diff --git a/notebooks/statistics.ipynb b/notebooks/statistics.ipynb index 7352aaa..2a1d1f2 100644 --- a/notebooks/statistics.ipynb +++ b/notebooks/statistics.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -101,17 +101,21 @@ "\n", "print(sampled_data['diag'].value_counts())\n", "\n", - "df_dgc = sampled_data" + "df_dgc = sampled_data\n", + "\n", + "# Change from group to category\n", + "age_categories = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]\n", + "df_dgc['age_group'] = pd.cut(df_dgc['age'], bins=age_categories)" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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GDx7MALBmzZqVun5nZ2dz14ivvvpKZpnv1sI5ODhwrUEl+8PPz48BYO7u7qXiKSspHDFiBAOKa8L/23q0fv16BoA1bNiwwhVNJT/Sx48fX6HyZXlfXhEfH8/09fW5/fTuZ3jjxg0uUdu5c6fMfB+aFJbs35IaccYYS01N5T6zYcOGycxnZ2fHALDLly+XWldCQkKlEm7GKpkU9urVS25QFVVS27Np06ZS06RSKWvevDkDwFasWCEzreTDk5eVlyjZmcuWLZM7veTLfdq0aXKnv3r1imvaePfDLyspfB9LS0vG5/NLXdiqmhQ+f/6c8fl8xuPx5FaZv3r1ivtF8+6X+rtJ4R9//FFqvri4OO7C8t/anJL5tm7dWmq+3377jZsu78JZkkiMHTu2zO2U50P22/uOgfctJz8/n0sC5s6dy06ePMl4PB7T19dnT548qdR2jB8/ngFgvr6+cqeX/Drt2bOnzPgPTQrv37/PgOKaoHe/PGNjY5mamhrj8Xjs6dOnpeYrSd4CAwPlLrekifO/cVX1vKqq7Oxspq6uzkxMTEpNKzlvZs+eLXfeJk2aMABcLQBjxTVFJedVZGRkqXlu375d7UnhgwcPuHVcu3aNG1/VY2H48OFyz8sGDRowAOzbb78tNY9EImH16tUr98tKR0eHxcbGlpr3p59+kvuDoyrnwOHDhxkA9tlnn1V0c6ucFB47doxLkjMzMyu8vrLk5+ezmTNnMg0NDe7zLBmMjY3Z1KlTy21ml6cix/ucOXNKTbt161a51++SlpGuXbvKjH83KTx27Fip+RISErga0f/+eJSXFEZFRTEej8csLS3lJvmMMda7d28GoNQPubI4OjoyoLiGVJ6zZ8/K1Bj/t+a4xPvyiuXLlzMAzM3NTe70tWvXcgntuxSRFMq7BSEiIoLxeDzG5/NlWrO0tbWZvr6+3HVVRY11Xv3q1Ss8efIEAODv719qOo/Hw9ixYwEAFy5ckLuMQYMGvXc9ZZU5efIkAGDo0KFyp9erVw8NGzZEUlISHj169N71lLhz5w7WrVuH6dOnY9y4cRgzZgzGjBmDwsJCSKVSPH78uMLLKs+lS5cglUrh6uqK5s2by43fy8sLgPz9p66ujl69epUab25uDgMDA0gkEiQnJ8tdd+/evUuNa9iwIbdcT0/PMqfHxsbKXWZ17reKHCfyaGho4Oeff4ahoSHWrFmD4cOHgzGG3bt3o0GDBpVaVmhoKACU2b/g+PHjAQCXL19GUVFRleKV57vvvgMA9O/fH0ZGRtx4CwsLeHt7gzFWqnuawsJCXL16FQAwcuRIucsdMWKE3PHVdV4BwNWrV/H1119j6tSpGDt2LMaMGYNPP/0UAoEASUlJSE1NlTtf37595Y53dHQEUNwPZImS86ply5ZwcnIqNU+LFi3knm+KJJVKub8r089bbGwsdu3ahc8//xwTJkzgzqHIyEgAQHR0NFf21atXePr0KQD5n6VAIHjvedOqVSu5D2nJ269A1c6Bli1bQk1NDXv27MHWrVurtfeKP//8E0Dx/tDV1f3g5WloaGD9+vV48eIFtm/fjhEjRqBJkybg8Xh48+YNtm7diubNm+PmzZty56/q8V7e9fl908u6PovFYvTr16/UeFNTU+57pOTzLU9wcDAYY/D29oaenp7cMiX9cJZcgz7U/fv3sW/fvlJDfHy83PJlHfcl2ycvXwHeHr+PHj0qcz9WhYuLC1q0aFFqvLOzM1xdXSGVSnHp0iVufJs2bZCeno7Ro0fj5s2bMteTqqjU440mJiYAih+tr6ySC4aRkRFEIpHcMiVP3f734lKiIp2PllWm5IL43+5z5ElKSkKjRo3KLZOdnY1Ro0bh6NGj5ZYrr3PayijZJ3Z2dmWWKW//WVhYlNklg0gkQmpqKvLy8uROt7a2LjWu5CJqYWEh9ynZkgvAf5dZE/vtQzqptbGxwebNmzFy5EhkZGQgICAAfn5+lV7O+z6vks8qLy8PycnJMDU1rXLMJQoKCrB//34AwLhx40pNHzduHE6cOIF9+/Zh6dKl4POLfxO+efOG+5zK2nc1dV4BxdcXPz8/XLlypdxyGRkZMDAwKDVe3vEKgLvuvHtMvnr1CkD555WdnR0iIiLeG3dVvXnzhvtbXm8O8ixduhQrVqxAQUFBmWXePYdKttPY2LjMBOh9501l9itQtXPA3t4e69evx5w5czBt2jRMmzYNNjY28PDwQJ8+fTB48GAIBIJy46yo58+fA4DCn0w2NzfHlClTMGXKFADF/RceOnQIS5cuRUpKCkaPHs0l7kD1HO/vfsbyppd1fS5R0vejPCWfZ8kxVZ6S68Pu3btl+k2Vp6KdehsbG5dbvuS4KeHg4MBVSMlT1nH/vuNXLBbD0NAQKSkpePXqFSwtLSsS/nu971p069YtmX2/bds29OnTB/v378f+/fuhp6eH1q1bo1u3bhg1alSZ521ZKpUUurm5Yf/+/bh16xaKioqgpqZWqZV9KC0trSqXKcmeBw0aBB0dnXKX8W4NS1kCAwNx9OhRNGnSBKtWrULr1q1hbGzMXbDatWuHsLAwlemUtiQBUPS8lV1uTey3ihwnZWGM4eDBg9z/t27dQkFBQbX3caYIx48f536wLVu2DF999ZXM9MLCQgDAy5cvcebMGbk1x2Up6wtC0ecVAEyYMAFXrlyBh4cHli5dChcXFxgYGHCfgaWlJeLi4so8Rj7kWFeGW7duASj+oq7ID5rffvsNS5Ysga6uLrZs2YJu3brB0tISWlpa4PF4WLBgAYKCguTun/JqIt9XS1lT+3X69OkYMmQI/vjjD1y5cgVXrlzBTz/9hJ9++gmLFy/G5cuXVbpbqf8yMzPDrFmzYGtrC19fX0RFReHRo0dcbV11H+/V9blV5Bpdcn1o0aIFXFxcyi3btm3bCq23ZcuWuHz5Mv75558KlX+fD/m+qIoPrckDZPe9o6MjoqOjcebMGZw/fx5Xr17F5cuXcf78eSxbtgy7d+/GJ598UuFlVyop7NOnD2bPno20tDT88ccfGDhwYIXnLemIOTk5GRkZGXJrC0t+VVRHp81WVlZ49OgR5s2bh1atWn3w8g4fPgwA+Pnnn+U2L1W2qex9SvZJyT6Spzr3n6LU9H6rrK+//hrBwcFwdHSEWCxGWFgY5s2bh3Xr1lVqOfXq1cOTJ0/w9OlTNGvWrNT0ks9KU1OzwrVD7/PuL/GwsLD3li1JCo2MjCAUCiGRSPD8+XO5zahlvS1C0edVdnY2goODwefzERwcDLFYXGp6Wc1AVVFyrpT3NozqflNGyY+Qbt26VeiHdsk5tGLFCkyaNKnUdHnnUMl2JiUlITs7W24Cr+jt/JBzwMzMDBMnTsTEiRMBAA8ePMC4ceMQFhaG+fPnY9++fR8cX0kNyoMHDz54WRXx7m02b968QcOGDWv8eK+oipwP9evXf+9yrKysAADt27fHli1bFBEa+vXrh40bN+LOnTu4d++e3GNLEerVq4cHDx6U+Z2bnp6OlJQUrmyJkgqOzMxMufOV1FCX5dmzZ2VOK2vfq6uro3fv3tytAhkZGVi3bh2WLl2KyZMnY+DAge/90V6iUj8h7O3tMXz4cADA559/zu2QsiQmJnL3tdSvX59rLpDXwz9jjBvftWvXyoRVId7e3gDeXlA/VMm2y+uk9PTp0zJNQu8qOWBKam0qqlOnTuDz+QgPD8edO3dKTY+Li+PukamO/acoNb3fKuPy5ctYuHAhtLW18csvv3D3F65fv57rmLaiSu6TKeu1fCX39XXs2PGDOqku8erVK5w+fRpA8T01rPghslJDSc/+f/zxB7evNTQ04OHhAQA4dOiQ3OX/+OOPcscr+rxKT09HUVERRCJRqS9IADhw4IBCa987deoEHo+HW7duyU0O7ty5U61Nx9u2bcONGzcAAHPnzq3QPOWdQ4mJiQgJCSk13srKiquFlPdZ5ufn48iRIxUNu0IUeQ40adIE8+bNAwCEh4fLTKvqtaHkR9GPP/6I7OzsSs37XxU5Jks6pgfeJhE1fbxXVFpaGo4fP15qfFJSEvc9U5F3cpdcH/74448ym6orq1u3btz1asqUKcjPz1fIcv+rZPvK+gFScvw2bNhQJiks+fv+/ful5mGM4dSpU+WuNyIiQu41JzIyErdu3QKfz0enTp3KXYZIJMKSJUsgFouRk5ODhw8fllv+XZWuV968eTMcHBzw7NkzdOjQQe59EPn5+dizZw9cXV1ldsz//vc/AMDy5ctlEhvGGL766iuEh4dDLBZzvw4Vac6cORCLxVi3bh2++eYbuQfSs2fPcODAgQotr+Tm6s2bN8uMj46O5u4lkackw3/3npKKsLa2xuDBg8EYw+TJk2UeCsnOzsakSZOQl5eHdu3aoV27dpVadk2q6f1WUUlJSRg+fDiKioqwdetWNG3aFFZWVti3bx/3EFRlalJmzJgBdXV1HDt2rNQxdebMGXz77bcA3p4TH2rv3r0oKipCmzZtyr1HytHREa1atUJ+fr5MXJ999hkAYNOmTaVeIL9x48Yy39eq6PPKzMwMBgYGSEtL4+6PLPH3338jMDCwQsupKGtrawwcOBBSqRQBAQEy9+Glpqbi008/rZYv5fj4eMyePZu79ykwMLDC523JObRz506Z/Z2eng5/f3+kp6fLna/kM168eLHMl4RUKkVgYCBevnxZpW0pS1XOgfPnzyM4OLjUvZKMMZw4cQJA6WS4qteGfv36wdXVFbGxsRg8eHCpB+3y8vLe+wVeIj09HS1btsT+/fuRlZVVavrTp0+5+3zbtWvH1VLW9PFeGZ9//rnMvWsSiQRTp05FdnY22rRpg/bt2793Ga6urvDz88PLly/h6+sr9xqanZ2NgwcPIiEhocKxHTx4EMbGxvjrr7/QvXv3Uj8USty7d6/Kb1WbOHEiRCIRbt26hZUrV8pcB27fvs3dnjNnzhyZ+Xr06AEA2L9/v8zr9QoKCjBv3jzuR2BZGGMICAiQebAoPT0dAQEBYIzBz8+Pq4HNycnBunXr5N5fefnyZaSlpUFNTa1CtbrvBlBpCQkJXGeUQHGnyf3792fDhw9n3bp1Y7q6ugwo7i/u3S4WpFIp19ehuro66969Oxs+fDjXiaWWlpbcN0q8r8sBxsrvTb3ExYsXuY6eTU1NWbdu3djIkSNZnz59uO5y2rZtKzNPWV3SHDlyhPF4PAYU99VX0qllSefQJX0KvdszOmOM3blzh/H5fMbn81mPHj3Y2LFj2fjx42X6SSpre9+8ecNcXFwYUNzf2oABA9igQYO4t228r/PqspS1vvL26fuWW1Z3GtW53ypyDMjrLqCoqIh5enrK7SaAMcZ13NymTZtKdcL87bffch33tmzZko0YMYK1b9+e2/7/dtzLWNW6IZFKpVx3I/K6n/ivTZs2MaC4D7N3TZo0ieHffru6dOnChg8fzpo1a8bU1NTYrFmz5Hahw1jVzqvylPRdVjLf8OHDuf02atSoMo/X910nyuoqIi4ujovT0NCQ+fr6soEDByqk82odHR2uS4xRo0axAQMGMGdnZ+640NXVZZs3b5bbXU9Zx8LTp0+ZWCxmAFi9evWYn58f69evH9PX1+feOiHvmlVYWMj1ZyoUClmvXr3YsGHDmL29PdPS0mKffvopA8AmTpwod1vknRuMlX8tqOw5UPLZi0Qi1qVLFzZixAg2cOBA7rPV19cv1V3Hli1buH3p6+vLxo8fz8aPH8/1xVhefDExMdz3j7a2NvP09GTDhw9nnTp1qlTn1ampqdwxKxQKWZs2bdjgwYPZoEGDWNu2bbl9YGNjU6rj5+o63qty/X638+q2bdsybW1t1qdPHzZkyBDuBQOmpqYy/Vy+b30ZGRlch+QCgYC1bt2aDRkyhA0ePJi1bt2a66/yv13GvM+jR4+4PjKB4n4V+/fvzz755BM2YMAA7nMFwDp06FCqO6CK5BXHjx/nunpr0qQJGz58OOvevTtTV1dnQNldrvXv35/LaXr27Mn69evH6tevz0QiEdefZXmdVzdo0ICJxWI2cOBA5uvrywwNDbnub97t67HkuOPz+czFxYUNGjSIDR8+nHl4eHDn2Jdfflmp/VqlpLDEqVOn2OjRo5mDgwP3OiJzc3PWs2dPtmHDBpnOF9916NAh1qVLFyYWi5mGhgazsrJiY8aMkXugMaa4pJCx4oR20aJFrGXLlkxPT48JBAJWv3591q5dO7Z48WKZVwMxVn4/hZcuXWLdu3dnxsbG3GuJVqxYwSQSCevcubPc5Iax4g5m27dvz/T09LgPrrKvuWvRogXT1tZmmpqazNHRkS1YsOC9r7krS00mhYxV336ralJY0h+Vk5MTy87OLjVPfn4+91aMmTNnlrv8//r777/ZoEGDmLm5OdepsI+PT5mv+KpKUnju3DnuglvWOfeupKQkri+1//5o27VrF2vZsiXT1NRkYrGYeXp6skuXLrEffviBAWDDhw+Xu8zKnlfvc+zYMdauXTsmFou5V+Zt27aNSaVShSeFjBX/4Jo+fTqrX78+F/uUKVO4N81UNSl8d9DQ0GCGhobM0dGRDRs2jH377bcyHUH/V3nHwrNnz9jIkSOZtbU1EwqFzMbGhk2ZMoXFx8eXe83Kz89nq1evZk5OTkwoFDJjY2M2cOBAdvfuXbZs2TIGlO6r8kOSQsYqdw48fvyYLVmyhHXv3p1ZW1szTU1NZmBgwJo3b87mz58v0z9biaKiIhYUFMSaNm3KfYG/ew15X3yZmZns66+/Zq1bt2Z6enrc/uzXr1+FX2splUrZtWvX2MqVK5mnpydr2LAh09PTYxoaGszU1JR17dqVrVu3jmVlZcmdvzqO9w9JCjt37syysrLYnDlzmJ2dHfdKwzFjxpT5Wrry1ldUVMQOHTrEevfuzczMzJiGhgYzMjJizZo1Y2PHjmVHjx6t1A/uElKplP32229sxIgRzN7enstDjI2Nmbu7O5s5c2aZr3GtSF7BWHFfi/7+/qx+/fpMQ0ODicVi1rVr13KPjby8PLZw4ULWoEED7hgYPnw4e/z4cYVec5eYmMgmT57MXY+srKzYZ599Vur6XlBQwHbs2MGGDx/OmjRpwvT19ZmWlhazt7dnfn5+7Ny5cxXaj+/iMaYij8cSQlTWuHHj8P333+Obb77B7NmzlR0OqQbdunXDhQsXcOTIEfj6+io7HKIEoaGh6Nq1Kzp37lyhfgiJ4uzduxdjx46Fv79/mffh1oTa1XcDIaTaREZGlrrhXiqVYteuXdi7dy80NTW5B81I7RQeHl7qvs/8/HwsWbIEFy5cgKmpqdzOjgkhdcOHP/ZICPkorFmzBocPH4arqyvq1auH7OxsREVFISYmBmpqati2bVut6h+OlDZz5kyEh4fDxcUFFhYWSE1Nxd27dxEXFwdNTU3s27cPmpqayg6TEKIklBQSQgAUv6ouIyMDN2/eRHh4OAoLC2FqaoqhQ4di5syZcHd3V3aI5ANNnDgRBw8eREREBK5fvw7GGCwtLTFu3Dh8/vnncvuoJITUHXRPISGEEEIIoXsKCSGEEFK3bN++Hc2bN4dIJIJIJIKHh4dMv5RdunQBj8eTGf7bl+6LFy/g4+MDbW1tmJqaYs6cOdX6goWaQM3HhBBCCKlT6tevj1WrVqFhw4ZgjGHfvn3o378/bt++jaZNmwIovt1i2bJl3Dza2trc30VFRfDx8YG5uTmuXr2KuLg4jB49GhoaGli5cmWNb4+iUPMxIYQQQuo8Q0NDrFmzBuPHj0eXLl3QokULbNiwQW7ZU6dOoU+fPoiNjYWZmRkAYMeOHZg3bx6SkpK41y/WNlRTWMd06HtR2SGQf2mJdJUdAnlHbkbp15MR5XDt7qrsEMi/Ns8UVfs6Tmo0VshyemRFQCKRyIwTCoUQCoXlzldUVIRffvkF2dnZ3HuVgeLX6R04cADm5ubo27cvFi1axNUWhoWFwdnZmUsIAcDLywsBAQGIjIyEq2vtPIbpnkJCCCGE1HpBQUHQ19eXGYKCgsosf/fuXejq6kIoFGLKlCk4evQo9wT+iBEjcODAAVy4cAGBgYHYv38/PvnkE27e+Ph4mYQQAPd/fHx8NWxdzaCaQkIIIYQoDU+Dp5DlBAYGlnrjUnm1hI0bN0Z4eDjS09Px66+/wt/fHxcvXoSTkxMmTZrElXN2doaFhQW6d++OJ0+ewN7eXiHxqiJKCgkhhBCiNHx1xSSFFWkqfpdAIICDgwMAwM3NDTdu3MDGjRvx7bfflirbtm1bAMDjx49hb28Pc3NzXL9+XaZMQkICAMDc3Lyqm6B01HxMCCGEEKXhafAVMnwoqVRa6p7EEuHh4QDAvdXJw8MDd+/eRWJiIlcmJCQEIpGoVncCTzWFhBBCCKlTAgMD4e3tDWtra2RmZuLQoUMIDQ3F6dOn8eTJExw6dAi9e/eGkZERIiIiMGvWLHTq1AnNmzcHAHh6esLJyQmjRo3C6tWrER8fj4ULF2Lq1KmVqq1UNZQUEkIIIURpFNV8XBmJiYkYPXo04uLioK+vj+bNm+P06dPo2bMnXr58ibNnz2LDhg3Izs6GlZUV/Pz8sHDhQm5+NTU1nDhxAgEBAfDw8ICOjg78/f1l+jWsjSgpJIQQQojSKOpBk8rYvXt3mdOsrKxw8eL7u2+zsbFBcHCwIsNSOrqnkBBCCCGEUE0hIYQQQpRHGc3HRD5KCgkhhBCiNMpoPibyUfMxIYQQQgihmkJCCCGEKA81H6sOSgoJIYQQojQ8NUoKVQU1H5chOTkZpqamiImJUXYocvF4PPB4PIjFYmWHQgghhJCPANUUlmHFihXo378/bG1tuXEvXrxAQEAALly4AF1dXfj7+yMoKAjq6hXfjZcuXcKaNWtw8+ZNxMXF4ejRoxgwYIBMGcYYFi9ejF27diEtLQ3t27fH9u3b0bBhQ65MXFwcfv75ZyxevPhDN7VW8e1tieG+VjA0EODJsyys//Yx7j/KVHZYHz3nJroY7GOGRnbaMDIQYPG6x7h6Mx0AoKYGjB1cD21a6MPcRICc3CLcupeJ3T+9RnJagZIjrzvo3Kh53u5C9HaXfXtFQkoRvvohGwDw2SBtNKwv+/1wJSIfP5/Pq7EYawM+1RSqDEoK5cjJycHu3btx+vRpblxRURF8fHxgbm6Oq1evIi4uDqNHj4aGhgZWrlxZ4WVnZ2fDxcUF48aNg6+vr9wyq1evxqZNm7Bv3z7Y2dlh0aJF8PLyQlRUFDQ1NQEUv3BbX1//wza0lunWwQTTJthj7daHiHqYiSH96mHdMmcMn3IDaemUfFQnTSEfT1/k4vTFZCyZZS8zTSjgw8FWGweOxuHpixzo6agjYJQVln1uj6mLHigp4rqFzg3liX1ThC2/5XD/S6Wy0/+6m4+TYW/fp1tQyGoqtFqDx6ekUFVQUihHcHAwhEIh3N3duXFnzpxBVFQUzp49CzMzM7Ro0QLLly/HvHnzsGTJEggEggot29vbG97e3mVOZ4xhw4YNWLhwIfr37w8A+OGHH2BmZoZjx45h2LBhH7ZxtdiwAfVx/HQcgs8lAADWbHsEj9ZG6NPTHAd+fank6D5uN+5k4MadDLnTcnKlmL/q0TtjJNiy7wW2LneEiZEGkpIpKaludG4oj5QBmTllJ3r5hazc6QTgqdGdbKqCPgk5Ll++DDc3N5lxYWFhcHZ2hpmZGTfOy8sLGRkZiIyMVNi6nz17hvj4ePTo0YMbp6+vj7Zt2yIsLExh66lt1NV5aOSgh3/upHLjGAP+CU9F08YiJUZG5NHRUoNUypCdU6TsUD56dG4ol4mYj68m6GLxWF2M7qUFAz3ZWq9WjTUQNFkXgZ/ooG97ITSoKoaoMDo85Xj+/DksLS1lxsXHx8skhAC4/+Pj4xW27pJlyVuXItdT2+iLNKCuxkNKqmytU0paAWzqayspKiKPhgYPE4bXw4WwFOTkSt8/A/kgdG4oz/P4Ihw4k4vEVClEOjx4txVi5mAdrNyfBUkB8M+DAqRkSpGexVDPmI9+HTRhZsDHdydylR26SqF7ClUHJYVy5Obmcvfu1WYSiQQSiURmnLQoH3y1ijV1E1JZamrAoukNwAMPm75/oexwCKlWUTGF3N+xb4Dn8TlYOk4Pro008HdkAa7ee5uoxyVLkZGdi+mDdGCsn4c36dSkXILuKVQd1Hwsh7GxMVJTU2XGmZubIyEhQWZcyf/m5uYKW3fJsuStq7LrCQoKgr6+vszw6vFBhcVak9IzClBYxGBooCEz3lCsgeTUfCVFRd6lpgYsnN4ApsYCzFv1kGoJawidG6ojVwIkpkphIpb/1RoTX3w7hXEZ0wlRNjoy5XB1dUVUVJTMOA8PD9y9exeJiYncuJCQEIhEIjg5OSls3XZ2djA3N8e5c+e4cRkZGbh27Ro8PDwqtazAwECkp6fLDPUdRios1ppUWMjw8HEm3JobcON4PMDNxQCR0fIfgCA1pyQhrGeuiXlBj5CZRfcS1hQ6N1SHQKM44cvIll8LWM9EDQDKnF5X8dV4ChnIh6PmYzm8vLwQGBiI1NRUGBgUX2g9PT3h5OSEUaNGYfXq1YiPj8fChQsxdepUCIXC9yzxraysLDx+/Jj7/9mzZwgPD4ehoSGsra3B4/Ewc+ZMfPXVV2jYsCHXJY2lpWWp/gzfRygUloqtNjcd/3TsFb6Y1QQPHmfi/sNMDOlfD1qafJw8W3fvtawpmkI+6pm/PZbMTYSwt9FCRlYhUtIK8OUMezjYamPR2sfg8wED/eJLS2ZWEQqL6AuwutG5oRwDOgpx72khUjKl0Nfho7e7EFIpw83oAhjr8+DWWANRMYXIzmOwNFaDbydNPHpViNg3VIv+LnqjieqgpFAOZ2dntGzZEocPH8bkyZMBAGpqajhx4gQCAgLg4eEBHR0d+Pv7Y9myZdx8MTExsLOzw4ULF9ClSxe5y/7nn3/QtWtX7v/Zs2cDAPz9/bF3714AwNy5c5GdnY1JkyYhLS0NHTp0wJ9//vlR3Of4Ic5fSYJYXwMTRtrC0ECAx0+z8Pniu0ilDpKrXaMG2vhmYWPu/4BRVgCAM5fe4IcjcWjnJgYAfBskW2v++VfRiLifVWNx1lV0biiHWJePMd5a0NbkISuX4WlsEdb9nI2sXAZ1NR4aW6ujq6sAAg0eUjOluPO4AKevS96/YEKUhMcYo5/xcpw8eRJz5szBvXv3wOdXrJX9woUL8PX1xdOnT7kaxuq0d+9ezJw5E2lpaRWep0Pfi9UXEKkULZGuskMg78jNoORVVbh2d1V2CORfm2dWf7dGN7u2V8hy3C78pZDl1GVUU1gGHx8fPHr0CK9fv4aVlVWF5gkODsaCBQtqJCHU1dVFYWFhna89JIQQUrvR08eqg5LCcsycObNS5desWVM9gcgRHh4OoLhZmxBCCCHkQ1FSWEs5ODgoOwRCCCHkg9GTw6qDkkJCCCGEKA01H6sOSgoJIYQQojS8Cj7MSaoffRKEEEIIIYRqCgkhhBCiPNR8rDooKSSEEEKI0tCDJqqDmo8JIYQQQgjVFBJCCCFEeaj5WHVQUkgIIYQQpaGnj1UHfRKEEEIIIYRqCgkhhBCiPNR8rDooKSSEEEKI0lBSqDqo+ZgQQgghhFBNISHKoiEUKDsE8g6mq6PsEMi/8nIKlB0CqUFUU6g6KCkkhBBCiNLQ08eqg5JCQgghhCgNvdFEdVB6TgghhBBCqKaQEEIIIcpD9xSqDkoKCSGEEKI0dE+h6qBPghBCCCGEUE0hIYQQQpSHmo9VByWFhBBCCFEaSgpVBzUfE0IIIaRO2b59O5o3bw6RSASRSAQPDw+cOnWKm56Xl4epU6fCyMgIurq68PPzQ0JCgswyXrx4AR8fH2hra8PU1BRz5sxBYWFhTW+KQlFSSAghhBCl4fH5Chkqo379+li1ahVu3ryJf/75B926dUP//v0RGRkJAJg1axaOHz+OX375BRcvXkRsbCx8fX25+YuKiuDj44P8/HxcvXoV+/btw969e/Hll18qdN/UNB5jjCk7CFJzOvS9qOwQyL9EJobKDoG8Iz9XouwQyL/snO2UHQL5164FRtW+jpef+ilkOVbbjnzQ/IaGhlizZg0GDRoEExMTHDp0CIMGDQIAPHjwAI6OjggLC4O7uztOnTqFPn36IDY2FmZmZgCAHTt2YN68eUhKSoJAUDtfY0o1hYQQQgip9SQSCTIyMmQGieT9P/aKiorw008/ITs7Gx4eHrh58yYKCgrQo0cPrkyTJk1gbW2NsLAwAEBYWBicnZ25hBAAvLy8kJGRwdU21kaUFBJCCCFEaRTVfBwUFAR9fX2ZISgoqMz13r17F7q6uhAKhZgyZQqOHj0KJycnxMfHQyAQQCwWy5Q3MzNDfHw8ACA+Pl4mISyZXjKttqqzSWFycjJMTU0RExOj7FCqJDQ0FDweDzweDwMGDFB2OIQQQkjV8HgKGQIDA5Geni4zBAYGlrnaxo0bIzw8HNeuXUNAQAD8/f0RFRVVgxuueupslzQrVqxA//79YWtry4377LPP8Ndff+HevXtwdHREeHh4qfkiIiIwdepU3LhxAyYmJpg+fTrmzp1b4fUWFBRg4cKFCA4OxtOnT6Gvr48ePXpg1apVsLS05MqlpKRg+vTpOH78OPh8Pvz8/LBx40bo6uoCANq1a4e4uDjMmDGjQtXjHwvf3pYY7msFQwMBnjzLwvpvH+P+o0xlh/XRa9ZIG369TOBgqwUjsQaWb36OsNsZ3PTgPc5y59t9OA5H/nxTU2HWCc5NdDGkjzkaNtCGsYEAX37zGFf/SZMp4z/IEr27GUNXRx2R0VnYuOc5XsfXneuEMvTy0IRfVx2cvZ6Ln8/mwEifj1VTDeSW3fFbJm4+yK/hCFWXorqkEQqFEAqFFS4vEAjg4OAAAHBzc8ONGzewceNGDB06FPn5+UhLS5OpLUxISIC5uTkAwNzcHNevX5dZXsnTySVlaqM6WVOYk5OD3bt3Y/z48aWmjRs3DkOHDpU7X0ZGBjw9PWFjY4ObN29izZo1WLJkCXbu3Fmpdd+6dQuLFi3CrVu38NtvvyE6Ohr9+vWTKTdy5EhERkYiJCQEJ06cwKVLlzBp0iRuukAggLm5ObS0tCq87tquWwcTTJtgj+9/jMH4mTfx+FkW1i1zhlhfQ9mhffQ0hXw8e5mHbQdi5U4fOfO+zLB+zytIpQx/3Uyv4Ug/fppCPp6+yMHmPS/kTh/a1xwDe5li4+4XmLboPvIkRVg1vxE0NKgvuOpia6GGzq6aeJnwtjuSlAwpPt+YIjP8fikHeRKGe08oIVRFUqkUEokEbm5u0NDQwLlz57hp0dHRePHiBTw8PAAAHh4euHv3LhITE7kyISEhEIlEcHJyqvHYFaVO1hQGBwdDKBTC3d1dZvymTZsAAElJSYiIiCg138GDB5Gfn489e/ZAIBCgadOmCA8Px7p162QStvLo6+sjJCREZtyWLVvQpk0bvHjxAtbW1rh//z7+/PNP3LhxA61atQIAbN68Gb1798batWtlahTrkmED6uP46TgEnyv+NbZm2yN4tDZCn57mOPDrSyVH93H7524W/rmbVeb01AzZvrncW+gh4kE24pMKqju0OufGnQzcuJNR5nRfb1McPBqHqzfTAABfb4vBLztc0L6VGKFhqTUUZd0h1AAm9NPDD8HZ8Gn/9kc6Y0BGtmznHq6NBPjnvgQSOi1kKOPdx4GBgfD29oa1tTUyMzNx6NAhhIaG4vTp09DX18f48eMxe/ZsGBoaQiQSYfr06fDw8ODyBk9PTzg5OWHUqFFYvXo14uPjsXDhQkydOrVStZWqpk7WFF6+fBlubm6Vni8sLAydOnWSedTcy8sL0dHRSE2t+sU2PT0dPB6Pq6YOCwuDWCzmEkIA6NGjB/h8Pq5du1bl9dRm6uo8NHLQwz933u5nxoB/wlPRtLFIiZGR/xKL1NG6uQhnLqcoO5Q6x8JUACMDAW7de5s0ZucW4f6TbDg11FViZB+vEV46iHiSj/sx5Wd61uZqsDZXx5U71Iz/Xzw+TyFDZSQmJmL06NFo3Lgxunfvjhs3buD06dPo2bMnAGD9+vXo06cP/Pz80KlTJ5ibm+O3337j5ldTU8OJEyegpqYGDw8PfPLJJxg9ejSWLVum0H1T0+pkTeHz58+rVNsWHx8POzvZ/rPefdrIwED+/SPlycvLw7x58zB8+HCIRCJuWaampjLl1NXVYWhoWKufavoQ+iINqKvxkJIqe+FNSSuATX1tJUVF5OnRTozcvCL8dbPs2ixSPQz+vZUiNV225jYtvQCGYrrNQtFaOwlgba6OFd+//zaJDi6aiH1TiCeva/cbLz4Wu3fvLne6pqYmtm7diq1bt5ZZxsbGBsHBwYoOTanqZFKYm5sLTU1NZYeBgoICDBkyBIwxbN++XeHLl0gkpR5CkRblg69WOzvVJLVDz44GuPB3GgoKqV988vEy0ONjWE8drDuUgcKi8stqqANtmwpw4kpuzQRXyyij+ZjIVyeTQmNj4yo195qbm5d692FVnzYqSQifP3+O8+fPc7WEJct69+ZVACgsLERKSkql1hMUFISlS5fKjLNq6A/rxmMrFasqSM8oQGERg6GBbG2HoVgDyal007aqaNpQG1YWmli1g+7xVIbU9OKadAN9daSkva1VF+tr4ElMjrLC+ijZWKhBpMPHovH63Dg1Pg8NrdXRtZUmAr5OQcn7wtyaCCDQ4CHsHjUdy6Oop4/Jh6uT6bmrq2uV+iLy8PDApUuXUFDw9mIbEhKCxo0bV6rpuCQhfPToEc6ePQsjI9nXCHl4eCAtLQ03b97kxp0/fx5SqRRt27at8Hrk9dlU32FkhedXJYWFDA8fZ8Kt+dv9zOMBbi4GiIymZkpV4dnREI9icvDsZZ6yQ6mT4hLzkZyaD9dmb39kamvx4Wivg6hHZT8oRCrvfkwBFu9Kw7Ld6dwQE1uIa/fysWx3Ot59gWwHF03ceZSPrByqPSeqrU4mhV5eXoiMjCxVW/