUhLS4OjoyN+97vf4fDhw1i+fLnQZZOTk6GrqwsrKyu+x4ODg8HlcuHh4TGl4+ZwOAgODsbGjRuxZMkS6vFXr15BUVFRoN/w3XV9fX3h6OiIuXPnzngv50SUl5ejr69P4ve8uLgYmZmZOHnyJOrq6lBeXo4TJ06AJDm4eesyFBSeQ02NCYAGgqCBJDkASKip2cB4vjf09MTPinO5XDx//hzV1dVQUFDAzp07oaWlJdkL/UjgDS4xGAzs27fvB1OSlzLzSEveUv7tMTQ0xPHjx/H999/zWbKJQkdHB729veByuTh37hzi4uLQ2Ng45f1XVlZOKZjs6enBlStXoKGhAS6Xi/PnzwsEeQ8Km6dkrUcDid+HP0FiYiJMTEyoqWsXFxds2LBhysEkMNajxrMOnIyBgQHo6enxZSiHh4epxyejpaUFf/vb3/Dll18KTHKbmprC29ubKmuWlJRI/mJmAFtbW6xbtw4+Pj4CPY+i0NTUpLQbV61aNaHt4fbt25GXlyfQouHk5CTQEyguAwMDuHLlChwdHfmCSWAsq5efny9y3eHhYVy5cgXOzs6UBNT7zFtkZ2dj7dq1Eq+3fPlyeHp64sGDB+js7MTq1asRGHgdRUUXoaeXBFVV5j+X5IIk2RjL9wP9/YUoLrmEyso/TPo6X79+jZCQEISFhcHAwADu7u44ceLEDzKYHBoaQmRkJG7evIkdO3bA3d1dGkz+yJEGlFJ+FGhpacHDwwNXrlwBk8mcdHmexzdBEPD09ERSUhJqa2sl3m9+fj5WrFgh8XplZWWIioqCnJwcLC0tRTrrNPUyQUDyizVJEFCfawInJyfMnz9/RsvCBEFAW1tbovM1vocyOjoaR44cmXQdnif3+vXrJ3T1sbKygre3N/r7+3H9+nXU1NSIfVwzhbGxMdzc3ODr64uuri6x1lm9ejVycnKwY8cOlJaWThisnD59GmFhYXyl5Y6ODmzZsgVpaWkSHWttbS3Cw8Nx8eJFoYHOeBmgd+nv74evry+8vb2nPYA2Ffr6+qCmpjblz7OMjAxcXV0xd+5cPHnyGEvMM9HRmQKAhOhNjp3z+oYA1NZ+L/Bse3s7IiIiEBISgt7eXqovcjZ0Ud8HAwMDCAsLQ2xsLA4ePAg3N7cP8l5L+fiQ9lBK+dGgoqKCixcvwtfXd9IfQV6Wks1mQ0ZGBmfOnEFYWBjYbDbMzMzE3mdeXh48PT0lOs7Hjx+jubkZHA4H7u7uQiWMeBOUJSVdIAgVQNIMEEmivr4BkZGSuQuJi76+Pn7605/ixIkT/9zd2PERBEHpLDIYDNTV1eHmzZtobGyEkpISysvL8fr1a+Tk5EBWVlbkfy9fvgSLxcLBgwcRHR1NBaQTBRIbNmzA+vXrkZSUhOTkZBw8ePC9OomoqKjg8uXLCAkJwdq1aycsGQNjGbPg4GCsWbMG8+bNQ2FhocibEzqdDmdnZ4SFhcHNzQ3AmKj5li1bkJqaip6eHrG0OF+8eIGGhgZcuHBhwuWUlZUxODgIFRUV6rG2tjbcuXMHly9fnpYT1HSIj4+Ho6PjtLezdOlS6Or1oLDwbxMEkoJU1/wDcw2OgeSq49GjR+jr64Oenh6OHj0q0knoh0J3dzcePHgARUVFHD16dFpVDCn/nkh7KKX86OD1dzk5OU3YG8nrpTx8+DD12K1bt2BlZSXW1GJVVRUaGxvFnqbmcrm4ceMGWCwWdHV1+fY7nry8POTm5mL79u1IbgL+lPAakrZQ0mkETq8zxn8fspBsRQk4d+4crl+/LvA4r5/O19cX5ubm2LRpEzIzM6Gqqopnz55RAQGLxRL6X1JSErS0tGBmZkb9vWHDBomsM7lcLvLy8sBgMLBmzZoJfY7HB8PiIiMjIzIYlpGRQVZWFpSVlbFp06YJl0tISMCaNWtQXl6OV69e4T//8z8n3G9+fj56e3thb2+PW7du4ejRowCA69ev4+LFixOue+/ePWhpaWHTJiHTWu/Q3d2NFy9eUINm1dXVSE1NhYeHh9DzFBkZiZMnT87qgBSXy0VoaCjc3d1nZHtFxZfR2fnkn72S4kKgr28T2Ky92LVr179F5q61tRXx8fHQ0NDAwYMHpR7bUkQizVBK+dFBp9Nx8eJFBAQEYPv27SIdYt7NUgLAiRMnEB0dDTabLXJIgsfTp0/FHojo7+9HYGAgCILA9u3bYWlpKbBMTU0Nnjx5AhsbG5w7dw4AoKg9hD/GvxZYdjI4XBKHbQwlXk8SDA0NUVpaCgsL4UFrYWEhvL29QaPRQKPRwGQyYWpqKrJ8zeFwEBgYiFOnTlHlwr6+PnC5XBw8eFDi43NxccHo6ChiY2PB4XDg5OQ0I1kXkiTBZrOFBsO8x7du3YrCwkJERkbC3t5eYHne32w2G1999RU2btyI+Ph4zJkzZ9KgLCcnB4WFhaiqqgKHMxYMDQ0N4Ze//KXA4A4wFoilpaVh6dKlYDKZiIyMFFiGTqdTQS4v4M3MzISmpibq6upQV1eHgwcPoqqqSmA5WVlZ0Ol0MBgMvozmTJOcnCyxmYEoWKxedHQ8Bq+cLT4kdHXLsWmjoJzTD436+nokJSVBT08P7u7uUo9tKZMiDSil/CghCAJeXl4IDw/H0NCQyPIjr5dyfLbwyJEjuHfvHthstkihXp5sjjgZmTdv3uD+/fuQk5ODh4cH5fbCo6urC3fv3sX8+fPh7e0NgiDA5XLx5MkTNDU1YbWBMfJaRsARs9hAEID5HFVYz1MXa/mpcvnyZaFOL7yMH0mS1NQ9i8VCdnY2fvGLXwjdFoPBQGBgIFxdXflKtxOVgcVBTk4OJ06cwODgIKKioqCkpITDhw9Pq2RLEAQVSE2EpaUlGhsbcf/+fXh6eoqUiiFJEsePH0ddXR2WLFlCueCI4tSpU7h27RpWr17N50h069YtbNu2jW9wor+/H8HBwfjLX/4isiROkiQlFD4+6C0pKUFzczN6e3tx4MABjI6OgsFgCA2my8vL0d3dDXV18T9zkmaGnz59KrY80/j3SFhmmCCaIHkwOcboaAe4XBZotB9mJq+yshJPnz7F/PnzcfbsWak1ohSxkQaUUn7UuLi4IDY2FkwmE6tXrxZ4XliWEhjzreY5s/CkbsaTmJiI06dPT7r/lJQUZGdnY9GiRThy5Ajfj/fQ0BCio6OhoKAAd3d3yMjIYHh4GA8ePMDg4CB27tyJ3bt3w7apD05XM8HlkGKP5/zXHvNZv1Do6OhgcHCQ7zE2mw06nS4w1FFZWQkLCwuhx9TS0oLY2FicP39eoA+toaFBrBLtZKioqMDNzQ1dXV24ceMG5syZg7179876OZo3bx7OnDmD69ev48SJE0In2/fu3YuEhATs2bMHCQkJkwaUAHD27FlcuHAB7u7u1Gs4duwYrl27hosXL4IgCNTU1ODx48e4dOnShAE0QRCQkZGBjIwMXwZXRkYGg4ODk/Zb8l6ngoLCrAlcV1ZWwsjICBs3bhRreS6XO2EGmcFsAyTTb+djrEz+wwooS0pKkJ2dDTMzM3h6ekoDSSkSI53ylvKjx9HREV1dXUhPTxf6PC9L+S779u1Db28vNWTCo6+vD8rKyhOWiEiSREhICDIyMrBnzx4cPXqU+gHncrm4e/cubt++DUdHRxw9ehS9vb24ceMGYmJisHv3bpw9e5bycbY0VMe10yshQydAm+AaQGAsO/knp+XYumRySZ6ZwNzcnM/phclkQllZGdnZ2XzBRXFxsVAnFd4k98WLF0UONczkhU9bWxseHh6wsrJCQEDAhHI9M4WSkhI++eQTJCQkoLi4WOB5HR0ddHV1wcbGBnV1dWJJ8MjLy2PlypWIiYmhHqPRaNi3bx8ePnyIrKws5OXl4fz581PKxt67dw+rVq0Se10NDQ1KBmk2ePbsGezs7MRenkajQV5eHioqKtDU1ISenh4MDQ1hbGwMMzMzLFkseHMp/rYVQKf/cAZWcnNzERAQAAaDAU9PT2zZskUaTEqZEtKAUooUALt37wZBEEIt1nR0dNDT00P1o41n165dGB4e5gtG33UueZfBwUH84Q9/QFNTE/7jP/6Dr2yelpaGwMBAbNiwAW5ubmhqakJgYCAyMzPh7OwMZ2dnqKmpCWxzm7k+bl/YgDUmYzIvdNpYcEkjAJl/RplzFNgIPmuLE2vmi39ipsmFCxf4bACZTCaUlJQQGxtLCV0/e/YMixcvFigRf0hP7nnz5sHLywtz5syBn58fXr16Nav7IwgC7u7uaGpqQlJSksDz1tbWKCwshKmpKXJycsTapra2NvT09JCbm0s9ZmJigoyMDLS2toolzSSMiIgImJmZYd26dWLrS2poaKCvr29K+5uMgYEBqKiozOhnREFhLlRVl0PSSyRB0KGvf2DGjmM2efbsGQICAiAjIwNPT88paXdKkTIeaUApRco/2bRpE7S1tREbGyvwnKgsJQBs27YNwNhQwPDwMAiCENkP9/btW/z2t7+FsbExfvnLX1JToAUFBbh+/ToMDAzg6emJiooKBAYGor29HWfPnsWhQ4cmzQatMNLArfPrkfSfm+G9yRQHrQ2w38oAbutNcO+yHf7DfAirDBQlOCPTR0lJCSwWiwo8GAwGlJWV0d/fD11dXZAkifLychgYGPC9vujoaCgpKU1o3zY0NDTrFnVLliyBt7c3gLFJ6devJR+AkoQ9e/ZAW1sbYWFhfMHaypUrkZ+fjyNHjoj8HI5nZGQEcnJy2LRpE16/fo329nZwOBz4+fnB09MTzc2SC+JzuVz4+/vDzs6OGrRSUlICg8GYdF01NbVZCygfPnwoUqd1OhjNc4ekfZQkycE8Q9cZP5aZgiRJJCcnIzAwEDo6OvD09JxWD7IUKeOR9lBKkTKO1atXQ0lJCeHh4XBxcaEe19XVRXd3NzgcjtBS9ubNm5GVlYX/+Z//EWk5mJaWhtjYWLi4uFB9l3V1dXj06BGsra3h4eGBhIQEPHv2DBs2bBC7H+xdzPRU8fleQX/hJYcP486dO3B1fb8XvHXr1uHB3XhYmtiiuqILdFk65MmxLGtCQgL27t2LrKwsyMrKUpPc27Ztm1T4uaSkROjU8mywatUqrFq1Cunp6VSbgpGR0azsy8bGBnPmzMGVK1fg5eVF9S1qaWlBS0sLbW1tk3ppNzc3Uy0RLi4u+Otf/wpZWVmcPXsWGhoaUFVVRUxMjNhZShaLhevXr+P48eN8Qz2bN29Genr6pL7NdDpdaIZ/upAkiaGhoQlln6aKnt4+1NZdBZNZC/ECSxq0tbdATW1i9YcPAZfLRWJiIlpaWrBt27YZm4aXImU80gylFCnvsGzZMtjZ2cHf358vizNRlhIA1qxZAxkZGWRkZPA9TpIkfH19ERcXh1//+tewtbVFT08PAgMDUV5ejpMnT+Lt27cIDw/HunXr4OHhAXNzwYBwuigoKFCDFO+LzsYBzKetRV2iHBJ8i1GROojyx/1YhN24/accNJUOwNDAEGw2G8PDw7h69SqOHj0qlotIZWWlRCLzM8HmzZvh5eWFkpISBAQEiO16Iylz586Fp6cn/P390draCuBfwzmLFi3i60sVRmNjIxVQVldXQ15eHsrKylRGfO7cuVBQUBDLNYjJZMLHxwdubm4C1nq8/s4PRWpqKuzt7Wdl23S6PDTU/xscjgoIYjLJHBpUVS1gafHtrBzLVGGz2bh79y6Cg4OxYsUKeHp6ipRJkyJlukgDSilShGBiYoKDBw/i6tWrVGaFl6Uc7RtCf1oDuiLK0RlSiu5bb8B41YaEuHh88sknMDAwwN27dwGMXYx/8YtfYHR0FH/5y1+gqqqKiIgIJCUlYfv27WhpaUFiYiIcHR3fixeug4MD7t27N6v74PEmuxVRf8hFxct20IRckNtr+zH6VheJfiXo7hobOjp//rxYji4Av+zQ+4QgCOzduxfu7u54+vQpbty4MStBuqKiIi5fvoykpCQUFhZCTk4OHA4HJ0+enPQ9bGlpwZw5c5CZmYnCwkL8x3/8BzZu3MjXI7xv3z4kJCTw2TW+S09PD/z9/XH+/HkBOSseJEm+V6/u8dTV1cHExGRWtl1dXY28vFps2fwY2tr2GBtre/fzRoAgZGFgcAKrVkZCRmb2dDYlYWRkBLdv30Z4eDg2btwIDw+PCe1JpUiZCaQlbylSRKCvrw8XFxdcuXJlbBqWRWA3bSXa/pQDAv8sN5IACICZ3w5LmhrklYewYtsKyMrK4urVq8jNzYWbmxs2b96MuLg49PT0YPHixZTFoLu7+3sNihQVFUGj0ahextmiuqADSUFlkyxFUMv2kcr4/IoraPQfzj2ujIwMnJycMDw8jJiYGNBoNDg5Oc2oxR5BEHB1dcXjx4/x6NEj7N69G3l5eejv7weXyxX52eFwOLh//z709fXh5OQEYCzzXltbi9evX8PcfEw26vjx44iKisLJkycFttHc3Ix79+7h8uXLEyoWLFmyBJWVlVi8ePGkr2Umqa6unrVsW11dHTIyMijXHWsrXwwPN6Op+Sb6+4vAZg9CVkYNmlobYDD3KGRlNWblOCSFyWTi7t274HA4OHTokES6n1KkTBep9aIUKZPAZDIR6hOEA6OrQQ6MTtpOpbBEE6/0G3E9wA87d+7EsmXL8ObNG6irq2NwcBBWVlZCNS/fF0NDQ4iJieHrEZ1J2CwOgv/rOUaY4lshAsC+i8uxwFq8DC2bzcadO3eEBkIfiv7+fsTExEBdXR2HDh2acWeRoqIi5Ofng8PhYHBwEJaWltRA2HjYbDYuXLiAX/7yl0JbB/z8/HDy5Ekq4/jkyRPMnz8fS5YsoZaprKzE8+fP+XQsRcHlcnHr1i1qal8UPMvNmSIoKAhnzpyZ8UC1qakJjx49+kGJevf39+PevXug0+lwcHCY1ZtFKVJE8cNJB0iR8oFQlJXHIawFp29ErN78oTfdoGX04Ne//jVaW1tx/fp1yMjIYO3atfDw8PigwSTAn6WcDd7mdUgcTAIkilIbxV769evXsyaSPVXU1NRw5swZ2NnZITg4GI8ePZrRUrCVlRX27NmD0tJSWFlZ4f79+wLL9PX14erVq1i/fr3IPtQzZ84gODiYOradO3ciNTWV8kLPz89HQUGB2MEajUYTa+BmJs8Fg8GAkpLSjAd8ra2tSEhI+