From 88ac4d916f72d9442be97b4e3a91bd25a237d511 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Lo=C3=AFc=20Lehnhoff?= <loic.lehnhoff@gmail.com> Date: Thu, 3 Apr 2025 17:35:31 +0200 Subject: [PATCH] update figures --- WCT_analysis.ipynb | 81 +++++++++++++++++++++++++++++++++++----------- 1 file changed, 63 insertions(+), 18 deletions(-) diff --git a/WCT_analysis.ipynb b/WCT_analysis.ipynb index 2e6a2fe6..7f2712ca 100644 --- a/WCT_analysis.ipynb +++ b/WCT_analysis.ipynb @@ -39,7 +39,7 @@ " vertical_proportion_plot, horizontal_proportion_plot, categories_multi_dates, \n", " get_stars, fisher_tests)\n", "\n", - "path_audio_folder = \"/media/loic/DOLPHINFREE/Datasets/DOLPHINFREE/Acoustique\"" + "path_audio_folder = \"/media/loic/Extreme SSD/Acoustique\"" ] }, { @@ -105,7 +105,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "SIGID interval: 100%|██████████| 2/2 [00:03<00:00, 1.64s/it]" + "SIGID interval: 100%|██████████| 2/2 [00:03<00:00, 1.67s/it]" ] }, { @@ -331,7 +331,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11575/11575 [00:05<00:00, 2300.40it/s]\n" + "100%|██████████| 11575/11575 [00:05<00:00, 2250.73it/s]\n" ] } ], @@ -786,7 +786,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 11575/11575 [00:01<00:00, 7190.72it/s]\n" + "100%|██████████| 11575/11575 [00:01<00:00, 7069.66it/s]\n" ] } ], @@ -935,6 +935,51 @@ "print(f\"Min: {np.min(swt_average_freq):.2f}\")" ] }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 800x200 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style(\"ticks\")\n", + "fig, ax = plt.subplots(1, 1, figsize=(8,2))\n", + "# sns.violinplot(x=swt_average_freq, \n", + "# cut=0, linewidth=1, linecolor=\"k\",\n", + "# inner_kws=dict(box_width=12, whis_width=2),\n", + "# ax=ax)\n", + "\n", + "\n", + "ax = sns.violinplot(x=swt_average_freq, \n", + " inner=None,\n", + " cut=0, linewidth=1.5, linecolor=\"black\",\n", + " color=\"lightgray\",\n", + " ax=ax)\n", + "sns.boxplot(x=swt_average_freq, fliersize=0, whis=(0, 100),\n", + " width=0.25, linewidth=1.5, linecolor=\"black\",\n", + " color=\"gray\",\n", + " boxprops={'zorder': 2}, ax=ax)\n", + "\n", + "ax.set_ylabel(f\"Signature whistles\\n(N={len(swt_average_freq)})\")\n", + "ax.set_xlabel(\"Average frequency (kHz)\")\n", + "ax.xaxis.grid(True)\n", + "ax.yaxis.grid(True)\n", + "plt.tight_layout()\n", + "fig.savefig(\"/home/loic/Pictures/CDD/SWT_violinplot_freq.pdf\")\n", + "plt.show()\n", + "sns.reset_orig()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -948,7 +993,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -967,7 +1012,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1021,7 +1066,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1060,7 +1105,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1078,7 +1123,7 @@ " axs.set_yticklabels(yorder, va=\"bottom\")\n", "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:867: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " axs.set_xticklabels(np.arange(0,101,20))\n", - "/tmp/ipykernel_100256/1113003409.py:16: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + "/tmp/ipykernel_72174/1113003409.py:16: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " axs_bea.set_yticklabels(\n" ] }, @@ -1118,7 +1163,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1150,7 +1195,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1178,7 +1223,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1189,7 +1234,7 @@ " axs.set_yticklabels(yorder, va=\"bottom\")\n", "/home/loic/Data/DOLPHINFREE/Scripts/SIGWI/WCT_analysis_utils.py:867: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " axs.set_xticklabels(np.arange(0,101,20))\n", - "/tmp/ipykernel_100256/2856851010.py:18: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + "/tmp/ipykernel_72174/2856851010.py:18: UserWarning: FixedFormatter should only be used together with FixedLocator\n", " axs_f.set_yticklabels(\n" ] }, @@ -1232,7 +1277,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1261,7 +1306,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1289,7 +1334,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -1579,12 +1624,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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oEBQUJPz888/SfrfddluN38n8/HwhNDRUSEhIkLaJv5NiHMeOHROCgoKE77//vs64wsPDjf4GROLflPh3U1JSIkRFRQnPP/+80X65ublCZGSktP3atWtm/85Wd8899wiDBw82Oud//PGHEBQUJNx2223Str///rvG76QgCMJvv/1WY7t4/H744QdpW3FxsTB48GBh/Pjx0rYPPvhACA8PF86ePWv0nG+99ZbQs2dP4fLly4Ig/O93Mzo6WigqKpL2+/nnn4WgoCAhKSnJ4vYIwo33xJUrV0q3V65cKQQFBRn9XQiCIMybN0+Ijo6Wbh85ckQICgoSXnvtNaP94uLiajynKZ988okQFBQkfP3119I2nU4nTJkyRQgPDxeKi4stbrcp4nvrP//8I23Lz88XIiMjjX7PLPnbXbx4sdFxFGOs+nklCILwzz//CEFBQcLrr79u9NigoCBh1apVRnGOHz9euPfee4221ffcmFJeXi5ER0cLEydONHoP++qrr4SgoCBh6tSp0jbxb3rEiBGCVquVtut0OmHgwIHCuHHjhLKyMmm7+F793nvvSdumTp1q9JxV21/fY2fK3XffLcyZM6fOfcTjVptz584JkZGRwsyZM6XP8V27dgkhISFG73+CIAifffaZEBQUJKSlpQmCIAgbNmwQgoKChPz8/DpjqA+rDAXOmDFDGkp7+umn4e7ujlWrViEgIMBovwceeMDo9m+//QaFQlGj2/GRRx6BIAj47bffjLZHREQYXeHWvn17jBgxAn/88Qf0ej30ej3279+PkSNHomPHjtJ+bdq0wbhx45CWliZ1iYomT57coEmGv/76K9RqtdH8Ind3d0yZMgVZWVk4deqU0f4TJkwwmqclPu7ixYu1vkZ92mUOf39/fP3117j//vtx/fp1bNu2DQsWLMDAgQPxwQcfGA3HivOsxGz+4MGDCAgIQPv27dGtWzd4e3sb3Vf1McCNOV9XrlwxewhApFAopONlMBhQVFSEyspKhIaG4tixYzX2Hz16NDw9PaXbarUaAHD33XcbjdWr1WpUVFRI3eB//vknKioqMH36dKO5CJMmTYKHhwd+/fVXo9dxc3PDPffcI91WqVQICwszOo+///47AgICpB4n4Mbci+q9S7WJjIzEsWPHoNFoANyY4zZ06FCEhIRIFwekpqZCJpPVuEigR48eRr+Tvr6+6Nq1a52/Zx4eHgBu9JqYOzxRlz///BPXr1/H2LFjUVBQIP3I5XL06dNH6rlzcXGBUqlESkpKjWG5uly9ehXHjx/Hvffea3TOBw8ejB49ehjtu3fvXnh6emLw4MFGsfTu3Rtubm41ehHbtGlj1Nvs4eGB8ePH49ixY8jNzZWeMzIyEl5eXkbPOWjQIOj1+hrTFMaMGYNWrVpJt6v/7VvSnrpU7SkWX6eoqEh6j/j9998BoEYPy80udhH99ttvaN26tdH8WaVSiWnTpkGj0Vjc7tr8+uuvCA8Pl/6GgRu/x9V7uC392zVl5MiRRp9XarUaffr0MfnY6p9jkZGRZpd+uNm5MeXIkSMoKirC5MmTjd7D7rrrLqPjWtX48ePh4uJi9Bz5+fl44IEHjHr8hg8fjm7dutWYumIJS45dVV5eXvj3339x7ty5er2uRqPB448/Di8vL6xYsUL6HN+7dy+6d++Obt26Gf1dilOUxL91sYdu3759tQ4v15dVhgKXLl2Krl27QqFQwN/fH127dq0xUc7JyalGl2VWVhbatGkjvaGLunfvLt1fVefOnWu8dpcuXaDVaqVJ21qtFl27dq2xX/fu3WEwGJCdnW00FFLXMIM5Ll++XGN4EQC6desm3S8OUwI3ksGqxJNb11yAgoICi9tlrjZt2mDZsmV46aWXcO7cOfzxxx/4+OOPsXLlSrRp00aauyMOTVVNnsQJ7zKZDOHh4Th48CAmT56MgwcPol27dkZt/c9//oM///wTkyZNQufOnTF48GCMGzfOrKsGd+7cifXr1+Ps2bOoqKiQtps6d+3atTO6LX5A1bb92rVr6NixIy5fvgzgf+dNpFKp0LFjxxq/i23btq1xdWirVq2QmZkp3c7KykKnTp1q7FfX0FlVUVFRqKysxKFDh9C2bVvk5+cjKioKp06dQmpqKoAbiVWPHj2Mht1NtVeMr67EpWPHjpg5cyY2bNiA3bt3IyoqCjExMbj77ruNPujNJb5hVh8aEol/9yqVCgsXLsQbb7yBwYMHo0+fPhg+fDjGjx+P1q1b1/r84jkz9b7QtWtXo8T7/PnzKC4urjGMIMrPzze63blz5xrnrUuXLgBunNfWrVvj/PnzyMzMrPU5xfckUfVzIn4oin/7lrSnLrW9x1y7dg0eHh64fPky5HJ5jb8fU69rSlZWFjp37lzjPV583xbbIbpZu2tT23tr9fdBS/92Tants+X777832ubs7FxjWsjN/q6qutm5MUVsX/X3DScnJwQGBpp8TPVzKz6Hqc+Qbt26SV/U6sPcY1fdE088gblz52LUqFEICgrCkCFDcM899yAkJMSs133hhRdw4cIFbNu2TZqyA9z4Wz99+vRN/9bHjBmDL774As8//zxWrFiBgQMH4vbbb8fo0aMbPNHfKomVWq2WrgqsjUqlcsirEhr76o3ajoFQbbJ+Y5PJZOjatSu6du2K4cOH44477sA333wjJVZyuRzh4eFIT0+HIAg4ePCgURHKiIgI7NixQ5p7Vf1S/O7du2Pv3r345Zdf8Pvvv+PHH3/Ep59+innz5uGJJ56oNa6vv/4acXFxGDlyJGbNmgU/Pz8oFAokJiaa/MZbW++jtY97Y1xKHRoaCmdnZ/z9999o3749/Pz80LVrV0RFReHTTz+VypuYKntQ3/ji4uJw7733Yt++fdi/fz9effVVJCYmYvv27RbN8wH+d2yXL19uMkGqGuOMGTMQExODn3/+GX/88Qfee+89rFmzBhs3bkSvXr3q1ZaqDAYD/Pz88NZbb5m8v7Y5lDd7zsGDB2P27Nkm7xcTMVFt58Taf/uO9h7TWO1uDA39u2+sc1O1t8paqk/Qb6h+/frhp59+kt5rvvzyS2zcuBHLli0zeTFOVRs3bsS3336LN998s8Y8W4PBgKCgICxZssTkY8X3MRcXF2zduhUHDhyQPpf27NmDzz//HOvXr2/QubbrdYyBgYFITk6WJuKKzpw5I91flamr586dOwdXV1fpjdHV1RVnz56tsd+ZM2cgl8tNfpOvzpI6Ve3bt6/19cT7G8rX19cq7TJXx44d4eXlJQ15iCIjI/Hbb79h3759yM/PNyrREBERgXfeeQe//fYbysrKapRvAG4Mn40ZMwZjxoyBTqfD/PnzsXr1asTGxtaa4P7www/o2LEjVq1aZXReVq5caaXW3iCepzNnzhgNt+p0Oly6dAmDBg2y+DkDAwNx6tQpaVK/SLy442ZUKhXUajVSU1PRvn17aQglMjISOp0O33zzDfLy8tCvXz+LY6uLeJXN3LlzcfDgQTzwwAP47LPP8PTTT1v0POJx9PPzM+v4derUCY888ggeeeQRnDt3DuPHj8f69etrTYbEc2bqfaH630qnTp2QnJyMvn37mvWhc/78+RrnTeyBE9+XOnXqBI1GU6/fDVMsaU9DX8dgMODSpUtGyZ+5VycHBgYiMzMTBoPBKFGw5nue+DzmHAtr/O3W9tlSW49QYxLbd+HCBWk4C7hxQVhWVpZZlcnF5zh79myNnpyzZ88anbNWrVqZ/NJavSdS1JBj5+3tjYkTJ2LixIkoLS3F1KlT8f7779eZWKWmpmL58uV4+OGHcffdd9e4v1OnTjhx4gQGDhx4089yuVyOgQMHYuDAgViyZAlWr16Nd955BwcOHGjQ37Vdu5CGDh0KvV6PrVu3Gm3/5JNPIJPJMHToUKPt6enpOHr0qHQ7Ozsb+/btw+DBg6FQKKBQKDB48GDs27fPaMw7Ly8P3377LSIjI2vtbq1KLGoqXmJel2HDhiEjIwPp6enSNo1Gg+3btyMwMNCiuRG1sVa7qvvnn3+k+TtVZWRkoKioqEa3sThst3btWri6uhp9U1Cr1XBycsLatWuN9hUVFhYa3VapVOjevTsEQTAa3qtO/NZQ9RvdP//8U6N8RkMNGjQISqUSmzdvNnqtL7/8EsXFxdKVfpYYMmQIcnJyjEomlJeXY/v27WY/R2RkJDIyMnDgwAHpmPr6+qJ79+5SeYeqc6kaoqSkBJWVlUbbgoKCIJfLjS5TdnNzM2tVgltvvRUeHh5ITEw0eY6rDt9Xr9zfqVMnuLu717g8uqo2bdqgZ8+e2Llzp9Hf6v79+2vMbbzzzjuh1+ulK4KqqqysrNGeq1evGpU5KCkpwa5du9CzZ0+p9+3OO+9Eenq6NGepquvXr9c4ljdjSXsaYsiQIQBuXGlW1ZYtW8x6/NChQ5Gbm4s9e/ZI2yorK7F582a4ublZLdEfNmwYDh06ZDQvs6CgoEaJFmv87f78889GZQcyMjLwzz//1PgMsofQ0FB4e3tj+/btRr9Tu3fvNnsIMjQ0FH5+fti2bZvR39Svv/6K06dPY/jw4dK2jh074syZM0ZD2SdOnKj1arn6Hrvqnwnu7u7o1KlTnX/zV69exVNPPYW+ffti0aJFJve58847kZOTY/J9tqysTPrMM1VuR/xMqxrD6dOna00qa2PXHquYmBj0798f77zzjpR579+/H/v27cPDDz9cY0w5KCgIs2bNMiq3ANy4VFv01FNP4c8//8SDDz6IBx98EAqFAp9//jl0Ot1NL2kV9e7dGwDwzjvvYMyYMVAqlbjttttMFg+dM2cOvvvuO/znP//BtGnT0KpVK+zatQuXLl3C+++/b7XhT2u0q7qvv/4au3fvlurLKJVKnD59Gjt27ICzszMeffRRo/3VajWUSiXS09MRHR1tNJHS1dUVwcHBSE9Ph5eXl9G8MgCYNWsW/P390bdvX/j5+eHMmTPYsmULhg0bVmdSOHz4cPz444+YN28ehg8fjkuXLmHbtm3o0aOHyaSwvnx9fREbG4tVq1Zh9uzZiImJwdmzZ/Hpp59KdXosNWXKFGzZsgULFizA9OnT0bp1a+zevVvqnTOnZzQqKgqrV69Gdna2UQIVFRWFzz//HIGBgRYP0dXmr7/+wssvv4zRo0ejS5cuUikOhUKBUaNGSfv17t0bycnJ2LBhA9q0aYMOHTqYnAvj4eGBl156CYsWLcKECRMwZswY+Pr64vLly/j111/Rt29fLF26FOfOncOMGTMwevRo9OjRAwqFAj///DPy8vIwduzYOmP+73//i9jYWDz44IOYOHEiioqKsGXLFtxyyy1Gvx/R0dGYMmUKEhMTcfz4cQwePBhKpRLnzp3D3r178dxzz2H06NHS/l26dMFzzz2Hw4cPw8/PDzt27EB+fr5ReY5Zs2YhKSkJjz76KO6991707t0bWq0WJ0+exA8//IB9+/ZZPMRobnsaQqwXuHHjRhQVFUnlFsQeuZv9Xk6ZMgWff/454uLicPToUQQGBuKHH37AwYMH8eyzz9brS54ps2fPxtdff43Zs2dj+vTpUrmF9u3bG81ltMbfbqdOnfDAAw/ggQcegE6nw6ZNm+Dt7V3rMG9jUqlUmD9/Pl555RU8/PDDuPPOO5GVlYWvvvrK7PmaSqUSCxcuxJIlSzB16lSMHTtWKrcQGBiIGTNmSPved999+OSTTzBr1izcd999yM/Pl95zxWXOqqrvsRs7diyio6PRu3dveHt74/Dhw/jhhx/qvIji1VdfRUFBAWbPno3vvvvO6L7g4GCEhITgnnvuwffff48XX3wRBw4cQN++faHX63HmzBns3bsXa9euRVhYGD744AOkpqZi2LBhCAwMRH5+Pj799FO0bdvWqGNgzJgxiI6OxubNm8061oCdEyu5XI6PPvoIK1euxJ49e/DVV18hMDAQixYtwiOPPFJj/379+iE8PBwffPABLl++jB49eiA+Pt5oststt9yCrVu3YsWKFUhMTIQgCFCr1XjzzTdNvvmbolar8eSTT2Lbtm34/fffYTAYsG/fPpOJlb+/P7Zt24Y333wTW7ZsQXl5OYKDg7F69WqjbwENZY12VTdlyhS4uLjgr7/+QlJSEkpKSuDj44PBgwcjNja2xtwWZ2dnhIaGIj093eRQX9++fXH06FGEh4fXSCinTJmC3bt3Y8OGDdBoNGjbti2mTZuGuXPn1hnjhAkTkJeXh88//xx//PEHevTogTfffBN79+5FSkpKvdpdm/nz58PX1xdbtmxBfHw8WrVqhcmTJ+O///2vxcu+ADe+gW3cuBGvvvoqNm3aBDc3N4wfPx4RERGYP3++WfP7IiIioFAo4OLiYvR7LiZW1uqtAm68MQ0ZMgT/93//h5ycHClZ/vjjj42KyMbFxWHp0qV49913UVZWhnvvvbfW38G77roLbdq0wZo1a7Bu3TrodDoEBAQgKioKEyZMAHBjzsPYsWORnJyMb775BgqFAt26dcO7775rlNCZMnToULz33nt49913sWLFCnTq1Anx8fHYt29fjd+Pl19+GaGhodi2bRveeecdKBQKBAYG4u67767x+9ylSxe88MILWL58Oc6ePYsOHTpIBRdFrq6u2Lx5MxITE7F3717s2rULHh4e6NKlC+bPn1+vCf+WtKch3njjDfj7++O7777DTz/9hEGDBuGdd97B6NGjb7q6hIuLCzZv3oy33noLO3fuRElJCbp27Yr4+HjpnFpDmzZtsGnTJrz66qtYs2YNvL29cf/996NNmzY1aoQ19G93/PjxkMvl2LhxI/Lz86FWq/HCCy+gTZs2VmtPQ0ydOhWCIGDDhg144403EBISgo8++givvvqq2fOEJ0yYABcXF3z88cd466234ObmhpEjR+KZZ54xqmHVvXt3vPHGG1i5ciXi4+PRo0cPLF++HN9++63J38H6Hrtp06YhKSkJ+/fvh06nQ/v27fHUU09h1qxZtT6msLAQer3e6AuO6PHHH0dISAjkcjk++OADfPLJJ/j666/x008/wdXVFR06dMC0adOkkZiYmBhkZWVhx44dKCwshI+PD6Kjo+v9t2vE6gUcbCQoKEhYtmyZvcMgajCxfkrV2i/kOG677bab1tdpjsQ6ZlXrUzV3ltT9czR6vV6Ijo4WnnvuObu8flM+drbmeJfpETUjZWVlRrfLy8vx+eefo0uXLjXqvBE1luq/l8CNK63kcrnVL4aghisvL69x5eCuXbtQVFSE6OhoO0VFtWl6qxsSNSGPP/442rdvj5CQEJSUlOCbb77BmTNnar3SjagxrF27FkeOHMGAAQOgUCjw22+/4bfffsOUKVOseoUxWcehQ4cQHx+P0aNHw9vbG8eOHcOXX36JoKAgo7mB5BiYWBHZ0JAhQ/Dll19i9+7d0Ov16NGjh3RRBJG9REREYP/+/fjwww+h0WjQrl07zJ8/v8YFK+QYxItUNm/ejGvXrqFVq1a45557sHDhwpvOiaPGJxOq9y8SERERUb1wjhURERGRlTCxIiIiIrISJlZEREREVsLEioiIiMhKmFgRERERWQkTKyIiIiIrYWJFREREZCVMrIiIiIispMVVXjcYDLh69Src3d0hk8nsHQ4RERGZQRAElJaWok2bNpDLHbdfqMUlVlevXsWwYcPsHQYRERHVw6+//oq2bdvaO4xatbjEyt3dHcCNE+Ph4VHnvnq9HhkZGVCr1VAoFI0Rnl2wnc1LS2hnS2gjwHY2N2xnw5SUlGDYsGHS57ijanGJlTj85+HhYVZi5ebmBg8Pj2b/R8B2Nh8toZ0toY0A29ncsJ3W4ejTeBx3kJKIiIioiWFiRURERGQlTKyIiIiIrISJFREREZGVMLEiIiIishImVkRERERWwsSKiIiIyEqYWBERERFZCRMrIiIiIithYkVERERkJS1uSZuWwGAwID09HXl5efD390dERIRDrwRORETUXDhEYrV161asW7cOubm5CAkJwQsvvAC1Wm1y36+++gpLliwx2qZSqXD48OHGCNXhJSUlISEhAZmZmdDpdFCpVAgODkZcXBxiYmLsHR4REVGzZvfEas+ePYiPj8eyZcvQp08fbNy4EbNmzcLevXvh5+dn8jEeHh7Yu3evdNvRF2RsLElJSYiNjUVxcTH8/Pzg7OyM8vJyZGRkIDY2FomJiUyuiIiIbMju40MbNmzA5MmTMXHiRPTo0QPLli2Di4sLduzYUetjZDIZWrduLf34+/s3YsSOyWAwICEhAcXFxQgMDISrqyvkcjlcXV0RGBiI4uJiJCQkwGAw2DtUIiKiZsuuPVY6nQ5Hjx5FbGystE0ul2PQoEFIT0+v9XEajQa33XYbDAYDevXqhf/+97+45ZZban0NnU4n3S4pKQEA6PV66PX6OuMT77/Zfo4gLS0NJ06cgJ+fX40ePJlMBl9fX5w4cQKpqamIjIw0ur8ptbMh2M7moyW0EWA7mxu20zrP6+jsmlgVFhZCr9fXGPLz8/PDmTNnTD6ma9eueP311xEcHIzi4mKsX78e999/P7777ju0bdu2xv6JiYlYtWpVje0ZGRlwc3MzK86mMH8rJSUFGo0Gbm5u0Gg0Ne43GAzQaDRISUmBQqEw+RxNoZ3WwHY2Hy2hjQDb2dywnfVj6rPNEdl9jpWlIiIiEBERYXR7zJgx2LZtG5566qka+8fGxmLmzJnS7ZKSEgwbNgxqtRoeHh51vpZer8fhw4cRFhZWazLiKPR6Pdzc3KBQKODq6lrjfjHpio6ORnh4eI3HNpV2NgTb2Xy0hDYCbGdzw3Y2jDji5Ojsmlj5+PhAoVAgPz/faHt+fr7Z86aUSiV69uyJCxcumLxfpVJBpVLV2K5QKMw+4Zbsay9RUVEICQlBRkYGAgMDjYYDBUFAQUEB1Go1oqKiai290BTaaQ1sZ/PREtoIsJ3NDdtZ/+drCuw6eV2lUqF3795ITk6WthkMBiQnJxv1StVFr9fj5MmTaN26ta3CbBLkcjni4uLg6emJrKwsaDQaafgvKysLXl5eiIuLYz0rIiIiG7L7p+zMmTOxfft27Ny5E6dPn8ZLL70ErVaLCRMmAAAWLVqEFStWSPuvWrUKf/zxBy5evIijR4/imWeeweXLlzFp0iR7NcFhxMTEIDExEWq1GqWlpcjOzkZpaSnUajVWr17NUgtEREQ2Zvc5VmPGjEFBQQFWrlyJ3Nxc9OzZE2vXrpWGArOzs416Wa5fv44XXngBubm5aNWqFXr37o1t27ahR48e9mqCQ4mJicHw4cNZeZ2IiMgO7J5YAcDUqVMxdepUk/dt3rzZ6Pazzz6LZ599tjHCarLkcnmNkgpERERke+zGICIiIrISJlZEREREVsLEioiIiMhKmFgRERERWQkTKyIiIiIrYWJFREREZCVMrIiIiIishIkVERERkZUwsSIiIiKyEiZWRNSkGAwGpKWlITk5GWlpaTAYDPYOiYhI4hBL2hARmSMpKQkJCQk4ceIENBoN3NzcEBISgri4OC4yTkQOgT1WRNQkJCUlITY2FhkZGfD09IS/vz88PT2RkZGB2NhYJCUl2TtEIiImVkTk+AwGAxISElBcXIzAwEC4urpCLpfD1dUVgYGBKC4uRkJCAocFicjumFgRkcNLT09HZmYm/Pz8IJPJjO6TyWTw9fVFZmYm0tPT7RQhEdENTKyIyOHl5eVBp9PB2dnZ5P0uLi7Q6XTIy8tr5MiIiIwxsSIih+fv7w+VSoXy8nKT95eVlUGlUsHf37+RIyMiMsbEiiwiXur+ww8/8FJ3ajQREREIDg5Gfn4+BEEwuk8QBBQUFCA4OBgRERF2ipCI6AYmVmS2pKQkjB49GhMmTMCMGTMwYcIEjB49mldjkc3J5XLExcXB09MTWVlZ0Gg0MBgM0Gg0yMrKgpeXF+Li4iCX8y2NiOyL70JklqqXunt4eKBdu3bw8PDgpe7UaGJiYpCYmAi1Wo2SkhLk5eWhpKQEarUaq1evZh0rInIILBBKN1X9UnfxqizxUvesrCwkJCRg+PDh7DEgm4qJicHw4cORmpqKlJQUREdHIyoqir93ROQwmFjRTVlyqXtkZKSdoqSWQi6XIzIyEgqFAuHh4UyqiMih8B2JboqXuhMREZmHiRXdFC91JyIiMg8TK7opXupORERkHiZWdFO81J2IiMg8/CQks1S91L20tBTZ2dkoLS216qXuLD5KRERNHa8KJLOJl7qnp6cjLy8P/v7+iIiIsEpPVVJSEhISEpCZmQmdTgeVSoXg4GDExcWxPhERETUZTKzIIuKl7tYkFh8tLi6Gn58fnJ2dUV5eLhUfTUxMZHJFRERNAocCya6qFx91dXWFXC6Xio8WFxcjISGBw4JERNQkMLEiu7Kk+CgREZGjY2JFdsXio0RE1JwwsSK7YvFRIiJqTphYkV2x+CgRETUnTKzIrlh8lIiImhN+WpHdNUbxUSIiosbAOlbkEGxZfJSIiKixMLEih2GL4qNERESNid0BRERERFbCxIqIiIjISuqVWKWmpmLhwoWYMmUKcnJyAAC7du1CamqqVYMjIiIiakosTqx++OEHzJo1Cy4uLjh27Bh0Oh0AoKSkBImJiVYPkIiIiKipsDix+uijj7Bs2TK8+uqrcHL639z3vn374tixY1YNjoiIiKgpsTixOnv2LKKiomps9/T0xPXr160SFBEREVFTZHFi5e/vjwsXLtTYnpaWho4dO1olKCIiIqKmyOLEavLkyXjttdfwzz//QCaTIScnB9988w3eeOMNPPDAA7aIkYiIiKhJsLhA6Jw5c2AwGDBjxgxotVpMnToVKpUKjzzyCKZNm2aLGImIiIiaBIsTK5lMhsceewyzZs3ChQsXoNFo0L17d7i7u9siPiIiIqImo95L2qhUKvTo0cOasRARERE1aWYlVo8//rjZT7hq1ap6B0NERETUlJmVWHl6eto6DiIiIqImz6zEKj4+3tZxEBERETV5FpdbmD59uslCoCUlJZg+fXq9gti6dStiYmIQFhaGSZMmISMjw6zHfffddwgODsbcuXPr9bpERERE1mRxYpWSkoKKiooa28vLy5GWlmZxAHv27EF8fDzmzZuHnTt3IiQkBLNmzUJ+fn6dj7t06RLeeOMNk1XgiYiIiOzB7KsCT5w4If3/1KlTyM3NlW4bDAb8/vvvCAgIsDiADRs2YPLkyZg4cSIAYNmyZfjll1+wY8cOzJkzx+Rj9Ho9Fi5ciPnz5yMtLY1L6RAREZFDMDuxGj9+PGQyGWQyGR5++OEa97u4uOD555+36MV1Oh2OHj2K2NhYaZtcLsegQYOQnp5e6+M++OAD+Pn5YdKkSTftJdPpdNDpdNLtkpISADeSM71eX+djxftvtl9Tx3Y2Ly2hnS2hjQDb2dywndZ5XkdndmK1b98+CIKAkSNH4osvvoCvr690n1KphJ+fHxQKhUUvXlhYCL1eDz8/P6Ptfn5+OHPmjMnHpKam4ssvv8SuXbvMeo3ExESTJSAyMjLg5uZm1nMcPnzYrP2aOrazeWkJ7WwJbQTYzuaG7awfjUZj1eezFbMTq8DAQADGQ4KNraSkBIsWLcIrr7xilNjVJTY2FjNnzjR6jmHDhkGtVsPDw6POx+r1ehw+fBhhYWEWJ41NCdvZvLSEdraENgJsZ3PDdjaMOOLk6CyuvL5z5074+Phg+PDhAIDly5dj+/bt6NGjB1asWCElYObw8fGBQqGoMVE9Pz8f/v7+Nfa/ePEisrKy8Nhjj0nbDAYDAKBXr17Yu3cvOnXqZPQYlUoFlUpV47kUCoXZJ9ySfZsytrN5aQntbAltBNjO5obtrP/zNQUWXxW4evVqODs7AwDS09OxdetWPPPMM/D29ra43pVKpULv3r2RnJwsbTMYDEhOTkZERESN/bt164bdu3dj165d0k9MTAz69++PXbt2oW3btpY2h4iIiMhqLO6xunLlCjp37gwA+PnnnzFq1ChMmTIFffv2xbRp0ywOYObMmVi8eDFCQ0OhVquxceNGaLVaTJgwAQCwaNEiBAQEYMGCBXB2dkZQUJDR4728vACgxnYiIiKixmZxYuXm5oaioiK0b98e+/fvx4wZMwAAzs7OKC8vtziAMWPGoKCgACtXrkRubi569uyJtWvXSkOB2dnZkMst7lgjIiIianQWJ1aDBg3C888/j549e+LcuXMYNmwYAODff/+1aH5VVVOnTsXUqVNN3rd58+Y6H5uQkFCv1yQiIiKyNou7gl588UWEh4dLvUw+Pj4AgKNHj2Ls2LFWD5CIiIioqbC4x8rLywtLly6tsf2JJ56wSkBERERETZVZidWJEycQFBQEuVx+0zpWISEhVgmMiIiIqKkxK7EaP3489u/fDz8/P2lpG0EQpPvF2zKZDMePH7dZsERERESOzKzEat++fVKl83379tk0ICIiIqKmyqzEqurVfvW98o+IiIioubN48joAnDt3DgcOHEB+fr60pIzo8ccft0pgRERERE2NxYnV9u3b8dJLL8HHxwf+/v6QyWTSfTKZjIkVERERtVgWJ1YfffQRnnrqKcyZM8cW8RARERE1WRYXCL127RruvPNOW8RCRERE1KRZnFiNHj0af/zxhy1iISIiImrSzBoK3LRpk/T/zp0747333sM///yDoKAgODkZP8X06dOtGyERERFRE2FWYvXJJ58Y3XZzc0NKSgpSUlKMtstkMiZWRERE1GKZlVglJSXZOg4iIiKiJs/iOVYXL160RRxERERETZ7F5RZuv/12tG3bFv369UN0dDSio6PRuXNnW8RGRERE1KRYnFj9+uuvOHDgAP7++2+sXbsWL7zwAtq0aYN+/fphwIABmDRpki3iJCIiInJ4FidWAQEBuPvuu3H33XcDuLG8zerVq7F7927s2bOHiRURERG1WBYnVlqtFmlpadJVgceOHUO3bt3w0EMPITo62hYxEhERETUJFidW/fr1g5eXF+666y785z//QVRUFFq1amWL2IiIiIiaFIsTq6FDhyItLQ3fffcd8vLykJeXh+joaHTt2tUW8RERERE1GRYnVh9++CEA4MSJE/j777+xf/9+vPfee1AoFIiOjsaKFSusHiQRERFRU2BxHStRcHAw+vbti/DwcISFhaGgoADff/+9NWMjIiIialIs7rHasGEDDhw4gIMHD6K0tBTBwcHo168fJk+ejKioKFvESERERNQkWJxYffvtt4iOjsaUKVMQFRUFT09PW8RFRERE1ORYnFjt2LHDFnEQERERNXn1nmNFRERERMaYWBERERFZCRMrIiIiIithYkVERERkJUysiIiIiKzErKsCx48fD5lMZtYT7ty5s0EBERERETVVZiVWI0eOlP5fXl6OTz/9FD169EB4eDgA4J9//sG///6LBx980CZBEhERETUFZiVWjz/+uPT/5557DtOmTcNTTz1ltM/KlSuRnZ1t1eCIiIiImhKL51jt3bsX48ePr7H97rvvxo8//miNmIiIiIiaJIsTKxcXFxw8eLDG9oMHD8LZ2dkqQRERERE1RRYvafPwww/jpZdewrFjxxAWFgYAyMjIwI4dOzB37lyrB0hERETUVFicWM2ZMwcdOnTApk2b8M033wAAunXrhtdffx1jxoyxeoBERERETYXFiRUAjBkzhkkUERERUTX1KhB6/fp1fPHFF3j77bdRVFQEADh69ChycnKsGRsRERFRk2Jxj9WJEycwc+ZMeHp6IisrC5MmTYK3tzd+/PFHZGdnY/ny5baIs0UzGAxIT09HXl4e/P39ERERAbmcRfOJiIgcjcWfzgkJCbj33nvx448/QqVSSduHDRuG1NRUqwZHQFJSEkaPHo0JEyZgxowZmDBhAkaPHo2kpCR7h0ZERETVWJxYHT58GPfff3+N7QEBAcjNzbVKUHRDUlISYmNjkZGRAQ8PD7Rr1w4eHh7IyMhAbGwskysiIiIHY3FipVKpUFJSUmP7uXPn4Ovra5Wg6MbwX0JCAoqLixEYGAhXV1fI5XK4uroiMDAQxcXFSEhIgMFgsHeoRERE9P9ZnFjFxMTggw8+QEVFhbTt8uXLeOutt3DHHXdYNbiWLD09HZmZmfDz86uxALZMJoOvry8yMzORnp5upwiJiIioOosTq7i4OGg0GgwaNAjl5eWYNm0a7rjjDri7u+Ppp5+2RYwtUl5eHnQ6Xa3V7F1cXKDT6ZCXl9fIkREREVFtLL4q0NPTExs2bEBqaioyMzOh0WjQu3dvDBo0yBbxtVj+/v5QqVQoLy+Hq6trjfvLysqgUqng7+9vh+iIiIjIlHoVCAWAqKgoREVFWTMWqiIiIgLBwcHIyMhAYGCg0XCgIAgoKCiAWq1GRESEHaMkIiKiqsxKrDZt2oQpU6bA2dkZmzZtqnPf6dOnWyWwlk4ulyMuLg6xsbHIysqCr68vXFxcUFZWhoKCAnh5eSEuLo71rIiIiByIWYnVJ598grvuugvOzs745JNPat1PJpMxsbKimJgYJCYmIiEhAZmZmSgsLIRKpYJarUZcXBxiYmLsHSIRERFVYVZi9fXXX8PT0xMAWDupkcXExGD48OE2q7xuMBiQlpaGlJQU6PV6REVFsReMiIionsz6BI2OjkZ+fj6AG0N9169ft2oQW7duRUxMDMLCwjBp0iRkZGTUuu+PP/6ICRMmICoqCuHh4bjnnnuwa9cuq8bjaORyOSIjIzFq1ChERkZaLfERq7rfd999eOmll3DfffexqjsREVEDmPUJ7ebmJi22nJKSgsrKSqsFsGfPHsTHx2PevHnYuXMnQkJCMGvWLCmRq65Vq1Z47LHH8Pnnn+Obb77BhAkT8Oyzz+L333+3WkwtQdWq7p6envD394enpyeruhMRETWAWUOBgwYNwvTp09GtWzcAwLx586BUKk3ue7PJ7dVt2LABkydPxsSJEwEAy5Ytwy+//IIdO3Zgzpw5Nfbv37+/0e2HH34Yu3btQlpaGm699VaLXrulql7VXSaTQaPRSFXds7KykJCQgOHDh3NYkIiIyAJmJVZvvvkmdu7ciQsXLuDvv//GLbfcAhcXlwa/uE6nw9GjRxEbGyttk8vlGDRokFkVxQVBwF9//YWzZ89i4cKFtb6GTqeTbovL8ej1euj1+jqfX7z/Zvs1NWlpaThx4oRU1V0QBAA3jqdY1f3EiRNITU1FZGSknaO1nuZ6PqtrCe1sCW0E2M7mhu20zvM6OrMSKxcXFzzwwAMAgCNHjmDhwoXw8vJq8IsXFhZCr9fDz8/PaLufnx/OnDlT6+OKi4sxdOhQ6HQ6yOVyvPjiixg8eLDJfRMTE7Fq1aoa2zMyMuDm5mZWnIcPHzZrv6YiJSUFGo0Gbm5u0Gg00natVgvgRo+WRqNBSkoKFAqFvcK0meZ2PmvTEtrZEtoIsJ3NDdtZP1U/rxyZxQVCN2/ebIs4LOLu7o5du3ZBo9EgOTkZCQkJ6NixY41hQgCIjY3FzJkzpdslJSUYNmwY1Go1PDw86nwdvV6Pw4cPIywsrFklGHq9Hm5ublAoFHB1dYUgCNBqtXB1dZWGBd3c3BAdHY3w8HB7h2s1zfV8VtcS2tkS2giwnc0N29kw4oiTozMrsYqPj8eTTz4JNzc3xMfH17nvkiVLzH5xHx8fKBSKGhPV8/Pz61yqRS6Xo3PnzgCAnj174vTp01izZo3JxEqlUkGlUtXYrlAozD7hluzbFERFRSEkJKRGVXdxWFCs6t5cSy80t/NZm5bQzpbQRoDtbG7Yzvo/X1NgVmJ17Ngx6UrAY8eOWe3FVSoVevfujeTkZIwcORLAjWGo5ORkTJ061eznMRgMRvOoqG6mqrqLw3+s6k5ERFR/ZiVWVYf/rD0UOHPmTCxevBihoaFQq9XYuHEjtFotJkyYAABYtGgRAgICsGDBAgA35kyFhoaiU6dO0Ol0+PXXX/HNN9/gpZdesmpczV3Vqu4nTpyQhv9Y1Z2IiKj+LJ5jtWTJEjz33HM15idpNBq88sorNx0qrG7MmDEoKCjAypUrkZubi549e2Lt2rXSUGB2drZRz4lGo8GyZctw5coVuLi4oFu3bnjzzTcxZswYS5vS4olV3VNTU5GSkoLo6OhmO/xHRETUGCxOrHbt2oWFCxfWSKzKysrw9ddfW5xYAcDUqVNrHfqr3kP29NNP4+mnn7b4Ncg0saq7QqFAeHg4kyoiIqIGMDuxKikpgSAIEAQBpaWlcHZ2lu7T6/X47bff4Ovra5MgiYiIiJoCsxOrqKgoyGQyyGQyjBo1qsb9MpkM8+fPt2pwRERERE2J2YnVpk2bIAgCHn74Ybz//vto1aqVdJ9SqUT79u0REBBgkyCJiIiImgKzE6vo6GgAwL59+9CuXTvOxSEiIiKqxuLJ64GBgbh+/ToyMjKQn58vrTMnGj9+vLViIyIiImpSLE6skpKSsHDhQmg0Gnh4eEhVu4Eb86yYWBEREVFLZXFi9cYbb2DixIn473//C1dXV1vERERERNQkWTxRKicnB9OnT2dSRURERFSNxYnVkCFDcPjwYVvEQkRERNSkWTwUOGzYMLz55ps4ffo0goKC4ORk/BQjRoywWnBERERETYnFidULL7wAAPjggw9q3CeTyXD8+PGGR0VERETUBFmcWJ04ccIWcbQoBoMB6enpyMvLg7+/PyIiIlgXjIiIqBmwOLGqqry83GjNQLq5pKQkJCQkIDMzEzqdDiqVCsHBwYiLi0NMTIy9wyMiIqIGsLibRK/X44MPPsCtt96KiIgIXLx4EQDw7rvv4osvvrB6gM1JUlISYmNjkZGRAQ8PD7Rr1w4eHh7IyMhAbGwskpKS7B0iERERNYDFidVHH32EnTt34plnnoFSqZS2BwUF4csvv7RqcM2JwWBAQkICiouLERgYCFdXV8jlcri6uiIwMBDFxcVISEiAwWCwd6hERERUTxYnVl9//TVeeeUV3H333UbzgoKDg3HmzBmrBtecpKenIzMzE35+fkbV6oEbk/59fX2RmZmJ9PR0O0VIREREDVWvAqGdOnWqsV0QBFRWVlolqOYoLy8POp2u1jlpLi4u0Ol0yMvLa+TIiIiIyFosTqx69OiB1NTUGtv37t2Lnj17WiWo5sjf3x8qlQrl5eUm7y8rK4NKpYK/v38jR0ZERETWYvFVgXPnzkVcXBxycnIgCAJ+/PFHnD17Frt27UJiYqItYmwWIiIiEBwcjIyMDAQGBhoNBwqCgIKCAqjVakRERNgxSiIiImoIi3usRo4cidWrVyM5ORmurq5YuXIlTp8+jdWrV2Pw4MG2iLFZkMvliIuLg6enJ7KysqDRaGAwGKDRaJCVlQUvLy/ExcWxnhUREVETVq86VlFRUdiwYYO1Y2n2YmJikJiYKNWxKiwshEqlglqtZh0rIiKiZqBBBULJcjExMRg+fDgrrxMRETVDZiVW/fr1q1EioDYpKSkNCqglkMvliIyMNHt/LoFDRETUNJiVWD377LPS/4uKivDRRx9hyJAhCA8PBwAcOnQIf/zxB+bOnWuTIFsyLoFDRETUdJiVWN17773S/+fPn48nnngCU6dOlbZNnz4dW7ZswZ9//okZM2ZYPciWSlwCp7i4GH5+fnB2dkZ5ebm0BE5iYiKTKyIiIgdi8XjSH3/8gVtvvbXG9ltvvRXJyclWCYq4BA4REVFTZHFi5e3tjX379tXYvm/fPnh7e1sjJgKXwCEiImqKLL4qcP78+Xj++eeRkpICtVoNAMjIyMDvv/+OV155xeoBtlTmLIFTWFjIJXCIiIgciMWJ1YQJE9C9e3ds2rQJP/30EwCgW7du+PTTT9GnTx+rB9hSVV0Cx9XVtcb9XAKHiIjI8dSrjlWfPn2wYsUKa8dCVXAJHCIioqbHrDlWJSUlRv+v64esg0vgEBERNT1mFwj9448/4Ofnh6ioKJPFQgVBgEwmw/Hjx60eZEtV3yVwWFCUiIjIPsxKrDZu3IhWrVoBADZt2mTTgMiYpUvgsKAoERGR/ZiVWEVHR5v8PzUOc5fAYUFRIiIi++L4UDPBgqJERET2x8SqmWBBUSIiIvtjYtVMmFNQVKfTsaAoERGRDVmUWAmCgMuXL6O8vNxW8VA9VS0oagoLihIREdmexYnVHXfcgezsbFvFQ/UkFhTNz8+HIAhG94kFRYODg1lQlIiIyIYsSqzkcjk6d+6MoqIiG4VD9cWCokRERPZn8afsggULsHz5cpw8edIW8VADiAVF1Wo1SktLkZ2djdLSUqjVaqxevZqlFoiIiGzM4rUCFy9eDK1Wi3vuuQdKpRIuLi5G96ekpFgtOLKcpQVFiYiIyHosTqyeffZZW8RBVmRuQVEiIiKyLosTq3vvvdcWcVAT0VTXITQYDEhLS0NKSgr0ej2ioqKaRNxERNS0WJxYAcCFCxewY8cOXLx4Ec899xz8/Pzw66+/on379rjlllusHSM5iKa6DqEY94kTJ6DRaODm5oaQkBCHj5uIiJoei7+yp6Sk4K677kJGRgZ+/PFHaDQaAEBmZibef/99qwdIjkFchzAjIwMeHh5o164dPDw8pHUIk5KS7B2iSVXj9vT0hL+/Pzw9PR0+biIiaposTqxWrFiBp556Chs2bIBSqZS2DxgwAIcOHbJmbOQgmuo6hFXjbt++vVR+wmAwoH379g4bNxERNV0WJ1YnT57EyJEja2z39fVFYWGhVYIix9JU1yEU43ZxccGpU6dw+vRpXL58GadPn8apU6fg7OzskHETEVHTZfEcK09PT+Tm5qJjx45G248fP46AgACrBUaOw5x1CAsLCx1uHcK8vDwUFxdDo9FAr9fDyckJcrkcMpkMWq0WOp0Obm5uDhc3ERE1XRb3WI0dOxZvvfUWcnNzIZPJpKut3njjDYwfP94GIZK9NdV1CH19faHRaFBZWQmlUiklVXK5HEqlEpWVldBoNPD19bV3qEREzUZlZSWcnOp1bVyzYHHLn376abz88ssYPnw49Ho9xo4dC71ej3HjxuGxxx6zRYxkZ+I6hBkZGQgMDDQaDhTXIVSr1TXWIXSE0gxirKaGME1tJyIiy1RWVqKsrAxlZWXQarUoKytDZWWlvcOyG4sTK5VKhVdffRVz587Fv//+i9LSUvTq1QtdunSpdxBbt27FunXrkJubi5CQELzwwgtQq9Um992+fTt27dqFf//9FwDQu3dv/Pe//611f2o4cR3C2NhYZGVlwdfXFy4uLigrK0NBQYHJdQgdoTRDQUEB3NzcUFJSAp1OBycnJwiCAIPBgMrKSigUCri5uaGgoKBR4iEiag70er1RIlVeXi69twI3vnC3ZPXuPmjfvj2GDh2KO++8s0FJ1Z49exAfH4958+Zh586dCAkJwaxZs5Cfn29y/wMHDmDs2LHYtGkTtm3bhnbt2uGRRx5BTk5OvWOgm7NkHUJHKc3g7+8vvb6rqyv0ej0qKyuh1+vh6uoqxeVoQ5hERI5Er9ejtLQUBQUFyMrKwrlz55CdnY38/HxpDiuvrv6feg2CfvHFF9i4cSPOnTsHAOjSpQsefvhhTJo0yeLn2rBhAyZPnoyJEycCAJYtW4ZffvkFO3bswJw5c2rsv2LFCqPbr776Kn744QckJydzjpeNmbMOYfXSDOJQm1iaISsrCwkJCRg+fLjNhwWrDmHecsst0Gg0KC0thbu7O9zc3JCVlWVyCJOIqCWrqKhAeXk5ysrKpH+r9khR3SxOrN577z188sknmDp1KsLDwwEAhw4dwuuvv47Lly/jySefNPu5dDodjh49itjYWGmbXC7HoEGDzL4EXqvVorKyEq1atar1NXQ6nXS7pKQEwI0MXK/X1/nc4v0326+ps7Sd4nkHbnT5Vn1cWloaTpw4UWdphhMnTiA1NbVR1jN85plnMHfuXGRlZcHHxwdubm4AgKysLHh6euKZZ56p0YamriX83raENgJsZ3PjiO0UBAE6nQ5lZWXQ6XTQarWoqKiwSiJl7XY60nGri8WJ1WeffYZXXnkF48aNk7aNGDECwcHBeOWVVyxKrAoLC6HX6+Hn52e03c/PD2fOnDHrOd566y20adMGgwYNMnl/YmIiVq1aVWN7RkaG9CF7M4cPHzZrv6bOGu1MSUmRlo0Rq/JXJRbpTElJgUKhaPDr3Yyvry8WLFiATz75BOfPn0dFRQWUSiW6dOmCGTNmwNfXt9kWtm0Jv7ctoY0A29nc2KOd4lXRMpkMFRUVUqeDVquVOhqslbgolUq0b9/e6u009ZniiCxOrCorKxEaGlpje+/evRs9m1yzZg327NmDTZs21VpjKTY2FjNnzpRul5SUYNiwYVCr1fDw8Kjz+fV6PQ4fPoywsLBGSQLsxZrt1Ov1cHNzg0KhgKura437xaQrOjraqOfLlsLDwzFr1iykpaUhNTUVUVFRiIyMbLaLMLeE39uW0EaA7Wxu7NFO8Yq9qkN7BoMBgiDYdJK5RqOxejvFESdHZ3Fidc899+Czzz7DkiVLjLZv374dd911l0XP5ePjA4VCUWOien5+/k0nFK9btw5r1qzBhg0bEBISUut+KpUKKpWqxnaFQmH2Cbdk36bMGu2MiopCSEjITUszREVFNWpio1Ao0K9fPyiVSoSHh/N8NhMtoY0A29nc2KqdVYf1xETK1LCe2HNlK2LCZu12NpXfjXpNXv/yyy+xf/9+9OnTB8CNYbXLly9j/PjxiI+Pl/arnnxVp1Kp0Lt3byQnJ0vL5BgMBiQnJ2Pq1Km1Pu7jjz/G6tWrsW7dOoSFhdWnCWQj9SnNQEREljMYDFISVV5eLg3r2bo3iupmcWJ18uRJ9OrVCwBw4cIFAIC3tze8vb1x8uRJaT9zs+GZM2di8eLFCA0NhVqtxsaNG6HVajFhwgQAwKJFixAQEIAFCxYAuDH8t3LlSqxYsQKBgYHIzc0FALi5ucHd3d3S5pANiKUZxDpWhYWFUKlUUKvVjVrHioioORGv1hN7o8Sr9ZhIORaLE6vNmzdbNYAxY8agoKAAK1euRG5uLnr27Im1a9dKQ4HZ2dlGvRvbtm1DRUUFnnjiCaPnefzxxzF//nyrxkb1Z05phubCESrME1HzYu6wHjkeh1jMZ+rUqbUO/VVP5BqruCQ1nFwub5SSCvbkCBXmiajpE4f1qpY94LBe0+QQiRXVjT0ijkmsMF9cXAw/Pz84OzujvLxcqjCfmJjI5IqIjIjv3bUV4WQi1fQxsXJw7BFxTI5UYZ6IHJs4rFdaWoqSkhJcuHBBKnnAYb3mh4mVA3PEHhH2nt2Qnp6OzMzMOivMZ2ZmIj09vdkPhxKRsarDemJvlLhWaW5uLvz9/ZtM6QCynNmJldhbQo3DEXtE2Hv2P3l5edDpdLUWpnVxcUFhYSHy8vIaOTIiamzmDutxiK9lMDuxioyMRHh4OPr3748BAwagT58+UCqVtoytRXO0HhFH7D2zJ39/f6hUKpSXl5usMF9WVgaVSnXTQrdE1LTwaj26GbMTq2XLliElJQVfffUVVq1aBRcXF0RERGDAgAHo379/s1+KoLE5Uo+II/ae2VtERASCg4NvWmE+IiLCjlESUUOJa+pVrR/VGEvCUNNldmI1YcIEqWjnxYsXceDAAfz999/Ytm0b3n33Xbi6uiIqKgpr1qyxWbAtiSP1iDha75kjYIV5ouZHHNITkylxbpSYSBGZo16T1zt27IiOHTvivvvuw8WLF/Hll19iy5Yt+P33360dX4vlSD0ijtR75khYYZ6o6aqsrJR6ocQeqcrKSg7pUYNZnFhdvnwZBw4cQEpKCg4cOIDCwkKEh4fjkUceQXR0tC1ibJEa0iNi7Sv3HKn3zNG0pArzRE2VXq+XkijxR0yiOKRH1mZ2YrVkyRKkpKTg2rVr6Nu3L6KiojB58mSEhYXByYlVG2yhPj0itrhyz5F6zxxRS6gwT9SUVE2gxErmTKKosZidEe3cuRPt27fHo48+ioEDB6JXr15mL7RM9WdJj4itrtzjfCIicmRVFyUuKytDZWUl50WR3ZidWO3Zs0caAtywYQN0Oh0iIyPRr18/REdHo3fv3vxgtRFzekRsfeVeU59PZDAYkJaWhpSUFOj1ekRFRfH3laiJqp5IieUOmEiRIzA7serWrRu6deuGBx54AABw6tQpaZ7V+vXrUV5ejsjISCQmJtosWKpdY1y511TnE4nDoydOnIBGo4GbmxtCQkKaREJIRP9LpLRardQjxUSKHFW9J0f16NED3t7eaNWqFVq1aoXvvvsOv/32mzVjIws01pV7TW0+UfXhUTc3NygUihZb2JTIUYlfCMUCnGISxUSKmhqLEqv8/HwcOHBAGhI8d+4clEol1Go1ZsyYgf79+9sqTroJXrlXk6nhUY1G06ILmxI5GkEQpInmOTk50Ol0TKSoSTM7sbrzzjtx7tw5KBQKhIWFYdSoUejfvz/69u1bay8JNR5euVcTC5sSOR4xkRJ7o7RaLSoqKnD16lV4e3tzBQ9q8sxOrEaOHIn+/fsjMjLSZI8I2Rev3KuJhU2J7E8QBCmJKi8vh1arhV6vN+qR0uv10Ov1do6UyDrMTqwWLFhgcrtYvdbd3d1qQVH9NPUr96yNw6NEja9qRXMxoeLaetSSmJ1YJSUloaioSFovEAA++ugjfPjhh9Dr9RgwYADeeecdtGrVyiaBknlsfeWetau62xKHR4lsS6/XS+vqiWvricU4uSwMtVRmfyJu2LABWq1Wun3w4EGsXLkSc+fOxbvvvovs7Gx8+OGHNgmSHENSUhJGjx6NCRMmYMaMGZgwYQJGjx6NpKQke4dmkjg86unpiaysLGg0GhgMBmg0GmRlZbXI4VGi+tLpdCgpKUFBQQGuXLmCCxcu4Ny5c8jKysLVq1dRWFgoDfMxqaKWzOweq1OnThl9s//hhx8waNAgPPbYYwAAZ2dnvPbaa1iyZIn1oySz2WJJG/F5bVHV3daqDo9WrWPVUodHiW6mei+U+FN1OI9DekS1MzuxKi0thbe3t3Q7LS0No0ePlm736NEDV69etWpwZBlbJT+2rupua+LwaGpqKlJSUhAdHc3K60SAyQSqahVzJlBEljM7sQoICMDp06fRvn17lJaW4sSJE0a9U0VFRXBxcbFJkHRztkx+mkPZArGwqUKhQHh4OJMqalEMBkONBKq8vJy9UEQ2YHZiNXr0aLz++uuIjY3Fb7/9htatWyM8PFy6/8iRI+jatastYiQz2DL5YdkCoqbDYDBIV+RVTaSYQBE1DrMTq3nz5iEnJwevvfYa/P398eabbxoVcvv2229x22232SRIujlbJj8sW0DkuAwGA7RaLcsbEDkIsxMrFxcXLF++vNb7N2/ebJWAqH5smfywbAGR4xALbopr6Wm1WpY3IHIgnGjSTIjJT35+fo1vqWLyExwcXK/kh2ULiOzHyckJZWVlKCwsRHZ2Ns6ePYusrCzk5+ejpKSE5Q2IHAw/CZsJWyc/YtkCtVqN0tJSZGdno7S0FGq1GqtXr2bZAiIrKi8vx7Vr15CTk4Ps7GxkZWUhLy8PxcXFqKyslIb6iMjxmD0USI7P1kva2LqqO1FLJVYtF4f3xJIHlZWV0Gg00Ov1XJyYqIlgYtXM2Dr5EcsWEFH9VVZWSomUVqtFRUUFe6GImgmzEqvo6Gjs3bsXvr6+WLJkCZ577jl4eHjYOjaqJyY/RI5Fr9dLvVFlZWVGNaSIqHkxqxujoqICpaWlAIBdu3ZBp9PZNCgioqZMnN9YUFCArKwsnDt3DleuXEFBQYE0tMekiqh5MqvHKjw8HHPnzkVoaCgEQcCrr75aa72k+Ph4qwZIROToqpdAEGtJ8Wo9opbHrMTqzTffxCeffIILFy5AJpOhuLgY5eXlto6NiMhhlZeXG9WSEnuh2BNF1LKZlVj5+/tj4cKFAG5Mjl6+fDl8fHxsGhgRkSOpeuWeVqtFZWUlEykiqsHiqwKTkpJsEQcRkUMRFyquWgKBE86J6GbqVW4hJSUF69evx+nTpwEA3bt3x+zZsxEVFWXV4IiIGkt5ebnRentMpIioPiwubvT1119j5syZcHFxwbRp0zBt2jS4uLhgxowZ2L17ty1iJCKyKnHh4sLCQly5cgXnzp3DxYsXkZOTg6KiIpSVlfHKPSKqF4t7rFavXo1nnnkGM2bMkLZNnz4dGzZswIcffoi77rrLmvEROTyDwcBq9A5OEASjK/bEq/Y4R4qIrM3ixOrixYu47bbbamyPiYnB22+/bZWgiJqKpKQkaQkhnU4HlUqF4OBgqywhRA0jTjbXaDTSVXssf0BkWwaDAZmZmcjLy4Ner0dUVFSL+6JpcWLVrl07JCcno3Pnzkbb//zzT7Rr185qgRE5uqSkJMTGxqK4uBh+fn5wdnZGeXk5MjIyEBsbi8TERCZXjUgsyileuafT6ThHiqgRJScnY82aNSgoKICbmxtyc3MREhLS4r5oWpxYzZw5E6+++iqOHz+OiIgIAMDBgwexc+dOPPfcc1YPkMgRGQwGJCQkoLi4GIGBgZDJZAAAV1dXBAYGIisrCwkJCRg+fHiL+7bWWJycnIyu3NNoNBAEgb1SRHaQnJyMpUuXorS0FJ07d4a3tzfKyspa5BdNixOrBx98EK1bt8b69euxd+9eAEC3bt3wzjvvYOTIkVYPkMgRpaenIzMzE35+flJSJZLJZPD19UVmZibS09O5bqMViWvulZaWIicnB66urpDJZOyVIrIjg8GANWvWoLS0FAEBAXB2doZcLm+xXzTrVW7h9ttvx+23327tWIiajLy8POh0ulqXdnJxcUFhYSHy8vIaObLmxWAwSJPNxcnngiCgoqICJSUl0Ov1UCgU9g6TqEU7duwYzp49C29vb37RRD0TK6KWzt/fHyqVCuXl5XB1da1xf1lZGVQqFfz9/e0QXdPFNfeImp7CwkJUVFRApVKZvL+lfdFkYkVUDxEREQgODkZGRobRHCvgRnJQUFAAtVotzUMk0wRBgE6n45p7RE2Yj48PlEoldDodXFxcatzf0r5oMrEiqge5XI64uDjExsYiKysLvr6+cHFxQVlZGQoKCuDl5YW4uLgWMZ/AHHq9HhUVFdKPTqeT/hWTKCZSRE1Tr1690LVrV2RmZiIgIMDovpb4RZOJVRPAApSOKSYmBomJiVIdq8LCQqhUKqjV6hZ3eTEAae6TqZ+qCxYzgSJqXuRyOebMmYOlS5ciJycHzs7OcHV1hUajaZFfNBuUWIlvkNUnq5H12LoApcFgQFpaGlJSUlpsMbeGiImJwfDhw1tk4ivOh6qtmjkTKKKWY+DAgXj55ZelOlYymQwlJSUt8otmvRKrXbt2Yd26dTh37hwAoEuXLpg1axbGjx9vxdDI1gUoxaTtxIkT0Gg0cHNza5HF3BpKLpc7zJUutkyU9Xo9ysrKjBYq5rIwRCQaOHAg+vfvL1VeDwsLa5Ff1i1OrDZs2ID33nsPDz30EJ566ikAQFpaGl566SUUFRUZrSFI9WfrApTVkzY3NzcoFIoWWcytubB2olxeXi4tC1NWVibNh+IVekRUG7lcjpCQEJSUlCA8PLzFJVUAYHGLN2/ejJdeegnPPPMMRowYgREjRmDRokV48cUXsWnTJosD2Lp1K2JiYhAWFoZJkyYhIyOj1n3//fdfzJ8/HzExMQgODsYnn3xi8es1FZYUoLRU9aTN1dXVqJhbcXExEhIS+AHahIiJckZGBjw9PeHv7w9PT08pUU5KSqrz8QaDAVqtFkVFRbhy5QrOnTuHS5cu4cqVKygsLORae0REZrI4scrNzTU5sz8iIgK5ubkWPdeePXsQHx+PefPmYefOnQgJCcGsWbOQn59vcn+tVosOHTpgwYIFaN26taWhNynmFKDU6XT1qgtiy6SNGp85ifLy5culpEgsunn9+nXk5eUhKysL586dQ1ZWFnJzc3H9+nXodDqp7AEREZnP4sSqc+fO+P7772ts37NnD7p06WLRc23YsAGTJ0/GxIkT0aNHDyxbtgwuLi7YsWOHyf3VajUWL16MsWPH1lqIrLmoWoDSlIbUBbFl0kaNz1SirFQq4eHhAX9/f4SGhkKj0eDPP//EpUuXcPbsWVy6dAk5OTkoKChAaWkpKisruWAxEZEVWDzHav78+Xj66afx999/o2/fvgBuLML8119/4d133zX7eXQ6HY4ePYrY2Fhpm1wux6BBg6zaU6LT6aDT6aTbJSUlAG5MxNXr9XU+Vrz/ZvvZglqtRlBQEA4fPlxrAcqwsDCo1WqL4xOLuYlVw8UPU0EQIJPJUFZWBqVSCR8fH7u03VbseT5t6erVq3ByckKbNm3g4uIinVtxkWKtVousrCycOHECfn5+9g7XKprruayO7WxeWko7RdZuZ1M5bhYnVqNGjcL27dvxySefYN++fQBuLML8xRdfoFevXmY/T2FhIfR6fY03ej8/P5w5c8bSsGqVmJiIVatW1diekZEBNzc3s57j8OHDVovHEhMnTkRmZibOnz8PLy8vqFQq6HQ6XL9+HW5ubpg4cWKdc9JqI5PJ0L59e5w6dQqtW7eWkjatVgtBEJCbm4sePXpAJpPh0KFDRo81GAzIzMxEUVERvL29ERwc3OQmJ9rrfFqDTCaDXC6XFh7W6/W4du0aWrdujcrKSly/fl2qYi72dooT0AsLC3H8+HE7t8C6Tp48ae8QGgXb2bw093YqlUq0b9/e6u+1Go3Gqs9nK/UqtxAaGoq33nrL2rHYRGxsLGbOnCndLikpwbBhw6BWq+Hh4VHnY/V6PQ4fPoywsDC7LPQaHh6O7t27Y/ny5cjMzIRWq4VSqURERAQWLVrUoKv2XnnlFcydOxeFhYXw8fGReqvE26+88orUIylKSkqSYqmoqIBSqURwcHCDY2ks9j6fDSFWKRd/ysvLUVFRAUEQoFaroVQqcfz4canqcXl5ubS0xLVr1xAUFIQxY8Y0uSS4Nnq9HidPnkRQUFCTO5eWYDubl5bSTuBGEmTt91pxxMnRmZVYlZSUSEnIzRp2s2RF5OPjA4VCUWOien5+vlXXE1KpVCbnYykUCrNPuCX7Wtvtt9+OESNGWL0A5e233y5VDa96eX5txdySkpIwd+7cGjW1Dh8+jLlz5zap8gz2PJ83YzAYjBIoMYmqrfCmTCaDk5MTZs+eLVU9btWqlVS889q1a/Dw8EBsbCyUSqUdW2YbjnwurYntbF6aezvF9yhrt7OpHDOzEqt+/frhjz/+gJ+fH6KiokxWWhd7PMwdalCpVOjduzeSk5MxcuRIADc+VJKTkzF16lQLmuBYtFotFAqFVSfX26oApVg1PDU1FSkpKYiOjjZZzM3WNbVaKjFxqt4bVZ/K5VWrHp85cwZlZWVwcXFBcHAw5syZg4EDB9qwJUREJDIrsdq4cSNatWoFAPWqVVWbmTNnYvHixQgNDYVarcbGjRuh1WoxYcIEAMCiRYsQEBCABQsWALjxQXT69Gnp/zk5OTh+/Djc3NzQuXNnq8XVENevX0dJSQmUSiVcXV3h6upaa6+ZIxCTNoVCUWsxN0vKMzQkAWzOayJWVlZK857EH2sv/yJWPT5y5AgyMjKgVqsRGhrabI4hEVFTYFZiFR0dLf2/Q4cOaNeuXY0PWEEQkJ2dbdGLjxkzBgUFBVi5ciVyc3PRs2dPrF27VhoKzM7ONvpQuHr1qtGyOevXr8f69esRHR2NzZs3W/TatiRecVhWVoaioiLI5XIoFAq4uLhApVLB2dkZKpWqyQzNmFOeobCwsEHlGZKSkhAfH48jR46gvLwczs7OCA0NxZIlS5rMEKNIr9cb9UA1ZtVyuVyO3r17Qy6Xo2fPnkyqiIgamcWT10eMGCENC1ZVVFSEESNGWHzV0dSpU2sd+queLHXo0AGZmZmWBWxn4pVb4oetTCaTfsQhQzHJcnJyglKphFKpdKiFravW1HJ1da1xf0NqagE3kqrp06cjNzdX6sWRyWT47bffcPz4cWzatMkhk6vKykpUVFSgoqIClZWVRkN7XIiYiKhlsjixEj/0qtNoNLX2aND/VP2wFZMtAFKyJf5fqVRKSZfYy2WvHq6IiAgEBwcjIyOj1ppaarXaZEX+mzEYDFi0aBGuXLkCAFJSKQgCKioqcOXKFSxatAgpKSl26X0RBEFKlqr+6HQ6qw/lkXkMBgOOHj2KjIwMGAwGDncSkUMxO7GKj48HcOND/9133zXqudDr9cjIyEBISIj1I2whqn84i0OJVXu4xF4uhUIhDS86OTkZ/ahUKqv3dsnlcsTFxSE2NhZZWVnw9fWFi4sLysrKUFBQAC8vL8TFxdXrwy0tLQ1Hjx4FAKPEXCaTSVceHj16FGlpaejXr5/V2lRd1QSq+oTyqgVUmUDZV3Jyco0J+t26deMEfSJyGGYnVseOHQNw48Pl5MmTRr0nKpUKISEheOSRR6wfYQtX/cO8srKyxj5Ve7vkcjmcnZ2lH5VKBScnJ6moZH3FxMRI5RkyMzNRWFgIlUpVa3kGcx04cAA6na7W3jixeviBAwesklg5OTlJE8mrlzWoeqyZQDme5ORkLF26FKWlpfD29pbWRMzMzMTSpUvx8ssvM7kiIrszO7ES5zstWbIEzz33nNn1qsj2qiYEBoMBlZWVKC0tNerpAm4kXXK5HE5OTka9XeLQW3l5OZRKpdQjVp1YnuHw4cPIz8+Hr68v1Gp1g4ZhXFxc4OfnJyWAVeMF/jdcWn1ul8FggMFggF6vR2VlpdG/4vEQh+rE/SoqKpCVlSV9IFurB8pgMODYsWNScdVevXpxaMrKDAYD1qxZg9LSUgQEBEAmk0Gr1cLFxQUBAQHIycnBmjVr0L9/fx57IrIri+dYiUOC5PhMDS8CMFrYWRAEHD9+HMeOHcPly5elK8mqz/kS/xXLK4ilF3JycqSErepSK6Zev/r/DQYDunbtCh8fH1RUVMDJycloP3Hiv7u7OwIDA3Hu3LkaV9ZZMkwnDq9ac70pcWjq7NmzUjX6rl27cmjKyo4dO4azZ8/C29vbZMmPVq1a4ezZszh27BhCQ0PtFCURUT2XtDl8+DC+//57ZGdno6Kiwug+U+vyUeMytwelPvNVrN07ExgYCKVSiVOnTklzyKqugycIAnr27IkuXboYLabtCKoPTYlrOXJoyvoKCwtRUVFRaz04Z2dnXL9+HYWFhY0cGRGRMYsTq++++w6LFy/GkCFD8Mcff2DIkCE4e/Ys8vPzcfvtt9siRrKAuT0o9ZmvYoveGblcjmeeeQaLFi2SFuauep+Pjw+eeeYZhxveMTU0BYBDUzbi4+MDpVIJnU4nrYFYlTiM7ePjY4foiIj+x+J3/NWrV2PJkiVYvXo1lEolnnvuOezduxd33nkn2rVrZ4sYyUxispSZmQk3Nze0bt0abm5uUrKUnJwMoGZS4OLiAplMJiUFpaWlWLNmjdGQm7nPXR8DBw7E8uXLERUVBR8fH7i7u8PHxwdRUVFYvny5Q/b6WDI0RQ3Xq1cvdO3aFUVFRTWGfAVBwLVr19C1a1f06tXLThESEd1gcWJ18eJFDBs2DMCNqwE1Gg1kMhlmzJiB7du3Wz1AMo+pZEkul5tMlixNCix57voaOHAg1q9fj8TERLz99ttITEzE+vXrHTKpAswbmqqoqODQlJXI5XLMmTMH7u7uyMnJgVarhSAI0Gq1yMnJgYeHB+bMmcPeQSKyO4vfhby8vFBaWgoAaNOmDf79918AN9bI02q11o2OzGZJsmRpUtBYvTNyuRyhoaG49dZbHb7oY9WhKVM4NGV94kLTwcHB0Gg0KCwshEajQXBwMJYtW+awSTgRtSwWz7Hq168f/vzzTwQHB2P06NF47bXX8Ndff+HPP//kG5sdWTK519L5Kpw4XJM4NJWZmWk0xwr439BUcHAwh6asjAtNE5GjszixeuGFF6TL9R977DEolUocPHgQd9xxBx577DGrB0jmsSRZsjQpqO/E4eZc30kcmlq6dClycnLQqlUrqVL8tWvXODRlQ1xomogcmcWJlbe3t/R/8cNFVFZWZpWgyHKWJEumkgJxvoqppKA+vTMtob6TODQltvP69etQKpUIDg5uVu0kIiLzWeWrnk6nw4YNGzBixAhrPB3Vg6nJvQaDodbJvZbMV7H0uW15BaGjGThwINatW4dVq1YhISEBq1atwrp165hUERG1UGb3WOl0Orz//vvYv38/VCoVZs+ejZEjR2LHjh145513oFAo8PDDD9syVoeWm5uL5cuX4/Tp06isrIRMJjOqYC7+X0w+qt6uuvSMqdumHlPbcwwYMAAHDhxAbm4uDAYDFAoF/Pz8MHjwYJw9exbnz583eo6xY8ciKysLly5dQufOndGxY0fk5+fju+++qxHTPffcg59++gk5OTnQ6/VQKBRo27YtxowZA4PBgD///BMA8NZbb6GoqAg+Pj5StXMA8PT0REFBAVasWIEXX3xRKgZqqu2m2la1untdx8vU8ZPJZNLSNgaDocFrJ1YlTronIiIyO7F677338Pnnn2PQoEE4ePAgnnzySUyYMAGHDh3CkiVLMHr0aCgUClvG6tCee+45fPzxx/YOw6Tr16/j7NmzNnnuwsJCHD9+vNbXNeXw4cO47777bBKPpW6WnNU3ATY3qTa1f12vV1dSXTVZLC4uhre3t1nJqrmJqzntsMaXA3NeVxAEXL58GZcvX5bWmKytXTc7nvV5TEPOW12/K0TU9JmdWO3duxdvvPEGRowYgZMnT+Luu+9GZWUlvvnmmxb/hpCUlISffvrJ3mFQPYhL5xA5AlPJGQCpd9eSRN+SpNycx1hyv6W9yQBw7do1+Pr6mp3smtuOhn45aMiXnOq3BUHAxYsXUVxcbLTYfV1x2urLgbmPIcuZnVjl5ORIwx1BQUFQqVSYMWNGiz/wSUlJiI2NhUajQdeuXaFUKpGXlwetVguVSoXhw4cjMDAQBoNBWkBYXDBY/Km+zWAwmNxmah8ANW7X9lpVb1fdx2AwoLS0FK6urib3q/6c4m1Tz19eXo78/HyTvxdV93V3d4dcLofBYEBlZSXKy8shCIL0uKrVtcU3JKLmjok+ORpzk7GqSaJCocCtt96Kbdu2tciRLLMTK71eD6VSKd1WKBRwc3OzSVBNhcFgQEJCAoqLi9GhQwd4eHjAy8sLSqUSgiAgJycHubm5SEhIkH7pHJFer8fx48fRs2fPBv8RGAwGzJo1q9YrCHNychAcHIx169ZJiZU5+69du1ZKsKondeYmkHq9HidPnkT37t2l56rr8TdLIqsnyOKi0XU9pnqiKn6I1va65rav6v/1ej1ycnLg7+9vdMzMeS7x98FUu2yZ6FvyhUL8t6ysDCqVqs5zXtvzm3OObnabqCWo+r5gia+++gqpqakt8kIesxMrQRAQFxcnFYnU6XR46aWX4OrqarTfqlWrrBuhA0tPT0dmZib8/Pxq9NDIZMYVyVvK5Ga53LL6TlWrugOAVqtFZWUlnJyc4OLiIh3D48ePS8ewvsmfXq9HQUEB2rdv36y/RVkzUXZU9m6jOclfXYleXUlf1fsqKytx6tQpdOvWTXptS3q060oiTT2u+pcDc5LxmyX65hwTg8GAq1evwtfX1+jLgKk4rNHrb+k5aei5rtqO8vJyODk51evLRlNK9AMCAnDLLbfYOwy7MDuxuvfee41u33333VYPpqnJy8uDTqeDs7OzyftbYkVywLL6TmJV94qKCly5csVoSNDZ2Rl+fn5cc48cTvX5T7ai1+uh0+lwyy23NNskGbB/otxYbNVOS5M/SxLG+iTOABAYGNhil/QyO7GKj4+3ZRxNkr+/P1QqFcrLy2v03AEte704cemRm1Ve9/HxgcFgwOXLlyEIgjRJVxAElJWV4fLly/Dy8mqRx5CIyByNleibSxAElJSU2DsMu7G48jr9T0REBIKDg5GRkYHAwECj+wSB68XJ5Tev7xQSEgK9Xo/Kyko4OztLbw7iG0V5eTn0ej1CQkIaI2QiIqIGcdwZ1U2AXC5HXFwcPD09kZWVBY1GA0EQaq1ITjWdOHECCoUCTk5OqKyshF6vl37EuVYKhQInTpywd6hEREQ3xU/8BoqJiUFiYiLUajU0Go1UasHU0jBUU2FhIeRyOXx9fSEIgjTfqqKiAoIgSHVtOMeKiIiaAg4FWkFMTAyGDx+Of/75B5cuXUJFRYXJ+USOyGAw4OjRo8jIyIDBYEBoaGijxi3OsSoqKoJMJjMq6WEwGFBQUMA5VkRE1GQwsbISuVyOiIgItG/fHteuXbPqcxsMhptOAq+P5ORkrFmzBmfOnEFZWRlcXFzQrVu3Glfu2VJtc6yAG8fUWnOs7J1AEhFRy2BxYrVz5074+Phg+PDhAIDly5dj+/bt6NGjB1asWFFjEjc1jJj8nD17FhUVFVAqlejatWuDk5/k5GQsXboUpaWl8Pb2hqurK+RyOTIzM7F06VK8/PLL9Xp+U5XT61J9jlXVqwL1er3RHKv61gJzhASSiIhaBosTq9WrV+Oll14CcKNA5qeffoolS5bg//7v/xAfH9+iCoTaWvXkR6VSQafTNTj5MRgMWLNmDUpLS6Vq51qtFi4uLggICEB+fj42btyIAQMG1Lh0t3ohVIVCAaVSCScnJyiVSpOJVfVifuJ9giBALpeje/fucHFxQWFhIXQ6HQwGA+RyuVTHSqvVQqlUSkVEqz5/XcUVBUFAamoq3n33XRQVFcHPz0+qk9XQY0hERGSKxYnVlStX0LlzZwDAzz//jDvuuANTpkxB3759MW3aNKsH2FKZSn4ASMlPTk4O1qxZg/79+1s8pHXs2DFcuHAB7dq1g6enJ5RKJfR6PTw8PKBUKhEYGIiysjJcu3YNvXv3NlogVBAEaVjSz88PYWFhDRpS69KlC8rKyuDk5AR/f39otVqpp8rZ2RkajQalpaXo0KED2rRpY9FzGwwGPPvss1AoFAgLCwMAlJWVwdnZGYIgIDc3F3v37sWIESOk/WurUE1ERGQOixMrNzc3FBUVoX379ti/fz9mzJgBANKyJWQdVZd6qe9yOdVrQgGAUqmEXC5HYGAgWrduDblcjuLiYpSWlkKv10OlUqGiogIXL15EYWEh3N3dpedLSkpCQkICMjMzodPpoFKpEBwcjLi4OMTExNSrnWq1Gm3btpVqgYlxVlRUQKfTISsrC2q1Gn369LH4udPT05GcnAwPDw9cvnwZTk5OqKiogIeHh3RMjhw5gry8PISHhxs9Vq/XG12hqNPpUFlZiYqKCqOlQph4ERFRVRYnVoMGDcLzzz+Pnj174ty5cxg2bBgA4N9//+X8KisSl3oR12aszt3dHZWVlSgtLZXmJalUKmlOkkKhkFYZd3Jykn5kMhkKCgpQVFSEvLw8XL16FWVlZdLwm4uLC3x8fCCXy+Hv7y+9XlJSEmJjY1FcXAw/Pz8pkc7IyEBsbCwSExPrlVyJtcBiY2ORlZUFX19fuLi4oKysTLoiMC4url69YtWXHKqsrIRWq5WSN4PBgLy8POTk5NR4rHgMXVxcatwnTrYXEy6dToeysrIaixUTEVHLY3Fi9eKLL+Ldd99FdnY2Vq5cKV0Gf/ToUYwdO9bqAbZUPj4+UCqVEAQBbm5uUKlUUKlUUCqVUCqV0Ol08Pb2Rq9evdCpUyejMgU3o1ar4eHhgUOHDkEmk8HJyUka6tNqtdBoNAgPD0dERASAGwlIQkICiouLjXqVXF1dERgYiKysLCQkJGD48OH1SoDEWmDx8fE4cuQIysvL4ezsjLCwMCxZsqTevWE3W3KorKwMKpXKKIE0h5h0iQmbwWDA4cOHkZeXh1atWqFbt25S8iX2dDHhIiJqGSxOrLy8vLB06dIa25944gmrBNTSyWQyqXTD8OHDcebMGbRp00YqnllZWYmysjJcuHABISEhiIiIqJHMGAwGpKenIy8vD/7+/ib3EVX/oDf1wZ+eno7MzEz4+fmZHJb09fVFZmYm0tPTERkZ2cAjYD3VlxyqGrsgCCgoKIBarZYSyPowNTwaGhqKRYsWSb25lZWVKC8vl3q3ysvLpQKojroyPRER1Y/ZidVtt92GAQMGoH///ujfvz/atWtny7iavarznsTCmC4uLnB1dYWzszNUKhUeffRRzJs3D6mpqfD29q4xRPbMM8/USJjMmQeVnp6O3NxcdOjQAQUFBUZDgW5ubvD19UVubq6UKFUfUqtOvKIvLy+vXseitmHGw4cPW32Y0WAwQKPRNHiYsa6409LSMHv2bClucRi26nw1MUEWE62qPVsA524RETVVZidWEyZMQEpKCr777jtUVFSgQ4cO6N+/v5RstW7d2pZxNnliT5RKpYKrq6v0YSuWKjC1IvnQoUPx3nvvSYlSYWEhVCoV1Gq1yQnj5s6DEhOldu3awd/fH6WlpSgtLYW7uzvc3d1hMBiQnZ0tJUq2GlIDGm+YMSEhASdOnIBGo4Gbm1utx7Cx4nZycoKHh0eN5xQny1dWVtb4EedwAUy8iIgcldmJ1fz58wEAOp0OaWlp+Pvvv5GSkoKvv/4alZWV6NKlCwYMGIAXX3zRZsE2JWKPlFwuh6urK9zc3ODq6lrrZPTaiMvl3Gxoz5IPeksTJVsOqTXGMGNMTAyGDh2KrVu3IiUlBdHR0XjooYfg5FT/hQdsEbdYu6u2nsGqk+bFf8UJ9FUnzhMRkf1Y/MmiUqkwcOBAqajitWvXsH79emzZsgXbtm1r8YmVTCaDp6cnnJ2dpWG9hi6dIpfLb/rhbMkHvZgopaamoqKiAuXl5UZFOZVKJaKioqREqTGv3KuuocOMwP+GR8Ueq927d2Pr1q0N6rFqjLirqz5pvqqqiZZWq4WPj49Ur4sT54mIGo/FiZVOp8OhQ4eQkpKCAwcOICMjAwEBARg1ahSio6NtEWOTYmkRS2ux5INeLpdj1KhR+OWXX1BZWQmlUikNRZaWlsLJyQmjRo0ySpSqDqmZMyxpLlsOMwI1h0fd3NygUCgaXCbC1nFbShxadnV1hbu7O3x8fNC5c2fpoofqNbnEyfMAhxWJiKzJ7MRq1apVSElJQUZGBtq3b4+oqChMmTIFb731FgICAmwZI5nBkg96g8GAH374AR4eHtIkarHHysPDA05OTvjhhx/w9NNP10iuzBmWtIQthxlNDY9qNBqrzN9qjCsOG0Kv1wMwTriqqjqfS0y2ql6tyGSLiKh+LEqs2rdvj8WLF2P06NFS/SpyDJZ80IvDhu3atYOLi4u0bIy7uzvc3Nyg1WprnR9kzrCkJWw5zGjL+Vu2jLsx1DafS6/XS2UhqpaHqLrMDxER1c7sd/2PP/4YY8aMwc6dO3HrrbfirrvuwiuvvIK9e/eioKDAljGSGcQPek9PT2RlZUGj0UilBbKysow+6KsOG8pkMri7u8PDwwPu7u6QyWRwcXGBTqez6vyguojDjGq1GqWlpcjOzkZpaSnUajVWr15t03lQDWmnreK2J4VCAVdXV7Rq1QqtW7dGYGAgunbtio4dO6Jdu3bw8/OT1pQUi8oSEdH/mN1jdeutt+LWW28FAJSUlCAtLQ0pKSlYu3YtFi5ciM6dO6N///4mi4dS4zB3HpSjzQ8SY7f2MGNjtNMWcTsamUwm9W6JJSIEQTDq0SovL0dZWRmHEYmoxavX9eYeHh4YNmwYhgwZgoyMDCQlJeHTTz/FZ599xsTKzsz5oG+s+UGWVIAHrD/M2FjttHbcTUHVZMvT0xPAjfMtJlplZWWcs0VELZJFiZXBYMCRI0fw119/ISUlBQcPHoRWq0Xbtm1x++23o3///raKkyxwsw/6qvODLl26BDc3N2mBYo1Gg1atWjV4fpA5FeBtzdaV18mYuIi3i4sLWrVqBQDSeolir1Z5eTnXTiSiZs3sxGr27NlIT09HaWkp2rRpg/79+2PJkiUYMGAAOnbsaMsYyQZiYmLw6KOP4vXXX8fFixelqwJbtWqF2NjYBiU/5laAbwy2qrxO5hGvSnRzc5O2icmWWPZBXM6n+pI+Vf8lImoqzE6svLy8sGjRIvTv3x9dunSxYUjUGJKSkrB69WoolUp07NgRFRUVUCqV0Gq1WL16NSIiIuqVdNh6iZr6EIdHU1NTpcrrUVFR7KmyE1PJFnDjd6fq8j0VFRVG1earDisSETkqsxOrt99+25ZxtCiWzj2yxeubqu/k5uYGQRDqTH5uFntjLFFTH+LwqEKhQHh4OJMqBySupVnbsk9isqXT6aDVauHt7Q0nJyfIZDImXETkMMxOrNLT01FUVITbbrtN2rZr1y6sXLkSWq0WI0eOxAsvvGDxWngtjSPMPapv8mNO7PZY6oVaBnFJHxcXF7i7u8PX1xddunSBXq+XJsuXlZWhsrJSqrtFRNTYzP7avmrVKvz777/S7czMTDz33HMYNGgQ5syZg//7v/9DYmKiTYJsLsS5RxkZGfDw8EC7du3g4eEhzT1KSkpqlDjqU9/J3NirljgwxR6lHKh50uv10oR5b29vBAQEoHPnzujYsSPatm0LX19faQkj9lASUWMxu8cqMzMTTz31lHR7z549UKvVePXVVwEAbdu2xfvvv4/58+dbPcjmoOrwW9u2bXH16lWUl5fD2dkZbdu2xZUrV2odftNoNJg+fTrOnDmDbt26YdOmTTXmp1RVVFSEQYMGIScnBwEBAfjzzz/h7e0t3V81+XFyckJmZqY0xyo4OBgVFRVGyU/V2L29vXHixAlpsvstt9yCoqIiKfaqJQ7at2+PwsJCqXfLx8enzhIHOp0Ob7zxBk6fPo3u3btj8eLFVusB1Wg0mDp1Ko4ePYrevXtjy5YttR5DS4dqS0pKcM899+D8+fPo3Lkzvv76a6neU0NZGktZWRmefPJJHDp0COHh4Xjvvffg4uJilVgchcFgkOro6fX6GvPlxOFEsQxE9R4tcQknRx8+NBgMOHr0KDIyMmAwGBAaGsoEsQnj+Ww5zE6srl27ZtTLkJKSgqFDh0q3w8LCkJ2dXa8gtm7dinXr1iE3NxchISF44YUXoFara93/+++/x3vvvYesrCx06dIFCxcuxLBhw+r12o1FHH4rLy/HP//8Y3RfdnY2vL29TQ6/DRw4EH/99ZfR8+zYsQMDBgxAcnJyjdcJCAjA1atXpdsFBQXw8fFBmzZtkJOTA+B/9Z1++ukno8eKV+4BwO233y4lP2LsOTk50nMAN94oMjMzAcAo9ri4OEyZMgWHDh0y+uA6f/48/Pz8TJY4ePTRR7Fu3TpUVlZK215++WXMmjULq1evruvQ3lT1Y3jy5Em4u7ubPIaWDtX26tULx48fl26fPn0anp6e6NmzJ44dO9aguC2N5a677sK3334r3U5JScGaNWswbtw47N69u0GxOArxmFS9wjMkJKTOoXSFQgF3d3e4u7sDuHGlYdUkq6ysDHq93qGGD5OTk7FmzRqcOXMGZWVlcHFxQbdu3TBnzhwMHDjQ3uGRhXg+Wxaz02V/f39cunQJwI2ehWPHjiE8PFy6v7S0FEql0uIA9uzZg/j4eMybNw87d+5ESEgIZs2ahfz8fJP7Hzx4EAsWLMB9992HXbt2YcSIEZg3bx5Onjxp8Ws3pry8PFy9ehVFRUUm7y8qKsLVq1eNht+qJwRV/fXXXzX+IKsnVVVdvXpVWixbLpfj77//rjPev//+W0p+8vLycOHChTr3v3DhghR7eno6CgsLa3xICYKAwsJCpKenG21/9NFHkZiYaJRUATcuy09MTMSjjz5a52vXxZJjaOlQbfWkqqrjx4+jV69e9Y7b0liqJ1VVffvtt7jrrrvqHYujqHpMPD094e/vD09PT4uH0sVlm7y9vdG2bVt06dIFHTp0QNu2beHj4wNXV1e7Dh8mJydj6dKlyMzMhLu7O3x8fODu7o7MzEwsXbrU5Bcqclw8ny2P2e8cQ4cOxYoVK5Camoq3334bLi4uRj0rmZmZ9apntWHDBkyePBkTJ05Ejx49sGzZMri4uGDHjh0m99+0aRNuvfVWzJ49G927d8dTTz2FXr16YcuWLRa/dmPy8vJCWVlZnfuUlZXBy8sLwI2hq9oSAtFff/0FjUYD4H+JWV3ExE78qUvVfaonPLURL5V//fXXYTAYpGKRzs7O0v8NBgNef/116Tl1Oh3WrVsnPYdcLpd+ROvWrYNOpzMrhqosOYbVr5R0dXWFXC6XykQUFxcjISEBBoMBwI3hv9qSKtHx48dRUlJicdyWxlJWVlZrUiX69ttvb/r758gsPSaWEivIt27dGh07dkTnzp3Rtm1baW1EMdGy9dqIBoMBa9asQWlpKQICAuDi4iIlggEBASgtLcWaNWvq3U5qXDyfLZPZQ4FPPvkk5s+fj6lTp8LNzQ1vvPGG0fyXHTt2YMiQIRa9uE6nw9GjRxEbGyttk8vlGDRoUI1eDdGhQ4cwY8YMo21DhgzBzz//XOtrVP1QFj/o9Ho99Hp9nfGJ999sP3P8+OOPZu8XHR2NqVOnmrX/1KlT8cUXX5jdnWxJt/PAgQNx5MgRi2J59913ce3aNWmR3uqUSiWuXbuGrVu3YurUqYiPj5eSrOr7y+VyqbZRfHw8nn/+ebNjF+Mxd7+4uDicOHGizislT5w4gdTUVERGRprdA3TXXXfV+rtZm7S0NItiefLJJ8163ieffBIffvihRbE4iurHpGoBUVPHpKFkMhlcXV2lNSYNBoPRmoi2Gj48evQozpw5A29vb5PtbNWqFc6cOYMjR46gd+/eVntde7Pme60jaannU2Tt89lUfj/MTqx8fX2xdetWFBcXS1faVPXee+/VOaHalMLCQuj1evj5+Rlt9/Pzw5kzZ0w+RpzEW33/2i7fT0xMxKpVq2psz8jIMDvew4cPm7VfXVJTU83e79ChQzh69KhZ+x89ehSHDh1CVlaWWfubu5+476FDh3D9+nWz9r9+/TpSUlJgMBigUChq/RZmMBiQkpKC0NBQo+NS1weUeFwsYckxTElJkebsiL2A1WPWaDRISUmBQqEwukK2Lv/++6/FcVsai7nPf+jQIYtjcRS1HROtVgug5jGxFZlMJvWoioVLxbpaYkFTvV5f72QrIyMDZWVlcHV1ldoGQOptFAQBZWVlyMjIaJYTnx19SoelWur5VCqVaN++vVU+O6sy9X7oiCxehFm80qa6qledOZLY2FjMnDlTul1SUoJhw4ZBrVbf9MotvV6Pw4cPIywsrMFv1lFRUTcdrhH3Cw8PR+/evc16k+nduzfCw8MRGBiIEydO3HT/wMBAADB73/DwcHh5ed106BC4MdwZHR0tld0w9UYhXk0YHR2N8PBwo+NiaphF/IASj4slLDmG0dHR0hcGsZeiKvFDXYz7lltuMStJveWWWyyOW6/XWxRLeHg4UlJSbvq84r5NUfVjIggCtFotXF1djQrcisfEHiorK416tMrLyy2++lAcQhfLSIgfvOIQklarhYuLC9RqNXr27GnjFjUevV6PkydPIigoyKaJcWNrqecTuPE+ZY3PzqrqM7XCHmSCHS+D0el0CA8Px8qVKzFy5Ehp++LFi3H9+nV89NFHNR4zfPhwzJgxw2g4cOXKlfj555/xzTff3PQ1S0pKEBkZibS0NLMSK/Gy9Yb+cuh0Ori7u0vDXlWTCPEUODk5obS0FCqVChqNRrqKqS6lpaVwc3NDUVERfHx8brp/YWEhAJi9r7e3N65cuYJ27drddP/s7Gz4+/sjICAAhYWF0puHSHxT8fHxQU5ODpycnGocl6rJmNjjVfW4WMKSY+ji4oLRo0cjIyPDaCkeMe6srCyo1Wrs3bsXcrkcJSUltX7JqKq4uNji0gsGg8GiWMRvxDcjvok3RaaOSfXVAqoeE0dQdfhQ/Km6LI+pt16DwYBZs2YhMzMTAQEB0oevmEzm5OQgODgY69atc5h2WoNer8fx48fRs2fPZpdYtcTzKQgCSkpKrPLZWZUln9/2ZNczqVKp0Lt3b6OrIgwGA5KTk03WOQJufOuuPiH5zz//dPhv4iqVCrNmzZJum3pznTVrlpQ8uLm5YcCAAXU+54ABA6ThTG9vb7Rp06bO/du0aQNvb2+L9gVu1Ci72RWfSqUSbdu2hZOTE5599lk4OTkZVcGurKxEWVmZ0f1AzeNiMBikH1HV42IJS46hXC5HXFwcPD09kZWVJU1o12g0yMrKgpeXl1GZCA8Pj5t+w+zZs2e9/vgtjcXFxQXjxo2r8znHjRvXZJMqwPJj4gjEyfVi8dJOnTqhS5cuaNeuHfz8/ODl5QWVSmU0KV4ul2POnDlwd3dHTk4OtFqt1DuXk5MDDw8PzJkzx6HaSbXj+WyZ7H42Z86cie3bt2Pnzp04ffo0XnrpJWi1WkyYMAEAsGjRIqxYsULaf/r06fj999+xfv16nD59Gu+//75FE6ztafXq1YiNjZWSCpGTkxNiY2Nr1GtKTk6uNTEwVYMpJyen1oSpah0rS/cFbvS41ZZcKZVKowsEFixYgPj4ePj4+ECv10On00Gv18PHxwfx8fFYsGCB0eMtPS6WsOQYxsTEIDExEWq1GqWlpcjOzkZpaSnUajVWr15do07SsWPHak2uGlrHytJYdu/eXWty1VzqWFU9JiUlJcjLy0NJSUmtx8QRiTW1fH19pVIPHTt2REBAALy9veHq6oohQ4YgPj4eoaGh0Gg0KCwshEajQXBwMJYtW8a6R03MwIED8fLLLyM4OJjns4Ww61CgaMuWLVKB0J49e+L5559Hnz59AADTpk1DYGAgEhISpP2///57vPvuu1KB0GeeecbsAqH2GgqsytIK49auvF5934EDByIrKwuBgYFITk6uc77clStX0LNnTxQXF8PT0xPHjx9H27ZtTe5bWVmJbdu2SRXJ77///hrJU1WsvN7wWFpK5fXU1FSkpKQgOjq6RuX1pq7qXK1//vkH6enpuOWWWxASEmLv0GymuQ4FVmUwGHDkyBFkZGRArVY368rrLX0o0CESq8bkCImVo2E7m5eW0M6W0EbgRjuPHDmC4OBgaThdTLrqmqvV1LSExApoOe1s6YmVxVcFEhFR46msrIRSqYSLi4v0YSJOjK++LE9zSbSImjImVkRETYw4MV68GlQQBOh0OqNES7xwhIkWUeNiYkVE1MTJZDI4OzvD2dkZrVq1AnBjzmLVXi2dTgdBELh8CpGNMbEiImqGVCoVVCqVVG+t+hyt5jZPi8hRMLEiImoBnJyc4OHhIc3T0uv1UpIlDiNWVlYy0SJqICZWREQtkEKhgJubm1HZkfLycmkIsTlefUjUGJhYERERAEjztMThw/osy0PU0jGxIiIik6pffQj8r4Bp1V4tlnog+h8mVkREZDYnJyc4OTkZLXDOIUSi/2FiRUREDWJqCFGcEM8hRGppmFgREZFVyeVyuLi4GK1TWX0Isby8HHq9nnW1qNlhYkVERDZX1xCiRqOBt7c3nJycIJPJ2KtFTRoTKyIisgtxCNHNzQ2+vr7o0qWLUX0tDiFSU8TEioiI7E6v10Mul0sLTotL85gaQmQhU3JkTKyIiMhh8SpEamqYWBERUZNS21WIVRMtDiGSvTCxIiKiJu1mVyGKpR/EqxCZaJEtMbEiIqJmx9QQok6nq1FfS0y0mGyRtTCxIiKiFkGlUkGlUsHDwwMAIAhCjYnxOp2OQ4jUIEysiIioRZLJZDWGEKuWe+AQItUHEysiIqL/T6FQwM3NDW5ubtI2cQix6uR4DiFSbZhYERER1cHUEGL1uVocQiQREysiIiILyGQyqeSDSBxCrF7IlEOILQ8TKyIiogYyZwhRo9FApVJBJpPZMVKyNSZWRERENlB9CLGyshLXrl1DQEAAKisrpQnyHEJsXphYERERNQKxp8rLywsKhQJA7UOIgiDAYDDYM1yqJyZWREREdmJqCLGiosKoYjyvQmxamFgRERE5EKVSCaVSKd0Wr0Ks3rPFIUTHxMSKiIjIgZm6CtFgMBjV1eIQouNgYkVERNTEyOVyuLq6wtXVVdpWdQhRTLj0ej17tRoZEysiIqJmoLYhxOrFTDmEaFtMrIiIiJqhqkOInp6eAIyHEMWfiooKDiFaERMrIiKiFsLUEGLVmlocQmw4JlZEREQtmJOTk1TEVFR1rpaYbHEI0TxMrIiIiMiIJUOITLaMMbEiIiKiOtU2hFg10ao6hNiSMbEiIiIiizk5OcHJyQnu7u7StvLycmi1WpSWltoxMvtiYkVERERW4ezsDCcnJ+j1enuHYjdyewdARERE1FwwsSIiIiKyEiZWRERERFbCxIqIiIjISphYEREREVkJEysiIiIiK2FiRURERGQlTKyIiIiIrISJFREREZGVMLEiIiIishImVkRERERWwsSKiIiIyEqYWBERERFZCRMrIiIiIithYkVERERkJU72DqCxCYIAACgpKbnpvnq9HhqNBiUlJVAoFLYOzW7YzualJbSzJbQRYDubG7azYcTPbfFz3FG1uMSqtLQUADBs2DA7R0JERESWKi0thaenp73DqJVMcPTUz8oMBgOuXr0Kd3d3yGSyOvctKSnBsGHD8Ouvv8LDw6ORImx8bGfz0hLa2RLaCLCdzQ3b2TCCIKC0tBRt2rSBXO64M5laXI+VXC5H27ZtLXqMh4dHs/4jELGdzUtLaGdLaCPAdjY3bGf9OXJPlchxUz4iIiKiJoaJFREREZGVMLGqg0qlwuOPPw6VSmXvUGyK7WxeWkI7W0IbAbazuWE7W4YWN3mdiIiIyFbYY0VERERkJUysiIiIiKyEiRURERGRlTCxIiIiIrISJlZ12Lp1K2JiYhAWFoZJkyYhIyPD3iFZ1fvvv4/g4GCjn9GjR9s7rAb7+++/8eijj2LIkCEIDg7Gzz//bHS/IAh47733MGTIEKjVasyYMQPnzp2zT7D1dLM2xsXF1Ti3s2bNslO09ZeYmIiJEyciIiICAwcOxNy5c3HmzBmjfcrLy7Fs2TL0798fERERmD9/PvLy8uwUcf2Y085p06bVOKdLly61U8SW+/TTT3HXXXehb9++6Nu3L6ZMmYJff/1Vur85nEfg5u1s6uexNmvWrEFwcDBee+01aVtzOaeWYmJViz179iA+Ph7z5s3Dzp07ERISglmzZiE/P9/eoVnVLbfcgj/++EP6+fTTT+0dUoNpNBoEBwfjxRdfNHn/xx9/jM2bN+Oll17C9u3b4erqilmzZqG8vLyRI62/m7URAG699Vajc/v22283YoTWkZKSgoceegjbt2/Hhg0bUFlZiVmzZkGj0Uj7vP766/i///s/vPvuu9i8eTOuXr2Kxx9/3I5RW86cdgLA5MmTjc7pokWL7BSx5dq2bYuFCxfiq6++wo4dOzBgwADMmzcP//77L4DmcR6Bm7cTaNrn0ZSMjAxs27YNwcHBRtubyzm1mEAm3XfffcKyZcuk23q9XhgyZIiQmJhox6isa+XKlcLdd99t7zBsKigoSPjpp5+k2waDQRg8eLCwdu1aadv169eF0NBQ4dtvv7VHiA1WvY2CIAiLFy8WHnvsMTtFZDv5+flCUFCQkJKSIgjCjXPXu3dv4fvvv5f2OXXqlBAUFCSkp6fbKcqGq95OQRCEqVOnCq+++qodo7K+fv36Cdu3b2+251EktlMQmt95LCkpEe644w5h//79Rm1r7ue0LuyxMkGn0+Ho0aMYNGiQtE0ul2PQoEFIT0+3Y2TWd/78eQwZMgQjRozAggULcPnyZXuHZFOXLl1Cbm6u0bn19PREnz59mt25TUlJwcCBAzFq1Ci8+OKLKCwstHdIDVZcXAwAaNWqFQDgyJEjqKioMDqf3bt3R/v27XHo0CF7hGgV1dsp2r17N/r3749x48ZhxYoV0Gq19givwfR6Pb777jtoNBpEREQ02/NYvZ2i5nIeAeDll1/GsGHDjM4d0Hz/Ns3R4hZhNkdhYSH0ej38/PyMtvv5+dWY99CUqdVqxMfHo2vXrsjNzcUHH3yAhx56CLt37262C4Tm5uYCgMlz25zG/m+99Vbcfvvt6NChAy5evIi3334b//nPf/D5559DoVDYO7x6MRgMeP3119G3b18EBQUBAPLy8qBUKuHl5WW0r5+fn3SumxpT7QSAcePGoX379mjTpg0yMzPx1ltv4ezZs1i1apUdo7VMZmYm7r//fpSXl8PNzQ0ffPABevTogePHjzer81hbO4HmcR5F3333HY4dO4Yvv/yyxn3N8W/TXEysWrBhw4ZJ/w8JCUGfPn1w22234fvvv8ekSZPsGBk11NixY6X/ixNkR44cKfViNUXLli3Dv//+2yzmAdaltnZOmTJF+n9wcDBat26NGTNm4MKFC+jUqVNjh1kvXbt2xa5du1BcXIwffvgBixcvxpYtW+wdltXV1s4ePXo0i/MIANnZ2Xjttdewfv16ODs72zsch8KhQBN8fHygUChqTFTPz8+Hv7+/naKyPS8vL3Tp0gUXLlywdyg207p1awBocee2Y8eO8PHxwfnz5+0dSr28/PLL+OWXX7Bx40a0bdtW2u7v74+Kigpcv37daP/8/HzpXDcltbXTlD59+gBAkzqnKpUKnTt3RmhoKBYsWICQkBBs2rSp2Z3H2tppSlM8jwBw9OhR5OfnY8KECejVqxd69eqFlJQUbN68Gb169Wp259QSTKxMUKlU6N27N5KTk6VtBoMBycnJRuPkzU1paSn+X3v3Hg11/v8B/ElrlMaXrKlDMjLaSaEm2UpyO7Wsa2R3u9ESW2s3rITuklxTbaOitF20aTttbNTqUJvL2U1btrSOSw3tdNGSlnIp2vH7Y4/5GcZEzfer7OtxjnPM+/P+vK+fw8v7/Z5x9+7dIf3Q6+jogMViScxtc3Mzbty4MaTn9uHDh2hsbHzr5razsxORkZHIzc3FkSNHMG7cOInrRkZGUFJSkpjP6upqPHjwAFOnTv0ft/bVvayf0pSXlwPAWzen3YlEIrS3tw+ZeexLVz+leVvncebMmcjKykJmZqb4y8jICM7OzuLvh/KcykJbgX3w9vZGWFgYjIyMYGJigiNHjqCtrQ3u7u6D3TS5iYuLg42NDbS1tVFXVwc+nw9FRUU4OTkNdtNeS0tLi8Sq271791BeXg41NTVoa2vDy8sL+/btA5vNho6ODr7++muMHj0ac+fOHcRWD4ysPqqpqSEpKQl2dnbQ1NTE3bt3kZCQADabjTlz5gxiqwduy5YtyM7Oxt69ezFy5Ejx2QxVVVUMHz4cqqqqWLBgAWJjY6GmpgYmk4moqCjweLy36of3y/opFAqRlZUFKysrqKuro7KyEjExMTAzM8PEiRMHufX9k5iYCEtLS2hpaaGlpQXZ2dm4cuUKDh48OGTmEZDdz6Ewj12YTKbEGUAAUFFRgbq6ujh9qMzpQFFg1QcHBwc8fvwYu3fvRn19PQwNDZGamjqktosePnyI4OBgNDY2QkNDA6ampjh58iQ0NDQGu2mv5ffff4eXl5f4dUxMDADAzc0NsbGx8PPzQ1tbGzZt2oQnT57A1NQUqampb9U5AVl9jIiIQFVVlfiMx+jRozF79mwEBgaCwWAMVpNfSXp6OoB/PlSxu5iYGPEfOevWrYOioiICAgLQ3t4OCwsLmZ/v9SZ6WT+7/vI/evQoWltboaWlhQ8++AD+/v6D0dxX0tDQgLCwMNTV1UFVVRVcLhcHDx7E7NmzAQyNeQRk97O2tvatn8eBGCpzOlAKnZ2dnYPdCEIIIYSQoYDOWBFCCCGEyAkFVoQQQgghckKBFSGEEEKInFBgRQghhBAiJxRYEUIIIYTICQVWhBBCCCFyQoEVIYQQQoicUGBFCCGEECInFFgR8ga5d+8euFyu+P+HvQkEAgE+/vhjGBsbw9XVVWoeT09PbNu27bXq6dn34uJicLncXv/Etb/3SzPQMvuLy+UiLy9PrmUSQt5OFFgR0k14eDi4XC72798vkZ6XlwculztIrRpcfD4fI0aMQE5ODg4fPtxnnsDAQLnWy+PxUFRUBFVV1X7l19LSQlFRESZMmCDXdhBCyEBQYEVID8rKyjhw4ACampoGuyly097e/sr3CoVCmJqaYuzYsRg1apTUPOrq6mAyma9chzQMBgMsFgsKCgr9yj9s2DCwWCy88w79C9TOzk68ePHijSuLkH8DCqwI6cHc3ByamppISUnpMw+fz++1LXb48GHY2tqKX4eHh8Pf3x/JyckwNzfH9OnTkZSUhBcvXiAuLg7vv/8+LC0t8f333/cqv7q6GgsXLoSxsTGcnJxw5coVietVVVXw9fUFj8eDubk51qxZg8ePH4uve3p6IjIyEtu2bcOMGTOwfPlyqf0QiURISkqCpaUljIyM4OrqioKCAvF1LpeLsrIy7NmzB1wuF3w+X2o5PbcCbW1tkZycjLVr14LH48Ha2hrfffedxD2lpaWYP38+jI2N4e7u3msLr/u2XXNzM0xMTJCfny+RJzc3FzweD21tbVK3AvPz82FnZwcTExN4enri/v37Evf3Zx5LS0vh7e2NGTNmwNTUFEuXLkVZWZnUcQD+CWIjIyNhYWEBY2Nj2NjYyHyWup6TpKQkzJw5E9OmTcOmTZskgmGRSISUlBTY2trCxMQELi4uyMnJ6TVW+fn5cHd3h7GxMa5duya1vpKSEri6uorHvWs1tucWbM+y2tvbERUVhVmzZsHY2BiLFi1CaWmpuNzTp09j+vTpEnX1XOntGu8TJ07AysoKU6ZMQWBgIJ4+fdrn+BDytqHAipAeFBUVERwcjGPHjuHhw4evVdbly5dRV1eHY8eOITw8HHw+HytWrICamhpOnjyJhQsXYvPmzb3qiY+Ph7e3NzIzMzF16lSsXLkSf/31FwDgyZMnWLZsGSZNmoRTp04hNTUVDQ0NCAoKkigjIyMDSkpKSE9Px5YtW6S27+jRozh06BDCwsJw5swZWFhYwN/fH3fu3AEA8daaj48PioqK4OPj0+++Hzp0CEZGRsjMzMTixYsRERGB6upqAEBLSwtWrFgBDoeD06dPY9WqVYiLi+uzLCaTCWtra2RnZ0ukZ2VlYe7cuRgxYkSve2pra/Hll1/CxsYGmZmZ+Oijj5CYmNjv9ndpaWnB/Pnzcfz4cZw8eRJsNhufffYZmpubpeZPS0vDxYsXsWvXLuTk5CAhIQFjx46VWccvv/wCgUCAtLQ07NixA7m5udizZ4/4ekpKCjIzM7FlyxacPXsWn376KdasWdMr4E5MTMTq1atx7tw5qVvXzc3N+Pzzz/Hee+8hIyMDgYGBSEhIkNqmnmXFx8fj/PnziI2NRUZGBthsNnx9fdHY2PiSEZQkFArx448/Ijk5GampqSgvL0dERMSAyiDkTUaBFSFSzJs3D4aGhti9e/drlaOuro4NGzZAX18fHh4eGD9+PJ49e4aVK1dCT08PK1asgJKSUq/VhSVLlsDOzg4cDgcRERFQVVXFqVOnAADHjh3DpEmTEBwcDA6Hg0mTJiE6OhrFxcWoqakRl6Gnp4fQ0FDo6+tDX19favsOHjwIPz8/ODo6Ql9fH2vWrMHEiRNx5MgRAACLxcKwYcOgoqICFouFkSNH9rvvlpaWWLJkCdhsNvz8/DBq1CgUFxcDALKzsyESiRAdHY0JEybAxsamz1W1Li4uLsjLy0NbWxuAf4KES5cuwdnZWWr+9PR06OrqIjw8HPr6+nBxcYGbm1u/299l1qxZcHV1BYfDAYfDwdatW9HW1oZff/1Vav7a2lqw2Wzx9un06dPh5OQksw4GgyEeC2trawQEBODo0aMQiURob29HSkoKoqOjMWfOHIwbNw7u7u5wcXHptQoYEBCA2bNnQ1dXF+rq6r3qycrKAgBERUXBwMAAVlZW8PX1ldqm7mUxGAycOHECoaGhsLKygoGBAbZu3QplZWXxc9lfz58/R3x8PAwNDWFmZoYNGzbg3LlzqK+vH1A5hLyp6DACIX0ICQnBsmXLXvoLXxYDAwMoKv7/3y+ampoSh6uHDRsGdXV1NDQ0SNzH4/HE37/zzjswMjISr/ZUVFSguLhYIk8XoVCI8ePHAwAmT54ss23Nzc2oq6vDtGnTJNKnTZuGioqKfvawb91XTBQUFKCpqSnup0AgAJfLhbKysjiPtP50Z2lpCSUlJVy8eBGOjo44f/48mEwmzM3NpeYXCAQwMTGRSJs6deqA+/Ho0SPs2rULV65cQUNDA0QiEdra2vDgwQOp+d3c3ODj4wN7e3vMmTMH1tbWsLCwkFkHl8uVWHXj8XhobW1FbW0tWltb0dbW1mu1sKOjA4aGhhJpxsbGMuupqanpNe593dM