From 4289f511492af02c2c6babe596439af2d95ff585 Mon Sep 17 00:00:00 2001 From: WillHWThompson Date: Wed, 24 Jan 2024 10:18:44 -0500 Subject: [PATCH 1/8] restyle plots --- fig_settings.py | 16 ++++++ plot_fig1.ipynb | 150 ++++++++++++++++++++++++++++++++++++++---------- plot_fig2.ipynb | 90 +++++++++++++++++++++++------ 3 files changed, 211 insertions(+), 45 deletions(-) diff --git a/fig_settings.py b/fig_settings.py index c2843be..a1be5c6 100644 --- a/fig_settings.py +++ b/fig_settings.py @@ -11,6 +11,18 @@ import matplotlib.pyplot as plt +import matplotlib as mpl +import matplotlib.colors as mcolors +from cycler import cycler + + + +#color styling +pallete = ["#355C7D","#F67280","#F8B195","#C06C84","#6C5B7B"] +mpl.rcParams['axes.prop_cycle'] = mpl.cycler(color= pallete) +cmap = mcolors.LinearSegmentedColormap.from_list('my_cmap',[pallete[0],pallete[1]]) + + def set_fonts(extra_params={}): params = { "font.family": "Sans-Serif", @@ -53,6 +65,10 @@ def fig_size(frac_width, frac_height, n_cols=1, n_rows=1): return (width, height) + + + + def get_formats(): return ["eps", "jpg", "pdf", "png", "tif"] diff --git a/plot_fig1.ipynb b/plot_fig1.ipynb index 7d61c77..794bff6 100644 --- a/plot_fig1.ipynb +++ b/plot_fig1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -17,23 +17,58 @@ "import xgi\n", "\n", "import fig_settings as fs\n", - "from lcs import *" + "from lcs import *\n", + "\n", + "import matplotlib as mpl\n", + "import matplotlib.colors as mcolors\n", + "from cycler import cycler" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "fs.set_fonts()" + "#pallete = [\"#F8B195\",\"#355C7D\",\"#F67280\",\"#C06C84\",\"#6C5B7B\"]\n", + "pallete = [\"#355C7D\",\"#F67280\",\"#F8B195\",\"#C06C84\",\"#6C5B7B\"]\n", + "mpl.rcParams['axes.prop_cycle'] = mpl.cycler(color= pallete)\n", + "cmap = mcolors.LinearSegmentedColormap.from_list('my_cmap',[pallete[0],pallete[1]])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], + "source": [ + "fs.set_fonts()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/willthompson/miniconda3/envs/complex_inference/lib/python3.11/site-packages/xgi/drawing/draw.py:386: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " node_collection = ax.scatter(\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "el = zkc(format=\"edgelist\")\n", "H = xgi.Hypergraph(el)\n", @@ -52,7 +87,7 @@ "\n", "x = contagion_process(A, gamma, c, x0, tmin=0, tmax=100, random_seed=2)\n", "\n", - "infected_color = \"darkred\"\n", + "infected_color = 'C1' \n", "susceptible_color = \"white\"\n", "subgraph_color = \"black\"\n", "graph_color = (0.1, 0.1, 0.1, 0.1)\n", @@ -66,7 +101,7 @@ "pos = xgi.pca_transform(xgi.pairwise_spring_layout(H, seed=5, k=0.3))\n", "node_fc = [infected_color if x[t, i] else susceptible_color for i in H.nodes]\n", "node_ec = [subgraph_node_lc if n in nbrs else graph_node_lc for n in H.nodes]\n", - "node_fc[12] = \"royalblue\"\n", + "node_fc[12] = 'C0'\n", "\n", "dyad_color = [subgraph_color if e in sg else graph_color for e in H.edges]\n", "\n", @@ -80,7 +115,7 @@ " node_fc=node_fc,\n", " dyad_color=dyad_color,\n", " node_ec=node_ec,\n", - " node_lw=1,\n", + " node_lw=0.5,\n", ")\n", "\n", "plt.tight_layout()\n", @@ -91,9 +126,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with open(\"Data/zkc_infer_contagion_functions.json\") as file:\n", " data = json.load(file)\n", @@ -143,7 +210,7 @@ "\n", "# import cmasher as cmr\n", "# cmap = cmr.ember\n", - "colors = [\"steelblue\", \"darksalmon\", \"mediumseagreen\"]\n", + "colors = pallete\n", "\n", "kmax = np.max(degrees(A))\n", "n = A.shape[0]\n", @@ -154,8 +221,8 @@ "\n", "# simple contagion\n", "c1_mean = c1_samples.mean(axis=0)\n", - "plt.plot(nus, c1, \"-\", color=colors[0], label=\"Simple contagion\")\n", - "# plt.scatter(nus, c1_mean, linewidth=0.5, color=colors[0])\n", + "plt.plot(nus, c1, \"-\", color='C0', label=\"Simple contagion\")\n", + "# plt.scatter(nus, c1_mean, linewidth=0.5, color=colors[2])\n", "\n", "err_c1 = np.zeros((2, n))\n", "c1_mode = np.zeros(n)\n", @@ -164,11 +231,11 @@ " x, y = interval\n", " err_c1[0, i] = max(c1_mean[i] - x, 0)\n", " err_c1[1, i] = max(y - c1_mean[i], 0)\n", - "plt.errorbar(nus, c1_mean, err_c1, color=colors[0], fmt=\"o\")\n", + "plt.errorbar(nus, c1_mean, err_c1, color='C0', fmt=\"o\")\n", "\n", "# threshold contagion, tau=2\n", "c2_mean = c2_samples.mean(axis=0)\n", - "plt.plot(nus, c2, \"-\", color=colors[1], label=\"Complex contagion\")\n", + "plt.plot(nus, c2, \"-\", color='C1', label=\"Complex contagion\")\n", "# plt.scatter(nus, c2_mean, linewidth=0.5, color=colors[1])\n", "\n", "err_c2 = np.zeros((2, n))\n", @@ -178,7 +245,7 @@ " x, y = interval\n", " err_c2[0, i] = max(c2_mean[i] - x, 0)\n", " err_c2[1, i] = max(y - c2_mean[i], 0)\n", - "plt.errorbar(nus, c2_mean, err_c2, color=colors[1], fmt=\"o\")\n", + "plt.errorbar(nus, c2_mean, err_c2, color='C1', fmt=\"o\")\n", "\n", "plt.xticks(np.arange(0, n, 5))\n", "plt.xlabel(r\"$\\nu$\")\n", @@ -201,14 +268,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with open(\"Data/zkc_infer_vs_tmax.json\") as file:\n", " data = json.load(file)\n", "\n", - "colors = [\"steelblue\", \"darksalmon\", \"mediumseagreen\"]\n", + "#colors = [\"steelblue\", \"darksalmon\", \"mediumseagreen\"]\n", + "colors = pallete\n", "\n", "tmax = data[\"tmax\"]\n", "sps = np.array(data[\"sps\"], dtype=float)\n", @@ -217,21 +296,22 @@ "\n", "fig = plt.figure(figsize=(4, 3))\n", "\n", - "plt.semilogx(tmax, sps[0].mean(axis=1), color=colors[0], label=\"Simple contagion\")\n", - "plt.semilogx(tmax, sps[1].mean(axis=1), color=colors[1], label=\"Complex contagion\")\n", + "#plt.semilogx(tmax, sps[0].mean(axis=1), color=colors[2], label=\"Simple contagion\")\n", + "plt.semilogx(tmax, sps[0].mean(axis=1), color='C0', label=\"Simple contagion\")\n", + "plt.semilogx(tmax, sps[1].mean(axis=1), color='C1', label=\"Complex