MEEk11dXQgODkZiYiKOHz8OZ2dnaTAp5YMhDSilSJkEZmEHOB1DoEG8CwwBAkvJeXhyJx5mZmb47LPPAADz578//cfJOHz48Kz1UpY8bYTk12ICja970N85JNbSpaWlIu0yPzR6enrw9PTEkiVL4O/vP+kAjSTo6+vj66+/hr+/Pzo7O/n6H6uqqhAVFYXLly9POPUsKyuLY8eO4ebNm9RjJ0+exM2bN/Hs2TO0tLTg2LFjEh2XoqIimEym5C9oisyGVFBHRwdlg/mxB5MtLS0IDAxEeno6XF1dcfz48VmX0JIiZTKkAaUUKZMwmNkMMWNJChIkPNceh6urK6ysrLBr1y4EBAR8sOGFd1FUHNOjnI0goKeViam+zL528QJKNps9qVf2h8bExATe3t7Q0NCAn58fCgsLZ2S7CgoKOHz4MGg0Gr7//nsAYyLVRUVF8Pb2FqvUPmfOHJiamlLBroaGBlpbW1FZWYl9+/ZJfEw8+aD3AUmSYDAYUFGZuQGY7u5u3LlzB97e3h91MFlXV4eAgADk5eXhzJkzcHR0nJbvvBQpM4k0oJQiZQLYnUNgNTMgtkn2PyFAYLigk/rb0NAQBw8ehK+v74RTte+Tw4cPU9PoMwmHPfXXx57Guh8rFhYW8Pb2xvDwMK5fv463b99Oe5sHDhzAtm3bkJycjF/96leg0+nU8M3o6KhYQcbatWvR1NSExsZGxMTEwN7eHiwWC6OjoxIfj66uLjo7OydcZqYCtYyMjBnxb+fR29uLmzdv4vz58x9tMFlRUQF/f39UVFTAw8MD+/fv/yAKB1KkTIT0EylFygRwBiS/uPLgMll8GUl9fX0cPXoU165dmxWRZ0lRUlICSZIznqWUV5p65jAjMw2RkZGIjIzE3bt3UVpaipGREb5lPpaAXFLWrl0Lb29v1NbWws/PDy0tLVPeloKCAjgcDrq7u2FnZ4fXr19T56WlpQWGhoZibefo0aP44osvYGZmhlWrVsHZ2ZnPKvNj5O3btzOmP9rf34+wsDCcP3/+owzQioqKKC1ST09P7Ny586MNeqVI+fi+QVKkfEzM8G+3jo4OTp06BR8fH2oI4kPi6Og441lKs5V6IKbwy0LIcgHFIdDpdNjb22PXrl1gs9l4+PAhFWRGRkbi73//O7q6ulBXV/eDCy4JgsD27dvh6emJ3NxcBAUFobe3V+Lt9PT0oKmpCatWrcLQ0BAOHDiAK1eugMFg8ImaTwSXy4Wfnx++/PJLZGVlAQBUVFRgbm7O5/8tLmZmZqisrBT5vJycnMDNgaTU19fPmEPR4OAggoODceHChRmfyJ8uL1++REBAAIaHh+Hl5YXNmzdLA0kpHz1S2SApUiaA3TuC1j+9lHg9EsCoLAcvzJtAEARIkoSqqiosLS1hYmLCdzGbSd3CqRAREQFHR0eqr3K69LQyEPHf2RKuRWLN/gWwPWiK4eFhZGRkUBaDixcvxurVq6mLfnR0NFavXo3GxkY0NDRQQSVBECAIAsbGxliyZAm0tLRm5PXMJiwWC3fv3sXIyAicnJzEshCsrKzE06dPcfbsWQQFBeHVq1fw8fHB6Ogo/P39QRAEvLy8JuwxHR0dha+vL5ydnaGtrY2qqiqUlZXh0KFDAICAgAA4OztL9JngcDi4desWnJ2dhT6flJQEKysr6Onpib3NdwkODoabm9u0s4lMJhP+/v64ePHiR9OLS5IkMjIyUFFRAVtb2/dmKypFykwh7eaVImUCZDTkIWeqjtGaPon6KAkC0N1qCpftW6nH+vv7UVpaiuzsbHC5XCgrK8PT0xMuLi5YuXLltC6008HBwQF3796dMY1AzTnKMF2hi5rCDrGGcwgCIGkkLDaPlWkVFBSwc+dO6vmKigrcvHkTXC4XKioq6OrqgrGxMYyNjQW2xeFwUF9fj5ycHMoSkBfQKyoqYtGiRVi4cOGMBc/ThTdxzWQyERMTA3l5eRw+fFhkkJORkYGuri54eXkBAMzNzZGcnAwOhwM5OTlcvHgR//Ef/4GCggKsWbNG6DYGBwcREBAALy8vSmLGzMwMdXV1KCoqgpWVFVxcXBAWFkbtRxzodPqEGWMNDQ309vZO+XM+NDQEBQWFaQeTw8PDlPvPxxBMkiSJpKQk1NfXY+PGjdi8efOHPiQpUqaENEMpRcokDJV0oiusXLKVCGDuF2tBV504+8hkMvHNN9/A2toaAwMDVPBDo9GwcOFCWFhYvBddufDwcDg5Oc1YoDU6zMbd/81HZ8PAhEElQQNodBqUlnXC7eLRSbc7MDCA3/72t7C2tgZBELCyssLy5cvFKgcODQ2hqqoKVVVVGB4eph4nSRLa2tpYsmQJjIyMPmj5s6enB3fv3oWOjo7A4MWdO3cwb948rFu3jnqMJEn8v//3/2C7xhbOB4+Dy2Qh4XEiNObrYmB4EAcOHODbfmdnJyIjI3HhwgWhwVRwcDAcHBygqamJvLw8DA8PY8OGDWIf/507d7B//36hn6Oqqir09PSIDHQnIzo6Gjt37oSamtqU1gfGMrPXrl3DuXPnoKCgMOXtzARcLhfx8fFoa2vDjh07hN4gSZHyQ0IaUEqRMgkkh0RHQLFEWUrV7fOhvlO8C8TIyAiuXbsGDw8Pyr2Ew+GguroapaWllAA5QRCQl5fH0qVLsXjx4hmVC2EwGLh///6MOpmMDrORFv4GlbltIAC+wJKgESC5JDT0lbDTYxmSMx+KtW+SJBEeHg5XV1eQJImioiIUFxeDJEloaWlhy5YtU5KT6erqQkVFBdWXOT6wnz9/PhYvXgxtbe331sfW0tKChw8fwtTUFBs3bkRgYCB2794tYDXIHWEjwy8BarWArozGv56gE2CZyiFnuAJHLzqDRqOhvr4eiYmJ8PLymtCy8erVq7h8+TJoNBpCQkLg5OQk0sf7Xdrb25Gfn4/du3cLPNfZ2Yn8/Hy+7LO4kCSJ4OBgnD17VuJ1ebBYLFy7dg2enp5itRbMFmw2Gw8ePEBvby/27NmDuXPnfrBjkSJlJpEGlFKkiAF3mI3OgBKMNg6IDioJACSgvH4uNA4tlCj44F3s3NzcJvTfHRoaQnl5OSorK/mGejQ1NbF8+XLMmzdvykHPTGcpeQx0D6PsWTNqCjsxzGRhaJgBUwsDLN9iiLlmGiAIQmxbvubmZrx58wb29vYCz3V3dyMtLQ0MBgM0Gg22trZYtGjRtI6dy+WioaEBb968QWdnJxVoAmOleTMzM5iZmc1agPLq1Sv89a9/xfnz5wVe82gLA50BxeAOssAlSdDefd9pBMAlUaHcBrU9xnj95g1cXFwm/Xx0dXXh4cOHcHNzw+joKIKDg3Hu3DmxjzksLAyurq4Cj/P6RSUVTQeAzMxMKos8FdhsNnx8fHD27NkZ1a+UhJGREdy7d48aotLW1v4gxyFFymwhDSilSBETksXFwNMGDGa1gMtgjV2w/xlEgktCRl8JqlvmQclGb0pBHYfDwbVr13Dy5EmJLzbd3d0oKSlBQ0MDgH/1DRoZGWH58uXQ1NScdBsMBgMPHjyYdX/siIgIgcENcQPKhw8fYsOGDZO+Hg6Hg5ycHGrqeM6cOdi8efOMuokMDw+jqqoKlZWVGBriF2TX0tLC4sWLYWxsPOUSekVFBTIyMnDmzBkUFxcjJycHdnZ2WLZsGVjtTLRfKQA5ypk0a04CyBl5jVU/3SV2WbWgoAA9PT2wt7dHSUkJOjo6hAbxwhAVUALC33txCA4OxpkzZyReDxj7LPj4+OD06dMT3qzNFgwGA/fu3QOXy8WhQ4emVbKXIuVjRjqUI0WKmBCyNKjtMIaqvRGGy7sx2jwIcpQLmgId8os0ITdfdVolUTqdjosXL8LX1xdHjhyRaHhBS0tLoJmfJEk0NDQgKysLPT091OMyMjJYvHgxli5dytdHpqysDDabjeHh4Q/eXyaKnp4esYJjOp2OdevWUf2Gzc3NuHfvHkZGRiArKws7O7tpy88oKCjA0tISlpaWAs91d3ejoqICOTk5fJqjBEHAyMgIixcvhq6ursjPS3p6Onp7e+Hp6QkAWLFiBVasWIFnz57B77of9vQtB8GaPJgExu55bOXNUZ5UiFbLVqxdu3bSdVasWIG7d++iuroalpaWCA8PF/vcm5qa4u3btyK9xCWlubl5ymVhLpcLX19fuLi4vPdgsq+vD/fv34eMjAwOHz78QcvsUqS8D6QZSilSPjJIkoSfnx8OHPj/7d1ZVJRnui/w/1dVFCAg86yIgMoYVKKAE26HGFFEjUMcW3GIaNZevc/qcy727rX2uTjnXPVNr9VtMFESFYeoMYKoYNSIEQQHiDI6oGhEkKEYBKHG71zQVIemgCqqGNT/b61c+NU3vFKkfOp53/d5lsPHx8fi91er1Xj8+DHKy8t7bE6xs7ODv78/ysrKBpVFMpY5Gcr+sl/GUqlUyM3NxcuXLwEAEydORExMzLC0sNPpdHj58iUePXqEurq6Hq/J5XIEBgaipKQEkydP7jPw66xqQUPKA9MeLAGsJzmjIqgJCoUCiYmJRl2WkpKCP/zhD5DL5fj666+RnJw84DVarRanTp0y+H4a+z7/3pEjR7Bp0yaTM72iKOLAgQNYs2YN3NzcTLrWHA0NDcjMzISdnR1WrFjBHtv0wWCGkmiUEQQBu3btQmpqKhYvXgw/Pz+L3t/KygqhoaEIDQ3tcbytrQ1lZWXIzc2FUqnU18d0d3dHREQEvLy8Rry4siWeL5fLe0zfPnv2DKdPn4ZGo4GtrS3i4uLg7u5u9nMM6d7kY+g9ffPmDf7yl7/A19cXlZWVPVo0Ojk5YfLkyfD390d7QU1XSwpTarrrAOXDJsQmzsDThhf45ptvkJSUNGCQtn37dhw6dAjJyclYtGgRsrOzDW64+T2pVGqxTlBKpRIymWxQweQ333yD1atXD1sw+erVK2RlZcHFxQWbN29mj2364PA3nmgUEgQBSUlJOHr0KObMmYOAgIAhf6a9vT1mzpyJkJAQXLhwQb+Wsq6uDsXFxbh27VqP8U2cOBFhYWHDtiZMoVAYNeVqqokTJ+p3T799+xY3btxAfX09ACA0NBTTpk0b8rZ8CoUCaWlp+NOf/mRwR3VTUxMePXqEe/fuYXqpB2x1g/voVr9qw+Twrun2v//979i2bVu/75+1tTWWL1+Os2fP4rPPPkNRURHq6uoGXI5hbW1tkaUTly5dQnx8vEnXiKKI1NRUJCQkDEtt16qqKly9ehXe3t7Ytm3bqGzhSDQcGFASjVKCIGDr1q04fvw41Gr1oHe4msrBwQFqtRpKpRLW1tbw8PDAwoULe5yj0+lQVVWF69ev482bN/rjcrkcwcHBmDJlisU7ABUVFWHatGkWvee/GjNmDD799FMAXYFJeXk5Tpw4AZ1Oh7Fjx2L+/PkWX4tXUVGBvLw8fPnll30GI87OzoiOjkZ0dDRe/Z986FTqQT1Lp9Tq77d3716kpqZi0aJF/X5h8fPzw/Pnz3H37l19L/rk5OR+s8Xz5s3DL7/80qtEkKkrrJqamuDk5GTSNUeOHMGSJUuGvBxPRUUFbt68iYkTJyIpKWnEs/dEI40BJdEot3HjRpw6dQoajQZhYWHD8syVK1fi3LlzWL9+vcHXJRIJAgICegUiSqUSDx8+RHp6OlQqlf64o6MjwsPDzZq+r6mp6RXYDiVBEHosDWhpacH169fR2toKQRAwffp0hISEmBVI5OTkoLW1FUlJSUZfI7GRQdc2uIBSYvPPj3yZTIbdu3fj7NmzqK2t7beA+dy5c5GWlgY/Pz8sW7YMmZmZSEhI6PN8T09PvH79elBj7Hb79m2Ti6CnpaUhLi7OqF7mg3X//n3cvXsXU6ZMMamTENH7jgEl0Ttg3bp1OHv2LDQaDSIjI4f8eQ4ODlCpVPospbGsra3x0Ucf9epD3NLSgpKSEuTl5SE3N1efqfLx8UFERIRFxz5UHB0d9ZtZdDodioqKkJaWBgBwc3NDXFyc0Tt5RVHE6dOnMXHiRMTFxZk0DutJTtAoOkxbQwkAEgHyCb2n01evXo28vDz8+OOPWLVqVZ+Xb9q0CX/729+QnJyMwsJCVFdXw9fX18RBGK+0tNSkQuYnTpxAbGws/P39h2Q8BQUFKCkpwUcffaTffU9E/8SAkugdsXr1apw/fx5qtRoff/zxkD+vu8d3X1lKUzg6OmL27NmYPXs2bGxsEB8fD2tra9TU1ODevXu4efOmvg+0VCrVt538fYA2mqYUJRIJoqKiEBUVBQCor6/HxYsX0dHRAalUitjY2F5dbbqp1WocPHgQ8fHxg2q3Zx/rg/ZbNSYOGLD9yA1Se8PLEGbNmoXKykocOHAAO3bsMLihpHsJxpEjR7B9+3bs378fe/fu7fN9mThxIp4+fdoji23se1hbWwtPT0+jzgWAU6dOYfr06RYrVdRNFEXcuHEDjx8/RnR0NANJon4woCR6hyQkJODSpUvIz8/v0dN5KIwdOxZKpdLkLOVAXFxcoFAo4OPjo/9PoVDoy8lotVo8efIE2dnZ6OjogCiK+qn0qKgoBAUFjbodtO7u7lizpqsXuUajQX5+Pm7evAkAGDduHGbPng25XI7GxkYcP37crI4tVh5jYB3kBOXTZuOzlDrAYXb/2cTAwEC4ublh//792Lp1q8G1i46OjoiJicHly5exevVq/WYdQ6Kjo3HmzJlBbSi7fPmy0aWrfvjhB4SHh1t0jbEoivjpp5/w22+/Yd68eSZnkYk+RKPrU5mIBrR06VL89NNP+OWXXzB37twhfdbKlSuRnp6OdevWWeyerq6uaGxs7LPGplQqxZQpU3oECHl5eYiOjkZ7ezvOnDkDrVar7wbk4uKCiIgI+Pr6joospkwmw5w5czBnzhwAwMuXL3H27Fk8f/4cVVVV+POf/2x2+z+Xz6eg7m+/QtuqNCqodEoIgHz8wP24HR0dsW/fPnz77beIi4sz2LoyNDQUVVVVaGlpgY2NDZ49e2YwGyuTyXq0BwW63luNRtPvFwKVSgVBEIz60pCeno7Jkyf3KoE1WFqtFhcvXkR9fT0WLVqETz75xCL3JfoQMKAkegctXrwY169fx88//2x0S7zBGDt2LDo7Oy2apXRxccGTJ09MuubZs2fYuHEjBEHQTzN3a2xsRElJCXJycnocnzBhAsLDw03eJWxp48aNg5eXF+zt7fHHP/4Rv/zyi74EU1BQEGbOnGlynUWpvRwe+6ai4btSqKvbDNelFABIBDivDILdDC/j7y2VYufOnUhPT0dtba3BLy3x8fE4ePAg1q9fj6NHj2LPnj0Gd6jL5fIe5YMcHR3R0tLSb2tRY0sFXbhwAX5+fhZZg6tWq3H+/Hm0tLRg6dKl8PIy/udFRF3YKYfoHXbz5k10dHT0Ks9iSS0tLcjOzrZYlrKjowOXLl3C6tWr9ccG6qBy7NgxbNq0yehniKKIFy9eoKSkBM3NzfrjMpkMU6ZMQUhIyLB0MBFFEadOnUJgYKDBda+PHz/Wt2e0s7PD/Pnz4eLiYtL9lU9b0H6rBh3ljYC26+Nc6mwN+1gfjInyhNTOatDjz8/Px8uXL/XT+b+nVqtx4MABrF+/HlevXjXYA76mpgalpaVYtGgRgK6NLW5ubv2udfz2228H3IyTlZUFNzc3s9cSd3Z2Ij09HZ2dnUhISDDpZ09EPTFDSfQOmzNnDgoKCnDp0iUsXbp0SJ7h6OiIzs5OqFQqi9SWtLW17dHycSgIgoAJEyb02vSiVqvx6NEjnD9/HkqlUn+unZ0dwsLCEBAQYLHC1CqVCgcPHkRCQkKffcMnTZqkn1Zua2tDTk4OFAoFACAiIgKRkZH9TuMLggCbQCfYBDpBFEWIah0EqQSC1DJT/zExMaiqqkJKSgp27NgBK6t/BqdWVlZYs2YNrly5And3d1RUVCA4OLjH9d7e3rh69ar+z05OTmhpaenzeYWFhQPWGr1y5QqcnZ3NCibb29tx7tw5iKKIxMREg8Xkicg0DCiJ3nHR0dG4d+8eMjIysGLFiiF5RmJiItLT07F27dohuX9/VCpVj0DGHFZWVggLC+tVz/PNmzcoLS3FnTt39LvNRVGEl5cXIiIi4OHhYdL6zIaGBpw4cQJJSUmws7Mz6hp7e3ssW7ZM/+zi4mJ9WSJnZ2fExcX1G/gIggBBbtrUuTH8/f2xadMmfPXVV9i8eXOPLJ6XlxcCAgKg1Wpx/fr1ATdMOTk5obq6us/X79+/32928tq1a7C1te2zz/lAmpubkZGRAblcjtWrV8PW1nZQ9yGi3hhQEr0HoqKiIJPJcPbs2R5TyZbi6OiIjo4Oi2UpTVFaWjrkBd0dHBwQExPTY+e8KIr6tpO/L9ItCAICAgIQFhZmMMArKyvD7du3sW/fvkFnOwVB6FHPs6mpCVeuXEFbWxsEQcCMGTMwefLkYduE5ODggC+//BLfffcdZs2a1SMTGR0djVOnTmHevHk4efIkNm/e3OPaCRMmoKqqCv7+/nB0dOyxBOH36uvr+11beePGDUilUsyePdvk8dfX1yMzMxMODg74/PPPh/13mOhDwICS6D0RGRkJKysrnDp1yqK7srutWLECGRkZBtfTmcqUQOjhw4cWeaapBEGAp6dnr3qIOp0OT58+xbVr19DW1qY/bm1tjZaWFri5uWHbtm0WHYuzs7O+6LhWq8Xdu3f12UtPT0/MmzfP7L7ZA5FIJEhKSsL58+dRW1uL+fPn619bu3Yt9u/fj+DgYDx48KBHYfvY2FicPn0a/v7+sLGx6XO5Q1ZWlsF1mACQm5sLjUaDBQsWmDTm6upq/XrLLVu2jLpyU0TvE/7fRfQeCQ0NhUwmM3kTizGcnJzQ3t4+7FlKrVY7qgIBiUSCoKAgBAUF6Y+JoogjR47A1tYWSqUSx44d07/m5OSkbztpiYyiVCrV9/UGuoqAZ2RkQKlUQiaTYfbs2Wa1uBxIQkIC7ty5g++//x7r1q3rmmoXBGzbtg3Hjh1DZWUlgoOD9b8jMpkMWq2233tqNBqIomhwaUNBQQHevn1r0saz7oDf19cX27dvt9i6WCLq2+j5lCYii5g8eTJkMhkOHz6MrVu3WnRaNDEx0WJZyveFUqnEoUOHsGLFCoM9pJubm1FSUtKj5SQA+Pr6IiIiot9pXmN4eXnpM9JqtRq5ubn6EkoTJkxAbGysxdagdpsxYwY8PT31m3Xkcjns7OywYMECFBYW4vjx4z2ytHK5XF96ytDvY3Z2Nj799NNex+/evYumpiaDrxlSVlaGvLw8BAQEYMeOHaOiLinRh4IBJdF7KCAgAFZWVkhNTUVSUpLF/mHtzlKq1WqLBymGaLXaUZ1dqq+vx8mTJ7Fjx44++3g7OTnpi5x3E0UR1dXVuHPnDhQKhT7QlEqlmDRpEkJCQozuC/57VlZWPaaiq6qqcObMGWg0GtjY2CAuLg4eHh4m39cQPz8/bN26FQcOHMCGDRvg5uaGoKAgPH/+HCqVCnfv3tXvxJ4zZw5yc3P7nLKur6/vNa5ff/0VtbW1WL58+YBjKSoqQmFhIYKDg7Fz507z/3JEZDIGlETvqfHjxyM+Ph5ff/01du/ebbGgsnstZV8t9yzp8ePHBru1jAbdu8IHs/lGEASMGzeuV0ZTo9HgyZMnyMrKQkdHh/64ra0twsLCEBQUZFIRdH9/f/j7+wPoqv+Zk5ODuro6AEBISAiioqLMCtjt7Oywb98+HDlyBDNnzkRoaCgWLlyI7777Dnl5eQgNDcWYMWPg4+OjL+b+r6WPHzx40Ks4eXFxMZ4/f47ExMR+n3/r1i2UlZVh6tSp7LNNNMIYUBK9x7y9vbFq1SqkpKTgiy++sEi2z9nZGW1tbWZnKUVRHDDILSkpMSpDNdyuXr0KlUpl8c03MpkMwcHBveo5tre3o7y8HKdPn+6xHtHNzQ3h4eHw8fEZ8Gdpa2urnzoWRREPHz7EiRMnoNPp4ODggPnz5w+qq5BEIsG2bdtw8eJF1NbWYsGCBdiyZQv++te/Ii0tDbt37+73+sLCwh4/x7KyMjx69KjPLyyiKCInJweVlZWIiYlhIEk0SrBTDtEHQKFQ4Pjx49izZ49FNrgoFAr8/PPPg85SpqenY9GiRbCzs4Moijh58qTBTjlDsbnIHKIo4sSJEwgODsb06dNHejhoaGhAcXExXr16pe9t3l3UPTw8HI6Ojkbdp7W1FdevX0dzczMEQcC0adMQFhZmcla7sLAQFRUV2LBhAxQKBfbv348FCxYgNnYW9p+9hvstNnhY3QA3Nzf4ONliYdBY4FUpVq3sykQ+evQIv/76q8EqBaIoIjs7G9XV1YiLi+uxKYqIRh4DSqIPREtLCw4fPozk5GSLrH/87rvvsGnTpkHd6+bNm5gwYQLGjx8PjUaDH3/80WDR9NEUUCqVShw8eBArV66Er6/vSA+nTzqdTt92srsrjSAI+raTwcHB/bad1Ol0uH//PkpKSgAArq6uiIuLM7pAe3V1Nc6dO4edO3eivLwcfzl5Gc8cp6O6RQkJROjQFaRKha5OkZ4O1vjPZSEId+hEQUEBNm7c2ON+Wq0WFy5cQENDAxYvXtxn1yEiGlkMKIk+IG1tbTh06BD27Nljdi9rhUKB69evD6qQellZGVQqFaZOnYqOjg5kZWXp6yx2E0URx44d61UoeyTU1dXh+++/73fzzWinUqnw8OFDPHz4ECqVSr+W0cHBAeHh4fD39ze4JKKhoQE5OTl4+/YtJBIJYmJi+u3FDQBv377FoUOHYB2yAP/vyrN/HO0/27nE8y0O/Mc/v1So1WpkZGSgtbUV8fHxveqBEtHowjWURB8Qe3t77Nq1CykpKdi9e7dZredcXFzQ2toKjUZj8jS6q6srSktLAaDP61+8eNGrF/dIKC4uRlFREb788st3ugyNXC5HRERErw0wra2tKC0tRX5+vn7K/F/bTnYvbdBoNCgoKEBubi4EQYCPjw/mzp3bqy7pmDFjMPXTz7HlUAEGCiS7Zb8eg6ySGsQFOiE9PR0qlQoJCQlwdna2yN+fiIYWM5REHyClUokDBw5gx44dRk9lGtLY2IicnByTs5QqlUpfz7KpqQkFBQW9ag1mZGRg/vz5GDt27KDHZ64rV65Ao9EYXQfxfSGKImpra1FSUqLfFQ50bcAJDAxEaGgo7O3tUV1djZs3b+r7rc+dO1e/HGDNV3kofNEEnZH/wggA3Ky1+PegVqxcmdhv33IiGn2YoST6AFlbW2PPnj1ISUnBtm3bBh20ubq6oqWlxeQspVwuh1qtBtA1tWno2jdv3oxYMCmKIo4fP47Q0FBMmzZtRMYwkgRBgLe3N7y9vXsc12q1ePr0Ka5cuYL29nb98TFjxiAwMBAlJSW4du0aajskuPvcyaRnigDqlVKEzotnMEn0DmJASfSBksvl2Lt3L1JSUrBp06ZBTy2uWLEC58+f77UG0lgajWZYiqQbq7OzE4cOHcKqVavg4+Mz0sMZVboLr/9rbdCOjg5UVFSgubkZEokE5W02ECBCNHK6u5tMIiDzQQ2iJrhYcthENAwYUBJ9wGQyGZKTk3HgwAGsXbsW7u7uJt/D1dUVzc3Ng1pLCfSdoRyJ1TivX7/G6dOnsWPHDrPWl35obG1tMW3aNH02t/xcMaQNv0Fj7Hz3P+hEEY1tqqEYIhENsdHb04yIhoVUKsWePXvwww8/oLa2dlD3SEhIwPnz5wd1raEMZV1dncVaBBrrwYMHuHz5Mvbt28dg0kwyiQSD2b8kCAJk0nd34xPRh4wBJRFBIpHgiy++QGZmJl6+fGny9W5ubmhqaoJGozH5WkMZyqKiomFdu/jTTz+hpqYGW7Zsead3co+0xsZGZGZmov5ZGTRanek3EEX4ubybZZmIPnSc8iYiAF3ZoR07duDw4cOYP3++vge0sRISEpCZmYmVK1eadJ2hDGVDQ8Ogpt9N1V3rMiIiApGRkUP+vPfN8+fPcefOHSiVSgBdpaTmzJmDWf82Btn/94rpU94A1kSNG/A8Ihp9GFASkZ4gCNi2bRvS0tKgVqt7bb7oj7u7OxQKBbRaLaRSqdHXqdVq2NjYDGa4Zuns7MTBgwfx2Wef9drNTL3pdDqUlZWhuLgYOl1X9tHPzw/Lly83+P4lRPog4/4raI0MKqWCgLgp7hjnzAwl0buIASUR9bJ582acPHkSGo0GISEhRl/XnaVMTEw0+hpDGcqh3pBTW1uLM2fOYOfOnSMSzL4LVCoV7t69i6dPn0IQBAiCgLCwMKxbt86oLwz/Y/FkXH9Yh9YODbQDvJ8SAbCRS/Cf8cGWGj4RDTMGlERk0Oeff44ffvgBGo2mV3eVvpiapRRFsdcaypaWliGtP3n//n0UFxdj3759XC/5O62trcjPz0d9fT2ArrJSUVFRiI2NHdTPabzLGKTtjMaWg7fR0qnuM1MplQiwtZLicNIMBHmw/iTRu4qdcoioX+np6Rg/fjymT59u1Pl1dXW4devWgFnKzMxMxMXFoaioCIGBgfoOKzdu3IC/vz/8/PzMHvu/ys7OhiAI+OSTTyx+73dNbW0t8vPz9QXKHRwcEBsba/G1qzUtHfj6xlN8f+c3vFVpIZV0BadanQhrmQRrosbhi3mB8HPlVDfRu4wZSiLqV2JiIi5cuIDbt29j5syZA57v4eGBxsbGAbOUrq6uaGxs7JWh/O233zB37lyLjL2bKIpIS0tDZGQkPvroI4ve+10giiKePHmCwsJC/U58T09PLFq0CPb29kP6bG9HW/x3Qhj+55Ip+KnsNWpaOiGKgIeDNRaHeWKszegpak9Eg8cMJREZ5fLly7C3t8esWbMGPLeurg75+flYsWJFn+c8fPgQ7e3tqK+vx4wZM+Di0tUd5dixY9i0aZPFxt3R0YFDhw5h7dq18PT0tNh9RzONRoP79++joqJCf2zSpEmYNm3aqOpKRETvD2Yoicgon3zyCa5du4acnBzExcX1e66HhwcaGhr6zVK6urrixYsXvTKUlvyOW1NTg7Nnz773m286OjpQUFCA6upqAF3F6iMjI7Fx40auEyWiYcGAkoiMtmDBAty4cQNXr17FwoUL+z132bJluHDhQp9ZSicnJzQ1NUEul+uzZh0dHRYL/H799VeUlpZi7969711QpVAokJeXh5aWFgBdrQ9nzpyJ+fPnj+zAiOiDxYCSiEwyb9483Lp1C9nZ2ViyZEmf53l6evabpZTJZNBqtT0ylCUlJUbvKO9PVlYWZDKZRafOR9KLFy9w+/btHgXEZ8+eDWdn5xEeGRFRFwaURGSy2NhY3LlzB5mZmVi+fHmf58XHx+PixYtISEjo8xyNRqMPKJ88eYL169cPelyiKOLo0aOYNm2aRQLTkWBqAXEiotGAASURDcqMGTNQVFSEc+fO9dlu0cvLC/X19dDpdJBIJH3eq3tKeqDz+tO9+WbdunXw8PAY1D1Ggkqlwr1791BZWQlBECCRSBASEmJ0AXEiotGAASURDVr3ruEzZ85gzZo1Bs/pzlL2l8nsNtgNOa9evcKPP/6IXbt2wdraelD3GC59FRCPiYl579Z6EtGHgwElEZklPDwcMpkMJ06cwIYNG3q97uXlhdevXw+Yffz91LcpioqKUF5ePmo33xgqIB4TE/NOZVGJiAbCgJKIzBYcHAyZTIYjR45g69atvV6Pj4/HpUuXsGzZsj7vUVFRgeBg03o5Z2VlwcrKChs3bjR5zEOhu4B4UVER1Go1gOErIE5ENJIYUBKRRQQFBUEmkyE1NRXbt2/vkS309vZGbW1tv1nK0tJSrFq1yqhn6XQ6HD16FB9//DHCwsIsMv7B0Gg0ePDgAcrLy/XHgoKCsGrVKhYQJ6IPCgNKIrIYf39/LFmyBN988w127drVI6hcunRpv1lKtVoNuVw+4DPevn2L1NRUrF+/3uJ9pwfSVwHxDRs2DHozERHR+4ABJRFZlK+vL1asWIGUlBR88cUX+kDLx8cHly5d6pGlFAQBWq3W6Hu/fPkSGRkZw7b5RqFQ4NatW2hubgbAAuJERH1hQElEFufl5YW1a9fiq6++wp49e/Tlbz799FNkZWUhPj4eAODo6Ijq6mrodLoBN9Tcu3cPjx49QnJy8pBtvjFUQHzWrFksIE5ENAAGlEQ0JNzc3LBx40bs378fycnJkMlk8PX11WcpdboOODk1orq6FOXlmZg40avPe128eBE2NjYGd5EPlk6nQ3l5OR48eKAvID5+/HgsW7YMtra2FnsOEdGHQBAHW/iNiMgIra2t+Pbbb5GcnAy5XI6nT/PwpPIbWFndgU7XoT9PEOTw9l6NceO2wMG+a7e3TqfD4cOHMXPmTLM333QXEH/69Ok/nicgNDQUERERLCBORGQmBpRENOTa29tx8OBBrFzpjieV/w1RFCEIvT96BEEKUdRh0qT/gqvLOqSmpmLDhg1wc3Mz+Zlv3rzBrVu3ehQQnz59OgICAkZlvUoioncZA0oiGhbPX5zEkyf/ZfT5r2sXYM2avxu18xsAXr9+jVu3brGAOBHRCOAaSiIacipVIyor/7dJ13h6XYdWWwdgXK/XRFFEZWUlCgsLexQQX7hwIRwcHCwwYiIiMgUDSiIacq9qzkAUNSZfV/3qJIIC/wStVov79++joqJC3++bBcSJiEYPTnkT0ZASRRG5eXOgVNaafK1OZ4u61/8LUqkckZGRmDJlCguIExGNQsxQEtGQ0mrbBhVMAoBE0oHPPlsEGxsfC4+KiIgsiV/1iWhIabWdI3o9ERENPQaURDSkZDLzNsnIrMZaaCRERDRUGFAS0ZCSSm3g6BgF0z9uBNjZTYLcynUohkVERBbEgJKIhtz4cVsB6Ey8SsT4cX9gEXIioncAA0oiGnLu7p/AxtoHgLEtDiWwsnKBl1fiUA6LiIgshAElEQ05iUSOqVO/hVQ6BgMHlVJIJNaYGpn6j/OJiGi0Y0BJRMPCzi4IMz4+izFjJgDo6tvdU9efbWy88XHUKYwdGzHMIyQiosFiYXMiGlaiKKKpKQ8vXx5FU3MBtNq3kEhs4OT0Mcb5boar6zwDwSYREY1mDCiJiIiIyCyc8iYiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIiszCgJCIiIiKzMKAkIiIiIrMwoCQiIiIis/x/7Pu3VD4zt3sAAAAASUVORK5CYII=", 