9XSgUoqOjQ+JZUVJSgomJCQQCgcw6e9LS0sKYMWPEr3k8HkQiEWpqasBisQZUFiFvIgqsCOmDmZkZLCwskJiYCHd3d4lrCgoK6OzslEiTdsC350FqBQUFqWkikajf7WptbYWNjQ1CQkJ6Xev+i0na9tj/krR+9hyzgWAwGLCzs0NWVhYcHR2RnZ0NBweH1zqs3p95DAsLQ2NjI9avXw9tbW0wGAx88skn6OjokFrm5MmTceHCBRQUFODnn39GUFAQzM3NX3n1s7W1FcA/24HdAxLgnzHpTp5zPtCyFBUVe41lX2NEyFBGW4GEyLB69Wr89NNP+O233yTSNTQ08OjRI4lfJPL87Knr16+Lv3/x4gXKysrE23mTJ0/GrVu3MHbsWLDZbIkvFRWVftfBZDIxevRolJSUSKSXlJTAwMBALv3oC4fDQWVlJZ4/fy5O697nvjg7O6OoqAi3bt3C5cuX+9wG7Krj5s2bEmk3btyQeN2feSwpKYGnpyesrKwwYcIEMBgM8Xm3vjCZTDg4OCAqKgo7d+7E+fPnZZ5FqqysxLNnz8Svr1+/DhUVFWhpaYHD4YDBYODBgwe95ltLS0tmO3oaP348qqqqJA7G9xwjaXR1daGkpCTxrHR0dODmzZviZ2XUqFFoaWkRB4IApK581tbW4s8//5Toq6KionillZC3HQVWhMjA5XLh7OyMtLQ0ifQZM2bg8ePHOHDgAIRCIb799lsUFhbKrd7jx48jNzcXAoEAkZGRaGpqwoIFCwAAixcvRlNTE4KDg1FaWgqhUIjCwkKsXbsWf//994DqWb58OQ4cOIBz586huroa27dvR0VFBby8vOTWF2mcnJygoKCADRs24Pbt28jPz8c333zz0vvMzMygqamJkJAQ6OjoYMqUKX3mXbhwIe7cuYO4uDhUV1cjKysLGRkZEnn6M496eno4c+YMBAIBbty4gZCQEAwfPrzPeg8dOoTs7GwIBALU1NQgJycHLBYL//nPf/q8p729HevXrxePBZ/Px9KlS6GoqAgmkwkfHx/ExMQgIyMDQqEQZWVlSEtL69Wfl3F2dkZnZyc2btwIgUCAwsJC8bjL+lgLFRUVLFq0CPHx8SgoKMDt27exceNGPHv2DB4eHgCAKVOmYMSIEdixYweEQiGysrJw+vTpXmUpKysjPDwcFRUVuHr1KqKiovDhhx+KV1tzc3Nhb28/oH4R8iahwIqQlwgICOi1VcfhcLB582YcP34crq6uKC0tHdA75l5m9erV2L9/P1xdXXHt2jXs27cPGhoaAIAxY8YgPT0dIpEIy5cvh7OzM6Kjo6Gqqipxnqs/vLy84O3tjdjYWLi4uKCwsBB79+6Fnp6e3PoizciRI5GcnIyqqirMnz8fO3fulLq12ZOCggIcHR1RUVEhc7UKALS1tcHn83HhwgXxW/y/+uoriTz9mcdt27ahqakJbm5uCA0NhaenJ959912ZfUtNTYWHhwc8PDxw//597N+/X+bczJo1C2w2G0uWLEFQUBBsbW2xatUq8fWgoCD4+/sjJSUFDg4O8PX1xaVLl6CjoyNzDHpiMpnYt28fysvL4erqip07d+KLL74A0HtbsaeQkBDY2dkhNDQUbm5u+OOPP5Camgo1NTUA/7xRIyEhAQUFBXB2dsbZs2cl+tBFV1cX8+bNg5+fH3x8fMDlcrF582bx9adPn0q8CYOQt41C5+sceiCEEPJawsPD8eTJE+zdu3dQ6j9z5gzWrVuHq1evylyJkwc+n4+8vDz88MMP/9V6CBlMdHidEEL+RTIzM6Gjo4MxY8agsrIS27dvh729/X89qCLk34ICK0II+Repr6/H7t27UV9fDxaLBXt7+15bpISQV0dbgYQQQgghckKH1wkhhBBC5IQCK0IIIYQQOaHAihBCCCFETiiwIoQQQgiREwqsCCGEEELkhAIrQgghhBA5ocCKEEIIIUROKLAihBBCCJGT/wNkFrHLumg+nwAAAABJRU5ErkJggg==", + "image/png": 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mhISECL/++qu03y233GL2miwoKBD69u0rJCYmStvE16QYx/Hjx4WQkBDhp59+qjGuiIgIk/eASHxPie+b0tJSITo6WnjppZdM9svLyxOioqKk7deuXbP6NVvVXXfdJQwdOtTkmO/du1cICQkRbrnlFmnbgQMHzF6TgiAIf/zxh9l28fnbvXu3tK2kpEQYOnSoMHHiRGnbBx98IERERAhnz541uc933nlH6NWrl3D58mVBEP732oyJiRGKi4ul/X799VchJCRESE5Otrk9gnDjM3HFihXS5RUrVgghISEm7wtBEITHHntMiImJkS4fPXpUCAkJEd544w2T/RISEszu05L169cLISEhwnfffSdt0+l0wrRp04SIiAihpKTE5nZbIn62/vPPP9K2goICISoqyuR1Zst79/nnnzd5HsUYK39fCYIg/PPPP0JISIjw5ptvmtw2JCREWLVqlUmcEydOFO6++26TbXU9NpZotVohJiZGmDx5ssln2LfffiuEhIQIcXFx0jbxPT1q1CihvLxc2q7T6YTBgwcL48ePFzQajbRd/Kx+//33pW1xcXEm91m5/XV97iyZMGGCMGfOnBr3EZ+36pw7d06IiooSZs2aJX2Pb9++XQgLCzP5/BMEQfjyyy+FkJAQIS0tTRAEQVi3bp0QEhIiFBQU1BhDXdhlKHDmzJnSUNrTTz8NLy8vrFq1Cm3btjXZ77777jO5/Mcff0ChUJh1Oz700EMQBAF//PGHyfbIyEiTM9w6dOiAUaNGYe/evTAYDDAYDNi3bx9Gjx6NTp06Sfu1adMG48ePR1pamtQlKpo6dWq9Jhn+/vvvUKlUJvOLvLy8MG3aNGRnZ+Pff/812X/SpEkm87TE2128eLHax6hLu6wRFBSE7777Dvfeey+uX7+OzZs349lnn8XgwYPxwQcfmAzHivOsxGz+0KFDaNu2LTp06IDu3bvDz8/P5LrKtwFuzPm6cuWK1UMAIoVCIT1fRqMRxcXF0Ov16Nu3L44fP262/9ixY+Hj4yNdVqlUAIAJEyaYjNWrVCpUVFRI3eB//fUXKioqMGPGDJO5CFOmTIG3tzd+//13k8fx9PTEXXfdJV1WKpUIDw83OY5//vkn2rZtK/U4ATfmXlTtXapOVFQUjh8/DrVaDeDGHLfhw4cjLCxMOjng4MGDkMlkZicJ9OzZ0+Q1GRAQgG7dutX4OvP29gZwo9fE2uGJmvz111+4fv067rjjDhQWFkp/crkc/fr1k3ru3N3d4erqitTUVLNhuZpcvXoVJ06cwN13321yzIcOHYqePXua7Ltr1y74+Phg6NChJrH06dMHnp6eZr2Ibdq0Melt9vb2xsSJE3H8+HHk5eVJ9xkVFQVfX1+T+xwyZAgMBoPZNIVx48ahVatW0uWq731b2lOTyj3F4uMUFxdLnxF//vknAJj1sNR2sovojz/+QOvWrU3mz7q6umL69OlQq9U2t7s6v//+OyIiIqT3MHDjdVy1h9vW964lo0ePNvm+UqlU6Nevn8XbVv0ei4qKsrr0Q23HxpKjR4+iuLgYU6dONfkMu/POO02e18omTpwId3d3k/soKCjAfffdZ9LjN3LkSHTv3t1s6ootbHnuKvP19cWpU6dw7ty5Oj2uWq3G448/Dl9fXyxfvlz6Ht+1axd69OiB7t27m7wvxSlK4ntd7KHbs2dPtcPLdWWXocBFixahW7duUCgUCAoKQrdu3cwmyrm4uJh1WWZnZ6NNmzbSB7qoR48e0vWVdenSxeyxu3btivLycmnSdnl5Obp162a2X48ePWA0GpGTk2MyFFLTMIM1Ll++bDa8CADdu3eXrheHKYEbyWBl4sGtaS5AYWGhze2yVps2bbB48WK8+uqrOHfuHPbu3YuPP/4YK1asQJs2baS5O+LQVOXkSZzwLpPJEBERgUOHDmHq1Kk4dOgQ2rdvb9LW//u//8Nff/2FKVOmoEuXLhg6dCjGjx9v1VmD27Ztw6effoqzZ8+ioqJC2m7p2LVv397ksvgFVd32a9euoVOnTrh8+TKA/x03kVKpRKdOncxei+3atTM7O7RVq1bIysqSLmdnZ6Nz585m+9U0dFZZdHQ09Ho9Dh8+jHbt2qGgoADR0dH4999/cfDgQQA3EquePXuaDLtbaq8YX02JS6dOnTBr1iysW7cOO3bsQHR0NGJjYzFhwgSTL3priR+YVYeGROL7XqlUYv78+XjrrbcwdOhQ9OvXDyNHjsTEiRPRunXrau9fPGaWPhe6detmknifP38eJSUlZsMIooKCApPLXbp0MTtuXbt2BXDjuLZu3Rrnz59HVlZWtfcpfiaJqh4T8UtRfO/b0p6aVPcZc+3aNXh7e+Py5cuQy+Vm7x9Lj2tJdnY2unTpYvYZL35ui+0Q1dbu6lT32Vr1c9DW964l1X23/PTTTybb3NzczKaF1Pa+qqy2Y2OJ2L6qnxsuLi4IDg62eJuqx1a8D0vfId27d5d+qNWFtc9dVU888QTmzp2LMWPGICQkBMOGDcNdd92FsLAwqx735ZdfxoULF7B582Zpyg5w471++vTpWt/r48aNw9dff42XXnoJy5cvx+DBg3Hrrbdi7Nix9Z7ob5fESqVSSWcFVkepVDbJsxIa+uyN6p4Docpk/YYmk8nQrVs3dOvWDSNHjsRtt92G77//Xkqs5HI5IiIikJ6eDkEQcOjQIZMilJGRkdi6das096rqqfg9evTArl278Ntvv+HPP//Ezz//jC+++AKPPfYYnnjiiWrj+u6775CQkIDRo0dj9uzZCAwMhEKhQFJSksVfvNX1Ptr7eW+IU6n79u0LNzc3HDhwAB06dEBgYCC6deuG6OhofPHFF1J5E0tlD+oaX0JCAu6++27s2bMH+/btw5IlS5CUlIQtW7bYNM8H+N9zu2zZMosJUuUYZ86cidjYWPz666/Yu3cv3n//faxZswYbNmxA796969SWyoxGIwIDA/HOO+9YvL66OZS13efQoUPx8MMPW7xeTMRE1R0Te7/3m9pnTEO1uyHU933fUMemcm+VvVSdoF9fAwYMwC+//CJ91nzzzTfYsGEDFi9ebPFknMo2bNiAH374AW+//bbZPFuj0YiQkBAsXLjQ4m3FzzF3d3d8/vnn2L9/v/S9tHPnTnz11Vf49NNP63WsG/U8xuDgYKSkpEgTcUVnzpyRrq/M0tlz586dg4eHh/TB6OHhgbNnz5rtd+bMGcjlcou/5KuypU5Vhw4dqn088fr6CggIsEu7rNWpUyf4+vpKQx6iqKgo/PHHH9izZw8KCgpMSjRERkbi3XffxR9//AGNRmNWvgG4MXw2btw4jBs3DjqdDvPmzcPq1asRHx9fbYK7e/dudOrUCatWrTI5LitWrLBTa28Qj9OZM2dMhlt1Oh0uXbqEIUOG2HyfwcHB+Pfff6VJ/SLx5I7aKJVKqFQqHDx4EB06dJCGUKKioqDT6fD9998jPz8fAwYMsDm2mohn2cydOxeHDh3Cfffdhy+//BJPP/20TfcjPo+BgYFWPX+dO3fGQw89hIceegjnzp3DxIkT8emnn1abDInHzNLnQtX3SufOnZGSkoL+/ftb9aVz/vx5s+Mm9sCJn0udO3eGWq2u02vDElvaU9/HMRqNuHTpkknyZ+3ZycHBwcjKyoLRaDRJFOz5mSfejzXPhT3eu9V9t1TXI9SQxPZduHBBGs4CbpwQlp2dbVVlcvE+zp49a9aTc/bsWZNj1qpVK4s/Wqv2RIrq89z5+flh8uTJmDx5MsrKyhAXF4eVK1fWmFgdPHgQy5Ytw4MPPogJEyaYXd+5c2dkZmZi8ODBtX6Xy+VyDB48GIMHD8bChQuxevVqvPvuu9i/f3+93teN2oU0fPhwGAwGfP755ybb169fD5lMhuHDh5tsT09Px7Fjx6TLOTk52LNnD4YOHQqFQgGFQoGhQ4diz549JmPe+fn5+OGHHxAVFVVtd2tlYlFT8RTzmowYMQIZGRlIT0+XtqnVamzZsgXBwcE2zY2ojr3aVdU///wjzd+pLCMjA8XFxWbdxuKw3dq1a+Hh4WHyS0GlUsHFxQVr16412VdUVFRkclmpVKJHjx4QBMFkeK8q8VdD5V90//zzj1n5jPoaMmQIXF1dsWnTJpPH+uabb1BSUiKd6WeLYcOGITc316RkglarxZYtW6y+j6ioKGRkZGD//v3ScxoQEIAePXpI5R0qz6Wqj9LSUuj1epNtISEhkMvlJqcpe3p6WrUqwc033wxvb28kJSVZPMaVh++rVu7v3LkzvLy8zE6PrqxNmzbo1asXtm3bZvJe3bdvn9ncxttvvx0Gg0E6I6gyvV5v1p6rV6+alDkoLS3F9u3b0atXL6n37fbbb0d6ero0Z6my69evmz2XtbGlPfUxbNgwADfONKvss88+s+r2w4cPR15eHnbu3Clt0+v12LRpEzw9Pe2W6I8YMQKHDx82mZdZWFhoVqLFHu/dX3/91aTsQEZGBv755x+z76DG0LdvX/j5+WHLli0mr6kdO3ZYPQTZt29fBAYGYvPmzSbvqd9//x2nT5/GyJEjpW2dOnXCmTNnTIayMzMzqz1brq7PXdXvBC8vL3Tu3LnG9/zVq1fx1FNPoX///liwYIHFfW6//Xbk5uZa/JzVaDTSd56lcjvid1rlGE6fPl1tUlmdRu2xio2NxcCBA/Huu+9Kmfe+ffuwZ88ePPjgg2ZjyiEhIZg9e7ZJuQXgxqnaoqeeegp//fUX7r//ftx///1QKBT46quvoNPpaj2lVdSnTx8AwLvvvotx48bB1dUVt9xyi8XioXPmzMGPP/6I//u//8P06dPRqlUrbN++HZcuXcLKlSvtNvxpj3ZV9d1332HHjh1SfRlXV1ecPn0aW7duhZubGx555BGT/VUqFVxdXZGeno6YmBiTiZQeHh4IDQ1Feno6fH19TeaVAcDs2bMRFBSE/v37IzAwEGfOnMFnn32GESNG1JgUjhw5Ej///DMee+wxjBw5EpcuXcLmzZvRs2dPi0lhXQUEBCA+Ph6rVq3Cww8/jNjYWJw9exZffPGFVKfHVtOmTcNnn32GZ599FjNmzEDr1q2xY8cOqXfOmp7R6OhorF69Gjk5OSYJVHR0NL766isEBwfbPERXnb///huvvfYaxo4di65du0qlOBQKBcaMGSPt16dPH6SkpGDdunVo06YNOnbsaHEujLe3N1599VUsWLAAkyZNwrhx4xAQEIDLly/j999/R//+/bFo0SKcO3cOM2fOxNixY9GzZ08oFAr8+uuvyM/Pxx133FFjzM888wzi4+Nx//33Y/LkySguLsZnn32Gm266yeT1ERMTg2nTpiEpKQknTpzA0KFD4erqinPnzmHXrl148cUXMXbsWGn/rl274sUXX8SRI0cQGBiIrVu3oqCgwKQ8x+zZs5GcnIxHHnkEd999N/r06YPy8nKcPHkSu3fvxp49e2weYrS2PfUh1gvcsGEDiouLpXILYo9cba/LadOm4auvvkJCQgKOHTuG4OBg7N69G4cOHcILL7xQpx95ljz88MP47rvv8PDDD2PGjBlSuYUOHTqYzGW0x3u3c+fOuO+++3DfffdBp9Nh48aN8PPzq3aYtyEplUrMmzcPr7/+Oh588EHcfvvtyM7Oxrfffmv1fE1XV1fMnz8fCxcuRFxcHO644w6p3EJwcDBmzpwp7XvPPfdg/fr1mD17Nu655x4UFBRIn7niMmeV1fW5u+OOOxATE4M+ffrAz88PR44cwe7du2s8iWLJkiUoLCzEww8/jB9//NHkutDQUISFheGuu+7CTz/9hFdeeQX79+9H//79YTAYcObMGezatQtr165FeHg4PvjgAxw8eBAjRoxAcHAwCgoK8MUXX6Bdu3YmHQPjxo1DTEwMNm3aZNVzDTRyYiWXy/HRRx9hxYoV2LlzJ7799lsEBwdjwYIFeOihh8z2HzBgACIiIvDBBx/g8uXL6NmzJ5YuXWoy2e2mm27C559/juXLlyMpKQmCIEClUuHtt9+2+OFviUqlwpNPPonNmzfjzz//hNFoxJ49eywmVkFBQdi8eTPefvttfPbZZ9BqtQgNDcXq1atNfgXUlz3aVdW0adPg7u6Ov//+G8nJySgtLYW/vz+GDh2K+Ph4s7ktbm5u6Nu3L9LT0y0O9fXv3x/Hjh1DRESEWUI5bdo07NixA+vWrYNarUa7du0wffp0zJ07t8YYJ02ahPz8fHz11VfYu3cvevbsibfffhu7du1CampqndpdnXnz5iEgIACfffYZli5dilatWmHq1Kl45plnbF72BbjxC2zDhg1YsmQJNm7cCE9PT0ycOBGRkZGYN2+eVfP7IiMjoVAo4O7ubvI6FxMre/VWATc+mIYNG4b//ve/yM3NlZLljz/+2KSIbEJCAhYtWoT33nsPGo0Gd999d7WvwTvvvBNt2rTBmjVr8Mknn0Cn06Ft27aIjo7GpEmTANyY83DHHXcgJSUF33//PRQKBbp374733nvPJKGzZPjw4Xj//ffx3nvvYfny5ejcuTOWLl2KPXv2mL0+XnvtNfTt2xebN2/Gu+++C4VCgeDgYEyYMMHs9dy1a1e8/PLLWLZsGc6ePYuOHTtKBRdFHh4e2LRpE5KSkrBr1y5s374d3t7e6Nq1K+bNm1enCf+2tKc+3nrrLQQFBeHHH3/EL7/8giFDhuDdd9/F2LFja11dwt3dHZs2bcI777yDbdu2obS0FN26dcPSpUulY2oPbdq0wcaNG7FkyRKsWbMGfn5+uPfee9GmTRuzGmH1fe9OnDgRcrkcGzZsQEFBAVQqFV5++WW0adPGbu2pj7i4OAiCgHXr1uGtt95CWFgYPvroIyxZssTqecKTJk2Cu7s7Pv74Y7zzzjvw9PTE6NGj8dxzz5nUsOrRowfeeustrFixAkuXLkXPnj2xbNky/PDDDxZfg3V97qZPn47k5GTs27cPOp0OHTp0wFNPPYXZs2dXe5uioiIYDAaTHziixx9/HGFhYZDL5fjggw+wfv16fPfdd/jll1/g4eGBjh07Yvr06dJITGxsLLKzs7F161YUFRXB398fMTExdX7vmrB7AQcHCQkJERYvXtzYYRDVm1g/pXLtF2o6brnlllrr6zRHYh2zyvWpmjtb6v41NQaDQYiJiRFefPHFRnl8Z37uHK3pnaZH1IxoNBqTy1qtFl999RW6du1qVueNqKFUfV0CN860ksvldj8ZgupPq9WanTm4fft2FBcXIyYmppGiouo43+qGRE7k8ccfR4cOHRAWFobS0lJ8//33OHPmTLVnuhE1hLVr1+Lo0aMYNGgQFAoF/vjjD/zxxx+YNm2aXc8wJvs4fPgwli5dirFjx8LPzw/Hjx/HN998g5CQEJO5gdQ0MLEicqBhw4bhm2++wY4dO2AwGNCzZ0/ppAiixhIZGYl9+/bhww8/hFqtRvv27TFv3jyzE1aoaRBPUtm0aROuXbuGVq1a4a677sL8+fNrnRNHDU8mVO1fJCIiIqI64RwrIiIiIjthYkVERERkJ0ysiIiIiOyEiRURERGRnTCxIiIiIrITJlZEREREdsLEioiIiMhOmFgRERER2UmLq7xuNBpx9epVeHl5QSaTNXY4REREZAVBEFBWVoY2bdpALm+6/UItLrG6evUqRowY0dhhEBERUR38/vvvaNeuXWOHUa0Wl1h5eXkBuHFgvL29a9zXYDAgIyMDKpUKCoWiIcJrFGxn89IS2tkS2giwnc0N21k/paWlGDFihPQ93lS1uMRKHP7z9va2KrHy9PSEt7d3s38TsJ3NR0toZ0toI8B2Njdsp3009Wk8TXeQkoiIiMjJMLEiIiIishMmVkRERER2wsSKiIiIyE6YWBERERHZCRMrIiIiIjthYkVERERkJ0ysiIiIiOyEiRURERGRnTCxIiIiIrKTFrekTUtgNBqRnp6O/Px8BAUFITIyskmvBE5ERNRcNInE6vPPP8cnn3yCvLw8hIWF4eWXX4ZKpbK477fffouFCxeabFMqlThy5EhDhNrkJScnIzExEVlZWdDpdFAqlQgNDUVCQgJiY2MbOzwiIqJmrdETq507d2Lp0qVYvHgx+vXrhw0bNmD27NnYtWsXAgMDLd7G29sbu3btki439QUZG0pycjLi4+NRUlKCwMBAuLm5QavVIiMjA/Hx8UhKSmJyRURE5ECNPj60bt06TJ06FZMnT0bPnj2xePFiuLu7Y+vWrdXeRiaToXXr1tJfUFBQA0bcNBmNRiQmJqKkpATBwcHw8PCAXC6Hh4cHgoODUVJSgsTERBiNxsYOlYiIqNlq1B4rnU6HY8eOIT4+Xtoml8sxZMgQpKenV3s7tVqNW265BUajEb1798YzzzyDm266qdrH0Ol00uXS0lIAgMFggMFgqDE+8fra9msK0tLSkJmZicDAQLMePJlMhoCAAGRmZuLgwYOIiooyud6Z2lkfbGfz0RLaCLCdzQ3baZ/7beoaNbEqKiqCwWAwG/ILDAzEmTNnLN6mW7duePPNNxEaGoqSkhJ8+umnuPfee/Hjjz+iXbt2ZvsnJSVh1apVZtszMjLg6elpVZzOMH8rNTUVarUanp6eUKvVZtcbjUao1WqkpqZCoVBYvA9naKc9sJ3NR0toI8B2NjdsZ91Y+m5rihp9jpWtIiMjERkZaXJ53Lhx2Lx5M5566imz/ePj4zFr1izpcmlpKUaMGAGVSgVvb+8aH8tgMODIkSMIDw+vNhlpKgwGAzw9PaFQKODh4WF2vZh0xcTEICIiwuy2ztLO+mA7m4+W0EaA7Wxu2M76EUecmrpGTaz8/f2hUChQUFBgsr2goMDqeVOurq7o1asXLly4YPF6pVIJpVJptl2hUFh9wG3Zt7FER0cjLCwMGRkZCA4ONhkOFAQBhYWFUKlUiI6Orrb0gjO00x7YzuajJbQRYDubG7az7vfnDBp18rpSqUSfPn2QkpIibTMajUhJSTHplaqJwWDAyZMn0bp1a0eF6RTkcjkSEhLg4+OD7OxsqNVqafgvOzsbvr6+SEhIYD0rIiIiB2r0b9lZs2Zhy5Yt2LZtG06fPo1XX30V5eXlmDRpEgBgwYIFWL58ubT/qlWrsHfvXly8eBHHjh3Dc889h8uXL2PKlCmN1YQmIzY2FklJSVCpVCgrK0NOTg7KysqgUqmwevVqllogIiJysEafYzVu3DgUFhZixYoVyMvLQ69evbB27VppKDAnJ8ekl+X69et4+eWXkZeXh1atWqFPnz7YvHkzevbs2VhNaFJiY2MxcuRIVl4nIiJqBI2eWAFAXFwc4uLiLF63adMmk8svvPACXnjhhYYIy2nJ5XKzkgpERETkeOzGICIiIrITJlZEREREdsLEioiIiMhOmFgRERER2QkTKyIiIiI7YWJFREREZCdMrIiIiIjshIkVERERkZ0wsSIiIiKyEyZWRERERHbCxIqInIrRaERaWhpSUlKQlpYGo9HY2CEREUmaxFqBRETWSE5ORmJiIjIzM6FWq+Hp6YmwsDAkJCQgNja2scMjImKPFRE5h+TkZMTHxyMjIwM+Pj4ICgqCj48PMjIyEB8fj+Tk5MYOkYiIiRURNX1GoxGJiYkoKSlBcHAwPDw8IJfL4eHhgeDgYJSUlCAxMZHDgkTU6JhYEVGTl56ejqysLAQGBkImk5lcJ5PJEBAQgKysLKSnpzdShERENzCxIqImLz8/HzqdDm5ubhavd3d3h06nQ35+fgNHRkRkipPXySZGoxHp6enIz89HUFAQIiMjIZczPyfHCgoKglKphFarhYeHh9n1Go0GSqUSQUFBjRAdEdH/MLEiq4lnZGVlZUGn00GpVCI0NJRnZJHDRUZGIjQ0FBkZGQgODjYZDhQEAYWFhVCpVIiMjGzEKImIOBRIVqp8Rpa3tzfat28Pb29vnpFFDUIulyMhIQE+Pj7Izs6GWq2G0WiEWq1GdnY2fH19kZCQwN5TImp0/BSiWvGMLGoKYmNjkZSUBJVKhdLSUuTn56O0tBQqlQqrV69mrykRNQkcCqRa2XJGVlRUVCNFSS1BbGwsRo4ciYMHDyI1NRUxMTGIjo5mTxURNRlMrKhW1pyRVVRUxDOyqEHI5XJERUVBoVAgIiKCSRURNSn8RKJaVT4jyxKekUVERHQDEyuqlXhGVkFBAQRBMLlOPCMrNDSUZ2QREVGLx8SKasUzsoiIiKzDb0KySuUzssrKypCTk4OysjK7npFlNBqRlpaG3bt3Iy0tjWcZEhGR0+HkdbKaeEaWIyqvs/goERE1B0ysyCbiGVn2JBYfLSkpQWBgINzc3KDVaqXio0lJSUyuiIjIKXAokBoVi48SEVFzwsSKGpUtxUeJiIiaOiZW1KisKT6q0+lYfJSIiJwCEytqVCw+SkREzQkTK2pULD5KRETNCRMralQsPkpERM0Jv62o0TVE8VEiIqKGwDpW1CQ4svgoERFRQ2FiRU2GI4qPEhERNSR2BxARERHZCRMrIiIiIjupU2J18OBBzJ8/H9OmTUNubi4AYPv27Th48KBdgyMiIiJyJjYnVrt378bs2bPh7u6O48ePQ6fTAQBKS0uRlJRk9wCJiIiInIXNidVHH32ExYsXY8mSJXBx+d/c9/79++P48eN2DY6IiIjImdicWJ09exbR0dFm2318fHD9+nW7BEVERETkjGxOrIKCgnDhwgWz7WlpaejUqZNdgiIiIiJyRjYnVlOnTsUbb7yBf/75BzKZDLm5ufj+++/x1ltv4b777nNEjEREREROweYCoXPmzIHRaMTMmTNRXl6OuLg4KJVKPPTQQ5g+fbojYiQiIiJyCjYnVjKZDI8++ihmz56NCxcuQK1Wo0ePHvDy8nJEfEREREROo85L2iiVSvTs2dOesRARERE5NasSq8cff9zqO1y1alWdgyEiIiJyZlYlVj4+Po6Og4iIiMjpWZVYLV261NFxEBERETk9m8stzJgxw2Ih0NLSUsyYMaNOQXz++eeIjY1FeHg4pkyZgoyMDKtu9+OPPyI0NBRz586t0+MSERER2