j48WOEh4cjPj4eubm5CA8PR3h4OPLzi2uiRowYAYFAgPHjxyMyMhI///wzNm7ciNmzZ1d43QUFBRg0aBD++ecfHDx4EEVFRYiPj0d8fDy3HkdHR/Tq1QsTJ07E9evX8ddff2HatGkYNmxYpe6FFAqFEIlEMkNtbjr+6dgr9PWyQK9uZrCpr43/fdoQWpp8nDxbN++zrEmaQj4aWGmigVXxbRdmxhpoYKUJE8O3Nbdamnx0bK2P05foCdfqpCnkw95GC/Y2xU+6WpgIYW+jBVOj4nP7t1OJGDnAAh5u+rCz0sK8ADskpxbgr//0ZUg+jCQfiE0qkhkkBQzZuVLEJr1tTzYx4KOhtTouh1MtYVmU8aAJka9ONh87OzujZcuWOHz4MCZPnsyNnzBhAi5evMj97+rqCgB49uwZbG1toa+vjzNnzmDq1Klwc3ODsbExvvzyS5nuaEJDQ9G1a1dunv96/fo1/vjjDwBAixYtZKZduHABXbp0AVDc/c20adPQvXt3rvPqki5z6qrzV5Ig1tfAhJG2MDQQ4PHTLHy++C5S06h/h+rW0FYLX89rwP0/aXjxj5OQK6lYv+cVAKBz2+JmtNBraTUeX13SuIEOvvmyMfd/wGgrAMDpi2+wZkcMfj4eD00hH7Mm2EJXWw33orMwf9VDFBRQLZUydGguRGqGFFFP6TpVJrqnUGXwGGN18kpx8uRJzJkzB/fu3QNfgQfk999/j5UrVyIqKgoaGtX/tN+YMWOQlpaGY8eOVah8h74X31+I1AiRiaGyQyDvyM+lmhxVYeds9/5CpEbsWmD0/kIfKPGLMQpZjumKvQpZTl1WJ2sKAcDHxwePHj3C69evYWVlpbDlBgcHY+XKldWeEF6+fBne3t6QSCTw8fGp1nURQggh1YXHo6ZfVVFnk0IAmDlzpsKX+csvvyh8mfK0atWKezdzyfuQCSGEkNqGuqRRHXU6KazNtLS0uBd5E0IIIbUVPSSiOig9J4QQQgghVFNICCGEECWi5mOVQUkhIYQQQpSGmo9VB6XnhBBCCCGEagoJIYQQojw8HtVPqQpKCgkhhBCiPNR8rDIoPSeEEEIIIVRTSAghhBDloc6rVQclhYQQQghRGnr6WHVQek4IIYQQQqimkBBCCCFKRE8fqwxKCgkhhBCiNNR8rDooKaxj1DQ0lB0C+VfjlnbKDoG849WTJGWHQP7VqpWRskMgNYkeNFEZ9EkQQgghhBCqKSSEEEKI8vB41HysKigpJIQQQojyUPOxyqBPghBCCCGEUE0hIYQQQpSHnj5WHZQUEkIIIUR5qJ9ClUGfBCGEEEIIoZpCQgghhCgRNR+rDEoKCSGEEKI0PGo+Vhn0SRBCCCGEEKopJIQQQogSUfOxyqCkkBBCCCFKw6POq1UGJYWEEEIIUR56zZ3KqLPpeXJyMkxNTRETE6PsUKpk79694PF44PF4mDlzprLDIYQQQkgtV2drClesWIH+/fvD1tYWAHDnzh2sWrUKV65cwZs3b2Bra4spU6ZgxowZMvOFhoZi9uzZiIyMhJWVFRYuXIgxY8ZUat2TJ0/G2bNnERsbC11dXbRr1w5ff/01mjRpwpV58eIFAgICcOHCBejq6sLf3x9BQUFQVy/+yIYOHYpevXrB19f3g/ZDbTJmqBXGDrWSGff8VQ5GfxaunIDqCK82AvRqI5AZl5AqxaqDOQAAIxEP/doL0cBSDepqwIPnhThyKR9ZuUwZ4X7UBnTXR9vmOqhnqoH8AobomDwcPJ6K2KQCroyZkTpG9zNEkwaaUFfnIfxBDvYcSUZ6llSJkX+c8vOy8NfJjXh85yxyspJhWt8JXf0WwNymOQAgO+MNLv++Fs8fXIEkNxP1HFqh26BFMDC1VW7gqoaaj1VGnUwKc3JysHv3bpw+fZobd/PmTZiamuLAgQOwsrLC1atXMWnSJKipqWHatGkAgGfPnsHHxwdTpkzBwYMHce7cOUyYMAEWFhbw8vKq8Prd3NwwcuRIWFtbIyUlBUuWLIGnpyeePXsGNTU1FBUVwcfHB+bm5rh69Sri4uIwevRoaGhoYOXKlQAALS0taGlpQSAQvGdtH5enL3Lw+ZJI7v+iIko8akJcchG2/57H/S+VFu93gTowpb8WYt9Ise1YLgDAu60AE/poYuMvuaBPR7Ga2mvi9JUMPH4pgRqfhxE+Blg4xRyzvn4FST6DUMDDwinmeB6bj6Xb4gAAQ70NMH+CORZsjAWjD0ShzhxaiOS4R/AevRo6+qa4f+MP/LplLPy/CIauvin+2DUVfDV19J+0DQJNXdy8sBe/bhmLMV+chIZQW9nhqw5qPlYZdTI9Dw4OhlAohLu7Ozdu3Lhx2LhxIzp37owGDRrgk08+wdixY/Hbb79xZXbs2AE7Ozt88803cHR0xLRp0zBo0CCsX7++UuufNGkSOnXqBFtbW7Rs2RJfffUVXr58yTVlnzlzBlFRUThw4ABatGgBb29vLF++HFu3bkV+fr5C9kFtVVTEkJJWwA3pmYXKDqlOkEqBzBzGDdn/5od2Fmow1OPh0Nk8xCVLEZcsxaGzebAy5aNhfTXlBv0RWrEzAaE3svAqvgDPY/Ox9VASTAzV0aC+EADQ2E4Tpobq2HooCS/iCvAirgBbDyWhgZUAzRpqKjn6j0tBfh4e3TmDjv3noL5DaxiY2KBd7+kQm9gg4sohpCXFIC4mHN2HLoG5TXMYmjVAjyFLUFiQhwc3Tyo7fELkqpNJ4eXLl+Hm5vbecunp6TA0NOT+DwsLQ48ePWTKeHl5ISwsrMqxZGdn4/vvv4ednR2srKy49Tg7O8PMzExmPRkZGYiMjCxrUXVCfQtNHPmuFX7c1hILZzaEqXHdqilVFmMxH0vGamPhKG180lMIsW7xL3t1NYABKCx6W7agEGAMsLOkpLC6aWsVX8Kzcoo/AA314n1fUPi2SjC/gIExoIkdJYWKxKSFYNIiqGsIZcarawjx+sktFBYW/4BXV387ncfnQ01dgNdPbtZorKqOx+crZCAfrk7uxefPn8PS0rLcMlevXsXPP/+MSZMmcePi4+NlEjUAMDMzQ0ZGBnJzcysVw7Zt26CrqwtdXV2cOnUKISEhXFNwWespmVZX3X+YiVWbH2PO8iis2/kUFqZCbF7hDC3NOnkY15jn8UX48Wwevv0jD79clMBQxMd0Xy0INYCY+CLkFwB92wmgoV7cnNy/gwBqfB5E2tQkVJ14PGDMACM8eJqHl/HF9xQ+ipFAks/wSV9DCDR4EAp4GN3fEGpqPBiIKElXJIGmLizsXPH3n9uQlZ4AqbQIUTd+R9yzcGRnJMLQrAH0DCxx5fg3yMtJR1FhPq6H7ERWWjyyM5KUHb5q4fEVM5APVif3Ym5uLjQ1y/7VfO/ePfTv3x+LFy+Gp6dntcQwcuRI3L59GxcvXkSjRo0wZMgQ5OXlvX/GSpBIJMjIyJAZpEW1t/n52u00hIYl4+nzHNwIT8O8r+5DV1sNXdsbKzu0j9qDF0W486QIcclSRL8ows7judAS8tDCQR3ZecC+P/PQ1E4dqybrYOUkHWgJeHiZWET3r1WzCX5GsLLQwPofErlxGdlSfLMvEW5NtbF/lQ32rbSBjpYanr6U0OdRDbxHrQYDw86FnbBxljNuh+5HYzcf8Hh8qKlpoN+EzUhNjMG2eW2w6fMWePnoGmydOoFH99ApXVBQEFq3bg09PT2YmppiwIABiI6OlinTpUsXrpePkmHKlCkyZV68eAEfHx9oa2vD1NQUc+bMQWFh7b2tqU4+aGJsbIzU1FS506KiotC9e3dMmjQJCxculJlmbm6OhIQEmXEJCQkQiUTQ0tKqVAz6+vrQ19dHw4YN4e7uDgMDAxw9ehTDhw+Hubk5rl+/Xmo9JTFUVFBQEJYuXSozzrrJONg6jq9UrKoqK6cIr+LyUM+cmsVqUl4+kJQmhbG4+Ddl9MsirNifAx1NoEhaPH3pWG0kZ9DTrtVlvK8RWjppY/GWOKSkF8lMi4jOxfQVr6Cnw0dREZCTJ8WupVZISK69X1SqSmxijaEzDqBAkgNJXhZ09U1xYs9M6BsV3wpkZt0Mo+b/DkluJooKC6CtZ4hDawfDzLqZkiNXMUp4o8nFixcxdepUtG7dGoWFhViwYAE8PT0RFRUFHR0drtzEiROxbNky7n9t7bcPCFXkodDapk7WFLq6uiIqKqrU+MjISHTt2hX+/v5YsWJFqekeHh44d+6czLiQkBB4eHh8UDyMMTDGIJFIuPXcvXsXiYlvawBCQkIgEong5ORU4eUGBgYiPT1dZrBuNOqDYlUlWpp8WJoJkZJae2s/ayOBBmCkz0dGtmzVU3ZecULoUE8Nuto83HtGSUh1GO9rhDbO2li6LQ6JKWXv48xsKXLypGjmoAmRrhr+uZdTg1HWLRpCbejqmyIvJx3PH1yBffPuMtOFWnrQ1jNEamIMEl7cg71z9zKWVDfxeHyFDJXx559/YsyYMWjatClcXFywd+9evHjxAjdvyt7vqa2tDXNzc24QiUTctI/xodA6mRR6eXkhMjJSprbw3r176Nq1Kzw9PTF79mzEx8cjPj4eSUlv7/2YMmUKnj59irlz5+LBgwfYtm0bDh8+jFmzZlV43U+fPkVQUBBu3ryJFy9e4OrVqxg8eDC0tLTQu3dvAICnpyecnJwwatQo3LlzB6dPn8bChQsxdepUCIXC96zhLaFQCJFIJDPw1WrvgxkB/jZwcRLB3ESIpo318NW8JpBKgbNX3ig7tI9av/YC2FvyYaDHg605H+O8NcEYcOth8X1sbRzVYWPGh5GIB7dG6hjjrYmL4QVISqP2SkWb4GeEjq10sPFAEvIkDGI9NYj11CDQeFvT0qWNLhraCGFmpI6ObjqYPcYUJy9myPRlSBQj5v5lPIu6hPQ3L/H8wV/4ZdNoGJg1QFP34v5jH94+hZePriHtzUs8jjiLI1vHwb55D9g6dlBy5B8nebdMlVS2vE96ejoAyDxcCgAHDx6EsbExmjVrhsDAQOTkvP1x9TE+FFonm4+dnZ3RsmVLHD58GJMnTwYA/Prrr0hKSsKBAwdw4MABrqyNjQ3XVYydnR1OnjyJWbNmYePGjahfvz6+++47mT4K9+7di7Fjx4KVcQOPpqYmLl++jA0bNiA1NRVmZmbo1KkTrl69ClNTUwCAmpoaTpw4gYCAAHh4eEBHRwf+/v4yVdh1kYmREF/ObgSRnjrSMgpw934mAuZHID2DaqSqk74OD6O8NKGjyUNWLsPT2CJs+CWH65bGVMyHj7sA2po8pGQyhPyTj4vhlIBUB68OxbUUS6dZyIzfeigJoTeyAAD1TDUw0scAutpqSEwpxG8haThxMaPGY60LJLmZuHJ8HbLS4qGpLYaDiyc69J0FNTUNAEBWehJCf1uFnMxk6IhM4NSmP9x7farkqFWQgpqP5d0ytXjxYixZsqTc+aRSKWbOnIn27dujWbO3TfsjRoyAjY0NLC0tERERgXnz5iE6Oprrqu5jfCiUx8rKXj5yJ0+exJw5c3Dv3j3wFfgo++LFi3Hx4kWEhoYqbJnl6dKlC1q0aIENGzZUqHxn36vVGxCpsJbdmis7BPKOV0/oiVBV0cPbTtkhkH9Nrp5nLWXkHV6rkOXw+k8vVTMoFArf28IWEBCAU6dO4cqVK6hfv36Z5c6fP4/u3bvj8ePHsLe3x6RJk/D8+XOZF2Hk5ORAR0cHwcHB8Pb2/rANUoI62XwMAD4+Ppg0aRJev36t0OWeOnUKq1evVugy5Tl48CB0dXVx+fLlal8XIYQQUm14PIUM8m6Zel9COG3aNJw4cQIXLlwoNyEEgLZt2wIAHj9+DKDsh09LptVGdbL5uMTMmTMVvsz/PjVcXfr168cdoGKxuEbWSQghhHwMGGOYPn06jh49itDQUNjZvb92Ojw8HABgYVF8+4aHhwdWrFiBxMRE7vavqjwUqkrqdFJYm+np6UFPT0/ZYRBCCCEfRglvI5k6dSoOHTqE33//HXp6etw9gPr6+tDS0sKTJ09w6NAh9O7dG0ZGRoiIiMCsWbPQqVMnNG9efOvPuw+Frl69GvHx8VV6KFSVUFJICCGEEOVRwttItm/fDqD4vvx3ff/99xgzZgwEAgHOnj2LDRs2IDs7G1ZWVvDz85Ppv/hjfCiUkkJCCCGE1Cnve8bWysoKFy9efO9ybGxsEBwcrKiwlI6SQkIIIYQojxLeaELko6SQEEIIIcqjhOZjIh99EoQQQgghhGoKCSGEEKJEPGo+VhWUFBJCCCFEeZTQJQ2Rjz4JQgghhBBCNYWEEEIIUSJqPlYZlBQSQgghRHno6WOVQUkhIYQQQpSH7ilUGfRJEEIIIYQQqimsa9QF9JGrCh1dgbJDIO/QN9ZTdgjkX9m55b+CjNSkGrjfj+4pVBmUIRBCCCFEeeieQpVBnwQhhBBCCKGaQkIIIYQoETUfqwxKCgkhhBCiPPT0scqgT4IQQgghhFBNISGEEEKUh1HzscqgpJAQQgghykNPH6sM+iQIIYQQQgjVFBJCCCFEiaimUGVQUkgIIYQQpaF7ClUHJYWEEEIIUR6qKVQZ9EkQQgghhBCqKSSEEEKIElHzscqoszWFycnJMDU1RUxMjLJDqZK9e/eCx+OBx+Nh5syZyg6HEEIIqRo+XzED+WB1tqZwxYoV6N+/P2xtbQEUJ4kjR45EREQElzD2798fK1euhEgk4uYLDQ3F7NmzERkZCSsrKyxcuBBjxoypUgyMMfTu3Rt//vknjh49igEDBnDTXrx4gYCAAFy4cAG6urrw9/dHUFAQ1NWLP7KhQ4eiV69e8PX1reouqHW0NPkYO6Q+OrQ2gFhfA49jsrF17wtEP81Wdmgftc8HacBAt/Qv+b/vF+HEtSK0asSHSwM+LAx50BTw8NWhfOTlKyHQOsjbQwt+3XQQcj0XP4e8PQ8a1FPHwC7aaGCpASljeJlQhPU/pqOgUInBfoSk0iLcDNmCR7f+QE7mG+iITNGo1UC07B4A3r+1XzmZb3AteC1ePfwL+XmZMLdrhQ79F0LfxFa5wRMiR51MCnNycrB7926cPn2aG8fn89G/f3989dVXMDExwePHjzF16lSkpKTg0KFDAIBnz57Bx8cHU6ZMwcGDB3Hu3DlMmDABFhYW8PLyqnQcGzZs4C4c7yoqKoKPjw/Mzc1x9epVxMXFYfTo0dDQ0MDKlSsBAFpaWtDS0oJAIKjiXqh9Pp9sB7v6Wgja+hTJqfno0dEYqxc2xvjP7+JNaoGyw/tobT9eIPMj3EzMw1gvDUQ+lwIANNSBR6+lePQa8HSrk5cUpbC1UEenlpp4mSCb6TWop46Zw0Q4dTUXP57ORpEUsDJTA2NKCvQjFh66C1FhP6LL0FUwNHNA0qt7CD28AAJNXTh3GA3GGE7vmwq+mga8xmyDQKiDiMt7cWLXOAz53wloCLSVvQkqgZ4+Vh11sr41ODgYQqEQ7u7u3DgDAwMEBASgVatWsLGxQffu3fHpp5/i8uXLXJkdO3bAzs4O33zzDRwdHTFt2jQMGjQI69evr3QM4eHh+Oabb7Bnz55S086cOYOoqCgcOHAALVq0gLe3N5YvX46tW7ciP79uVsEINHjo1MYQOw+9xN0HmYhNkOCHX18jNl6Cvj1NlR3eRy1HAmTlvh0aW/GRnMHwLL44ywiLkuLSXSleJlHWUVOEGsCE/nr44WQWcvJk9/vQnjo4908eToXlIvZNERJSivDP/XwUFikp2I9YQsxt2DTtDhvHLtAzrI8GzXuhfqP2SHx5FwCQ/iYGiS/uoOPAxTC1cobYtAE6DlyCwoI8PL59UsnRqxAeXzED+WB1ci9evnwZbm5u5ZaJjY3Fb7/9hs6dO3PjwsLC0KNHD5lyXl5eCAsLq9T6c3JyMGLECGzduhXm5ualpoeFhcHZ2RlmZmYy68nIyEBkZGSl1vWxUFPjQU2Nh/wC2S9ASb4UzZroKSmqukeND7g04OPWI8owlGlkL13cfZyP+zGyNeR62jzY19NAZrYU8/31sW6GIeZ8og+H+lSDWx3MbF3x+nEY0pKeAQCSYx8gPuYWrBt3AgAUFRb/iFfTEHLz8Ph8qKkLEB9zs+YDJuQ96mRS+Pz5c1haWsqdNnz4cGhra6NevXoQiUT47rvvuGnx8fEyiRoAmJmZISMjA7m5uRVe/6xZs9CuXTv0799f7vSy1lMyrS7KzZMi8mEmPvG1hJGBBvg8oEcHIzg10oWRWEPZ4dUZjtZ8aAqAW4+lyg6lzmrtJIC1uTqOXCh9L62JWA0A0K+jNi7fzsP6n9LxIr4Qn4/Uh6lBnbzcVyvXLpPg4OKDn9f2xq75zfDrxoFw7jAaDVv2BQCITRtAV2yJ66fWQZKTjqLCfIRf2IXs9HjkZCYpOXrVwXh8hQzkw9XJvZibmwtNTU2509avX49bt27h999/x5MnTzB79myFrvuPP/7A+fPnsWHDBoUuVx6JRIKMjAyZQVpUe5ufg7Y+BQ/A4e2u+PNAawzsZYYLfyVDSq2WNcatIR+PXjNkVvw3EFEgAz0+hvfUxXe/Z8ptDi65Nevi7Tz8FSHBy4Qi/Hw2GwnJRejgIv+aR6ruScQpPLp9HN2Hr4XvjCPoOmQV7lzag+h/jgIA1NQ04Dl6E9KTYrB3SVvsXuiK10+uwapxJ/AoiXmLx1PMQD5YnWxTMDY2Rmpqqtxp5ubmMDc3R5MmTWBoaIiOHTti0aJFsLCwgLm5ORISEmTKJyQkQCQSQUtLq0LrPn/+PJ48eQKxWCwz3s/PDx07dkRoaCjMzc1x/fr1Uuspia+igoKCsHTpUplxtk0noEGziRVehiqJS5Bg9rIH0BTyoa2lhpS0AiycYY+4BImyQ6sTxDqAvQUPhy7QI6zKYmOhDpEuH4vGi7lxanweGlqro1srTSzcXnxdi3sjmzHGJRfBUJ+SEEX7++QatOg6EQ4tfAAARhaNkZUWi/ALO9G41UAAgEn9Zhg06xgkuZmQFhVAS9cQRzcPgXH9ZsoMXaVQLZ/qqJNJoaurKw4cOPDeclJpcROZRFKcdHh4eCA4OFimTEhICDw8PCq87vnz52PChAky45ydnbF+/Xr07duXW8+KFSuQmJgIU1NTbj0ikQhOTk4VXldgYGCpms7+4yMqPL+qypNIkSeRQldHDa2b62PnoZfKDqlOaNlQDdl5wMNXVDWrLPdjCvDlTtkftGP76CI+uQinwnKRlCZFamYRzIzUZMqYGarh7pPa20qgqgoLckvV+PF4fDBW+vYKoVbxvc/pSTFIenUPrbw+q5EYCamMOpkUenl5ITAwEKmpqTAwMABQ/ERyQkICWrduDV1dXURGRmLOnDlo374915fhlClTsGXLFsydOxfjxo3D+fPncfjwYZw8WfGnyEpqIv/L2toadnZ2AABPT084OTlh1KhRWL16NeLj47Fw4UJMnToVQqGw1LxlEQqFpcrz1WpvFzatmuuDxwNexuainrkmJo20wovYPPwZ+kbZoX30eABaOvBx+4m0VHO9rhagq8WDoV5x842ZmAdJIZCexZBLeYhCSfIZYpNkawHzC4Cs3LfjT4flol8nbbxKKMTLhEJ4NNeEuZEath/JU0bIHzUbx664fX4HdMUWMDRzwJvY+4i4vBeNW/txZZ5E/AktHQPoii2REv8Qf/2xArZNu8OqUQclRq5iqOlXZdTJpNDZ2RktW7bE4cOHMXnyZADF/f7t2rULs2bNgkQigZWVFXx9fTF//nxuPjs7O5w8eRKzZs3Cxo0bUb9+fXz33XcyfRTu3bsXY8eOBfuATsHU1NRw4sQJBAQEwMPDAzo6OvD398eyZcuqvtEfAR1tNUwYXh/GhgJkZhXi8vVU7PnpFYqKqOaqutlb8iDW5eGmnKeO2zRWQ7cWb2umJvYufvDnyJVC3KYHUmrc2Rt50FDnYWhPHeho8vEysRDrDqUjKY0+C0Vr338hbpzZhCtHlyE3Kxk6IlM4th0Ktx6fcmVyMhIRdnwVcrOSoa1ngkZu/dGye4ASo1ZB1HysMnjsQ7KXWuzkyZOYM2cO7t27B74CX4+zePFiXLx4EaGhoQpbZnm6dOmCFi1aVPjBle7Drr+/EKkRHr1aKDsE8o741xnKDoH8y6mZkbJDIP+a3b/6a/Ey//lTIcvRa9VLIcupy+pseu7j44NJkybh9evXCl3uqVOnsHr1aoUuU56DBw9CV1dXpnNtQgghpLZhPJ5CBvLhalXzcXR0NDZv3oz79+8DABwdHTF9+nQ0bty4SsubOXOmAqMr9t+nhqtLv3790LZtWwAo9SQzIYQQUmtQ87HKqDWfxJEjR9CsWTPcvHkTLi4ucHFxwa1bt9CsWTMcOXJE2eHVOD09PTg4OMDBwQHGxsbKDocQQgghtVytqSmcO3cuAgMDSz1ssXjxYsydOxd+fn5lzEkIIYQQVcVATb+qotbUFMbFxWH06NGlxn/yySeIi4tTQkSEEEII+VD0mjvVUWv2YpcuXeQ+VHHlyhV07NhRCRERQgghhHw8ak1S2K9fP8ybNw/Tpk3DgQMHcODAAUybNg3z58/HwIED8ccff3ADIYQQQmoJHl8xQyUEBQWhdevW0NPTg6mpKQYMGIDo6GiZMnl5eZg6dSqMjIygq6sLPz+/Uq+6ffHiBXx8fKCtrQ1TU1PMmTMHhYW191Wgtaafwor2Jcjj8VBUJOdN8QQA9VOoSqifQtVC/RSqDuqnUHXURD+FqXcuKmQ5Bi6dK1y2V69eGDZsGFq3bo3CwkIsWLAA9+7dQ1RUFHR0dAAAAQEBOHnyJPbu3Qt9fX1MmzYNfD4ff/31FwCgqKgILVq0gLm5OdasWcPd5jZx4kSsXLlSIdtU02pNUkgUg5JC1UFJoWqhpFB1UFKoOmoiKUyJUEx/u4bNq34rWVJSEkxNTXHx4kV06tQJ6enpMDExwaFDhzBo0CAAwIMHD+Do6IiwsDC4u7vj1KlT6NOnD2JjY2FmZgYA2LFjB+bNm4ekpCQIBLXvtbK1pvmYEEIIIaQsEokEGRkZMoNEIqnQvOnp6QAAQ0NDAMDNmzdRUFCAHj16cGWaNGkCa2trhIWFAQDCwsLg7OzMJYQA4OXlhYyMDERGRipqs2pUremS5n3v/f3yyy9rKBJCCCGEKIyC3kYSFBSEpUuXyoxbvHgxlixZUu58UqkUM2fORPv27dGsWTMAQHx8PAQCQamXQ5iZmSE+Pp4r825CWDK9ZFptVGuSwqNHj8r8X1BQgGfPnkFdXR329vaUFBJCCCG1kKK6kwkMDMTs2bNlxgmFwvfON3XqVNy7dw9XrlxRSBy1Wa1JCm/fvl1qXEZGBsaMGYOBAwcqISJCCCGEqAqhUFihJPBd06ZNw4kTJ3Dp0iXUr1+fG29ubo78/HykpaXJ1BYmJCTA3NycK/PfV9uWPJ1cUqa2qdX3FIpEIixduhSLFi1SdiiEEEIIqQIGnkKGSq2TMUybNg1Hjx7F+fPnYWdnJzPdzc0NGhoaOHfuHDcuOjoaL168gIeHBwDAw8MDd+/eRWJiIlcmJCQEIpEITk5OH7BHlKfW1BSWJT09nbtBlBBCCCG1izLeRjJ16lQcOnQIv//+O/T09Lh7APX19aGlpQV9fX2MHz8es2fPhqGhIUQiEaZPnw4PDw+4u7sDADw9PeHk5IRRo0Zh9erViI+Px8KFCzF16tRK11iqilqTFG7atEnmf8YY4uLisH//fnh7eyspqtpHZGyg7BDIv9q70Ps+VYlFe+qdS1UY4oGyQyAcR2UHUC22b98OoPhtae/6/vvvMWbMGADA+vXrwefz4efnB4lEAi8vL2zbto0rq6amhhMnTiAgIAAeHh7Q0dGBv7//ex+MVWW1pp/C/1bt8vl8mJiYoFu3bggMDISenp6SIqtdBk57pOwQyL8mjbdVdgjkHRa6acoOgfzLEG+UHQL5l3XD6k8Kk6IU03+uiVMbhSynLqs1NYXPnj1TdgiEEEIIUTBWux9v+KjUyk/i1atXePXqlbLDIIQQQgj5aNSapFAqlWLZsmXQ19eHjY0NbGxsIBaLsXz5ckilUmWHRwghhJAqYDyeQgby4WpN8/EXX3yB3bt3Y9WqVWjfvj0A4MqVK1iyZAny8vKwYsUKJUdICCGEkMpSxtPHRL5akxTu27cP3333Hfr168eNa968OerVq4dPP/2UkkJCCCGkFqpsH4Ok+tSa9DwlJQVNmjQpNb5JkyZISUlRQkSEEEIIIR+PWpMUuri4YMuWLaXGb9myBS4uLkqIiBBCCCEfivH4ChnIh6s1zcerV6+Gj48Pzp49y71iJiwsDC9fvkRwcLCSoyOEEEJIVdBDIqqj1qTWnTt3xsOHDzFw4ECkpaUhLS0Nvr6+iI6ORseOHZUdHiGEEEJIrVYragoLCgrQq1cv7Nixgx4oIYQQQj4i9KCJ6qgVSaGGhgYiIiKUHQYhhBBCFIzuB1QdteaT+OSTT7B7925lh0EIIYQQ8lGqFTWFAFBYWIg9e/bg7NmzcHNzg46Ojsz0devWVWp5ycnJcHR0xPXr12Fra6vASGvG3r17MXbsWADAjBkzsGHDBuUGRAghhFQBNR+rjlqTFN67dw8tW7YEADx8+FBmGq8KTy6tWLEC/fv3l5sQJicnw8XFBa9fv0ZqairEYjE3LTQ0FLNnz0ZkZCSsrKywcOFCjBkzplLr7tKlCy5evCgzbvLkydixYwf3/4sXLxAQEIALFy5AV1cX/v7+CAoKgrp68Uc2dOhQ9OrVC76+vpVad23h62kAdxdd1DcTIL9AigdP8/DD728Qm1jAlVk+ox6aNdSWme/0lXTs+CmxpsP9qDy5/w/OH/8eL59FISM1CeM+34jmrbtz00/9shW3w/5EWnI81NQ1YGXnhN5DP4Ntw+ZcmeysdPz2/UrcuxUKHo8PlzY94DsmEEJNbXmrJOWIuheO40cO4dmTaKSmJON/X6xEa49O3PRt61fg4rlTMvO4tGyDBcve/lCOff0CB/dsQ/T9uygsKIC1nT2GfDIRzZq3rLHt+BhE3IvEL0eO4uGTJ0hJScWSL+ajvYc7Nz03Nxff7d2Pq39fQ0ZmJszNTDGgbx/07d0LAJCRmYkfDv6Im7fDkZj0Bvr6IrR3b4sxn4woVdFRl1DzseqoNUnhhQsXFLasnJwc7N69G6dPn5Y7ffz48WjevDlev34tM/7Zs2fw8fHBlClTcPDgQZw7dw4TJkyAhYUFvLy8KhXDxIkTsWzZMu5/be23X5ZFRUXw8fGBubk5rl69iri4OIwePRoaGhpYuXIlAEBLSwtaWloQCASVWm9t0dRBC6cupeHxcwnU1ICRfY2xeFo9fPbVc0jyGVfuzF/p+PFEMve/pIDJWxypBEleLixtGqNtl4HYs25mqemmFrbwG7sARqb1UZAvwcXgH7Bj5SQs3BgMXZEhAGD/5nnISEtCwIJdkBYV4tCOhfh55xKM/mx1DW9N7SfJy4VNAwd07emDb1Z+IbdMC7e2CJi5gPtfXUNDZvrqpXNhbmmFRSs2QiAQIviPw1i9dC42ffczxAZG1Rr/xyQvLw8NGtjBq2cPLF25qtT0Hd/tQXjEXcz/fCbMzExx83Y4Nm37FkZGhmjXtg2Sk1OQnJKCSePGwMbaCgmJSdi4dQeSk1Pw5YJ5StgiQmTVmqRQkYKDgyEUCuHu7l5q2vbt25GWloYvv/wSp07J/vresWMH7Ozs8M033wAAHB0dceXKFaxfv77SSaG2tjbMzc3lTjtz5gyioqJw9uxZmJmZoUWLFli+fDnmzZuHJUuWfLSJ4LuWb4uV+X/zgQTsW9UA9lZCRD3J48ZL8qVIyyyq6fA+ak6uHeHkWnY3T24dfGT+HzBqLv6+8Btinz9EI2d3xL9+ggd3rmD2ip9gbd8MAOA3ZgF2fh2A/p/8D/qGptUa/8fGtZUHXFt5lFtGXUNQZnKXkZ6GuNhXmPxZIGzsHAAAI/wDcObkUbx4/pSSwkpo08oNbVq5lTk96n40enbrCpfmzgAAn15eOHnqNKIfPkK7tm1gZ2uDxQvmc+UtLSwwdvRIfL12PYqKiqCmplbt26CKqPlYdah8nW1cXBy++OLtr+MOHTqgZcuW3NC6detSNXrvc/nyZbi5lT6xo6KisGzZMvzwww/g80vvmrCwMPTo0UNmnJeXF8LCwiq1fgA4ePAgjI2N0axZMwQGBiInJ0dmPc7OzjAzM5NZT0ZGBiIjIyu9ro+Btmbx55GVI5UZ36mVHvataoCNC6zxST8jCDTo4lKTCgsLcPXcL9DU1oOlTWMAQMzDO9DSEXEJIQA0cnYHj8fH88fUi0B1iLp7GxNH9sHMycPx3da1yMxI56bpifRhWd8al87/iby8XBQVFeLsn8egLzZAA4fGSoz64+Pk2Bhh12/gzZtkMMYQHnEXr2Jj4ebaosx5srNzoK2tXWcTQoDeaKJKVL6mcNu2bUhNTeX+v3PnDsaNGwdDw+JmqlOnTmH9+vVYu3ZthZf5/PlzWFpayoyTSCQYPnw41qxZA2trazx9+rTUfPHx8TKJGgCYmZkhIyMDubm50NLSqtD6R4wYARsbG1haWiIiIgLz5s1DdHQ0fvvtt3LXUzKtruHxgPGDTHD/SS5exOVz4y/9k4mklEKkpBfC1lKIUf2NUM9UgK+/i1NitHVD5M1Q7Ns0BwX5eRCJTfDpFzuhKzIAAGSmveGakUuoqalDW1cfGWlvlBHuR82lZVu0adcZpmYWSIh7jR9/2Imgxf/DV2t3gK+mBh6Ph4VfbcDarwIxZrAneDw+9MViBC79Brq6ImWH/1GZOmUSNmzehuFjxkNNTQ18Hg+zpk9F82ZN5ZZPT8/AwZ8Oo3cvzxqOVLVQTaHqUPmk8MSJE9i0aZPMuBkzZqBBgwYAAHd3d8yePbtSSWFubi40NTVlxgUGBsLR0RGffPLJhwf9HpMmTeL+dnZ2hoWFBbp3744nT57A3t5eYeuRSCSQSCQy44qK8qGmVruanycNMYG1hQAL1r+SGR/yVwb394vYfKRmFGLZZ/VhbqyB+DcF/10MUSCHpm0w5+sjyM5MRdi5X7F3w/8w66tD0NOnpsia1r7z29YLa1t7WNvZ47MJQxF59zacW7QCYwx7tq+DSN8AS77eCoFAiPNnjmP1snlYuX4XDAyNlRj9x+X34ydxPzoayxYtgJmpKSLuRWLzjuJ7Clu2cJEpm52Tg4VLl8PG2gqjRwxTUsSEyFL5+taYmBjY2dlx//fs2VPmKa3GjRvj2bNnlVqmsbGxTO0jAJw/fx6//PIL1NXVoa6uju7du3NlFy9eDAAwNzdHQkKCzHwJCQkQiUQVriWUp23btgCAx48fl7uekmkVFRQUBH19fZnh4c0d759RhUwcbIJWzXSwaNMrJKcVllv2YUzxvYbmJhrlliMfTqipDRNza9g2dMHwKcvBV1PD3xeKa7r1xMbIykiRKV9UVIicrHSIxJSAVDcz83rQE4kRH1f8I+renZu4eeMqZsxbiiZOzdHAoTEmfPo/CATCUk8tk6qTSCTY88MBTJkwDh5t26CBnS0G9PVB544d8Mtvx2TK5uTkYsGXS6GlpYUlX8znepWoqxiPp5CBfDiVTwoLCgqQlJTE/f/bb7/JNK2mpqbKvf+vPK6uroiKipIZd+TIEdy5cwfh4eEIDw/Hd999B6D4/sOpU6cCADw8PHDu3DmZ+UJCQuDhUf5N4O8THh4OALCwsODWc/fuXSQmvu1aJSQkBCKRCE5OThVebmBgINLT02WGRm5TPijWmjRxsAnauujiy02vkZhcfkIIAHb1hQCA1PT3lyWKxaRSFBYUN+3bNnJBbnYGXj59e//ro3vXwJgUNg7Ny1oEUZDkN4nIykznagDzJcU/lvj/+dLk8XlgjJ7WV5TCoiIUFhaW6iJNjc+HlL29Fzo7JwfzFy2Buro6li36ok48OPg+jPEUMpAPp/I/Txo3boyrV6/C1dVV7vTLly+jUaNGlVqml5cXAgMDkZqaCgOD4vug/tts++ZN8b1Pjo6OXD+FU6ZMwZYtWzB37lyMGzcO58+fx+HDh3Hy5MkKr/vJkyc4dOgQevfuDSMjI0RERGDWrFno1KkTmjcv/sL09PSEk5MTRo0ahdWrVyM+Ph4LFy7E1KlTIRQKK7wuoVBYqnxtaTqeNMQEnVrpIWhnHHLzpBDrFd+EnZMnRX4Bg7mxBjq20sPNyGxkZhfBtp4Q43yNEfkoB89j89+zdFIeSV4OkuJfcP+nJL7Gq5gH0NHVh7auPkKO7kSzVl0hEpsgOzMVl8/8iPTURLRwL34C37yePZq4dMDPO5dg8IQvUVRUgCPfr4Srhzc9eVwFebk5iI97+zBdYkIcYp4+gq6uHnT1RPj1x+/Rpl1niA2MkBD3Gge/3wZzi3pwadkGANCwSTPo6uph6/oV8Bs2BgKhEOdPH0diQtx7n2omsnJzc/E67u09y/EJiXj89ClEunowNTVB82ZNsWvPPggFApiamiLi3j2EnA/FlAnFLxooSQglEgnm/28+cnJzkJNb/JChvkhUpx82IaqBx1T8p+KaNWuwatUqXLhwgUuaSty5cwfdu3fHvHnzMGfOnEott23bthg3bhwmT54sd3poaCi6du0qt/PqWbNmISoqCvXr18eiRYtkOq8uedNIWbv15cuX+OSTT3Dv3j1kZ2fDysoKAwcOxMKFCyESvb3p+/nz5wgICEBoaCh0dHTg7++PVatWlWpm6NKlC1q0aFHhN5oMnPaoQuWU7eiWhnLHb9ofjwvXMmEkVscsfzNYWwohFPDwJrUQ1+5k4ZfTqcjNk8qdV9VMGm+r7BDkehR5HVuXjys1vnWn/hgy4Uvs3zwXzx/fRVZmKnT0xLBu0AyevpNgbe/Mlc3OSseRPSsQ+W/n1c3b9oDfmAUq3Xm1hW6askOQKzLiFpYt+KzU+M7dvTHh0/9hzVeBiHn6ENnZWTA0NEZz19YY8slEiA3ePuzz5NED/PTDTjx9/ABFhYWob20Hv+FjVDYpNIRqPpB0J+Iu/rdgUanxPbt3xdxZM5CSmord+/bj5q1wZGZlwczUBL29POE3oB94PF6Z8wPA/t3fwvw/DxiqAuuGjtW+jkdPnitkOQ3tbRSynLpM5ZPCgoIC9OjRA1evXkXPnj3RuHFxFwrR0dFc0+25c+egoVG5+8hOnjyJOXPm4N69e5Vufi7P4sWLcfHiRYSGhipsmeX5WJPCukBVk8K6SlWTwrpIVZPCuqgmksKHT168v1AFNLK3Vshy6jKVv6dQQ0MDISEhWL58OWJjY/Htt9/i22+/xevXr7F8+XKEhIRUOiEEAB8fH0yaNKnSfRy+z6lTp7B6dfW/teHgwYPQ1dXF5cuXq31dhBBCCPn4qXxNIZEvMzOTeyJZLBbD2LhiT3VSTaHqoJpC1UI1haqDagpVR03UFEY/eamQ5TS2t1LIcuoylX/QhMinp6cHPT09ZYdBCCGEfBDqvFp1qHzzMSGEEEIIqX5UU0gIIYQQpaGaQtVBSSEhhBBClIY6nlYdta75OD8/H9HR0SgspLdWEEIIIbUdA08hA/lwtSYpzMnJwfjx46GtrY2mTZvixYvifo2mT5+OVatWKTk6QgghhJDardYkhYGBgbhz5w5CQ0OhqanJje/Rowd+/vlnJUZGCCGEkKqimkLVUWvuKTx27Bh+/vlnuLu7y7xwvGnTpnjy5IkSIyOEEEJIVVFCpzpqTU1hUlISTE1NS43Pzs6WSRIJIYQQQkjl1ZqksFWrVjh58iT3f0ki+N1338HDQzVf6k4IIYSQ8jHGU8hAPlytaT5euXIlvL29ERUVhcLCQmzcuBFRUVG4evUqLl68qOzwCCGEEFIFUmo+Vhm1pqawQ4cOCA8PR2FhIZydnXHmzBmYmpoiLCwMbm5uyg6PEEIIIaRWqzU1hQBgb2+PXbt2KTsMQgghhCgIPWiiOmpNUpiRkSF3PI/Hg1AohEAgqOGIaqfeAxoqOwTyL7Gm/GOaKEeT2/uUHQL515sWvZQdAqlBdD+g6qg1SaFYLC73KeP69etjzJgxWLx4Mfj8WtMqTgghhBCiEmpN9rR3715YWlpiwYIFOHbsGI4dO4YFCxagXr162L59OyZNmoRNmzbR200IIYSQWkRZnVdfunQJffv2haWlJXg8Ho4dOyYzfcyYMeDxeDJDr16ytdgpKSkYOXIkRCIRxGIxxo8fj6ysrA/ZHUpVa2oK9+3bh2+++QZDhgzhxvXt2xfOzs749ttvce7cOVhbW2PFihVYsGCBEiMlhBBCSEUpq/k4OzsbLi4uGDduHHx9feWW6dWrF77//nvuf6FQKDN95MiRiIuLQ0hICAoKCjB27FhMmjQJhw4dqtbYq0utSQqvXr2KHTt2lBrv6uqKsLAwAMVPKJe8E5kQQgghqk9ZD5p4e3vD29u73DJCoRDm5uZyp92/fx9//vknbty4gVatWgEANm/ejN69e2Pt2rWwtLRUeMzVrdY0H1tZWWH37t2lxu/evRtWVlYAgOTkZBgYGNR0aIQQQgj5CIWGhsLU1BSNGzdGQEAAkpOTuWlhYWEQi8VcQggAPXr0AJ/Px7Vr15QR7gerNTWFa9euxeDBg3Hq1Cm0bt0aAPDPP//gwYMH+PXXXwEAN27cwNChQ5UZJiGEEEIqQVHNxxKJBBKJRGacUCgs1eRbUb169YKvry/s7Ozw5MkTLFiwAN7e3ggLC4Oamhri4+NLvX5XXV0dhoaGiI+Pr/J2KFOtSQr79euH6OhofPvtt4iOjgZQXPV77Ngx2NraAgACAgKUGCEhhBBCKkuqoOUEBQVh6dKlMuMWL16MJUuWVGl5w4YN4/52dnZG8+bNYW9vj9DQUHTv3v1DQlVZtSYpBABbW1sEBQWVGn/v3j00a9ZMCRERQgghRBUEBgZi9uzZMuOqWksoT4MGDWBsbIzHjx+je/fuMDc3R2JiokyZwsJCpKSklHkfoqqrNfcU/ldmZiZ27tyJNm3awMXFRdnhEEIIIaQKGOMpZBAKhRCJRDKDIpPCV69eITk5GRYWFgAADw8PpKWl4ebNm1yZ8+fPQyqVom3btgpbb02qVTWFQHG/Qrt378aRI0dgaWkJX19fbN26VdlhEUIIIaQKlPX0cVZWFh4/fsz9/+zZM4SHh8PQ0BCGhoZYunQp/Pz8YG5ujidPnmDu3LlwcHCAl5cXAMDR0RG9evXCxIkTsWPHDhQUFGDatGkYNmxYrXzyGKglSWF8fDz27t2L3bt3IyMjA0OGDIFEIsGxY8fg5OSk7PAIIYQQUsv8888/6Nq1K/d/SdOzv78/tm/fjoiICOzbtw9paWmwtLSEp6cnli9fLlP7ePDgQUybNg3du3cHn8+Hn58fNm3aVOPboigqnxT27dsXly5dgo+PDzZs2IBevXpBTU1Nbp+FhBBCCKldlNV5dZcuXcAYK3P66dOn37sMQ0PDWttRtTwqnxSeOnUKn332GQICAtCwYUNlh0MIIYQQBVJW8zEpTeUfNLly5QoyMzPh5uaGtm3bYsuWLXjz5s0HLzc5ORmmpqaIiYn58CCVIDQ0lHsX44ABA5QdDiGEEEJqOZVPCt3d3bFr1y7ExcVh8uTJ+Omnn2BpaQmpVIqQkBBkZmZWabkrVqxA//79uT4OAZR68TWPx8NPP/0kM19oaChatmwJoVAIBwcH7N27t0rrDwsLQ7du3aCjowORSIROnTohNzeXm/6+l2y3a9cOcXFxMu+Crs1ePrqB37ZPwfYFHbB2amM8unNWZjpjDFdObMT2wA7YMLM5Dm8ag9TEGJkyf/+5HYfWDsOGmS7Y/L9WIFUTHXkL67+ahZljvTFmQGvc/Du0zLJ7twdhzIDWOP3H2+aT+3dvYsyA1nKHp48ia2ALPh67L4ZjxI6j8Fi+F11W7cfMg2cQk5QmtyxjDJ/+cAoui3bhfFSMzLRrT15j9M7f4bF8L7p9fQDrT19DYZGieoerOyLuReKLZSsxxH8Cuvf1w5Uw2bdW5ObmYtOOXRg6ZiK8/YZj7KczcPyU/CZIxhjmL/5K7nLqGilTzEA+nMonhSV0dHQwbtw4XLlyBXfv3sXnn3+OVatWwdTUFP369avUsnJycrB7926MHz++1LTvv/8ecXFx3PBuLdyzZ8/g4+ODrl27Ijw8HDNnzsSECRMqdN/Bu8LCwtCrVy94enri+vXruHHjBqZNmwY+/+3HMXLkSERGRiIkJAQnTpzApUuXMGnSJG66QCCAubk5tLS0KrVuVVWQnwPT+o3RY8hiudOvh+zC7dD96DlsCUbOOQwNgRZ+3TIehQVve68vKixAo5a94NJxeE2F/VGS5OXC2q4RRk2eW265m39fwJPouxAbmsiMb9ikOTZ8f0pm6NSzP0zMLGHnQA+GVcY/MXEY2qYp9k/qh2/9e6NQKsWUfaeQk19QquyBsHvgyWmGi45LxtT9f6JdQyv8/OlArB7SHRcfvMDGkOs1sQkfldw8CeztbPHZlIlyp2/fvRc3boUj8PMZ+H7bRvj188GmHd/h6rUbpcoe+f0EeNRqCqC4+VgRA/lwtSYpfFfjxo2xevVqvHr1Cj/++GOl5w8ODoZQKIS7u3upaWKxGObm5tygqanJTduxYwfs7OzwzTffwNHREdOmTcOgQYOwfv36Sq1/1qxZ+OyzzzB//nw0bdoUjRs3xpAhQ7gnmkpesv3dd9+hbdu26NChAzZv3oyffvoJsbGxld7e2qBB087o0HcWGrboWWoaYwy3LvwA914BcHDpAZN6TdDbfzWy0hPx+J0axfZ9PkOrbmNgYtmoJkP/6DR3aw+/kQFwc+9aZpnU5EQc2LUWU2Yvh5qa7K3J6hoaEBsYc4Ounhi3r19Ch259waNvwUrZ7u+N/i0bwcHMEI0tjLDMtzPi0rNwP1b2FpoHccn44a+7WDqwU6llnL73FI3MDTGla0tYG+mjlZ0FZnq1wc/XopAtya+pTfkotG3VEuNGjUAHD/l90EXej4Znty5o4dwM5mam6NPLE/Z2tnjw8JFMucdPn+GXY39gzoypNRG2ylNUP4Xkw9XKpLCEmpoaBgwYgD/++KNS812+fBlubm5yp02dOhXGxsZo06YN9uzZI/NkUlhYGHr06CFT3svLC2FhYRVed2JiIq5duwZTU1O0a9cOZmZm6Ny5M65cuSKzno/tJdsfIj35FbIzkmDTuB03TqilBwtbF8Q+u63EyOomqVSKnRsWw3vAJ6hnbf/e8revX0JWZjo6du9bA9F93LLyipM4kdbbLjFy8wsR+Mt5LOjTDsZ62qXmyS8sgkBdTWacpoY6JIVFiIr98PuzyVtNHRsj7NoNJCUngzGG2xF38So2Fq1c375gIS9PghVrN+CzKRNhaGCgxGgJKU3lnz6uDs+fP5fbseSyZcvQrVs3aGtr48yZM/j000+RlZWFzz77DEBxf4lmZmYy85iZmSEjIwO5ubkVasp9+vQpAGDJkiVYu3YtWrRogR9++AHdu3fHvXv30LBhw4/yJdsfIjsjCQCgLTKSGa+tZ4TsDPpSq2nBv+0Dn6+Gnn2Gvb8wgMtnf4dzC3cYGpu9vzApk1TKsDo4DC2szdDQzJAbv+ZUGFyszdDV0VbufO0a1sfBsHs4FfEYns0a4E1WLr69cAsA8CYzpyZCrzOmTZ6AdVt2YNiYSVBTUwOfx8Ps6QFo3qwpV2bbd9+jaZPGaO/eRomRqpZyeoUhNaxOJoW5ubkyzcIlFi1axP3t6uqK7OxsrFmzhksKFUEqLb65e/LkyRg7diy3rnPnzmHPnj1y3+1cVRKJBBKJRGZcQb4QGgLFvfaH1C0xj+/jzImfsHTdgQo1Bae8ScDd8L/x6f8Ud1zXVStP/IUnianYO+FtjWvo/ee48TQWP3/qW+Z87RzqY5ZXG3z1xxV8cSQUGmpqmNTFFbeex1NzvoIdOx6M+9EPsXzRfJiZmOBuZBQ27dgFI0MDuLVwwdVrNxAecRffblyr7FBVipTuB1QZdTIpNDY2Rmpq6nvLtW3bFsuXL4dEIoFQKIS5uTkSEhJkyiQkJEAkElX4gY+Sdyb+900sjo6OePHiBQAo7CXbQUFBWLp0qcy4PqMWo9/oJRVehirQERU/yJCTkQxd/bc1qDmZyTCt30RZYdVJ0VG3kZmeis/fSUyk0iL8tHcjzhz/Cd/skr2V4/K549DV04drm9L3upGKW3niL1yKfoE9E/rATF+XG3/9WSxepmagw8p9MuU//+ksWtqYY/f4PgCA0e2bY1Q7ZyRl5kCkJURsaiY2hdxAfQNRjW7Hx0wikWD3/kNYumAu3FsX355kb2eLx09j8MvRP+DWwgW3I+4iNj4B/YaNlpl36aq1cHZyxLqgZcoInRBOnUwKXV1dceDAgfeWCw8Ph4GBAfcAiIeHB4KDg2XKhISEwMPDo8LrtrW1haWlJaKjo2XGP3z4EN7e3tx6Sl6yXXLvY1Vesh0YGMi9tqfEgSu1r5ZQ36g+dEQmeB4dBlMrRwCAJDcLcTF30IKeNK5R7bv0RlMX2WavtUs/Q7su3qXuGWSM4cr542jfpTfU1evkpeaDMcYQdPIqzkfFYPf4PqWSuHEdXTDQrbHMuEFbjuB/3u7o3MRaZjyPx4OpSAcAcOruE5jr68DRUvaWDFJ1hUVFKCwsLFX7yufzIf23v5Thgwait6fsfekTps1CwPgx8GhTd7vRoodEVEedvFJ7eXkhMDAQqampMPj3Rt/jx48jISEB7u7u0NTUREhICFauXIn//e9/3HxTpkzBli1bMHfuXIwbNw7nz5/H4cOHcfLkyQqvm8fjYc6cOVi8eDFcXFzQokUL7Nu3Dw8ePMCvv/4KQHEv2RYKhTLvaAQADUGFZ69R+XnZSEt6wf2fnvwKiS/vQ1NHHyJDS7TsOhp//7kdBqY20Deqj79ObISuvikcXN5eYDNSYpGXnY6M1FhIpUVIfHkfACA2sYZAU6fGt6m2ysvNQULcS+7/N4mxeP40Grp6+jAyMYeuSCxTXk1NHfpiI1jUs5UZfz/iBpISYtGp54DqD/ojtfLEXzgV8QQbRnhCR6DB3QOoqymApoY6jPW05T5cYqGvK5NA7r1yB+0drMDjAeeiYrDn8h2sGdIdavxa/axhjcvNzcXruLf3dccnJOLx02fQ09WFmakJXJo1xc7vf4BQKICZiQnu3ItEyIWLCBjvDwAwNDCQ+3CJqYkxLMzr7j23dE+h6qiTSaGzszNatmyJw4cPY/LkyQAADQ0NbN26FbNmzQJjDA4ODli3bh0mTnzbH5WdnR1OnjyJWbNmYePGjahfvz6+++47eHl5cWX27t2LsWPHlvs+xZkzZyIvLw+zZs1CSkoKXFxcEBISAnv7t09yfmwv2X6f+Bf3cHjj2yaV0CPF96A1bTsQ3qNXoU3PiSjIz8WZQ19CkpuBevZu8Jv6HdQ13ia9f53YhMhrR7n/f1g1AAAwZMYPsG5U8RrWuu7Z4/v4etEU7v8f9xR3udS+qw8mzlhS4eVcOvsHHJo0h2V9WwVHWHccvl78w2b8nhMy45cN7Iz+LSve9dKVhy/x3cVw5BcWoZG5ETaO8ESHRlYKjbUuiH78BJ8veNuX6vbdewEAnt26YN6s6Vg4dxa+23cQK9duRGZWFsxMjDFu1HD09fYqY4mEqBYeKy97+YidPHkSc+bMwb1792Q6jf5QixcvxsWLFxEaGqqwZZZnzJgxSEtLw7FjxypUftfZ95chNaNZvQxlh0De4Xp3p7JDIP9606KXskMg/6rfqFm1r+PMHcX0l+npoqJNYbVInawpBAAfHx88evQIr1+/hpWV4n4xnzp1Clu2bFHY8spy+fJleHt7QyKRwMfHp9rXRwghhFQHekWd6qizSSFQ3IyraNev18yro1q1aoXw8HAAgK6ubvmFCSGEEELeo04nhbWZlpYWHBwclB0GIYQQ8kHo6WPVQUkhIYQQQpSmbj7ZoJooKSSEEEKI0tAbTVQHdVJFCCGEEEKoppAQQgghykPNx6qDkkJCCCGEKA09aKI6qPmYEEIIIYRQTSEhhBBClIc6r1YdlBQSQgghRGnonkLVQc3HhBBCCCGEagoJIYQQojyM+ilUGZQUEkIIIURp6J5C1UHNx4QQQgghhGoKCSGEEKI89KCJ6qCksI75RO2gskMg/8rLr6/sEMg7nhwMVnYI5F+mzTopOwRSgygpVB2UFBJCCCFEaaT0RhOVQfcUEkIIIYQQqikkhBBCiPJQ87HqoKSQEEIIIUpDSaHqoOZjQgghhBBCNYWEEEIIUR7qvFp1UFJICCGEEKVh9PSxyqDmY0IIIYQQQjWFhBBCCFEeetBEdVBSSAghhBCloXsKVQc1HxNCCCGEEKopJIQQQojyUPOx6qizNYXJyckwNTVFTEyMskOpktDQUPB4PPB4PAwYMEDZ4RBCCCFVwphihsq6dOkS+vbtC0tLS/B4PBw7duw/cTF8+eWXsLCwgJaWFnr06IFHjx7JlElJScHIkSMhEokgFosxfvx4ZGVlfcDeUK46W1O4YsUK9O/fH7a2tjLj9+7di3Xr1uHhw4cQiUQYPHgwtm7dyk2PiIjA1KlTcePGDZiYmGD69OmYO3dupdbN48l//H716tWYM2cOgOIDbfr06Th+/Dj4fD78/PywceNG6OrqAgDatWuHuLg4zJgxAxKJpFLrV0W7/7yCc7cfICb+DYQCdbg0sMLMgd1ha24MAEjPzsX246EIu/8U8SnpMNDVRtcWTfBpvy7Q09IEAPx+NRyLf/hD7vLPr/4chiKdmtqcWm3f0VMIvX4Lz1/HQygQwLlRA0z9xA82luZcGUl+ATb98AtCrt5AQUEh2ro4Yc6EkTASiwAAj2Je4odjf+JO9GOkZ2TB3NQIvj07Y2jv7srarFrJoFc/GHr3hYZp8b6XvIhB0s/7kXXrevF0Tx/od+oOTfuGUNPWwf0RfSHNzpZZhmaDhjDznwgthyZg0iJkhF1Gwp5tkObl1fj21HbhkQ9w6NhJRD+JQXJqGlbOn4FObVtx01PS0rH9h59wPfwesrJz4NK0MWZNGA2rd86dEowx/G/5Wly7HVFqOXWNsu4pzM7OhouLC8aNGwdfX99S01evXo1NmzZh3759sLOzw6JFi+Dl5YWoqChoahZ/74wcORJxcXEICQlBQUEBxo4di0mTJuHQoUM1vTkKUSeTwpycHOzevRunT5+WGb9u3Tp88803WLNmDdq2bYvs7GyZmsSMjAx4enqiR48e2LFjB+7evYtx48ZBLBZj0qRJFV5/XFyczP+nTp3C+PHj4efnx41734EmEAhgbm4OLS2tjyIpvPnwOYZ2boWmtpYokkqx+dh5BGw6iN8WB0BLKEBSWiaS0jMx268HGliYIC45HV8dOomktEysnTwYAODVqinaN3WQWe6X+36HpKCQEsJKuB31EH5eXeFkb4uioiJs//EoZny1AT+uWwotTSEAYMO+w7h6KwIrZ0+GrrYW1u7+EfO/2Y5dy+cBAB48fQ4DfT0smT4OZkaGiIh+glU794PP52Fwr27K3LxapSA5CQk/fIf82FcAjwdxN09YLViOp7MmQ/IyBjyhJrJu30DW7RswGz2x1PzqhkawWbYGGVdCEbdzM/ha2rCYMBWWM+bh1ddLlbBFtVtungQOttbw6d4ZX3y9UWYaYwyBQRugrq6GVYGzoKOthZ/+OIWZS1bhwKZV0Po3iShx+PifKKN+gNQQb29veHt7y53GGMOGDRuwcOFC9O/fHwDwww8/wMzMDMeOHcOwYcNw//59/Pnnn7hx4wZatSpO6jdv3ozevXtj7dq1sLS0rLFtUZQ6mRQGBwdDKBTC3d2dG5eamoqFCxfi+PHj6N79bW1G8+bNub8PHjyI/Px87NmzBwKBAE2bNkV4eDjWrVtXqaTQ3Fz2V+Pvv/+Orl27okGDBgDwUR5o77Pts5Ey/y/z749uc75B1Is4uDW0gUM9U3wzeQg33crEENP6d8MX3x9FYZEU6mp8aAo0oCnQ4MqkZGbjevQzLBnVr8a242Ow4YsZMv8vmjoW3hM+x4Onz+Hq1AhZOTk4fv4Kls2YgFbNmgAAFn7qj2GzFuPew6do1qgB+nbrILOMemYmuPfwKUKv3aaksBKyboTJ/J94YA8MevWDVmNHSF7GIOX4EQCAdjMXufPrtXIHigoR9+1Grn0tdvt6OGzajURzS+THx1bvBnxkPNxc4OEmf1+/jI1H5MPH+GFjEBpY1wcA/G/yGPQbOw1nL/+Nvj27cGUfPXuOn/44he/WLEP/cdNrInSVpqh7CiUSSalKEqFQCKFQWOllPXv2DPHx8ejRowc3Tl9fH23btkVYWBiGDRuGsLAwiMVi7nsaAHr06AE+n49r165h4MCBVd8YJamT9xRevnwZbm5uMuNCQkIglUrx+vVrODo6on79+hgyZAhevnzJlQkLC0OnTp0gEAi4cV5eXoiOjkZqamqVYklISMDJkycxfvx4mfWUd6DVBVm5xSe2vrZWOWXyoKsphLqa/MP4xN8R0BRooEdLx2qJsa7IyskFAIh0i2tbHzx9gcKiIrR2frtfbetZwNzYEHcfPil3OSXLIFXA50PUsSv4mprIjY6q0Cw8DQFYYaHMty7790tT28m5WsKsqwoKCwEAQo23P0z5fD4EGhqIuB/NjcuTSLB03TbMnugPIwNxTYepkqRSxQxBQUHQ19eXGYKCgqoUU3x8PADAzMxMZryZmRk3LT4+HqampjLT1dXVYWhoyJWpbepkUvj8+fNStW1Pnz6FVCrFypUrsWHDBvz6669ISUlBz549kZ+fD6D4AJB3gJRMq4p9+/ZBT09P5n6Gj/FAqwyplGHNL6fRwt4KDvVM5ZZJzcrBruDL8O3QsszlHPvrNrxbO8vUHpLKkUql2LD3ZzRvbA9763oAgOS0dGioq0NPR1umrKG+CMlpGXKXExH9BGfDbmBAj47VHvPHRmhjhyY/nYTTr6dhOWUWXgYthuTl8wrNmx1xG+piQxgNHAqeujr4Orow9S9uZlY3MKzOsOscm3oWMDMxwo4Dh5GRlY2CgkIc+O0EEpNTkJyazpXbtOcgmjVpiI5t3cpZGqmKwMBApKenywyBgYHKDqtWqZPNx7m5udxNoiWkUikKCgqwadMmeHp6AgB+/PFHmJub48KFC/Dy8qqWWPbs2YORI0eWikcR5FWlS/MLIFTxJCnop2A8fp2IvXPGyp2elSvB9C2H0MDCGFP6dpZb5s7/27vv8CiKN4Dj37tLcuk9JIQOoQSkJhCaIlJCFQR/AiI1gIWO0hSlSFEEEZSiEprSpag0RYoUqZFQBALSJYWWBNLLze+PyMmZgJSQS3Lv53n2ebzZ2dl3swm+NzM7e/4K56NvMLFX+6cYaeH3Sehyzl2J5KsJj/Yw1b3OXb7KiKmzCXm5LUHVq+RidJYh7eoVzg/pi9bBAef6jSg2eCQX3xv6UIlh6pWLXJ35Ed6938K7Wx+UIZNbG9aRHntL1gHJZVZWVkwaOZiPvphPq25voNNqCahehbq1qhl/1HsO/s7vx0+yYPpE8wabz+TWr+LjDhXn5O40r5iYGIoWLWosj4mJoUaNGsY6165dMzkuIyODW7duZZsmVlBYZFLo6emZbbj37k2vXLmysczLywtPT08uX74MZP0CxMTEmBx39/Pj/ALs3r2biIgIVq5caVKeW79oU6ZMYfx408nk73Z/iTE9O97nCPObsnwzu46fZcHbPfB2c862PzEllbc+X4qDrZ5P3+iEtU6XYzvr9hyhYgkfKpcqfPMv88q00GXs/f0Y88YPp4iHm7Hcw9WF9IwM7iQmmfQW3oq/bXz6+K4Lf0Uy4MNPadf0WXp3bJ1nsRcmKiPDOPcv5dxZ7MpXxL1NB6Lmznio4+N3bSd+13Z0Lm6o1GSUAo8XXyYtOuq/DxaPpFK5MiyaMYmExCTSMzJwc3Gm74ixVCpXBoCw4ye5Gn2Nlq+9bnLcmKmzqOZfkS8mvmeOsM0uP34/KVOmDD4+Pmzbts2YBN6+fZsDBw7w5ptvAlCvXj3i4uIICwszTknbvn07BoOBoKAgc4X+RCwyKaxZsybffvutSVmDBg0AiIiIoHjxrEnCt27d4saNG5QqVQrI+gV47733SE9Px/rveSNbt26lYsWKuLm58ahCQ0MJCAigenXTicu59Ys2evRohg0bZlJm2Lf2kePMC0opPlqxhe3hp5k/rDvFPLP/PBOSU3lr1rdYW1nx2Vud0Vvn/OublJLGz2EnGdReHmh4HEoppi9Yzq8Hw5k97m18i3ia7K9UtiRWOh2Hjp/ihbpZv5+XIqOJvnGLqhXKGeudvxJJ/wnTadWoHm92KXgTrvMtjRaN9aP39mfGZ30Rdm3SApWeRsLRw7kdmfib499flq5ERhNx7gJ9X30ZgNc6tKFtU9PRje5D3mVgr640qF0zz+O0dAkJCfz555/GzxcuXCA8PBx3d3dKlizJkCFDmDhxIuXLlzcuSePr62tcG9jf358WLVrQt29f5s2bR3p6OgMGDKBz584F9oFQi0wKg4ODGT16NLGxscZkrkKFCrRr147Bgwfz1Vdf4ezszOjRo6lUqRKNGzcG4NVXX2X8+PGEhIQwcuRITpw4wcyZM5kx4+G+sd/r9u3brF69munTp2fbl1u/aDl1pSfn06Hjycs3s/nQcT57sxMOtnpuxGct/ulop8fWxpqE5FTenPUtKWnpTOr9EonJqST+/TCKm5M9Ou0/02N/CvuDTIOBVkHVcjyXeLBPQpfx856DTB3xFg52ttyMy5oP5WBvh62NDY729rR9oSGzlqzGxdEBB3s7pi9YTtUKZXmmQtYT9OcuX2XAhE8Jql6ZV9s0M7ah1Wpxc3Yy27UVNEW69SEh7CDpN2LQ2tnj8lwTHJ6pzqVxWUv/WLm6YeXmjk3RrPmetqXKYkhOIv36NTIT7gDg3qo9Saf/wJCSjGONALx7vk7Mkq+zrWco/ltScgpXo/8ZLYqKuc7ZC5dwcnTAx8uT7XsP4OrijLenB+cvXWFm6Lc8WyeAOjWyHurxcHPN8eESby8PfL1znj9tCcy1TuHhw4eN/38HjJ0oPXr0YNGiRYwYMYLExET69etHXFwcDRs2ZMuWLSbTvZYuXcqAAQNo0qSJcU3hWbNm5fm15BaLTAqrVq1KrVq1WLVqFa+//k83/pIlSxg6dCitW7dGq9XSqFEjtmzZYuwVdHFx4eeff6Z///4EBATg6enJBx98YLIczc6dO2ncuDEXLlzItjD2vVasWIFSii5duuS4v7D9ov2X1buyei36fLrEpHx89xdpV78Gpy5HcfzCVQDavv+FSZ2NEwdRzNPV+Hnd3iO8UKMSzva5P0/TEqz9+VcA3hpn+oVlzFs9afN8fQCG9HgFrUbD6OnzSMvIIKh6FUb0edVYd/v+MGJv32HL7gNs2f3PE/M+Xh6sn/14TwNaIisXV4oNGYWVuzuGxERSLp3n0riRJB4NA7IWty7SpYexfpkpWWvnXZ35MXHbs9ZhtatQCa8uPdDa2ZH21xUi58wgfufWvL+YQuD0uQsMen+y8fPnC7PWjW3ZuCHvDXqdm7FxfLFwGbfi4/Fwc6XF8w3p+b/2Zoq24FC5Nn78aAs/Pv/88w88t0ajYcKECUyYMOG+ddzd3QvsQtU50ajcuxsFysaNGxk+fDgnTpxAq829h7AXLlzI5MmTOXnypDGZfJp69uxJXFxcttfz3E/yjqVPNyDx0FLci5s7BHGPyA9kMef8osiUj8wdgvibV+U6T/0cX2zKnTRkQCtZDfxJWeSSNACtW7emX79+XL16NVfb3bRpE5MnT37qCeHu3btxdHRk6VJJ8oQQQhRc5nr3scjOIoeP7xoyZEiut7l69epcbzMngYGBhIeHAxjfhyyEEEIUNAaDuSMQd1l0UliQ2dnZ4efn998VhRBCiHxMevnyD4sdPhZCCCGEEP+QnkIhhBBCmI25lqQR2UlSKIQQQgizkeHj/EOGj4UQQgghhPQUCiGEEMJ8VK6NH8s6hU9KkkIhhBBCmI3MKcw/ZPhYCCGEEEJIT6EQQgghzEceNMk/JCkUQgghhNkYZPw435DhYyGEEEIIIT2FQgghhDAfGT7OPyQpFEIIIYTZSFKYf0hSKIQQQgizMUhWmG9IUmhhtjefYO4QxN+qnVxn7hDEPW5M3mDuEMTfdly0M3cI4m8DKps7ApGXJCkUQgghhNkog7kjEHdJUiiEEEIIs1EyfJxvyJI0QgghhBBCegqFEEIIYT4GGT7ONyQpFEIIIYTZyPBx/iHDx0IIIYQQQnoKhRBCCGE+8urj/EOSQiGEEEKYjZKsMN+Q4WMhhBBCCCE9hUIIIYQwH3nOJP+QpFAIIYQQZmOQ4eN8Q5JCIYQQQpiNLEmTf1jsnMKbN29SpEgRLl68aO5QHsvOnTvRaDRoNBrat29v7nCEEEIIUcBZbFI4adIk2rVrR+nSpQFYtGiRMcn693bt2jXjcTt37qRWrVro9Xr8/PxYtGjRI587Ojqabt264ePjg4ODA7Vq1WLNmjUmdW7dukXXrl1xdnbG1dWVkJAQEhISjPvr169PVFQUr7zyymNdf35T8vUuPPv7DzS/GUbzm2HU370Cr+DnjPvr/rKE1ukRJtszs8ebtFF5xns0PLCGFgnHaXh4fR5fQeFx7MQfjBk/iU7de9O0zUvs3XfAZH9ycjKfz/2Kzj360KpDJ3q/OZAfN20xqTPji7l06/MGrTp0ouOrPXj/w8lcvvJXXl5GoXHmjzC+mDyY4SHN6NehJkcO7Lhv3W/nTaRfh5r88uNSk/LEO/HMn/Eug7o2ZPBrz7J49jhSkpOedugWIS0lgV3rJrNowgvMGVGd1TM7E3P5eI51d6way+dDKxH+6+I8jjJ/U4bc2cSTs8jh46SkJEJDQ/npp5+MZZ06daJFixYm9Xr27ElKSgpFihQB4MKFC7Ru3Zo33niDpUuXsm3bNvr06UPRokUJDg5+6PN3796duLg4fvjhBzw9PVm2bBmvvPIKhw8fpmbNmgB07dqVqKgotm7dSnp6Or169aJfv34sW7YMABsbG3x8fLCzsyM1NfVJfyRml/JXNKffnUbin5fQaDQU79aewLWz2V37JRJO/gnA5fkrOTNulvGYzKTkbO1cWbQG1zrVcapaMc9iL2xSUlIoW7Y0LZo1Ydzkj7Ptnzt/IeHHjjPq7SH4eBfh8JFwZs35Eg8Pd+oH1QGgvF85mjz/HEW8vLhz5w5Llq1k5Afj+Xb+PHQ6XV5fUoGWmppM8dIVaPBCO+ZOffu+9Y7s3875M8dxdffKtm/+Z+8SH3uDIWPnkpmZweIvxvLtvA/pM3TK0wzdImxb+T63os7SrOvHODgXISLsB9bP7UXXkRtxdPU21jt3bCvRl47i4FLEjNHmTwYZPs43LLKncNOmTej1eurWrWsss7Ozw8fHx7jpdDq2b99OSEiIsc68efMoU6YM06dPx9/fnwEDBvDyyy8zY8aMRzr/b7/9xsCBA6lTpw5ly5ZlzJgxuLq6EhYWBsCpU6fYsmUL8+fPJygoiIYNG/L555+zYsUKIiMjc+eHkM9c27iD61t2kfTnJRLPXiTig8/ISEjCLaiGsU5mUgqpMTeMW8adRJM2Tg6dxKW5y0g6fyWPoy9c6gQG0LtbVxrWr5vj/pOnTtP8hcbUqPYMPt5FaNOiOeXKlOb0mbPGOm1aNKfaM1Xw8S5Ceb9y9Or2Ktev3yDmnl538XCq1mpI+1f7U7PuC/etE3vzGsvnf0yfIZPR6Uy/60f9dZ4/jvxG97c+oGyFqpT3r0nnkJEc2vMTcbfkfjyJjLQUzh37mfpt36FYudq4epUiqMVAXDxLcvy35cZ6CXEx/Lp2Is1f+wSt1iL7YkQBYZFJ4e7duwkICHhgnSVLlmBvb8/LL79sLNu3bx9NmzY1qRccHMy+ffse6fz169dn5cqV3Lp1C4PBwIoVK0hJSeH55583nsfV1ZXAwEDjMU2bNkWr1XLgwIH7tFqIaLUUfaUVOgd7YvcfMRb7dmlLs6j9PHfkRypOHIbWztaMQVquyv6V+O3gIW7cuIlSivBjx/krMpLAmjVyrJ+cksKWX7bj4+2Nl6dn3gZrAQwGAwtmjiG4fQ98S5bLtv9cxDHsHZwo7VfFWOZfPQiNRsuFMyfyMtRCx2DIQBkysbLWm5RbWdsSdT7rS74yGNi6dAS1GofgUbS8OcLM95RSubKJJ2eRX1kuXbqEr6/vA+uEhoby6quvYmdnZyyLjo7G29vbpJ63tze3b98mOTnZpO6DrFq1ik6dOuHh4YGVlRX29vasW7cOPz8/43nuDlnfZWVlhbu7O9HR0Q91joLI6ZkK1N+9Aq2tnsyEJMJe7k/CqXMAXF2xgeRLkaRGXcOpakUqTX4HxwplCHtloJmjtjwD3ujLjM/n0LlnH3Q6HVqNhqED36LaM1VM6n2/cTNfL1xCSkoKJYoXY+rEsVhbW5sp6sLrp3UL0ep0vNC6S477b8fexMnF3aRMp7PCwdGZ+LgbeRFioWVj64hP6Roc+nkObt5lsXfy5MzvG4m+GI6LZ0kAwrZ/jUaro/pz3cwcbf4lS9LkHxaZFCYnJ2Nre/9epn379nHq1Cm++eabp3L+999/n7i4OH755Rc8PT1Zv349r7zyCrt376Zq1aq5dp7U1NRs8w3TlQFrTf7sIE6IuMDuwPZYuThRtEMw1Rd8zP4mr5Fw6hxX5q8y1rtz4gypUdepu3Ux9mVLyHBxHlv/40ZORZzhw/ffxbuIF8dOnOTzeV/h4eFOQI3qxnpNnn+OgBrVuRUby+q13/PhR9OY+ckUbGxszBh94XLp3Em2bVzOmGnL0Gg05g7HIjXvOpVfVrzLwnGN0Gh1eBWvTIVarbl25Q+uXTnB0V3f0OntNXJ/RIFgkUmhp6cnsbGx990/f/58atSokW2I2cfHh5iYGJOymJgYnJ2dH7qX8Ny5c3zxxRecOHGCKlWyelaqV6/O7t27mT17NvPmzcPHx8fkiWeAjIwMbt26hY+Pz0OdB2DKlCmMH2/6hG4XjTtddflzCE+lp5N07jIAt3//A9fAqpQe2J0Tb43NVjfu4FEA7MuVkqQwD6WmprJgyVLGvTeSurWzpjeULVOacxcusHrt9yZJoaODA44ODhQv5ot/xQq81Lkbe/Yd4IVGz5or/ELn7Mkj3Im/xah+rYxlBkMmqxd/yrYNS5ny5Sac3Ty4E3/L5LjMzAwSE27j4po//y0oSFw8S9JxwLekpyaRlpKAg0sRNi8eirNHCSLPh5GUcJNFE/6ZD6oMmez5/mPCf11Mzw+2mzHy/ENGfvMPi0wKa9asybfffpvjvoSEBFatWsWUKdmfyqtXrx6bNm0yKdu6dSv16tV76HMnJWUtA6HVmvbW6XQ6DAaD8TxxcXGEhYUZE9Pt27djMBgICgp66HONHj2aYcOGmZRtd3/wXMp8RatFq8+5V8m5hj8AqdHX8zIii5eRmUlGRgbaf/V6aLVa1APWhFCAQpGenv6UI7QsdZ9vjX81038TZn74FnUbtab+C+0AKFexGkmJd7h07iSlylUG4PTxQyhloEyFZ/I85sLKWm+Ptd6elKR4Lp/eQ4O271CuenNKVDD9/8P3X/ahYkA7Kge9ZKZI8x8lw8f5hkUmhcHBwYwePZrY2Fjc3NxM9q1cuZKMjAxee+21bMe98cYbfPHFF4wYMYLevXuzfft2Vq1axcaNGx/63JUqVcLPz4/XX3+dadOm4eHhwfr169m6dSsbNmwAwN/fnxYtWtC3b1/mzZtHeno6AwYMoHPnzv85F/Jeer0evd50AnR+HTquOHEY17fsIvlKFFZODvh2boNHozocbBWCfdkS+HZuy7Utv5J+Mw6nqhWpPG00N3cd5M7xCGMb9uVKYuVoj97HC52tLc7VKwFw5+Q5lCQjDy05OZmrUf/MXY2KieHP8xdwcnTEu4gX1Z6pwlcLFmNjo/97+PgPtm7fyRt9egEQGR3Nzl17CaxVAxdnZ27cvMmK1WuxsbGhTmAtc11WgZWSnMT16H96w29cu8qVCxHYOzrj4VUURydXk/o6nRXOrp74FCsNQNHiZalSsz5L5nzIa2+8R2ZGBsu//ojaDYNxdZflUZ7UpdO7QYFrkTLE37jE3h8+wc27LP5BHdDprLFzMP1/jFZrhYOzJ25FypopYiHuzyKTwqpVq1KrVi1WrVrF66+/brIvNDSUDh064Orqmu24MmXKsHHjRoYOHcrMmTMpXrw48+fPN1mjcNGiRfTq1eu+T0JZW1uzadMmRo0aRdu2bUlISMDPz4/FixfTqtU/Q0BLly5lwIABNGnSBK1WS8eOHZk1a1aObRYG+iIeVF/4MfqiRciIv8Od4xEcbBXCjW2/YVvcB88m9SgzqDs6B3tSrkQRve5n/pw8x6SNal9OxKPRP70mzx7+HoDtfi+QfOlqnl5PQRZx9hzvvPu+8fO8+QsBaN6kMSOGDmLMyLcJXfwtU6bN4E5CAt5FvOjd7VXatsz6O7CxtuHEHydZ+8OPJCQk4ubqQtUqVZj1yUe45fB3JR7s0rmTTP+gr/Hz6oXTAajXuC29Bk54qDb6DJnM8vkf8enY19FotdSq24TOISOeSryWJi05gd82fkpCXDS29q6Uq96Meq2GotPJQ1UPS9YpzD80ykKf4964cSPDhw/nxIkT2YZyn8TYsWP59ddf2blzZ661+SA9e/YkLi6O9evXP1T9jdayqHN+Ue3kOnOHIO5xPq20uUMQfzt+6eHmaIunb0Crp/+AzIBP43OlnS+GueRKO5Ysf44l5oHWrVvTr18/rl7N3R6kzZs3M3Xq1FxtMye7d+/G0dGRpUuX/ndlIYQQIp9SBpUr26MYN25ctlfaVqpUybg/JSWF/v374+HhgaOjIx07dsz2oGlhZJHDx3cNGTIk19s8ePBgrreZk8DAQMLDwwFwdHTMk3MKIYQQhUWVKlX45ZdfjJ+trP5JiYYOHcrGjRtZvXo1Li4uDBgwgA4dOrB3715zhJpnLDopLMjs7OyMi10LIYQQBZW5Hj62srLKcZm3+Ph4QkNDWbZsGS+8kLWc0MKFC/H392f//v0mr8gtbCx2+FgIIYQQ5pdbw8epqancvn3bZPv3CxzudfbsWXx9fSlbtixdu3bl8uWsdXLDwsJIT083ea1tpUqVKFmy5CO/1ragkaRQCCGEEAXelClTcHFxMdlyWnMYICgoiEWLFrFlyxbmzp3LhQsXePbZZ7lz5w7R0dHY2NhkW4XE29u7UL9qFmT4WAghhBBmlFuLoOT0woZ/r9V7V8uWLY3/Xa1aNYKCgihVqhSrVq166DeUFUaSFAohhBDCbAy5NKkwpxc2PCxXV1cqVKjAn3/+SbNmzUhLSyMuLs6ktzAmJuaRXjVbEMnwsRBCCCEsWkJCAufOnaNo0aIEBARgbW3Ntm3bjPsjIiK4fPnyI73WtiCSnkIhhBBCmI053qHxzjvv0LZtW0qVKkVkZCRjx45Fp9PRpUsXXFxcCAkJYdiwYbi7u+Ps7MzAgQOpV69eoX7yGCQpFEIIIYQZPerC07nhr7/+okuXLty8eRMvLy8aNmzI/v378fLyAmDGjBnGV8ympqYSHBzMnDlz/qPVgk+SQiGEEEJYlBUrVjxwv62tLbNnz2b27Nl5FFH+IEmhEEIIIczGHD2FImeSFAohhBDCbAxmmFMociZJoRBCCCHMRnoK8w9ZkkYIIYQQQkhPoRBCCCHMxxxL0oicSVJoYeq+96y5QxB/u6F1MncI4h4rNqWZOwTxN0NmirlDEHe1cn/qp8itN5qIJyfDx0IIIYQQQnoKhRBCCGE+8qBJ/iFJoRBCCCHMRuYU5h8yfCyEEEIIIaSnUAghhBDmowwGc4cg/iZJoRBCCCHMRp4+zj9k+FgIIYQQQkhPoRBCCCHMRx40yT8kKRRCCCGE2ciSNPmHJIVCCCGEMBtJCvMPmVMohBBCCCGkp1AIIYQQ5mNQsiRNfiFJoRBCCCHMRoaP8w+LTQpv3ryJv78/Bw8epHTp0uYO55FdvHiRMmXKAFC9enXCw8PNG9ATsm3YEr1/LXSeRVEZaWRcOUfi1u8w3Iwx1tE4OuPQ7H9Yl6uMxsaWzJvRJO/aSNqp37M3qLPCpe+7WPmUJG7eeDKjr+Th1RRsJ44fY92aVZz78yy3bt3k3THjqVu/gUmdK5cvsXjhfE4cP0pmpoESJUsy+r2xeBXxBiAqKpKF87/k5B8nSE9Pp1ZAIP3eHIibm5s5LqlQaV3fljYNbE3Kom9mMn7BHQAaVrOhtr8NJbx12Ok1DJsVT3Kq/E/3aQuua0uH5+3ZdiiFVduSAHB20NCxsT3+pa2xtdEQcyuTTfuSORKRbuZohciZxc4pnDRpEu3atTNJCA8dOkSTJk1wdXXFzc2N4OBgjh49anLcsWPHePbZZ7G1taVEiRJMnTr1kc8dExNDz5498fX1xd7enhYtWnD27FmTOikpKfTv3x8PDw8cHR3p2LEjMTH/JEglSpQgKiqKt99++5HPnx9Zl65IyqEdxM+fzO0ln4JWh3O3YWBtY6zj+FIIOk8f7iz/gri5Y0k79TuO/3sDnU+JbO3ZN3sZw534vLyEQiM1JYUyZcry+lsDc9wfFRXJqOFDKFa8BJM+ns6sOV/RqctrWNtk3auUlGTGvjcSNBomTvmEj6d9RkZGBhPHj8Egby7IFZHXMxk5J964TVueYNxnY63hjwvpbNmfYsYILUspHx3P1dBz5VqGSXmvNo54u+uYs+YOE0LjOXImjX7tHCnhrTNTpPmTMqhc2cSTs8ikMCkpidDQUEJCQoxlCQkJtGjRgpIlS3LgwAH27NmDk5MTwcHBpKdnfau7ffs2zZs3p1SpUoSFhfHJJ58wbtw4vvrqq4c+t1KK9u3bc/78eb7//nuOHDlCqVKlaNq0KYmJicZ6Q4cO5ccff2T16tX8+uuvREZG0qFDB+N+nU6Hj48Pjo6OufATMb87335GavhvZF6PJDPmLxLWL0Dn6oGVbyljHesS5Ug+sI2MqxcwxN4geddGVEoSVr6lTdqy9nsG63JVSPp5VR5fReEQULsOr/XoTb36DXPc/+3iBQQEBtErpB/lypWnaFFfgurWx9U1qxfw1Mk/uHYthiHDhlO6TFlKlynLkLdH8OfZMxw7eiQvL6XQylRwO1EZt8Tkf/6HuD0slZ8PpnIhKtOMEVoOvTWEvOjIN5sTSUoxTUzKFrNiR1gKF6MyuRFvYNNvKSSlKkp6W+wgXY6UUrmyiSdnkUnhpk2b0Ov11K1b11h2+vRpbt26xYQJE6hYsSJVqlRh7NixxMTEcOnSJQCWLl1KWloaCxYsoEqVKnTu3JlBgwbx6aefPvS5z549y/79+5k7dy61a9emYsWKzJ07l+TkZJYvXw5AfHw8oaGhfPrpp7zwwgsEBASwcOFCfvvtN/bv35+7P4x8SmNrD4BK/idRTr9yDv0ztdHYOYBGg80ztdFYWZN+MeKf4xyccXixOwnr5qPS0/I87sLOYDBw+NABfIsVZ+yYkXTr8jLvDBnA/t/2Guvc/RJlbW1tLLOxsUGj0XDyjxN5HnNhVMRVy5Q3nfmwrxO9Wtvj5qQxd0gWq0tzB46fS+f0pYxs+85fzSDQ3wZ7Ww0aINDfBmudhjOXZfhY5E8WmRTu3r2bgIAAk7KKFSvi4eFBaGgoaWlpJCcnExoair+/v3GIed++fTz33HPY2PwzpBkcHExERASxsbEPde7U1FQAbG3/mROk1WrR6/Xs2bMHgLCwMNLT02natKmxTqVKlShZsiT79u17rGsuUDQaHFp0Iv3yWTKvRRqLE1bPA60O95EzcR8zF4c23bizcjaGW9eMdRzb9yL18K9kRl4yR+SFXnxcHMnJyaxZvYJaAbUZP/Ej6tZvwJRJ4zhxPGuqRcVK/tja2rJowXxSU1JISUlmwfwvMRgMxMbeMvMVFHwXozJYsjmJL75LYNnWZDxctLzdxQm99X8fK3JXoL8NJb11rNuZlOP+r9YnoNNqmDHEjdnD3Xgt2J65a+9wPU6mUdzLYDDkyiaenEUmhZcuXcLX19ekzMnJiZ07d/Ltt99iZ2eHo6MjW7ZsYfPmzVhZZXX1R0dH4+3tbXLc3c/R0dEPde67yd3o0aOJjY0lLS2Njz/+mL/++ouoqChjWzY2Nri6umY718OeB7IS0Nu3b5tsqRn5f0jJoVVXdEWKkfCd6bC8XeP2aGztiV88jfivJpKyb2vWnMIixQCwDWqCRm9L8u5N5gjbItxdOiKobj3avfQyZcv58fIrXahdpy6bN20AwMXFlZHvfsChA/t4pWNbOr/cjsSERMr5lUejkR6tJ/XHhQx+P5PO1esGTl3MYPaaROxtNQRUsvnvg0WucXPS0qmpPaE/JnK/f1bbPWeHva2GGctvM3nxbX45lEK/9o74esmcwnvJnML8wyInNiQnJ5v01N0tCwkJoUGDBixfvpzMzEymTZtG69atOXToEHZ2drlybmtra9auXUtISAju7u7odDqaNm1Ky5Ytc31OxJQpUxg/frxJ2fBGNRn5fK1cPU9ucmj1KtYVqnF74VQMt//pfdW6eWEX1IS42R+QeT2r9zA55i+sSpXHtk5jEjd8i3WZSlgVL4f7+/NM2nTpN4bUYwdIXL8gT6+lMHJ2dkGn01GiZCmT8uIlSpoMDdesFchXC77hdnw8Wp0OR0dHunf9H8/6PJ/HERd+yamKmFuZeLla5Hd8synpo8PZQct7vZyNZTqthvIlrHg+QM8HX8XTOMCWcfPjibqRlTX+dS0TvxLWPF9Lz7Kfcu5dFMKcLDIp9PT0zDbcu2zZMi5evMi+ffvQarXGMjc3N77//ns6d+6Mj4+PyRPAgPGzj4/PQ58/ICCA8PBw4uPjSUtLw8vLi6CgIAIDA41tpaWlERcXZ9JbGBMT80jnGT16NMOGDTMpS5g6+KGPz2sOrV7FplJN4hd9giHuhsk+zd2nkP+dOBsM8HfvU+Lm5Wi2rzPu0jq54txtGAmrvyTj6oWnGrulsLa2pnyFilz96y+T8sirf1GkSJFs9Z1dXAA4Gn6E+Lg46tStnydxWhK9NXi5ajl4UobP8tLpS+mMn2+6wkGP1g5E38zkp/0p2Fhn/bv07y/7BgNopcPchJLFq/MNi/xqWbNmTU6ePGlSlpSUhFarNRneuvv57lyFevXqsWvXLuNEeoCtW7dSsWLFx1p/zcXFBS8vL86ePcvhw4dp164dkJU0Wltbs23bNmPdiIgILl++TL169R66fb1ej7Ozs8mmt8qfwxYOrbtiU60ud9Z8jUpLQePojMbRGayyJkpl3ogm82YMDm27YVWsDFo3L2zrNce6XGXSTocDYIi/Rea1yH+2v9c4zIy9btLrKB4sOTmZ8+f+5Py5PwGIiYni/Lk/uX4t6+f5UsdX2LN7Jz9t2Uhk5FU2/Liegwf20arNi8Y2fvl5C6dPnyQqKpId239h6pQJvNi+I8WLZ18+SDyaDs/bUr64DndnLWV9dbze3gGDgkOnsv5dcnbQULyIjiJ/9xwW89RSvIgOe1vJRHJTahpE3sg02VLTs54Ej7yRSfTNTGJuZfJaCwdKF9Xh6aqlaR1b/MtYEX5GHjS5lwwf5x8W2VMYHBxsnNN3N5lr1qwZw4cPp3///gwcOBCDwcBHH32ElZUVjRs3BuDVV19l/PjxhISEMHLkSE6cOMHMmTOZMWPGI51/9erVeHl5UbJkSY4fP87gwYNp3749zZs3B7KSxZCQEIYNG4a7uzvOzs4MHDiQevXqmTwxXZjY1s76Gbv0GmFSnrB+Aanhv4Ehk9tLZ2LftCNOXQaisdGTeesaCesWkH72uDlCLrT+PBvBe6PeMX4O/TprOP6Fps0ZMmwE9eo35M0Bg/lu1Qq+njebYsVLMOq9sVSuUtV4zNWrV1iyOJSEO3coUsSb/3XqSruXOub5tRRGbo5aerd1wMFWQ0Ky4txfGUxdmkDC38vSPFtdb7K49duvOgGweFMS+/+QJ/LzisEAX6y+w0vP29P/ZSf01hquxWWyaEMiJ85LUngvSejyD42y0MV9goKC6N27N6+//rqxbOvWrYwfP54TJ06g1WqpWbMmkyZNMknEjh07Rv/+/Tl06BCenp4MHDiQkSNHGvfv3LmTxo0bc+HChfu+KWXWrFl88sknxMTEULRoUbp37877779v8lRzSkoKb7/9NsuXLyc1NZXg4GDmzJmTbfh43LhxrF+//qHfaHJzXJ+Hqieevhvdxpo7BHGPz9Y6mTsE8TdDpgwn5hdfjnJ/6udo2fNYrrSzeVG1XGnHkllkTyHABx98wPDhw+nbt69xDmGzZs1o1qzZA4+rVq0au3fvvu/+Cxcu4OfnR7Fixe5bZ9CgQQwaNOiB57G1tWX27NnMnj37gfWEEEKIgswgcwrzDYtNClu3bs3Zs2e5evUqJUrk3jynTZs2MXnyZJOFe5+Gy5cvU7lyZdLS0qhcufJTPZcQQgjxtMjwcf5hsUkhwJAhQ3K9zdWrV+d6mznx9fU1Dhnr9fo8OacQQgghCi+LTgoLMisrK/z8/MwdhhBCCPFElLyNJN+QpFAIIYQQZiPDx/mHRa5TKIQQQgghTElPoRBCCCHMRt5okn9IUiiEEEIIszHI8HG+IcPHQgghhBBCegqFEEIIYT7y9HH+IUmhEEIIIcxGnj7OP2T4WAghhBBmo5QhV7bHMXv2bEqXLo2trS1BQUEcPHgwl6+uYJGkUAghhBAWZ+XKlQwbNoyxY8fy+++/U716dYKDg7l27Zq5QzMbSQqFEEIIYTbKoHJle1Sffvopffv2pVevXlSuXJl58+Zhb2/PggULnsJVFgySFAohhBDCbJTBkCvbo0hLSyMsLIymTZsay7RaLU2bNmXfvn25fYkFhjxoIoQQQogCLzU1ldTUVJMyvV6PXq/PVvfGjRtkZmbi7e1tUu7t7c3p06efapz5mSSFFsZj3Hxzh/DEUlNTmTJlCqNHj87xj72g8DB3ALmgsNwLgLnDzR3BkylM96Kgk3vxaPb82ChX2hk3bhzjx483KRs7dizjxo3LlfYtgUYpJc+CiwLl9u3buLi4EB8fj7Ozs7nDsWhyL/IPuRf5h9wL83iUnsK0tDTs7e357rvvaN++vbG8R48exMXF8f333z/tcPMlmVMohBBCiAJPr9fj7Oxsst2vp9bGxoaAgAC2bdtmLDMYDGzbto169erlVcj5jgwfCyGEEMLiDBs2jB49ehAYGEidOnX47LPPSExMpFevXuYOzWwkKRRCCCGExenUqRPXr1/ngw8+IDo6mho1arBly5ZsD59YEkkKRYGj1+sZO3asTODOB+Re5B9yL/IPuRcFx4ABAxgwYIC5w8g35EETIYQQQgghD5oIIYQQQghJCoUQQgghBJIUCiGEEEIIJCkUQgghhBBIUijygX379qHT6WjdurVJ+cWLF9FoNNm21157zWR/eHh4jvVtbGzw8/Nj4sSJyPNU9xcdHc3gwYPx8/PD1tYWb29vGjRowNy5c0lKSgLg6NGjvPjiixQpUgRbW1tKly5Np06duHbtGmFhYWg0Gvbv359j+02aNKFDhw453st7N3kV1cO5fv06b775JiVLlkSv1+Pj40NwcDB79+4FoHTp0safqU6nw9fXl5CQEGJjY80ceeHzKPfC3t6eqlWrMn9+wX/VqCi8ZEkaYXahoaEMHDiQ0NBQIiMj8fX1Ndn/yy+/UKVKFeNnOzu7B7Z3t35qaip79uyhT58+FC1alJCQkKcSf0F2/vx5GjRogKurK5MnT6Zq1aro9XqOHz/OV199RbFixahXrx5NmjShTZs2/PTTT7i6unLx4kV++OEHEhMTCQgIoHr16ixYsIC6deuatH/x4kV27NjBjz/+yJw5c4zlK1eu5IMPPiAiIsJY5ujomGfXXZB17NiRtLQ0Fi9eTNmyZYmJiWHbtm3cvHnTWGfChAn07duXzMxMzpw5Q79+/Rg0aBDffPONGSMvfB7lXiQlJbF69Wr69u1LsWLFaNmypRkjF+I+lBBmdOfOHeXo6KhOnz6tOnXqpCZNmmTcd+HCBQWoI0eO5Hjsv/ffr36TJk3UW2+99ZSuoGALDg5WxYsXVwkJCTnuNxgMat26dcrKykqlp6fft51Zs2YpZ2dnlZiYaFI+duxY5evrqzIyMkzKFy5cqFxcXJ44fksTGxurALVz58771ilVqpSaMWOGSdmHH36oKleu/JSjsyyPey/c3d3V0KFDn3J0QjweGT4WZrVq1SoqVapExYoVee2111iwYEGuDvUePnyYsLAwgoKCcq3NwuLmzZv8/PPP9O/fHwcHhxzraDQafHx8yMjIYN26dfe9N127diU1NZXvvvvOWKaUYvHixfTs2ROdTvdUrsHSODo64ujoyPr160lNTX2oY65evcqPP/4ofwO57FHvhcFgYM2aNcTGxmJjY5MHEQrxGMyclAoLV79+ffXZZ58ppZRKT09Xnp6easeOHUqpf3r+7OzslIODg3H7/fffTfb/u6fwbn1ra2sFqH79+pnj0vK9/fv3K0CtXbvWpNzDw8P4sx4xYoRSSql3331XWVlZKXd3d9WiRQs1depUFR0dbXJc586dVaNGjYyft23bpgB19uzZbOeWnsLH99133yk3Nzdla2ur6tevr0aPHq2OHj1q3F+qVCllY2OjHBwclK2trQJUUFCQio2NNV/QhdSj3AsrKysFKHd39xz/JoTID6SnUJhNREQEBw8epEuXLgBYWVnRqVMnQkNDTeqtXLmS8PBw41a5cuUHtnu3/tGjR1m1ahXff/89o0aNemrXUdgcPHiQ8PBw47xMgEmTJhEdHc28efOoUqUK8+bNo1KlShw/ftx4XO/evdm1axfnzp0DYMGCBTRq1Ag/Pz+zXEdh1bFjRyIjI/nhhx9o0aIFO3fupFatWixatMhYZ/jw4YSHh3Ps2DG2bdsGQOvWrcnMzDRT1IXTo9yL7du3ExQUxIwZM+RvQuRf5s5KheUaPny4ApROpzNuWq1W2dnZqbi4uFybUzhlyhRlZWWlkpOTn+4FFTA3btxQGo1GTZkyJcf9jRo1UoMHD85xX2pqqqpcubLq3r27sSwzM1OVKlVKjRkzRsXHxys7Ozu1ZMmSHI+XnsLcFRISokqWLKmUynke2759+xSgtm7daoboLMuD7sXly5eVi4uL+uOPP8wUnRAPJj2FwiwyMjJYsmQJ06dPN+kFPHr0KL6+vixfvjzXzqXT6cjIyCAtLS3X2iwMPDw8aNasGV988QWJiYmPdKyNjQ3lypUzOU6r1dKrVy8WL17MsmXLsLGx4eWXX87tsEUOKleu/MB7eHdOZ3Jycl6FZLEedC9KlChBp06dGD16dB5HJcTDkSVphFls2LCB2NhYQkJCcHFxMdnXsWNHQkNDadGixWO1ffPmTaKjo8nIyOD48ePMnDmTxo0b4+zsnBuhFypz5syhQYMGBAYGMm7cOKpVq4ZWq+XQoUOcPn2agIAANmzYwIoVK+jcuTMVKlRAKcWPP/7Ipk2bWLhwoUl7vXr1YsKECbz77rt06dLlP5cPEo/m5s2b/O9//6N3795Uq1YNJycnDh8+zNSpU2nXrp2x3p07d4iOjkYpxZUrVxgxYgReXl7Ur1/fjNEXLg97L/5t8ODBPPPMMxw+fJjAwMA8jFiIh2Durkphmdq0aaNatWqV474DBw4oQB09evSxho/vbjqdThUvXlz17dtXXbt27SldScEXGRmpBgwYoMqUKaOsra2Vo6OjqlOnjvrkk09UYmKiOnfunOrbt6+qUKGCsrOzU66urqp27dpq4cKFObbXvHlzBaiDBw/e95wyfPx4UlJS1KhRo1StWrWUi4uLsre3VxUrVlRjxoxRSUlJSqmsIct7/w68vLxUq1at7vt3JB7Pw96Lfw/lK5W1FFTLli3zOGIh/ptGKXnVgxBCCCGEpZM5hUIIIYQQQpJCIYQQQgghSaEQQgghhECSQiGEEEIIgSSFQgghhBACSQqFEEIIIQSSFAohhBBCCCQpFELkEo1Gw/r1680dRq54/vnnGTJkiLnDEEKIPCVJoRDivnr27IlGo0Gj0WBtbY23tzfNmjVjwYIFGAwGk7pRUVG0bNnSTJE+np07d6LRaIiLizMpX7t2LR9++OETtf3nn3/Su3dvSpYsiV6vp1ixYjRp0oSlS5eSkZHxRG0LIcTTIEmhEOKBWrRoQVRUFBcvXmTz5s00btyYwYMH06ZNG5PkxsfHB71eb8ZIc4+7uztOTk6PffzBgwepVasWp06dYvbs2Zw4cYKdO3fSp08f5s6dyx9//HHfY9PT0x/7vEII8SQkKRRCPJBer8fHx4dixYpRq1Yt3n33Xb7//ns2b97MokWLjPX+PXw8cuRIKlSogL29PWXLluX999/PlvBMnDiRIkWK4OTkRJ8+fRg1ahQ1atQw7u/Zsyft27dn2rRpFC1aFA8PD/r372/STmxsLN27d8fNzQ17e3tatmzJ2bNnjfsvXbpE27ZtcXNzw8HBgSpVqrBp0yYuXrxI48aNAXBzc0Oj0dCzZ08g+/BxamoqI0eOpESJEuj1evz8/AgNDc3x56WUomfPnlSoUIG9e/fStm1bypcvT/ny5enSpQt79uyhWrVqAFy8eBGNRsPKlStp1KgRtra2LF26FIPBwIQJEyhevDh6vZ4aNWqwZcsW4zly6uEMDw9Ho9Fw8eJFABYtWoSrqyvr16+nfPny2NraEhwczJUrV+57r4UQlk2SQiHEI3vhhReoXr06a9euvW8dJycnFi1axMmTJ5k5cyZff/01M2bMMO5funQpkyZN4uOPPyYsLIySJUsyd+7cbO3s2LGDc+fOsWPHDhYvXsyiRYtMktGePXty+PBhfvjhB/bt24dSilatWhkTx/79+5OamsquXbs4fvw4H3/8MY6OjpQoUYI1a9YAEBERQVRUFDNnzszxWrp3787y5cuZNWsWp06d4ssvv8TR0THHuuHh4Zw6dYp33nkHrTbnf2I1Go3J51GjRjF48GBOnTpFcHAwM2fOZPr06UybNo1jx44RHBzMiy++aJLsPoykpCQmTZrEkiVL2Lt3L3FxcXTu3PmR2hBCWBAlhBD30aNHD9WuXbsc93Xq1En5+/sbPwNq3bp1923rk08+UQEBAcbPQUFBqn///iZ1GjRooKpXr25y/lKlSqmMjAxj2f/+9z/VqVMnpZRSZ86cUYDau3evcf+NGzeUnZ2dWrVqlVJKqapVq6px48blGNOOHTsUoGJjY03KGzVqpAYPHqyUUioiIkIBauvWrfe9tnutWLFCAer33383lsXExCgHBwfjNnv2bKWUUhcuXFCA+uyzz0za8PX1VZMmTTIpq127tnrrrbfuG/eRI0cUoC5cuKCUUmrhwoUKUPv37zfWOXXqlALUgQMHHupahBCWRXoKhRCPRSmVrcfrXitXrqRBgwb4+Pjg6OjImDFjuHz5snF/REQEderUMTnm358BqlSpgk6nM34uWrQo165dA+DUqVNYWVkRFBRk3O/h4UHFihU5deoUAIMGDWLixIk0aNCAsWPHcuzYsUe6zvDwcHQ6HY0aNXqk4+7l4eFBeHg44eHhuLq6kpaWZrI/MDDQ+N+3b98mMjKSBg0amNRp0KCB8ZoelpWVFbVr1zZ+rlSpEq6uro/cjhDCMkhSKIR4LKdOnaJMmTI57tu3bx9du3alVatWbNiwgSNHjvDee+9lS4YehrW1tclnjUaT7cnnB+nTpw/nz5+nW7duHD9+nMDAQD7//POHPt7Ozu6h6wKUL18eyEp679LpdPj5+eHn54eVlVW2YxwcHB7pHHeHpZVSxjJ5QEUI8aQkKRRCPLLt27dz/PhxOnbsmOP+3377jVKlSvHee+8RGBhI+fLluXTpkkmdihUrcujQIZOyf3/+L/7+/mRkZHDgwAFj2c2bN4mIiKBy5crGshIlSvDGG2+wdu1a3n77bb7++msAbGxsAMjMzLzvOapWrYrBYODXX399qJhq1qxJpUqVmDZt2iMlr3c5Ozvj6+vL3r17Tcr37t1rvCYvLy8gaxmgu8LDw7O1lZGRweHDh42fIyIiiIuLw9/f/5HjEkIUftm/sgohxD1SU1OJjo4mMzOTmJgYtmzZwpQpU2jTpg3du3fP8Zjy5ctz+fJlVqxYQe3atdm4cSPr1q0zqTNw4ED69u1LYGAg9evXZ+XKlRw7doyyZcs+dGzly5enXbt29O3bly+//BInJydGjRpFsWLFaNeuHQBDhgyhZcuWVKhQgdjYWHbs2GFMikqVKoVGo2HDhg20atUKOzu7bA+QlC5dmh49etC7d29mzZpF9erVuXTpEteuXeOVV17JFpNGo2HhwoU0a9aMBg0aMHr0aPz9/UlPT2fXrl1cv37dZDg8J8OHD2fs2LGUK1eOGjVqsHDhQsLDw1m6dCkAfn5+lChRgnHjxjFp0iTOnDnD9OnTs7VjbW3NwIEDmTVrFlZWVgwYMIC6devmOEwvhBDyoIkQ4r569OihAAUoKysr5eXlpZo2baoWLFigMjMzTeryrwdNhg8frjw8PJSjo6Pq1KmTmjFjhnJxcTE5ZsKECcrT01M5Ojqq3r17q0GDBqm6deuanP/fD7oMHjxYNWrUyPj51q1bqlu3bsrFxUXZ2dmp4OBgdebMGeP+AQMGqHLlyim9Xq+8vLxUt27d1I0bN0xi8PHxURqNRvXo0UMpZfqgiVJKJScnq6FDh6qiRYsqGxsb5efnpxYsWPDAn11ERITq0aOHKl68uLKyslIuLi7queeeU19++aVKT09XSv3zoMmRI0dMjs3MzFTjxo1TxYoVU9bW1qp69epq8+bNJnX27NmjqlatqmxtbdWzzz6rVq9ene1BExcXF7VmzRpVtmxZpdfrVdOmTdWlS5ceGLcQwnJplLpnUooQQphRs2bN8PHx4ZtvvjF3KAXeokWLGDJkSLa3tQghxP3I8LEQwiySkpKYN28ewcHB6HQ6li9fzi+//MLWrVvNHZoQQlgkSQqFEGah0WjYtGkTkyZNIiUlhYoVK7JmzRqaNm1q7tCEEMIiyfCxEEIIIYSQJWmEEEIIIYQkhUIIIYQQAkkKhRBCCCEEkhQKIYQQQggkKRRCCCGEEEhSKIQQQgghkKRQCCGEEEIgSaEQQgghhECSQiGEEEIIAfwfbG7U26bVfZUAAAAASUVORK5CYII=", 