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", 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" ] @@ -319,42 +317,34 @@ ], "source": [ "start_time = pc()\n", - "Kmax = 2\n", + "K = 2\n", "while True:\n", - " results, m = graph_coloring(G, Kmax, catch_infeasibility=True)\n", + " results, m = graph_coloring(G, K, catch_infeasibility=True)\n", " if results.solver.termination_condition == pyo.TerminationCondition.optimal:\n", - " m = graph_coloring(G, Kmax)\n", - " print(f\"The chromatic number of G is: {Kmax}\")\n", + " m = graph_coloring(G, K)\n", + " print(f\"The chromatic number of G is: {K}\")\n", " print(f\"Time elapsed: {pc() - start_time:.2f} seconds\")\n", " break\n", " else:\n", - " print(f\"{Kmax} colors are not enough\")\n", - " Kmax += 1\n", + " print(f\"{K} colors are not enough\")\n", + " K += 1\n", "\n", - "# Plot the graph with the coloring\n", - "tab20 = plt.get_cmap(\"tab20\")\n", - "colors = [tab20(i) for i in range(0, 20, 4)]\n", - "coloring = get_coloring(m)\n", "nx.draw(\n", - " G,\n", - " pos=pos,\n", - " with_labels=False,\n", - " node_size=100,\n", - " width=0.25,\n", - " node_color=[colors[coloring[i]] for i in G.nodes],\n", - ")" + " G, pos=pos, with_labels=False, node_size=150, width=0.4, node_color=get_coloring(m)\n", + ")\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This approach is much faster than solving the same MILO with a large `Kmax`, say 10, which results in a much larger model, both in terms of number of variables and constraints." + "This approach is much faster than solving the same MILO with a large `K`, say 10, which results in a much larger model, both in terms of number of variables and constraints." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -362,13 +352,13 @@ "output_type": "stream", "text": [ "The chromatic number of G is: 5\n", - "Time elapsed: 75.88 seconds\n" + "Time elapsed: 73.99 seconds\n" ] } ], "source": [ "start_time = pc()\n", - "m = graph_coloring(G, Kmax=10)\n", + "m = graph_coloring(G, K=10)\n", "print(f\"The chromatic number of G is: {int(m.number_used_colors())}\")\n", "print(f\"Time elapsed: {pc() - start_time:.2f} seconds\")" ] @@ -382,27 +372,33 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Upper bound found by networkx: Kmax=6. This will be used as the parameter of the optimization model.\n", + "Upper bound found by networkx: K=6. This will be used as the parameter of the optimization model.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "The chromatic number of G is: 5\n", - "Time elapsed: 7.24 seconds\n" + "Time elapsed: 7.26 seconds\n" ] } ], "source": [ "start_time = pc()\n", "nxcoloring = nx.algorithms.coloring.greedy_color(G)\n", - "Kmax = len(set(nxcoloring.values()))\n", + "K = len(set(nxcoloring.values()))\n", "print(\n", - " f\"Upper bound found by networkx: Kmax={Kmax}. This will be used as the parameter of the optimization model.\"\n", + " f\"Upper bound found by networkx: K={K}. This will be used as the parameter of the optimization model.\"\n", ")\n", - "m = graph_coloring(G, Kmax)\n", + "m = graph_coloring(G, K)\n", "print(f\"The chromatic number of G is: {int(m.number_used_colors())}\")\n", "print(f\"Time elapsed: {pc() - start_time:.2f} seconds\")" ] diff --git a/notebooks/04/power-network.ipynb b/notebooks/04/power-network.ipynb index ae8fa166..8495a8ad 100644 --- a/notebooks/04/power-network.ipynb +++ b/notebooks/04/power-network.ipynb @@ -20,9 +20,7 @@ "```{index} scenario analysis\n", "```\n", "\n", - "# Extra material: Energy dispatch problem\n", - "\n", - "To meet the energy demand, power plants run day and night across the country to produce electricity from a variety of sources such as fossil fuels and renewable energy. On the short-time scale, the best operating levels for electric power plants are derived every 15 minutes by solving the so-called *Optimal Power Flow (OPF)* model. The OPF model is an optimization problem with the objective of minimizing the total energy dispatching cost, while ensuring that the generation meets the total energy demand. Furthermore, the model takes into account many constraints, among which operational and physical constraints. \n" + "# Extra material: Energy dispatch problem" ] }, { @@ -52,19 +50,26 @@ "outputs": [], "source": [ "import sys\n", - "\n", + " \n", "if 'google.colab' in sys.modules:\n", " !pip install pyomo >/dev/null 2>/dev/null\n", " !pip install highspy >/dev/null 2>/dev/null\n", + " \n", + "solver = 'appsi_highs'\n", + " \n", + "import pyomo.environ as pyo\n", + "SOLVER = pyo.SolverFactory(solver)\n", + " \n", + "assert SOLVER.available(), f\"Solver {solver} is not available.\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Problem description\n", "\n", - " from pyomo.environ import SolverFactory\n", - " SOLVER = SolverFactory('appsi_highs')\n", - " \n", - "else:\n", - " from pyomo.environ import SolverFactory\n", - " SOLVER = SolverFactory('cbc')\n", - "\n", - "assert SOLVER.available(), f\"Solver {SOLVER} is not available.\"" + "To meet the energy demand, power plants run day and night across the country to produce electricity from a variety of sources such as fossil fuels and renewable energy. On the short-time scale, the best operating levels for electric power plants are derived every 15 minutes by solving the so-called *Optimal Power Flow (OPF)* model. The OPF model is an optimization problem with the objective of minimizing the total energy dispatching cost, while ensuring that the generation meets the total energy demand and taking into account operational and physical constraints. " ] }, { @@ -99,7 +104,8 @@ "id": "4ZF8sTiZs7m0" }, "source": [ - "## Optimal Power Flow\n", + "## Optimal Power Flow problem\n", + "\n", "We assumed above that the power injections $\\mathbf{p}$ were given. However, in practice, the power injections need to be determined for each generator in the power network, where some types of generators may be cheaper than others. Moreover, we need to take into account operational constraints, such as the maximum flow and generator limits. \n", "\n", "On the short-time scale, the power injections are calculated for each generator by solving the so-called *Optimal Power Flow (OPF)* problem. The goal of the OPF problem is to determine a solution $(\\mathbf{p}, \\mathbf{f}, \\mathbf{\\theta})$ with minimal costs such that:\n", @@ -109,18 +115,18 @@ "\n", "Let $c_i > 0$ be the cost associated with the production of a unit energy by generator $i$. Then, the OPF problem can be formulated as\n", "\n", - "$$\\begin{align}\n", - "\\begin{array}{llll}\n", - "\\max & \\sum_{i \\in V} c_i p_i \\\\\n", - "\\text{s.t.