ZPNiVVqaioqKirMtmu1WqSlpdkcwM6dO7F06VI89thj2LZtG8LCwjB79mwUFBTUeLtLly7hrbfeslgFnoiIiKgxWH1WYGZmpvT/f//9F3l5edJlo9GIP//8E23btrU5gHXr1mHq1KmYPHkyAGDx4sX47bffsHXrVsyZM8fibQwGA+bPn4958+YhLS2NS+kQERFRk2B1YjVx4kTIZDLIZDI8+OCDZte7u7vjpZdesunBdTodjh07hvj4eGmbXC7HkCFDkJ6eXu3tPvjgAwQGBmLKlCm19pLpdDrodDrpcmlpKYAbyZnBYKjxtuL1te3n7NjO5qUltLMltBFgO5sbttM+99vUWZ1Y7dmzB4IgYPTo0fj6668REBAgXefq6orAwEAoFAqbHryoqAgGgwGBgYEm2wMDA3HmzBmLtzl48CC++eYbbN++3arHSEpKslgCIiMjA56enlbdx5EjR6zaz9mxnc1LS2hnS2gjwHY2N2xn3ajVarven6NYnVgFBwcDMB0SbGilpaVYsGABXn/9dZPEribx8fGYNWuWyX2MGDECKpUK3t7eNd7WYDDgyJEjCA8PtzlpdCZsZ/PSEtrZEtoIsJ3NDdtZP+KIU1Nnc+X1bdu2wd/fHyNHjgQALFu2DFu2bEHPnj2xfPlyKQGzhr+/PxQKhdlE9YKCAgQFBZntf/HiRWRnZ+PRRx+VthmNRgBA7969sWvXLnTu3NnkNkqlEkql0uy+FAqF1Qfcln2dGdvZvLSEdraENgJsZ3PDdtb9/pyBzWcFrl69Gm5ubgCA9PR0fP7553juuefg5+dnc70rpVKJPn36ICUlRdpmNBqRkpKCyMhIs/27d++OHTt2YPv27dJfbGwsBg4ciO3bt6Ndu3a2NoeIiIjIbmzusbpy5Qq6dOkCAPj1118xZswYTJs2Df3798f06dNtDmDWrFl4/vnn0bdvX6hUKmzYsAHl5eWYNGkSAGDBggVo27Ytnn32Wbi5uSEkJMTk9r6+vgBgtp2IiIioodmcWHl6eqK4uBgdOnTAvn37MHPmTACAm5sbtFqtzQGMGzcOhYWFWLFiBfLy8tCrVy+sXbtWGgrMycmBXG5zxxoRERFRg7M5sRoyZAheeukl9OrVC+fOncOIESMAAKdOnbJpflVlcXFxiIuLs3jdpk2barxtYmJinR6TiIiIyN5s7gp65ZVXEBERIfUy+fv7AwCOHTuGO+64w+4BEhERETkLm3usfH19sWjRIrPtTzzxhF0CIiIiInJWViVWmZmZCAkJgVwur7WOVVhYmF0CIyIiInI2ViVWEydOxL59+xAYGCgtbSMIgnS9eFkmk+HEiRMOC5aIiIioKbMqsdqzZ49U6XzPnj0ODYiIiIjIWVmVWFU+26+uZ/4RERERNXc2T14HgHPnzmH//v0oKCiQlpQRPf7443YJjIiIiMjZ2JxYbdmyBa+++ir8/f0RFBQEmUwmXSeTyZhYERERUYtlc2L10Ucf4amnnsKcOXMcEQ8RERGR07K5QOi1a9dw++23OyIWIiIiIqdmc2I1duxY7N271xGxEBERETk1q4YCN27cKP2/S5cueP/99/HPP/8gJCQELi6mdzFjxgz7RkhERETkJKxKrNavX29y2dPTE6mpqUhNTTXZLpPJmFgRERFRi2VVYpWcnOzoOIiIiIicns1zrC5evOiIOIiIiIicns3lFm699Va0a9cOAwYMQExMDGJiYtClSxdHxEZERETkVGxOrH7//Xfs378fBw4cwNq1a/Hyyy+jTZs2GDBgAAYNGoQpU6Y4Ik4iIiKiJs/mxKpt27aYMGECJkyYAODG8jarV6/Gjh07sHPnTiZWRERE1GLZnFiVl5cjLS1NOivw+PHj6N69Ox544AHExMQ4IkYiIiIip2BzYjVgwAD4+vrizjvvxP/93/8hOjoarVq1ckRsRERERE7F5sRq+PDhSEtLw48//oj8/Hzk5+cjJiYG3bp1c0R8RERERE7D5sTqww8/BABkZmbiwIED2LdvH95//30oFArExMRg+fLldg+SiIiIyBnYXMdKFBoaiv79+yMiIgLh4eEoLCzETz/9ZM/YiIiIiJyKzT1W69atw/79+3Ho0CGUlZUhNDQUAwYMwNSpUxEdHe2IGImIiIicgs2J1Q8//ICYmBhMmzYN0dHR8PHxcURcRERERE7H5sRq69atjoiDiIiIyOnVeY4VEREREZliYkVERERkJ0ysiIiIiOyEiRURERGRnTCxIiIiIrITq84KnDhxImQymVV3uG3btnoFREREROSsrEqsRo8eLf1fq9Xiiy++QM+ePREREQEA+Oeff3Dq1Cncf//9DgmSiIiIyBlYlVg9/vjj0v9ffPFFTJ8+HU899ZTJPitWrEBOTo5dgyMiIiJyJjbPsdq1axcmTpxotn3ChAn4+eef7RETERERkVOyObFyd3fHoUOHzLYfOnQIbm5udgmKiIiIyBnZvKTNgw8+iFdffRXHjx9HeHg4ACAjIwNbt27F3Llz7R4gERERkbOwObGaM2cOOnbsiI0bN+L7778HAHTv3h1vvvkmxo0bZ/cAiYiIiJyFzYkVAIwbN45JFBEREVEVdSoQev36dXz99df4z3/+g+LiYgDAsWPHkJuba8/YiIiIiJyKzT1WmZmZmDVrFnx8fJCdnY0pU6bAz88PP//8M3JycrBs2TJHxElERETU5NncY5WYmIi7774bP//8M5RKpbR9xIgROHjwoF2DoxuMRiPS0tKwe/dupKWlwWg0NnZIREREZIHNPVZHjhzBa6+9Zra9bdu2yMvLs0tQ9D/JyclITExEVlYWdDodlEolQkNDkZCQgNjY2MYOj4iIiCqxucdKqVSitLTUbPu5c+cQEBBgl6DohuTkZMTHxyMjIwPe3t5o3749vL29kZGRgfj4eCQnJzd2iERERFSJzYlVbGwsPvjgA1RUVEjbLl++jHfeeQe33XabXYNryYxGIxITE1FSUoLg4GB4eHhALpfDw8MDwcHBKCkpQWJiIocFiYiImhCbE6uEhASo1WoMGTIEWq0W06dPx2233QYvLy88/fTTjoixRUpPT0dWVhYCAwMhk8lMrpPJZAgICEBWVhbS09MbKUIiIiKqyuY5Vj4+Pli3bh0OHjyIrKwsqNVq9OnTB0OGDHFEfC1Wfn4+dDpdtcsEubu7o6ioCPn5+Q0cGREREVWnTgVCASA6OhrR0dH2jIUqCQoKglKphFarhYeHh9n1Go0GSqUSQUFBjRAdERERWWJVYrVx40ZMmzYNbm5u2LhxY437zpgxwy6BtXSRkZEIDQ1FRkYGgoODTYYDBUFAYWEhVCoVIiMjGzFKIiIiqsyqxGr9+vW488474ebmhvXr11e7n0wmY2JlJ3K5HAkJCYiPj0d2djYCAgLg7u4OjUaDwsJC+Pr6IiEhAXJ5nYrnExERkQNYlVh999138PHxAQCe4t+AYmNjkZSUJNWxKioqglKphEqlYh0rIiKiJsiqxComJgZ79+5FYGAgZsyYgVWrVsHX19fRsRFuJFcjR45Eeno68vPzERQUhMjISLv1VIlV3VNTU2EwGBAdHc1eMCIiojqyKrHy9PREcXExAgMDkZqaCr1eb9cgPv/8c3zyySfIy8tDWFgYXn75ZahUKov7/vzzz1i9ejUuXLgAvV6PLl26YNasWZg4caJdY2pK5HI5oqKi7H6/YlX3zMxMqNVqeHp6IiwsjL1hREREdWRVYjVkyBDMmDED3bt3BwA89thjcHV1tbhvbZPbq9q5cyeWLl2KxYsXo1+/ftiwYQNmz56NXbt2ITAw0Gz/Vq1a4dFHH0X37t3h6uqK//73v3jhhRcQGBiIm2++2abHbsnEqu4lJSUIDAyEp6cnFAqFVNU9KSmJyRUREZGNrEqs3n77bWzbtg0XLlzAgQMHcNNNN8Hd3d0uAaxbtw5Tp07F5MmTAQCLFy/Gb7/9hq1bt2LOnDlm+w8cONDk8oMPPojt27cjLS2NiZWVqlZ1l8lkUKvVUlX37OxsJCYmYuTIkRwWJCIisoFViZW7uzvuu+8+AMDRo0cxf/58u8yx0ul0OHbsGOLj46VtcrkcQ4YMsaqiuCAI+Pvvv3H27FnMnz+/2sfQ6XTSZXGdQ4PBAIPBUOP9i9fXtp+zSUtLQ2ZmplTVXRAEADeeT7Gqe2ZmJg4ePOiQIcjG0lyPZ1UtoZ0toY0A29ncsJ32ud+mzuYCoZs2bbLbgxcVFcFgMJgN+QUGBuLMmTPV3q6kpATDhw+HTqeDXC7HK6+8gqFDh1rcNykpCatWrTLbnpGRAU9PT6viPHLkiFX7OYvU1FRpTpVarZa2l5eXA7jRo6VWq5GamgqFQtFYYTpMczue1WkJ7WwJbQTYzuaG7aybyt9XTZlVidXSpUvx5JNPwtPTE0uXLq1x34ULF9olsJp4eXlh+/btUKvVSElJQWJiIjp16mQ2TAgA8fHxmDVrlnS5tLQUI0aMgEqlgre3d42PYzAYcOTIEYSHhzerBMNgMEhzqjw8PCAIAsrLy+Hh4SENC3p6eiImJgYRERGNHa7dNNfjWVVLaGdLaCPAdjY3bGf9iCNOTZ1VidXx48elMwGPHz9utwf39/eHQqFAQUGByfaCgoIal2qRy+Xo0qULAKBXr144ffo01qxZYzGxUiqVUCqVZtsVCoXVB9yWfZ1BdHQ0wsLCzKq6i8OCYlX35lp6obkdz+q0hHa2hDYCbGdzw3bW/f6cgVWJVeXhP3sOBSqVSvTp0wcpKSkYPXo0gBvDUCkpKYiLi7P6foxGo8k8KqqZparu4vAfq7oTERHVnc3fnAsXLrTYHadWq+s0DDhr1ixs2bIF27Ztw+nTp/Hqq6+ivLwckyZNAgAsWLAAy5cvl/ZPSkrCvn37cPHiRZw+fRqffvopvv/+e0yYMMHmx27JxKruKpUKpaWlyM/PR2lpKVQqFVavXs1SC0RERHVg8+T17du3Y/78+WbzkzQaDb777rta52BVNW7cOBQWFmLFihXIy8tDr169sHbtWmkoMCcnx6TnRK1WY/Hixbhy5Qrc3d3RvXt3vP322xg3bpytTWnxxKruBw8eRGpqKmJiYprt8B8REVFDsDqxKi0thSAIEAQBZWVlcHNzk64zGAz4448/EBAQUKcg4uLiqh36qzr0+PTTT+Ppp5+u0+OQObGqu0KhQEREBJMqIiKierA6sYqOjoZMJoNMJsOYMWPMrpfJZJg3b55dgyMiIiJyJlYnVhs3boQgCHjwwQexcuVKtGrVSrrO1dUVHTp0QNu2bR0SJBEREZEzsDqxiomJAQDs2bMH7du355ARERERURU2T14PDg7G9evXkZGRgYKCAmk5FNHEiRPtFRsRERGRU7E5sUpOTsb8+fOhVqvh7e0tFZcEbsyzYmJFRERELZXNidVbb72FyZMn45lnnoGHh4cjYiIiIiJySjZPlMrNzcWMGTOYVBERERFVYXNiNWzYsBazMjcRERGRLWweChwxYgTefvttnD59GiEhIXBxMb2LUaNG2S04IiIiImdic2L18ssvAwA++OADs+tkMhlOnDhR/6iIiIiInJDNiVVmZqYj4iAiIiJyejYnVpVptVqTNQPJOkajEenp6cjPz0dQUBAiIyNZcJWIiKgZsPnb3GAw4IMPPsDNN9+MyMhIXLx4EQDw3nvv4euvv7Z7gM1NcnIyxo4di0mTJmHmzJmYNGkSxo4di+Tk5MYOjYiIiOrJ5sTqo48+wrZt2/Dcc8/B1dVV2h4SEoJvvvnGrsE1N8nJyYiPj0dGRga8vb3Rvn17eHt7IyMjA/Hx8UyuiIiInJzNidV3332H119/HRMmTDAZvgoNDcWZM2fsGlxzYjQakZiYiJKSEgQHB8PDwwNyuRweHh4IDg5GSUkJEhMTYTQaGztUIiIiqqM6FQjt3Lmz2XZBEKDX6+0SVHOUnp6OrKwsBAYGmiwDBNw4mzIgIABZWVlIT09vpAiJiIiovmxOrHr27ImDBw+abd+1axd69epll6Cao/z8fOh0umon+7u7u0On0yE/P7+BIyMiIiJ7sfmswLlz5yIhIQG5ubkQBAE///wzzp49i+3btyMpKckRMTYLQUFBUCqV0Gq1FpcD0mg0UCqVCAoKaoToiIiIyB5s7rEaPXo0Vq9ejZSUFHh4eGDFihU4ffo0Vq9ejaFDhzoixmYhMjISoaGhKCgogCAIJtcJgoDCwkKEhoYiMjKykSIkIiKi+qpTHavo6GisW7fO3rE0a3K5HAkJCYiPj0d2djYCAgLg7u4OjUaDwsJC+Pr6IiEhgfWsiIiInBi/xRtQbGwskpKSoFKpUFZWhpycHJSVlUGlUmH16tWIjY1t7BCJiIioHqzqsRowYIDZmWzVSU1NrVdAzV1sbCxGjhzJyutERETNkFWJ1QsvvCD9v7i4GB999BGGDRuGiIgIAMDhw4exd+9ezJ071yFBNjdyuRxRUVGNHQYRERHZmVWJ1d133y39f968eXjiiScQFxcnbZsxYwY+++wz/PXXX5g5c6bdg2zpuLYgERGRc7D523nv3r24+eabzbbffPPNSElJsUtQ9D9cW5CIiMh52JxY+fn5Yc+ePWbb9+zZAz8/P3vERP8f1xYkIiJyLjaXW5g3bx5eeuklpKamQqVSAQAyMjLw559/4vXXX7d7gC1V1bUFxZMHxLUFs7OzkZiYiJEjR3JYkIiIqImwObGaNGkSevTogY0bN+KXX34BAHTv3h1ffPEF+vXrZ/cAWypb1hbkRHgiIqKmoU4FQvv164fly5fbOxaqxJq1BYuKiri2IBERURNiVWJVWloKb29v6f81Efej+uHagkRERM7H6gKhe/fuRWBgIKKjoy0WCxUEATKZDCdOnLB7kC2RuLZgRkaGyRwr4H9rC6pUKq4tSERE1IRYlVht2LABrVq1AgBs3LjRoQHRDfVZW5B1r4iIiBqHVYlVTEyMxf+TY4lrCyYmJiIrKwtFRUVQKpVQqVRISEiwuLZgcnKytL9Op4NSqURoaGi1+xMREZH91GnyOjUcW9YWFOtelZSUIDAwEG5ubtBqtVLdq6SkJCZXREREDsTEyglYs7Yg614RERE1Pn7DNhO21L0iIiIix7ApsRIEAZcvX4ZWq3VUPFRH1tS90ul0rHtFRETkQDYnVrfddhtycnIcFQ/VUeW6V5aw7hUREZHj2ZRYyeVydOnSBcXFxQ4Kh+pKrHtVUFAAQRBMrhPrXoWGhrLuFRERkQPZPMfq2WefxbJly3Dy5ElHxEN1JNa98vHxQXZ2NtRqNYxGI9RqNbKzs2use0VERET2YfNZgc8//zzKy8tx1113wdXVFe7u7ibXp6am2i04sk1d6l4RERGR/dicWL3wwguOiIPsxJa6V0RERGRfNidWd999tyPiIDuypu4VERER2V+dujEuXLiAd999F8888wwKCgoAAL///jtOnTpl1+Co6TEajUhLS8Pu3buRlpYGo9HY2CFZRYw7JSXFqeImIiLnYnNilZqaijvvvBMZGRn4+eefoVarAQBZWVlYuXKl3QOkpiM5ORljx47FpEmTMHPmTEyaNAljx45FcnJyY4dWIzHue+65B6+++iruuecep4ibiIicj82J1fLly/HUU09h3bp1cHV1lbYPGjQIhw8ftmds1ISI6xBmZGTA29sb7du3h7e3t7QOYVNNUirH7ePjg6CgIPj4+DT5uImIyDnZnFidPHkSo0ePNtseEBCAoqIiuwRFTUvVdQg9PDwgl8uldQhLSkqQmJjY5IbXKsfdoUMHqfyE0WhEhw4dmmzcRETkvGxOrHx8fJCXl2e2/cSJE2jbtq1dgqKmxVnXIRTjdnd3x7///ovTp0/j8uXLOH36NP7991+4ubk1ybiJiMh52ZxY3XHHHXjnnXeQl5cHmUwmTQp+6623MHHiRAeESI3NWdchzM/PR0lJCa5cuYLy8nIoFAq4uLhAoVCgvLwcubm5KCkpaXJxExGR87I5sXr66afRvXt3jBw5Emq1GnfccQfi4uIQGRmJRx991BExUiNz1nUIAwICoFarodfr4erqCrlcDplMBrlcDldXV+j1eqjVagQEBDR2qERE1EzYXMdKqVRiyZIlmDt3Lk6dOoWysjL07t0bXbt2dUB41BSI6xBmZGQgODjYZDhQXIdQpVKZrUNoNBobvVCpGKulIUxL24mIiOrD5sRK1KFDB7Rv3x5A/b+cPv/8c3zyySfIy8tDWFgYXn75ZahUKov7btmyBdu3b5dqZvXp0wfPPPNMtftT/YnrEMbHxyM7OxsBAQFwd3eHRqNBYWGhxXUIk5OTpaV1dDodlEolQkNDG3RpncLCQnh6eqK0tBQ6nQ4uLi4QBAFGoxF6vR4KhQKenp4oLCxskHiIiKj5q1P3wddff43x48cjPDwc4eHhGD9+PL7++us6BbBz504sXboUjz32GLZt24awsDDMnj1bKjxa1f79+3HHHXdg48aN2Lx5M9q3b4+HHnoIubm5dXp8so64DqFKpUJZWRlycnJQVlYGlUqF1atXmyRLTaU0Q1BQkPT4Hh4eMBgM0Ov1MBgM8PDwkOJqakOYRETkvGzusXr//fexfv16xMXFISIiAgBw+PBhvPnmm7h8+TKefPJJm+5v3bp1mDp1KiZPngwAWLx4MX777Tds3boVc+bMMdt/+fLlJpeXLFmC3bt3IyUlhZPnHcyadQirlmYQezPF0gzZ2dlITEzEyJEjHT4sWHkI86abboJarUZZWRm8vLzg6emJ7Oxsi0OYREREdWVzYvXll1/i9ddfx/jx46Vto0aNQmhoKF5//XWbEiudTodjx44hPj5e2iaXyzFkyBCrT4EvLy+HXq9Hq1atqn0MnU4nXS4tLQUAGAwGGAyGGu9bvL62/Zydre0UE2rgxhyryrdLS0tDZmZmjaUZMjMzcfDgwQZZz/C5557D3LlzkZ2dDX9/f3h6egIAsrOz4ePjg+eee86sDc6uJbxuW0IbAbazuWE77XO/TZ3NiZVer0ffvn3Ntvfp08fmRhcVFcFgMCAwMNBke2BgIM6cOWPVfbzzzjto06YNhgwZYvH6pKQkrFq1ymx7RkaG9CVbmyNHjli1n7OzRztTU1OhVqvh6ekpLXdUmVikMzU1FQqFot6PV5uAgAA8++yzWL9+Pc6fP4+Kigq4urqia9eumDlzJgICAprtigEt4XXbEtoIsJ3NDdtZN5a+U5oimxOru+66C19++SUWLlxosn3Lli2488477RaYNdasWYOdO3di48aN1dZYio+Px6xZs6TLpaWlGDFiBFQqFby9vWu8f4PBgCNHjiA8PLxBkoDGYs92GgwGeHp6QqFQwMPDw+x6MemKiYkx6flypIiICMyePRtpaWk4ePAgoqOjERUV1eBnKDaUlvC6bQltBNjO5obtrB9xxKmpq9NZgd988w327duHfv36AbjR+3P58mVMnDgRS5culfarmnxV5e/vD4VCYTZRvaCgoNYJxZ988gnWrFmDdevWISwsrNr9lEollEql2XaFQmH1AbdlX2dmj3ZGR0cjLCys1tIM0dHRDZrYKBQKDBgwAK6uroiIiODxbCZaQhsBtrO5YTvrfn/OoE5rBfbu3Rv+/v64cOECLly4AD8/P/Tu3RsnT57E8ePHcfz4cZw4caLW+1IqlejTpw9SUlKkbUajESkpKTVOKP7444/x4YcfYu3atQgPD7e1CeRAYmkGHx8fZGdnS2vzqdVqZGdnWyzNQERE1FzY3GO1adMmuwYwa9YsPP/88+jbty9UKhU2bNiA8vJyTJo0CQCwYMECtG3bFs8++yyAG8N/K1aswPLlyxEcHCytW+jp6QkvLy+7xkZ1I5ZmEOtYFRUVQalUQqVSNWgdKyIiooZW5wKh9jJu3DgUFhZixYoVyMvLQ69evbB27VppKDAnJ8ekd2Pz5s2oqKjAE088YXI/jz/+OObNm9egsVP1rCnN0Fw0hQrzRETUNDR6YgUAcXFxiIuLs3hd1R6yhiouSfUnl8sbpKRCY2oKFeaJiJoSvV4PF5cmkV40ipbbcqJ6EivMl5SUIDAwEG5ubtBqtVKF+aSkJCZXRNSsCYIAnU4HjUYDrVYr/avX6xs7tEbDxMoJcKip6WlKFeaJiBqK0WiERqMxSaQMBgMEQYAgCAAg/dtSWZ1YicMc1LA41NQ0paenIysrq8YK81lZWUhPT2/2w6FE1HxVVFSY9ERpNBopiWrpCVR1rE6soqKiEBERgYEDB2LQoEHo168fXF1dHRlbi9cUh5rYe3ZDfn4+dDpdtYVp3d3dUVRUhPz8/AaOjIiobgwGA7RarcmfXq+HIAgwGo2NHZ7TsDqxWrx4MVJTU/Htt99i1apVcHd3R2RkJAYNGoSBAwc2+0qyDa0pDjWx9+x/goKCoFQqodVqLVaY12g0UCqVtRa6JSJqDEajETqdziSJ0ul07I2yA6sTq0mTJkm1pS5evIj9+/fjwIED2Lx5M9577z14eHggOjoaa9ascViwLUlTG2pqir1njSkyMhKhoaG1VpivqdAtEVFDECeYV+2NYhLlGHWavN6pUyd06tQJ99xzDy5evIhvvvkGn332Gf788097x9diNaWhpqbYe9bYxArz8fHxyM7ORkBAANzd3aHRaFBYWMgK80TUaMTeJ/FfjUYDo9HIJKqB2JxYXb58Gfv370dqair279+PoqIiRERE4KGHHkJMTIwjYmyRmtJQU1PrPWsqWGGeiBqbOLlcTKQsnaVHDcvqxGrhwoVITU3FtWvX0L9/f0RHR2Pq1KkIDw9v0YXAHKUpDTU1pd6zpqYlVZgnosal1+tN5kNxcnnTZHVGtG3bNnTo0AGPPPIIBg8ejN69e5v1XpD91Geoyd5n7jWl3rOmqCVUmCeihmUwGMzmRVVUVHBelBOwOrHauXOnNAS4bt066HQ6REVFYcCAAYiJiUGfPn34K93O6jLU5Igz95pS7xkRUXMjCILZxHKeoee8rE6sunfvju7du+O+++4DAPz777/SPKtPP/0UWq0WUVFRSEpKcliwLZEtQ02OOnOvOUzUNhqNSEtLQ2pqKgwGA6Kjo5t0vETUPLm4uECn05kM67HoZvNS58lRPXv2hJ+fH1q1aoVWrVrhxx9/xB9//GHP2Oj/s2aoydFn7jnzRG2xFy8zMxNqtRqenp4ICwtr8nETkfPT6XTSkJ5arcbly5fh4eEBmUzGJKqZsimxKigowP79+6UhwXPnzsHV1RUqlQozZ87EwIEDHRUn1aIhztxzxonaVXvxPD09oVAoWmz9LSJynMpn6IllDgwGg1TqwGAwoLy8HAaDgQW1mzGrE6vbb78d586dg0KhQHh4OMaMGYOBAweif//+1Z4tRg2noc7cc6aJ2pZ68dRqdYuuv0VE9lHT8i8c0mvZrE6sRo8ejYEDByIqKsrimWHUuHjmnjnW3yIiezAajWZlDji5nKpjdWL17LPPWtwuTsDz8vKyW1BkO565Z471t4jIVlz+herL6vGP5ORkfPvttybbPvroI0RGRmLAgAF46KGHcO3aNbsHSNYRz9zz8fFBdnY21Go1jEYj1Go1srOzneLMPXur3ItnSUvsxSMiU1qtFiUlJcjPz0d2djbOnj2LixcvIjc3F0VFRVCr1SbzpIhqY/W37Lp161BeXi5dPnToEFasWIG5c+fivffeQ05ODj788EOHBEnWEc/cU6lUKCsrQ05ODsrKyqBSqbB69Wq7TNIWyxbs3r0baWlpTbrar9iLV1BQYPaBKPbihYaGtqhePKKWrKKiAqWlpSgsLEROTo6URF25cgWFhYUoKyuDXq9nEkX1YvVQ4L///mvyBbR7924MGTIEjz76KADAzc0Nb7zxBhYuXGj/KMlqsbGxGD58ODZv3ozz58+jS5cuuPfee+2y7JAjio86kqX6W2IvnrPU3yIi2xiNRlRUVJj96XQ6KWFqyj8IyflZ/W1bVlYGPz8/6XJaWhrGjh0rXe7ZsyeuXr1q1+DIdpaSn40bN9Y7+XFU8VFHq1x/q3IdK2eov0VE1bOUPIl/ledCseeJGprViVXbtm1x+vRpdOjQAWVlZcjMzDTpnSouLoa7u7tDgiTrOCr5cXTxUUcT628dPHgQqampiImJYeV1IidgMBiq7X2qPJmcyRM1JVYnVmPHjsWbb76J+Ph4/PHHH2jdujUiIiKk648ePYpu3bo5IkaygiOTn+ZQtkCsv6VQKBAREcGkiqiJEM/CMxqNuHbtmpRM6XQ6GAwGJk/kdKxOrB577DHk5ubijTfeQFBQEN5++22TyrE//PADbrnlFocESbVzZPLDsgVEVF96vb7a3ieDwYCcnBz4+PjwRw85PasTK3d3dyxbtqza6zdt2mSXgKhuHJn8sPgoEVmj8sRxcaHhqhPHLfU+GQwGqWo5kbOr/6li1CQ4Mvlh8VEiEgmCICVPlXuhxESKE8eppWNi1Uw4MvmxVLbA3d0dGo2GZQuImim9Xm9x+I4Tx4lqxsSqmXB08lO5bEFWVhaKioqgVCpZtoDIyYmTxyuvgceJ40R1x8SqGXF08iOWLUhPT0d+fj6CgoIQGRnJnioiJyEIgtlCwlqt1mT+ExHVj1WJVUxMDHbt2oWAgAAsXLgQL774Iry9vR0dG9WBo5MfsWwBETVtRqPRLIHiYsJEjmdVYlVRUYGysjIEBARg+/bteO655xwdF9UDkx+iloVJFFHTYVViFRERgblz56Jv374QBAFLliyp9rT+pUuX2jVAIiL6HyZRRE2bVYnV22+/jfXr1+PChQuQyWQoKSmBVqt1dGxERC2aIAiQyWS4du0a9Hq9lEgxiSJquqxKrIKCgjB//nwAN+bwLFu2DP7+/g4NjIiopTEajdBoNNBoNNBqtSgrK8Ply5fh6enJk0SInITNZwUmJyc7Ig4iohbHYDCgvLwcWq1WSqgq90YZDAapbhQROYc6lVtITU3Fp59+itOnTwMAevTogYcffhjR0dF2DY6IqDmpqKgwSaLEYT2j0djYoRGRndjct/zdd99h1qxZcHd3x/Tp0zF9+nS4u7tj5syZ2LFjhyNiJCJySjqdDiUlJbh69SouXLiACxcuICcnB4WFhVCr1TAYDEyqiJoZm3usVq9ejeeeew4zZ86Uts2YMQPr1q3Dhx9+iDvvvNOe8REROY3KvVEajQZ6vV4qvklELYPNidXFixdxyy23mG2PjY3Ff/7zH7sERUTkDMREqry8XEqkeLYeUctmc2LVvn17pKSkoEuXLibb//rrL7Rv395ugRE5C6PRyGV+WoiKigopkSovL0dFRQUTKSIyYXNiNWvWLCxZsgQnTpxAZGQkAODQoUPYtm0bXnzxRbsHSNSUJScnS2sz6nQ6KJVKhIaGcmHqZsJoNEq9UeLZexzaI6qe0WhEVlYW8vPzYTAYEB0d3eJ+aNqcWN1///1o3bo1Pv30U+zatQsA0L17d7z77rsYPXq03QMkaqqSk5MRHx+PkpISBAYGws3NDVqtFhkZGYiPj0dSUhKTKyek1WqhVqulZMpoNHKCOZEVUlJSsGbNGhQWFsLT0xN5eXkICwtrcT8061Ru4dZbb8Wtt95q71iInIbRaERiYiJKSkoQHBwMmUwGAPDw8EBwcDCys7ORmJiIkSNHtrhfa86moqJCGtorLy/nPCmiOkhJScGiRYtQVlaGLl26wM/PDxqNpkX+0KxTYkXU0qWnpyMrKwuBgYFSUiWSyWQICAhAVlYW0tPTuSB2EyEW29TpdKioqJD+L5Y8YCJFVDdGoxFr1qxBWVkZ2rZtCzc3N8jl8hb7Q5OJFVEd5OfnQ6fTVbsYubu7O4qKipCfn9/AkRFwY409sQCn+Fd5ojmTKCL7OX78OM6ePQs/Pz/+0AQTK6I6CQoKglKphFarhYeHh9n1Go0GSqUSQUFBjRBdy1D5A1yv10sJlFhDSuyFYhJF5FhFRUWoqKiAUqm0eH1L+6HJxIqoDiIjIxEaGoqMjAyTOVbAjd6SwsJCqFQq6cxZsg+j0Qi9Xi8N4+Xl5UnDelwahqhx+Pv7w9XVFTqdDu7u7mbXt7QfmvVKrMRfglW7/oiaO7lcjoSEBMTHxyM7OxsBAQFwd3eHRqNBYWEhfH19kZCQ0CLmE9iTwWCQhu0MBoP0p9frUVFRIfVCGQwG5ObmolWrVlAoFI0dNlGL1rt3b3Tr1g1ZWVlo27atyXUt8YdmnT71t2/fjjvvvBMqlQoqlQp33nkntm/fbufQSGQ0GpGWlobdu3cjLS2Nv8qbiNjYWCQlJUGlUqGsrAw5OTkoKyuDSqXC6tWrW8wZMHWl1+uh0WhQUlKCvLw8XLp0CefOncPly5dx9epV5Ofno6ioCNevX4darZaSLbH8gcFgaOwmEBFu/NCcM2cOvLy8kJubKw3Fq9VqZGdnt7gfmjb3WK1btw7vv/8+HnjgATz11FMAgLS0NLz66qsoLi42WUOQ6s/RBSjFpC01NbXFFnOrj9jYWIwcOZKV16sh9jSJ/4r/1+l0JnOgOA+KyLkNHjwYr732mlTHSiaTobS0FCqVinWsarNp0ya8+uqrmDhxorRt1KhRuOmmm7By5UomVnbk6AKUYtKWmZkJtVoNT0/PFlnMrb7kcnmTOdOlMRJlvV5vkjgxeSJqmQYPHoyBAwdKldfDw8Nb5I91mxOrvLw8i+OkkZGRyMvLs0tQ5PgClFWTNk9PTygUihZZzK25cGSibDAYTBKmyomUwWAwSZyYQBG1XHK5HGFhYSgtLUVERESLS6qAOsyx6tKlC3766Sez7Tt37kTXrl1tDuDzzz9HbGwswsPDMWXKFGRkZFS776lTpzBv3jzExsYiNDQU69evt/nxnIUtBShtVTVp8/DwMCnmVlJSgsTERM7lciJiopyRkQEfHx8EBQXBx8dHSpSTk5NrvQ+j0QitVovS0lIUFRXh6tWryM7Oxrlz53Du3DlcunQJOTk5KCgoQHFxMcrKyswKbDKpIqKWzuYeq3nz5uHpp5/GgQMH0L9/fwA3FmH++++/8d5779l0Xzt37sTSpUuxePFi9OvXDxs2bMDs2bOxa9cuBAYGmu1fXl6Ojh07YuzYsVi6dKmtoTsVRxagZNXw5sVS76ZarYaHhwe6deuGvLw8fPDBBxg5ciQEQTCZ9yT+idXI2fNERFQ/NidWY8aMwZYtW7B+/Xrs2bMHwI1FmL/++mv07t3bpvtat24dpk6dismTJwMAFi9ejN9++w1bt27FnDlzzPYXz0IEgOXLl9saulNxZAFKVg1vXsREuV27dvDy8oKbmxt8fX3h4+MDQRDg7e2NnJwc/PLLL+jZs6dJ4sTkiYjIvupUx6pv375455136vXAOp0Ox44dQ3x8vLRNLpdjyJAhdRrequlxdDqddLm0tBQApPo4NRGvb4zTulUqFUJCQnDkyJFqC1CGh4dDpVLZHJ9YzE1M2ip/0cpkMmg0Gri6usLf39/svo1Go9OeAdeYx9NRxNdC+/bt0bp1a8hkMmi1WqlEgU6ng1arxdWrV3HhwgV07ty5sUO2i+Z4LC1hO5uXltJOkb3b6SzPm1WJVWlpKby9vaX/10TcrzZFRUUwGAxmQ36BgYE4c+aMVfdhjaSkJKxatcpse0ZGBjw9Pa26jyNHjtgtHltMnjwZWVlZOH/+PHx9faFUKqHT6XD9+nV4enpi8uTJNc5Jq45MJkOHDh3w77//Sl/GwI2hVkEQkJeXh549e0Imk+Hw4cPS7Q4cOID169fj/PnzqKiogKurK7p06YKZM2diwIAB9mq2wzXW8awLuVwOmUwGmUwGvV5vUixTHL47c+YM8vLyUFBQAABmc+PEHxbFxcU4ceJEg7fBkU6ePNnYITQItrN5ae7tdHV1RYcOHez+WatWq+16f45iVWI1YMAA7N27F4GBgYiOjrZYaV3s7WhqH9zx8fGYNWuWdLm0tBQjRoyASqWqNQk0GAw4cuQIwsPDG6W6c0REBHr06IFly5YhKysL5eXlcHV1RWRkJBYsWFCvM71ef/11zJ07F0VFRfD395eOn3j59ddfl+bQATcmRy9fvtys9MO5c+ewfPlyfPjhh03+LMLGPp62MBgM0pp34mLC1U0Q79KlC7744gucPHlSqnqs0WikpSWuXbuGkJAQjBs3zml6F2tjMBhw8uRJhISENPljWR9sZ/PSUtoJ3EiC7P1ZW1vHTlNhVWK1YcMGtGrVCgCwceNGuzywv78/FAqF9CtbVFBQYNf1hJRKpcWFIRUKhdUH3JZ97e3WW2/FqFGj7D78duuttyIpKcns9HxLxdyMRiPefvvtGks/vP322xg1apRTfHE35vGsSUVFBcrKylBWVgaNRmO29p3Yc1WVQqFAfHw8Fi1aJC3zIggCNBoNrl27Bm9vb8THx8PV1bUhm9MgmuqxtDe2s3lp7u0Uf/zZu53O8pxZlVjFxMRI/+/YsSPat29v9gEvCAJycnKsfmClUok+ffogJSUFo0ePBnDjCzwlJQVxcXFW309Tc+3aNRgMBri4uEh/1a34bS1HFaAUq4YfPHgQqampiImJsVjMjWcR2p8gCCbDeWq1WloGoi4TyitXPT5z5ozUYxUaGoo5c+Zg8ODBDmgFERFVZfPk9VGjRknDgpUVFxdj1KhRNg0Fzpo1C88//zz69u0LlUqFDRs2oLy8HJMmTQIALFiwAG3btsWzzz4L4MZckdOnT0v/z83NxYkTJ+Dp6YkuXbrY2hSHEHsJxN4FmUwGuVwONzc36c/V1RVyuVz6a8xFrMWkTaFQVFvMraHOInTmifE1MRgM0iRy8WQKsSo5YL+z88Sqx0ePHkVGRgZUKhX69u3bLJ5DIiJnYXNiJc7FqUqtVlf7xVudcePGobCwECtWrEBeXh569eqFtWvXSkOBOTk5Jl8KV69eNVlK59NPP8Wnn36KmJgYbNq0ydamOFTlL0uxanVpaalJwiWSyWRQKBRwdXWVerlcXV2lYczGTLwAx5Z+ECUnJ2Pp0qU4evQotFot3Nzc0LdvXyxcuLDJz92qzGg0SkmU+KfT6RpsWRe5XI4+ffpALpejV69eTKqIiBqY1YmVWJBTJpPhvffeM/mCNRgMyMjIQFhYmM0BxMXFVTv0VzVZ6tixI7Kysmx+jKakui9XvV4PrVYrXbbU26VUKk16vBpKZGQkQkNDkZGRUW3pB5VKZXGpI2skJydjxowZyMvLk4bCZDIZ/vjjD5w4cQIbN25sUsmV0Wg0KbBZ+f9arZZr4xERtWBWJ1bHjx8HcOOL9OTJkyYTYZVKJcLCwvDQQw/ZP8IWSvxiNhqN0Ov1KCsrM+ntEhMtV1dXqafL1dXVIZP75HI5EhISEB8fj+zsbAQEBMDd3R0ajQaFhYXw9fVFQkJCnZI9o9GIBQsW4MqVKwBunKYrk8mkOUhXrlzBggULkJqa2uC9L5XnQFVdYJhFNhuP0WjEsWPHkJGRAaPRyOFOImpSrE6sxN6jhQsX4sUXX7S6XhXZT+UvcbVaDbVaLfUeiQmXQqEwmTgvnpUhl8ul/1s6U6O2L6bY2FjpLMKsrCwUFRVBqVRaPIvQFmlpaTh27BgAmAwli8mjVqvFsWPHkJaWZpdaWWK7K9eDqlwfSiwcq9frTcobMHlqGlJSUswm6Hfv3p0T9ImoybB5jlVzX6PP2VRd102cKC2qnHhV3iaTyaTkSyaToaysDIWFhXBxcTGZWF85KRPPIjxy5AgKCgoQEBAAlUpVr96CAwcOAAC8vLykWCo/tkwmg9FoxJEjRxAZGSklO0aj0eIi0ZUTocr7ivPcCgoKcP78ebM18eqTOBmNRhw/flyqAda7d2/2oDhASkoKFi1ahLKyMvj5+UmLh2dlZWHRokV47bXXmFwRUaOr05I2R44cwU8//YScnBxUVFSYXGepyjk1npoW1NXr9QBuJGNXr15FYGAgXFz+95KwlJTJ5XL4+fkhICAAcrkcV65cMakOXlMiV/V+AcDFxQWdO3e2OG9M7DkqLy+XEqLq2lK1vZa2GQwGXLt2DVqt1m5DpmIPytmzZ6Vq9N26dWMPip0ZjUasWbMGZWVlaNu2LWQyGcrLy+Hu7o62bdsiNzcXa9aswcCBA5nUElGjsjmx+vHHH/H8889j2LBh2Lt3L4YNG4azZ8+ioKAAt956qyNiJAeqab6KpSSlvms1VT3DMSgoCJcvX4Zer4eLi4tZj1NFRQUUCgW6devW5NaJqtqDIi45xB4U+zt+/DjOnj0LPz8/i7XUWrVqhbNnz+L48ePo27dvI0VJRFSHxGr16tVYuHAhHnjgAURGRuLFF19Ex44dsWjRIrRu3doRMZKNrB2aqst8lfoOe1VN1nr37o0uXbrgxIkTUhIlTl4XE6mQkJAm92VpqQcFAHtQHKSoqAgVFRXVFtt1c3PD9evXUVRU1MCRERGZsjmxunjxIkaMGAHgxtmA4gTqmTNn4sEHH8QTTzxh9yDJetYOTdVlvoojhr3kcjmee+45LFiwQFqYu/J1/v7+eO6555pccsIelIbl7+8PV1dX6HQ6aQ3EyrRaLVxdXeHv798I0RER/Y/N31a+vr4oKysDALRp0wanTp0CAFy/fh3l5eX2jY5sIiZLWVlZ8PT0ROvWreHp6SklSykpKQDMe1vc3d0hk8mk3paysjKsWbPGZHK4tfddF4MHD8ayZcsQHR0Nf39/eHl5wd/fH9HR0Vi2bFmTHE6zpgeloqKCPSh20rt3b3Tr1g3FxcVmvZ6CIODatWvo1q0bevfu3UgREhHdYHOP1YABA/DXX38hNDQUY8eOxRtvvIG///4bf/31V5P8AmwpbBmasrW3pSGGvcTlWJzl7Dr2oDQsuVyOOXPmmC00XV5eLi00PWfOnCb7eiGilsPmxOrll1+WKoQ/+uijcHV1xaFDh3Dbbbfh0UcftXuAZB1bkiVb56s01LCXXC53mmEzsQclKyvLJNkE/teDEhoayh4UO+JC00TkDGxOrPz8/KT/i78iRRqNxi5Bke1sSZZs7W3hxGFzlnpQxIKm7EFxHC40TURNnV0+jXQ6HdatW4dRo0bZ4+6oDionS5ZUTpZsna9iy31XZjQacfToUfz55584evSoxYKezkzsQQkNDUV5eTny8vJQXl6O0NBQLF68mD0oDiIuNB0RESEtOE1E1FRY3WOl0+mwcuVK7Nu3D0qlEg8//DBGjx6NrVu34t1334VCocCDDz7oyFipBrYMTdk6X6Uuw14tpXCms80NIyIix7L60//999/Hl19+iY4dO+LSpUt48skn8fLLL2P9+vVYuHAhkpOTTYYFqWGJyZKXlxdyc3NRXl4Oo9GI8vJy5ObmmiVLlXtb1Go1ioqKoFarLfa22HrfjjyDsCkS54bdfPPNHJYiImrhrO6x2rVrF9566y2MGjUKJ0+exIQJE6DX6/H999+bTWhuibKzs/HKK6/gzJkzMBqNJku8iGvfVd1W0z6W/i9+Ydd0WaVS4fDhw7h69SoMBgMUCgX8/f0RFRWFf/75B0eOHDG5zc0334yQkBBcvnwZHTt2RIcOHXD27FmcO3fOLMZbb70Vv//+O/Ly8mAwGODi4oI2bdpg1KhRKC4uxq5duwAAH374IYqKiuDn54eKigpp2SMvLy8UFRVh2bJlmD9/vlQMtGpba3quamp7bbcRBAHXr19HcXExXF1dLd5ndceHiIjIGlYnVrm5udIZWyEhIVAqlZg5cya/dP6/l156CevXr2/sMCwqLS3FxYsXHXLfxcXFOHnypMXrSkpKLG4/fvw4HnroIYfE4yi2JLc1Jc+1JXLWJOC1JZnioto+Pj5S8mptAlmfdtmrndbEIAgCrly5gpMnT5ok6NXdpr7Hy5bb1NZeW54/g8EAg8EAo9EobSeips3qxMpgMMDV1VW6rFAo4Onp6ZCgnE1ycjL++OOPxg6DHEiceN/U1iuklqemhA6A9H9bfgTYktxWdx+WYqgtgaycLJaUlMDPz8+qxLWu7bTnD4mansfqbiMIArKzs5Gbm2v2o6euP6qsbUddfsDU9GOBSX71rE6sBEFAQkKCdMq9TqfDq6++Cg8PD5P9Vq1aZd8Im7jk5GTEx8ejtLQUN910E5RKJXJzc6FWq+Hm5oaxY8eia9euMBqN0h8AaZFh8V8AJpcrL0Rc9bKl/1d3f9XtU/lPr9ejpKQE3t7eJmv02RKj+H+1Wo2LFy+a/boWzz4U9w0MDISrqysEQYBGo8G1a9ekX+Xi/oIgQCa7URFeLpdbfE6qxkTU3FV+jxI1puqSM4VCgeHDh2P79u1QKBSNHGXDszqxuvvuu00uT5gwwe7BOBuj0YjExESUlJSgY8eO8Pb2hq+vL4AbH365ubk4f/48Fi1aJL3wmiKDwYATJ06gV69e9X4TGI1GzJ49u9ozCHNzcxEaGopPPvkEcrnc5v1rU10SaTQaodfrkZmZiZCQEMhksloTT1sSWvF5rOm+xOenasJaW/JrKSGv6TYGgwGXL1+Wns+qj2dN0l5dmy21Q7xsze2rJu3V/dCw5sdDWVmZVIfN2ttY+1xXTtotJfG1tYNJPrUENfXk//TTTzh48CCGDBnS0GE1OqsTq6VLlzoyDqeUnp6OrKwsBAYGmnWLymQtcyFeudy2wpmVq7oDQHl5OfR6PVxcXODu7m7zc1i5i7pqkmgwGODh4QFvb+9m/SvKnolyU+UMbbSU2NmSxIq9ySdPnkSPHj2kJNna3mox0RcvW+qtrrqt6m1q662umkhWfhxrk13x3ytXriAoKMjkx4ClOCz9gLH2x0ht7bDmfq354VE1xsr7lJeXQ6lUmmyr7hhZ2w5rfvg1tM6dO6NXr16N8tiNzebK6/Q/+fn50Ol0cHNzs3h9S6xIDpguPXL27Flcv34drq6uFpceEau6V1RU4MqVK9BqtRCEG0OAbm5uCAwM5GLG5JQqz0mpK4PBgMLCQnTo0KHJJpD24AyJsj00VjtrSmprS56tSYqrJogAEBQUJI3gtDRMrOohKCgISqUSWq3WbK4Z0LIX4rW2cKa/vz+MRiMuX74MQRCkCZ2CcGPu1eXLl+Hr69sin0MiInuoqSffEQRBQGlpqcMfp6liYlUPkZGRCA0NRUZGBoKDg02uEwQuxCuX176oclhYGAwGA/R6Pdzc3KQ3v/hBoNVqYTAYEBYW1hAhExER1UvTnVHtBORyORISEuDj44Ps7Gyo1WppDN1SRXIyl5mZCYVCARcXF+j1eqluj5hsubi4QKFQIDMzs7FDJSIiqhW/8espNjYWSUlJUKlUUKvVyM/P50K8NigqKoJcLkdAQAAEQZDmW1VUVEAQBAQEBEAul3OOFREROQWbhwK3bdsGf39/jBw5EgCwbNkybNmyBT179sTy5cvNhsRagtjYWIwcORL//PMPLl26hIqKCqdZiNdoNOLYsWPIyMiA0Whs8LXuxDlWxcXFkMlkJkVojUYjCgsLOceKiIichs2J1erVq/Hqq68CuFFu4IsvvsDChQvx3//+F0uXLm1xBUJFcrkckZGR6NChA65du2bX+zYajbVOAq+LlJQUrFmzBmfOnIFGo4G7uzu6d+9uduaeI1U3xwq48Zzaa45VYyeQRETUMticWF25cgVdunQBAPz666+47bbbMG3aNPTv3x/Tp0+3e4AtnZj8nD17FhUVFXB1dUW3bt3qnfykpKRg0aJFKCsrg5+fHzw8PCCXy5GVlYVFixbhtddea5Dkquocq8pnBYoLPYtzrOpaC6wpJJBERNQy2JxYeXp6ori4GB06dMC+ffswc+ZMAJCKQJL9VE1+lEoldDpdvZMfo9GINWvWoKysTKrOXV5eDnd3d7Rt2xa5ublYs2YNBg4caNKrY6kIanWXFQoF5HK5dGpv5Too4mXgRl2XTp06wdPTE4WFhdDpdFIdKxcXF7Rq1QpqtRrl5eUmsVS9n+o0lQSSiIhaBpsTqyFDhuCll15Cr169cO7cOYwYMQIAcOrUqRY5v8pRLCU/AGpNfmoi3sfJkydRUFCALl26SImGTqeDl5cXXFxc0K5dO+h0OuTl5aFXr14mNVBkMhlOnTqFa9euwd/fH7169YKLi4t0nZhMWbtAZ3FxsdRj1alTJ5PK615eXtBqtZDL5ejduzc6d+4sVZSu/G91f3q9Ht9++y28vb3RtWtXCMKNtQyVSiUCAgJw+fJlfPLJJzY9h0RERDWxObF65ZVX8N577yEnJwcrVqyQJhUfO3YMd9xxh90DbKkqL/VS23I54eHh0nZxX7lcLg2jVf07d+4c/P39ERgYKBXi1Gg0qKioAHCjF0msgh4UFCQ97m+//YZly5YhMzNTWpYhNDQUCQkJiI2NrVM7w8PDERgYKNUCE+PX6/UoLy9HdnY2VCoV+vXrZ3Py888//+Dy5cto06YNPD09AQBKpRJeXl4AbkycV6vVuHr1Krp16yb1llXuWSMiIrKFzYmVr68vFi1aZLb9iSeesEtAdENRURH0ej28vLzg6uoq9eqIyZJcLpeWigkMDISrq6vZ9dURe2tycnJQWFgIjUYDo9EIuVwOd3d3KVmufCZecnIy4uPjUVJSgsDAQPj5+UGr1SIjIwPx8fFISkqqU3Il1gKLj49HdnY2AgIC4O7uDo1GI50RmJCQUKcepStXruDSpUto3749SkpKAABqtRqenp5SEpqfn4+Kigp06tQJRqMROp1O+quoqIBOp4Ner7c4jElERFSV1YnVLbfcgkGDBmHgwIEYOHAg2rdv78i4Whzxi16cW9S9e3eEhobC09NTOltOnNBtNBpRWloKjUaDjh07IiAgwKbHioyMROvWrXH48GHp8eRyuTTXSq1WIyIiApGRkQBuDEsmJiaipKTEpFfJw8MDwcHByM7ORmJiIkaOHFmnBEisBbZ06VIcPXoUWq0Wbm5uCA8Px8KFC+vcG1bTkkOCIKCsrAwGg0FaAFpMLN3d3U32NRgMqKiogF6vl/4V/19RUQGj0YjMzEwUFRXB19cXYWFhHFokImqhrE6sJk2ahNTUVPz444+oqKhAx44dMXDgQCnZat26tSPjdGpV5ygBgIuLi0kvk6urq/SnUCjQqVMnBAYG4vDhw2jbti0MBoN0f4IgmAyRVWU0GpGeno78/HwEBQUhMjKy2i/6qr0vlnpj0tPTkZWVhcDAQIvDkgEBAcjKykJ6ejqioqJse3IcqOqSQ5VjFwQBhYWFUKlUUgJZHXEI1ZK9e/fiww8/xIULF6SzGDt16oSpU6ciPDycPV1ERC2M1YnVvHnzAAA6nQ5paWk4cOAAUlNT8d1330Gv16Nr164YNGgQXnnlFYcF6yzEoTg3Nze4ublJw3OV/61tcrdcLscTTzyB+Ph4nD9/3uohsuTkZCQmJiIrKws6nc7iPKj09HTk5eWhY8eOZkOBnp6eCAgIQF5enpQo5efnQ6fTwc3NzWKs7u7uKCoqQn5+fp2er6rDjOIZpkeOHLH7MKPRaIRara73MKOluMXjc+DAAZw+fRrvvPMOBgwYYFJNvnIvF+dzERE1PzbPsVIqlRg8eLB0ivq1a9fw6aef4rPPPsPmzZtbfGLVqlUrqTSCtWfGVUccIhMTpaKiIiiVSqhUKosTxqtLUKrOgxITpfbt2yMoKAhlZWUoKyuDl5cXvLy8YDQakZOTIyVKNQ2pAYBGo4FSqTSZ6G6thhpmTExMRGZmpjTHqrrnsL5xKxQK+Pr64vz583j99dexa9cus6FFACZDi+JcLjHBZcJFROS8bE6sdDodDh8+jNTUVOzfvx8ZGRlo27YtxowZg5iYGEfE6FQsfYnWh7hcTm1De7YkKLYmSvYaUrOkIYYZxefw4MGDSE1NRUxMDKKjo+s1D6q+cYvDvlWf/6qT58Wkq7o6YERE1LRYnVitWrUKqampyMjIQIcOHRAdHY1p06bhnXfeQdu2bR0ZY4snl8trTSps+aIXE6WDBw+ioqICWq1WGgp0c3ODq6sroqOjpUTJkWfuOXqY0VEcFbdSqYRSqTTZJi5ObTAYpOV/xAn1Wq3W5KxFJlxERI3LpsSqQ4cOeP755zF27FguitvE2PJFL5fLMWbMGPz222/Q6/XShHkAKCsrg4uLC8aMGWOSKNk6LGktRw4zisR5Z5WHAsPCwpp83CKZTGaWbFVmMBig1WqlXi6NRgNvb29prh8TLiKihmN1YvXxxx9j//792LZtG9544w1069YNMTExGDBgAGJiYmw+5Z/sy5YveqPRiN27d8Pb2xt6vd5k8rq3tzdcXFywe/duPP3002bJlTXDkrZw5DAjYD7vzNPTEwqFot71txwdty0UCgU8PT2lIqgGgwGFhYXo2rUrjEYjNBoNtFotNBoNe7eIiBzM6sTq5ptvxs033wwAKC0tRVpaGlJTU7F27VrMnz8fXbp0wcCBAy0WDyXHs+WLXhw2bN++Pdzd3aFWq6XJ656enigvL692fpA1w5K2cOQwo6V5Z2q12i4T4x0Ztz2IC1orlUqTeX/inK3Kc7jEoWAmW0RE9VenT31vb2+MGDECzzzzDF588UXMmjULV65cwZdffmnv+MhK4he9j48PsrOzoVarpdIC2dnZJl/0lYcNZTIZvLy84O3tDS8vL8hkMri7u0On0zXYvCZxmFGlUqGsrAw5OTkoKyuDSqXC6tWr6zxcZ8u8s6YUtyO5urrCy8sL/v7+aNOmDYKDg9GtWzcEBwcjMDDQZAhRLBpLRETWs+msQKPRiKNHj+Lvv/9GamoqDh06hPLycrRr1w633norBg4c6Kg4yQrWzoNqyPlBtsRu72HGhpgY74i4G5pMJoOHh4f0WqhcaV6cMC9OmhdLRFQeTmQvFxHR/1idWD388MNIT09HWVkZ2rRpg4EDB2LhwoUYNGgQOnXq5MgYyQbWfNE31PwgWyrAA/YfZmyoBNLecTe2mirNi8Qkq/KailXXVWTCRUQtkdWJla+vLxYsWICBAweia9euDgyJ6qu2L/rK84MuXboET09P6PV6aZ3AVq1a1Xt+kDUV4B2tKU0wb27EpZiq1m3T6/XSGYparZblIIioxbE6sfrPf/7jyDiogcXGxuKRRx7Bm2++iYsXL0pnBbZq1Qrx8fH1Sn6srQDvaI5e0obMiQmXl5eXtE1MtionXEy2iKi5svobJT09Hf/9739Ntm3fvh2xsbEYPHgwXn75Zeh0OrsHSI6RnJyM1atXw9XVFZ06dUKHDh3QqVMnuLq6YvXq1UhOTq7T/VY9E8/DwwNyuVw6E6+kpASJiYkwGo12bpFllSeYl5aWIj8/H6WlpU16gnlzIyZaAQEBaNeuHbp06YLOnTujffv2CAwMhK+vL9zc3KRJ85wwT0TOzKYCoQMHDsQtt9wCAMjKysKLL76Iu+++Gz169MAnn3yCNm3aSIs1U9NVXRkCT09PCIJQYxmC2uZNNcQSNbZyxJI2VD/ikj6Ve7bE0g/ifC2NRgODwQBBEBosESciqi+rE6usrCw89dRT0uWdO3dCpVJhyZIlAIB27dph5cqVTKysYOukbnura/JjzbypprpEjTjvTKFQICIigklVEyQmW5XVlGyxZ4uImiKrE6tr166ZnD2VmpqK4cOHS5fDw8ORk5Nj3+iaoaYwqbsuyY+186aaYikHcl7VJVvl5eUoKCiAr6+vtI4i52wRUVNg9c/2oKAgXLp0CQCg0+lw/PhxRERESNeXlZWZfQCSKTE5SU9Ph1qthk6ng1qtRnp6OuLj46ud16RWq3HPPfegf//+uOeee6BWq2t8nOLiYvTu3RuBgYHo3bs3iouLTa6vnPxUVFTg6NGjyMrKwtGjR6W15ionP5WHDv38/JCZmYn09HRkZmbCz8/PZN6UeCZeQUEBjEYjCgoKkJOTI10uLCxEaGioxTPxdDodXn/9dcycOROvv/66XefsqdVqTJkyBffffz+mTJlS43NoNBqRlpaG3bt3Iy0trdZhqNLSUowaNQo9e/bEqFGjUFpaare4bY1Fo9Fg7ty50p9Go7FbLE2FQqFAZmYmMjIycOXKFXTu3BmdO3dGu3btEBgYiFatWsHDw8NkzpYz9m4ZjUYcO3YMhw8fxrFjxzgc6uR4PFsOq3ushg8fjuXLl2P+/Pn49ddf4e7ubjJMlJWVVed6Vp9//jk++eQT5OXlISwsDC+//DJUKlW1+//00094//33kZ2dja5du2L+/PkYMWJEnR67oYjJyaVLlyx+2ZWWllqc1zR48GD8/fff0uX09HRs3boVgwYNQkpKitn9tG3bFlevXpUuFxYWSlW2c3NzAfyvDMEvv/xicluxBwoAbr31Vin5EYcOc3NzpfsQ25SVlQUAJkOHCQkJmDZtGg4fPmzSe3D+/HkEBgZaPBPvkUcewSeffAK9Xi9te+211zB79mysXr26uqfVKlWfw5MnT8LLy8vic2hrj2Lv3r1x4sQJ6fLp06fh4+ODXr164fjx4/WK29ZY7rzzTvzwww/S5dTUVKxZswbjx4/Hjh076hVLU2HLgtpGo1FatqfyEj46na7JFzhNSUnBmjVrcObMGWg0Gri7u6N79+6YM2cOBg8e3NjhkY14PFsWq3usnnzySSgUCsTFxWHLli1YsmQJlEqldP3WrVsxbNgwmwPYuXMnli5disceewzbtm1DWFgYZs+ejYKCAov7Hzp0CM8++yzuuecebN++HaNGjcJjjz2GkydP2vzYDSk9PR1//fVXtT0IGo0Gf/31l8nyKlUTgsr+/vtvszdk1aSqsqtXr6Jt27YAbsw3OnDgQI3xHjhwQEp+8vPzceHChRr3v3DhgjR0mJ6ejqKiIrMvLEEQUFRUZLaEzCOPPIKkpCSTpAq4cZp+UlISHnnkkRofuya2PIdij2JGRga8vb3Rvn17eHt7S8OdVXsUqyZVlZ04cQK9e/euc9y2xlI1qarshx9+wJ133lnnWJqKys+Jj48PgoKC4OPjU+1zIpfL4ebmBm9vbwQEBKBt27bo2LEjunXrhk6dOqF9+/Zo3bo1/Pz8pMW5m8JZiSkpKVi0aBGysrKk5Ye8vLyQlZWFRYsWWfxBRU0Xj2fLIxNs/LlWUlIifQhVVlxcDE9PT5NkyxpTpkxBeHi4tHiz0WjEiBEjMH36dMyZM8ds/6eeegrl5eVISkqStk2dOhVhYWF47bXXan280tJSREVFIS0tDd7e3jXuazAYcPjwYURERNRaibo2O3bswIQJE2rd7/vvv8edd94JtVptcsZUdcrKyuDp6Yni4mL4+/vXun9RUREAWL2vn58ffvzxR4wfP77W/X/44QeMGTMGbdu2RVFRkTSHq/JEY61WC39/f+Tm5sLFxQU6nQ5eXl5SUlW5J0vsKndxcUFZWZnNry1bnkN3d3eMHTu22mKi2dnZUKlU2LVrF+RyOUpLS+Hj41PrfZeUlNT6OqvKaDTaFItGo7E4n62q8vJys4KezsLSc1L1TNbKz0ldH0OcLC9OmNdoNA3as2U0GjF79mxkZWWhbdu2kMlkKC8vh4eHBwRBQG5uLkJDQ/HJJ580qxMwDAYDTpw4gV69etX7s7YpaanHUxAElJaW2uW7szJbvr8bk01rBQKo9svEz8/P5gfX6XQ4duwY4uPjpW1yuRxDhgypdmHcw4cPY+bMmSbbhg0bhl9//bXax6g8V0ec/yKuf1YT8fra9rNGdb0JlvYbN24c4uLirNo/Li4OX3/9tdXdybZ0Ow8ePBhHjx61KZb33nsP165dg6urq8UPCldXV1y7dg2ff/454uLisHTpUotJlXjZaDRCr9dj6dKleOmll6yOXYzH2v0SEhKQmZlZ45mSmZmZOHjwIKKioqzuAbrzzjurfW1WJy0tzaZYnnzySavu98knn8SHH35oUyxNRdXnRExyxKS96nNSV1ULnAqCICVa4vxDnU4Ho9HokGTr2LFjOHPmDPz8/Cy2s1WrVjhz5gyOHj2KPn362PWxG5M9P2ubkpZ6PEX2Pp7O8vqwObGyp6KiIhgMBgQGBppsDwwMxJkzZyzeRixRUHX/6k7fT0pKwqpVq8y2Z2RkwNPT06o4jxw5YtV+NcnOzrZ6P3FyozXEyZC23L+1xFiuX79u1f7Xr19HamoqjEYjFApFtZMzjUYjUlNT0bdvXxw8eFDaXtOX1MGDB3H48GGrYwdg03OYmpoq9YBYmtguVmxPTU2FQqHAqVOnrLrvU6dO2Ry3rbFYe/+HDx+2OZamorrnpLy8HID5c2Jv4gR4MfkXF6MW/7RaLQwGA4xGo/RXFxkZGVIPpNg2ANIUAkEQoNFokJGR0ax6OERNfUqHrVrq8XR1dUWHDh3s8t1ZWW0nbjUVjZpYNYT4+HjMmjVLulxaWooRI0ZApVJZNRR45MgRhIeH1/vDesCAAfjxxx+t2i8iIgJ9+vSx6kOmT58+iIiIQHBwMDIzM2vdPzg4GACs3jciIgK+vr5mZxZa4uvri5iYGGmY1tIHhbh0TkxMDCIiIhAdHS315lma2yImW9HR0SZnoVrDlucwJiZGGuK2NKwmfqmLcd90001WJak33XSTzXEbDAabYomIiEBqamqt9yvu64yqPieCIEhDKpWHBcXnpKEJgiAtSi1OlBd7uWzp3TIajXB3d4dcLoe7u7v0xevu7i4NI7m7u0OlUqFXr14N0LKGYTAYcPLkSYSEhDS7ocCWeDyBG59T9vjurMyeZ1w7ks1zrOxJp9MhIiICK1aswOjRo6Xtzz//PK5fv46PPvrI7DYjR47EzJkzTYYDV6xYgV9//RXff/99rY/ZWHOsqs4lsqTyXKKmNMfqypUraN++fa375+TkICgoSJpjJX54iMQPFc6xqhnnWJlriDlWjmA0GqVkq/LC1NUlWy11Tg7nWDWv49nS51g16pFUKpXo06ePyVkRRqMRKSkpFuscATd+dVc9y+uvv/5q8r/ElUolZs+eXeM+s2fPlpIHT09PDBo0qMb9Bw0aJA1n+vn5oU2bNjXu36ZNG/j5+dm0L3Cjqn5tNcpcXV3Rrl07uLi44IUXXoCLiws0Gg30er00T0qj0ZhcD5g/L5aGUio/L7aw5TkUF2z28fFBdnY21Gq1NLyUnZ1ttmCzt7d3rb8we/XqVac3v62xuLu713pywfjx4502qQJsf06aCrGnwtfXF0FBQQgODpbOSmzbti0CAgLg5eUFFxcXyOVyKBQKxMfHw8vLC7m5uSgvL5d653Jzc+Ht7Y05c+Y0uXaSZXK5HHPmzOHxbGEa/WjOmjULW7ZswbZt23D69Gm8+uqrKC8vx6RJkwAACxYswPLly6X9Z8yYgT///BOffvopTp8+jZUrV9o0wboxrV69GvHx8VJSIXJxcUF8fLxZvaaUlJRqEwNLNZhyc3OrTZgq17GydV/gRo9bdcmVq6uryQkCzz77LJYuXQp/f38YDAbodDoYDAb4+/tj6dKlePbZZ01ub+vzYgtbnsPKCzaXlZUhJycHZWVl1S7YfPz48WqTq/rWsbI1lh07dlSbXDWXOlbNZUFtmUwGNzc3i8lWu3btMG7cOKxcuRJDhw6FUqlEeXk5ysvLERoaisWLF7PukZMZPHgwXnvtNYSGhkKtVqOoqAhqtZrHsxlr1KFA0WeffSYVCO3Vqxdeeukl9OvXDwAwffp0BAcHIzExUdr/p59+wnvvvScVCH3uueesLhDaWEOBlel0Orz11ls4ffo0evTogeeff77GHhm1Wo0ZM2bgzJkz6N69OzZu3FjjxPvi4mIMGTIEubm5aNu2Lf76669qz9osLi7G4MGDkZ2djeDgYKSkpNR4hueVK1fQq1cvlJSUwMfHBydOnEC7du0s7qvX67F582acP38eXbp0wb333muWPFVm6/NiC7Vajbi4OBw7dgx9+vTBZ599Vu1zaOtajqWlpbjrrrukdn733Xd266a2NRaNRoMnn3xSet2+//77Tt1TZYnRaGwRC2rr9XocOnQIhw8fxk033YSuXbtKvblN4GPbrprrUGBlRqMRR48eRUZGBlQqFfr27dssX7cAhwKbRGLVkJpCYtXUsJ3NS0toZ0toI3Cjnf/88w/69esHhUIhzdHSaDTQaDQmk+OdWUtIrICW086Wnlg1+7MCiYicWeWkyc3NTRpGBCCdfSgmWlqttkkv1UPUEjCxIiJyUq6urnB1dZV+vRuNRqlXq3JhUyZbRA2HiRURUTMhl8vh4eFhUn7DYDCYJVt6vZ7JFpGDMLEiImrGFAoFPD09TU7W0Ov1ZmsiGgwGCIJQ56rxRHQDEysioham6pqIwP/ma4mFTDUaTbM9C5HIkZhYERGRNF+rsqoV48Vki0OIRNVjYkVERBYplUoolUppcrwgCGbJVk1L9BC1REysiIjIKmLVeDc3N2mtTDHZqjpBnpPjqaViYkVERHVWOdkSiYtPV060dDodky1qEZhYERGRXYmLT1deTklcN9RSjS2eiUjNCRMrIiJyOIVCYVZjS6/XQ6fToby8HIGBgXBzczPp1WLPFjkjJlZERNQoxLIPbm5uaNWqFbp06QJBEKDRaEx6twwGA8s+kNNgYkVERI3OYDAAuJFsVV1gt3IhU06Op6aOiRURETVpVc9ErG6ZHvZqUVPAxIqIiJyKpWV6xMrxGo1G6tlirxY1BiZWRETk9MTK8eIwongWojhXS/yXyRY5GhMrIiJqdiydhVi1crz4L9dEJHtiYkVERC2CpcrxwP/WRKycdOn1evZuUZ0wsSIiohZNXBOxMnHOlphsaTQaGAwGFjSlWjGxIiIiqkKcs1VZ1V6tyskWe7VIxMSKiIjICpZ6tirP1RJ7tsT5Wky2WiYmVkRERHVUdc6WOEG+8uLTGo2GQ4gtCBMrIiIiO6k8QV5kNBqh0+mgVquRl5cHDw8PkyFE9mw1L0ysiIiIHEgul8Pd3V2qs9WpUyfIZDKz6vEVFRVMtpoBJlZEREQNRBwOlMvlZnW29Hq9yTAiyz44JyZWRERETYCLiwtcXFwsLtVTtewDC5o2XUysiIiImiiWfXA+TKyIiIicSNWyD1WX6hH/WPahcTCxIiIicmKWluqpWvZB/ON8LcdjYkVERNTM1FT2oXKipdPpmGzZGRMrIiKiFkAs++Du7i5tMxgMZskWyz7UDxMrIiKiFkqhUFgs+1C5R6ty2QdWj68dEysiIiKSiGUfvLy8pG2Vyz6ISRfLPljGxIqIiIhqVFPZh8rDiGLZh5aMiRURERHZTCz74O3tDeB/ZyKWl5ejrKyskaNrPEysiIiIqN7EMxFdXFxgMBgaO5xGI2/sAIiIiIiaCyZWRERERHbCxIqIiIjITphYEREREdkJEysiIiIiO2FiRURERGQnTKyIiIiI7ISJFREREZGdMLEiIiIishMmVkRERER2wsSKiIiIyE6YWBERERHZCRMrIiIiIjthYkVERERkJ0ysiIiIiOzEpbEDaGiCIAAASktLa93XYDBArVajtLQUCoXC0aE1GrazeWkJ7WwJbQTYzuaG7awf8Xtb/B5vqlpcYlVWVgYAGDFiRCNHQkRERLYqKyuDj49PY4dRLZnQ1FM/OzMajbh69Sq8vLwgk8lq3Le0tBQjRozA77//Dm9v7waKsOGxnc1LS2hnS2gjwHY2N2xn/QiCgLKyMrRp0wZyedOdydTieqzkcjnatWtn0228vb2b9ZtAxHY2Ly2hnS2hjQDb2dywnXXXlHuqRE035SMiIiJyMkysiIiIiOyEiVUNlEolHn/8cSiVysYOxaHYzualJbSzJbQRYDubG7azZWhxk9eJiIiIHIU9VkRERER2wsSKiIiIyE6YWBERERHZCRMrIiIiIjthYlWDzz//HLGxsQgPD8eUKVOQkZHR2CHZ1cqVKxEaGmryN3bs2MYOq94OHDiARx55BMOGDUNoaCh+/fVXk+sFQcD777+PYcOGQaVSYebMmTh37lzjBFtHtbUxISHB7NjOnj27kaKtu6SkJEyePBmRkZEYPHgw5s6dizNnzpjso9VqsXjxYgwcOBCRkZGYN28e8vPzGyniurGmndOnTzc7posWLWqkiG33xRdf4M4770T//v3Rv39/TJs2Db///rt0fXM4jkDt7XT241idNWvWIDQ0FG+88Ya0rbkcU1sxsarGzp07sXTpUjz22GPYtm0bwsLCMHv2bBQUFDR2aHZ10003Ye/evdLfF1980dgh1ZtarUZoaCheeeUVi9d//PHH2LRpE1599VVs2bIFHh4emD17NrRabQNHWne1tREAbr75ZpNj+5///KcBI7SP1NRUPPDAA9iyZQvWrVsHvV6P2bNnQ61WS/u8+eab+O9//4v33nsPmzZtwtWrV/H44483YtS2s6adADB16lSTY7pgwYJGith27dq1w/z58/Htt99i69atGDRoEB577DGcOnUKQPM4jkDt7QSc+zhakpGRgc2bNyM0NNRke3M5pjYTyKJ77rlHWLx4sXTZYDAIw4YNE5KSkhoxKvtasWKFMGHChMYOw6FCQkKEX375RbpsNBqFoUOHCmvXrpW2Xb9+Xejbt6/www8/NEaI9Va1jYIgCM8//7zw6KOPNlJEjlNQUCCEhIQIqampgiDcOHZ9+vQRfvrpJ2mff//9VwgJCRHS09MbKcr6q9pOQRCEuLg4YcmSJY0Ylf0NGDBA2LJlS7M9jiKxnYLQ/I5jaWmpcNtttwn79u0zaVtzP6Y1YY+VBTqdDseOHcOQIUOkbXK5HEOGDEF6enojRmZ/58+fx7BhwzBq1Cg8++yzuHz5cmOH5FCXLl1CXl6eybH18fFBv379mt2xTU1NxeDBgzFmzBi88sorKCoqauyQ6q2kpAQA0KpVKwDA0aNHUVFRYXI8e/TogQ4dOuDw4cONEaJdVG2naMeOHRg4cCDGjx+P5cuXo7y8vDHCqzeDwYAff/wRarUakZGRzfY4Vm2nqLkcRwB47bXXMGLECJNjBzTf96Y1WtwizNYoKiqCwWBAYGCgyfbAwECzeQ/OTKVSYenSpejWrRvy8vLwwQcf4IEHHsCOHTua7QKheXl5AGDx2Dansf+bb74Zt956Kzp27IiLFy/iP//5D/7v//4PX331FRQKRWOHVydGoxFvvvkm+vfvj5CQEABAfn4+XF1d4evra7JvYGCgdKydjaV2AsD48ePRoUMHtGnTBllZWXjnnXdw9uxZrFq1qhGjtU1WVhbuvfdeaLVaeHp64oMPPkDPnj1x4sSJZnUcq2sn0DyOo+jHH3/E8ePH8c0335hd1xzfm9ZiYtWCjRgxQvp/WFgY+vXrh1tuuQU//fQTpkyZ0oiRUX3dcccd0v/FCbKjR4+WerGc0eLFi3Hq1KlmMQ+wJtW1c9q0adL/Q0ND0bp1a8ycORMXLlxA586dGzrMOunWrRu2b9+OkpIS7N69G88//zw+++yzxg7L7qprZ8+ePZvFcQSAnJwcvPHGG/j000/h5ubW2OE0KRwKtMDf3x8KhcJsonpBQQGCgoIaKSrH8/X1RdeuXXHhwoXGDsVhWrduDQAt7th26tQJ/v7+OH/+fGOHUievvfYafvvtN2zYsAHt2rWTtgcFBaGiogLXr1832b+goEA61s6kunZa0q9fPwBwqmOqVCrRpUsX9O3bF88++yzCwsKwcePGZnccq2unJc54HAHg2LFjKCgowKRJk9D7/7V379FQ5/8fwJ+0Rml8yZo6JGS0k2tJtpLcTi3rGtndbrTE1toNK6G7JNdU26gobRdt2k4bG7U61OZyttiypXVcamini5a0lEvRjt8fHfMzjIma71fZ1+Mc55j35/15Xz+Hl/f7PUNfH/r6+igpKUFaWhr09fWH3ZwOBgVWYjAYDBgYGODy5cvCNIFAgMuXL4vskw83ra2tuHv37rB+6DU0NMBisUTmtqWlBTdu3BjWc/vw4UM0NTW9c3Pb1dWFyMhI5Obm4siRI5gwYYLIdUNDQ8jJyYnMZ01NDR48eICpU6f+j1v7+l7VT3EqKioA4J2b054EAgE6OjqGzTz2p7uf4ryr8zhz5kxkZWUhMzNT+GVoaAhnZ2fh98N5TiWhrcB+eHt7IywsDIaGhjA2NsaRI0fQ3t4Od3f3oW6a1MTFxcHGxgbq6uqor68Hl8uFrKwsnJychrppb6S1tVVk1e3evXuoqKiAkpIS1NXV4eXlhX379kFLSwsaGhr49ttvMXbsWMydO3cIWz04kvqopKSEpKQk2NnZQVVVFXfv3kVCQgK0tLQwZ86cIWz14G3ZsgXZ2dnYu3cvRo8eLTyboaioiJEjR0JRURELFixAbGwslJSUwGQyERUVBRMTk3fqh/er+snn85GVlQUrKysoKyujqqoKMTExMDMzw+TJk4e49QOTmJgIS0tLqKmpobW1FdnZ2SgpKcHBgweHzTwCkvs5HOaxG5PJFDkDCAAKCgpQVlYWpg+XOR0sCqz64eDggMePH2P37t1oaGiAnp4eUlNTh9V20cOHDxEcHIympiaoqKjA1NQUJ0+ehIqKylA37Y388ccf8PLyEr6OiYkBALi5uSE2NhZ+fn5ob2/Hpk2b8OTJE5iamiI1NfWdOicgqY8RERGorq4WnvEYO3YsZs+ejcDAQDAYjKFq8mtJT08H8PJDFXuKiYkR/pGzbt06yMrKIiAgAB0dHbCwsJD4+V5vo1f1s/sv/6NHj6KtrQ1qamr46KOP4O/vPxTNfS2NjY0ICwtDfX09FBUVweFwcPDgQcyePRvA8JhHQHI/6+rq3vl5HIzhMqeDJdPV1dU11I0ghBBCCBkO6IwVIYQQQoiUUGBFCCGEECIlFFgRQgghhEgJBVaEEEIIIVJCgRUhhBBCiJRQYEUIIYQQIiUUWBFCCCGESAkFVoQQQgghUkKBFSFvkXv37oHD4Qj/f9jbgMfj4dNPP4WRkRFcXV3F5vH09MS2bdveqJ7efS8uLgaHw+nzT1wHer84gy1zoDgcDvLy8qRaJiHk3USBFSE9hIeHg8PhYP/+/SLpeXl54HA4Q9SqocXlcjFq1Cjk5OTg8OHD/eYJDAyUar0mJiYoKiqCoqLigPKrqamhqKgIkyZNkmo7CCFkMCiwIqQXeXl5HDhwAM3NzUPdFKnp6Oh47Xv5fD5MTU0xfvx4jBkzRmweZWVlMJnM165DHAaDARaLBRkZmQHlHzFiBFgsFt57j/4FaldXF168ePHWlUXIvwEFVoT0Ym5uDlVVVaSkpPSbh8vl9tkWO3z4MGxtbYWvw8PD4e/vj+TkZJibm2P69OlISkrCixcvEBcXhw8//BCWlpb48ccf+5RfU1ODhQsXwsjICE5OTigpKRG5Xl1dDV9fX5iYmMDc3Bxr1qzB48ePhdc9PT0RGRmJbdu2YcaMGVi+fLnYfggEAiQlJcHS0hKGhoZwdXVFQUGB8DqHw0F5eTn27NkDDocDLpcrtpzeW4G2trZITk7G2rVrYWJiAmtra/zwww8i95SVlWH+/PkwMjKCu7t7ny28ntt2LS0tMDY2Rn5+vkie3NxcmJiYoL29XexWYH5+Puzs7GBsbAxPT0/cv39f5P6BzGNZWRm8vb0xY8YMmJqaYunSpSgvLxc7DsDLIDYyMhIWFhYwMjKCjY2NxGep+zlJSkrCzJkzMW3aNGzatEkkGBYIBEhJSYGtrS2MjY3h4uKCnJycPmOVn58Pd3d3GBkZ4dq1a2LrKy0thaurq3Dcu1dje2/B9i6ro6MDUVFRmDVrFoyMjLBo0SKUlZUJyz19+jSmT58uUlfvld7u8T5x4gSsrKwwZcoUBAYG4unTp/2ODyHvGgqsCOlFVlYWwcHBOHbsGB4+fPhGZV25cgX19fU4duwYwsPDweVysWLFCigpKeHkyZNYuHAhNm/e3Kee+Ph4eHt7IzMzE1OnTsXKlSvx999/AwCePHmCZcuWQV9fH6dOnUJqaioaGxsRFBQkUkZGRgbk5OSQnp6OLVu2iG3f0aNHcejQIYSFheHMmTOwsLCAv78/7ty5AwDCrTUfHx8UFRXBx8dnwH0/dOgQDA0NkZmZicWLFyMiIgI1NTUAgNbWVqxYsQJsNhunT5/GqlWrEBcX129ZTCYT1tbWyM7OFknPysrC3LlzMWrUqD731NXV4euvv4aNjQ0yMzPxySefIDExccDt79ba2or58+fj+PHjOHnyJLS0tPDFF1+gpaVFbP60tDRcvHgRu3btQk5ODhISEjB+/HiJdVy+fBk8Hg9paWnYsWMHcnNzsWfPHuH1lJQUZGZmYsuWLTh79iw+//xzrFmzpk/AnZiYiNWrV+PcuXNit65bWlrw5Zdf4oMPPkBGRgYCAwORkJAgtk29y4qPj8f58+cRGxuLjIwMaGlpwdfXF01NTa8YQVF8Ph8///wzkpOTkZqaioqKCkRERAyqDELeZhRYESLGvHnzoKenh927d79ROcrKytiwYQN0dHTg4eGBiRMn4tmzZ1i5ciW0tbWxYsUKyMnJ9VldWLJkCezs7MBmsxEREQFFRUWcOnUKAHDs2DHo6+sjODgYbDYb+vr6iI6ORnFxMWpra4VlaGtrIzQ0FDo6OtDR0RHbvoMHD8LPzw+Ojo7Q0dHBmjVrMHnyZBw5cgQAwGKxMGLECCgoKIDFYmH06NED7rulpSWWLFkCLS0t+Pn5YcyYMSguLgYAZGdnQyAQIDo6GpMmTYKNjU2/q2rdXFxckJeXh/b2dgAvg4RLly7B2dlZbP709HRoamoiPDwcOjo6cHFxgZub24Db323WrFlwdXUFm80Gm83G1q1b0d7ejt9++01s/rq6OmhpaQm3T6dPnw4nJyeJdTAYDOFYWFtbIyAgAEePHoVAIEBHRwdSUlIQHR2NOXPmYMKECXB3d4eLi0ufVcCAgADMnj0bmpqaUFZW7lNPVlYWACAqKgq6urqwsrKCr6+v2Db1LIvBYODEiRMIDQ2FlZUVdHV1sXXrVsjLywufy4F6/vw54uPjoaenBzMzM2zYsAHnzp1DQ0PDoMoh5G1FhxEI6UdISAiWLVv2yl/4kujq6kJW9v//flFVVRU5XD1ixAgoKyujsbFR5D4TExPh9++99x4MDQ2Fqz2VlZUoLi4WydONz+dj4sSJAAADAwOJbWtpaUF9fT2mTZsmkj5t2jRUVlYOsIf967liIiMjA1VVVWE/eTweOBwO5OXlhXnE9acnS0tLyMnJ4eLFi3B0dMT58+fBZDJhbm4uNj+Px4OxsbFI2tSpUwfdj0ePHmHXrl0oKSlBY2MjBAIB2tvb8eDBA7H53dzc4OPjA3t7e8yZMwfW1tawsLCQWAeHwxFZdTMxMUFbWxvq6urQ1taG9vb2PquFnZ2d0NPTE0kzMjKSWE9tbW2fce/vnp7pfD4fnZ2dIs+KnJwcjI2NwePxJNbZm5qaGsaNGyd8bWJiAoFAgNraWrBYrEGVRcjbiAIrQvphZmYGCwsLJCYmwt3dXeSajIwMurq6RNLEHfDtfZBaRkZGbJpAIBhwu9ra2mBjY4OQkJA+13r+YhK3Pfa/JK6fvcdsMBgMBuzs7JCVlQVHR0dkZ2fDwcHhjQ6rD2Qew8LC0NTUhPXr10NdXR0MBgOfffYZOjs7xZZpYGCACxcuoKCgAL/++iuCgoJgbm7+2qufbW1tAF5uB/YMSICXY9KTNOd8sGXJysr2Gcv+xoiQ4Yy2AgmRYPXq1fjll1/w+++/i6SrqKjg0aNHIr9IpPnZU9evXxd+/+LFC5SXlwu38wwMDHDr1i2MHz8eWlpaIl8KCgoDroPJZGLs2LEoLS0VSS8tLYWurq5U+tEfNpuNqqoqPH/+XJjWs8/9cXZ2RlFREW7duoUrV670uw3YXcfNmzdF0m7cuCHyeiDzWFpaCk9PT1hZWWHSpElgMBjC8279YTKZcHBwQFRUFHbu3Inz589LPItUVVWFZ8+eCV9fv34dCgoKUFNTA5vNBoPBwIMHD/rMt5qamsR29DZx4kRUV1eLHIzvPUbiaGpqQk5OTuRZ6ezsxM2bN4XPypgxY9Da2ioMBAGIXfmsq6vDX3/9JdJXWVlZ4UorIe86CqwIkYDD4cDZ2RlpaWki6TNmzMDjx49x4MAB8Pl8fP/99ygsLJRavcePH0dubi54PB4iIyPR3NyMBQsWAAAWL16M5uZmBAcHo6ysDHw+H4WFhVi7di3++eefQdWzfPlyHDhwAOfOnUNNTQ22b9+OyspKeHl5Sa0v4jg5OUFGRgYbNmzA7du3kZ+fj+++++6V95mZmUFVVRUhISHQ0NDAlClT+s27cOFC3LlzB3FxcaipqUFWVhYyMjJE8gxkHrW1tXHmzBnweDzcuHEDISEhGDlyZL/1Hjp0CNnZ2eDxeKitrUVOTg5YLBb+85//9HtPR0cH1q9fLxwLLpeLpUuXQlZWFkwmEz4+PoiJiUFGRgb4fD7Ky8uRlpbWpz+v4uzsjK6uLmzcuBE8Hg+FhYXCcZf0sRYKCgpYtGgR4uPjUVBQgNu3b2Pjxo149uwZPDw8AABTpkzBqFGjsGPHDvD5fGRlZeH06dN9ypKXl0d4eDgqKytx9epVREVF4eOPPxautubm5sLe3n5Q/SLkbUKBFSGvEBAQ0Gerjs1mY/PmzTh+/DhcXV1RVlY2qHfMvcrq1auxf/9+uLq64tq1a9i3bx9UVFQAAOPGjUN6ejoEAgGWL18OZ2dnREdHQ1FRUeQ810B4eXnB29sbsbGxcHFxQWFhIfbu3QttbW2p9UWc0aNHIzk5GdXV1Zg/fz527twpdmuzNxkZGTg6OqKyslLiahUAqKurg8vl4sKFC8K3+H/zzTcieQYyj9u2bUNzczPc3NwQGhoKT09PvP/++xL7lpqaCg8PD3h4eOD+/fvYv3+/xLmZNWsWtLS0sGTJEgQFBcHW1harVq0SXg8KCoK/vz9SUlLg4OAAX19fXLp0CRoaGhLHoDcmk4l9+/ahoqICrq6u2LlzJ7766isAfbcVewsJCYGdnR1CQ0Ph5uaGP//8E6mpqVBSUgLw8o0aCQkJKCgogLOzM86ePSvSh26ampqYN28e/Pz84OPjAw6Hg82bNwuvP336VORNGIS8a2S63uTQAyGEkDcSHh6OJ0+eYO/evUNS/5kzZ7Bu3TpcvXpV4kqcNHC5XOTl5eGnn376r9ZDyFCiw+uEEPIvkpmZCQ0NDYwbNw5VVVXYvn077O3t/+tBFSH/FhRYEULIv0hDQwN2796NhoYGsFgs2Nvb99kiJYS8PtoKJIQQQgiREjq8TgghhBAiJRRYEUIIIYRICQVWhBBCCCFSQoEVIYQQQoiUUGBFCCGEECIlFFgRQgghhEgJBVaEEEIIIVJCgRUhhBBCiJT8H+3+CtazRMBDAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] -- GitLab