contagion\")\n", "plt.fill_between(\n", " tmax,\n", " sps[0].mean(axis=1) - sps[0].std(axis=1),\n", " sps[0].mean(axis=1) + sps[0].std(axis=1),\n", " alpha=0.3,\n", - " color=colors[0],\n", + " color='C0',\n", ")\n", "plt.fill_between(\n", " tmax,\n", " sps[1].mean(axis=1) - sps[1].std(axis=1),\n", " sps[1].mean(axis=1) + sps[1].std(axis=1),\n", " alpha=0.3,\n", - " color=colors[1],\n", + " color='C1',\n", ")\n", "plt.ylabel(\"F-Score\")\n", "plt.xlabel(r\"$t_{max}$\")\n", @@ -246,9 +326,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with open(\"Data/zkc_frac_vs_beta.json\") as file:\n", " data = json.load(file)\n", @@ -258,7 +349,8 @@ "sps = np.array(data[\"sps\"], dtype=float)\n", "fce = np.array(data[\"fce\"], dtype=float)\n", "\n", - "cmap = cmr.gem\n", + "#cmap = cmr.gem\n", + "cmap = cmap\n", "\n", "sps_summary = sps.mean(axis=2)\n", "\n", @@ -311,7 +403,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.0" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/plot_fig2.ipynb b/plot_fig2.ipynb index c14104a..daee7c7 100644 --- a/plot_fig2.ipynb +++ b/plot_fig2.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -15,22 +15,25 @@ "import xgi\n", "\n", "import fig_settings as fs\n", + "cmap = fs.cmap\n", + "\n", + "\n", "from lcs import *" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "fs.set_fonts({\"font.family\": \"sans-serif\"})\n", - "cmap = cmr.gem" + "#cmap = cmr.gem" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -62,9 +65,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(len(cfs), len(models), figsize=(14, 8))\n", "for i, m in enumerate(models):\n", @@ -110,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -165,9 +179,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(len(cfs) + 1, len(models), figsize=(8, 6))\n", "for i, m in enumerate(models):\n", @@ -216,9 +241,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(len(cfs) + 1, len(models), figsize=(14, 8))\n", "for i, m in enumerate(models):\n", @@ -268,9 +304,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, axes = plt.subplots(len(cfs), len(models), figsize=(14, 8))\n", "for i, m in enumerate(models):\n", @@ -315,9 +362,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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OTh803+v7wpe+YAjvJyEhAbVq1cKhQ4ewf/9+/PjjjwCAGTNmIDo6GllZWcjIyABJnD17FtWrV0d4eDiOHTv232whAF7V8A4JCcGUKVNgaGj4jz5DoVCgUaNGaN++/VujZ4VCgZYtWyIwMFAkNgmlXnHwGh0djdu3b6NLly5SFUC5XC5d+I8fP47c3FxUqlQJjRo1ki7+tWvXhlKpxKlTp7Bt2zbs2bMHL168gJ2dHWQyGZo2bYry5ctL31dQUIA1a9Zg4cKF0NTUhLW1NXbu3In69esjNjYWderU+cfrcv36dXTt2hXZ2dkoKiqSBkvavn07tm/f/p97fBAWFoZFixahQoUKHzTftm3bEBUVBT8/vy9+wRD+3syZM3H79m3UqlUL1atXx7BhwxAWFoZt27ahSpUquHr1KsqWLQt/f3+sXLkSGRkZSEpKwsOHD7FhwwZoa2t/sWX/4pUKz58/j2HDhmHZsmX/aP558+bh+PHj74yeExISUFhYiMmTJ4voWijV/lxwqE+fPrh8+TIePnwIpVKJWrVqSRf+hg0bokqVKgBeBdbnz5/Htm3bsHPnTuTm5qJBgwaQyWRwcnKCpqbmG991+fJl/PTTTzh8+DD8/PygqamJpUuXwtXVFf369UPVqlU/yjrdu3cP7du3x9mzZ/Ho0SMUFRVBTU0NNjY28Pf3/+LPTD8XkvD398f69es/eN7u3bsjNjYWvXv3Rnp6+n8ukPqabNy4EYsWLcKvv/6KsLAwBAQE4MSJE0hNTUVSUhL8/f1x9uxZZGVlYcqUKRg6dChCQkIwevRohIeHIz8/H7169fpyK8BSYNiwYVy9evUHz1dYWEgXFxeam5tzwIABbNKkCeVyufT+yZMnWatWLbZs2ZLDhw+nu7t7ifeF/w65XM7MzMxS/ftnZmZy6NChJMm4uDgOGzaMR44c4YsXL96Y9sqVK/zpp5/YoUMH+vj4MCYmhunp6czOzn7n57948YJLlixhUFAQu3fvzu3bt3P69OmUyWRMS0ujQqH4JOv15MkTurm5UVVVlZUrVyYARkZGkiSHDx/OgwcPfpLvLU0uX77Mfv36ffB8T548YXBwMLOzsymTyWhubs7k5OR/fC77Go6Dr9XJkyfp4+PDvLw8rl69mrVr12ZERAT19PSYmJhIc3NzOjs7s2bNmrS0tGRMTAxNTEx4/fp1BgUFMT8/n+7u7iwqKvpi6/DFWwgA4Pnz5/D398eaNWs+KOqdOnUqbty4gYoVK8LDwwPJyclYunQpatSogUePHsHLywu2trbo3LkzVFRUYGdnJ6Lq9/C/lnORm5uLhg0bolOnTqU6KUuhUMDKygqtWrXCiRMnSizn7du3sX37dmzbtg137tyBkZERZDIZXF1dUaNGjb/83PPnz2POnDk4deoUQkJC4O/vj8WLF2Pz5s3o0qULIiIipDyCT0Uul8PAwADPnj2DUqlEnTp1EBoairNnz5ba3+NjWrx4MQoKCtC5c+d3TlN83NWtWxcXLlzA4cOHsWjRIiiVSpibmyM7OxuWlpb48ccf/1Frp0KhQGBgIFq2bCken35kd+/eRbt27RAWFoY1a9agdu3aMDMzwy+//IKKFStCS0sLWVlZsLa2xqZNm+Dr64uOHTti165duHv3LsqUKYN169ZhwoQJsLS0RGBg4JdZkS8WivzJ+vXrmZiY+N7T3717l97e3vzhhx+4ceNGkuSxY8fYpk0b5ufn09/fn46OjrSxseGAAQNE68B7evbsGXV1dZmQkEAXF5evcpsV3wXl5uZy5cqVrFGjRqm/I5XL5ezQoQM1NTWZmZnJq1evcunSpezTpw+9vb3ZrVs3LliwgLdu3Xqvz8vLy+OCBQvo7+/Pb775hocOHeLdu3c5ePBg+vj4MD09/bPfifj5+dHExIQqKioEQAAcPnz4f+KONSYmhufPn3/n+9evX6eNjQ2joqJobm7OESNGcNOmTXRxceHLly9Jkjdu3KCpqSkHDhz4weczpVLJsWPHMiYmhiSZnJxcKo+Dr41cLmdGRgbr1avHpk2bcs6cOXz+/Dl79+5Ne3t7amtr08bGhpaWlty+fTvDw8M5fPhwzpkzh0qlkh4eHjx48CBr1KjB7OxsZmdn09/f/4utT6kJCEgyIiKCp0+ffq9pO3fuzKNHj7JTp058+PCh9Pr3339PDw8PxsTEMCoqSjoASuuFoLTp2bOndPGMiYmhi4sLf/31Vz579uwLL9n7kcvltLW1ZVJSEs3MzGhra8tq1arR0NCQMTExpTIwlMvlbNKkCSMjI2lhYUF3d3d27NiRP/30E69cufJBn3Xq1ClGR0fTx8eHc+bMYW5uLq9cucJ+/foxNDSUO3bsoFKp/ERr8m5FRUVSs2i5cuWkgEBPT4+DBw8ulb/Lx+Tr6/vGdlcqldy/fz+7du1KFxcXDh48mOSrx0W7d+/m3r17pdeKyWQyymSyD9pWu3btoo+PD0eOHEk3NzcOGjSIDRo0YG5u7r9fsf+YoqIiXr9+nRs3bmRkZCT19PQYFRVFGxsbPnv2jPn5+fzll19YsWJFVqlShSNHjqSjoyOnTJlCknzw4AGrVq3K+/fvkyRHjx7NLVu20NnZmd7e3nz27Bnj4uKYmZn5Rdbvs1Yq/LM/N02PHz8effr0wdq1a99a9KTY9u3bUbVqVdja2uLx48clhgfV1tbGlStXoFAosHTpUjg5OUFVVRUnTpzAoEGDPsdqfRXe9ljg1q1b2LBhA1RUVFClShWsWrUK3bp1g1KpRKdOnaCpqYmIiAh4e3t/0ibmf/rIIi8vD2FhYXBycsKYMWPw/PlzXL58GU+ePEFERARmz56Ns2fPlrpm0qysLDg6OiI1NRXDhg1DUFAQHB0d33v+4n192bJlqFevHnr16oVGjRrh1KlT6N+/P4qKijBgwID3qiHwqTx79gyVK1dG2bJlMWnSJERGRgIAQkJC8P333/9PVzLMz89H2bJlpXOaQqHAb7/9hmXLlsHW1hbJycmoVasWgoODkZKSgv379+P69evQ1NTEiBEjSnyWTCZDRkYGKlas+Lffm5WVhREjRsDAwAALFy6EtrY2BgwYgDNnzqBq1aoYNWoUxo4d+5fn2v+S1887hYWFOH/+PC5cuCD9rVAokJOTg9zcXLx48QKGhoYICQlBamoq4uLiEBoaiqKiIhgaGoIkGjVqhAoVKmDGjBlYtWoVAGDfvn1o164dYmNjsWjRInTq1AnDhw9HtWrVEBcXh4iICEycOBGjR4/GokWLPvs2+GJDaCkUCjg4OOD333+HTCbDtm3boFQq4ezsjF9//fWt0x88eBDZ2dkYPXo0vv32WygUihIHxt69e7F161a0bt0aL168wNy5c2FhYQGS6N+/f6m7EHwpxbXx169fj+DgYCgUCpBEbGws1NTUkJeXB3d3d+zatQs//fQTjh8/jkWLFqF9+/Y4ffo0goKC0K9fP+zduxckpd9GoVC89zIUFhbi6dOnuHv3Li5duoSTJ09i//79WLt2LVq2bInFixfD3d0dGzduxMGDB3H69GlcuXIFd+/exdOnT6Xa+sWflZCQAH19fRw5cgSrV69GVFQUVq9eja1bt6JJkyZwd3eHgYEB1qxZ8yk26b9iYWGBlStXYujQoThw4ADq16//XvMdO3YM/fr1Q5s2baCqqorly5dj6tSpkMvlaNWqFaZNm4bk5GQsXLjwiwYDwKsqfcWFk9TV1dGgQQMAwKpVqxAVFYW9e/fCysrqCy7hp1F88be0tMTZs2cRHR2N1q1bo0KFCsjIyMC4ceNQr149qax7QEAAtmzZAj8/P+zcufON7ti+vr7Iz8/HzZs33/mdt27dQq9evTBx4kRMmDABkyZNkrqyFQ+ClZSUhOrVqyM5ObnEoFb/VcXnxAULFqBBgwZo06YN1q9fj5cvX0JVVRXVqlXDy5cv4ebmhoULF+LIkSPS2CIDBw7E+vXrYWJigsLCQmzZsgU9e/ZEYWEh+vXrB2NjY1y5cgUkMWvWLHz//fews7PDtGnTYGBggCdPnqCoqAjNmzfHoEGDkJiYCJK4evXqZ98OX6yFICsrCz4+Ppg0aRJiYmKQlJSE+vXrIycnB3v27MFvv/2G8uXLo2bNmqhevTqWL1+O9u3bIyMjAzExMahcuTL27t0LGxsbAMDNmzeRkpKCuXPnonfv3ujVqxeGDRuGDRs2oHr16hg3bhzCwsK+1OqWKgcPHkT9+vUxYsQIDB8+HGfOnMHly5dRtWpVlCtXDqqqqjA3N0edOnVw6tQpNG7cGKtWrUKHDh2wbds2REdH49atWxgzZgzOnTuHoqIihISEYOPGjVIBm4KCAqioqEBdXf2tdyDq6uqoWLEiNDQ0Svz96NEjuLu7Y8KECYiKisI333wDe3t76OvrQ0VFBXl5ecjNzcW9e/ekCniXL1+GlpaWVNP/9u3bmDVrFmrVqoUePXogIyMDdevWRUhICGbOnIkGDRqUmoRJhUKB3r174/79+wgJCcGQIUP+crlyc3OxePFirFixAlZWVoiMjISVlRVIYsOGDZg2bRrq16+P1NTUf1VD4GN7PSC4evUqZsyYAVdXV9y+fRtTp07Frl27/qcSWYFXv21AQADs7OywevVqPHjwAFFRUdI5689eH7FSoVDAy8sLQ4YMwZgxY6RpbGxsUFRUhP3798PAwKDE/NnZ2Rg3bhwuXLiAlJQUNGrU6C+Xb+DAgfj+++/x7bffIiUl5d+t7Ffu8OHDaNy4MSZMmIAyZcrg1KlTmDdvHoBXrVinTp3Cxo0boampKd3Menl5QVVVFYaGhjh69CjKly8Pa2trqdUgPj4eixYtQq9evfDs2TPs2bNH6i4cHx+PNm3aoGnTpggLC8OUKVNw8OBB2NvbIyYmBqNHj8aYMWPQs2fPz3pMfLEWgvr162P9+vUYMGAAjh07hmHDhiE/Px/q6uoYNGgQjIyMsHLlSowaNQoWFhbw9fXFyJEj4eLiIt1JHDlyBHZ2dnj+/Dl69OiBWbNmYcqUKRgyZAj8/PygUCigoaGBevXq4dq1a1AqlV9qdb+It925y+VyfPfdd9i+fTuioqKwaNEiLF++HIMHD8auXbvw8OFD3L9/H4GBgbC2toa5uTmuX7+OwMBAfPfdd3B2dsbevXtx4cIFPH78GPfv30dAQAB+/PFHBAQEQEtLC8bGxjA0NET16tWhrv72mLOwsBAKhUIaUvfly5coLCxEjRo1sH37diQmJiIjIwNKpRJZWVk4dOgQjh8/jsqVK+P69etwdHREVlYWqlWrhnPnzsHLywvdunUDSfj5+aFGjRoICQlBWloagoKCsGLFCsyYMQMPHz7EmjVrpJaRL0mhUMDX1xfVq1dHvXr1YGVl9dYDnyQOHjyIXr16oUOHDtDU1ER6ejp+/PFHmJmZYfHixfDy8sKxY8ewcOFCjB8/vlQFA8CrgKC4tsG1a9fQqFEjuLm5Se+3b9++1PwuH0tWVhYaNmyIiRMnIiIiAn369HlnMPA6uVwu/Y7lypXDDz/8IL2nqqoKMzMz/PHHH9JrL168kL7Dy8sLK1eu/NtgoNiQIUMAAN99992Hrdz/EIVCgSFDhmDTpk2Ijo7G8uXLcfr0aWhpaSE8PBxTpkyBnZ0devbsiS1btqBjx45wd3fH5MmTERISglWrVmHSpEmwtraGiooKdu3ahbi4OBw+fBiXLl2Ct7c3rl27huTkZKnGgIqKCmbNmoVBgwahWbNmePLkCTZt2iSdd3v27IlNmzYhIyPj8x4TXyRz4f/z9vbmsmXLGBERIb12//59jh8/nnXq1GGPHj1448YNXrhwgVZWVoyKiqKFhQV79erFnJwcdu7cmffv32fnzp25efNmXrp0ia1btyZJduvWje3bt6enpyfz8/M5dOjQL5ao8SXI5XJaWFgwKiqKxsbGlMlk9Pf3p4GBAb29vTlw4EDq6+vTwMCAlStXZkpKCuvXr089PT1GRkbSyMiI1tbW9PLyYvny5Wltbc3Y2FgaGBiwQ4cObN++PW1sbKihocHmzZv/ozoPBQUFzM7O5s2bN3n27FkeOnSI27dv57Jlyzh69GimpKRQR0eHBgYGtLGxYd26dWlpaSklPUZGRrJu3brU09Ojnp4eq1atSjMzMxoZGREAdXV12b9/f+rq6tLU1JRaWlqlqrdBZmYmBwwYQPLVuowcObJE4ll2djanTp1KT09PDhw4sESW+vPnzzljxoxPXkPgY1m1ahXnzp1LkgwICCBJpqenSz0OStPv8rEcOnRIOm+5urq+17Ehl8vZvHlzqSdBbm4uIyMjOX/+fGmaX375hfXq1ePTp085f/58ymQyLlmy5B/3GlEqlRw2bBjHjRv3j+b/2mVmZjIqKopyuZxt27bl1KlT6ebmxhs3brBBgwaMjY2lnZ0djY2Nqaenx1q1atHQ0JBJSUmsW7cuL1++zIYNG9Lc3JyGhoaUyWS0tLSkjY0NZ86cyQ0bNtDIyIjR0dFs2LAhz507J333ggULWKdOHWn/j4uLo5eXF11cXL7IMfHFAoLnz58zLCyM5KvM9hMnTpR4/8GDB7Szs2P79u3p5OREmUxGFxcXDh8+nDt37qRMJqOtrS3Hjh3LH3/8kSTZvn17njt3jkqlkrVr1+b169e5dOlSKRgoLvryd/4XindkZmYyKSmJ5KveAh4eHjQyMmKLFi3466+/8urVq/z555/Zq1cvamlpsUKFClRRUWFUVBTJVxeo6tWrU0VFhRUqVODQoUO5cuVKxsTEsFq1auzbty+1tLR49OhRyuVyHjx48JNsr6NHj7Jly5Z0cXHh+vXrGRcXx7p160oZvjVq1GCZMmVYtWpV6urqMjExkTVr1mTZsmVZvXp1qqurs0aNGlRRUWG5cuWop6fH6OjoUpHVLpfL2ahRI0ZGRlJXV5cAWLlyZUZERLBt27YMDg7msmXLmJ+fL82Tk5PDsWPH0sPDgwsWLJC6pJV2P//8M1esWEHy/wKCGTNmsGbNmlLwFhUVVSp+l4+lY8eO3LBhA+vXr8/OnTu/1zzr1q1jdHQ0yf+7EBQVFbFjx47MyMigXC6nq6sro6KiaGpqyokTJ5bYP/4ppVLJxMREjhkz5qs/930ouVxOe3t7xsbG0tjYmE+fPuWhQ4fYrl07urq6smHDhnR3d+fQoUPZokUL2tvbs2PHjmzRogXLli0r3bAcO3aM33zzDclX29Pb25uzZ89mq1atpIv74MGD6eHhQUdHRzo6OrJPnz40MjKihYWFFATOmzePrq6uNDU1ZWxs7Af3Kvk3vtgjg0uXLknPm5OTkzF69OgS79eoUQN9+/aFo6MjXF1dce7cOQCQhg795ZdfcOfOHUyfPh3BwcE4cOAAqlatCnNzc+zevRsaGhowMDBA69atcfPmTRQWFuLw4cN/u1xyuRxeXl5IT0//qpsv69evj+3btyMuLg579uzB1atXIZPJsGjRIqipqWHIkCFISUnBnDlzUK1aNfTo0QO1a9fGypUrERkZidWrV0Mul6NLly6Ijo7GyZMn0aNHD2RlZSEkJARz5szB3LlzpeQ+BweHT/Kcy9bWFiNGjEDVqlUxd+5cGBkZwcTEBOvXr8eDBw/w+PFjuLu7IykpCZUqVcIPP/yAMmXK4JtvvkH58uVRWFiIMmXKwNHRUUqeWrp0aakoykIST548wYYNG7B8+XJoaGhALpdj+fLl2Lx5M54/f44qVapAXV0d9+/fx5AhQ9CuXTtYWVlh06ZN6Nix4ycvKPSxFOcQ5OXlSbX8jx07hujoaKioqOD27dtIS0tDYmLiF17Sj+PMmTMAgMTERPj6+uLIkSPYsmXLX86TmZmJcePGYdeuXUhKSpISLVVVVTF37lzMnTsXv/76K2xsbJCamorw8HA4Ozt/lNFiVVRUEBcXh9mzZ2PZsmVf9bnvQ2loaGD69Ol48OABioqKsHTpUtjb26NixYq4ePEicnJy8Ntvv2H06NGwsbGBnp4e7t+/Dzs7O6ioqEBFRQUmJiYICgpC9erVcf/+faioqGDy5MmYO3cu/vjjD2zdulV6DKqmpob27dvDxcUFa9euhbe3N0xMTJCRkYFy5cohKysLDg4OmDx5MsqXL4927dp9vnPVx4gq/skd9fLly6UmRJKMjo7m/v37S0xTVFRET09PGhoacs6cObx37x4TExNZuXJlqWnb0dGR3t7eNDc35+3bt0mSnp6eHDlypPQ5xaVTu3fvzsuXL5f4/IsXL3LJkiUcOHAgAwIC6OjoKEXoAwcO5N69e//RNikNfv/9d/br149OTk7s3Lkzw8PD2aVLFwYFBTEgIIBGRkZUVVWVotf+/fvTy8uL5cqVo4qKCps0aUItLS22bNmSMTEx3LVrFzt06MBy5cpJTfXR0dF0cHDg6tWruX//fp49e5Z37txhXl7eR+3vvmTJEvbq1YuhoaF0dXVl586dqampSQMDA1aoUIHly5dn/fr1CYC9e/eW1qdGjRqMiYmhqakpZ86cSVVVVWpra3/xuyC5XM5mzZoxOjqaRkZGDAoK4oIFC2hubk5LS0vWqVOHtWvXpr6+PqtXr05LS0uuWLHii9QQ+BiGDx/OI0eO8MyZMxw4cCDJV4WKXr58yTJlykitBAkJCf8TrQQdO3bk3LlzpToow4YNo729/Tvv5n/++WeGh4czJyeH+/fvZ5cuXd7YBrdu3WL16tVpaGjI+Ph41q9f/6Ntp82bN9POzk4qDve/9OjmfRQWFtLf35+9evVi69at2blzZxoZGbFBgwYMCAjgs2fPePXqVbZq1Yrkq7oSZcqUoa6urvRbGBoaMjg4mJaWljQ1NaWRkRH19PQYExPDunXrSvv31KlTOXPmTLZr147BwcHs1asXDQ0NqaurywEDBtDV1ZU+Pj4kSYVCQS8vr8923P/rXgYKhQKNGzdGQEAANm7cCBsbG6ipqaGoqAhKpfKNv4tduHAB1atXR3p6OoBXfXWDg4Nhbm6OcuXKIT8/H0+fPkV2djaCg4MxYsQIREZGokqVKlBRUZESxuLi4pCRkYG8vDy0aNEC3bt3x6FDh/Dzzz9L31W1alUkJSVJ/Z1r1qyJ8+fPgySMjY1hZ2eHzp07Q0tLC506dcKRI0cwfPhwbN++HQcPHkRSUhJ8fHz+7ab6Ip49e4aLFy+iXr16OH36NBQKBV68eIEKFSogODgYGRkZWLlyJUhi9erVuH37NoBXyUuZmZlSEp+NjQ0SEhJw/Phx6Onp4eHDh+jatSumTJmCAQMGYM+ePdDS0kJOTg6ePn2KnJwcPH/+/I3lKVeuHLS0tFClSpUSf7/ttcqVK0NV9VUjVtu2bfHgwQOkpqbCysoKixYtgr6+PgoKCqCrq4srV64gJycHkZGRWLNmDXr37o1169YhLCwMkydPRrly5aR+veXLl8eaNWswZMiQL9ZSkJWVBXt7e0yZMgUVKlRAeHg4HBwcEBISAk9PTxQWFiIvLw85OTmoVasW1NXV8cMPP2Dx4sXo2rUrfHx8pF4VX4PiFoJz587ByMgIhYWFUFNTQ5kyZVC7dm3cvHkToaGhmDBhwldfk+Ds2bNQVVXF0qVLIZfLER8fj5MnT6J///6YMGEChg4dKk1bUFCAhIQEVKpUCb///jvU1NTQuHFj5OTklNgvb9y4ge7duyMgIAAHDx5EjRo1kJ+f/6/33ezsbAwcOBCamppYt24dOnToIC3vf6lui5qaGkji6dOnuHXrFlRVVVGxYkWkp6fDxcUF69atw8qVK9G4cWOYmZnh9u3bUFNTQ1hYGCZNmgSlUomjR4+ibNmyqFatGs6cOYNnz56hb9++0vnnxIkT8PHxQWFhIQ4dOoS7d++if//+2LBhg3Q+njhxImJiYmBpaQkAqFixIhwcHLB79244Ozt/+g3xbyOKzMxMxsbGknwVBW/evJk5OTl89uwZFQoFnz9/zpcvX7KwsLBElNO5c+cSFQblcjn19fUZFRXFunXr0tTUVEqKI1/d7ZUpU4ZaWlpSZBYdHU09PT2qq6uzWrVqrFy5MnV1dRkZGSmVknRzc2OLFi3o7+/Phg0b0sjIiEuWLOHTp09LfPfq1avp7OzMs2fPlngm/uzZMyYlJbFVq1a8dOnSv91cn41cLqeJiQkjIyOpr6/POnXqcMKECTx16hTHjRsnbdfY2FiqqakRALW1tamqqkoALFeuHFVVVamrq8umTZuyYsWKLF++PFu2bMlOnTrR29ubzZo1Y3JyMhs2bMioqCgWFBT87XI9f/6c9+7d4/nz55mZmclNmzZx6dKlnD17NidMmMChQ4cyMjKSHTt2lFoyAgIC6O/vTwcHB+n31dXVpYqKCgMCAlilShWWK1euREtH2bJlpbvO2NhYtmzZkq1bty41CWxyuVxqYXn9GeGePXsYEhJCfX19mpqacsqUKbS3t6eDgwPd3d3ZrFkztm7dmm5ubkxJSeH169e/yPJ/qM6dO/Px48ecNm0a169fz9OnT0stBX379pX2tf79+3/1LQSdOnVihw4duGLFCsrlcjo5OTE7O5tKpZIhISG8ePEiyVd5UgEBAVy2bNkbn+Hn5yf9+9ChQ5TJZMzMzKSvry+vX79OV1dXVq1alQcOHPjH22r58uWUyWTct2+f9Frx8r5+fvwvuHPnDq2srNigQQPu3LmT58+fp7m5OefMmUMDAwMpZ0ldXZ2ampps2rQpK1WqRBMTEynZevPmzVyyZImUAO3i4kIrKyvGx8fTyMiInp6eJMkzZ87Q29ubN2/eZJs2bfjDDz/w2bNndHd3Z0xMDHV1dVmrVi0pCf7OnTtSsvyn9q8DguJs9ri4uA86kP9crzkzM5Px8fEkX12kUlNTOX/+fJqZmTEqKooymYxhYWGsVq0aNTQ06O3tzdq1a7Np06bU19fngAEDqKOjI13ooqKiWLNmTbq5udHFxYWmpqZSs01sbCwtLS0ZGBhILy8vGhgYMCoqis7Ozu9c/gsXLjA8PJxDhgz5Kkp+vp5UGBsbS319fQ4ZMoTdu3dn9erVaWpqKmXgq6urSxdaHR0d6d96enpUVVVllSpVqKamRh0dHR47doxDhgzhnDlzSgROCxcuZEhIyF+OtvehioqKuG/fPg4cOJAeHh60sbGRmmD79+9PACXq4r/eq6C4GVpVVZVlypRh2bJl6e3tTQA0NDT84uVyX758SRUVFTZt2pS5ublct24d/fz8OHDgQN65c4cFBQVs164dbW1t+fPPPzMhIYEymYxOTk5s3749XV1d2b9/f0ZERDA0NJSrVq0q1QmGwcHBLCgo4MCBA3nmzBkuWLCAv/32G8lXQVCZMmWk3zInJ+cLL+0/d/bsWTZt2pQjRoyQXhsxYoR00b1y5Qr9/Pz466+/0tnZ+Y1k6mLdu3fn3bt3uWrVKgYEBPDJkyfs06ePdJE4fPgw9fT0/tG4Bnfu3GHbtm05fPjwt46kOXDgQJ46depDVvurU/yY+8mTJ5wwYQL9/Pz4/fffMyIigrt37+aECRM4b9486ujoSOecyMhI2tvbMzg4mD4+PlRXV2erVq0YFBTEkJAQGhkZ0czMjNHR0bS2tubcuXM5e/Zs7t+/n05OTtTR0WH//v3p7OzMlStX0s3NjYcPHy6xTA0bNuSAAQPYoEEDVqtWje3bt+fLly/ZtWtXKZD8lD5KDoGfnx/d3d3f+25FqVSWiIDJVxvD3NycCQkJdHR0ZGRkJGvWrElPT0/q6enx4cOH3LBhAytUqMCqVauyatWqUmvB63eGxRd3Kysrzpgxg23btqWjoyPHjx/PYcOGlcj2HDduHK2srD7ojnH9+vWUyWRctGhRqX6eK5fL6e7uzsGDB9Pc3Jzm5ubs378/27dvz23btlEulzMsLIzq6uol7ppbt25dolWmeGAgQ0ND+vv709ramv3793/rdx48eJBubm4lutV8qPz8fG7cuJG9e/eml5cXk5OTeeTIESqVSjZp0oRWVlYcOnQoTU1NqampWaLFoEKFCiWCg+LXNTQ0qKWlJeWdNG7cmEOHDv2id6Hbtm2jiooKQ0ND6eHhwdGjR/PJkyclpikqKmK/fv3o4uLCIUOG8PDhw/Tw8GC3bt3o6urKhIQEenp6ctCgQRw9ejQ9PDw4ZMiQEnkypUVxz4LWrVszLy+P8fHxPHv2LMlX61mxYkWpVWfy5MlfZQtB8ZgU3t7eJboAbt++nWPGjJGmMTY2ZkxMzDu7IsrlcsbHx7Nr167s0aMH8/PzeerUKXbu3JmFhYVcs2YNnZ2dpeN08ODB79XSpVQqOXfuXHp5efHkyZPvnO7P+V3/a4rPjYMGDaKpqak00ND58+fp6urKtWvX0srKim5ubmzXrh319fUZGRlJExMT3rlzh+SrgaY0NTW5fPlyWllZsX79+qxVq1aJa0lYWJg0FsmOHTuor69PS0tL1qpVi56enm+MD3P37l16eHiwR48evHjxIp2dnenj48OaNWty2rRp7N279yfPffoolQrV1NTQs2dPbN68GT169Pjb6a9duwYVFRWpcBDwKtOzeEjX7du34/Lly2jcuDG2bNkCNTU19OjRA5mZmWjZsiUSEhIwceJEZGVlIScnB2vWrEGFChWwadMmqKqqQktLC3K5HL1790afPn2Qm5srlfHU0dGBuro6Vq1aBV1dXZQtWxZr1qxB1apVsW/fvr99bubr6wt3d3ekpqbC398f3333HWxtbUvdkMHFpVDPnDmD7OxsODk5oU+fPqhWrRpOnjyJK1euoKCgAIWFhQBelZAliRs3buDGjRuIiopCeno6wsLCkJaWBhUVFUyfPh3Aq+fBHh4e8PT0LLGuDg4OWLhwIbp164bY2Fj4+vq+17LK5XJs2LAB6enpyM7OhpubGxISEqReKEqlElu3bsXt27fRqVMnnD59Gnfu3IGamhpCQ0ORlpaGly9fYt26dQgNDcXvv/8uvU4SCxYsQE5ODjp27Ii0tDQMGTIE2dnZX+x3UigU6NGjB/r374+dO3di69atbx3CWFVVFVOnTkVycjJOnTqFS5cuYdmyZfj5559x7949FBUVQU1NDXXq1MHWrVthbW0Ne3t7jB49Go8fP0bHjh0RHBz8UbLQP5bnz5+jQoUKuHDhAkxNTQG8Ws8qVarg0aNHUj5IcHBwqegJ8r5u3LgBf39/uLm5Yf/+/Zg3bx7KlSsHpVKJ/Px8LF26FDVr1sTly5cREBCAyZMnIz4+HiNHjkTdunWhVCpBEs+fP8fPP/8Mf39/7Nu3D0eOHEHZsmWRmJgIW1tbeHl5wcfHB6Ghofj1118RFxeHlStXombNmrC3t39rVVCFQoE//vgDP/30E9zd3bF+/fq/zD9xdHTEd999h+7du3/KTfbFFOfvjB07Fs+fP0dSUhImTJiAGjVq4NSpU+jWrRsKCgqgqamJgoICZGdnY/PmzQgNDcWQIUMwb948LF26FOXLl8eOHTvw4MED1K1bF9HR0Vi3bh3i4+Nx5MgRFBQU4PHjx7h16xays7NBEh4eHti2bRvKlCmDwMBAdO/eHdra2lBVVcXs2bMRGBiIRYsW4fLly+jXrx/GjRuHfv36ITk5GRoaGtDW1v6kuU8q5L8vZB0UFITffvsNHTt2xOrVq/9yWoVCAU9PT7Ro0QJ79+5Fp06dcPnyZVy8eBH79++Hq6srbt26hUePHmHFihXw8vKCjo4OHj9+jMLCQly6dAnly5fHyZMnYWtrKyUlaWpqQiaTYeHChdi0aRPatm2LadOmwdfXF3l5efD29oaqqirOnDmDp0+fwtvbG6dPn0ZhYSE8PT3Rt2/fd1aKe5e7d+9i2LBhUFFRwaVLl+Dq6oo9e/aUuhPZw4cPYWdnh+DgYKxatQqPHj2Cj48P3N3dkZKSguzsbACvElgKCwtRs2ZNPH36FLm5udDX14efnx92794tJd08efIEGhoasLOzQ25uLpo0aQIPDw84OTlBS0sLL168QN++fWFtbY34+Pi3nqQePnyIjIwMrF+/HkqlEr6+vpDJZHj69CnOnz8v/ZHL5dL2VVNTQ58+ffDzzz9LiTtqamoIDg7G0qVL0bZtW6SlpUkJhaGhoVi1ahUePnyIunXr4vnz52jdujUOHDgAa2trzJ49+3P/FABelY5evHgxfvzxRwwfPhyBgYF/m0A3YcIEHDp0CE+ePMFPP/0EAIiPj4eFhQVycnKQk5OD0NBQLF++HJUqVULv3r1x8OBBpKeno1GjRujVqxfMzMw+x+q9VVBQEDIyMhAYGIiMjAwEBARg3bp10vu2tra4fPkyunTpgrS0NKSkpCAgIKDUJRYWD3pz8uRJnDhxAufOnUNBQQFIwsLCAj/88IPUBdbU1BQqKipQVVXFmDFjMHjwYLx8+RLJyckICwvD8uXLoa2tjbi4OFSvXl0ahO3GjRuYMmUKoqOjcfPmTTx69Aj379/HhAkTEBAQAIVCgdDQUKxYsQJHjhxBXFwc8vPz0axZM0yfPl0a34UkTp8+jVatWiEgIACHDh3Chg0b/vbcRPKN3+d/ydWrV+Ht7S2NF/HHH3/g7NmzSElJwa5du6TB3SpUqICwsDCsXr0aOTk5KCwsRFFRESpVqgSFQgFtbW2EhoZi7dq1MDU1RYUKFaCuro7jx4+jXr16uH37Ntq2bQtVVVX89NNPCAoKQlpaGpKSkqTBrpYtWwYHBwdYWFhgyZIl6NGjB3bv3o2KFSvC2toa2dnZ+P3331G9enU4OjoiLS0NgwcPRlhY2Cc5Nj5KQBAYGIg1a9agbdu2mD59ujSQRrEnT57gyJEjUl/c+vXrY8qUKRg4cCBq1KiBoKAg1KtXD+Hh4cjIyIC/vz+ePn2KnTt3ok6dOrC2tsb169fh5eWFW7duYejQoXB3d4empiZmzJiBHj16QF9fH3fv3kXVqlWho6MDOzs77Nq1C1OnTsWkSZOkUpQqKiqwsrLC3r17UbVqVZw5cwZmZmbYtGmTVFr1Qzx69Ai+vr5o1qwZUlNTS+WJrPjC8N133yE2NhZXr17F0aNHcffuXdSuXVu6cN65cwckoauri9DQUGRkZODly5eoUKEC/P398ccff6Bly5a4c+cONm3ahDp16qBDhw7YsWMHAgICcOrUKTx79gxmZmZo0aIFsrKycOPGDUyYMAGXL1+GhoYGNm7ciHXr1kGpVKJu3bpSH3sA0NTUhJmZGczNzWFubg4zMzNUrlwZubm5MDQ0RJ8+fbBkyRKoq6sjLy8PT58+hVwuR/ny5fH8+XPo6OggPDwcq1evxv3796UaCWXLloVSqYS2tjaMjY1hYWGBJ0+eSCOQfW4KhQKNGjWCj48Pzp07994B5OzZs7F161Y8evQII0eOhJOTE5YsWSKN37FixQrUqlULbdq0wdy5c/H8+XPEx8eDJH766SfcvXsXERERCA8PR/ny5T/Dmv6f4puGXr16YcyYMRg/frzU4gQAnTp1wtatW6GqqorWrVvj1KlTXySwfr2l7/nz59KF/+TJk3jw4AHU1dVhZmaGRo0aoWHDhrCwsEDZsmWhUCgQHByMBg0a4OTJk8jIyCix7MnJyQgKCgJJrFixAq1atcLcuXPRrFkzLFy4EFFRUWjcuDE6d+6MnJwcuLm5Yfny5bCxscGhQ4dgYWGBZs2aoVWrVvj1118RGBgImUwG4FVdjbVr1+Lq1asoLCxEUFAQzp49i4cPH0JTUxO6urqYPHnyB52bwsPDsWDBgvcaVfFrQhJt2rRBfHw84uPjAQBdu3bF2LFjoa6uDoVCgUePHqFy5cro1KkTfvzxRwwePBjXr1/H3Llz0a9fP+zYsQO5ublo3749UlNT3wjqnz59ipYtW6JXr14oX748pk2bBm1tbTx+/Bhubm44duwY1q1bBw0NDRQWFiI1NRVTp07F+PHj0apVKzx+/Bh9+vTBsmXLcOXKFfTr1w8XL16Ejo4OHB0dsWLFClhaWiI9PR3lypX7qNvnXwcECoUC3t7e2LRpE9asWYMHDx7A2toahw8fxtGjR/Hs2TNUrVoVdnZ2sLe3h5mZGTp27Ahra2usX78eS5YsQePGjZGbm4tvvvkGwcHBuHbtGqpUqQK5XI5x48ZJ9ekXLFiAixcvQiaTISQkBOvWrYOTkxNUVFSwePFi1KxZE+XKlYOmpiZyc3MBQLrY6evrY9u2bXB0dIShoSEqVaqE58+f4+LFi6hZsyZOnjyJmTNnwsPD472a/q9fv47vv/8eGzZsgIODA3JycqRWj9LWQlB8srK1tUV6ejpWrlwJIyMjNGrUCL6+vkhLS0NkZCRmzZqFwsJCREZGIi0tDVFRUZg9eza++eYbpKWlISYmBosWLcKLFy+Ql5eH/v37S/POnDlTaobkq9wUKJVKKJVKKcBIT09HUVERjIyMoK+vD0NDQ9SrVw8GBgbQ1NQsMchR8Z/CwkK4urqiWbNmWLVqFR48eAAtLS2YmZnh2bNnqFSpEq5fv46wsDBs2LAB+vr62LFjh9S0d+/evRLLsGnTJpQrVw516tTBpk2bvthvUqdOHdy/fx93795FzZo133u+JUuWYPny5VBRUYGPjw969OiBJ0+eIDExERUqVEBAQAB++OEHuLq6IjQ0FNOnT8e1a9cQHR0NBwcHLFmyBCtXroSFhQV69er13iMr/htFRUUIDw+XhnRt0qQJHj58KNV1B4CJEydiypQpuHv3LsqXL48rV6580Hb5GBQKBfz9/WFjY4MNGzagcePGsLe3R8OGDdGwYUPUqlXrb+dPTEyEp6cngoODS7y3detWHD16FAUFBWjRogWcnZ3x7NkzhIaGYsGCBejRoweOHj2Ktm3b4sSJE7h58yYaNGgANzc3aGpqokePHjh06BBmzJiBjRs3okuXLggPD4e2tjZ27NiBkSNHQlNTE3l5edDS0kJUVBS6d+8OhUIBOzs7tGnTBvv27Xvvc9N3330HV1dXODk5/attWtrMmTMHOTk56NevH2xtbeHr64sVK1agWrVq8PHxwbJlyxAQEICTJ0/i2bNnUqtv48aNMWvWLKxduxYRERHQ1NSEqqoqIiIisG7dOmzcuBFGRkbS99jZ2eHJkyfo2LEjDh06hPT0dMybNw9Hjx6FtrZ2iQGrbt++jR49eqBChQpwcHDAwIEDERERAWtra5w4cQKTJk1ClSpV0KZNG7Rt2xaLFi2CgYEBNm3ahIULF8Lb2/vjbaB/k4BQnJwRHR1Nc3NzymQy6urqcsKECdy+ffs7s4Xlcjm//fZbJicn09fXl8uXL+fly5fZu3dvurm5MT8/n0+ePGG9evWkbojbtm0jSYaEhEiJG7GxsaxWrRrr1KkjlT7V09Ojr69vibr1UVFRnD9/PlNTU2loaMjCwkI2a9aMbdu2lUpN7t27l7q6ujQ2NmZ8fPw7M3dPnjzJzp07UyaT0d7ennv27JHW6VOV7/0Y5HI59+7dSzs7O/bq1Yvz5s1j9erVaW1tLSXfqaqqUkVFRepmU9z9pbi4hpGREbW1tamtrU0/Pz+2bNmSw4cPZ4sWLfjNN9+wfv36NDMzY+PGjeni4sKGDRuyTp06UrfU+Ph4NmzYkI6OjvT392ffvn357bffcvLkyRw7diyHDx/OAQMGSNvXysqK2traJcYuqFy5MnV0dFi7dm1WrlyZmpqaJd7X1tZmtWrVWLZsWRoZGTEqKoomJiaMi4uTpqlYsSL19fW/WHGi4i6H/7RU79q1axkUFMSEhATGxcVJ3T23bt1KNzc3pqenc9myZZTJZJw/fz7v3bvH5ORkent7c8WKFSwqKuLRo0fZt29f+vr6ct68eZ90LITHjx+zc+fOXLNmDWfOnMnhw4fz0KFDJaZZvnw5LS0taWhoyMjIyC/SAyQzM5PDhw8n+f6Jen928+ZNdurU6Y3XFQoFQ0NDGRAQUKI40aJFi2hsbMzo6GiamJjQ2tqaR44cYatWrThw4EDa29uzsLCQ5KukQJlMxokTJ0qFxfT09BgYGMh58+bR39+fS5cuZceOHRkTE8P4+Hi+fPmSbdu2lRKJ39fmzZv5ww8/fPD6l2YXLlygv78/CwsLuWrVKikpMz4+nt27d6e9vb00tkhsbCwrV67M9u3b09LSkt7e3uzTpw9jY2Pp7Owsdelu1qwZd+3aRTc3N166dInnzp1jeHg4jYyM2Lx5c7Zo0YL3798n+X/b1NPTk8+fP5eWq3///jx06BCVSiV/++03Ojg40NjYmB06dCjRrfTJkyf09vbm+PHjmZiYyH379rF27dpS766PcT77VwHB6wdQfHw8HR0daWlpybVr10o78bsUFhZSJpPx2bNnjI2NZYcOHdisWTP+8ccf0me/3oXQz8+PAQEBLFOmDA0NDRkTE8OmTZuyWbNmLF++fImeBuXLl5eqGfbv35+Ghoa0sLBg3bp16erqyufPn0sD96xatYokee/ePUZEREjfmZiYKJ0QlEold+7cybCwMHbv3p0dO3Zkv379voruh3926tQp1qxZkzVq1KC2tjZr1apFV1dXKTv/9T8aGhoEwJo1a7JOnTps2bIlZ8yYwZUrV3LUqFEMDQ1l8+bNGRoaym+//Zbp6elcu3Yt3dzcWKtWLbq5ufGnn36im5tbicGPlEolL126xMWLF7Nnz57SwCHGxsa0sbFhmzZtOG3aNGZmZvLhw4ds3Lgxk5KSpPkVCgVdXFyYkJDAGjVqsHHjxtJgTWpqalI3yeJ9IikpSRqkxMbGhmpqatTV1f1iXQ8zMzP/dS2E7du309fXl7Nnz2ZoaKgUfOfl5XHIkCFs164dr127xilTptDDw4N//PEHnz17xokTJ1Imk/Hnn39mfn4+5XI5582bR19fX/br14/Hjh37mKtKkrx8+TKjo6OZmprKTZs2MSwsrMQJkXzVja5p06ZS8PglakQU3+AMGzaMpqamfPTo0T/6nMDAwLeeG7y9vRkSElLitT/++EM65yQnJ3PTpk1s3bo1w8LCaGVlxXbt2vGXX35h165d2bBhQzZp0oRLlizh3bt3Sb46NxV3BTY1NaWXlxeHDx/Ozp078/vvv6enpyd79OjxwTVUsrOz2bp16y9e0fNjefnyJb28vHj9+nWeOHGCLi4udHZ2ZmJiIg0MDFinTh3euXOHzZs3Z2xsLK2srPjLL7/w+PHj7Nq1K1VUVOjg4EB/f3/a2toyISGB5KvBiJo1a8bOnTtTW1ub7u7uPHHiBENDQ9m0adMSA/edO3eO8fHxnDdvntSL48aNG2zVqhWVSiWvXbvGDh060NXVlY0bN6aenp7UBbE4wOvbty/r1q1LfX19hoSEsFu3blJ3+n8ywNyf/atHBsVN0U5OTti7dy9WrVqFqVOnYv/+/SgoKECNGjXg7+8Pb29vaSz01/322294/Pix1Ly1cuVKnDt3DrVr14ZCoUCDBg3g5+eHdevWQaFQ4NmzZ6hbty4ePnyInJwcqKqqonz58qhVqxZUVVXh4+OD1atXIy8vDzo6OiWmU1dXR7Vq1ZCXlwc1NTWUK1cOwcHBOHbsGMzNzXHr1i3cv38fFSpUQJMmTbBq1SokJCRAT08Ps2bNgo2NDVq0aIFJkyYhMTHx4zbTfEYKhQLW1tYICAjA6tWrUbFiRZiYmODkyZMICQnB6tWrcevWrRLN/Hfu3IGGhgaaNm0qPWqwsbFBgwYNoKmpCeBVz5Fx48bh4cOHSEhIQNOmTfHo0SOsWbNGSspxcXGBrq4uLl26hHPnzkGpVMLIyAiNGzeGjY0N1NXVcfLkSWnY0OJ8j+KhkidOnAhNTU38+uuvOHbsGBYvXoz09HRYW1tj4cKFmDBhAp48eQJ3d3ds2LABBgYG8PX1xcGDB/H48WPk5ubCysoKNWvWRNWqVb9YzodCoYCVlZX0rPefPmI6dOgQhgwZggEDBmDChAmYOXOmlLlfXGkuLCwMrVu3xvjx43Hu3DmMHDkS5ubmWLBgARYvXozAwED07NkTmpqaOH36NH766SecO3cO4eHhiIiIQKVKlf71+h49ehTp6elSz5+4uLg3EtaePHmCbt264cSJE+jSpcsXe/SmUChw5swZXLlyBSdPnvxHwwL/8ssvUFVVRefOnUu8HhERAV1dXUyaNEl6beTIkdiwYQNcXV2xYsUKdO7cGWfOnMGePXsQEhKC9PR0+Pv7o1WrVtIjynf1GikoKICLiwvs7e2xdu1aBAUF4ejRo7h58ybi4+MRFRX1QdvB1tYW7dq1K5WPQT9USkoKLCwsoKuri++//x6//vorFixYgJUrV2LIkCEYOnQo6tevj27dumHBggVYs2YNbt26hVGjRuHBgwc4ePAg2rZti6dPn6JKlSqYO3eulCCrr6+PBw8eoEmTJtiyZQsqVqyI7OxsdO3aFTdu3MCwYcNQvXp1XL58GUlJSWjVqhVSU1PRokUL7NmzBwYGBnjx4gVu3LgBNzc3tGjRAnl5ebh9+zYmT56MuLg47N+/H97e3nB1dUWtWrXQt29fPHnyBCtXrkRMTAzMzMw+OE/krf5N1EW+2VSem5vL4OBgkq8KYPz0009s1aoVAwICOHHiRGk0QvL/Wgny8vLYsGFDDh8+nG5ubty9ezdfvnzJ8uXL09jYmEZGRiWq0xUXJzp48CAfP37MZs2aMS0tTSpGY2FhQVNTU+lOsLg5rk+fPtTR0WHlypVLjOpXt25dWlhY8MiRI5TL5Zw7dy5tbW1Zrlw5ent78+HDhxwyZAi7dOnyRl/xr83rBYsGDBjAhg0b0tTUtESz++t319HR0WzevDlr1qwpzfe6c+fOSUNNF99dFhQU8OTJk/zll18YHR1Nf39/+vj40M/Pj02bNqWLiwsnT57MGzdu/OWyFn/OqFGjaGNjQz8/P/r5+VFPT49VqlTh9OnTpX3pxx9/pLq6OmvVqsXGjRtTJpOxWrVq0qMjY2NjTpgwgSQ5c+ZM2tnZfZSI+p+qV68eVVVV//V3nz59mm5ubjx48CC9vLy4efNm6b3CwkKmpqbSz8+PZ8+e5Y0bN9itWzf26NGDN2/eZGFhIZcuXUpPT0+OGDFCuiPOy8vjwoULpdruBw8e/Fc1N7Zu3coffviB4eHh72xSVyqV9Pf3Z40aNbhnz55ScVf6+j79IZ49e8agoKA3Xg8LC2NsbCyPHDnCX3/9VWrh8vT0pK2tLa2trVmpUiVaWFhILSWRkZHs168fbWxs6ODgwODgYKakpHDdunV88OCB9NnFhXZ2795NPz8/pqSkkCQHDRrEhIQEenh4cNSoUe81RLJSqeSgQYOkc+TXPq7Bvn372KlTJ65atYohISE8cOAAvb29OWvWLGl7vHjxgkZGRvT19aWtrS1DQkLYoEEDrly5kuSrVp9OnTrR1taWI0aM4JgxYxgdHc1y5cpx6NChnD17Nnv27Ck9No+KimK9evWkkVctLCzYqlUrWlpactOmTezXrx/T0tLo5OTENm3aMDExscRjO7lczqZNm0qFp+7cucPVq1ezb9++9PLyYq9evVivXj2amZmxX79+NDExYXJy8r8+n/3rOgQaGholohFNTU2UL18eDx8+hI6ODnr06IEePXrgxYsX2LlzJ6ZOnYrz58/DysoKAQEB6Ny5M7p164bKlStDXV0dHh4e6N69O549e4bCwkLcunULvXr1kvrC//LLL6hevToKCgpgb2+Pw4cPo1mzZrCzs0PZsmVRv3593LlzByYmJnj8+DFat26NH3/8ESQxffp0lC9fHgqFAqtXr0bZsmWxa9cuFBYWgiTCw8MBvBr5iyR+/vlnxMXFwdbWFmPGjCl1fbr/ifr166N///4giePHj2Pfvn0oKCiAra0tVFVVsXXrVqipqWH16tVQUVHB2rVr8eLFC5QpUwapqamIiIhAfn4+lEol0tLSoK6ujqCgIDx58gSzZs3CjRs3oK6uDktLSzRu3BhRUVGoV6+eNCYB8Kov+ubNmzF8+HDcu3dPSoD7c7c4dXV1NGjQAMbGxjh58iSWLl2KgQMHSvUojh07hoCAAKipqeHYsWPo06cPNmzYgIcPH6Jt27a4dOkSjI2NER0djbNnz8LQ0FDK8t64cSOuXr2KQYMGfZE7nxo1auDKlSv/+nPq16+Pn376CT179sTkyZMxYcIEnD9/Hv369YOamhqioqIQEhKC+Ph4WFtbY8aMGTh79iwiIyNRv359JCYmolWrVti8eTO6desGExMTxMfHo0OHDujQoQPOnz+Pn376CUOHDkVISAg6dOiAKlWqfNAyFo9jkJ+fj7Nnz8LW1vaNaYq7puro6ODAgQOwsbH519vm3/rhhx/QqVMnrF+/Hurq73eqVCgUOHv2LMqVK4e1a9fi8ePHOHPmDC5cuIDdu3ejQoUKqFSpEiwtLfH48WNYWlpKY7O0bt0ampqacHFxwYYNG6CpqYk//vgDVatWRZUqVbBjxw7k5+fjxIkTOHjwIJYsWYJHjx5BQ0MD58+fR3BwMPbv3w8TExNs2rQJSqUS6enp6NixI9q1awelUolWrVphzpw5KF++/FuTp2/evImoqCg4ODggPT0dKSkp2Lt371c7rkFubq60765YsQJmZmaYMmUK5s2bBx0dHWm6cuXKYfny5VIXzU2bNkFbWxuBgYHSNB07dsQ333yDnJwcrF+/HuHh4VJSbq9eveDp6QkfHx/pmlOhQgW0atUK69evR506dVCuXDlkZmZi8uTJ0NDQQEZGBlq1aoXDhw/j559/LtGjo7hHlre3N7Zu3QoNDQ0EBwdLyaqXL1+W6iQUd2U0NjZGYmLivzuf/eNQ4i/Mnz+fSUlJ0vPix48f88iRI1yxYgUnTZrEyMhIymQyWlhYsHr16lRVVaWRkRGTkpK4bds2bt68mWZmZlRXV6eDg4NUYc7Q0JDdunVj48aNWalSJXp6etLX15epqanS8xRDQ0Mp4cPQ0JDm5uZSC0HZsmWpqqrKZcuWMT09nXp6etTX12dcXBwNDQ2ppaVFIyMj6urq0sDAgNHR0TQ0NGTNmjVpZmb2Re8oP6YRI0bwp59+ktZjwYIFbN++PW1tbTlx4kTq6OhwxIgRnDRpEtu1a0dDQ0OWL19eqgBYnGDYsmVLhoSEMDk5matWreL169c/+E7y5cuX3Lx5M/v27UtPT08OHz6cx48ff+Nz/P39efnyZWpra7NNmzYl3tu1a1eJ8TSWLFnCtm3b0s/PjxYWFpwwYQI7derEXbt2cdeuXRwyZMi/2Hr/nlwuZ926dT9q8tytW7cok8l4/Phxjho1in379i1RylipVEqJhrt37yZJbty4ke7u7kxLS5Om3b9/P9u0acMePXqUqDj54sUL/v777wwKCmK3bt24d+/e9/6t586dy5UrVzIgIIDjx4/n9u3b3zpdcaJcdHR0qTnO5s+fz3Hjxr3XtHK5nC4uLtLomm5ubly6dClPnz7Ns2fP0sfHh3Z2dlIVTmNj4xKlix8/fkyZTMaLFy9KCcAhISFSXs1333331m2+ZcsWaZTCYcOGcceOHXR2duauXbt448YN2traSrleR44cobOzMx0dHZmSklIir2f+/Pn09vbmuXPnuGXLFn733XelOlH6ffTo0YM9evRgeHg4XV1dmZ6e/s5pX8/tiYqKYp06ddiwYUMGBgayVq1aUmsz+Wo7Hzx4kD179qSLiwtnzJjB5s2b09nZmTKZTBrjJT4+nnK5nDKZjC9evGBISAjz8/PZvXv392qB6d+/P8+cOfPW9y5cuEBTU1MOGjToox0vHz0gkMvldHNzk7K7vb292alTJyYnJ3Pu3LncunUrL1++LGXaxsXFMS4ujiYmJgwPD6e3tzdNTExoYWHBOnXqUEVFhdra2mzSpAmrVq3KrVu3cuTIkaxcuTJr165NFRUVlitXjjY2NjQxMaGqqqq0oWNiYtioUSOWKVOGGhoa1NDQYJkyZVijRg2amJiwZs2a0g8cGRnJSpUqsVq1aqxQoUKJngx16tQpFQPifCz9+vWTykwXFhbS3d2dq1evpr29PY2NjdmgQYMSTYt3797l8OHDWalSJWk7FB8QH1NRURH37t3LAQMG0MPDgwkJCdy3bx+Lioro7e1NPT09mpubv3FSLE4GKy5pfO7cOSYlJXHatGmsVKkS3d3d2a9fP547d44RERG8efPmR13uD5WZmSkN7JOcnPzRtuPDhw/p6enJ/fv3SxfgPyfGPXnyhL1792bfvn2Zk5PDwsJCzps3jzKZrMTwyllZWezWrRsjIiLe6BFw6dIlDh48mB4eHvzxxx//Nvlu0qRJzMjIYPv27dm+fft3jnfRunXrUnecFQ9IdP78+b+dNjMzU0o2S05OpoODA5VKJeVyOU1NTRkdHU1TU1P+/vvv3LhxI7/99ltpXoVCQR8fHx49elR67f79+zQ0NJQCpEmTJrF9+/ZvnPj/vP8fO3aMa9eulR7xrVy5kiYmJiwoKOD9+/fp6+srbefk5GRu3LhRCjiKe6x8iuP7c1u+fDkbNWpEe3t7RkZG/u2ATXK5nPXq1WNMTAzd3NzYunVrmpiYMC8vjwEBAXRwcKCRkVGJZOSFCxfS1NSUzZs3p6urKx8/flziMfq0adPYo0cPLlq0iGPHjmX//v25ZcsWVq1alS4uLn97k7lnzx4mJye/9b3JkyfTzs7ug3uQ/JWPHhBkZmZKz68SEhLo4ODAtLS0t/4YBw4coI+PD58+fcrq1avz/v37jIqKYu3atVm1atUS9egBsGzZstTQ0KCuri7Lli3LSpUqSZnpmpqarFOnjnTB79OnDw0MDGhra8vatWtLXREtLS1ZpkwZlitXjjo6Oqxfvz6TkpLYtGlTDho0iA0bNmTdunXZtGlTDh8+nE2bNqWTkxObNWv2P9NCEBoaKt0RLly4kGlpaTxw4AANDQ1ZoUIFnj59mvn5+VyxYgXDw8PZokULNmrUiGvXrqW7u/tn2Q7F2dPJycmUyWQlxiFYuHAhN2zYwF27dvHIkSM8d+4cz58/zy1btvDo0aN0c3PjqVOn6Orqyho1arBOnTqMiIjgyZMn2aFDh0+2zO9LLpdLgxM1b978o27Hp0+f0t/fn1u2bOGxY8fo5ubG06dPvzHdzp07pSCAfHVB+u677+jj48O9e/dK0127do3R0dEMCgrili1bSgRjL1++5MqVKxkaGspOnTpx+/btb72DTU5O5pIlSzh06NA3xjB5XXh4OHV1dTls2LBSdZxdu3aNXl5e3L9//18u08WLF2lubi4dH1FRUTx69CgzMzOlAXKSkpIYHx/P4OBgabTXly9fMiws7I2Wk9fzfYoDpO3bt9PDw4NXr14tMW3xRejixYt0d3fnoUOH2L59e544cYIPHz5ks2bN6OTkJHUXbtGiBQcOHEhTU1O2aNGCx48fL/F5fn5+7zV6aWmVlZVFDQ0NmpmZcf/+/e81j1KppK2tLY2MjPjw4UMqlUp26dKFNjY2bNy4sdQja/fu3ZTL5dy8eTOdnZ3p5OREbW1tHjly5K2fu2zZMoaFhdHb25sDBw5knTp1mJqa+l5d1YuKiujh4fHW48rZ2Zndu3d/vw3ynj5JC8HrF43s7Gz+/vvvDAgIYL9+/ZiVlUXyVfNYcf92U1NTVq5cWUoeLO4+VnwQRUVFUU1NjRUrVmTVqlWpr69PFRUVlilThnp6eqxVqxZr1qwpDYtcPFKfgYEBtbS0OGTIEHp6erJmzZpS10g9PT26uLgwJydHSk6MiYlhdHQ0t27dyoiICNasWZMymYy3b98u9XUGPkRgYCDJ/0vqfP78OU+cOEE1NTU6OTkxJiaGXl5eHDlyJIODgzl8+HCpm9iX2A6ZmZlSS07x/hIYGMjIyEgOGzaMAwYMYJ8+fdipUyeGhYXRw8OD1atXZ/369aUhtc3NzRkbG1viYvclyeVyAmBQUNBH35Z5eXkMCwvj6tWree/ePfr6+nLt2rVvTPfixQsOHz6cbdq0kVpNHjx4wKioKEZERPDChQvStA8ePHijlsHrrl27Jh3z48ePl/pek6+O31mzZnHq1Kls1arVO5e5+LjfuXNnqTrO5HI5bW1tOWDAADo5OZVI5ntdVFQUd+zYIR0fx44dY1xcHK9evUpDQ0MOGzaMbm5ulMlk7Nu3L8lXJ/wuXbpIyWt//t5mzZq98Qjl6tWr9PDweOejl+zsbPr5+XHJkiX08PDg+PHjWaNGDQYFBbF///4cM2YMb968ST8/P0ZERNDV1bXE6IbFNRO+VtnZ2dTV1WV8fHyJocX/zuXLl+nn58cOHTpwyZIlJF/9Pra2ttTV1WVCQgLNzc356NEjxsXFsW/fvnz27Bl1dXU5cuRIjho16p2fvX37djZr1ky6fn1Il/VBgwa90Up38+ZNWllZlRgt8WP4JDkE77ponDx5kn369KG/vz9tbGykZtPo6GiWLVtWasaKi4ujjY0NmzVrxri4ONatW5fx8fG0t7ennZ0dK1WqxEqVKjEtLa3E5/fp06fEUJWWlpYcMWIEXV1dpb7pnTp1YnZ2NvPy8ujq6spGjRpx8eLFdHNzY0ZGBklyxYoVlMlk3L59OxctWsTg4GB27NiRmzZt+tv6Cl+D4pHnFi1aJEWqLVq0YGRkJK2trblnzx5OnTqVvr6+UgD3JcnlcjZo0EAqGPX48WNu376dQ4YMoY+PD9u2bcvZs2eXuGu6f/8+7e3tpYJEsbGxbNKkSakZoVIul0vPJD/F3XB+fj47duzIBQsW8MWLF+zevTsnTJjw1vXPysqir68vp06dKl3oz58/L9XleP0C+LZaBq8rLCzk2rVr2apVK7Zr145//PEHO3TowO+//55Tpkwp0Uz+upEjR9LQ0PAfF2v6lF6vt5KQkEA3Nzf6+fmxTZs2HD16NNesWcN9+/YxPDy8xHzFhYTi4+PZoEEDqU+/rq4uz58/T6VSybi4OM6ZM+ed3719+3YaGxvz1q1bJV6Xy+Vs3749p06d+tbf9NmzZ7S3t6eOjg67du3KgIAAXrlyhdWrV+f06dMpk8l44MABkq9qsAQGBnL+/PkkX/UKed+8idJGqVQyODhYOu4/5NHTsmXL2L9/f6alpZUIiDw9PUsUMXJwcJCuFYmJiezUqRNXrFhBb2/vN0YwfN2gQYOoq6vL2NjYD9rHiwPL140bN46NGzd+r/k/xCcJCP6KUqlk79692bZtW5qamjIhIUF69q+jo8OoqCg2aNCANWvWpJOTEw0MDKShKCdNmkQdHR0pIcvNza3ERu3fv79UAc7AwICPHz/muHHjpOZmfX19+vr6MjAwkIGBgfT19ZWGS3ZxceHly5fZrl07Dhs27I1xwm/evMkxY8bQw8ODSUlJ0tCtX5vnz58zPDy8ROvA6ye8IUOGsGnTppwxY8Z7dVH6XKZPn87GjRu/9SB6/Pgxly1bxm+++YZeXl7s27cvV65cydOnT9PU1JQxMTE0NDTk1KlTv8CSv93rrR4fM4/gdYWFhezTpw+nTZtGpVLJiRMnsnv37m/s2+SrO6EZM2bQx8enxN3i3r176ePjw++//555eXnS6y9evOCcOXMok8n4448/vvWO59atWxw1ahSrV6/OZs2accCAAVyzZs0b0z148IBNmjQpdfkDxf7c6lm8Dz59+pR79+7l9OnTaWlpyRYtWtDf359RUVGcM2cOd+7cSRsbG8bGxtLMzIxyuZy3bt2iiYkJFy9eLHVf+yvHjx+np6cn169f/8Z7SqWS3333HXv16sXHjx8zMzOTubm5XL58OWUyGadNm8bu3bvTysqKrq6ubNGiBX18fKinpycVNipWWFjI5ORkfvPNNxwyZAgzMzM/3gb8jEaOHMnx48fT3t6eiYmJH3ThTUpK4oQJEzh//ny2a9dO6urXs2dPqXqrvr6+tG/+/PPPHDRoEK9fv87u3bszIyPjnb/noUOHaGZmJiU/f8gxr1Qq6eHhUeJmtGHDhpw5c+Z7zf8hPntAMHr0aI4bN45KpZKpqanU1tYuMd50VFQUK1euzEaNGjE9PZ06Ojo0NjamoaEhNTU1aWpqysGDB5N81QqQnJxMpVLJGzduUFtbmzVq1GCLFi2op6fHGjVqUE1NTYruoqOjS/wIryd3JSYm0tHR8W/7HSuVSh44cIB9+vShj48Pp0+f/lXVJiiuGvfbb79xypQpJP8vETQhIYGWlpa8ePHiF17KN504cYKmpqbvNe2lS5c4Y8YMtmnThi4uLqxVqxb79OnzQc2Hn5pcLqeTkxP79+/PZs2afbLlUiqVHDhwIL///nsqlUquW7eOPj4+b1wQit26dYsREREcNmyY9JhIqVRy+fLldHNz47x580qcmN5Vy+B1/v7+dHJyopGREQMCArhu3boSnxEdHS3dPQ0ZMqTUtRCQf/2o7PLly1JFuqKiImn/a968eYmk5Xbt2jE4OFjKPm/QoMHfNh2fP3+e7du357Bhw945zbJly2hmZsakpCSamZlx1KhRUp/24ufgxb2DmjVrxi1btrBt27ZvbVnYsGEDq1evXqKHyddi3rx5UunhzMxMdurU6YP2o6CgIC5cuJALFy7k2rVrOWjQIPr4+PDSpUvU0tKiuro6161bRw8PD65du5Zt27aVbpq8vLxYWFhIT0/PN37TR48esXnz5nRzc5NuUBo0aPBByzZy5EjpEdGNGzeoq6v7SY6RzxoQzJkzh/Hx8bx06RIdHR2li33xRTkyMpJmZmaMiIhg3bp12aRJE6qpqTE0NJS9e/dmZGQkGzRoINWot7CwYLly5VitWjWpqIejoyMrVKhAVVVVamtrs1GjRnR2duawYcNYt27dEhtRLpdLde5tbGzeOfbCuzx//py///47w8LC2K5dO65du7bUJ+Ls3LmTY8eOlQpCka+aCJ2dnTlx4sRSdyIu9uLFC9auXfuD59u7d68UQJbGO08ANDY2/uQJmt999x0HDRpEpVLJrKwsurm5lcho/7NVq1ZRJpNxx44d0msvX75kWloaPTw8uGnTpje+Y9OmTQwMDGRcXFyJnhwBAQEMCAign58f7969K+1/KSkp3LVrF9u0acMqVapQRUWl1OUP/B25XM6AgADu3buXmzdvlh5rtWnThsOGDaOdnR0HDBggdV9+vRdUXFwcIyMjuWfPnjdKORe7ceMGe/XqJeX9vE1mZqa0j7+td8COHTveaH2ZOnXqW+9mHz16xCZNmtDDw+OteQ2l1aZNm9i+fXvpAl1QUPCX2+zPlEolfX19uWjRIi5evJiPHz9m1apVOX36dLq7u9PV1ZXVqlXj8OHDOXbsWFarVo337t2T5i9uVVm5cqVUAI18FTCHhIRQJpNx+vTpTElJ4eLFi6mvr/9B5aQvXLggjbuTkJAgPfb92FT/ukrBx7N69WpprGl7e3vcu3cPPXv2xK5du3D06FGkpKRg586dqF69Ok6dOgVtbW3cvXsXffv2xalTp3Djxg34+vqiUaNGqFChAnbv3o1evXpBR0cHubm5yMrKQuXKldGkSRPUqFEDYWFhMDY2lgpOODk5obCwEGXKlAEAKJVKjB8/XhpHfM+ePR9ccKV8+fJo06YNVqxYgUmTJuHs2bPw9fVFQkICTp06BYVCgYMHD0KhUHyKTfqP3Lx5E7dv30ZQUBDy8vLQs2dPrF69GmvWrMGAAQNKbXnScuXKQalUfvB8jRo1wsGDB6UCK1ZWVp9g6f45IyMj+Pr6Ijg4+JPtJyoqKhgyZAj09fXRv39/mJubY9myZUhJScGKFSveOk9ISAhWrVqF5cuX45tvvsGTJ09QpkwZREZGYvny5dixYwdCQ0Nx4sQJ6Tu8vLyQkZGBNm3aYMCAAejZsyfOnz8P4NXxpq6ujtq1ayMxMRGbN2+Gi4sLOnfujGPHjkFTUxMxMTH49ttvP8k2+BQUCgVcXV1hZGSEdu3aoX///jh8+DCqVq2KOnXqoEqVKoiMjER+fj46duyIgQMHYsqUKVi3bh2io6OxYsUKFBUVSSPo+fn5ITExERkZGXj06BEAoEKFCnj58iVIorCw8K3LUb9+fezZswcJCQnYv3//G/v4smXLsGHDBsTExGDXrl2wsrJCv379cP78eWzevFma7vHjx/D09ISzszOUSiW2bNmCAQMGSMOIl1YnTpzA5MmTMXfuXKkAmrq6OoqKisD3rMx/8+ZNGBgYoKioCCoqKujZsyeqVKmCo0ePYsaMGShfvjy6dOmC+fPn4/79+zAxMUHXrl3x/PlzAEBgYCDWrl2L4OBgbNq0CXl5eQCAUaNGoVatWnB2dsaaNWsQGxuLiIgIWFhYSAXi3oepqSmuXbuGly9fYunSpZ/uOPkkYcaf7Ny5U+qaUaVKFQ4cOLBEN8Ti5rgffviBa9asoZWVFd3d3UuMPOXg4MBmzZrR3Ny8RNGghg0bsn379qxcuXKJohIaGhr84YcfuGnTJvbp00ca0GLnzp28dOkSAwIC6OPjI42i+LEolUoePnyYffr0oZmZWalrAh0xYgTNzc05c+ZMuru7S4lFX4NatWqVKLbzvkprD5HXH1kNGjTos7RezJ8/n506deLLly/58uVL9uvXjyNHjvzLZMu9e/fS3d2dS5YsKTHdzZs32b17d3bv3v2ttR2KaxnUrl2bLVu25KBBg0q8v2/fPnbt2lXK8SFLXyvOX8nMzJT6iP/VM+G0tDSuW7eOMpmMrVu35q5duzho0CAOGDCAjo6ODAsLY3h4OBcuXMj9+/dz2rRp7NChA318fNi5c2c6ODiwT58+7+zWRr4aHKpjx45v7OMFBQXU0dHhjh076ODgwB49evDevXvcsWMH09LSaGBgQA8PD/r5+dHV1ZXx8fEl1mfp0qX09fXlrVu3pPLIpek4unHjBmUy2VsfVfXt21eqt/J3Vq5cydmzZ3PmzJlSPZaxY8cyODiYsbGxrFWrllTPgHy1fdLS0hgWFsb8/HwWFhbS29ubJPn777/zxx9/5Pr169mpUyfKZDJu3rxZasUhXxUF8/b25s8///ze6zpx4kT++OOPrFmz5if7DT5pQCCXyzlr1ixqaGiwbNmy7NKly19mYS5dupS//PIL/fz8uHv3bpqamjIuLo7Gxsbctm0bL1y4wISEBOm5XFRUFKtUqcImTZrQ0NCQDg4OjI2NlSoQFmeZ9+7dm0lJSYyIiKCbmxuDgoJ45coVenp6frJeA68n6pWWk1zxI5KYmBja2Ni8s0BMaWVmZlaistvXrjhZrbib7Oc60a5atYqtWrWSHhkVX4D+agjk/Px8jho1iuHh4W+cZI8fP86QkBAOHjz4jcduBQUFbNq0KevVq0c7OzuplkFxE21QUBDV1NSor6//1dX5eFey4Z/FxcVx8uTJbNu2rZS9f+vWLXbu3JnLly9nly5d+OjRI86ZM4dBQUHs0KEDMzIymJ+fzxs3btDe3p4BAQG0tLRkeHg4J0yYwH379kk9PORyORcsWFAi4Hr58iXPnj3Lfv36sVatWuzSpQtr1KghJVaPGzeO6enp3LJlCz08PJiXlyetz6BBg9ioUSNpfc6fP09XV9c3qht+adnZ2XR3d+eVK1fe+v7s2bOl0Wz/zrBhw/jHH39IwWnxGAHm5uZMTEykqamp9Aho4MCBtLCw4JUrV7h69Wq2a9eOBQUF7NKlC2/dusXCwkI2b96cLi4u9PPz47Zt2xgcHFyiK65SqaSbmxvd3d3fmc/zZ+fPn6ehoaE0vsFXlUMgl8vZsmVLKVnwfVZ6+/btTE5OZrdu3Ui+6g7j5eXFevXqSdnjLVu2pKWlJaOioujg4MCHDx9y0aJF7NatG6dPn05zc3OamppSVVWVmpqadHJyYr169ainp8fo6GjWq1ePubm5PH36tPQs71Ot/+cq4vO+MjMz/1F3nNLCzc1NGjb0f4VcLuekSZMIgJMmTfps+8nmzZsZEBAgBehbt26lp6fn31ZxPHfuHP39/Tl58uQ3guk//viDHh4eTE1NlS5Wjx49oqurKz09Pblv3z4mJyfTy8uLAwcOZLt27eju7k4A/O2330plK87feZ/Wp5CQEDZv3py+vr4leu74+voyPz+fc+bMYUxMjNT6cufOHU6ePJk+Pj7s1asXmzZtygcPHrBNmzbcvn0716xZw5EjRzIoKIje3t5Sl1wTExMGBgbSz8+PwcHBjI+Pp46ODgcMGMAHDx4wMTGRO3bskHoXFduwYQM7d+7MAwcO8P79+zx48CC7du1aomfD5MmTS9VgRy9evGBAQMAb/fNfd/jw4XdW+fuzZs2aSblp5P+1kPzwww+MiIhg06ZN2bFjR+bm5vLgwYPct28fZTIZN2zYwN9++43du3fn77//zpkzZ/L58+e0srKipaUlExIS6OTkxD59+rzxnXPmzOHIkSPZvn3791rGUaNGffKWtE8WELxesfB9F/706dNs3bo1J0+eLL2mVCppbW1NDQ0NVqlShS4uLvzjjz/YokUL6SDs2LEjb968KZWrLSgoYPPmzaUxD4q7FpKvovU//viDKSkpUk33T6W0NVWXxiDlQ/Tq1euN/rj/C4r7pn/uPvj79u2jl5eX1Nx68eLFEv3T36WoqIg//fQTvby83qhwV1hYyF9++YUymYzLly/nxYsX6ezszCZNmkgBxOPHj1mvXj1WqlRJKiT2Ne6P70Mul9PKyooGBgZv1BIYN26clJw5btw4jhw58o35L126RHNzc8pkMurr63PQoEF0dXWVttW+ffuksTni4+O5Z88ead709HRaWlpKj2e3bt3KsWPHcuXKlSUulHK5nNbW1kxISJB+h+fPn9PT05OXL1/mjBkz2KpVK1pYWHyUEfX+reKeE2/rwvq6Fy9e/G2BpQcPHkhF6CpXrswWLVowMTGRtra2lMvlvHfvHmvUqEE9PT3euXOnxLx5eXmMiopidHQ0Z8yYwW+++YZBQUEMDg6mq6tribo6xXUL/jx/cTf21atXv3MZCwsLmZCQwDJlytDe3v6Tnr8/aQvBh158iovJFHev2LFjB21tbVmvXj0aGhqyefPmdHBw4Nq1axkaGsr8/Hw+evSIYWFhnDBhgnRAPXr0iEZGRjQwMGBsbCzLli1LExMTDhw4kFZWVpw/fz49PDxKVT/7z6W0BSkfYuzYsXRycvoql/2vvN5y87lyCYodP36c7u7uvH37NkkyJyeHoaGhXLhw4d/Oe/fuXXbo0IGJiYklahSQr052Y8aMYbNmzWhpaUkXFxfpvWnTptHV1ZVmZmZfZe7A+yo+B0ZFRdHe3v6N/fbChQvs3bu39P/ExESmpqa+8TkBAQE8cOCAlG8SFRVFfX19durUib/88gtdXFyYlJREIyMjXr58meSri6arqyvbtm0rfc6LFy+kzPu2bdvy5MmTJF/liLyt5fDixYvU09Pj0KFDpYqKGzZs+OLH3+DBg9+7D/67SmUrlUopcG3SpAmjoqJoY2PDTZs2cdy4cdIjg9atW1NXV5dxcXF0dHTktWvX3vis4pLuxY+ro6KiaGxsTDs7O8bHx9PKyuqd22z48OHcsGED3dzc3trLrThHQktL673LHf8bnzyH4EMW/unTp6xZsyY3bNhAW1tb6unpceTIkczJyWGXLl14+vRpJiQksF69enR3d+e1a9c4efJkRkZGMjo6midPnmSvXr0YHBzMZs2asX379oyNjeXChQvZtWtXVqlShZaWlvTw8GCbNm2++I4tvL/iMq4xMTFf/A7lY3s9l0BXV7fEs8bP4cKFC3Rzc5OexRYWFnLAgAFMSkp6r6B57dq1dHNz4+bNm994b9myZdTS0qKxsTEvXLjAp0+f0t7ens2bN6eGhgYNDQ2/2harv5OZmSmNQpiUlPTWgOf1PKbiom1/DsYCAgLeuMFau3YtW7duzQYNGtDR0ZEmJia0tramtbU1T506xW3bttHV1fWN7qEhISFUKBS8ffs2vb29WVhYyG+//faNO89Hjx4xICBAeoSrVCoZGxv7QV3lPja5XM7ExEQp2fx9dOvW7Y3H1ZcuXWJQUBDHjh3L0aNHSzlp8fHx/Oabbzh37lxOmTKFERER3LZtm5QLNmjQIHp7e9Pb25txcXFcs2aN1Ppy+/ZtqbWLfJWTsHPnTurq6nLRokXvXL579+4xLCyMO3fulMpZF1u+fDlbtmzJunXrfraW0c9emOhdXj8p1q1bl+PGjSvRp//06dPs1asXyVcZmpqamuzSpQtNTEzYsmVLBgQEsE+fPlKp3REjRpQoYkSSR48eZc2aNUt1ARTh7UpjkubHVDxYCgCampp+9v3y+vXrlMlkJUpV//zzz2zduvVfJgIXy83NZWxsLLt16yYN2kO+CggMDQ353XffsV27dmzcuDGNjY3ZqFEjAuCFCxe+2harv3P//n3WqVOHcXFxbNCgAbt16/bGthw+fHiJZv7CwkKppkmx4rv6t91gPX/+nMuXL2fz5s3ZoEEDhoSE0NjYmFWrVmX16tU5ZcoUHj9+XArsxowZwylTpkgJ30lJSQwPD5eejcvlcp46dYpubm5SkbYxY8Zw2rRpHDZs2BuPiD6X4vEkikuQnzp16r0SwtPS0qRciJcvX3Ls2LH09PRk37596e7uzokTJ9LV1ZWDBw+mqalpiZyETp06MTMz842W7uJaHmlpaWzdujU9PDyor6/POnXqsEGDBoyKiqKhoSHXrl1LFxcXymSyv1zW7t2789y5c+zTp49Uh+Obb75hnz592KBBA4aHh3+2kuulJiB4n5yD1wdhGT9+vFTh0MbGhjdu3Cgx7ejRo1mlSpU37nD2798vlY/8X7yw/K/62vMf3odcLqelpSUjIyNpZ2f32dfx/v379PDwKDFgyp49e/4yk/vPDh48SA8PDy5YsIBKpZKzZ8+mjo4ODx8+zFu3blFfX18asXTAgAH/079lixYtGB0dTScnJ96/f5/bt2+nm5tbiUGJjh8//sYd74sXLxgUFMRdu3aR5HsV2Pntt984a9Yspqam0sjIiDExMbS2tuayZcs4aNAg+vn5MTAwkA0aNGBcXBxbtGjBEydOUFtbu8Q5MD09nb6+vm9kxLdt25a9evXi7Nmzv8jvlZmZKVVrHDRoEFu3bs3AwED6+/uzTZs2TE5O5qJFi3j48OESlQK3bNnCPn36cOvWrWzUqBHt7OzYqVMn7tmzR7rIFgdaxYMbLV26lOSrIDk4OLhEsPRnZ8+epbGxMZs1a8ZRo0YxICCAtra2rFixIvX09JiYmMjGjRtz/Pjx71y3EydOSMOR29vbs0WLFhw5ciTt7Ozo4uLy1lLjn0qpCQje54R/4MABqelk6tSpUjebP1/Yb9y4waZNm9LQ0PAffY9QOn3N+Q/v4/VWkP79+3+RSnHZ2dn09fXlzp07pdeuXbtGDw+PEq/9leI7sZCQEEZHR7NmzZp88eIFW7VqxTp16rB69eqlKmP9U8jMzJT69L++js+ePZMGYVMoFFKd+j/fAebm5tLb25vHjh17r4Dgl19+4bJly0rcWA0ZMqTEtt25c6eUgFhcptzGxkYaN8bMzIwGBgb08/NjeHg4e/TowYSEBI4ePZrfffcd69at+8HjA3wsf3Xezs3N5ZEjR7ho0SImJyezTZs29PPzo4+PD+vXry+NbZOUlPTWegWve/nyJWNjYzlw4EAWFBQwOTn5rSOFkuSSJUtYs2ZNjhkz5o1hwadNmybt48V1cdzd3RkYGMigoCB269aNiYmJnDRpEhcsWMAmTZqwb9++tLW1paWlJWNjY2liYvLegfjHUmoCAvL9TviBgYF8+PAhjxw5wgYNGryxgygUCnp6evLs2bOsVavWP/4eQfjcik96ycnJ1NXVpZqaGrdv3/5FTr7BwcFct26d9Fpubi7btm37lyPz/dnFixepr69PLS0tHjlyRGrGrlKlCmUy2f90UC6Xy9mkSRMOGjToreu4YcMGymQy7tu3jwMGDHjrGCqPHj2iTCajs7Pz3xYEmjVrFjMyMiiXyymTyd46ot7rF1UnJye2atWK169fp5WVFWNjY9m4cWPp7vr58+e8d+8ez507x/3793Py5MlSUuOXCuI+9Ly9b98+qVUhISGBLi4u9PX1Zb9+/Thv3jxmZWW9syn/t99+Y2BgIK9cuUKZTFaiIJpSqWS/fv1Yu3btd/bIKd7Ww4YNo4mJCVu3bk0dHR1269aN6enpvHXrFrOysrh9+3bOnDmThoaGNDY2poWFhZSH8OeA7nNQId+zdmIpsWXLFuzevRsJCQno3r07Bg0aBCsrK2hoaIAkOnXqhG7dusHd3R21atXCqlWr0KhRo1JbklcQXqdQKHDmzBkAQGhoKMLCwpCVlYWMjIzPug/n5+eja9euCAkJQdu2bQG8Kj+ckpKC3NxcTJw4Eerq6n/7OW5ubrh27RoePHiAatWqITQ0FCdPnsTSpUtx/fp16dj9X5SZmYkZM2Zg2rRpb13H7OxsxMfH48WLFyhfvjymTp36xnQXL16ETCZD+/btkZmZiXXr1r31syZOnIiyZcuiR48eyMjIwJEjRzBy5EjpvHj37l2cPXsWx48fx969e7Fz5040btwYampqaNiwIcaPH4+UlBQEBATAwcHhjc9XKBQIDg6Gk5MT9u7di/T09FL/u71tmStWrIhr167h0KFDOHjwIM6dOwcAsLKygqOjIxwcHGBgYAAVFRWcPHkSsbGxaNmyJbS1tREdHQ2FQgFnZ2eoqKhg27ZtqFy58l9+/5kzZ1CnTh306tULWlpa8PLywtOnT7F582ZoaWlBX18fu3fvhoWFBVatWoXg4GDs3LkTbdq0waFDhz77dv7qAgKS8PX1xbJly9C+fXusWbNGeu/7779HpUqVEBUVBYVCAWtra3Ts2BH79+//KnZgQSh28OBBLF++HOPHj0d0dDQiIiLQvHnzz7oMhYWF6N27N5o1a4aePXtKry9ZsgS///475s2bBy0trb/8DBMTE+jr62PHjh2IjIxEWlraX154/pdkZ2cjOjoaCxYseOc0CoUCMpkMTZo0wR9//AEzMzNoa2ujcuXKqFKlCnJycqCqqorJkycjLi4O27dvlwLFunXrQlNTE8+fP0fLli3h6+uL3bt3o7CwEN7e3rh+/Tru378PFRUV1K5dG1ZWVrC0tMS6devg7OyMNm3afNCFvvgC9zUFce+zzEVFRTh79iwOHjyIQ4cO4caNGyhXrhxsbGxgYWGBX3/9FZcvX0ZsbCySk5PRvn17/Pjjj1BRUfmg5YiIiMCNGzewZcsWnDt3DqmpqThw4AAKCgpgZmaGx48fw8PDA9u3b8fUqVNhZ2f32bfzVxcQAMDKlStx5coV7Ny5UwoI0tPTsX79esycORMqKiolTqj/lROQ8L+j+ERtZ2eHRYsWQS6XIz09Hfb29p/1JKFUKhEfHw99fX0MGDBAev3QoUNISkrCjBkzYGZm9s75K1eujNzcXABA06ZN4eXl9dXcYf5bJKVBb97l4MGDWL9+PUaMGIGUlBT4+PjAzMwMT58+xbNnz3DhwgUMGzYMYWFh2Lx5M7y9vZGVlYWsrCzk5+ejRo0aKFeuHBwcHJCamooBAwZg7dq1mDlzJiwtLVGrVq0SF65Dhw4hNTW1RJDyNV7oP7UXL17g+PHjOHToEPbt24d9+/YhKCgIGzduhIODAypVqoTy5cujQoUKKF++/F/+u/j/qqqq6NmzJ549e4aAgACsWbMGTZo0QWFhIW7evImmTZti8uTJGD58OAIDA7/I9eqrDAiUSiU8PT1Rvnx5rF27FllZWRg0aBBWr16NsmXLAvg6m7gE4XXFJ+pr164hLi4OYWFhOHHiBNavX/9Z92WSGDFiBEhi5MiR0gXmzp076NatGxISEuDp6fnGPKmpqZgwYQJCQ0Nx+vRp/P777//zjwn+LCAg4C8Dgr87T23atAknTpyAm5vbG9vt2bNnSE9Px/Lly5GVlYWQkBBs3boVgwYNQrt27d74rhcvXsDf3x9Lly6Ftrb2x13R/2GvB23Dhw+Hi4sLrKys8Pz5c7x48UL68z7/v3LlCqpXr460tDQMHjwYjRo1QnBwMJRKZem4Xn3WjIWP6JdffqGDgwOXLVvGli1bvrWYi0geFP4XZGZmStnh/fv3lwbI+dwmTZrE6OjoEl158/Ly2KlTJ6ampkqZ1jdv3mSTJk0I4H+6EuH78Pf3/9s+5H91nvr222+5d+/ev/2eBQsW0NvbmzVq1GCrVq34+++/v5FQ2LFjR6lLnfD+PmbPtL/6rNJwvfoqWwgAICcnB7a2tggJCcGhQ4ewadOm/8xdh/DfUnwX2axZM8yfPx83b95EixYtMG7cuM+eMDt37lzs27cPs2bNkpIKSWLMmDG4ceMGqlWrhtTUVCgUCrRq1QrZ2dlf/q7nC+ratSsmTZr0j+/Iw8PDsXDhQlSoUOEvpzt16hTS0tJQrlw5pKSkYOXKlVi3bh00NTUREBCAtLQ0NG/eHMePH/9P/g7/1sd8rFKqH9F8sVDkX/raR+4ThA/x+t1Dq1atpDKpTZo0+ex3FEuXLmXbtm1LFExZv349tbS0pOVydHSkXC4vFXc9X9LQoUP/cXW/4iGi38f169dZr169N2pF3L17lwkJCYyJiSEpzpXCX1P90gHJP1W/fn2cPHkSKSkp2Lt3L6ysrL70IgnCJ6OhoQEHBwdoaGhg4MCBaN++PdLS0mBvbw99fX2pG5VCofjky9K6dWt06dIFbdu2xYYNG1CvXj2EhoYiJycHoaGhSEtLg4+PD86cOVNiuf+L9PT0cOvWrX80761bt6Cnp/e30xVnsPv7++Pbb78tsQ/Url0bI0aMwOnTp8W5UvhbX21AoKGhgfT0dAQEBIgmMOE/pX79+jh69ChSUlKwf/9+ZGdnIzQ0FIsWLYKnp+cnDwpIQkNDAydPnkSvXr3g7++PGjVqYOrUqTh79qy48Lzm3wQEhw4dgqOj419Oc+TIEfj7+8PJyQmpqalwcnKS6lgUE+dK4X19tQEBgP/83Yfw3/T6CX7Xrl04cOAAWrVqhSlTpqBx48aoUqUKunTpgg0bNnzU4ECpVGLOnDmoWbMmXFxccPXqValFoFu3bnB0dBQXnj/5twHBu7qenTlzBhEREZg7dy7mzJmDY8eO/WUgJs6Vwvv4apMKBUF45fWua3/88QfOnz+PihUrIjQ0FKtXr0bdunXxzTffoG7duiXqGCgUCmRlZaF+/frQ0NB44/8A8ODBA8yaNQsLFizAxYsXoauri9DQUGRkZGDChAmYPXv2fzpp8O88evQIAwcOxLx58z543sDAQKxatapERcgrV65g1KhRAIDk5GTUq1cPQClPVBO+Gn9fe1QQhFKtuMXgzJkzGDRokFTqePTo0VBRUUFaWhquXbuG0NBQdOzYEU+fPkXdunVBEv7+/oiMjET37t0xZ84cyGQytGvXDo8ePYJCoUDt2rURGhqKvLw8mJiYICQkBBMmTEC1atVgZGRU4nvFhehN2traePTo0QfPp1QqoVQqpWDg9u3bGD16NLKzs5GcnIz69euXmL64BUAQ/o2v+pGBIAivvN4kXL9+fRw4cAApKSk4c+YMduzYgW7duiEtLQ2hoaF4+fIlsrKy4ObmhnHjxsHR0RF9+/ZF8+bNMWHCBPj6+iI/Px9VqlRBeHg40tLS0KNHD8ydO/eNpmnRFP3XVFRUUFhY+MEJnydOnEDlypVx7do1DBgwAFFRUejZsyeWLFnyRjAgCB+LeGQgCP+DXm9CBvBGFbQ/v/bbb7+hffv2fzlN8Wuiafr9KRQK2NjYoFWrVti2bRsSEhJQqVIlqKurQ11dHWXKlCnxt7q6OgoKCtC1a1fIZDKsW7cOqamp8PLy+tKrIvwHiIBAEP4D3vaM+c+vvc80woc5ePAgVq5cibFjxyIpKQmqqqrQ09NDQUEBCgsLUVhY+Ma/b968iVq1auHHH3/8onXthf8eERAIgiB8Iv9kTBUxDovwpYiAQBAE4RP6J60somVG+BJEQCAIgiAIguhlIAiCIAiCCAgEQRAEQYAICARBEARBgAgIBEEQBEGACAgEQRAEQYAICARBEARBgAgIBEEQ/l+7dSAAAAAAIGh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