} & \\sum_{j: (i, j) \\in E} f_{ij} - \\sum_{j: (j, i) \\in E} f_{ji} = p_i - d_i & \\forall \\, i \\in V,\\\\\n", - "& f_{ij} = b_{ij}(\\theta_i - \\theta_j), & \\forall \\, (i, j) \\in E, \\\\\n", - " & |f_{ij}| \\leq f_{ij}^{\\max} & \\forall (i, j) \\in E,\\\\\n", - " & p_{i}^{\\min } \\leq p_{i} \\leq p_{i}^{\\max } & \\forall i \\in V, \\\\\n", - " & p_i \\in \\mathbb{R}_{\\geq 0} & \\forall i \\in V, \\\\\n", - " & \\theta_i \\in \\mathbb{R} & \\forall i \\in V, \\\\\n", - " & f_{ij} \\in \\mathbb{R} & \\forall (i, j) \\in E \\\\\n", - "\\end{array}\n", - "\\end{align}$$\n", + "$$\n", + "\\begin{align*}\n", + "\\min \\, & \\sum_{i \\in V} c_i p_i \\\\\n", + "\\text{s.t.} \\, & \\sum_{j: (i, j) \\in E} f_{ij} - \\sum_{j: (j, i) \\in E} f_{ji} = p_i - d_i & \\forall \\, i \\in V\\\\\n", + " & f_{ij} = b_{ij}(\\theta_i - \\theta_j) & \\forall \\, (i, j) \\in E \\\\\n", + " & |f_{ij}| \\leq f_{ij}^{\\max} & \\forall \\,(i, j) \\in E\\\\\n", + " & p_{i}^{\\min } \\leq p_{i} \\leq p_{i}^{\\max } & \\forall \\,i \\in V \\\\\n", + " & p_i \\geq 0 & \\forall \\,i \\in V \\\\\n", + " & \\theta_i \\in \\mathbb{R} & \\forall \\,i \\in V \\\\\n", + " & f_{ij} \\in \\mathbb{R} & \\forall \\,(i, j) \\in E.\n", + "\\end{align*}\n", + "$$\n", "\n", "For simplicity, you may assume that all load nodes do not produce energy, i.e., $p_i = p_i^{\\min} = p_i^{\\max} = 0$ for all $i \\in \\mathcal{D}$. You may therefore model $p_i$ as decision variables for all nodes (both generator and load nodes). Similarly, you may assume that all generator nodes have no demand, i.e., $d_i = 0$ for all $i \\in \\mathcal{G}$.\n", "\n", @@ -129,7 +135,7 @@ "- $\\theta_i$ phase angles\n", "- $f_{ij}$ power flows\n", "\n", - "All the other quantities are instance dependent parameters." + "All the other quantities are instance-dependent parameters. Each of the 96 instances captures the network in a different moment in time, thus with different energy demand at each node and different realizations for the power produced by renewable energy sources." ] }, { @@ -147,16 +153,16 @@ "id": "-lny_r2OGnsJ" }, "source": [ - "You will solve the OPF problem on the IEEE-118 power network, which is a standard test network consisting of 118 nodes and 179 edges. In the following, we will load the data into the notebook and provide a description of the data. Make sure to run the setup code below. We will first describe the data which are initially provided as `pandas.DataFrames`. We will then provide a new network data structure to easily access the data for the implementation of the optimization model." + "You will solve the OPF problem on the IEEE-118 power network, which is a standard test network consisting of 118 nodes and 179 edges. In the following, we will load the data into the notebook and provide a description of the data. We will first describe the data which are initially provided as `pandas.DataFrames`. We will then provide a new network data structure to easily access the data for the implementation of the optimization model." ] }, { "cell_type": "markdown", "metadata": { - "id": "NBPDMyoUuvxp" + "id": "4BgoE_qSM8aZ" }, "source": [ - "### Setup code" + "### Setup code and data import" ] }, { @@ -164,75 +170,48 @@ "execution_count": 2, "metadata": { "ExecuteTime": { - "end_time": "2022-03-23T18:11:17.642038Z", - "start_time": "2022-03-23T18:11:12.866223Z" + "end_time": "2022-03-23T18:11:17.647734Z", + "start_time": "2022-03-23T18:11:17.647718Z" }, - "id": "bxwjVztvKQpk" + "id": "C98FtckVUESu" }, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: Failed to create solver with name\n", - " '': Failed to set executable for solver asl. File with\n", - " name= either does not exist or it is not executable. To skip\n", - " this validation, call set_executable with validate=False.\n", - "Traceback (most recent call last):\n", - " File \"/Users/jeff/opt/anaconda3/lib/python3.9/site-packages/pyomo/opt/base/solvers.py\", line 166, in __call__\n", - " opt = self._cls[_implicit_solvers[mode]](**kwds)\n", - " File \"/Users/jeff/opt/anaconda3/lib/python3.9/site-packages/pyomo/solvers/plugins/solvers/ASL.py\", line 45, in __init__\n", - " SystemCallSolver.__init__(self, **kwds)\n", - " File \"/Users/jeff/opt/anaconda3/lib/python3.9/site-packages/pyomo/opt/solver/shellcmd.py\", line 66, in __init__\n", - " self.set_executable(name=executable, validate=validate)\n", - " File \"/Users/jeff/opt/anaconda3/lib/python3.9/site-packages/pyomo/opt/solver/shellcmd.py\", line 114, in set_executable\n", - " raise ValueError(\n", - "ValueError: Failed to set executable for solver asl. File with name= either does not exist or it is not executable. To skip this validation, call set_executable with validate=False.\n" + "ename": "HTTPError", + "evalue": "HTTP Error 404: Not Found", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mHTTPError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/Users/ale/My Drive/GitHub repositories/MO-book/notebooks/04/power-network.ipynb Cell 10\u001b[0m line \u001b[0;36m9\n\u001b[1;32m 7\u001b[0m \u001b[39m# Download the data\u001b[39;00m\n\u001b[1;32m 8\u001b[0m base_url \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mhttps://raw.githubusercontent.com/mobook/MO-book/main/notebooks/04/data/\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m----> 9\u001b[0m nodes_df \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39;49mread_csv(base_url \u001b[39m+\u001b[39;49m \u001b[39m\"\u001b[39;49m\u001b[39mnodes.csv\u001b[39;49m\u001b[39m\"\u001b[39;49m, index_col\u001b[39m=\u001b[39;49m\u001b[39m0\u001b[39;49m)\n\u001b[1;32m 10\u001b[0m edges_df \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39mread_csv(base_url \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39medges.csv\u001b[39m\u001b[39m\"\u001b[39m, index_col\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m)\n\u001b[1;32m 12\u001b[0m \u001b[39m# Read all instances\u001b[39;00m\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/util/_decorators.py:211\u001b[0m, in \u001b[0;36mdeprecate_kwarg.._deprecate_kwarg..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 209\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 210\u001b[0m kwargs[new_arg_name] \u001b[39m=\u001b[39m new_arg_value\n\u001b[0;32m--> 211\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/util/_decorators.py:331\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments..decorate..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 325\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mlen\u001b[39m(args) \u001b[39m>\u001b[39m num_allow_args:\n\u001b[1;32m 326\u001b[0m warnings\u001b[39m.\u001b[39mwarn(\n\u001b[1;32m 327\u001b[0m msg\u001b[39m.