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8vDw2cOBABoA1adKkyPk7IyODO0d8//33MnV+2Arn6OjI9QYV7g9fX18GgHl4eBSJp7ikcNiwYQwoaAn/uPdo9erVDACrV69eqRuaCn+kjxs3rlTLF+dTeUVsbCzT09Pj9tOHn+H169e5RO3XX3+VWa+iSWHh/i1sEWeMseTkZO4zGzJkiMx69vb2DAALCQkpsq24uLgyJdyMlTEp7Natm9ygSquwtWfdunVF5kmlUta0aVMGgC1ZskRmXuGHJy8rL1S4MxctWiR3fuEf9ylTpsid/+rVK65r48MPv7ik8FMsLS0Zn88vcmIrb1L4/PlzxufzGY/Hk9tk/urVK+4XzYd/1D9MCo8cOVJkvZiYGO7E8nFrTuF6GzduLLLegQMHuPnyTpyFicSYMWOKfZ/yVGS/feoY+FQ9OTk5XBIwZ84cdvz4ccbj8Zienh578uRJmd7HuHHjGADWv39/ufMLf5127dpVpryiSeH9+/cZUNAS9OEfzzdv3jCBQMB4PB57+vRpkfUKk7eAgAC59RZ2cX4cV3m/V+WVkZHB1NTUmImJSZF5hd+bmTNnyl23YcOGDADXCsBYQUtR4fcqIiKiyDr//vtvpSeFDx484LZx9epVrry8x8LQoUPlfi/r1q3LALBffvmlyDoSiYTVqVOnxD9WWlpa7M2bN0XW/fPPP+X+4CjPd2Dfvn0MAPvyyy9L+3bLnRQeOnSIS5LfvXtX6u0VJycnh02fPp0JhULu8yycjI2Nmb+/f4nd7PKU5nifPXt2kXm3bt0q8fxd2DPSsWNHmfIPk8JDhw4VWS8uLo5rEf34x6O8pDAyMpLxeDxmaWkpN8lnjLEePXowAEV+yBXHycmJAQUtpPKcOXNGpsX445bjQp/KKxYvXswAMDc3N7nzV6xYwSW0H1JEUijvEoQ7d+4wHo/H+Hy+TG+WpqYm09PTk7ut8qiywatfvXqFJ0+eAAD8/PyKzOfxeBgzZgwA4Pz583LrGDBgwCe3U9wyx48fBwAMHjxY7vw6deqgXr16SEhIwKNHjz65nUK3b9/GqlWrMHXqVIwdOxajR4/G6NGjkZeXB6lUisePH5e6rpJcunQJUqkUrq6uaNq0qdz4vb29Acjff2pqaujWrVuRcnNzcxgYGEAikSAxMVHutnv06FGkrF69ely9Xl5exc5/8+aN3Dorc7+V5jiRRygUYu/evTA0NMSPP/6IoUOHgjGGLVu2oG7dumWq68KFCwBQ7PiC48aNAwCEhIQgPz+/XPHKs3nzZgBAnz59YGRkxJVbWFige/fuYIwVGZ4mLy8PoaGhAIDhw4fLrXfYsGFyyyvrewUAoaGh+OGHH+Dv748xY8Zg9OjR+OKLLyASiZCQkIDk5GS56/Xq1UtuuZOTE4CCcSALFX6vmjdvjkaNGhVZp1mzZnK/b4oklUq5/5dlnLc3b97gt99+w6xZs/D5559z36GIiAgAQFRUFLfsq1ev8PTpUwDyP0uRSPTJ702LFi3k3qQlb78C5fsONG/eHAKBAFu3bsXGjRsrdfSKkydPAijYH9ra2hWuTygUYvXq1Xjx4gV+/vlnDBs2DA0bNgSPx8Pbt2+xceNGNG3aFDdv3pS7fnmP95LOz5+aX9z5WV9fH7179y5Sbmpqyv0dKfx8SxIUFATGGLp37w4dHR25yxSOw1l4Dqqo+/fvY8eOHUWm2NhYucsXd9wXvj95+Qrw/vh99OhRsfuxPFxcXNCsWbMi5c7OznB1dYVUKsWlS5e48latWiE1NRWjRo3CzZs3Zc4n5VGm2xtNTEwAFNxaX1aFJwwjIyPo6urKXabwrtuPTy6FSjP4aHHLFJ4QPx4+R56EhATUr1+/xGUyMjIwcuRIHDx4sMTlShqctiwK94m9vX2xy5S0/ywsLIodkkFXVxfJycnIzs6WO9/GxqZIWeFJ1MLCQu5dsoUngI/rrIr9VpFBam1tbbF+/XoMHz4caWlpmDx5Mnx9fctcz6c+r8LPKjs7G4mJiTA1NS13zIVyc3Oxc+dOAMDYsWOLzB87diyOHTuGHTt2YOHCheDzC34Tvn37lvucitt3VfW9AgrOL76+vrh8+XKJy6WlpcHAwKBIubzjFQB33vnwmHz16hWAkr9X9vb2uHPnzifjLq+3b99y/5c3moM8CxcuxJIlS5Cbm1vsMh9+hwrfp7GxcbEJ0Ke+N2XZr0D5vgMODg5YvXo1Zs+ejSlTpmDKlCmwtbWFp6cnevbsiYEDB0IkEpUYZ2k9f/4cABR+Z7K5uTkmTZqESZMmASgYv3DPnj1YuHAhkpKSMGrUKC5xByrneP/wM5Y3v7jzc6HCsR/lKfw8C4+pkhSeH7Zs2SIzbqo8pR3U29jYuMTlC4+bQo6OjlyDlDzFHfefOn719fVhaGiIpKQkvHr1CpaWlqUJ/5M+dS66deuWzL7/6aef0LNnT+zcuRM7d+6Ejo4OWrZsiU6dOmHkyJHFfm+LU6ak0M3NDTt37sStW7eQn58PgUBQpo1VlIaGRrmXKcyeBwwYAC0trRLr+LCFpTgBAQE4ePAgGjZsiGXLlqFly5YwNjbmTlitW7dGWFiYygxKW5gAKHrdstZbFfutNMdJcRhj2L17N/f61q1byM3NrfQxzhTh6NGj3A+2RYsW4fvvv5eZn5eXBwB4+fIlTp8+LbfluDjF/YFQ9PcKAD7//HNcvnwZnp6eWLhwIVxcXGBgYMB9BpaWloiJiSn2GKnIsa4Mt27dAlDwh7o0P2gOHDiABQsWQFtbGxs2bECnTp1gaWkJDQ0N8Hg8fP311wgMDJS7f0pqifxUK2VV7depU6di0KBBOHLkCC5fvozLly/jzz//xJ9//on58+cjJCREpYeV+piZmRlmzJgBOzs79O/fH5GRkXj06BHXWlfZx3tlfW6lOUcXnh+aNWsGFxeXEpd1d3cv1XabN2+OkJAQ3Lhxo1TLf0pF/l6UR0Vb8gDZfe/k5ISoqCicPn0a586dQ2hoKEJCQnDu3DksWrQIW7ZswYgRI0pdd5mSwp49e2LmzJlISUnBkSNH0K9fv1KvWzgQc2JiItLS0uS2Fhb+qqiMQZutra3x6NEjzJ07Fy1atKhwffv27QMA7N27V273Ulm7yj6lcJ8U7iN5KnP/KUpV77ey+uGHHxAUFAQnJyfo6+sjLCwMc+fOxapVq8pUT506dfDkyRM8ffoUTZo0KTK/8LNSV1cvdevQp3z4SzwsLOyTyxYmhUZGRhCLxZBIJHj+/LncbtTinhah6O9VRkYGgoKCwOfzERQUBH19/SLzi+sGKo/C70pJT8Oo7CdlFP4I6dSpU6l+aBd+h5YsWYIJEyYUmS/vO1T4PhMSEpCRkSE3gVf0+6zId8DMzAzjx4/H+PHjAQAPHjzA2LFjERYWhq+++go7duyocHyFLSgPHjyocF2l8eFlNm/fvkW9evWq/HgvrdJ8H6ysrD5Zj7W1NQCgTZs22LBhgyJCQ+/evbF27Vrcvn0b9+7dk3tsKUKdOnXw4MGDYv/mpqamIikpiVu2UGEDx7t37+SuV9hCXZzo6Ohi5xW379XU1NCjRw/uUoG0tDSsWrUKCxcuxMSJE9GvX79P/mgvVKafEA4ODhg6dCgAYNasWdwOKU58fDx3XYuVlRXXXSBvhH/GGFfesWPHsoRVKt27dwfw/oRaUYXvXd4gpadOnZLpEvpQ4QFT2GpTWu3atQOfz0d4eDhu375dZH5MTAx3jUxl7D9Fqer9VhYhISGYN28eNDU18ddff3HXF65evZobmLa0Cq+TKe6xfIXX9X322WcVGqS60KtXr3Dq1CkABdfUsIKbyIpMhSP7HzlyhNvXQqEQnp6eAIA9e/bIrf+PP/6QW67o71Vqairy8/Ohq6tb5A8kAOzatUuhre/t2rUDj8fDrVu35CYHt2/frtSu459++gnXr18HAMyZM6dU65T0HYqPj0dwcHCRcmtra64VUt5nmZOTg/3795c27FJR5HegYcOGmDt3LgAgPDxcZl55zw2FP4r++OMPZGRklGndj5XmmCwcmB54n0RU9fFeWikpKTh69GiR8oSEBO7vTGmeyV14fjhy5EixXdVl1alTJ+58NWnSJOTk5Cik3o8Vvr/ifoAUHr/16tWTSQoL/3///v0i6zDGcOLEiRK3e+fOHbnnnIiICNy6dQt8Ph/t2rUrsQ5dXV0sWLAA+vr6yMzMxMOHD0tc/kNlbldev349HB0dER0djbZt28q9DiInJwdbt26Fq6urzI753//+BwBYvHixTGLDGMP333+P8PBw6Ovrc78OFWn27NnQ19fHqlWrsHLlSrkHUnR0NHbt2lWq+govrl6/fr1MeVRUFHctiTyFGf6H15SUho2NDQYOHAjGGCZOnChzU0hGRgYmTJiA7OxstG7dGq1bty5T3VWpqvdbaSUkJGDo0KHIz8/Hxo0b0bhxY1hbW2PHjh3cTVBlaUmZNm0a1NTUcOjQoSLH1OnTp/HLL78AeP+dqKjt27cjPz8frVq1KvEaKScnJ7Ro0QI5OTkycX355ZcAgHXr1hV5gPzatWuLfV6ror9XZmZmMDAwQEpKCnd9ZKErV64gICCgVPWUlo2NDfr16wepVIrJkyfLXIeXnJyML774olL+KMfGxmLmzJnctU8BAQGl/t4Wfod+/fVXmf2dmpoKPz8/pKamyl2v8DOeP3++zB8JqVSKgIAAvHz5slzvpTjl+Q6cO3cOQUFBRa6VZIzh2LFjAIomw+U9N/Tu3Ruurq548+YNBg4cWORGu+zs7E/+AS+UmpqK5s2bY+fOnUhPTy8y/+nTp9x1vq1bt+ZaKav6eC+LWbNmyVy7JpFI4O/vj4yMDLRq1Qpt2rT5ZB2urq7w9fXFy5cv0b9/f7nn0IyMDOzevRtxcXGljm337t0wNjbGP//8g86dOxf5oVDo3r175X6q2vjx46Grq4tbt25h6dKlMueBf//9l7s8Z/bs2TLrdenSBQCwc+dOmcfr5ebmYu7cudyPwOIwxjB58mSZG4tSU1MxefJkMMbg6+vLtcBmZmZi1apVcq+vDAkJQUpKCgQCQaladT8MoMzi4uK4wSiBgkGT+/Tpw4YOHco6derEtLW1GVAwXtyHQyxIpVJurEM1NTXWuXNnNnToUG4QSw0NDblPlPjUkAOMlTyaeqGLFy9yAz2bmpqyTp06seHDh7OePXtyw+W4u7vLrFPckDT79+9nPB6PAQVj9RUOalk4OHThmEIfjozOGGO3b99mfD6f8fl81qVLFzZmzBg2btw4mXGSinu/b9++ZS4uLgwoGG+tb9++bMCAAdzTNj41eHVxitteSfv0U/UWN5xGZe630hwD8oYLyM/PZ15eXnKHCWCMcQM3t2rVqkyDMP/yyy/cwL3Nmzdnw4YNY23atOHe/8cD9zJWvmFIpFIpN9yIvOEnPrZu3ToGFIxh9qEJEyYw/DduV4cOHdjQoUNZkyZNmEAgYDNmzJA7hA5j5ftelaRw7LLC9YYOHcrtt5EjRxZ7vH7qPFHcUBExMTFcnIaGhqx///6sX79+Chm8WktLixsSY+TIkaxv377M2dmZOy60tbXZ+vXr5Q7XU9yx8PTpU6avr88AsDp16jBfX1/Wu3dvpqenxz11Qt45Ky8vjxvPVCwWs27durEhQ4YwBwcHpqGhwb744gsGgI0fP17ue5H33WCs5HNBWb8DhZ+9rq4u69ChAxs2bBjr168f99nq6ekVGa5jw4YN3L7s378/GzduHBs3bhw3FmNJ8T179oz7+6Opqcm8vLzY0KFDWbt27co0eHVycjJ3zIrFYtaqVSs2cOBANmDAAObu7s7tA1tb2yIDP1fW8V6e8/eHg1e7u7szTU1N1rNnTzZo0CDuAQOmpqYy41x+antpaWncgOQikYi1bNmSDRo0iA0cOJC1bNmSG6/y4yFjPuXRo0fcGJlAwbiKffr0YSNGjGB9+/blPlcArG3btkWGAypNXnH06FFuqLeGDRuyoUOHss6dOzM1NTUGFD/kWp8+fbicpmvXrqx3797MysqK6erqcuNZljR4dd26dZm+vj7r168f69+/PzM0NOSGv/lwrMfC447P5zMXFxc2YMAANnToUObp6cl9x7777rsy7ddyJYWFTpw4wUaNGsUcHR25xxGZm5uzrl27sjVr1sgMvvihPXv2sA4dOjB9fX0mFAqZtbU1Gz16tNwDjTHFJYWMFSS03377LWvevDnT0dFhIpGIWVlZsdatW7P58+fLPBqIsZLHKbx06RLr3LkzMzY25h5LtGTJEiaRSFj79u3lJjeMFQww26ZNG6ajo8N9cGV9zF2zZs2YpqYmU1dXZ05OTuzrr7/+5GPuilOVSSFjlbffypsUFo5H1ahRI5aRkVFknZycHO6pGNOnTy+x/o9duXKFDRgwgJmbm3ODCvv4+BT7iK/yJIVnz57lTrjFfec+lJCQwI2l9vGPtt9++401b96cqaurM319febl5cUuXbrEfv/9dwaADR06VG6dZf1efcqhQ4dY69atmb6+PvfIvJ9++olJpVKFJ4WMFfzgmjp1KrOysuJinzRpEvekmfImhR9OQqGQGRoaMicnJzZkyBD2yy+/yAwE/bGSjoXo6Gg2fPhwZmNjw8RiMbO1tWWTJk1isbGxJZ6zcnJy2PLly1mjRo2YWCxmxsbGrF+/fuzu3bts0aJFDCg6VmVFkkLGyvYdePz4MVuwYAHr3Lkzs7GxYerq6szAwIA1bdqUffXVVzLjsxXKz89ngYGBrHHjxtwf8A/PIZ+K7927d+yHH35gLVu2ZDo6Otz+7N27d6kfaymVStnVq1fZ0qVLmZeXF6tXrx7T0dFhQqGQmZqaso4dO7JVq1ax9PR0uetXxvFekaSwffv2LD09nc2ePZvZ29tzjzQcPXp0sY+lK2l7+fn5bM+ePaxHjx7MzMyMCYVCZmRkxJo0acLGjBnDDh48WKYf3IWkUik7cOAAGzZsGHNwcODyEGNjY+bh4cGmT59e7GNcS5NXMFYw1qKfnx+zsrJiQqGQ6evrs44dO5Z4bGRnZ7N58+axunXrcsfA0KFD2ePHj0v1mLv4+Hg2ceJE7nxkbW3NvvzyyyLn99zcXLZp0yY2dOhQ1rBhQ6anp8c0NDSYg4MD8/X1ZWfPni3VfvwQjzEVuT2WEKKyxo4di23btmHlypWYOXOmssMhlaBTp044f/489u/fj/79+ys7HKIEFy5cQMeOHdG+fftSjUNIFGf79u0YM2YM/Pz8ir0OtypUr7EbCCGVJiIiosgF91KpFL/99hu2b98OdXV17kYzUj2Fh4cXue4zJycHCxYswPnz52Fqaip3sGNCSO1Q8dseCSE1wo8//oh9+/bB1dUVderUQUZGBiIjI/Hs2TMIBAL89NNP1Wp8OFLU9OnTER4eDhcXF1hYWCA5ORl3795FTEwM1NXVsWPHDqirqys7TEKIklBSSAgBUPCourS0NNy8eRPh4eHIy8uDqakpBg8ejOnTp8PDw0PZIZIKGj9+PHbv3o07d+7g2rVrYIzB0tISY8eOxaxZs+SOUUkIqT3omkJCCCGEEELXFBJCCCGEEEoKCSGEEEIIKCkkhBBCCCGgG01qnba9Lio7BPIfTX1dZYdAPpCZkvbphUiVaNK2qbJDIP/ZNNeg0rdxXNhAIfX45EYppJ7ajFoKCSGEEEIItRQSQgghRHl4Qp6yQyD/oaSQEEIIIUrDV6OkUFVQUkgIIYQQpeEJ6Uo2VUGfBCGEEEIIoZZCQgghhCgPdR+rDkoKCSGEEKI0dKOJ6qDuY0IIIYQQQi2FhBBCCFEe6j5WHZQUEkIIIURpqPtYdVD3MSGEEEIIoZZCQgghhCgPdR+rDkoKCSGEEKI0PAElhaqCuo+LkZiYCFNTUzx79kzZocjF4/HA4/Ggr6+v7FAIIYQQUgNQUliMJUuWoE+fPrCzs+PKXrx4AR8fH2hqasLU1BSzZ89GXl5emeq9dOkSevXqBUtLS/B4PBw6dKjIMowxfPfdd7CwsICGhga6dOmCR48eySwTExODNWvWlOOdVW/9e1jir83uOLv/M/y6whVO9XSUHVKt4NxAC4tm1sUf65rg9E5XtHbT4+YJBMC4wZb4ZWlDHNncFH+sa4LZE21hqE8dEVXBpbEefvi2CQ5t98Dlo+3xmYeRskOqlbzdxdg01wADO2twZTOHamPTXAOZaZiXphKjVE18AU8hE6k4SgrlyMzMxJYtWzBu3DiuLD8/Hz4+PsjJyUFoaCh27NiB7du347vvvitT3RkZGXBxccHGjRuLXWb58uVYt24dNm3ahKtXr0JLSwve3t7Izs7mljE3N4eenl6xddREndqaYMrnDtj2xzOMm34Tj6PTsWqRM/T1hMoOrcZTFwvw9EUWNux4WWSeWMRHPTsN7D4Uiy/mRWHh2qewthBj0QwHJURa+2ioCwq+C5sefXphUilszQX4rJkYr+KLNhKEhEswZ0MKNx24kKmECFUbj89TyFQWP//8M5o2bQpdXV3o6urC09MTJ06c4OZnZ2fD398fRkZG0NbWhq+vL+Li4mTqUERDkaqhn/JyBAUFQSwWw8PDgys7ffo0IiMjcebMGZiZmaFZs2ZYvHgx5s6diwULFkAkEpWq7u7du6N79+7FzmeMYc2aNZg3bx769OkDAPj9999hZmaGQ4cOYciQIRV7c9XYkL5WOHoqBkFnC76YP/70CJ4tjdCzqzl2/V00WSGKc/1OGq7fSZM7LzNLiq9+eCJTtmHHK2xY1AAmRkIkJOZWRYi11pWbSbhyM0nZYdRaYiEwtpcWdp3MRI/W6kXm5+QxpGUwJURWffAEVd8+ZWVlhWXLlqFevXpgjGHHjh3o06cP/v33XzRu3BgzZszA8ePH8ddff0FPTw9TpkxB//798c8//wB431Bkbm6O0NBQxMTEYNSoURAKhVi6dGmVvx9FoZZCOUJCQuDm5iZTFhYWBmdnZ5iZmXFl3t7eSEtLQ0REhMK2HR0djdjYWHTp0oUr09PTg7u7O8LCwhS2nepGTY2H+o46uHE7mStjDLgRnozGDXSVGBmRR0tTAKmUISMjX9mhEFKphnTVxL0nuXjwXH4LUatGIqyYqodvx+qibzt1CKkpRiX06tULPXr0QL169VC/fn0sWbIE2trauHLlClJTU7FlyxasWrUKnTp1gpubG7Zt24bQ0FBcuXIFwPuGol27dqFZs2bo3r07Fi9ejI0bNyInJ0fJ7678KCmU4/nz57C0tJQpi42NlUkIAXCvY2NjFbbtwrrkbUuR26lu9HSFUBPwkJQs2+qUlJILI4PStdKSqiEU8vD5YEtcuJKMzGypssMhpNK0cBLCxlwNBy9myZ1/LTIH245lYNUf73DqSjbcm4gxtqdWFUep+hR1TaFEIkFaWprMJJFIPrn9/Px8/Pnnn8jIyICnpydu3ryJ3NxcmcaZhg0bwsbGhmucqaqGoqpGSaEcWVlZUFcv2g1Q3cj7gkjzq+8vGKL6BAJg3hR7gAes20Zd+qTmMtDhYVBnTWw9moG8YhrEL9/OQWR0Ht68leJaZA62H8uAawMRjPXpT++HFHVNYWBgIPT09GSmwMDAYrd79+5daGtrQywWY9KkSTh48CAaNWqE2NhYiESiIqN7fNg4U1UNRVWNGrLlMDY2RnJyskyZubk5rl27JlNWeNGpubm5wrZdWFdcXBwsLCxkttWsWbMy1RUYGIiFCxfKlFnX84NNgzEVjrOqpablIi+fwdBA9qYSQ30hEpMp0VUFhQmhqbEIcwIfUSshqdFszNWgq8XH16Pfj4Ag4PPgaK2GDs3FmLIiBeyjSwmjYwq6mE0N+HibQt8PRQsICMDMmTNlysRicbHLN2jQAOHh4UhNTcXff/8NPz8/XLx4sbLDVGn0c0UOV1dXREZGypR5enri7t27iI+P58qCg4Ohq6uLRo0aKWzb9vb2MDc3x9mzZ7mytLQ0XL16FZ6enmWqKyAgAKmpqTKTleNwhcValfLyGB4+fge3pgZcGY8HuLkYICJK/g0QpOoUJoR1zMX4atljvEunawlJzfbgeS4WbUnFkm1p3PQsJg/XInKwZFtakYQQAKxNBQCA1HS68eRDiuo+FovF3N3EhVNJSaFIJIKjoyPc3NwQGBgIFxcXrF27Fubm5sjJyUFKSorM8nFxcVzDjbm5eZG7kSujoaiqUVIoh7e3NyIiImRaC728vNCoUSOMHDkSt2/fxqlTpzBv3jz4+/uXeNB9LD09HeHh4QgPDwdQcGNJeHg4Xrx4AaBgUOrp06fj+++/x5EjR3D37l2MGjUKlpaW6Nu3b5neh7wvCF9Qfa+/+/PQK/TytkC3TmawtdLE/76oBw11Po6fqb5N9dWFupiPujYaqGtTMAabuYkIdW00YGIkhEAAfDvVHvXtNbHs5+fg8wEDPTUY6KlBjcYOq3Qa6nw42mvB0b7gWjULM3U42mvBzKT05yVSdpIc4M1bqcyUk8uQkc3w5q0Uxvp89GitDhszAYx0+WjqKMRoHy08fJGL1wn0o+lDPAFPIVNFSaVSSCQSuLm5QSgUyjTOREVF4cWLF1zjTFU1FFU16j6Ww9nZGc2bN8e+ffswceJEAIBAIMCxY8cwefJkeHp6QktLC35+fli0aBG33rNnz2Bvb4/z58+jQ4cOcuu+ceMGOnbsyL0ubOr28/PD9u3bAQBz5sxBRkYGJkyYgJSUFLRt2xYnT56sEdc5VsS5ywnQ1xPi8+F2MDQQ4fHTdMyafxfJKTTkSWWrb6+JFd/U415PGm4FADgdkoidB2LR2k0fALBpSUOZ9f635BHuPEivsjhro4aOOlgf2Ix7/eXnjgCAoLOxWLomSklRkfx8hoa2aujUQgyxkIfkNCn+fZiLoFD5N6WQqhUQEIDu3bvDxsYG7969w549e3DhwgWcOnUKenp6GDduHGbOnAlDQ0Po6upi6tSp8PT05Iaq+7ChaPny5YiNjS1XQ5Gq4TEmr5GbHD9+HLNnz8a9e/fA55euQfX8+fPo378/nj59CgMDg0+vUEHbt2/H9OnTizRxl6Rtr9p9vYQq0dSnoXRUSWYKXYagKpq0barsEMh/Ns2t/L9lNzu2UUg9buf/KfWy48aNw9mzZxETEwM9PT00bdoUc+fORdeuXQEUDF49a9Ys/PHHH5BIJPD29sZPP/0k0zX8/PlzTJ48GRcuXOAaipYtWwY1terb3lZ9I69kPj4+ePToEV6/fg1ra+tSrRMUFISvv/66ShJCbW1t5OXl1frWQ0IIIdVbWZ9Goghbtmwpcb66ujo2btxY4tPHbG1tERQUpOjQlIqSwhJMnz69TMv/+OOPlROIHIXXJAoEgirbJiGEEEJqLkoKqylHR0dlh0AIIYRUGJ9uSFMZlBQSQgghRGmU0X1M5KOkkBBCCCFKwyvlzZyk8tEnQQghhBBCqKWQEEIIIcpD3ceqg5JCQgghhCgN3WiiOqj7mBBCCCGEUEshIYQQQpSHuo9VByWFhBBCCFEauvtYddAnQQghhBBCqKWQEEIIIcpD3ceqg5JCQgghhCgNJYWqg7qPCSGEEEIItRQSoixCsVDZIZAPiLU0lB0C+Y+WjkjZIZAqRC2FqoOSQkIIIYQoDd19rDooKSSEEEKI0tATTVQHpeeEEEIIIYRaCgkhhBCiPHRNoeqgpJAQQgghSkPXFKoO+iQIIYQQQgi1FBJCCCFEeaj7WHVQUkgIIYQQpaGkUHVQ9zEhhBBCCKGWQkIIIYQoD91oojooKSSEEEKI0lD3seqg9JwQQgghhFBLISGEEEKUh7qPVUet/SQSExNhamqKZ8+eKTuUcrlw4QJ4PB54PB769u2r7HAIIYSQ8uHxFDORCqu1LYVLlixBnz59YGdnx5V9+eWX+Oeff3Dv3j04OTkhPDy8yHp37tyBv78/rl+/DhMTE0ydOhVz5swp9XZzc3Mxb948BAUF4enTp9DT00OXLl2wbNkyWFpacsslJSVh6tSpOHr0KPh8Pnx9fbF27Vpoa2sDAFq3bo2YmBhMmzYNEomk3PuhuunfwxJD+1vD0ECEJ9HpWP3LY9x/9E7ZYdV4jetpwrebMRxtNWCkL8TiDc9xJfz9fj++uYnc9bb8FYsDp95WVZi1Ep8HjBpYB13aGsNQX4jE5BycuvgWuw68UXZoNZ5XSyG8W4pkyuKTpfjhjywAwOQ+6nCsI5CZHxqRi/0Xc6osxuqArilUHbUyKczMzMSWLVtw6tSpIvPGjh2Lq1ev4s6dO0XmpaWlwcvLC126dMGmTZtw9+5djB07Fvr6+pgwYUKpt33r1i18++23cHFxQXJyMqZNm4bevXvjxo0b3HLDhw9HTEwMgoODkZubizFjxmDChAnYs2cPAEAkEsHc3BwaGhq1Jins1NYEUz53wIqNDxH58B0G9a6DVYucMXTSdaSk5io7vBpNXcxH9MtsBF9Oxjx/2yLzR8x8IPPazVkb0/zqIPRmalWFWGsN6WOB3l1M8cPPT/HsVRYa1NXC7El1kZGZj4Mn45QdXo0XkyjFL0eyuddSxmTmh0Xk4tS19+ennDzZ+YSoklqZFAYFBUEsFsPDw0OmfN26dQCAhIQEuUnh7t27kZOTg61bt0IkEqFx48YIDw/HqlWrSp0U6unpITg4WKZsw4YNaNWqFV68eAEbGxvcv38fJ0+exPXr19GiRQsAwPr169GjRw+sWLFCpkWxNhnS1wpHT8Ug6GzBH7off3oEz5ZG6NnVHLv+fqnk6Gq2m/fScfNeerHzk9PyZF57NNPFnagMxL6lZL2yNa6vg9CbKbj6b0ECHpeQg46tU9HQQUvJkdUOUsbwLqv4RC83DyXOJ3RNoSqplZ9ESEgI3NzcyrxeWFgY2rVrB5HofXeBt7c3oqKikJycXO54UlNTwePxoK+vz21HX1+fSwgBoEuXLuDz+bh69Wq5t1OdqanxUN9RBzduv9/PjAE3wpPRuIGuEiMjH9PXFaClsw5Oh5T/O0FKL+LhO7g20YWVhToAoK6NBpwb6OBaOLXSVgVjPT6+89PA18M1MLyLGPrasl2hzeurYdEYTfxvsAZ6eAghrJVNMSXj8XkKmUjF1crD8/nz5+VqbYuNjYW9vb1MmZmZGTfPwMCgzHVmZ2dj7ty5GDp0KHR1dbm6TE1NZZZTU1ODoaEhYmNjy7yNmkBPVwg1AQ9JybItT0kpubC10lRSVESezq0NkCXJR+itNGWHUiv8cTgGmhoCbFvpDKmUgc/nYeveVzj7T6KyQ6vxXsRJ8ec5CRJSpNDV5MOrpRD+/dSx4s8sSHKBfx/lIfkdQ2qGFJZGfPh4imCiz8eOk7Xjkh9S/dTKpDArKwvq6urKDgO5ubkYNGgQGGP4+eefFV6/RCIpcr2hND8HfIGomDUIqbiubQxw4UoqcunaqSrRwcMQndsaYen6J3j2KgsOdprwH2WLxORcnL5EN/lUpgcv8rn/xyTm43lcPuaN1ISLoxqu3c/Dlcj3l1XEJuUjLVOCyX00YKSbg8Q0+n4Uou5j1VErPwljY+Nydfeam5sjLk72wu3C1+bm5mWqqzAhfP78OYKDg7lWwsK64uPjZZbPy8tDUlJSmbYTGBgIPT09menV491lilNVpKblIi+fwdBAKFNeeLclUQ2N62nC2kKMU9R1XGUmjLDGn4djcD4sCdEvs3AmJBF/B8ViaB8LZYdW62TnAAmpUhjrye/KfBEnBVDQ5Uzeo+5j1VErj0xXV1dERkaWeT1PT09cunQJubnvuzCDg4PRoEGDMnUdFyaEjx49wpkzZ2BkZFRkOykpKbh58yZXdu7cOUilUri7u5d6OwEBAUhNTZWZrByHl3p9VZKXx/Dw8Tu4NX2/n3k8wM3FABFR1E2pKrzaGuDRsyxEv8r+9MJEIdRFAkg/anQq7EYmVUukBhjr8pGWIb8V0NK44E9uWqa0KsMipNRqZVLo7e2NiIiIIq2Fjx8/Rnh4OGJjY5GVlYXw8HCEh4cjJ6egJWrYsGEQiUQYN24cIiIisHfvXqxduxYzZ84s9bZzc3MxYMAA3LhxA7t370Z+fj5iY2MRGxvLbcfJyQndunXD+PHjce3aNfzzzz+YMmUKhgwZUqZrIcViMXR1dWWm6tx1/OehV+jlbYFuncxga6WJ/31RDxrqfBw/Uzuvs6xK6mI+6lqro651wWUX5iYi1LVWh4nh+5ZbDXU+2rbQw6mQJGWFWSuF3UrG8L6WcHfVg5mJCG1aGmCAjzkuX6fPobL1ai1CXUs+DHR4sDPnY0x3dUhZwbWERro8dHETwsqkYH5jOwGGdhbjyet8xCRS1/GHqKVQddTKawqdnZ3RvHlz7Nu3DxMnTuTKP//8c1y8eJF77erqCgCIjo6GnZ0d9PT0cPr0afj7+8PNzQ3Gxsb47rvvZIajuXDhAjp27Mit87HXr1/jyJEjAIBmzZrJzDt//jw6dOgAoGD4mylTpqBz587c4NWFQ+bUVucuJ0BfT4jPh9vB0ECEx0/TMWv+XSSn0LAnla2enQaWzX5/k9X4wQVdk2f+Scbqba8BAO1b6QEALl6ju16r0vptzzFmkBWmjbWDvl7B5RTHzsRj534avLqy6WnxMKKrGFrqPKRnMUTHSLFufxYysgGhGlDfSoB2LkKI1ICUdIa7T/MQfIPOV0XQNYUqg8cYq5U/WY4fP47Zs2fj3r174CvwgNy2bRuWLl2KyMhICIXCT69QQaNHj0ZKSgoOHTpUquXb9rr46YVIldAzM/r0QqTKZKdnKjsE8p9m7RorOwTyn5VfVP54l/HfjFZIPaZLtiukntqsVrYUAoCPjw8ePXqE169fw9raWmH1BgUFYenSpZWeEIaEhKB79+6QSCTw8fGp1G0RQgghlYVHzy1WGbU2KQSA6dOnK7zOv/76S+F1ytOiRQvu2cyFz0MmhBBCqhsakkZ11OqksDrT0NCAo6OjssMghBBCKoRuElEdlJ4TQgghhBBqKSSEEEKIElH3scqgpJAQQgghSkPdx6qD0nNCCCGEEEJJISGEEEKUh8fjK2Qqi8DAQLRs2RI6OjowNTVF3759ERUVJbNMhw4dwOPxZKZJkybJLPPixQv4+PhAU1MTpqammD17NvLy8iq8T5SFuo8JIYQQojxK6D6+ePEi/P390bJlS+Tl5eHrr7+Gl5cXIiMjoaX1fsDu8ePHY9GiRdxrTU1N7v/5+fnw8fGBubk5QkNDERMTg1GjRkEoFGLp0qVV+n4UhZJCQgghhNQqJ0+elHm9fft2mJqa4ubNm2jXrh1XrqmpCXNzc7l1nD59GpGRkThz5gzMzMzQrFkzLF68GHPnzsWCBQsgEokq9T1UBuo+JoQQQojS8Ph8hUwSiQRpaWkyk0QiKVUMqakFz2w3NDSUKd+9ezeMjY3RpEkTBAQEIDPz/eMww8LC4OzsDDMzM67M29sbaWlpiIiIUMCeqXqUFBJCCCFEaXh8nkKmwMBA6OnpyUyBgYGf3L5UKsX06dPRpk0bNGnShCsfNmwYdu3ahfPnzyMgIAA7d+7EiBEjuPmxsbEyCSEA7nVsbKyC9k7Vou5jQgghhFR7AQEBmDlzpkyZWCz+5Hr+/v64d+8eLl++LFM+YcIE7v/Ozs6wsLBA586d8eTJEzg4OCgmaBVDSSEhhBBClKeMdw4XRywWlyoJ/NCUKVNw7NgxXLp0CVZWViUu6+7uDgB4/PgxHBwcYG5ujmvXrsksExcXBwDFXoeo6qj7mBBCCCFKo6ju47JgjGHKlCk4ePAgzp07B3t7+0+uEx4eDgCwsLAAAHh6euLu3buIj4/nlgkODoauri4aNWpUpnhUBbUU1jI8epyQymjSqmZ2P1RXb+PSlR0C+U99R61PL0RqDiX8XfL398eePXtw+PBh6OjocNcA6unpQUNDA0+ePMGePXvQo0cPGBkZ4c6dO5gxYwbatWuHpk2bAgC8vLzQqFEjjBw5EsuXL0dsbCzmzZsHf3//MrdYqgrKEAghhBBSq/z8889ITU1Fhw4dYGFhwU179+4FAIhEIpw5cwZeXl5o2LAhZs2aBV9fXxw9epSrQyAQ4NixYxAIBPD09MSIESMwatQomXENqxtqKSSEEEKI0vB4VT94NWOsxPnW1ta4ePHiJ+uxtbVFUFCQosJSOkoKCSGEEKI8dFmTyqBPghBCCCGEUEshIYQQQpSnrHcOk8pDSSEhhBBClEdB4xSSiqNPghBCCCGEUEshIYQQQpSIuo9VBiWFhBBCCFEaHnUfqwz6JAghhBBCCLUUEkIIIUSJqPtYZVBSSAghhBCl4dHg1SqDkkJCCCGEKI8SHnNH5Ku16XliYiJMTU3x7NkzZYdSLtu3bwePxwOPx8P06dOVHQ4hhBBCqrla21K4ZMkS9OnTB3Z2dgCA27dvY9myZbh8+TLevn0LOzs7TJo0CdOmTZNZ78KFC5g5cyYiIiJgbW2NefPmYfTo0WXa9sSJE3HmzBm8efMG2traaN26NX744Qc0bNiQW+bFixeYPHkyzp8/D21tbfj5+SEwMBBqagUf2eDBg9GtWzf079+/QvuhOhnha4V2nsawtdKARCLFvQdp+Pn3Z3j5OkvZodVoXdzU0NVNKFMWnyLFyn0SAIChDg8+HkLYmfOhJgAevszH4dBcpNPHUum6t9bAgM7aCL6aiT9PZwAA1ATA4K7aaNVYDDU1HiKe5GDXiXdIy2BKjrZmyslOxz/H1+Lx7TPITE+EqVUjdPT9Gua2TQEAjDGEBq3DvdC/kJ2Vhjr2zdF58AIYmNopN3BVQt3HKqNWJoWZmZnYsmULTp06xZXdvHkTpqam2LVrF6ytrREaGooJEyZAIBBgypQpAIDo6Gj4+Phg0qRJ2L17N86ePYvPP/8cFhYW8Pb2LvX23dzcMHz4cNjY2CApKQkLFiyAl5cXoqOjIRAIkJ+fDx8fH5ibmyM0NBQxMTEYNWoUhEIhli5dCgDQ0NCAhoYGRCKRYneOCmvWRA8Hg97g/qN0CAQ8TBxph1ULmmDklJvIlkiVHV6NFpskxW/HJdxr6X+7W6gGfO4jQkwiw2/HCuZ7tRRitLcYGw9JQGlI5bGzUEP75hp4GZcnUz7ESxtN64nw8/40ZGUzDO+ujS8G6mHZ9hTlBFrDnd4zD4kxj9B91HJo6Zni/vUj+HvDGPh9EwQdfTNcP/Mbwi/uhPeIZdAzskLo8bU48NM4+H0TBDWhWNnhqwbqPlYZtTI9DwoKglgshoeHB1c2duxYrF27Fu3bt0fdunUxYsQIjBkzBgcOHOCW2bRpE+zt7bFy5Uo4OTlhypQpGDBgAFavXl2m7U+YMAHt2rWDnZ0dmjdvju+//x4vX77kurJPnz6NyMhI7Nq1C82aNUP37t2xePFibNy4ETk5OQrZB9XR/xZG4MS5eDx7mYknzzKwdO1DmJuqo4GDtrJDq/GkUiA96/2U+V9+aGfGh4E2D/su5CA2mSE2mWHf+RzUMeHBoU6tPL1UCbEQGN9PBzuOv0NG1vsfRBpiHj5zVcfe4HQ8eJaL57F52HrkHepZC1G3Tq1sA6hUuTnZeHT7ND7rMxtWji1hYGKL1j2mQt/EFncu7wFjDP9e+B3u3pPh2LQLTOo0RLeRy5GeGo/Hd84oO3xCiqiVZ+2QkBC4ubl9crnU1FQYGhpyr8PCwtClSxeZZby9vREWFlbuWDIyMrBt2zbY29vD2tqa246zszPMzMxktpOWloaIiIhyb6um0dIUAADS0vM+sSSpKGM9Hr4Zro45Q8QY0lEIfa2CX/ZqAoAByMt/v2xuPsAYYGdeK08vVWJ4dx3ceZSD+9G5MuW2FmpQE/AQ+fR9eWxiPhJT8uFgJfy4GlJBTJoHJs0v0uKnJhTj9ZNbSE18hYy0BNg0aM3NE2vowNzOBTHR/1Z1uCqLx+crZCIVVyv34vPnz2FpaVniMqGhodi7dy8mTJjAlcXGxsokagBgZmaGtLQ0ZGWV7QKqn376Cdra2tDW1saJEycQHBzMdQUXt53CeaSgt+HLz+viTmQqol9kKjucGu1lvBT7LuRgywkJDl3OhaEOD5N6iyASAi/ipcjNA3q4CyEUFHQn+3gIIeDzoKtJXUKVoVVjMWwt1LD/XEaReXrafOTmMWRJZDvuUzOk0NOulaf7SiVS14aFvSuunPwJ6alxkErzEXn9MGKiw5GRFo/MtAQAgKaOkcx6WjpGyEh7q4yQVROPr5iJVFit3ItZWVlQV1cvdv69e/fQp08fzJ8/H15eXpUSw/Dhw/Hvv//i4sWLqF+/PgYNGoTs7GyFbkMikSAtLU1mkubXjO7nmRMdYW+jhQUrHig7lBov6qUUd6OliE1iePhKiq0nc6Ah5sGlrgAZ2cCu4Bw42fKxaKw6Fo5Wh4YYeJUghZQuKFQ4A10+hnhp47eDaTKts0R5uo9cDgaGX+e1w9oZzvj3wk40cPOhR7eRaqlWXmRibGyM5ORkufMiIyPRuXNnTJgwAfPmzZOZZ25ujri4OJmyuLg46OrqQkNDo0wx6OnpQU9PD/Xq1YOHhwcMDAxw8OBBDB06FObm5rh27VqR7RTGUFqBgYFYuHChTJl1/dGwbTi2TLGqmukTHODZ0hBTA24jIbFmJLnVSXYOkJDCYKRb0BL46LUUy/+UQFMMSFnB/Hkj1HH7CWWFimZnoQY9bT6+G2/AlQn4PNS3FaJTSw2s3p0KoRoPGmKeTGuhnhYfqel0M1Zl0DexweBpu5AryYQkOx3aeqY4tnU69IysoalrAgDIfJcIbT1Tbp2Md4kwrdOwuCprH3qiicqolT9lXF1dERkZWaQ8IiICHTt2hJ+fH5YsWVJkvqenJ86ePStTFhwcDE9PzwrFwxgDYwwSiYTbzt27dxEfHy+zHV1dXTRq1KjU9QYEBCA1NVVmsq43okKxKtv0CQ5o52GE6fPuICZe8ukViMKJ1AAjXR7SMmWTvkxJQULoYMmHlgYQ+ZyashTtfnQuvtuUhIW/JnNT9JtcXL0rwcJfk/EsJg95+QyN7N9fP2hmJICRvgBPXuWWUDOpKKFYE9p6psjOTMXzB5fh0LQz9IysoKVrghdR7687l2SlI/bZbVjYuyoxWtXC4/EVMpGKq5Uthd7e3ggICEBycjIMDAp+cd+7dw+dOnWCt7c3Zs6cyV27JxAIYGJS8Gtv0qRJ2LBhA+bMmYOxY8fi3Llz2LdvH44fP17qbT99+hR79+6Fl5cXTExM8OrVKyxbtgwaGhro0aMHAMDLywuNGjXCyJEjsXz5csTGxmLevHnw9/eHWFz6IQzEYnGR5fmC6juEzcyJDujSzhRfL41EZlY+DPUL/vClZ+YjJ4daQSqLj7saIl9IkfKOQVeLh65uapAy4PaTgqSvRX0B4lOkSM8CbM346NVaiMt38/A2lVoKFS07h+F1gmyyLclhSM+ScuUh/2ZjcFdtpGe9Q7aEYVg3bTx+mYunr+mGrMrw7H4IGGMwNLVHytsXuHRoOQzM6qKxR3/weDy4dhiFq6d+hoGpLXSNrBB6bC209Uzh2LTLpysnpIrVyqTQ2dkZzZs3x759+zBx4kQAwN9//42EhATs2rULu3bt4pa1tbXlhoqxt7fH8ePHMWPGDKxduxZWVlbYvHmzzBiF27dvx5gxY8CY/D+I6urqCAkJwZo1a5CcnAwzMzO0a9cOoaGhMDUt6F4QCAQ4duwYJk+eDE9PT2hpacHPzw+LFi2qpD1SPfTrUXBz0PqlTWXKl66Nwolz8fJWIQqgp83DsE4iaKoDGVnAs7h8bDwkQcZ/l8Aa6/PQrZUYGmIg+R3D+X/zEHKXEhBl+fN0OhjThv9AXagJeLj3NAe7gt4pO6waS5L1DpePrkJ6SizUNfXh6OKFtr1mQCAo+NHasst45OZkIfiP7yDJSkOdum7o/8VmGqPwQ9R9rDJ4rLjspYY7fvw4Zs+ejXv37oGvwFvZ58+fj4sXL+LChQsKq7MkHTp0QLNmzbBmzZpSLf9Zn5DKDYiUWmufFsoOgXzgbVy6skMg/2nlbqLsEMh/JlbOvZYysvetUEg96oP+p5B6arNa2wnv4+ODCRMm4PXr1wqt98SJE1i+fLlC65Rn9+7d0NbWRkgIJXmEEEKqMR5PMROpsFrZfVxo+vTpCq/z47uGK0vv3r3h7u4OANDX16+SbRJCCCGk5qrVSWF1pqOjAx0dHWWHQQghhFQMPY1EZVBSSAghhBDloeFkVAZ9EoQQQgghhFoKCSGEEKJENCSNyqCkkBBCCCHKQ93HKoM+CUIIIYQQQi2FhBBCCFEiGmNQZVBSSAghhBDloSFpVAZ9EoQQQgghhFoKCSGEEKJE1H2sMigpJIQQQojy0N3HKoOSQkIIIYQoD11TqDLokyCEEEIIIdRSWNvwaOR4laGrK1J2CESGtrIDIP+xMclVdgiEI6z8TdA1hSqDkkJCCCGEKA9dU6gy6JMghBBCCCHUUkgIIYQQJaLuY5VBSSEhhBBClIfuPlYZ9EkQQgghhBBqKSSEEEKI8jDqPlYZlBQSQgghRHno7mOVQZ8EIYQQQgihpJAQQgghSsTjK2Yqg8DAQLRs2RI6OjowNTVF3759ERUVJbNMdnY2/P39YWRkBG1tbfj6+iIuLk5mmRcvXsDHxweampowNTXF7NmzkZeXV+FdoiyUFBJCCCFEaRiPp5CpLC5evAh/f39cuXIFwcHByM3NhZeXFzIyMrhlZsyYgaNHj+Kvv/7CxYsX8ebNG/Tv35+bn5+fDx8fH+Tk5CA0NBQ7duzA9u3b8d133yls31Q1HmOMKTsIUnXa9bus7BDIf7wHeyo7BPKBtLQcZYdA/tOhJV3uriq6u1b+Y+4yL+1TSD2a7QaVe92EhASYmpri4sWLaNeuHVJTU2FiYoI9e/ZgwIABAIAHDx7AyckJYWFh8PDwwIkTJ9CzZ0+8efMGZmZmAIBNmzZh7ty5SEhIgEhU/R5lSi2FhBBCCKnVUlNTAQCGhoYAgJs3byI3NxddunThlmnYsCFsbGwQFhYGAAgLC4OzszOXEAKAt7c30tLSEBERUYXRKw79HCOEEEKI8ihoSBqJRAKJRCJTJhaLIRaLS1xPKpVi+vTpaNOmDZo0aQIAiI2NhUgkgr6+vsyyZmZmiI2N5Zb5MCEsnF84rzqqtS2FiYmJMDU1xbNnz5QdSrls374dPB4PPB4P06dPV3Y4hBBCSPnw+QqZAgMDoaenJzMFBgZ+cvP+/v64d+8e/vzzzyp4s6qt1rYULlmyBH369IGdnR2AgiRx+PDhuHPnDpcw9unTB0uXLoWuri633oULFzBz5kxERETA2toa8+bNw+jRo8sVA2MMPXr0wMmTJ3Hw4EH07duXm/fixQtMnjwZ58+fh7a2Nvz8/BAYGAg1tYKPbPDgwejWrZvMRa81XR9vc/TtZgFz04JffdEvM7Fj30tcvZWs5MhqNv9efOhrFf0lf+ORFKduMrg68NDYlgdzA0As5GHF/nxIcpUQaC3RxU0NXd1kr/OKT5Fi5b6CFhJDHR58PISwM+dDTQA8fJmPw6G5SM9SRrQ1y5P7N3Du6Da8jI5EWnICxs5ai6YtO3Pzb18LRmjwPryMjkRmeir+t+xvWNk15OYnxr/G4i+95dY9evpKNPOQP4+UTkBAAGbOnClT9qlWwilTpuDYsWO4dOkSrKysuHJzc3Pk5OQgJSVFprUwLi4O5ubm3DLXrl2Tqa/w7uTCZaqbWpkUZmZmYsuWLTh16hRXxufz0adPH3z//fcwMTHB48eP4e/vj6SkJOzZswcAEB0dDR8fH0yaNAm7d+/G2bNn8fnnn8PCwgLe3mX/Mq9ZswY8Oc3mhXc0mZubIzQ0FDExMRg1ahSEQiGWLl0KANDQ0ICGhka1vJC1vBISc/DLzmd4FZMF8IBuHc2w9CsnjJsVjmcvM5UdXo217bRUpnfHRA8Y3lGA+y8L7lFTEwBPYhiexACdXOjJBFUhNkmK346/7yaTSgv+FaoBn/uIEJPI8NuxgvleLYUY7S3GxkMS0F2FFSPJzoKlbQO4d+iHraumF5mfk50F+4bN0czTG3t/XVBkvoGxORZtuiBTFnr2L5w/ug1OzT6rnKCrAUU90aQ0XcXcNhnD1KlTcfDgQVy4cAH29vYy893c3CAUCnH27Fn4+voCAKKiovDixQt4ehbcJOjp6YklS5YgPj4epqamAIDg4GDo6uqiUaNGCnlPVa1WJoVBQUEQi8Xw8PDgygwMDDB58mTuta2tLb744gv8+OOPXNmmTZtgb2+PlStXAgCcnJxw+fJlrF69usxJYXh4OFauXIkbN27AwsJCZt7p06cRGRmJM2fOwMzMDM2aNcPixYsxd+5cLFiwoFYlgh8KvZEk83rz7ufo622OxvV1KCmsRJmyl+igtRMPSe8YXsQXvL7+sCDVsDGt4sBqMakUclv+7Mz4MNDmYe1+Cddau+98DuaPVodDHT4ev5ZWbaA1TCPXz9DItfjkrWW73gAKWgTl4fMF0NU3lim7e/0smnl4Q6yuqbhAqxslPNHE398fe/bsweHDh6Gjo8NdA6inpwcNDQ3o6elh3LhxmDlzJgwNDaGrq4upU6fC09OTyx28vLzQqFEjjBw5EsuXL0dsbCzmzZsHf3//UienqqZWXlMYEhICNze3Epd58+YNDhw4gPbt23NlYWFhMnciAQV3GhXeiVRamZmZGDZsGDZu3Ci3ibkm3tGkaHw+0KmtMdTVBbgXlabscGoNPh9oYsfD7Whqc1ImYz0evhmujjlDxBjSUch176sJAAYgL//9srn5AGOAnXmtPN2rtJdPI/D62QN4dKw9lwGpip9//hmpqano0KEDLCwsuGnv3r3cMqtXr0bPnj3h6+uLdu3awdzcHAcOHODmCwQCHDt2DAKBAJ6enhgxYgRGjRqFRYsWKeMtKUStbCl8/vw5LC0t5c4bOnQoDh8+jKysLPTq1QubN2/m5hV3p1FaWhqysrKgoaFRqu3PmDEDrVu3Rp8+feTOr4l3NClKXRtN/LTMBSIRH1nZ+Zi37D6ev6KLpapKgzo8qAuBO08pKVSWl/FS7LuQg4RUBl1NHro0V8Ok3iKs+luCF/FS5OYBPdyFOHktF+AB3VsJIeDzoKtJXfuq5sr5AzCrUxf2DVyVHYpSMSW0FJZmiGZ1dXVs3LgRGzduLHYZW1tbBAUFKTI0paqVPx2zsrKgrq4ud97q1atx69YtHD58GE+ePCly0WpFHTlyBOfOncOaNWsUWq88EokEaWlpMpM0v3oP0PviTRbGzfwXk+aE4/DJGHz9ZX3YWpUuGScV51KXhycxQHq2siOpvaJeSnE3WorYJIaHr6TYejIHGmIeXOoKkJEN7ArOgZMtH4vGqmPhaHVoiIFXCVJIKY9XKTk52bj5TxC1EgIFQ9IoYiIVViuTQmNjYyQny79j1dzcHA0bNkTv3r3xyy+/4Oeff0ZMTAw37+PnHsbFxUFXV7fUrYTnzp3DkydPoK+vDzU1Ne5uYl9fX3To0KHE7RTOKy15t+e/fLir1Ourorw8htex2Xj4NAO/7nqOx88yMLCn/FZfoli6moC9GRD+lK5LUyXZOUBCCoORbsEfxUevpVj+pwSLf8/Got+zsfd8LvS0eEhKo6xQldy+chq5kizuOsTajPH4CplIxdXKvejq6orIyMhPLif975a+wsEwPT09cfbsWZllgoODuTuRSuOrr77CnTt3EB4ezk1AQQvltm3buO3cvXsX8fHxMtsp6x1NAQEBSE1NlZms648o9frVAZ8PCIW18jCuci51eciUAI/eKDsS8iGRGmCky0NapmzSlykpSBgdLPnQ0gAin+cXUwNRhivnD6CJW0do6xoqOxRCOLXymkJvb28EBAQgOTkZBgYGAAruSI6Li0PLli2hra2NiIgIzJ49G23atOHGMpw0aRI2bNiAOXPmYOzYsTh37hz27duH48ePl3rb5ubmclv7bGxsuFviFXVHk7zb8/mC6nvn8oQRtrh6KxlxCRJoagjQpZ0JmjXWw/8W0c03VcHFnoc70QwfX4qjpQ5oqwOG2gUtVab6QE4ukJpZkJQQxfJxV0PkCylS3jHoavHQ1U0NUgbcflKQ9LWoL0B8ihTpWYCtGR+9Wgtx+W4e3qZSS2FFSbIzkRD7gnudFP8ar549gJa2HgyMLZCRnorktzFISy74QR//JhoAoKtvLHPXcULsCzx9cBMT5v5ctW9AVVHXr8qolUmhs7Mzmjdvjn379mHixIkACsb9++233zBjxgxIJBJYW1ujf//++Oqrr7j17O3tcfz4ccyYMQNr166FlZUVNm/eLDMczfbt2zFmzJhSXcRanMI7miZPngxPT09oaWnBz8+vWt/RpAgGekJ8Pa0+jAxEyMjMw5NnmfjfogjcuJ2i7NBqPHtzQE+Lh9vRRbuOmzvy0K7J+9baUZ0FAICjV6W4Q3cpK5yeNg/DOomgqQ5kZAHP4vKx8ZAEGf9d52msz0O3VmJoiIHkdwzn/81DyN085QZdQ7x4cg8bF4/lXh/auRwA0LJdHwz/Ygnu3TiPPzbN4+b/vm42AMDbdzK6D/Tnyq+ePwA9QzM0aNq6iiJXcdT1qzJ4rCLZSzV2/PhxzJ49G/fu3QOfr7gDcv78+bh48SIuXLigsDpL0qFDBzRr1qzUN66063e5cgMipeY9uPSXHZDKl5ZGzZqqokPLWtleoZK6uwo/vVAFvbtxUiH16LToppB6arNam577+PhgwoQJeP1a/iCj5XXixAksX75coXXKs3v3bmhrayMkJKTSt0UIIYRUFsbjKWQiFVetfo5FRUVh/fr1uH//PoCCJ4pMnToVDRo0KFd906dPV2B0BT5+DmJl6d27N9zd3QFA5rmMhBBCSLVC3ccqo9p8Evv370eTJk1w8+ZNuLi4wMXFBbdu3UKTJk2wf/9+ZYdX5XR0dODo6AhHR0cYGxt/egVCCCGEkBJUm5bCOXPmICAgoMjNFvPnz8ecOXO4B1YTQgghpPpgoK5fVVFtWgpjYmIwatSoIuUjRozgBpcmhBBCSPVCg1erjmqzFzt06CD3porLly/js88+U0JEhBBCCCE1R7XpPu7duzfmzp2LmzdvwsPDAwBw5coV/PXXX1i4cCGOHDkisywhhBBCqgFq5VMZ1WacwtKOJcjj8ZCfT49zKg6NU6g6aJxC1ULjFKoOGqdQdVTFOIXJty8qpB4Dl/YKqac2qzbfvMLnEBNCCCGk5qDrAVUHfRKEEEIIIaT6tBR+6rm/3333XRVFQgghhBCFoaeRqIxqkxQePHhQ5nVubi6io6OhpqYGBwcHSgoJIYSQaoi6j1VHtUkK//333yJlaWlpGD16NPr166eEiAghhBBCao5qnZ7r6upi4cKF+Pbbb5UdCiGEEELKgYGnkIlUXLVpKSxOamoqUlNTlR0GIYQQQsqBuo9VR7VJCtetWyfzmjGGmJgY7Ny5E927d1dSVNWPUR0zZYdA/tO+abayQyAf0BVmKDsE8h9DFq/sEAinibIDIFWo2iSFq1evlnnN5/NhYmICPz8/BAQEKCkqQgghhFQI3X2sMqpNUhgdHa3sEAghhBCiYKx6395Qo1TLT+LVq1d49eqVssMghBBCCKkxqk1SKJVKsWjRIujp6cHW1ha2trbQ19fH4sWL6RF4hBBCSDXFeDyFTKTiqk338TfffIMtW7Zg2bJlaNOmDQDg8uXLWLBgAbKzs7FkyRIlR0gIIYSQsqK7j1VHtUkKd+zYgc2bN6N3795cWdOmTVGnTh188cUXlBQSQggh1RCNMag6qk16npSUhIYNGxYpb9iwIZKSkpQQESGEEEJIzVFtkkIXFxds2LChSPmGDRvg4uKihIgIIYQQUlGMx1fIRCqu2nQfL1++HD4+Pjhz5gw8PT0BAGFhYXj58iWCgoKUHB0hhBBCyoNuElEd1Sa1bt++PR4+fIh+/fohJSUFKSkp6N+/P6KiovDZZ58pOzxCCCGEkGqtWrQU5ubmolu3bti0aRPdUEIIIYTUIHSjieqoFkmhUCjEnTt3lB0GIYQQQhSMrgdUHdXmkxgxYgS2bNmi7DAIIYQQQmqkatFSCAB5eXnYunUrzpw5Azc3N2hpacnMX7VqVZnqS0xMhJOTE65duwY7OzsFRlo1tm/fjjFjxgAApk2bhjVr1ig3IEIIIaQcqPtYdVSbpPDevXto3rw5AODhw4cy83jluHNpyZIl6NOnj9yEMDExES4uLnj9+jWSk5Ohr6/Pzbtw4QJmzpyJiIgIWFtbY968eRg9enSZtt2hQwdcvHhRpmzixInYtGkT9/rFixeYPHkyzp8/D21tbfj5+SEwMBBqagUf2eDBg9GtWzf079+/TNuuLvp7GcDDRRtWZiLk5Erx4Gk2fj/8Fm/ic7llJg0xhUsDDRjoqSFbIkVUdMEyr+NyS6iZfEpUxE2cOvQ7nj25j9Tkt/D/aiWau3fk5h/+cxOuXT6NpLexUFMTwtbBCf2H+6NufWdumfR3qdizeTluX78EHo8HN8/OGDpuNtQ1NJXxlqq1yHvhOLL/Dzx9EoXkpETM/mYJWnm2k7vsrxtWIPjkYYwePxU+fQYVmZ+bm4OAmRPxPPoxlq/bCvu69So7/Brlzr0I7D1wGI+ePEViUjIWfj0HbT3dZZZ5/vIVftu+E3fuRSI/Px+21laYHzAbZqYmiI2Lx/DPJ8ut+7u5s9C+beuqeBsqh7qPVUe1SQrPnz+vsLoyMzOxZcsWnDp1Su78cePGoWnTpnj9+rVMeXR0NHx8fDBp0iTs3r0bZ8+exeeffw4LCwt4e3uXKYbx48dj0aJF3GtNzfd/LPPz8+Hj4wNzc3OEhoYiJiYGo0aNglAoxNKlSwEAGhoa0NDQgEgkKtN2q4vGjho4cSkFj59LIBAAw3sZY/6UOvjy++eQ5DAAwJOX2bh0PQ0JyXnQ0RRgsI8h5vvXwaT5zyBlSn4D1VhOdjas7Oqjbec+2PjD/4rMN7O0xfDxc2FiVgc5ORIEH92NVQv9EfjTYejoGQAAflv9DVKT32LWgp+Qn5eHrRsW4Pefv8eEmUur+u1Ue5LsbNjWdUTHrj5YsfSbYpe7GnoJD6MiYGBoXOwyO7f+DENDYzyPflwZodZ4WdkSONjboXvXzpi/dHmR+W9iYjFt7jfo3rUz/IYNhpamJp69eMmdp02MjfDX75tl1jl2Mhj7Dh5GKzfXKnkPhJSk2iSFihQUFASxWAwPD48i837++WekpKTgu+++w4kTJ2Tmbdq0Cfb29li5ciUAwMnJCZcvX8bq1avLnBRqamrC3Nxc7rzTp08jMjISZ86cgZmZGZo1a4bFixdj7ty5WLBgQY1NBD+0+Kc3Mq/X74rDjmV14WAtRuSTbABA8D9p3PyEpDzsOZqINV/bwtRIiNi31FpYXs5ubeDs1qbY+R7tusu8HjxmJkLOHMLL5w/RqKk73rx8inv/huLbH3fBzrERAGDY53Ow9vsvMXD0DBgYmlRq/DWNawsPuLYoeq76UOLbBGz9ZQ3mLVqJwIVz5C7z740ruPPvdcz6ejH+vXmlMkKt8dxbNId7i+bFzt+ycw/c3Zpj4phRXJmlxfvzvEAggKGBgcw6/1y5hvZtW0NDQ0PxAVcT1H2sOlS+zTYmJgbffPP+13Hbtm3RvHlzbmrZsmWRFr1PCQkJgZubW5HyyMhILFq0CL///jv4/KK7JiwsDF26dJEp8/b2RlhYWJm2DwC7d++GsbExmjRpgoCAAGRmZspsx9nZGWZmZjLbSUtLQ0RERJm3VRNoqhd8HumZUrnzxSIeOnnoIvZtLt4mU0JYVfJyc3Hx9AFoaGrD2q4+AOBJ1B1oaulwCSEANHJxB4/HR/TDu8oKtcaSSqVYv+p79O4/FNa29nKXSUlOwqb1yzF11jyIxepVHGHtIJVKcfXGTVjVscTc7xbBd8QY+M/6CpfDrha7zsPHT/D4aTR6dO1chZGqHnqiiepQ+ZbCn376CcnJydzr27dvY+zYsTA0NAQAnDhxAqtXr8aKFStKXefz589haWkpUyaRSDB06FD8+OOPsLGxwdOnT4usFxsbK5OoAYCZmRnS0tKQlZVV6l96w4YNg62tLSwtLXHnzh3MnTsXUVFROHDgQInbKZxX2/B4wLgBJrj/JAsvYnJk5nX7TA+j+hpDQ8zHq9gcLNzwGnn5Sgq0Frl9/RJ+WRWAHEk29AyMMWvBz9DRLWgBSUtJhI6eoczyAoEatLR1kZqSqIxwa7TDf++GQCBAj94D5M5njGHjmqXw6t4HDvUaIj4upoojrB1SUlORlZWNP/8+iDEjhmL86JG4fvNfLAj8ESuXLISLc+Mi65w4fRY21lZo7NRQCRGrDmopVB0qnxQeO3YM69atkymbNm0a6tatCwDw8PDAzJkzy5QUZmVlQV1d9tdyQEAAnJycMGLEiIoH/QkTJkzg/u/s7AwLCwt07twZT548gYODg8K2I5FIIJFIZMry83MgEFSv7ucJg0xgYyHC16tfFZl36fo73H6QCQNdAfp0McD/xpojYNUr5ObRRYWVqaFzS8xf9QfS01JwKfggNq2Yi29++B26+oafXpkozJPHUTh+5G8sX7ul2BvuThzdj6ysTPQdWPnnttpM+t+FzK3dW2JA314AAMe69oh4EIWjJ08VSQolEgnOXgrBiMEDqzxWQoqj8u2tz549g739+y6Rrl27ygxH06BBA0RHR5epTmNjY5nWRwA4d+4c/vrrL6ipqUFNTQ2dO3fmlp0/fz4AwNzcHHFxcTLrxcXFQVdXt0LXg7i7F9y99vjx4xK3UzivtAIDA6GnpyczPby56dMrqpDxA03QookWvl33CokpeUXmZ2ZLEZOQi8gn2fhxcwzqmIng7qIlpyaiSGJ1DZhZ2MChQVOMmTIffIEAIWcPAQB09Y3wLjVJZvn8/DxkpKdBT99ICdHWXA8ibiMtNRmTxwzA4N4dMLh3ByTEx2LHlo34YmxBsnHvzk08fBCBYf06Y3DvDpg6figA4Kvp47FhFT0hSlH0dHUgEAhga2MtU25jbYX4hLdFlr/0Txgkkhx4dWpfVSGqLMbjKWQiFafyLYW5ublISEiAlZUVAHBdrIWSk5PlXv9XEldXV+zatUumbP/+/cjKyuJeX79+HWPHjkVISAjXeufp6YmgoCCZ9YKDg+Hp6Vmm7X8sPDwcAGBhYcFtZ8mSJYiPj4epqSm3HV1dXTRq1Ki4aooICAjAzJkzZcpGzH1ZoVir0viBJnB30ca3a18hPrFoQlgEjwceDxCq0cmhqjEpQ15uQde+Q4OmyMx4h2dPImHnUHC83r97HYxJYf/BsDWk4tp19IazSwuZsu+/m4V2nbzRsUsPAMCYCdMxZMR4bn5y0lt8/90szJi7APUalP58QkomFArRoJ4jXr6Svcb91es3MDMpenPVieBz8GzVAvp6elUVospijM7ZqkLlk8IGDRogNDQUrq7yb9cPCQlB/fr1y1Snt7c3AgICkJycDIP/7gT7uNv27duCX3ZOTk7cOIWTJk3Chg0bMGfOHIwdOxbnzp3Dvn37cPz48VJv+8mTJ9izZw969OgBIyMj3LlzBzNmzEC7du3QtGlTAICXlxcaNWqEkSNHYvny5YiNjcW8efPg7+8PsVhc6m2JxeIiy1eXruMJg0zQroUOAn+NQVa2FPo6AgAFLYM5uQxmRmpo46aD8PuZSEvPh5G+Gvp7GSAnl+FWROYnaiclyc7KRHzs+x8Pb+Ne40V0FLS0daGto49jf29Gs5btoWdgjPR3KTgXtA/JSfFo0borAMDSui6auLbGjp++x8iJXyM/Pw97fv0Brdp6053H5ZCVlYnYmPeJRnxcDKKfPoK2ti5MTM2goyubVKipqcHAwBB1rGwAACamstcnq//Xq2FmUQdGxqaVHH3NkpWVhdcx76/rjo2Lx+On0dDR1oaZqQkG9++DxctXoWmTRmjm3ATXb/2LsGs3sGrpIpl6Xr+JwZ2ISCydX/wQQ4Qog8onhUOGDMF3332Hzz77jEuaCt2+fRuLFi3C3Llzy1Sns7Mzmjdvjn379mHixImlXs/e3h7Hjx/HjBkzsHbtWlhZWWHz5s0yw9EUPmmEMfnXtIlEIpw5cwZr1qxBRkYGrK2t4evri3nz5nHLCAQCHDt2DJMnT4anpye0tLTg5+cnM65hTde9nT4A4PvpVjLl63bG4vzVd8jJY2jkoIFeHfShpSlA6rs8RDzOwlcrXyI1ne40qYhnTyLx47fvr3vdu63gaUGtO/bCqElfI/bVM/x0/hjS01KgpaMHe8fG+GrJFtSxef/DavyMJdjz2w9YMX8S+Hw+mnt0wrDP5Q+VQkr29FEUFnz9Jfd6x+YNAID2nbthygxKKqpS1OMnmPX1fO71z1u2AwC8OnXA3BlT0dbTHdO/mIA//jqADb9uhXUdSywImA3nxk4y9Zw4cw4mRkZo4epSleGrLKb6V7LVGjxWXPaiInJzc9GlSxeEhoaia9euaNCgAQAgKiqK67o9e/YshEJhmeo9fvw4Zs+ejXv37pW5+7kk8+fPx8WLF3HhwgWF1VmSDh06oFmzZqV+zF2/KY8qNyBSarO+sPz0QqTK6AozlB0C+Y8hi1d2COQ/VvWbVPo2Hj55oZB66jvYKKSe2kzl03OhUIjg4GAsXrwYb968wS+//IJffvkFr1+/xuLFixEcHFzmhBAAfHx8MGHChDKPcfgpJ06cwPLlRUe6V7Tdu3dDW1sbISEhlb4tQgghhNR8Kt9SSOR79+4dd0eyvr4+jI2Lf7TVh6ilUHVQS6FqoZZC1UEthaqjKloKo54o5gbIBg7Wn17oA5cuXcKPP/6ImzdvIiYmBgcPHkTfvn25+aNHj8aOHTtk1vH29sbJkye510lJSZg6dSqOHj0KPp8PX19frF27Ftra2hV6L8qi8tcUEvl0dHSgo6Oj7DAIIYSQClHW4NUZGRlwcXHB2LFj0b9/f7nLdOvWDdu2beNef3zz5vDhwxETE4Pg4GDk5uZizJgxmDBhAvbs2VOpsVcWSgoJIYQQUut0794d3bt3L3EZsVhc7PjA9+/fx8mTJ3H9+nW0aFEwNNT69evRo0cPrFixosiT06oDlb+mkBBCCCE1FwNPIZNEIkFaWprM9PFTvcrqwoULMDU1RYMGDTB58mQkJr5/VGdYWBj09fW5hBAAunTpAj6fj6tXi3/mtSqjpJAQQgghSsMYTyGTvKd4BQYGljuubt264ffff8fZs2fxww8/4OLFi+jevTvy8wuGPYuNjeUeMFFITU0NhoaGiI2NlVelyqt23cc5OTmIjo6Gg4MD1NSqXfiEEEII+YCirimU9xSvsjzw4WNDhgzh/u/s7IymTZvCwcEBFy5c4B6FW9NUm5bCzMxMjBs3DpqammjcuDFevCgY12jq1KlYtmyZkqMjhBBCiDKJxWLo6urKTBVJCj9Wt25dGBsb4/HjxwAAc3NzxMfL3imfl5eHpKSkYq9DVHXVJikMCAjA7du3ceHCBairq3PlXbp0wd69e5UYGSGEEELKS1HXFFa2V69eITExERYWFgAAT09PpKSk4ObNm9wy586dg1Qqhbu7e6XHUxmqTf/roUOHsHfvXnh4eIDHe//hN27cGE+ePFFiZIQQQggpL2UNSZOens61+gFAdHQ0wsPDYWhoCENDQyxcuBC+vr4wNzfHkydPMGfOHDg6OnKPtnVyckK3bt0wfvx4bNq0Cbm5uZgyZQqGDBlSLe88BqpRS2FCQkKRCzqBgnGGPkwSCSGEEEI+5caNG3B1dYWrqysAYObMmXB1dcV3330HgUCAO3fuoHfv3qhfvz7GjRsHNzc3hISEyHRJ7969Gw0bNkTnzp3Ro0cPtG3bFr/++quy3lKFVZuWwhYtWuD48eOYOnUqAHCJ4ObNm+Hp6anM0AghhBBSTowpp2GnQ4cOKOmhbqdOnfpkHYaGhtV2oGp5qk1SuHTpUnTv3h2RkZHIy8vD2rVrERkZidDQUFy8eFHZ4RFCCCGkHKRK6j4mRVWb7uO2bdsiPDwceXl5cHZ2xunTp2FqaoqwsDC4ubkpOzxCCCGEkGqt2rQUAoCDgwN+++03ZYdBCCGEEAVR1o0mpKhqkxSmpaXJLefxeBCLxRCJRFUcUfU0cIijskMg/9EXxSk7BPIB2xMrlR0C+U9u+97KDoFUIWVdU0iKqjZJob6+fol3GVtZWWH06NGYP38++Pxq0ytOCCGEEKISqk1SuH37dnzzzTcYPXo0WrVqBQC4du0aduzYgXnz5iEhIQErVqyAWCzG119/reRoCSGEEFIa1H2sOqpNUrhjxw6sXLkSgwYN4sp69eoFZ2dn/PLLLzh79ixsbGywZMkSSgoJIYSQaoK6j1VHtelnDQ0N5QaY/JCrqyvCwsIAFNyhXPhMZEIIIYSovurymLvaoNokhdbW1tiyZUuR8i1btsDa2hoAkJiYCAMDg6oOjRBCCCGk2qs23ccrVqzAwIEDceLECbRs2RJAwSNqHjx4gL///hsAcP36dQwePFiZYRJCCCGkDKj7WHVUm6Swd+/eiIqKwi+//IKoqCgAQPfu3XHo0CHY2dkBACZPnqzECAkhhBBSVlJlB0A41SYpBAA7OzsEBgYWKb937x6aNGmihIgIIYQQQmqGanNN4cfevXuHX3/9Fa1atYKLi4uywyGEEEJIOTDGU8hEKq7aJYWXLl2Cn58fLCwssGLFCnTq1AlXrlxRdliEEEIIKQe6+1h1VIvu49jYWGzfvh1btmxBWloaBg0aBIlEgkOHDqFRo0bKDo8QQgghpNpT+ZbCXr16oUGDBrhz5w7WrFmDN2/eYP369coOixBCCCEKQN3HqkPlWwpPnDiBL7/8EpMnT0a9evWUHQ4hhBBCFIi6flWHyrcUXr58Ge/evYObmxvc3d2xYcMGvH37tsL1JiYmwtTUFM+ePat4kEpw4cIF8Hg88Hg89O3bV9nhEEIIIaSaU/mWQg8PD3h4eGDNmjXYu3cvtm7dipkzZ0IqlSI4OBjW1tbQ0dEpc71LlixBnz59uDEOAYDHK/pr5Y8//sCQIUO41xcuXMDMmTMREREBa2trzJs3D6NHjy7z9sPCwvDNN9/g6tWrEAgEaNasGU6dOgUNDQ0AQFJSEqZOnYqjR4+Cz+fD19cXa9euhba2NgCgdevWiImJwbRp0yCRSMq8fVXzPOo6Qk9twZtnEUhPTcBg/w1o2LwLN58xhguH1+PWpb+QnZkGa8fm8Bk5H0Zmdtwyl45twqM7FxD78gEEAiG+2nBdCe+k+ou4dxuH9/+Bp48fIjkpEXPmfQ93z8/kLvvLhpU4feIIxoyfgp59BwIA7t35F/MDpstd/ofVm+BY36myQq9xRG4doebgDL6BCVheHvJjn0HyTxBYSoLc5TV6j4OabUNkHd+OvKcRBYXqmtDwGga+kTl4GlpgmenIi46AJPQEkFv9zx1V6d/Ih9h95CSinj7H2+RULJvtj/at3j9+NTMrGz/t3o9L18OR+i4dlqbGGNijM/p7dQAApL5Lx+Z9R3DtdgRi3ybBQFcH7Vo1w4TBfaGtpamkd6V8UqbsCEghlW8pLKSlpYWxY8fi8uXLuHv3LmbNmoVly5bB1NQUvXv3LlNdmZmZ2LJlC8aNG1dk3rZt2xATE8NNH7bCRUdHw8fHBx07dkR4eDimT5+Ozz//HKdOnSrT9sPCwtCtWzd4eXnh2rVruH79OqZMmQI+//3HMXz4cERERCA4OBjHjh3DpUuXMGHCBG6+SCSCubk5l0RWdzk5WTCzaogeI76TO/+fE5tx9cxO+IxcgM+/2QeRWAO7Vn2OvA/+qOXn5aBRi25o0WGI3DpI6Uiys2Bn74jxk6eXuNzV0Et4+CAShkbGMuUNnJpg884DMlMXbx+YmlnAoV7DSoy85hHUcUDOnVBk/rUBWYd/BY8vgGaf8YCasMiywmafAUzOX1fGkPc0AlnHtyNj5w/IPrMXAut6UO/oWwXvoGbJlkhQz9Yas8YNlzt/3Y59uBJ+Dwu+HIc/1yzGYJ8uWLVlD0KuhwMA3ian4m1yCqaMGojdqxZinv8YXAmPwNKfd1Thu1A9dPex6lD5lkJ5GjRogOXLlyMwMBBHjx7F1q1by7R+UFAQxGIxPDw8iszT19eHubm53PU2bdoEe3t7rFy5EgDg5OSEy5cvY/Xq1fD29i719mfMmIEvv/wSX331lcx7KnT//n2cPHkS169fR4sWLQAA69evR48ePbBixQpYWlqWelvVRT3ndqjn3E7uPMYYrp75He16TkJD184AgL7jfsCKGW3w4NYZNHH3AQB07PslACD88oGqCbqGat7CA81bFP1ufCjxbQI2b1qHbxf/iKULvpKZJxQKYWBoxL3Oy8vDtSv/oEev/nJb40nxso5slnmdHbwX2uMXQGBqhfw30Vw539gSItd2yNy7DtrjPvphJclC7r0w7mX+uxTk3gmFqHmHygy9RvJ0dYanq3Ox8+8+fIweHVqjeeOCHz99u7bHoeCLiHwcjc9aNoODTR0E/u8Lbnkrc1NMHNoPC9dtRl5+PtQEgkp/D6qIbhJRHdWmpVAegUCAvn374siRI2VaLyQkBG5ubnLn+fv7w9jYGK1atcLWrVvBPvjlHRYWhi5dusgs7+3tjbCwsI+rKVZ8fDyuXr0KU1NTtG7dGmZmZmjfvj0uX74ssx19fX0uIQSALl26gM/n4+rVq6XeVk2R8vYV0lMTULdRa65MXVMHVnWb4uWTcOUFVktJpVKsW7kEfXyHwMbW/pPLX7/6D9LfpaFT1+5VEF0NJ1YHALDszPdlakKoew+D5MIhsMx3n6yCp6ULNQdn5L9+WllR1lrO9R1x+cZtxCcmgzGGm/ce4GVMHFq5NC52nYzMTGhpqNfahJColmrZUlhRz58/l9vatmjRInTq1Amampo4ffo0vvjiC6Snp+PLLwtaoGJjY2FmZiazjpmZGdLS0pCVlVWqrtynTwtOxAsWLMCKFSvQrFkz/P777+jcuTPu3buHevXqITY2FqampjLrqampwdDQELGxseV929VWemrB9VNaukYy5Vq6xshIq/hNR6RsDv29BwKBAD69S9f9ePb0cbg0bwkjY9NPL0xKwIP6Z72R9yYa0qQ4rlT8WW/kxzxDXnREiWurew+Dmn1j8IQi5D2NQPa5vyo74Fpn5rihWPbL7+gzaTYEAgH4PB6+mjQKro3qy10+Je0dtv19DH26yO8lqS3kXfVAlKNWJoVZWVlQV1cvUv7tt99y/3d1dUVGRgZ+/PFHLilUBKm04NHfEydOxJgxY7htnT17Flu3bpX7bOfykkgkRW5Cyc0RQSgSK2wbpHZ58igKxw/vx4/rfitVV3Di23jcvnUdM79aUPnB1XDiDv3ANzJH5t8/cWUC+0ZQs3JAxp9rPrm+JOQocq4Fg6dvArFnd4jb9oLk4sFKjLj2+evEOUQ8fIrlc6fAwsQI/0Y+wsrNu2FsoI9WTWUftJCRmYVZgetgZ2WJzweV7br4mkZK1wOqjGrdfVxexsbGSE5O/uRy7u7uePXqFZdYmZubIy4uTmaZuLg46OrqlvqGDwsLCwAo8iQWJycnvHjxgttOfHy8zPy8vDwkJSUVe72jPIGBgdDT05OZjuxSXNJZVbT1TAAAGWmJMuUZaW+hpWssbxVSSe5H3EFqajImjh6Egb06YWCvTkiIj8WOLT9h0pjBRZY/F3wC2jq6aOneRgnR1hzi9n2hZueEzIObwDJSuXI1K0fw9IygPWERtP2XQdt/GQBAvfsoaPSbJFMHy3wHaXIC8qMjITm/H6KmrcHTLPvIDUS+bEkONu05gC/9BuOzFs3gaGuNgd07oXPrlthzRPZmxIysbExfsgaaGupYNtsfamq1sn2GqKBaeSS6urpi165dn1wuPDwcBgYGEIsLWtY8PT0RFBQks0xwcDA8PT1LvW07OztYWloiKipKpvzhw4fo3r07t52UlBTcvHmTu/bx3LlzkEqlcHd3L/W2AgICMHPmTJmygzdEpV5fVegbW0FbzwRP74fB3KZgOBNJVjpePb2DFh2GKjm62qV9Jy80bSZ7Pe7i72ajXUevItcMMsZwLvgEOnTypj96FSBu3xdqdZsg88AmsDTZH7M5N88jN0L2OmOt4f+DJOQI8p5FFl9pYSuvgD4XRcnPz0defj74fNlWLz6fL3NtekZmFqZ/vxpCoRp+nDsFYlHRO8lrG7rRRHXUyjOCt7c3AgICkJycDAMDAwDA0aNHERcXBw8PD6irqyM4OBhLly7F//73P269SZMmYcOGDZgzZw7Gjh2Lc+fOYd++fTh+/Hipt83j8TB79mzMnz8fLi4uaNasGXbs2IEHDx7g77//BlDQatitWzeMHz8emzZtQm5uLqZMmYIhQ4aU6c5jsVjMJbSFhCLVvHgjJzsDSfEvuNfJb18h9sV9aGjpQc/IEu5dRiHk2CYYmdlB37gOzh9cBx19U5mxDFMT3yArIxWpSTFg0nzEvrgPADA0tYFIXavK31N1lZWVidg3r7nX8bExiH7yCNo6ujAxNYOOrp7M8gKBGgwMDFHHykam/O7tW4iPi0Fnb58qibsmErfvB2EDV2Qd2w7kSriWPSbJAvLzwDLfyb25hKWncAmkwLYheJrakMa9BMvNAd/IDOI2PZH3Jhrs3ad7TMh7mVnZeBX7vhfnTXwCHka/gK62FsxNjODaqD427PwLYpEQ5sZG+DfyIU5cDMM0v0EAChLCad+vRrZEgvlffo6MzGxkZGYDAPR1dSAQ1MrOO7qmUIXUyqTQ2dkZzZs3x759+zBx4kQABcNobNy4ETNmzABjDI6Ojli1ahXGjx/PrWdvb4/jx49jxowZWLt2LaysrLB582aZ4Wi2b9+OMWPGyPwy/Nj06dORnZ2NGTNmICkpCS4uLggODoaDgwO3zO7duzFlyhR07tyZG7x63bp1lbA3VMObZ/ew40c/7vXpvQXdYC6t+6LvuGVo0/1z5OZk4eiO75CdmQabem4YMeM3qAnfJ73nD63D7dBD3OtfFvYDAPjN3gG7hqVvYa3tnjyKkhl8evvmjQCADp27YerMgFLXc/b0cTRwagIra1tFh1hriJoW3HGv6TtZpjwreC/yHtwoXSV5uRA1dgf/s96AQA3sXQpyn95Fzo3zig63xnvw9Bn8F6zgXq/bsQ8A0KN9a3w7ZSwWT5+In/fsx/y1m5GWngFzEyNMGtoP/f4bvDoq+jkiHhXcbDhw6tcydR/YuAwWpnQ5DFEuHispe6nBjh8/jtmzZ+PevXsyg0ZX1Pz583Hx4kVcuHBBYXWWZPTo0UhJScGhQ4dKtfyey7Xy41ZJTc3jPr0QqTK2J1YqOwTyn9z2tfvGC1Vi2FT+04wU6fTtHIXU4+VS/S6PUjW1sqUQAHx8fPDo0SO8fv0a1tbWCqv3xIkT2LBhg8LqK05ISAi6d+8OiUQCHx/qniOEEFI90WPuVEetTQqBgm5cRbt27ZrC65SnRYsWCA8PBwDueciEEEIIIeVVq5PC6kxDQwOOjo7KDoMQQgipELr7WHVQUkgIIYQQpamddzaoJkoKCSGEEKI09EQT1VE7B0UihBBCCCEyqKWQEEIIIUpD3ceqg5JCQgghhCgN3WiiOqj7mBBCCCGEUEshIYQQQpSHBq9WHZQUEkIIIURp6JpC1UHdx4QQQgghhFoKCSGEEKI8jMYpVBmUFBJCCCFEaeiaQtVB3ceEEEIIIYRaCgkhhBCiPHSjieqgpLCW6XXzf8oOgfxH0KylskMgHwjfcUHZIZD/NGzfW9khkCpESaHqoKSQEEIIIUojpSeaqAy6ppAQQgghtc6lS5fQq1cvWFpagsfj4dChQzLzGWP47rvvYGFhAQ0NDXTp0gWPHj2SWSYpKQnDhw+Hrq4u9PX1MW7cOKSnp1fhu1AsSgoJIYQQojSMKWYqq4yMDLi4uGDjxo1y5y9fvhzr1q3Dpk2bcPXqVWhpacHb2xvZ2dncMsOHD0dERASCg4Nx7NgxXLp0CRMmTCjvrlA66j4mhBBCiNIo65rC7t27o3v37nLnMcawZs0azJs3D3369AEA/P777zAzM8OhQ4cwZMgQ3L9/HydPnsT169fRokULAMD69evRo0cPrFixApaWllX2XhSFWgoJIYQQUu1JJBKkpaXJTBKJpFx1RUdHIzY2Fl26dOHK9PT04O7ujrCwMABAWFgY9PX1uYQQALp06QI+n4+rV69W7M0oCSWFhBBCCFEaKVPMFBgYCD09PZkpMDCwXDHFxsYCAMzMzGTKzczMuHmxsbEwNTWVma+mpgZDQ0NumeqGuo8JIYQQojRMQXcfBwQEYObMmTJlYrFYIXXXFpQUEkIIIaTaE4vFCksCzc3NAQBxcXGwsLDgyuPi4tCsWTNumfj4eJn18vLykJSUxK1f3VD3MSGEEEKURll3H5fE3t4e5ubmOHv2LFeWlpaGq1evwtPTEwDg6emJlJQU3Lx5k1vm3LlzkEqlcHd3V2xAVYRaCgkhhBCiNFIl3X2cnp6Ox48fc6+jo6MRHh4OQ0ND2NjYYPr06fj+++9Rr1492Nvb49tvv4WlpSX69u0LAHByckK3bt0wfvx4bNq0Cbm5uZgyZQqGDBlSLe88BigpJIQQQkgtdOPGDXTs2JF7XXg9op+fH7Zv3445c+YgIyMDEyZMQEpKCtq2bYuTJ09CXV2dW2f37t2YMmUKOnfuDD6fD19fX6xbt67K34uiUFJICCGEEKVR1jiFHTp0ACth4zweD4sWLcKiRYuKXcbQ0BB79uypjPCUotZeU5iYmAhTU1M8e/ZM2aGUy4ULF8Dj8cDj8bimbEIIIaS6UcVrCmurWttSuGTJEvTp0wd2dnYy5du3b8eqVavw8OFD6OrqYuDAgTKPwLlz5w78/f1x/fp1mJiYYOrUqZgzZ06Zts3jyb/9fvny5Zg9ezaAgucpTp06FUePHuWapNeuXQttbW0AQOvWrRETE4Np06aVe3BOVSJq0Qlqjs7gG5iC5eUiP+Y5JJePgaUkyF1eo8/nULNzQtbRbch7eo8r15m2ssiyWSd2Iu9heGWFXuNsOXEJ527dx7PYtxCLhHCpa41pvl1hZ27MLSPJzcWqv07h1PV7yMnLh2cjB3w9vCeMdAuOz6iXsdh2MgThj18gJT0Tlkb6GNC+BYZ19lTW26qWzHx9YT7AF+L/7n7MevoULzdvQUpoKACAJxLBbvp0GHt1BV8kQsqVK3i67AfkJiVxddj/bxZ0XFyg6eCArOhnuD18uFLeS03wb+RD7D5yElFPn+NtciqWzfZH+1au3PzMrGz8tHs/Ll0PR+q7dFiaGmNgj87o79WBW+ZQ8EWcvnwVUdEvkJmVjdPb10FHS1MJ70Z1KOuaQlJUrUwKMzMzsWXLFpw6dUqmfNWqVVi5ciV+/PFHuLu7IyMjQ6YlMS0tDV5eXujSpQs2bdqEu3fvYuzYsdDX1y/Tsw5jYmJkXp84cQLjxo2Dr68vVzZ8+HDExMQgODgYubm5GDNmDCZMmMA1U4tEIpibm0NDQ6NGJIWCOg7IuR0KadwLgM+HuHUPaPabgIydPwJ5OTLLCl3blVhX1uk/kf/8AfeaSbIqJeaa6tbD5xjcsRUa29VBXr4UGw6eweQ1v+PAwinQEIsAACv2ncTlO4+wfOIgaGuoY9kfxzHr5z+xfe7nAID7z9/AUEcL34/1hbmhLm4/eYnvdx4Fn8fHkE7V8648ZciJj8fzDRuQ/eIlwOPBtKcPGq5cgdvDRyDr6VPYz5wBg7ZtEfVVAPLT01F3zmw0+HE57o37XKae+CNHod2kMbQc6ynpndQM2RIJ6tlao2fHtghY8VOR+et27MONe/ex4MtxsDAxxtXbEVixeTdMDPTxWctmBXXk5MCjWRN4NGuCn/ccqOJ3QEjJamVSGBQUBLFYDA8PD64sOTkZ8+bNw9GjR9G5c2euvGnTptz/d+/ejZycHGzduhUikQiNGzdGeHg4Vq1aVaak8OPxiw4fPoyOHTuibt26AFAjn6f4KVmHf5N5nR38J7QnLILA1Ar5b55y5XxjS4hc2yPzzzXQHr9AfmWSLLDMd5UYbc22cdpImdcLx/RD51nLEfn8Ddzq2+FdZjYOXf4XSz/3RauGBcfsQr++6D9/A+48fYmmda3Rt21zmTqsTAxx5+lLnPv3PiWFZZAcEiLz+sVPP8PM1xc6zk2QExcH0z598GjePKTduAEAeLxwEVz3/w3tJk2Qfq+gBT16RUHrubWBPiWFFeTp6gxPV+di5999+Bg9OrRG88YNAQB9u7bHoeCLiHwczSWFQ3y6AgBuRTworppah7p+VUetvKYwJCQEbm5uMmXBwcGQSqV4/fo1nJycYGVlhUGDBuHly5fcMmFhYWjXrh1EIhFX5u3tjaioKCQnJ5crlri4OBw/fhzjxo2T2U5Ne55imYkK7u5iksz3ZWpCqHcbDsmFAyUmfeKO/aE1YRE0B0+DWqNWlR1pjZeelQ0A0NPSAADcf/EGefn58HCqyy1jb2ECc0M93HnyUm4dBfVIoPtfHaQc+HwYeXWFQEMD7+7chZaTE/hCIVKuXuMWyXr+HJKYGOg0LT5xIZXHub4jLt+4jfjEZDDGcPPeA7yMiUMrl8bKDk2lSaWKmUjF1cqWwufPnxdpbXv69CmkUimWLl2KtWvXQk9PD/PmzUPXrl1x584diEQixMbGwt7eXma9wucixsbGwsDAoMyx7NixAzo6Oujfvz9XVhOfp1g2PKi374u8N9GQJr5/v+J2fZAf8xx5TyOKXVMSdgL5Lx+D5eVCzaY+1Dv2h0QoQu7ty1UReI0jlUqxYu9JNHOwgWOdgmM9MTUdQjUBdDRlEzwjXW0kpqXLrSf8yQucvn4P66bS9WxlpengAOdtW8EXiZCflYUHs2cjKzoaWvXrQ5qTg/x02X2ek5QEkZGRkqKt3WaOG4plv/yOPpNmQyAQgM/j4atJo+DaqL6yQyOkVGplUpiVlSUzzhBQ8McvNzcX69atg5eXFwDgjz/+gLm5Oc6fPw9vb+9KiWXr1q0YPnx4kXgUQSKRFLneMCcvD2I11f7YxR37g29kjsy/NnBlAvvGULN2RMaeVSWum3PtzPv/J7wGhCKI3DpSUlhOgX8cx+M38dg2Z2y563j8Og4zNv6BCb06wLOxowKjqx2ynj/H7WHDIdDWhlHnzqi3YAHuTZio7LCIHH+dOIeIh0+xfO4UWJgY4d/IR1i5eTeMDfTRqmkjZYensqj7WHWodnZQSYyNjYt09xY+27BRo/dfXBMTExgbG+PFixcACq4FjIuLk1mv8HV5nnMYEhKCqKgo7N27V6ZcUc9TDAwMxMKFC2XKvvL2wNfdW5c51qoi7tAPavaNkPn3RrD0VK5czdoRPD0jaE/6XmZ5dR8/5L95iqz9P8utLz/2BcTuXoBAAOTnV2rsNc2yPccRcuchtsweCzMDPa7cSE8buXn5eJeZJdNamJiWzt19XOjJm3hMXLUDvp+5YbxP+yqLvSZheXnIfvUKAJDx4AG0GzWCxdAheHs6GHyRCAJtbZnWQpGhIXISE5UVbq2VLcnBpj0HsGy2P9q4FVyL7mhrjUfPXmDPkVOUFJaAkkLVUSuvKXR1dUVkZKRMWZs2bQAAUVFRXFlSUhLevn0LW1tbAAXPObx06RJyc3O5ZYKDg9GgQYNydR1v2bIFbm5ucHFxkSlX1PMUAwICkJqaKjPN6qq619iJO/SDmoMzMg/8DJaWJDMv58Y5ZO5eicw9q7gJACSXDiM7eK+86gAAAhNLsOxMSgjLgDGGZXuO41z4ffwyczTqGMse2042llATCHD1fjRX9iz2LWKTUtHUwZore/ImHhNWbkcvz2aY0q9LlcVf0/H4PPCFImTcvw9pbi70WrXk5qnb2kJsYYF3d+4qMcLaKT8/H3n5+eDzZYcc4/P5JQ6QTIgqqZUthd7e3ggICEBycjKXzNWvXx99+vTBtGnT8Ouvv0JXVxcBAQFo2LAh9xicYcOGYeHChRg3bhzmzp2Le/fuYe3atVi9enWZY0hLS8Nff/2FlSuLjqunqOcpisViiMVimbJ3Ktp1LO7YH8IGzZF1dCuQIwFPUwfAf8PJ5OeBZb6Te3MJe5fCJZAC+0bga+ogP/Y5d02hqGVn5Ny6WKXvpboL3HMcJ67dxeovhkJLXYS3qQX7XVtDHeoiIXQ01dG3rStW/nUSeloa0NIQ44c/gtC0rjWa1i1ICh+/jsOEVTvQupEDRnT15Org8/kw1NFS2nurbmz8/ZESGgpJbCwEmpow7tYNum5uiJw6FfkZGYg/fBj2M2YgLzUN+RkZ+H97dx5WVbU+cPx7OMwiIIMgMjigOFxHUFRueU0Np9KyQitHtPpdZ8vUMsHKzDRNy7RuOJVzOWQOZQ6lhhOKQyKaiiOgIoPMw1m/P8yTJ9BAwXP0vJ/n2c/jXnvttd/NFnhZa691ao4ZQ8bhI/qZxwC23t5Y2Ntj5eqKha0N9nVvvt+Wc+YMqrDQWLf2UMrOyeVi0l+jOJevXOXk2fM4OlTC092VZg3q8tnXq7CxtsLTzZVDx0+y6ZdoRvR7QX9OSmo6KWnp+nZOn7+Iva0tHm4uOFV2KHZNcyDrFJoO08wQKlijRo1o3rw5K1eu5NVX/3o3Z/HixYwaNYquXbtiYWFB27Zt2bx5M1ZWVgA4OTnx008/MWTIEAIDA3Fzc2PixIkGy9Hs2LGDdu3acfbs2WILY99u+fLlKKXo3bt3iccftc9T/CfWjW/21No/N8SgPOen5RTG7S9dI7oirBqHYPP404AGXfo18n79noJjZjJju5ys+uXm13vwxwsMyif178HTbW4u1PvGC52w0Gh4Y94K8gsLadPQn/EvdtXX/TnmOKk3stiw9wgb9h7Rl1dzdWbjlFEP4C4eDVYuVfCfFIm1mxtFmZlknfqD48OGkf7njOOzM2aidIqAj6beXLw6eg9npk41aKP2OxNwum21haZLlwAQ89TT5P1tzVRxdyfOJDAkcrp+f/ailQB0aduGd4YO5L2RrzJ36XdEzPqKjMwsPN1dea33Mzxz2+LVa7bsIGrVev3+/038CIAJ/x1A13YhD+ZGTEz59aSW/MEQovQ0ykz7tTds2MCYMWM4duwYFhblN4q+YMECPvjgA44fP65PJitS//79SUtLY+3ataWqf2PW6xUbkCg1bdMW/1xJPDCxrxfvtRfGUW/+3SeUiQfHpfFjFX6NzzaWTxoytIskhffLLN8pBOjatSuvvPIKly5dKtd2N27cyAcffFDhCeHOnTtxcHBgyZIlFXodIYQQoiLJZx+bDrMcPr5l5MiR5d7mqlWryr3NkgQFBREbGwug/zxkIYQQ4mEjC0+bDrNOCh9mdnZ2+PvLmm9CCCEebtLLZzrMdvhYCCGEEEL8RXoKhRBCCGE0siSN6ZCkUAghhBBGI8PHpkOGj4UQQgghhPQUCiGEEMJ4VLmNH8s6hfdLkkIhhBBCGI28U2g6ZPhYCCGEEEJIT6EQQgghjEcmmpgOSQqFEEIIYTQ6GT82GTJ8LIQQQgghpKdQCCGEEMYjw8emQ5JCIYQQQhiNJIWmQ5JCIYQQQhiNTrJCkyFJoZnZO+0nY4cg/hS44WljhyBu47t0gbFDEH/68WpDY4cg/tTb2AGIB0qSQiGEEEIYjdIZOwJxiySFQgghhDAaJcPHJkOWpBFCCCGEENJTKIQQQgjj0cnwscmQpFAIIYQQRiPDx6ZDho+FEEIIIYT0FAohhBDCeOSjj02HJIVCCCGEMBolWaHJkOFjIYQQQgghPYVCCCGEMB6ZZ2I6JCkUQgghhNHoZPjYZEhSKIQQQgijkSVpTIfZvlOYkpJC1apVSUhIMHYo92THjh1oNBo0Gg09evQwdjhCCCGEeMiZbU/h5MmT6d69OzVq1ABg4cKFDBgwoMS6ycnJVK1aFbiZjI0ePZrff/8dHx8fJkyYQP/+/ct07aSkJMaMGcOWLVu4ceMGAQEBvP322/Ts2VNf5/r16wwbNoz169djYWFBz549mTVrFg4ODgC0adOGxMRERowYQV5eXtm/ACamep8X8O4bhp23FwCZJ09z9pN5pGzfdfP4S8/h2aMLlf9VH8vKDuxo0IbCjBsGbVg6OxLw3lu4d2iL0um4sulnTk78kKLsnAd+Pw+zQ8dP8s33PxF/9hzXUtOZ+sb/0bZlM/3x7NxcPl+yml/2x5JxI4tqVd14ofMTPPtkW32dD7/8mv1H47h2PR07WxsaBdRmyEvPUqN6NWPc0kPtyLHfWbF6HadOnyHleiqT3nqTf7cONqhz7sJF/rfwa44cO05RURF+Pt5EjB+DR1V3fZ3fT8Qz/+ulnIg/hYWFBbVr1WDqpHewsbF50Lf00EqI389vm6O4nPA7melXCRv6GfWbd9AfV0qxfe2nHPx1FbnZGfj4N6db3whcPWoAkHrtIr9+P5ezJ/aQmX6Nys5Vadz6KR7r9hqWltZGuivjU/KJJibDLJPC7OxsoqKi+PHHH/VlYWFhdOrUyaBe//79yc3N1SeEZ8+epWvXrrz22mssWbKErVu3MmjQIKpVq0ZoaGipr9+3b1/S0tL4/vvvcXNzY+nSpbzwwgscOHCAZs1u/vJ96aWXSExMZMuWLRQUFDBgwABeeeUVli5dCoC1tTWenp7Y2dk9EklhXmIyf0z5hOyz59CgodrzT9MkajZ7Oz1P1snTWNjacm3Hbq7t2E2d8SNLbONfn07FpqobB198BY2lJQ1nvEf9jyI5NnTsg72Zh1xOXh51anjz1BMhjJs+t9jxWYtWEXPsBJHDwqnm7sq+I8eZ9tVS3FyceDyoKQD1avkR+u9gPNxcyMjM4qtV6xnx/iesnjMFrYXZDlDck5zcPGrXrEHnju2J+OCjYscvJyYxYuzbdO7Ynn4vhlHJ3p6E8xewtv4ryfj9RDzjI96n93PPMOyVcLRaLafPJqCRZ1EmBXk5ePjUo9m/e7JizrBix3dv+oq9P3/NM4M+xNnNm+1rZvH1x4MYMnkDVlY2XEs8i1I6uvWdhEtVP65cOsX6Re+Qn5dDaJj5/pzSyfCxyTDLpHDjxo3Y2NjQqlUrfZmdnR12dnb6/atXr7Jt2zaioqL0ZfPmzaNmzZp8/PHHANSvX59du3Yxc+bMMiWFv/32G3PnzqVly5YATJgwgZkzZxITE0OzZs2Ii4tj8+bN7N+/n6CgIAA+/fRTunTpwvTp0/Hy8rqv+zdF137+xWD/9Eef4t03DKfmjck6eZoLUd8AUKV1UInn2/vXxK3dv9nbJYwbR44DEP/OFJou/pyT700nP/lqxd7AI6RNs0a0adbojsePnjxNl7atCWwYAECPDo+zZsuvHP8jQZ8U9ujwuL6+V1U3Xu3Vgz5j3iXxyjW8PatWaPyPmuCg5gQHNb/j8aivlxIc2JxXB/TVl3lV8zSoM/erBTzzVBd6P/+svszHu3r5B/uIq9P4ceo0frzEY0op9mxZzONPvUa9Zu0BeGbQVKaNDOHEwZ9pFNyVOo0eo06jx/TnuFT1ISXpLPu3LzPrpFCYDrP8M3Hnzp0EBgbetc7ixYuxt7fnueee05dFR0fToUMHg3qhoaFER0eX6fpt2rRhxYoVXL9+HZ1Ox/Lly8nNzeU///mP/jrOzs76hBCgQ4cOWFhYsHfv3jJd66FkYYHH053Q2tmRHnO4VKc4BzahIC1DnxACXN+5B6XT4XSXBEeUXaO6tdkZc5gr11NRShFz7AQXEpMJbtygxPo5uXls2L4br6pueLi5POBoH206nY69B2Lwru7F2Inv0vPlAQx5fRy7ov/6OZGalk5c/CmcnZwYNuYtevYZyKhx73D09zgjRv7oSb16kcz0q9Rq0EZfZmtfGe9ajbl4OvaO5+Xm3MCuktMDiNB0KaXKZRP3zyx7Cs+dO/ePvW1RUVG8+OKLBr2HSUlJeHh4GNTz8PAgIyODnJwcg7p3s3LlSsLCwnB1dcXS0hJ7e3vWrFmDv7+//jq3hqxvsbS0xMXFhaSkpFJd42FUqV4dWqz7Bgsba4qysjk8eCRZp86U6lxrdzfyU1IMylRREYVp6Vi7u1VEuGbr9YG9+PCLb3j6tbFotRZYaCwY/2ofmjWoa1Dv2x93MOeb78jJy8PPy4PZE0ZiZWmWP3IqTFp6Ojk5uSz/dg0DXu7N4P592B9ziMgp0/h48iSaNGpIYlIyAIuWreC1gf2oXbMGW7b9wpgJkXw1Zybej+DIgzFkZtwcjXBwdDUor+ToRmb6tRLPSUk+x76t3/DkC29WeHymTJakMR1m2VOYk5ODra3tHY9HR0cTFxdHeHh4hVz/nXfeIS0tjZ9//pkDBw4wevRoXnjhBY4ePVqu18nLyyMjI8NgyzfhN3qzT59lb+hz7H/qJS5+vZKGM9+nUp1axg5L/M2qTds5duoM094cwsIPJzC873NMj1rKvtt6aQE6PdaSRR9NYG7kG/hU8+DtmV+Sl19gpKgfTbd+mbYJbsFzPZ7Cv1ZNej//LK1aBLJ+8813ptWf3/PdOj1Jpw5PUKd2Lf47eADe3l5s3rLNaLGbu4zUZL6ZOZgGQZ0IbPuCscMxO5GRkfoVPG5t9erV0x/Pzc1lyJAhuLq64uDgQM+ePUlOTjZixA+GWSaFbm5upKam3vH4V199RdOmTYsNMXt6ehb7T5GcnIyjo2OpewlPnz7NZ599xvz582nfvj1NmjQhIiKCoKAg5syZo7/OlStXDM4rLCzk+vXreHp6ltRsiaZMmYKTk5PBtvyG6b5bpwoKyUm4wI2jxzn94SxuHD+JT/jLpTo3/+o1rF0N/0LXaLVYOjuRf7Xkv9JF2eXm5zN32RpG9Huex4KaUMfPm+c7PUH7Ni1Yun6LQV0He3t8q3nQrEFdprz+GucuJ/HLvkNGivzR5ORYGa1Wi5+vj0G5r483V/78f+9SpQoAfj7eBnX8vP+qI+6fg+PNmd6ZGYYjFlkZ13BwMhytyEhNZuFHffGp3Yyn+r37wGI0VUqVz1ZWDRs2JDExUb/t2rVLf2zUqFGsX7+eVatW8csvv3D58mWeffbZu7T2aDDLpLBZs2YcP368xGOZmZmsXLmyxF7C1q1bs3XrVoOyLVu20Lp161JfOzs7GwCLv83602q16HQ6/XXS0tKIiYnRH9+2bRs6nY7gYMOlKO5m/PjxpKenG2y9Krv/84kmQmOhwcK6dMs0pMUcxsrZkcqN/nqvrUpISzQWFqQfKt8eWHNWVFhEYVERGo3GoFxroUF3l17oW+/85BcWVnSIZsXKyoqAOv5cuHjJoPzipct4uN/8Xvf0qIqriwsXL102rHM5kapVH56fB6auirs3Dk7unD3+1zvmuTmZXDxzBO/aTfVltxJCL7+G9Aj/oNjvAnOkdKpctrKytLTE09NTv7m53Uze09PTiYqKYsaMGTzxxBMEBgayYMECfvvtN/bs2VPet29SzPIFn9DQUMaPH09qaipV/vwr+pYVK1ZQWFjIyy8X76F67bXX+Oyzz3jzzTcZOHAg27ZtY+XKlWzYsKHU165Xrx7+/v68+uqrTJ8+HVdXV9auXcuWLVv44YcfgJuzmjt16sTgwYOZN28eBQUFDB06lF69epVp5rGNjU2xNcisNab5A6j2uBGkbN9F7qVEtA6V8OzRhSqtW3DopdcAsHZ3xdrdDbsavgA41KtDYWYWuZcTKUzLIPuPs1zbvov6H0VwYvx7aCwtCXj/LZK/3ywzj8soOzeXi0l/fc0uX7nGyYQLODrY4+nmSrMGdfnsm++wsbammrsrB4+fZNMvexje73kALiVf5effDhDcpAHOjg5cSUlj8dpN2Fhb06bZv4x1Ww+tnJwcLiX+9S5xUvIV/jhzlsoODnhUdSfs2e6899EMGv+rAU0b/Yv9Bw8Rve8AMz642QOl0WgIe7Y7i5auoFbNGvjXrMFP23Zw/uIlIsa9Yazbeijl5WZx/cp5/X7atYskno/DrpITzq5etOrYl19/mIeLRw2quFdn25rZVHauSr0/1zLMSE1m4dS+OLl68WTYWLJuXNe3VdlJEvT7lZeXV2yJtpJ+D95y6tQpvLy8sLW1pXXr1kyZMgVfX19iYmIoKCgwmFhar149fH19iY6ONli55FGjUWY6ZSc4OJiBAwfy6quvGpS3adOGmjVrsmTJkhLP27FjB6NGjeL48eN4e3vzzjvvGCxefWsR7Lt9WU+dOsW4cePYtWsXmZmZ+Pv788Ybb9CnTx99nevXrzN06FCDxatnz56tX7z6lv79+5OWlsbatWtLdd8/e5vmTNz60yfhEhKMTVV3Cm/c4EbcKc59Pp/rO2/+1V1r9P9Ra/R/i533+6gJJK5aB9xcvLre+2/j1qEt6HRc2fgz8ROnmOzi1YEbPjN2CCWK+T2eIZM+LlbepW1rJg4ZQEpaOp8vXcO+w8fJyMzC092F7h0ep3fXDmg0Gq5eT+ODLxZz4sw5bmRm4+LsSNP6dQh/rht+XqV//eFBy7Jz/edKRhB79BivvxVRrPzJJ/7D2FE318rbtGUry1at5mrKdXyqe9HvxTBCWrU0qL9s1WrWbdzMjRuZ1KpZg1f696FRw/oP5B7KaufVhsYOoURnT+xl0Uf9ipU3CenBM+Ef6hevjvllJbnZGfjWCaRrn4m4edYE4NCu1ayb/1aJbUfOP1Ghsd+r3iGaf650n4Z9klEu7bimzWDSpEkGZREREURGRharu2nTJjIzMwkICCAxMZFJkyZx6dIljh07xvr16xkwYECxBLNly5a0a9eOqVOnlku8pshsk8INGzYwZswYjh07Vq7d9xEREfzyyy/s2LGj3Nq8m0clKTRHppoUmitTTQrNkakmheboQSSFQ2ekl0s7Hw+xLVNP4e3S0tLw8/NjxowZ2NnZmW1SaJbDxwBdu3bl1KlTXLp0CR8fn38+oZQ2bdrEZ59V/C/7nTt30rlzZ/Ly8ujatWuFX08IIYSoCPfyPmBJSpsAlsTZ2Zm6devyxx9/0LFjR/Lz80lLS8PZ2VlfJzk5uUyTPR9GZpsUAowcObLc29y3b1+5t1mSoKAgYmNjAYoNKQshhBCi9DIzMzl9+jR9+vQhMDAQKysrtm7dSs+ePQGIj4/n/PnzZZpY+jAy66TwYWZnZ6df7FoIIYR4WBlj7eo33niDp556Cj8/Py5fvkxERARarZbevXvj5OREeHg4o0ePxsXFBUdHR4YNG0br1q0f6UkmIEmhEEIIIYyovIaPy+LixYv07t2blJQU3N3d+fe//82ePXtw/3Mpp5kzZ+oneebl5REaGsrnn3/+wON80CQpFEIIIYRZWb58+V2P29raMmfOHP2HSpgLSQqFEEIIYTRmugiKSZKkUAghhBBGozPGS4WiRKb58RZCCCGEEOKBkp5CIYQQQhiNDB+bDkkKhRBCCGE0xph9LEomw8dCCCGEEEJ6CoUQQghhPNJTaDokKRRCCCGE0ejknUKTIUmhEEIIIYxGegpNh7xTKIQQQgghpKdQCCGEEMYjS9KYDkkKzUxecr6xQxB/yrGtYuwQxG0iV3kaOwTxJ1u7DGOHIP7UO8Spwq8hn2hiOmT4WAghhBBCSE+hEEIIIYxHJpqYDkkKhRBCCGE08k6h6ZDhYyGEEEIIIT2FQgghhDAepdMZOwTxJ0kKhRBCCGE0MvvYdMjwsRBCCCGEkJ5CIYQQQhiPTDQxHZIUCiGEEMJoZEka0yFJoRBCCCGMRpJC0yHvFAohhBBCCOkpFEIIIYTx6JQsSWMqJCkUQgghhNHI8LHpMNukMCUlhfr167Nv3z5q1Khh7HDKLCEhgZo1awLQpEkTYmNjjRvQffJ9tTd+r/bGzq86AJnHT3Hq/c+5+uOvAPgMeoHqvbrh2KwhVo4O/OgWRGH6Df35Lo+3pPXWr0tse1fr50g/cLTib+IRcfjYcVas+Z6Tp8+Qcj2V994aw79btTSoc+7CRb5c9A2Hjx2nqEiHn483k8a/joe7OwCXEpOYt2AxR4+foKCgkBbNmzL8lYG4VHE2wh09ujq3tqPnE5XYsi+HFVuyAHi8mQ3BDW3x9dRiZ2PBsOkp5OTJL92K1rGFDd0fs2X7wTy+25ELgJuTBc+0taWWlxZLrYa4hAJWbc/lRrY8D2GazPadwsmTJ9O9e3eDhHD//v20b98eZ2dnqlSpQmhoKIcPHzY478iRIzz22GPY2tri4+PDRx99VOZrJycn079/f7y8vLC3t6dTp06cOnXKoE5ubi5DhgzB1dUVBwcHevbsSXJysv64j48PiYmJvP7662W+vinKvZjEibemsyv4WXa36knK9j0ErZ6DQwN/ALT2dlz9cSenP5xX4vmp0Yf42TvEYDsftZLsMxckISyj3Lw8atf0Y8Sr4SUev5SYxPBx7+BTvTozJ0/iq9nT6RPWE2srawBycnN5M+J9NGiY8X4En059j8LCQt5+/0N08skF5aZGNUseb27LheRCg3JrSw3HTuezcXeOkSIzP74eWkIaW3PxapG+zNoShvS0Ryn49NssZq7IRKvV8GoPezRGjNUUKZ0ql03cP7NMCrOzs4mKiiI8/K9fepmZmXTq1AlfX1/27t3Lrl27qFy5MqGhoRQUFACQkZHBk08+iZ+fHzExMUybNo3IyEi+/PLLUl9bKUWPHj04c+YM69at49ChQ/j5+dGhQweysrL09UaNGsX69etZtWoVv/zyC5cvX+bZZ5/VH9dqtXh6euLg4FAOXxHju7JhO1c3/0r2H+fIOpVA/MRPKMzMpkpwUwASZi/i9LT/kbr3cInnq4IC8pKv6bf8lDQ8nmrPhUWrH+BdPBqCA5sR/nJvHmsdXOLxqG+WERzYjNcG9KFO7ZpUr+ZJSHALqjg7AXAsLp6kK1cYO3IItWr4UauGH+NGDiH+jzMcOnLsQd7KI8vGCgZ1r8ziDZlk5xr+Mvx5fy6bonM4c6nwDmeL8mRtBf272LFsSzY5tz2LWtUtcXW04Jsfs7l8Tcflazq+3pyNr4eWur5aI0ZsepRS5bKJ+2eWSeHGjRuxsbGhVatW+rITJ05w/fp13n33XQICAmjYsCEREREkJydz7tw5AJYsWUJ+fj7z58+nYcOG9OrVi+HDhzNjxoxSX/vUqVPs2bOHuXPn0qJFCwICApg7dy45OTksW7YMgPT0dKKiopgxYwZPPPEEgYGBLFiwgN9++409e/aU7xfDFFlYUO2FLmgr2ZO659A9NeHx1BNYuzpzcdF35RycedPpdOw5cBBvLy/GRLzPM33C+b83xrNrzz59nZt/RGmwsrLSl1lbW6PRaDh6/IQRon70vNTJgaN/5BOXUGDsUMxe2BN2HDtTSPz5IoNySy0ooPC24sIiUApqVzfbN7eEiTPLpHDnzp0EBgYalAUEBODq6kpUVBT5+fnk5OQQFRVF/fr19UPM0dHRPP7441hbW+vPCw0NJT4+ntTU1FJdOy8vDwBbW1t9mYWFBTY2NuzatQuAmJgYCgoK6NChg75OvXr18PX1JTo6+p7u+WFQ+V91CU09SOesozSaM4mY54aQGXf6ntryGfAcV3/aRe6l5H+uLEotLT2dnJxcln23lpbNmzJt0gQea9WSiVOmE3vsdwAaBNTBztaGLxd+Q25eHjm5ucybvxidTkdKKb9PxJ21aGCNr6cl323P+ufKokIFBljh46Hl+125xY4lJBaRXwDdH7PFyvLmcPIzj9uitdDgWEkGkG+n0+nKZRP3zyyTwnPnzuHl5WVQVrlyZXbs2ME333yDnZ0dDg4ObN68mU2bNmFpefOvuqSkJDw8PAzOu7WflJRUqmvfSu7Gjx9Pamoq+fn5TJ06lYsXL5KYmKhvy9raGmdn52LXKu114GYCmpGRYbAVmPDU/8z4s+wM6sHukBc498UymsyfikP92mVux7a6B+5P/psLC76tgCjN260Prm8THMTz3bvhX6smLz73DK1bNGf9pi0AODs5ETH2daL3x9DlhT5069WPzKws6tSuiYVGfhnejyqVLejd0YGv1t0w6IESD56zg4ae/7Fl4cbsEp9FZo4i6ods/lXLko+HOTJtqCN2NhrOJxchI52G5J1C02GWfdg5OTkGPXW3ysLDwwkJCWHZsmUUFRUxffp0unbtyv79+7GzsyuXa1tZWbF69WrCw8NxcXFBq9XSoUMHOnfuXO7vREyZMoVJkyYZlPXWuPCS1q1cr1NeVEEB2afPA5Bx8HecgxpRY1hfjv03okztePfrSX5KGsnrt1VEmGbNybEyWq2WGj4+BuW+3t4GQ8MtmjVhyZefkZ6RgdZCi4NDJZ7tO4hqj3n8vUlRBn7VLHF0sOCdcGd9mdZCQx1fS54IsuW1D1Mk4XhAfD20OFayYOzLf73XrbXQUNtby+NNrRk5K4MT5wqZND+TSrYadEqRkwcfvFqZmHTT/eNcmDezTArd3NyKDfcuXbqUhIQEoqOjsbCw0JdVqVKFdevW0atXLzw9PQ1mAAP6fU9Pz1JfPzAwkNjYWNLT08nPz8fd3Z3g4GCCgoL0beXn55OWlmbQW5icnFym64wfP57Ro0cblG1zCbxDbRNkYYGFjfU/1/sbn37PcumbtahCedG+vFlZWVGvTm0uXLpkUH7x8mU8qhb/Y8PJ0RGAg4ePkpaeQZuWQQ8kzkdVXEIBE780/Nk1oJsDSSlFbIrOkYTwAYo/X8jkRTcMyl4OtSP5uo4t+/MMnkXWnxNQ6vpocbDXcPS0/Gy6nTLhESxzY5ZJYbNmzfjmm28MyrKzs7GwsEBz2/DWrf1b7yq0bt2at99+m4KCAv1L9Fu2bCEgIIAqVaqUOQ4np5uzNU+dOsWBAwd47733gJtJo5WVFVu3bqVnz54AxMfHc/78eVq3bl3q9m1sbLCxsTEos9KY5hsDAe+P5urmX8m5kIhl5Up49eqGa9uW7Otyc4a4jYcbNp5uVPL3BW6+f1iUmUXO+UQKUtP17bi2a4V9LR/Oz5eh43uVk5PDpcS/XlNITL7CH2fOUrmyAx7u7oQ98zTvTptJ44YNaNaoIfsOxvLbvhg++SBSf86mn7fj510dJydHjp84yWdfLeC5p7vi613dCHf06MjLV1y+ajhWmV9wc6jyVrljJQ1ODhZUdbn5ve5dVUtuvuJ6uk6fnIj7l1cAiSmGyUx+wc0E8FZ5q4ZWJF3XkZmtqOml5bn/2LI9Jp8rqZIE3U6Gfk2HWSaFoaGh+nf6biVzHTt2ZMyYMQwZMoRhw4ah0+n48MMPsbS0pF27dgC8+OKLTJo0ifDwcMaOHcuxY8eYNWsWM2fOLNP1V61ahbu7O76+vhw9epQRI0bQo0cPnnzySeBmshgeHs7o0aNxcXHB0dGRYcOG0bp1a4MZ048Sm6quNFkwFZtqVSlMv8GNo/Hs6xLOta2/AeD7Si/qThymr99mx1IADoeP4+LiNfpynwHPcf23g2TFn3mwN/AIif/jDKPejtTvfx61CIDQJ9oybuRQHmsdzKj/e4Wl367h0//Nx6e6F5PGvUGjBvX151y4dIn/LV7CjcxMPKtW5aXnn+X57t0e9K2Ypf80t+Ppx+31+2P7OgMwf/0NfjuSZ6SozFPVKhY8/W9b7G01XM/Q8ePePLYdzDd2WCZHkkLToVFmurhPcHAwAwcO5NVXX9WXbdmyhUmTJnHs2DEsLCxo1qwZkydPNkjEjhw5wpAhQ9i/fz9ubm4MGzaMsWPH6o/v2LGDdu3acfbs2Tt+Usrs2bOZNm0aycnJVKtWjb59+/LOO+8YzGrOzc3l9ddfZ9myZeTl5REaGsrnn39ebPg4MjKStWvXlvoTTTZYBZSqnqh4zY6tMnYI4jYTv/X650rigbC1s/rnSuKB+Gy0U4Vfo3P/I+XSzqaFjculHXNmlj2FABMnTmTMmDEMHjxY/w5hx44d6dix413Pa9y4MTt37rzj8bNnz+Lv70/16nceJhs+fDjDhw+/63VsbW2ZM2cOc+bMuWs9IYQQ4mGmk3cKTYbZJoVdu3bl1KlTXLp0CZ+/zaS8Hxs3buSDDz4wWLi3Ipw/f54GDRqQn59PgwYNKvRaQgghREWR4WPTYbZJIcDIkSPLvc1Vqx7MkKCXl5d+yPjvk0mEEEIIIcrKrJPCh5mlpSX+/v7GDkMIIYS4L0o+jcRkSFIohBBCCKOR4WPTYZqL1gkhhBBCiAdKegqFEEIIYTTyiSamQ5JCIYQQQhiNToaPTYYMHwshhBBCCOkpFEIIIYTxyOxj0yFJoRBCCCGMRmYfmw4ZPhZCCCGE0SilK5ftXsyZM4caNWpga2tLcHAw+/btK+e7e7hIUiiEEEIIs7NixQpGjx5NREQEBw8epEmTJoSGhnLlyhVjh2Y0khQKIYQQwmiUTpXLVlYzZsxg8ODBDBgwgAYNGjBv3jzs7e2ZP39+Bdzlw0GSQiGEEEIYjdLpymUri/z8fGJiYujQoYO+zMLCgg4dOhAdHV3et/jQkIkmQgghhHjo5eXlkZeXZ1BmY2ODjY1NsbrXrl2jqKgIDw8Pg3IPDw9OnDhRoXGaMkkKzUzXgnhjh3Df8vLymDJlCuPHjy/xm108OI/Ss/jqbWNHcH8epWfxsJNnUTa71rctl3YiIyOZNGmSQVlERASRkZHl0r450CilZC64eKhkZGTg5OREeno6jo6Oxg7HrMmzMB3yLEyHPAvjKEtPYX5+Pvb29nz77bf06NFDX96vXz/S0tJYt25dRYdrkuSdQiGEEEI89GxsbHB0dDTY7tRTa21tTWBgIFu3btWX6XQ6tm7dSuvWrR9UyCZHho+FEEIIYXZGjx5Nv379CAoKomXLlnzyySdkZWUxYMAAY4dmNJIUCiGEEMLshIWFcfXqVSZOnEhSUhJNmzZl8+bNxSafmBNJCsVDx8bGhoiICHmB2wTIszAd8ixMhzyLh8fQoUMZOnSoscMwGTLRRAghhBBCyEQTIYQQQgghSaEQQgghhECSQiGEEEIIgSSFQgghhBACSQqFCYiOjkar1dK1a1eD8oSEBDQaTbHt5ZdfNjgeGxtbYn1ra2v8/f15//33kflUd5aUlMSIESPw9/fH1tYWDw8PQkJCmDt3LtnZ2QAcPnyYp59+mqpVq2Jra0uNGjUICwvjypUrxMTEoNFo2LNnT4ntt2/fnmeffbbEZ3n7Jh9FVTpXr17l//7v//D19cXGxgZPT09CQ0PZvXs3ADVq1NB/TbVaLV5eXoSHh5OammrkyB89ZXkW9vb2NGrUiK+++srIUQtxZ7IkjTC6qKgohg0bRlRUFJcvX8bLy8vg+M8//0zDhg31+3Z2dndt71b9vLw8du3axaBBg6hWrRrh4eEVEv/D7MyZM4SEhODs7MwHH3xAo0aNsLGx4ejRo3z55ZdUr16d1q1b0759e7p168aPP/6Is7MzCQkJfP/992RlZREYGEiTJk2YP38+rVq1Mmg/ISGB7du3s379ej7//HN9+YoVK5g4cSLx8X99FreDg8MDu++HWc+ePcnPz2fRokXUqlWL5ORktm7dSkpKir7Ou+++y+DBgykqKuLkyZO88sorDB8+nK+//tqIkT96yvIssrOzWbVqFYMHD6Z69ep07tzZiJELcQdKCCO6ceOGcnBwUCdOnFBhYWFq8uTJ+mNnz55VgDp06FCJ5/79+J3qt2/fXv33v/+toDt4uIWGhipvb2+VmZlZ4nGdTqfWrFmjLC0tVUFBwR3bmT17tnJ0dFRZWVkG5REREcrLy0sVFhYalC9YsEA5OTndd/zmJjU1VQFqx44dd6zj5+enZs6caVD23nvvqQYNGlRwdOblXp+Fi4uLGjVqVAVHJ8S9keFjYVQrV66kXr16BAQE8PLLLzN//vxyHeo9cOAAMTExBAcHl1ubj4qUlBR++uknhgwZQqVKlUqso9Fo8PT0pLCwkDVr1tzx2bz00kvk5eXx7bff6suUUixatIj+/fuj1Wor5B7MjYODAw4ODqxdu5a8vLxSnXPp0iXWr18v3wPlrKzPQqfT8d1335Gamoq1tfUDiFCIe2DkpFSYuTZt2qhPPvlEKaVUQUGBcnNzU9u3b1dK/dXzZ2dnpypVqqTfDh48aHD87z2Ft+pbWVkpQL3yyivGuDWTt2fPHgWo1atXG5S7urrqv9ZvvvmmUkqpt956S1laWioXFxfVqVMn9dFHH6mkpCSD83r16qXatm2r39+6dasC1KlTp4pdW3oK7923336rqlSpomxtbVWbNm3U+PHj1eHDh/XH/fz8lLW1tapUqZKytbVVgAoODlapqanGC/oRVZZnYWlpqQDl4uJS4veEEKZAegqF0cTHx7Nv3z569+4NgKWlJWFhYURFRRnUW7FiBbGxsfqtQYMGd233Vv3Dhw+zcuVK1q1bx7hx4yrsPh41+/btIzY2Vv9eJsDkyZNJSkpi3rx5NGzYkHnz5lGvXj2OHj2qP2/gwIH8+uuvnD59GoD58+fTtm1b/P39jXIfj6qePXty+fJlvv/+ezp16sSOHTto3rw5Cxcu1NcZM2YMsbGxHDlyhK1btwLQtWtXioqKjBT1o6ksz2Lbtm0EBwczc+ZM+Z4QpsvYWakwX2PGjFGA0mq1+s3CwkLZ2dmptLS0cnuncMqUKcrS0lLl5ORU7A09ZK5du6Y0Go2aMmVKicfbtm2rRowYUeKxvLw81aBBA9W3b199WVFRkfLz81MTJkxQ6enpys7OTi1evLjE86WnsHyFh4crX19fpVTJ77FFR0crQG3ZssUI0ZmXuz2L8+fPKycnJ/X7778bKToh7k56CoVRFBYWsnjxYj7++GODXsDDhw/j5eXFsmXLyu1aWq2WwsJC8vPzy63NR4GrqysdO3bks88+Iysrq0znWltbU7t2bYPzLCwsGDBgAIsWLWLp0qVYW1vz3HPPlXfYogQNGjS46zO89U5nTk7OgwrJbN3tWfj4+BAWFsb48eMfcFRClI4sSSOM4ocffiA1NZXw8HCcnJwMjvXs2ZOoqCg6dep0T22npKSQlJREYWEhR48eZdasWbRr1w5HR8fyCP2R8vnnnxMSEkJQUBCRkZE0btwYCwsL9u/fz4kTJwgMDOSHH35g+fLl9OrVi7p166KUYv369WzcuJEFCxYYtDdgwADeffdd3nrrLXr37v2PyweJsklJSeH5559n4MCBNG7cmMqVK3PgwAE++ugjunfvrq9348YNkpKSUEpx4cIF3nzzTdzd3WnTpo0Ro3+0lPZZ/N2IESP417/+xYEDBwgKCnqAEQtRCsbuqhTmqVu3bqpLly4lHtu7d68C1OHDh+9p+PjWptVqlbe3txo8eLC6cuVKBd3Jw+/y5ctq6NChqmbNmsrKyko5ODioli1bqmnTpqmsrCx1+vRpNXjwYFW3bl1lZ2ennJ2dVYsWLdSCBQtKbO/JJ59UgNq3b98drynDx/cmNzdXjRs3TjVv3lw5OTkpe3t7FRAQoCZMmKCys7OVUjeHLG//PnB3d1ddunS54/eRuDelfRZ/H8pX6uZSUJ07d37AEQvxzzRKyUc9CCGEEEKYO3mnUAghhBBCSFIohBBCCCEkKRRCCCGEEEhSKIQQQgghkKRQCCGEEEIgSaEQQgghhECSQiGEEEIIgSSFQohyotFoWLt2rbHDKBf/+c9/GDlypLHDEEKIB0qSQiHEHfXv3x+NRoNGo8HKygoPDw86duzI/Pnz0el0BnUTExPp3LmzkSK9Nzt27ECj0ZCWlmZQvnr1at577737avuPP/5g4MCB+Pr6YmNjQ/Xq1Wnfvj1LliyhsLDwvtoWQoiKIEmhEOKuOnXqRGJiIgkJCWzatIl27doxYsQIunXrZpDceHp6YmNjY8RIy4+LiwuVK1e+5/P37dtH8+bNiYuLY86cORw7dowdO3YwaNAg5s6dy++//37HcwsKCu75ukIIcT8kKRRC3JWNjQ2enp5Ur16d5s2b89Zbb7Fu3To2bdrEwoUL9fX+Pnw8duxY6tati729PbVq1eKdd94plvC8//77VK1alcqVKzNo0CDGjRtH06ZN9cf79+9Pjx49mD59OtWqVcPV1ZUhQ4YYtJOamkrfvn2pUqUK9vb2dO7cmVOnTumPnzt3jqeeeooqVapQqVIlGjZsyMaNG0lISKBdu3YAVKlSBY1GQ//+/YHiw8d5eXmMHTsWHx8fbGxs8Pf3JyoqqsSvl1KK/v37U7duXXbv3s1TTz1FnTp1qFOnDr1792bXrl00btwYgISEBDQaDStWrKBt27bY2tqyZMkSdDod7777Lt7e3tjY2NC0aVM2b96sv0ZJPZyxsbFoNBoSEhIAWLhwIc7Ozqxdu5Y6depga2tLaGgoFy5cuOOzFkKYN0kKhRBl9sQTT9CkSRNWr159xzqVK1dm4cKFHD9+nFmzZvG///2PmTNn6o8vWbKEyZMnM3XqVGJiYvD19WXu3LnF2tm+fTunT59m+/btLFq0iIULFxoko/379+fAgQN8//33REdHo5SiS5cu+sRxyJAh5OXl8euvv3L06FGmTp2Kg4MDPj4+fPfddwDEx8eTmJjIrFmzSryXvn37smzZMmbPnk1cXBxffPEFDg4OJdaNjY0lLi6ON954AwuLkn/EajQag/1x48YxYsQI4uLiCA0NZdasWXz88cdMnz6dI0eOEBoaytNPP22Q7JZGdnY2kydPZvHixezevZu0tDR69epVpjaEEGZECSHEHfTr10917969xGNhYWGqfv36+n1ArVmz5o5tTZs2TQUGBur3g4OD1ZAhQwzqhISEqCZNmhhc38/PTxUWFurLnn/+eRUWFqaUUurkyZMKULt379Yfv3btmrKzs1MrV65USinVqFEjFRkZWWJM27dvV4BKTU01KG/btq0aMWKEUkqp+Ph4BagtW7bc8d5ut3z5cgWogwcP6suSk5NVpUqV9NucOXOUUkqdPXtWAeqTTz4xaMPLy0tNnjzZoKxFixbqv//97x3jPnTokALU2bNnlVJKLViwQAFqz549+jpxcXEKUHv37i3VvQghzIv0FAoh7olSqliP1+1WrFhBSEgInp6eODg4MGHCBM6fP68/Hh8fT8uWLQ3O+fs+QMOGDdFqtfr9atWqceXKFQDi4uKwtLQkODhYf9zV1ZWAgADi4uIAGD58OO+//z4hISFERERw5MiRMt1nbGwsWq2Wtm3blum827m6uhIbG0tsbCzOzs7k5+cbHA8KCtL/OyMjg8uXLxMSEmJQJyQkRH9PpWVpaUmLFi30+/Xq1cPZ2bnM7QghzIMkhUKIexIXF0fNmjVLPBYdHc1LL71Ely5d+OGHHzh06BBvv/12sWSoNKysrAz2NRpNsZnPdzNo0CDOnDlDnz59OHr0KEFBQXz66aelPt/Ozq7UdQHq1KkD3Ex6b9Fqtfj7++Pv74+lpWWxcypVqlSma9wallZK6ctkgooQ4n5JUiiEKLNt27Zx9OhRevbsWeLx3377DT8/P95++22CgoKoU6cO586dM6gTEBDA/v37Dcr+vv9P6tevT2FhIXv37tWXpaSkEB8fT4MGDfRlPj4+vPbaa6xevZrXX3+d//3vfwBYW1sDUFRUdMdrNGrUCJ1Oxy+//FKqmJo1a0a9evWYPn16mZLXWxwdHfHy8mL37t0G5bt379bfk7u7O3BzGaBbYmNji7VVWFjIgQMH9Pvx8fGkpaVRv379MsclhHj0Ff+TVQghbpOXl0dSUhJFRUUkJyezefNmpkyZQrdu3ejbt2+J59SpU4fz58+zfPlyWrRowYYNG1izZo1BnWHDhjF48GCCgoJo06YNK1as4MiRI9SqVavUsdWpU4fu3bszePBgvvjiCypXrsy4ceOoXr063bt3B2DkyJF07tyZunXrkpqayvbt2/VJkZ+fHxqNhh9++IEuXbpgZ2dXbAJJjRo16NevHwMHDmT27Nk0adKEc+fOceXKFV544YViMWk0GhYsWEDHjh0JCQlh/Pjx1K9fn4KCAn799VeuXr1qMBxekjFjxhAREUHt2rVp2rQpCxYsIDY2liVLlgDg7++Pj48PkZGRTJ48mZMnT/Lxxx8Xa8fKyophw4Yxe/ZsLC0tGTp0KK1atSpxmF4IIWSiiRDijvr166cABShLS0vl7u6uOnTooObPn6+KiooM6vK3iSZjxoxRrq6uysHBQYWFhamZM2cqJycng3Peffdd5ebmphwcHNTAgQPV8OHDVatWrQyu//eJLiNGjFBt27bV71+/fl316dNHOTk5KTs7OxUaGqpOnjypPz506FBVu3ZtZWNjo9zd3VWfPn3UtWvXDGLw9PRUGo1G9evXTyllONFEKaVycnLUqFGjVLVq1ZS1tbXy9/dX8+fPv+vXLj4+XvXr1095e3srS0tL5eTkpB5//HH1xRdfqIKCAqXUXxNNDh06ZHBuUVGRioyMVNWrV1dWVlaqSZMmatOmTQZ1du3apRo1aqRsbW3VY489platWlVsoomTk5P67rvvVK1atZSNjY3q0KGDOnfu3F3jFkKYL41St72UIoQQRtSxY0c8PT35+uuvjR3KQ2/hwoWMHDmy2Ke1CCHEncjwsRDCKLKzs5k3bx6hoaFotVqWLVvGzz//zJYtW4wdmhBCmCVJCoUQRqHRaNi4cSOTJ08mNzeXgIAAvvvuOzp06GDs0IQQwizJ8LEQQgghhJAlaYQQQgghhCSFQgghhBACSQqFEEIIIQSSFAohhBBCCCQpFEIIIYQQSFIohBBCCCGQpFAIIYQQQiBJoRBCCCGEQJJCIYQQQggB/D87MN9fvtbrWgAAAABJRU5ErkJggg==", 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" ] @@ -133,24 +137,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Chi-Square Statistic: 1054.3796287658074\n", - "P-value: 2.4773868106437145e-207\n", - "Chi-Square Statistic for SB in 60-70 vs others: 49.305576225492736\n", - "P-value for SB in 60-70 vs others: 2.1903897342655923e-12\n" + "Chi-Square Statistic: 1043.5644539016944\n", + "P-value: 4.935370162055676e-205\n", + "Chi-Square Statistic for SB in 60-70 vs others: 32.94855579340837\n", + "P-value for SB in 60-70 vs others: 9.463001659861763e-09\n" ] } ], "source": [ "# Change from group to category\n", - "age_categories = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]\n", - "df_dgc['age_group'] = pd.cut(df_dgc['age'], bins=age_categories)\n", "corr_matrix_age_diag= pd.crosstab(df_dgc['age_group'], df_dgc['diag'])\n", "\n", "# Chi-square test\n", @@ -177,9 +179,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Chi-Square Statistic: 1043.5644539016944\n", + "P-value: 4.935370162055676e-205\n", + "Chi-Square Statistic for AFIB in 70-80 vs others: 120.60329273774582\n", + "P-value for AFIB in 70-80 vs others: 4.667227334873944e-28\n" + ] + } + ], "source": [ "# Change from group to category\n", "age_categories = [0, 10, 20, 30, 40, 50, 60, 70, 80, 90]\n", diff --git a/scripts/__pycache__/data_helper.cpython-310.pyc b/scripts/__pycache__/data_helper.cpython-310.pyc index 45724f2..b23df93 100644 Binary files a/scripts/__pycache__/data_helper.cpython-310.pyc and b/scripts/__pycache__/data_helper.cpython-310.pyc differ