\u001b[39mformat(arguments\u001b[39m=\u001b[39m_format_argument_list(allow_args)),\n\u001b[1;32m 328\u001b[0m \u001b[39mFutureWarning\u001b[39;00m,\n\u001b[1;32m 329\u001b[0m stacklevel\u001b[39m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 330\u001b[0m )\n\u001b[0;32m--> 331\u001b[0m \u001b[39mreturn\u001b[39;00m func(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/io/parsers/readers.py:950\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m 935\u001b[0m kwds_defaults \u001b[39m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 936\u001b[0m dialect,\n\u001b[1;32m 937\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 946\u001b[0m defaults\u001b[39m=\u001b[39m{\u001b[39m\"\u001b[39m\u001b[39mdelimiter\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39m\"\u001b[39m\u001b[39m,\u001b[39m\u001b[39m\"\u001b[39m},\n\u001b[1;32m 947\u001b[0m )\n\u001b[1;32m 948\u001b[0m kwds\u001b[39m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 950\u001b[0m \u001b[39mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/io/parsers/readers.py:605\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 602\u001b[0m _validate_names(kwds\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mnames\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m))\n\u001b[1;32m 604\u001b[0m \u001b[39m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 605\u001b[0m parser \u001b[39m=\u001b[39m TextFileReader(filepath_or_buffer, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n\u001b[1;32m 607\u001b[0m \u001b[39mif\u001b[39;00m chunksize \u001b[39mor\u001b[39;00m iterator:\n\u001b[1;32m 608\u001b[0m \u001b[39mreturn\u001b[39;00m parser\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1442\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1439\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39moptions[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m kwds[\u001b[39m\"\u001b[39m\u001b[39mhas_index_names\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[1;32m 1441\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles: IOHandles \u001b[39m|\u001b[39m \u001b[39mNone\u001b[39;00m \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m\n\u001b[0;32m-> 1442\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_engine \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_engine(f, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mengine)\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1735\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1733\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m mode:\n\u001b[1;32m 1734\u001b[0m mode \u001b[39m+\u001b[39m\u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mb\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m-> 1735\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39m=\u001b[39m get_handle(\n\u001b[1;32m 1736\u001b[0m f,\n\u001b[1;32m 1737\u001b[0m mode,\n\u001b[1;32m 1738\u001b[0m encoding\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[1;32m 1739\u001b[0m compression\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mcompression\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[1;32m 1740\u001b[0m memory_map\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mmemory_map\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mFalse\u001b[39;49;00m),\n\u001b[1;32m 1741\u001b[0m is_text\u001b[39m=\u001b[39;49mis_text,\n\u001b[1;32m 1742\u001b[0m errors\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mencoding_errors\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mstrict\u001b[39;49m\u001b[39m\"\u001b[39;49m),\n\u001b[1;32m 1743\u001b[0m storage_options\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49moptions\u001b[39m.\u001b[39;49mget(\u001b[39m\"\u001b[39;49m\u001b[39mstorage_options\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39mNone\u001b[39;49;00m),\n\u001b[1;32m 1744\u001b[0m )\n\u001b[1;32m 1745\u001b[0m \u001b[39massert\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m\n\u001b[1;32m 1746\u001b[0m f \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhandles\u001b[39m.\u001b[39mhandle\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/io/common.py:713\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 710\u001b[0m codecs\u001b[39m.\u001b[39mlookup_error(errors)\n\u001b[1;32m 712\u001b[0m \u001b[39m# open URLs\u001b[39;00m\n\u001b[0;32m--> 713\u001b[0m ioargs \u001b[39m=\u001b[39m _get_filepath_or_buffer(\n\u001b[1;32m 714\u001b[0m path_or_buf,\n\u001b[1;32m 715\u001b[0m encoding\u001b[39m=\u001b[39;49mencoding,\n\u001b[1;32m 716\u001b[0m compression\u001b[39m=\u001b[39;49mcompression,\n\u001b[1;32m 717\u001b[0m mode\u001b[39m=\u001b[39;49mmode,\n\u001b[1;32m 718\u001b[0m storage_options\u001b[39m=\u001b[39;49mstorage_options,\n\u001b[1;32m 719\u001b[0m )\n\u001b[1;32m 721\u001b[0m handle \u001b[39m=\u001b[39m ioargs\u001b[39m.\u001b[39mfilepath_or_buffer\n\u001b[1;32m 722\u001b[0m handles: \u001b[39mlist\u001b[39m[BaseBuffer]\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/io/common.py:363\u001b[0m, in \u001b[0;36m_get_filepath_or_buffer\u001b[0;34m(filepath_or_buffer, encoding, compression, mode, storage_options)\u001b[0m\n\u001b[1;32m 361\u001b[0m \u001b[39m# assuming storage_options is to be interpreted as headers\u001b[39;00m\n\u001b[1;32m 362\u001b[0m req_info \u001b[39m=\u001b[39m urllib\u001b[39m.\u001b[39mrequest\u001b[39m.\u001b[39mRequest(filepath_or_buffer, headers\u001b[39m=\u001b[39mstorage_options)\n\u001b[0;32m--> 363\u001b[0m \u001b[39mwith\u001b[39;00m urlopen(req_info) \u001b[39mas\u001b[39;00m req:\n\u001b[1;32m 364\u001b[0m content_encoding \u001b[39m=\u001b[39m req\u001b[39m.\u001b[39mheaders\u001b[39m.\u001b[39mget(\u001b[39m\"\u001b[39m\u001b[39mContent-Encoding\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m)\n\u001b[1;32m 365\u001b[0m \u001b[39mif\u001b[39;00m content_encoding \u001b[39m==\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mgzip\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[1;32m 366\u001b[0m \u001b[39m# Override compression based on Content-Encoding header\u001b[39;00m\n", + "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/mo-book-rd3A6LPh-py3.10/lib/python3.10/site-packages/pandas/io/common.py:265\u001b[0m, in \u001b[0;36murlopen\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 259\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 260\u001b[0m \u001b[39mLazy-import wrapper for stdlib urlopen, as that imports a big chunk of\u001b[39;00m\n\u001b[1;32m 261\u001b[0m \u001b[39mthe stdlib.\u001b[39;00m\n\u001b[1;32m 262\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 263\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39murllib\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mrequest\u001b[39;00m\n\u001b[0;32m--> 265\u001b[0m \u001b[39mreturn\u001b[39;00m urllib\u001b[39m.\u001b[39;49mrequest\u001b[39m.\u001b[39;49murlopen(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n", + "File \u001b[0;32m~/.pyenv/versions/3.10.10/lib/python3.10/urllib/request.py:216\u001b[0m, in \u001b[0;36murlopen\u001b[0;34m(url, data, timeout, cafile, capath, cadefault, context)\u001b[0m\n\u001b[1;32m 214\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 215\u001b[0m opener \u001b[39m=\u001b[39m _opener\n\u001b[0;32m--> 216\u001b[0m \u001b[39mreturn\u001b[39;00m opener\u001b[39m.\u001b[39;49mopen(url, data, timeout)\n", + "File \u001b[0;32m~/.pyenv/versions/3.10.10/lib/python3.10/urllib/request.py:525\u001b[0m, in \u001b[0;36mOpenerDirector.open\u001b[0;34m(self, fullurl, data, timeout)\u001b[0m\n\u001b[1;32m 523\u001b[0m \u001b[39mfor\u001b[39;00m processor \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mprocess_response\u001b[39m.\u001b[39mget(protocol, []):\n\u001b[1;32m 524\u001b[0m meth \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39m(processor, meth_name)\n\u001b[0;32m--> 525\u001b[0m response \u001b[39m=\u001b[39m meth(req, response)\n\u001b[1;32m 527\u001b[0m \u001b[39mreturn\u001b[39;00m response\n", + "File \u001b[0;32m~/.pyenv/versions/3.10.10/lib/python3.10/urllib/request.py:634\u001b[0m, in \u001b[0;36mHTTPErrorProcessor.http_response\u001b[0;34m(self, request, response)\u001b[0m\n\u001b[1;32m 631\u001b[0m \u001b[39m# According to RFC 2616, \"2xx\" code indicates that the client's\u001b[39;00m\n\u001b[1;32m 632\u001b[0m \u001b[39m# request was successfully received, understood, and accepted.\u001b[39;00m\n\u001b[1;32m 633\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39m200\u001b[39m \u001b[39m<\u001b[39m\u001b[39m=\u001b[39m code \u001b[39m<\u001b[39m \u001b[39m300\u001b[39m):\n\u001b[0;32m--> 634\u001b[0m response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mparent\u001b[39m.\u001b[39;49merror(\n\u001b[1;32m 635\u001b[0m \u001b[39m'\u001b[39;49m\u001b[39mhttp\u001b[39;49m\u001b[39m'\u001b[39;49m, request, response, code, msg, hdrs)\n\u001b[1;32m 637\u001b[0m \u001b[39mreturn\u001b[39;00m response\n", + "File \u001b[0;32m~/.pyenv/versions/3.10.10/lib/python3.10/urllib/request.py:563\u001b[0m, in \u001b[0;36mOpenerDirector.error\u001b[0;34m(self, proto, *args)\u001b[0m\n\u001b[1;32m 561\u001b[0m \u001b[39mif\u001b[39;00m http_err:\n\u001b[1;32m 562\u001b[0m args \u001b[39m=\u001b[39m (\u001b[39mdict\u001b[39m, \u001b[39m'\u001b[39m\u001b[39mdefault\u001b[39m\u001b[39m'\u001b[39m, \u001b[39m'\u001b[39m\u001b[39mhttp_error_default\u001b[39m\u001b[39m'\u001b[39m) \u001b[39m+\u001b[39m orig_args\n\u001b[0;32m--> 563\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_call_chain(\u001b[39m*\u001b[39;49margs)\n", + "File \u001b[0;32m~/.pyenv/versions/3.10.10/lib/python3.10/urllib/request.py:496\u001b[0m, in \u001b[0;36mOpenerDirector._call_chain\u001b[0;34m(self, chain, kind, meth_name, *args)\u001b[0m\n\u001b[1;32m 494\u001b[0m \u001b[39mfor\u001b[39;00m handler \u001b[39min\u001b[39;00m handlers:\n\u001b[1;32m 495\u001b[0m func \u001b[39m=\u001b[39m \u001b[39mgetattr\u001b[39m(handler, meth_name)\n\u001b[0;32m--> 496\u001b[0m result \u001b[39m=\u001b[39m func(\u001b[39m*\u001b[39;49margs)\n\u001b[1;32m 497\u001b[0m \u001b[39mif\u001b[39;00m result \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 498\u001b[0m \u001b[39mreturn\u001b[39;00m result\n", + "File \u001b[0;32m~/.pyenv/versions/3.10.10/lib/python3.10/urllib/request.py:643\u001b[0m, in \u001b[0;36mHTTPDefaultErrorHandler.http_error_default\u001b[0;34m(self, req, fp, code, msg, hdrs)\u001b[0m\n\u001b[1;32m 642\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mhttp_error_default\u001b[39m(\u001b[39mself\u001b[39m, req, fp, code, msg, hdrs):\n\u001b[0;32m--> 643\u001b[0m \u001b[39mraise\u001b[39;00m HTTPError(req\u001b[39m.\u001b[39mfull_url, code, msg, hdrs, fp)\n", + "\u001b[0;31mHTTPError\u001b[0m: HTTP Error 404: Not Found" ] } ], "source": [ - "# Load packages\n", - "\n", - "import pyomo.environ as pyo\n", - "from IPython.display import Markdown, HTML\n", "import numpy as np\n", - "import numpy.random as rnd\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "from ast import literal_eval as make_tuple\n", "import networkx as nx\n", - "import time\n", + "from ast import literal_eval as make_tuple\n", "\n", - "# Load solver\n", - "solver = pyo.SolverFactory(SOLVER)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "4BgoE_qSM8aZ" - }, - "source": [ - "### Data import" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2022-03-23T18:11:17.647734Z", - "start_time": "2022-03-23T18:11:17.647718Z" - }, - "id": "C98FtckVUESu" - }, - "outputs": [], - "source": [ "# Download the data\n", - "base_url = \"https://raw.githubusercontent.com/mobook/MO-book/main/notebooks/04/\"\n", + "base_url = \"https://raw.githubusercontent.com/mobook/MO-book/main/notebooks/04/data/\"\n", "nodes_df = pd.read_csv(base_url + \"nodes.csv\", index_col=0)\n", "edges_df = pd.read_csv(base_url + \"edges.csv\", index_col=0)\n", "\n", @@ -260,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.649979Z", @@ -271,7 +250,7 @@ "source": [ "def visualize_network(network, edge_flows=None, ax=None):\n", " \"\"\"Visualize a network instance, highlighting the generators in orange and the load buses in green.\"\"\"\n", - " plt.figure(figsize=[12, 10])\n", + " plt.figure(figsize=(12, 10))\n", " g = nx.DiGraph(network[\"edges\"].keys())\n", " pos = nx.layout.kamada_kawai_layout(g, weight=None)\n", "\n", @@ -311,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.651737Z", @@ -374,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.653899Z", @@ -684,7 +663,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.655599Z", @@ -918,7 +897,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.657053Z", @@ -1078,7 +1057,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.658270Z", @@ -1117,7 +1096,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.660266Z", @@ -1157,43 +1136,35 @@ "The network instances are stored in the variable `I` as a list and can be accessed using indexing, i.e., `I[0]` gives the first network instance and `I[95]` gives the 96th network instance." ] }, - { - "cell_type": "markdown", - "metadata": { - "id": "0GVlpC14Vixu" - }, - "source": [ - "---" - ] - }, { "cell_type": "markdown", "metadata": { "id": "Tejr2cdxtOWx" }, "source": [ - "# Solving OPF\n", + "## Solving the OPF problem\n", + "\n", "Observe that the stated OPF problem contains absolute decision values. We first rewrite the OPF problem into a linear optimization problem.\n", "\n", - "$$\\begin{align}\n", - "\\begin{array}{llll}\n", - "\\min & \\sum_{i \\in V} c_i p_i \\\\\n", - "\\text{s.t.} & \\sum_{j: (i, j) \\in E} f^+_{ij} - f^-_{ij} - \\sum_{j: (j, i) \\in E} f^+_{ji} - f_{ji}^- = p_i - d_i & \\forall \\, i \\in V,\\\\\n", - "& f^+_{ij} - f^-_{ij} = b_{ij}(\\theta_i - \\theta_j), & \\forall \\, (i, j) \\in E, \\\\\n", - " & f^+_{ij} + f^-_{ij} \\leq f_{ij}^{\\max} & \\forall (i, j) \\in E,\\\\\n", - " & p_{i}^{\\min } \\leq p_{i} \\leq p_{i}^{\\max } & \\forall i \\in V, \\\\\n", - " & p_i \\in \\mathbb{R}_{\\geq 0} & \\forall i \\in V, \\\\\n", - " & \\theta_i \\in \\mathbb{R} & \\forall i \\in V, \\\\\n", - " & f_{ij}^+, f_{ij}^- \\in \\mathbb{R} & \\forall (i, j) \\in E \\\\\n", - "\\end{array}\n", - "\\end{align}$$\n", + "$$\n", + "\\begin{align*}\n", + "\\min \\, & \\sum_{i \\in V} c_i p_i \\\\\n", + "\\text{s.t.} \\, & \\sum_{j: (i, j) \\in E} f^+_{ij} - f^-_{ij} - \\sum_{j: (j, i) \\in E} f^+_{ji} - f_{ji}^- = p_i - d_i & \\forall \\, i \\in V,\\\\\n", + " & f^+_{ij} - f^-_{ij} = b_{ij}(\\theta_i - \\theta_j), & \\forall \\, (i, j) \\in E\\\\\n", + " & f^+_{ij} + f^-_{ij} \\leq f_{ij}^{\\max} & \\forall \\,(i, j) \\in E\\\\\n", + " & p_{i}^{\\min } \\leq p_{i} \\leq p_{i}^{\\max } & \\forall \\,i \\in V \\\\\n", + " & p_i \\geq 0 & \\forall \\,i \\in V\\\\\n", + " & \\theta_i \\in \\mathbb{R} & \\forall \\,i \\in V\\\\\n", + " & f_{ij}^+, f_{ij}^- \\in \\mathbb{R} & \\forall \\,(i, j) \\in E.\n", + "\\end{align*}\n", + "$$\n", "\n", "We then implement the model using `pyomo` and solve it for all instances `I[0]` to `I[95]`, reporting the average objective value across all the 96 instances." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.662132Z", @@ -1286,7 +1257,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -1312,31 +1283,31 @@ "# Strict fossil fuel policy pt.1\n", "Gas and coal plants emit CO2, while renewable energy sources are carbon neutral. For this reason, the Dutch government has decided to constrain the number of active fossil-fuel-based power plants for the generation of electricity. More specifically, a maximum of 2 gas plants and 1 coal plant may be *active* during a single OPF instance. Any plant that is set *inactive* for a specific instance cannot produce any electricity. \n", "\n", - "We first write down the new model. To this end, we introduce new decision variables $x_i, i\\in V$ to the model, which indicate whether a generator $i$ is active or inactive.\n", + "We first write down the new model. To this end, we introduce new decision variables $x_i$, $i\\in V$, to the model, which indicate whether a generator $i$ is active or inactive.\n", "\n", - "$$\\begin{align}\n", - "\\begin{array}{llll}\n", - "\\min & \\sum_{i \\in V} c_i p_i \\\\\n", - "\\text{s.t.} & \\sum_{j: (i, j) \\in E} f^+_{ij} - f^-_{ij} - \\sum_{j: (j, i) \\in E} f^+_{ji} - f_{ji}^- = p_i - d_i & \\forall \\, i \\in V,\\\\\n", - "& f^+_{ij} - f^-_{ij} = b_{ij}(\\theta_i - \\theta_j), & \\forall \\, (i, j) \\in E, \\\\\n", - "& f^{abs}_{ij} = f^+_{ij} + f^-_{ij}, & \\forall \\, (i, j) \\in E, \\\\\n", - " & f_{ij}^{abs} \\leq f_{ij}^{\\max} & \\forall (i, j) \\in E,\\\\\n", - " & p_{i}^{\\min } x_i \\leq p_{i} \\leq p_{i}^{\\max } x_i & \\forall i \\in V, \\\\\n", + "$$\n", + "\\begin{align*}\n", + "\\min \\, & \\sum_{i \\in V} c_i p_i \\\\\n", + "\\text{s.t.} \\, & \\sum_{j: (i, j) \\in E} f^+_{ij} - f^-_{ij} - \\sum_{j: (j, i) \\in E} f^+_{ji} - f_{ji}^- = p_i - d_i & \\forall \\, i \\in V\\\\\n", + " & f^+_{ij} - f^-_{ij} = b_{ij}(\\theta_i - \\theta_j) & \\forall \\, (i, j) \\in E \\\\\n", + " & f^{abs}_{ij} = f^+_{ij} + f^-_{ij} & \\forall \\, (i, j) \\in E \\\\\n", + " & f_{ij}^{abs} \\leq f_{ij}^{\\max} & \\forall \\, (i, j) \\in E\\\\\n", + " & p_{i}^{\\min } x_i \\leq p_{i} \\leq p_{i}^{\\max } x_i & \\forall \\, i \\in V \\\\\n", " & \\sum_{i \\in \\mathcal{G}_{\\text{gas}}} x_i \\leq 2 & \\\\\n", " & \\sum_{i \\in \\mathcal{G}_{\\text{coal}}} x_i \\leq 1 & \\\\\n", - " & p_i \\in \\mathbb{R}_{\\geq 0} & \\forall i \\in V, \\\\\n", - " & \\theta_i \\in \\mathbb{R} & \\forall i \\in V, \\\\\n", - " & f_{ij} \\in \\mathbb{R} & \\forall (i, j) \\in E \\\\\n", - " & x_i \\in \\{0, 1\\} & \\forall i \\in V\\\\\n", - "\\end{array}\n", - "\\end{align}$$\n", + " & p_i \\geq 0 & \\forall \\, i \\in V\\\\\n", + " & \\theta_i \\in \\mathbb{R} & \\forall \\,i \\in V \\\\\n", + " & f_{ij} \\in \\mathbb{R} & \\forall \\,(i, j) \\in E\\\\\n", + " & x_i \\in \\{0, 1\\} & \\forall \\,i \\in V.\n", + "\\end{align*}\n", + "$$\n", "\n", "We then implement the new model using `pyomo` and solve it for all instances `I[0]` to `I[95]`, reporting the average objective value across the instances." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.666581Z", @@ -1453,7 +1424,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.668379Z", @@ -1491,31 +1462,31 @@ " \n", "We first write down the new model, using big-$M$ constraints to model the either-or constraint.\n", "\n", - "$$\\begin{align}\n", - "\\begin{array}{llll}\n", - "\\min & \\sum_{i \\in V} c_i p_i \\\\\n", - "\\text{s.t.} & \\sum_{j: (i, j) \\in E} f^+_{ij} - f^-_{ij} - \\sum_{j: (j, i) \\in E} f^+_{ji} - f_{ji}^- = p_i - d_i & \\forall \\, i \\in V,\\\\\n", - "& f^+_{ij} - f^-_{ij} = b_{ij}(\\theta_i - \\theta_j), & \\forall \\, (i, j) \\in E, \\\\\n", - "& f^{abs}_{ij} = f^+_{ij} + f^-_{ij}, & \\forall \\, (i, j) \\in E, \\\\\n", - " & f_{ij}^{abs} \\leq f_{ij}^{\\max} & \\forall (i, j) \\in E,\\\\\n", - " & p_{i}^{\\min } x_i \\leq p_{i} \\leq p_{i}^{\\max } x_i & \\forall i \\in V, \\\\\n", + "$$\n", + "\\begin{align*}\n", + "\\min \\, & \\sum_{i \\in V} c_i p_i \\\\\n", + "\\text{s.t.} \\, & \\sum_{j: (i, j) \\in E} f^+_{ij} - f^-_{ij} - \\sum_{j: (j, i) \\in E} f^+_{ji} - f_{ji}^- = p_i - d_i & \\forall \\, i \\in V\\\\\n", + " & f^+_{ij} - f^-_{ij} = b_{ij}(\\theta_i - \\theta_j) & \\forall \\, (i, j) \\in E\\\\\n", + " & f^{abs}_{ij} = f^+_{ij} + f^-_{ij} & \\forall \\, (i, j) \\in E\\\\\n", + " & f_{ij}^{abs} \\leq f_{ij}^{\\max} & \\forall \\,(i, j) \\in E\\\\\n", + " & p_{i}^{\\min } x_i \\leq p_{i} \\leq p_{i}^{\\max } x_i & \\forall \\,i \\in V\\\\\n", " & \\sum_{i \\in \\mathcal{G}_{\\text{gas}}} x_i \\leq 2 + (1-y)M_0 & \\\\\n", - " & \\sum_{i \\in \\mathcal{G}_{\\text{coal}}} x_i \\leq 1 + (1-y)M_1 & \\\\\n", + " & \\sum_{i \\in \\mathcal{G}_{\\text{coal}}} x_i \\leq 1 + (1-y)M_1 & \\\\\n", " & \\sum_{i \\in \\mathcal{G}_\\text{solar}} p_i + \\sum_{i \\in \\mathcal{G}_\\text{wind}} p_i + \\sum_{i \\in \\mathcal{G}_\\text{hydro}} p_i \\leq 1000 + yM_2&\\\\\n", - " & p_i \\in \\mathbb{R}_{\\geq 0} & \\forall i \\in V, \\\\\n", - " & \\theta_i \\in \\mathbb{R} & \\forall i \\in V, \\\\\n", - " & f_{ij} \\in \\mathbb{R} & \\forall (i, j) \\in E \\\\\n", - " & x_i \\in \\{0, 1\\} & \\forall i \\in V\\\\\n", + " & p_i \\geq 0 & \\forall \\,i \\in V\\\\\n", + " & \\theta_i \\in \\mathbb{R} & \\forall \\,i \\in V \\\\\n", + " & f_{ij} \\in \\mathbb{R} & \\forall \\,(i, j) \\in E \\\\\n", + " & x_i \\in \\{0, 1\\} & \\forall \\,i \\in V\\\\\n", " & y \\in \\{0, 1\\} &\\\\\n", - "\\end{array}\n", - "\\end{align}$$\n", + "\\end{align*}\n", + "$$\n", "\n", "We now implement the new model using `pyomo` and solve it for all instances `I[0]` to `I[95]`, reporting the average objective value across the instances." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.670681Z", @@ -1652,7 +1623,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.672765Z", @@ -1691,7 +1662,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1704,7 +1675,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2022-03-23T18:11:17.676081Z", @@ -1755,13 +1726,6 @@ "- OPF2 does only uses 1000 renewable energy power, because then it may keep using all the gas and coal generators. \n", "- OPF1 uses all renewable energy at all times, because it has the flexibility to use all generators in order to mitigate operational restrictions due to line flows." ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1780,7 +1744,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.10.10" }, "toc": { "base_numbering": 1,