diff --git a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb index 14021d1..ff62186 100644 --- a/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb +++ b/plotting_rbfes_with_cinnabar/PlottingFreeEnergiesUsingCinnabar.ipynb @@ -22,7 +22,7 @@ "from pprint import pprint\n", "import cinnabar\n", "from cinnabar import plotting as cinnabar_plotting\n", - "from cinnabar.wrangle import FEMap" + "from cinnabar import femap, stats" ] }, { @@ -228,13 +228,21 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "86c004bc-bc58-4a55-92e2-151beb994d65", "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hannahbaumann/cinnabar/cinnabar/femap.py:21: UserWarning: Assuming kcal/mol units on measurements\n", + " warnings.warn(\"Assuming kcal/mol units on measurements\")\n" + ] + }, { "data": { - "image/png": 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", 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UNGrUCAkJCZnGMDExyfD1l5L9ZduXL19CTU0t03ZZrVTYt28f5s6di82bN2P69OnQ09ND+/btsXjx4vTtzczMULp06e9+z4IgfHebbzEyMoK1tTUAoEWLFqhatSp+/vlnyGQytG/fPk9jExERKSN+FE5ERJQD06ZNg46ODqZMmZLrMUxMTBAbG5vp8WfPnmX4+s8//8Qff/yBJUuWYPjw4XBwcICNjU2mop7TuZOTkzOcd5/V3ABQsmRJrFy5EtHR0Xjw4AEWLFiAw4cPZ7jY4OzZs6Gurv7df1WrVs115qw0bNgQALK8sCARERHxyD4REVGOmJiYYOLEiZg6dSri4+NzNYa9vT2WLl2Kv/76K8NSfh8fnwzbfTka/t8l8Bs2bMjVvEDaUfHFixdj9+7d6efsA8CePXu++boKFSpg2LBhOHnyJMLCwtIfL6xl/P/15XSEatWq5eu4REREyoJln4iIKIdGjRqFtWvXIigoKNev37p1K1xcXDB79myYmppiz549uHnzJoD/vy1djRo1ULVqVUyaNAlyuRzGxsbw9/fH8ePHc529TZs2aN68OSZMmID4+HhYW1sjLCwM3t7eGbZ7+/YtWrRogW7duqFGjRrQ19dHREQEgoOD0aFDh/TtzM3NYW5unuMcz58/R0hICADg+vXrAICgoCCUKlUKpUqVgr29PYC0DzbOnTuHNm3aoHz58oiPj8e5c+ewZs0a2NnZZbpgIBEREaVh2SciIsohHR0deHl5YcCAAbl6vbm5OUJCQjBq1CgMGjQIOjo6aN++PWbPno2ePXvC0NAQAKCurg5/f3+MHDkSAwcOhJqaGlq3bo0TJ07k+pZzKioq8PPzw5gxY7B48WIkJSWhSZMmCAwMRI0aNdK309LSgq2tLby9vREdHY3Pnz+jQoUKmDhxIiZMmJCruf/txo0b6NSpU4bHhgwZAiBt5cOZM2cAAHXr1kVAQAAmT56MFy9eQE1NDdWrV8eUKVMwZswYqKlxV4aIiCgrglwul0sdgoiIiNKWxO/duxcvX76EhoaG1HGIiIioCOPH4URERBKYPXs2zM3NUaVKFXz48AEBAQHYvHkzpk2bxqJPREREecayT0REJAF1dXUsWbIEjx8/RnJyMqpXr47ly5dj5MiRUkcjIiIiJcBl/ERERERERERKRkXqAERERERERESUv1j2iYiIviE6OhqCIKT/U1dXh4mJCWxsbDB69GjcuHFD6ogK48aNGxgyZAgaN24MXV1dCIKQflX9nJLL5WjevDkEQcCwYcOy3ObBgwfo06cPzM3NoampibJly6J9+/Z5+A6IiIiUB8s+ERFRNgwfPhwXLlxASEgIvL294eHhAT8/P9SvXx9LliyROp5CuHz5Mnx9fWFsbIxWrVrlaay1a9fizp07X33+zz//hJWVFf78808sXboUx48fx/Lly2FkZJSneYmIiJQFz9knIiL6hujoaFSuXBlLlizBuHHjMjyXkJCADh06IDg4GIGBgXBxcSnUbB8/foSOjk6hzvktqampUFFJO45w8OBBdOrUCadPn4aDg0OOxomOjkbdunWxc+dOdOjQAUOHDsWvv/6a/rxcLoelpSUAIDw8HJqamvn2PRARESkLHtknIiLKJW1tbWzZsiX9yvr/9uzZMwwcOBDlypWDhoYGKleujFmzZiE5OTnDdo8fP8ZPP/0EfX19GBoaonv37oiIiIAgCNi+fXv6dr169YKenh6uX7+ONm3aQF9fP/3oeVJSEubOnYsaNWpAU1MTpUqVQu/evfH8+fNMmfft25e+zF5PTw9OTk6IiorKl5/Hl6KfVwMGDICjo+NXl+SfPXsWV69exahRo1j0iYiIvoJln4iIKA/Mzc1hZWWF8+fPpxf5Z8+eoWHDhjh69ChmzJiBoKAg9O3bFwsWLED//v3TXxsfH48WLVrg9OnTWLRoEfbv3w9TU1N06dIly7mSkpLQrl07tGzZEjKZDLNmzUJqaipEUcTChQvRrVs3HDlyBAsXLsTx48fh4OCAhISE9NfPnz8fXbt2Ra1atbB//354e3vj/fv3aNasGf7666/07eRyOZKTk7P1L79t3rwZly5dynAk/7/Onj0LANDX14erqyu0tLSgp6cHNzc33Lx5M98zERERFUVqUgcgIiIq6ipWrIjw8HC8evUKpUuXhpeXF16/fo0bN26gQoUKAIBWrVpBW1sb48aNw/jx41GrVi3s2LEDd+7cQVBQEJydnQEAbdq0wcePH7Fhw4ZM83z+/BkzZsxA79690x/z8fFBcHAwDh06hA4dOqQ/Xr9+fdjY2GD79u0YPHgwHj16hJkzZ2LYsGFYvXp1+naOjo6oXr06Zs2ahX379gEAduzYkWGOb8nPswFjYmIwbtw4LF68GObm5t/cDgB69+6NTp064ciRI3j69CmmTZuGZs2a4dq1ayhTpky+5SIiIiqKWPaJiIjy6L+FNyAgAC1atIC5uXmGo98uLi4YN24cQkJCUKtWLYSEhEBfXz+96H/RtWvXLMs+AHTs2DHTXIaGhnB3d88wV4MGDWBmZoYzZ85g8ODBOHr0KJKTk9GjR48M22lpacHe3h6nT59Of8zd3R0RERE5/0Hk0aBBg1C/fv0Mqx+ykpqaCgBo3LgxNm/enP54nTp1YGFhgbVr12Lu3LkFmpWIiEjRsewTERHl0YMHD6CpqQljY2MAQGxsLPz9/aGurp7l9i9evAAAvHz5Eqamppmez+oxANDR0YGBgUGGx2JjY/HmzRtoaGh8c67Y2FgAgI2NTZbb/ft8e2NjY5QoUSLL7QrKwYMHERwcjNDQULx9+zbDc0lJSXjz5g10dXXTb30IAE5OThm2a9CgAcqUKYPIyMhCy01ERKSoWPaJiIjyICYmBleuXIG9vT3U1NL+rJYsWRL16tXDvHnzsnzNlyXqJiYmuHTpUqbnnz17luXrBEHI9FjJkiVhYmKC4ODgLF+jr6+fvh2QVqorVqz4ze9JimX8f/75J5KTk9GoUaNMz23atAmbNm3C77//Dg8PD9SrV++befLrQoFERERFGcs+ERFRLiUkJKBfv35ITk7GhAkT0h93c3NDYGAgqlat+s37vtvb22P//v0ICgrKcNs+Hx+fbGdwc3ODj48PUlJSYGtr+9XtnJycoKamhrt372Y6FeC/pFjG36tXryxv0deiRQt4eHhg5MiRqFOnDoC00yF0dHQQFBSE0aNHp28bGRmJZ8+eZfmBARERUXHDsk9ERJQNDx8+RHh4OFJTU/H27VtERUVh69atePDgAZYtW4Y2bdqkbzt79mwcP34cdnZ2GDFiBH788UckJiYiOjoagYGBWL9+PcqVK4eePXtixYoV+OWXXzB37lxUq1YNQUFBOHr0KIDs3cru559/xu7du+Hq6oqRI0eiYcOGUFdXx+PHj3H69GmIooj27dujUqVKmD17NqZOnYp79+7B2dkZRkZGiI2NxaVLl6Crq4tZs2YBSFtx8GWpfE58/PgRgYGBAIDw8HAAQEhICF68eAFdXd0MH2hUq1YNAHDnzh0AQKVKlVCpUqUsxy1btmyGDwIMDQ0xe/ZsjBs3Dr169ULXrl3x7NkzTJ8+HRUqVMCQIUNynJ2IiEjZsOwTERFlw5o1a7BmzRqoqqrCwMAAVapUgbu7O/r3749atWpl2LZMmTK4fPky5syZgyVLluDx48fQ19dH5cqV00s2AOjq6uLUqVMYNWoUJkyYAEEQ0KZNG/z2229wdXWFoaHhd3OpqqrCz88Pq1atgre3NxYsWAA1NTWUK1cO9vb2qFu3bvq2kydPRq1atbBq1Srs3bsXnz59gpmZGWxsbDBo0KA8/4zi4uLQqVOnDI95eXkBSLtjQXR0dPrjeb1t39ixY1GiRIn07+XLhQ4XLlyYfu0EIiKi4kyQ5+c9c4iIiCjP5s+fj2nTpuHhw4coV66c1HGIiIioCOKRfSIiIgn9+uuvAIAaNWrg8+fPOHXqFFavXo1ffvmFRZ+IiIhyjWWfiIhIQjo6OlixYgWio6Px6dMnVKhQARMnTsS0adOkjkZERERFGJfxExERERERESkZ3oiWiIiIiIiISMmw7BMREREREREpGZZ9IiIiIiIiIiXDsk9ERERERESkZFj2iYiIiIiIiJQMyz4RERERERGRkmHZJyIiIiIiIlIyLPtERERERERESoZln4iIiIiIiEjJsOwTERERERERKRmWfSIiIiIiIiIlw7JPREREREREpGRY9omIiIiIiIiUDMs+ERERERERkZJh2SciIiIiIiJSMiz7REREREREREqGZZ+IiIiIiIhIybDsExERERERESkZln0iIiIiIiIiJcOyT0RERERERKRkWPaJiIiIiIiIlAzLPhEREREREZGSYdknIiIiIiIiUjIs+0RERERERERKhmWfiIiIiIiISMmw7BMREREREREpGZZ9IiIiIiIiIiXDsk9ERERERESkZFj2iYiIiIiIiJQMyz4RERERERGRkmHZJyIiIiIiIlIyLPtERERERERESoZln4iIiIiIiEjJsOwTERERERERKRmWfSIiIiIiIiIlw7JPREREREREpGRY9omIiIiIiIiUDMs+ERERERERkZJh2SciIiIiIiJSMiz7REREREREREqGZZ+IiIiIiIhIybDsExERERERESkZln0iIiIiIiIiJcOyT0RERERERKRkWPaJiIiIiIiIlAzLPhEREREREZGSYdknIiIiIiIiUjIs+0RERERERERKhmWfiIiIiIiISMmw7BMREREREREpGZZ9IiIiIiIiIiXDsk9ERERERESkZFj2iYiIiIiIiJQMyz4RERERERGRkmHZJyIiIiIiIlIyLPtERERERERESoZln4iIiIiIiEjJsOwTERERERERKRmWfSIiIiIiIiIlw7JPREREREREpGRY9omIiIiIiIiUDMs+ERERERERkZJh2SciIiIiIiJSMiz7REREREREREqGZZ+IiIiIiIhIybDsExERERERESkZln0iIiIiIiIiJcOyT0RERERERKRkWPaJiIiIiIiIlAzLPhEREREREZGSYdknIiIiIiIiUjIs+0RERERERERKhmWfiIiIiIiISMmw7BMREREREREpGZZ9IiIiIiIiIiXDsk9ERERERESkZFj2iYiIiIiIiJQMyz4RERERERGRkmHZJyIiIiIiIlIyalIHICKiQpKSCrxOBJJSAA1VwEgLUOVnvkTFAt//RETFDss+EZEyi08Cwh8DV54Cj98Byan//5yaClDOALAqAzQqB+hqSJeTiPIf3/9ERMWaIJfL5VKHICKifJaSChy9CwTdBlLlwLd+0wsAVATApTrgVJVH+4iKOr7/iYgILPtERMrnVQLwWwTw5H3OX2uuDwyxAYy18z8XERU8vv+JiOh/+PEtEVE+2L59OwRBQHR0NACgV69eqFSpUuEHeZUALAkDnn0AADjIJsFBNin7r3/2Ie31rxLyLdLmzZshCAL09PQyPScIwlf/1ahRI98yEBUkvv+/7lvvfwD4/Pkzli9fjrp160JbWxuGhoaws7PD+fPn8y0DEVFxxXP2iYgKwPTp0zFy5MjCnTQlNe2I3vuktKW7AH5rNiRnY6TK017/WwQwuWmel/TGxMRg3LhxMDc3x9u3bzM9f+HChUyPXbx4EaNGjUL79u3zNDeRVPj+T/O9939KSgrat2+P0NBQTJgwAXZ2doiPj8eVK1cQHx+fp7mJiIhln4ioQFStWrXwJz16N9PS3VrGFXI+Tqo8bZyjdwHX6nmKNGjQIDRv3hzGxsY4ePBgpucbNWqU6bENGzZAEAT07ds3T3MTSYXv/zTfe/+vWbMGQUFBCAsLy/C7oG3btnmal4iI0nAZPxFRAchqGe+bN2/Qt29fGBsbQ09PD23btsW9e/cgCAK8vLxyNH5SUhLmzp2LGjVqQFNTE6VKlkLvsUPwPCHj0bP/LuONfhcLYZ0blkQdwqKog6i0qw+0N3aAg2wSbr2JweeUZEwK3w7zHT1Qon0DtHcXERcXl6ufwa5duxASEoLffvst2695//49Dhw4AHt7e1SrVi1X8xJJje//7L3/V61ahebNm2f5oR8REeUdyz4RUSFITU2Fu7s79uzZg4kTJ+L333+Hra0tnJ2dczWWKIpYuHAhunXrhiNHjmBhr7E4/igKDrLJSEj+9N0x1t44grCnf2Fts8HY7DAcN18/hnvgbPQ9swrPE95ia4uRWNy4N06cPIl+/frlOGNcXBxGjRqFhQsXoly5ctl+nY+PD+Lj43M1J5Gi4vs/s0ePHiE6Ohp169bFlClTYGpqCjU1NdSuXRs7duzI8ZxERJQZl/ETERWC4OBghIaGYt26dRg0aBAAwNHRERoaGpg8eXKOxtq/fz+Cg4Nx6NAhdOjQIe3BSG3Ud9aCzaHR2H7zJAbXcf3mGIYauvB1mQYVIe0z3xeJ7zAqbBNqGJWDzGV6+nY3U55jpf9+vHv3DgYGBtnOOGTIEPz4448YPHhwjr63LVu2wNDQEB07dszR64gUGd//mcXExAAAduzYgXLlyuHXX39FiRIlsGnTJvTq1QtJSUno379/tuckIqLMeGSfiKgQhISEAAA6d+6c4fGuXbvmeKyAgAAYGhrC3d0dycnJSP6UhOSHr9GgZBWY6RjhzJPr3x3DtYJ1+o4+ANQ0Kg8AaFvRJsN2NdVNAQAPHz7Mdr5Dhw7B398fmzZtgiAI2X7djRs3cPHiRXTv3h1aWlrZfh2RouP7P7PU1FQAQGJiIgIDA9GpUye0adMG+/fvh6WlJWbPnp3tOYmIKGs8sk9EVAhevnwJNTU1GBsbZ3jc1NQ0x2PFxsbizZs30NDQyPL5F4mZr3r9X8Za+hm+1lBJ+3NgrJnx9lgaUAWQtkOeHR8+fMDQoUMxfPhwmJub482bNwDSzjEG0s5bVldXh66ubqbXbtmyBQC4hJ+UDt//md//JiYmAIAaNWqgYsWK6WMIggAnJycsWLAAcXFxKF26dLbmJiKizFj2iYgKgYmJCZKTk/Hq1asMO/zPnj3L8VglS5aEiYkJgoOD0x54Hg9siUp/Xl9dO895c+vFixeIjY3FsmXLsGzZskzPGxkZQRRF+Pr6Zng8KSkJ3t7esLKyQoMGDQonLFEh4fs/zb/f/1WrVoWOjk6W48jlabcOVFHhAlQiorxg2SciKgT29vZYvHgx9u3bl+E8Vh8fnxyP5ebmBh8fH6SkpMDW1hZ48RHw/5CfcXPNzMwMp0+fzvT4woULERISgqCgIJQsWTLT835+fnjx4gWX7pJS4vs/8/tfTU0Noiji4MGDiI6OTr97gVwuR3BwMKpWrZrl7woiIso+ln0iokLg7OyMJk2aYOzYsXj37h2srKxw4cIF7Ny5E0DOjmD9/PPP2L17N1xdXTFy5Eg0tLKG+tNrePz2OU4/uQaxki3aV7HLn+Cq2T/nHgC0tLTg4OCQ6fHt27dDVVU1y+eAtCX82tra6NatWy5CEik2vv+zfv/PmTMHQUFBcHZ2hpeXFwwMDLB582b88ccf2L9/fx6CExERwLJPRFQoVFRU4O/vj7Fjx2LhwoVISkpCkyZNsGvXLjRq1AiGhobZHktVVRV+fn5YtWoVvL29sWDBAqilCiinYwJ78zqoa1Ipw/YCcrbDnoFRwS8JfvToEY4dO4ZffvkFJUqUKPD5iAob3/9Zq1q1Ks6dO4dJkyZhwIAB+Pz5Mxo0aAA/Pz+4ubkV6NxERMWBIP9yYhQRERW6PXv2oHv37ggLC4OdXR6Oxp28Bxz+G/jPb3SLAyNQ1cAMB52m5HxMAUCHmkCrKrnPRURfxfc/EREVJB7ZJyIqJHv37kVMTAzq1q0LFRUVhIeHY8mSJWjevHnedvQBoFE5wPcmkJK2t3/rTQzOPb2B6y+j8Ut1h9yNqSIAjcvnLRcRAeD7n4iICh/LPhFRIdHX14ePjw/mzp2L+Ph4lClTBr169cLcuXPTt0lOTv7mGCoqKlmf36urAbhUBwJuAQAWRB6A/4NL6PFjSwyp0zbHWeUA/igTjzLvX8FUJ+32YKmpqen3xv4aNTX+WSHKSlF6/wNIG09HPf1Lvv+JiIoeLuMnIlIQ0dHRqFy58je3mTlzJry8vLJ+MiUVWBAKPPsApObhV7uKgGfCB5T/rRuSU1NQsmRJWFtbIz4+HufOnfvmS+/fv59+VW0iyj5Fev/DTA+Y3BRQ/f8PFry8vDBr1qxvvpTvfyIixcKyT0SkIJKSknDt2rVvbmNubg5zc/Ovb/AqAVgSBrxPyt0Ov4oAGGjiw+B6KPVDBSQmJgIABEGAiooKUlJSoKenh1OnTkEQMl/4q169etDQ0Mj5vETFnCK9/zHODjDOeHG+J0+e4MmTJ998Od//RESKhWWfiEjZvEoAfosAnrzP+WvN9YEhNoCxNubPn49p06bh338mBEHAlClTMiw9JiIFksv3vxxyPFf/hFIzXCCY6BRQOCIiKkws+0REyiglFTh6Fwi6nXaE71u/6QWkHdFzqQ44VU1fuvvu3TuUK1cO79//f2moWLEibt++DXV19a8MRkSS+9/7P+XIPxBS5RAElSxvwCeXyyGoCICKgHmR++EVvgt16tXFmjVr0LRp00KPTURE+SuLq7wQEVGRp6oCuFYHFrZOu31WJUNA7T+/8tVU0h7vUBNY5Ji2/b/O0TUwMMCYMWPSLwqmo6ODBw8ewN3dHS9evCjUb4eIcuB/7//+L/dh5cNjELJ4/ycLqbj0/DYSXCoBixwRovsEyakp+OOPP9CsWTOIooh//vlHkvhERJQ/eGSfiKi4SJWnLfFNSgE0VNPOyVXJ6njf/3v9+jXKlSuHxMREnDlzBomJiejWrRu0tLSwf/9+NG7cuJDCE1FOfPr0CaVKlcL48eMxffp0IFWOKoZlsGT+InT8uRMexb9AhUoVsXv3bnTr1g3jx4/HihUrkJKSAiDtyvqpqamYOnUqZs+eLfF3Q0REucEj+0RExYWKAJTUSTsvv6TOd4s+ABgZGWHnzp3w8fFBs2bN4OjoiKioKFSoUAHNmzfHypUrwc+MiRTPmTNn8P79e3h4eKQ9oCLg/vtYvNFOBkrqoHzFCrCysoJMJgMAVKtWLcOt9ZKTk5Gamorr169LkJ6IiPIDyz4REX1Tx44d0alTp/Svy5UrhzNnzmDEiBEYPXo0OnXqhLdv30qYkIj+SyaToXLlyqhTp85XtxFFEUFBQfj06ROqV6+e6WKcS5cuxaFDhwojLhERFQCWfSIiyjF1dXUsW7YMhw4dwvHjx2FtbY0//vhD6lhEhLQL7/n5+UEUxSxvkfmFKIp4//49zpw5g2rVqqU/XrFiRcjlcujr60NFhbuKRERFFX+DExFRrnXo0AFXrlyBrq4uGjVqhK1bt0odiajYu3LlCmJiYiCK4je3q1u3LipVqgSZTIZy5cqhWbNmmDRpEm7duoUBAwZgzJgxuHv3biGlJiKi/MayT0REeVKtWjVcuHABv/zyC/r27Ys+ffrg48ePUsciKrZkMhmMjY2/e/s8QRAgiiL8/PwgCALOnj2LBQsWQENDA8uWLYOZmRl69OiRftE+IiIqWlj2iYgoz7S1tbFp0yZs374dPj4+aNy4MW7fvi11LKJiSSaToW3btlBTU/vutqIoIiYmBleuXMnwuJ6eHnbu3Inw8HAsXry4oKISEVEBYtknIqJ807NnT1y8eBGJiYmwsrLCwYMHpY5EVKzcu3cP169f/+4S/i+aNWsGIyMj+Pr6ZnrOzs4OEydOxMyZM3H16tX8DUpERAWOZZ+IiPJV3bp1ERERARcXF3Tq1AmjRo1CUlKS1LGIigWZTAZNTU04OTlla3s1NTW0bds2/RZ8/+Xl5YVatWrhl19+QWJiYn5GJSKiAsayT0RE+c7AwAA+Pj5YvXo1fvvtN9jb2+PRo0dSxyJSejKZDK1atYKenl62XyOKIv7880/cu3cv03MaGhrYtWsXbt++jWnTpuVnVCIiKmAs+0REVCAEQcDw4cNx7tw5xMTEwMLCAkePHpU6FpHSevnyJc6dOwcPD48cvc7JyQmamppfPbpfp04dzJs3D8uXL0dISEg+JCUiosLAsk9ERAXK1tYWUVFRsLGxgYuLC2bMmMGrexMVgCNHjkAul8Pd3T1Hr9PX10erVq2+WvYBYPTo0WjWrBl69uyJd+/e5TUqEREVApZ9IiIqcCYmJjhy5AjmzJmDefPmwcnJCXFxcVLHIlIqMpkMtra2MDMzy/FrRVHEuXPn8PLlyyyfV1VVxY4dO/Dq1SuMGjUqj0mJiKgwsOwTEVGhUFFRwdSpU3Hs2DFcv34dFhYWCA0NlToWkVJITEzE0aNHs30V/v9yd3dHamoqjhw58tVtKlWqhFWrVmHbtm3fXAVARESKgWWfiIgKVatWrRAVFYWqVavCwcEBy5Ytg1wulzoWUZF28uRJxMfH57rslylTBra2tt8t8b169YIoiujfvz9X5xARKTiWfSIiKnTm5uY4deoUxo4di3HjxqFDhw548+aN1LGIiiyZTIbq1aujRo0auR5DFEUcPXoUCQkJX91GEARs3LgRgiCgf//+/KCOiEiBsewTEZEk1NTUsGjRIshkMpw+fRpWVlaIioqSOhZRkZOamgo/Pz+IoghBEHI9jiiKiI+Px8mTJ7+5XenSpbFx40b4+flh27ZtuZ6PiIgKFss+ERFJql27doiMjIShoSEaN26MTZs28WghUQ5cvHgRsbGxuV7C/0XNmjVRrVq1bJ2PL4oievfujZEjR+L+/ft5mpeIiAoGyz4REUmuSpUqCAsLQ69evTBgwAD06tUL8fHxUsciKhJkMhlKlSqFxo0b52kcQRAgiiL8/f2Rmpr63e1XrlyJkiVLomfPnrydJhGRAmLZJyIihaClpYX169fD29sbBw8ehK2tLf755x+pYxEpPJlMBjc3N6iqquZ5LFEUERsbi4sXL353WwMDA+zYsQOhoaFYvnx5nucmIqL8xbJPREQK5ZdffsGlS5eQkpICa2tr7Nu3T+pIRArr1q1buHnzJjw8PPJlPDs7O5QsWTLbt9Zr3rw5xo4di2nTpuHatWv5koGIiPIHyz4RESmc2rVrIyIiAm5ubvj5558xfPhwfPr0SepYRApHJpNBW1sbrVu3zpfxVFVV4e7unu2yDwBz5szBDz/8AE9PT75PiYgUCMs+EREpJD09PezZswdr167Fhg0b0KxZMzx48EDqWEQKRSaToU2bNtDR0cm3MUVRxM2bN3Hr1q1sba+lpYVdu3bh77//hpeXV77lICKivGHZJyIihSUIAoYMGYKwsDDExcXBwsICgYGBUsciUghxcXE4f/58nq/C/1+Ojo7Q1tbO0dH9+vXrY/bs2Vi8eDHCwsLyNQ8REeUOyz4RESk8GxsbREZGokmTJmjbti2mTp2K5ORkqWMRSSogIACCIMDNzS1fx9XR0YGjo2OOyj4AjB8/Ho0aNUKPHj3w/v37fM1EREQ5x7JPRERFgrGxMWQyGRYsWICFCxeiTZs2ePbsmdSxiCQjk8lgZ2eHUqVK5fvYoiji/PnziIuLy/ZrVFVVsXPnTsTGxmLs2LH5nomIiHKGZZ+IiIoMFRUVTJo0CSdPnsRff/0FCwsLnD17VupYRIUuPj4ex44dy/cl/F98WS3g7++fo9dVrVoVy5cvx6ZNmxAQEFAQ0YiIKJtY9omIqMhxcHBAVFQUfvzxR7Rs2RKLFy9Gamqq1LGICs3x48eRmJhYYGW/dOnSsLOzy/FSfgDo378/2rZti379+uH58+cFkI6IiLKDZZ+IiIqkMmXK4MSJE5gwYQImTpwIDw8PvH79WupYRIVCJpOhZs2aqF69eoHNIYoijh8/jvj4+By9ThAEbN68GcnJyRg0aBDkcnkBJSQiom9h2ScioiJLTU0N8+fPh7+/P0JDQ2FpaYkrV65IHYuoQKWkpCAgIAAeHh4FOo+HhwcSExNx/PjxHL/WzMwMGzZswOHDh+Ht7V0A6YiI6HtY9omIqMhzc3NDZGQkSpYsCTs7O6xbt45HE0lpnT9/Hi9evCiwJfxfVK9eHTVr1szVUn4A6NixIzw9PTF8+HA8fPgwn9MREdH3sOwTEZFSqFSpEkJDQ9GvXz8MGTIEv/zyCz58+CB1LKJ8J5PJUKZMGdjY2BT4XKIoIiAgACkpKbl6/Zo1a1CiRAn06tWL19UgIipkLPtERKQ0NDU1sXbtWuzZswcymQwNGzbEX3/9JXUsonwjl8shk8ng7u4OFZWC340TRREvXrzA+fPnc/X6EiVKYPv27Th9+jRWr16dz+mIiOhbWPaJiEjpdO3aFRERERAEATY2NtizZ4/UkYjyxd9//407d+4U+BL+Lxo2bAgzM7NcL+UHgJYtW2LUqFGYNGkSP3wjIipELPtERKSUatasiUuXLqFDhw7o3r07hgwZgk+fPkkdiyhPZDIZdHV10bJly0KZT0VFBe7u7vD19c3TdTDmz5+PKlWqwNPTE0lJSfmYkIiIvoZln4iIlJauri527tyJDRs2YMuWLWjSpAnu378vdSyiXPP19YWzszO0tLQKbU5RFHH37t08HZXX1taGt7c3rl27hjlz5uRjOiIi+hqWfSIiUmqCIGDAgAG4cOECXr16BUtLS/j7+0sdiyjHnjx5gkuXLhXaEv4vWrVqBV1d3Twt5QcAKysrzJgxA/Pnz0d4eHg+pSMioq9h2SciomLB0tISV65cQfPmzdGuXTtMmjQJycnJUsciyjZ/f3+oqqqibdu2hTqvlpYWnJyc8lz2AWDy5MmwsbGBp6cn4uPj8yEdERF9Dcs+EREVG0ZGRvD19cXixYuxdOlStGrVCk+fPpU6FlG2yGQyNG/eHMbGxoU+t4eHBy5duoQnT57kaRw1NTXs3LkTMTExGD9+fD6lIyKirLDsExFRsSIIAsaPH4/Tp0/j9u3bsLCwwOnTp6WORfRN79+/x8mTJwt9Cf8Xbdu2haqqar6cAvPDDz9g6dKlWLduHYKDg/MhHRERZYVln4iIiqVmzZohKioKtWvXRuvWrTF//nykpqZKHYsoS0ePHkVSUpJkZd/Y2BjNmjXLl6X8ADB48GA4OTmhT58+ePnyZb6MSUREGbHsExFRsWVqaopjx45hypQpmDp1Ktzd3Vk8SCHJZDLUq1cPlSpVkiyDKIo4efIk3r9/n+exBEHA1q1bkZiYiKFDh+ZDOiIi+i+WfSIiKtZUVVUxZ84cBAYGIjw8HJaWlrh06ZLUsYjSff78GUeOHJHsqP4XoigiKSkJR48ezZfxzM3NsW7dOuzbtw979+7NlzGJiOj/sewTEREBcHFxQVRUFMqUKYOmTZvi119/hVwulzoWEUJDQ/H69WvJy37lypVRt27dfFvKDwBdunTBzz//jCFDhuDx48f5Ni4REbHsExERpatQoQLOnj2LwYMHY/jw4ejatWu+LFkmygtfX1+UK1cOlpaWUkeBKIoICAjA58+f823MtWvXQkdHB3369OF1M4iI8hHLPhER0b9oaGhg1apV2L9/P44cOQIbGxv8+eefUseiYkoul0Mmk6Fdu3YQBEHqOBBFEW/evMG5c+fybUxjY2Ns27YNx48fx2+//ZZv4xIRFXcs+0RERFno1KkTLl++DHV1dTRs2BDe3t5SR6Ji6Nq1a3jw4IHkS/i/sLKyQtmyZfN1KT8AtGnTBkOHDsWECRPwzz//5OvYRETFFcs+ERHRV/z444+4ePEiOnfujB49emDAgAFITEyUOhYVIzKZDAYGBnBwcJA6CoC0q+iLogiZTJbv17RYvHgxypcvD09Pz3w9TYCIqLhi2SciIvoGHR0dbNu2DZs3b8bOnTthZ2eHu3fvSh2LigmZTAZXV1doaGhIHSWdKIp48OABrl27lq/j6ujowNvbG5GRkZg/f36+jk1EVByx7BMREX2HIAjo27cvwsPD8e7dO1hZWcHX11fqWKTkHj16hMjISIVZwv+Fg4MDDAwM8n0pPwA0bNgQU6dOxZw5cxAREZHv4xMRFScs+0RERNnUoEEDXLlyBS1btkT79u0xbtw4LjemAuPn5wd1dXW4uLhIHSUDDQ0NuLi4FEjZB4Bp06bBwsICnp6eSEhIKJA5iIiKA5Z9IiKiHChRogQOHTqE5cuXY9WqVWjRogViYmKkjkVKSCaTwcHBASVKlJA6SiaiKCIyMhKPHj3K97HV1dWxc+dOPHjwAJMmTcr38YmIiguWfSIiohwSBAGjR49GSEgIoqOjYWFhgRMnTkgdi5TImzdvcPr0aYVbwv+Fi4sL1NTU4OfnVyDj16xZEwsXLsTq1av53iIiyiWWfSIiolyys7NDVFQUGjRogDZt2mDOnDlITU2VOhYpgaCgICQnJ6Ndu3ZSR8mSoaEhHBwcCvTaFcOHD0erVq3Qu3dvvHnzpsDmISJSViz7REREeVCqVCkEBQVh5syZmDlzJlxdXfHixQupY1ERJ5PJYGlpifLly0sd5atEUcSZM2cKrIirqKhg27ZteP/+PYYNG1YgcxARKTOWfSIiojxSVVXFzJkzERwcjCtXrsDCwgLh4eFSx6IiKikpCUFBQQq7hP+Ldu3aITk5GUFBQQU2R/ny5fHrr79i9+7dOHDgQIHNQ0SkjFj2iYiI8kmbNm0QFRWF8uXLo1mzZli1ahXkcrnUsaiIOXPmDN69ewcPDw+po3xThQoVYGlpWWBX5f+ie/fu+OmnnzBo0CA8ffq0QOciIlImLPtERET5qFy5cggJCcHw4cMxatQodO7cGe/evZM6FhUhMpkMlSpVQt26daWO8l2iKCIoKAhJSUkFNocgCFi/fj00NDTQt29ffoBGRJRNLPtERET5TF1dHcuXL8fBgwdx7NgxWFtb49q1a1LHoiJALpfDz88PoihCEASp43yXKIp49+4dzpw5U6DzmJiYYOvWrQgKCsKGDRsKdC4iImXBsk9ERFRAOnbsiCtXrkBHRwe2trbYtm2b1JFIwUVGRuLx48cKf77+F/Xq1UPFihULfCk/kHa7v4EDB2Ls2LG4c+dOgc9HRFTUsewTEREVoGrVquHChQvo3r07+vTpg759+yIhIUHqWKSgZDIZjIyM0KxZM6mjZIsgCBBFEX5+foWyvH7p0qUoU6YMevTogeTk5AKfj4ioKGPZJyIiKmDa2trYvHkztm3bhr1796JRo0a4ffu21LFIAclkMrRt2xZqampSR8k2URTx+PFjREZGFvhcenp62LlzJy5evIjFixcX+HxEREUZyz4REVEh6dWrFy5evIiEhARYWVnh0KFDUkciBXL//n1cu3atyCzh/6JZs2YwNDSEr69vocxnZ2eHiRMnYubMmYiKiiqUOYmIiiKWfSIiokJUt25dXL58Gc7Ozvjpp58wevToAr2SORUdMpkMGhoacHJykjpKjqirq6Nt27aFct7+F15eXqhTpw5++eUXJCYmFtq8RERFCcs+ERFRITMwMMC+ffuwatUqrF27Fg4ODnj06JHUsUhiMpkMrVq1gr6+vtRRckwURVy/fh33798vlPk0NDTg7e2NO3fuYOrUqYUyJxFRUcOyT0REJAFBEDBixAicPXsWjx8/hoWFBY4ePSp1LJLIq1evcO7cuSK3hP8LZ2dnaGhoFOrR/Tp16mD+/PlYsWJFgd/6j4ioKGLZJyIiklCjRo0QGRkJa2truLi4wMvLCykpKVLHokJ25MgRpKSkoF27dlJHyRV9fX20atWqUMs+AIwePRrNmzdHz5498fbt20Kdm4hI0bHsExERSaxkyZIIDAzE7NmzMXv2bDg7OyMuLk7qWFSIZDIZbG1tUaZMGamj5Jooijh37hxevXpVaHOqqKhgx44deP36NUaOHFlo8xIRFQUs+0RERApARUUF06ZNw/Hjx3Ht2jVYWFggLCxM6lhUCBITExEcHFxkl/B/4e7ujpSUFBw5cqRQ561YsSJWr16NHTt24Pfffy/UuYmIFBnLPhERkQJp1aoVoqKiUKVKFdjb22PZsmWQy+VSx6ICdOrUKcTHxxf5sm9ubo6GDRsW+lJ+AOjZsyc8PDwwYMAAxMbGFvr8RESKiGWfiIhIwZibm+PUqVMYM2YMxo0bh44dO+LNmzdSx6ICIpPJUK1aNdSsWVPqKHkmiiKCg4ML/XZ4giBgw4YNUFFRQf/+/fkBGRERWPaJiIgUkrq6OhYvXgxfX1+cOnUK1tbWuHr1qtSxKJ+lpqbCz88PoihCEASp4+SZKIqIj4/HqVOnCn3u0qVLY9OmTfD398fWrVsLfX4iIkXDsk9ERKTARFFEZGQkDAwM0KhRI2zevJlHLZXIpUuX8OzZsyK/hP+LWrVqoWrVqvD19ZVk/nbt2qFPnz4YNWoU7t27J0kGIiJFwbJPRESk4KpUqYLz58+jZ8+e6N+/P3r37o2PHz9KHYvygUwmQ8mSJWFnZyd1lHwhCAJEUYS/vz9SU1MlybBixQqULFkSPXv25G0siahYY9knIiIqArS0tLBhwwbs3LkTBw4cgK2tLf755x+pY1EeyWQyuLm5QVVVVeoo+UYURTx79gyXLl2SZH4DAwPs3LkTYWFhWLZsmSQZiIgUAcs+ERFREeLp6YlLly7h8+fPsLa2xv79+6WORLl0+/Zt/P333/Dw8JA6Sr6ys7NDyZIlJbkq/xfNmjXDuHHjMH36dFy7dk2yHEREUmLZJyIiKmJq166NiIgIuLm5oUuXLhgxYgSSkpKkjkU5JJPJoK2tDUdHR6mj5Cs1NTW4ublJWvYBYM6cOfjxxx/xyy+/4NOnT5JmISKSAss+ERFREaSvr489e/bg119/xfr169GsWTM8ePBA6liUAzKZDI6OjtDR0ZE6Sr4TRRF///03bt++LVkGTU1NeHt74+bNm5gxY4ZkOYiIpMKyT0REVEQJgoChQ4ciLCwMsbGxsLS0RFBQkNSxKBueP3+O8+fPK81V+P/L0dERWlpakh/dr1+/PubMmYMlS5YgNDRU0ixERIWNZZ+IiKiIs7GxQWRkJBo3bgxXV1dMmzaNVyFXcAEBAZDL5XBzc5M6SoHQ1dWFo6Oj5GUfAMaNGwc7Ozv06NED79+/lzoOEVGhYdknIiJSAsbGxvDz88OCBQuwYMECtGnTBrGxsVLHoq+QyWSws7ND6dKlpY5SYERRxPnz5xEXFydpDlVVVezYsQNxcXEYM2aMpFmIiAoTyz4REZGSUFFRwaRJk3Dy5EncuHEDFhYWOHv2rNSx6D8+fvyIY8eOKe0S/i/c3Nwgl8sREBAgdRRUrVoVK1aswObNm+Hv7y91HCKiQsGyT0REpGQcHBwQFRWFH374AS1btsTixYshl8uljkX/c/z4cSQkJCh92Tc1NUXjxo0VYik/APTr1w9ubm7o168fnj9/LnUcIqICx7JPRESkhMqUKYMTJ05g/PjxmDhxIjw8PPD69WupYxHSlvDXqFEDP/zwg9RRCpwoijh+/Dg+fvwodRQIgoBNmzYhJSUFAwcO5AdgRKT0WPaJiIiUlJqaGhYsWAB/f3+cPXsWVlZWuHLlitSxirWUlBQEBATAw8ND6iiFwsPDAwkJCTh+/LjUUQAAZmZm2LhxI37//Xfs3LlT6jhERAWKZZ+IiEjJubm5ITIyEsbGxrCzs8OGDRt4VFMiFy5cwPPnz5V+Cf8XP/zwA2rUqKEwS/kBoEOHDujRoweGDx+OBw8eSB2HiKjAsOwTEREVA5UrV0ZYWBj69euHQYMGwdPTEx8+fJA6VrEjk8lgZmaGhg0bSh2l0IiiiICAAIW6HeTq1athZGSEXr16ITU1Veo4REQFgmWfiIiomNDU1MTatWuxZ88e+Pr6omHDhvj777+ljlVsyOVyyGQyuLu7Q0Wl+OyCiaKI58+f48KFC1JHSVeiRAls374dZ86cwcqVK6WOQ0RUIIrPXxoiIiICAHTt2hUREREQBAE2NjbYs2eP1JGKhZs3b+L27dvFZgn/F7a2tjA1NVWopfwA0KJFC4waNQpTpkzBjRs3pI5DRJTvWPaJiIiKoZo1a+LSpUvw8PBA9+7dMWTIEHz69EnqWEpNJpNBV1cXrVq1kjpKoVJRUYG7uzt8fX0V7loR8+fPR5UqVeDp6YmkpCSp4xAR5SuWfSIiomJKV1cX3t7eWL9+PbZs2YKmTZsiOjpa6lhKy9fXF05OTtDS0pI6SqETRRF37txRuNNGtLW1sWvXLly/fh2zZ8+WOg4RUb5i2SciIirGBEHAwIEDcf78ebx8+RKWlpYICAiQOpbSefr0KS5evFjslvB/0apVK+jo6CjcUn4AsLS0xMyZM7FgwQKFuq4AEVFesewTERERrKyscOXKFTRr1gzu7u6YPHkykpOTpY6lNPz9/aGqqoq2bdtKHUUS2tracHJyUsiyDwCTJk1Cw4YN0aNHD8THx0sdh4goX7DsExEREQDAyMgIvr6+WLx4MZYsWYLWrVvj6dOnUsdSCjKZDM2aNYOJiYnUUSTj4eGBixcvKuR/U2pqati5cyeePHmCcePGSR2HiChfsOwTERFROkEQMH78eJw6dQq3bt2ChYUFzpw5I3WsIu3Dhw84efJksV3C/0Xbtm2hqqoKf39/qaNkqXr16li6dCnWr1+PoKAgqeMQEeUZyz4RERFl0rx5c0RFRaF27dpo1aoVFixYgNTUVKljFUlHjx7Fp0+fin3ZNzExQdOmTRV2KT8ADBo0CM7OzujTpw9evnwpdRwiojxh2SciIqIsmZqa4tixY5gyZQqmTJkCd3d3vHr1SupYRY5MJkPdunVRuXJlqaNIThRFnDx5Eh8+fJA6SpYEQcCWLVvw6dMnDB48WOFuFUhElBMs+0RERPRVqqqqmDNnDgIDAxEeHg5LS0tERERIHavISE5OxpEjR4r9Uf0vRFHEp0+fcPToUamjfJW5uTnWrVuHAwcOYO/evVLHISLKNZZ9IiIi+i4XFxdERUXB1NQUTZo0wdq1a3nUMxtCQ0Px6tUrlv3/qVKlCurUqaPQS/kBoEuXLujatSuGDh2Kx48fSx2HiChXWPaJiIgoWypUqIBz585h0KBBGDZsGLp164b3799LHUuh+fr6omzZsrCyspI6isIQRREBAQH4/Pmz1FG+ae3atdDV1UXv3r15vQoiKpJY9omIiCjbNDQ0sHr1auzbtw8BAQGwsbHBjRs3pI6lkORyOWQyGdq1awdBEKSOozBEUcTr168RGhoqdZRvMjIywrZt23DixAmsXbtW6jhERDnGsk9EREQ51rlzZ1y+fBnq6upo2LAhvL29pY6kcK5fv47o6Ggu4f8PKysrmJubK/xSfgBwdHTEsGHDMGHCBNy8eVPqOEREOcKyT0RERLny448/4uLFi/jpp5/Qo0cPDBw4EImJiVLHUhgymQz6+vpwcHCQOopCUVFRgSiKkMlkReK6D4sWLULFihXh6emp8KceEBH9G8s+ERER5ZqOjg62b9+OTZs2YceOHbCzs8O9e/ekjqUQZDIZXF1doampKXUUhSOKIqKjo3H9+nWpo3yXjo4OvL29ERUVhXnz5kkdh4go21j2iYiIKE8EQUC/fv1w4cIFvHv3DpaWlkViiXZBevz4Ma5cucIl/F/h4OAAfX39IvPfiY2NDaZNm4a5c+fi0qVLUschIsoWln0iIiLKFxYWFrhy5QpatmwJDw8PjB8/vtgue/bz84OamhpcXFykjqKQNDU14eLiUmTKPgBMnToVFhYW8PT0xMePH6WOQ0T0XSz7RERElG9KlCiBQ4cOYdmyZVi5ciVatmyJmJgYqWMVOplMBgcHBxgaGkodRWGJoogrV64UmfvYq6urw9vbGw8fPsSkSZOkjkNE9F0s+0RERJSvBEHAmDFjcObMGdy/fx8WFhY4efKk1LEKzdu3b3H69Gku4f8OV1dXqKmpwc/PT+oo2VajRg0sWrQIa9aswfHjx6WOQ0T0TSz7REREVCCaNGmCqKgoNGjQAI6Ojpg7dy5SU1OljlXggoOD8fnzZ7Rr107qKArN0NAQ9vb28PX1lTpKjgwbNgytWrVC79698fr1a6njEBF9Fcs+ERERFZhSpUohKCgIM2bMwIwZM9C2bVu8ePFC6lgFytfXFxYWFqhQoYLUURSeKIo4c+YM3r59K3WUbFNRUcG2bdvw4cMHDBs2TOo4RERfxbJPREREBUpVVRVeXl4IDg5GREQELC0tER4eLnWsApGUlITAwEAu4c+mdu3a4fPnzwgKCpI6So6UL18ea9euxZ49e7B//36p4xARZYlln4iIiApFmzZtEBUVhXLlyqF58+ZYvXo15HK51LHyVUhICN69e8eyn00VK1ZEgwYNitRV+b/o1q0bOnXqhEGDBuHJkydSxyEiyoRln4iIiApN+fLlcebMGQwdOhQjR45Ely5d8O7dO6lj5RuZTIaKFSuifv36UkcpMjw8PBAYGIikpCSpo+SIIAhYt24dtLS00KdPH6X74IqIij6WfSIiIipUGhoaWLFiBQ4ePIijR4/C2toa169flzpWnsnlcvj5+UEURQiCIHWcIkMURbx79w4hISFSR8kxExMTbNmyBUePHsX69euljkNElAHLPhEREUmiY8eOuHz5MrS1tWFra4vt27dLHSlPoqKi8OjRIy7hz6H69eujYsWKRXIpPwC4uLhg0KBBGDduHG7fvi11HCKidCz7REREJJnq1asjPDwc3bp1Q+/evdG3b18kJCRIHStXZDIZDA0N0axZM6mjFCmCIKBdu3bw8/MrskvhlyxZgjJlysDT0xPJyclSxyEiAsCyT0RERBLT1tbG5s2bsXXrVuzZsweNGzcukkdIZTIZ2rZtC3V1damjFDmiKOLRo0eIioqSOkqu6OnpwdvbGxEREVi0aJHUcYiIALDsExERkYLo3bs3Ll68iI8fP8La2hqHDx+WOlK2RUdH448//uAS/lxq3rw5DA0Ni+xSfgBo3LgxJk2aBC8vL0RGRkodh4iIZZ+IiIgUR7169XD58mW0adMGHTt2xJgxY/D582epY32XTCaDhoYGnJ2dpY5SJKmrq8PV1RW+vr5SR8mTmTNnom7duvD09ERiYqLUcYiomGPZJyIiIoViYGCA/fv3Y9WqVVizZg0cHBzw+PFjqWN9k0wmQ8uWLaGvry91lCJLFEVcu3YN9+/flzpKrmloaMDb2xt3797FlClTpI5DRMUcyz4REREpHEEQMGLECJw9exYPHz6EhYUFjh07JnWsLL169Qpnz57lEv48cnZ2hrq6Ovz8/KSOkie1a9fG/PnzsWLFCpw+fVrqOERUjLHsExERkcJq3LgxoqKiYGVlBWdnZ3h5eSElJUXqWBkEBgYiJSUF7dq1kzpKkWZgYIBWrVoV6fP2vxg1ahQcHBzQs2dPvH37Vuo4RFRMsewTERGRQitZsiQCAwMxa9YszJ49Gy4uLnj+/LnUsdLJZDI0bNgQ5ubmUkcp8kRRxNmzZ/Hq1Supo+SJiooKtm/fjrdv32LEiBFSxyGiYopln4iIiBSeiooKpk+fjmPHjuHq1auwsLDA+fPnpY6FT58+ITg4mEv480m7du2QkpKCwMBAqaPkWcWKFbF69Wrs3LmzSN1ZgoiUB8s+ERERFRmtW7dGVFQUKleuDHt7eyxfvhxyuVyyPKdOncKHDx9Y9vOJubk5bGxslGIpPwD06NEDHh4eGDBgAJ49eyZ1HCIqZlj2iYiIqEgpW7YsTp06hVGjRmHs2LHo2LGjZOdFy2QyVK1aFbVq1ZJkfmUkiiKCg4Px6dMnqaPkmSAI2LhxI1RVVdG/f39JP5giouKHZZ+IiIiKHHV1dSxZsgS///47Tp06BSsrK1y9erVQM6SmpsLPzw+iKEIQhEKdW5mJoogPHz7g1KlTUkfJF6VKlcLmzZsREBCALVu2SB2HiIoRln0iIiIqsjw8PHDlyhUYGBigUaNG2LJlS6EdPY2IiMDTp0+5hD+f1a5dG1WqVIGvr6/UUfKNu7s7+vbti9GjR+PevXtSxyGiYoJln4iIiIq0qlWr4vz58+jZsyf69euH3r174+PHjwU+r0wmg4mJCezs7Ap8ruJEEASIogg/Pz+kpqZKHSffrFixAqVKlUKPHj0U7vaRRKScWPaJiIioyNPS0sKGDRuwY8cO7N+/H40aNcKtW7cKdE6ZTAY3NzeoqakV6DzFkSiKePbsGSIiIqSOkm/09fWxY8cOnD9/HkuXLpU6DhEVAyz7REREpDR69OiBS5cuISkpCdbW1jhw4ECBzHPnzh389ddf8PDwKJDxi7smTZrAxMREaa7K/0WzZs0wfvx4TJ8+HX/88YfUcYhIybHsExERkVKpU6cOIiIi4Orqis6dO2PkyJFISkrK1zlkMhm0tLTg6OiYr+NSGjU1Nbi5uSld2QeA2bNno2bNmvD09FSKOw4QkeJi2SciIiKlo6+vj7179+LXX3/FunXr0Lx5czx8+DDfxpfJZHB0dISurm6+jUkZiaKIv/76C3fu3JE6Sr7S1NSEt7c3bt68ienTp0sdh4iUGMs+ERERKSVBEDB06FCEhobi6dOnsLCwQFBQUJ7HffHiBcLCwngV/gLWpk0baGlpKeXR/Xr16mHOnDlYunQpzp49K3UcIlJSLPtUNKWkAi8+Ak/ep/1vivJcrZeIiPJXw4YNERkZiUaNGsHV1RXTp0/P09XQAwICIJfL4ebmlo8p6b90dXXRunVrpSz7ADBu3Dg0adIEPXv2xLt376SOQ1nh/iYVcbx8LBUd8UlA+GPgylPg8Tsg+V+/cNVUgHIGgFUZoFE5QFdDupxERKRwTExM4O/vj0WLFmHatGk4f/489uzZA1NT0xyPJZPJ0Lhx41y9lnJGFEUMHDgQz58/R6lSpaSOk69UVVWxY8cO1K9fH2PGjMHmzZuljkQA9zdJqfDIPim+lFQg8DYw6QRw+G8g+k3GX7xA2tfRb9Ken3QibXt++kpERP+ioqKCyZMn48SJE7hx4wYsLCxw7ty5HI3x8eNHHD16lEv4C4m7uzvkcjkCAgKkjlIgqlSpghUrVmDLli3w8/OTOk7xxv1NUkIs+6TYXiUAC0KBgFtAihyQf2d7OdK2C7iV9rpXCYWRkoiIipAWLVogKioK1atXR4sWLbBkyRLI5d/7A5PmxIkTSEhIYNkvJKampmjUqJHSLuUHgL59+8Ld3R39+/fH8+fPpY5TPHF/k5QUyz5lsn37dgiCgOjoaABAr169UKlSpcIP8ioBWBIGPPsAAHCQTYKDbFL2X//sQ9rr8/EX8ObNmyEIAvT09DI9J5fLsWnTJlhZWcHAwAAmJiawt7fHkSNH8m1+IiLKH2XKlMHJkycxbtw4TJgwAe3bt8ebN2+++zqZTIYff/wRP/74Y8GHJABpS/mPHTuGjx8/Sh2lQAiCgE2bNiE1NRUDBgzI9gdPRR33N7/ua/ubKSkpWL58OZydnVGuXDno6OigZs2amDRpUrZ+f1Hxw7JP3zV9+nT8/vvvhTtpSirwWwTwPglITfuj91uzIfit2ZDsj5EqT3v9bxH5ssQqJiYG48aNg7m5eZbPz5w5EwMGDEDDhg1x6NAhbN++HZqamnBzc8Phw4fzPD8REeUvNTU1LFy4EH5+fggJCYGlpSUiIyO/un1KSgr8/f15VL+QeXh4ICEhASdOnJA6SoExNTXFxo0b4evrix07dkgdRxLc30zzrf3NhIQEeHl5oWLFili5ciUCAwPRv39/bNy4EU2aNEFCAlcYUEYs+/RdVatWhYWFReFOevRu2pVPU///0+1axhVQy7hCzsZJlaeNc/RuniMNGjQIzZs3h6OjY5bPb926FU2bNsW6devg6OgId3d3+Pn5oUSJEsX2DzcRUVHg7u6OyMhIGBsbw87ODhs3bszy6Gp4eDieP38ODw+Pwg9ZjH1ZSaHMS/kBoH379ujZsydGjBiRfrS7OOH+Zppv7W9qa2vj/v372LBhA3766Sc4ODhgzJgx2LhxI/766y8cOnQoz/OTcmHZp+/KalnVmzdv0LdvXxgbG0NPTw9t27bFvXv3IAgCvLy8cjR+UlIS5s6dixo1akBTUxOlSpZC77FD8DzhbYbt/rusKvpdLIR1blgSdQiLog6i0q4+0N7YAQ6ySbj1JgafU5IxKXw7zHf0QIn2DdDeXURcXFyufga7du1CSEgIfvvtt69uo66ujhIlSmR4TEtLK/0fEREprsqVKyMsLAx9+/bFwIED0aNHD8THx2fYRiaTwdTUFLa2thKlLL5EUYS/v3+ebplYFKxatQpGRkbo1asXUlOL14XfuL/5/f1NVVVVmJiYZHq8YcOGAIBHjx7lal5SXiz7lGOpqalwd3fHnj17MHHiRPz++++wtbWFs7NzrsYSRRELFy5Et27dcOTIESzsNRbHH0XBQTYZCcmfvjvG2htHEPb0L6xtNhibHYbj5uvHcA+cjb5nVuF5wltsbTESixv3xomTJ9GvX78cZ4yLi8OoUaOwcOFClCtX7qvbjRw5EsHBwdiyZQtev36Np0+fYsyYMXj79i1GjBiR43mJiKhwaWpqYu3atdi9e3f637a///47/XmZTAZ3d3eoqHD3qbCJoojnz58jPDxc6igFqkSJEti+fTtCQkKwYsUKqeNIivub2Xfq1CkAQO3atXM8Lyk3NakDUNETHByM0NBQrFu3DoMGDQIAODo6QkNDA5MnT87RWPv370dwcDAOHTqEDh06pD0YqY36zlqwOTQa22+exOA6rt8cw1BDF74u06AipO18vUh8h1Fhm1DDqBxkLtPTt7uZ8hwr/ffj3bt3MDAwyHbGIUOG4Mcff8TgwYO/ud2oUaOgra2NoUOHpv+SNzY2hr+/P5o0aZLt+YiISFrdunWDhYUFOnbsCBsbG2zatAkWFha4desWli1bJnW8YsnW1halS5eGTCZT+r+pLVq0wOjRozFlyhQ4OTmhTp06UkeSBPc3sycmJgaTJk2CtbU13NzccvRaUn78aJpyLCQkBADQuXPnDI937do1x2MFBATA0NAQ7u7uSE5ORvKnJCQ/fI0GJavATMcIZ55c/+4YrhWs03/xAkBNo/IAgLYVbTJsV1PdFADw8OHDbOc7dOgQ/P39sWnTJgiC8M1tt23bhpEjR2LYsGE4ceIEAgMD0aZNG4iiiKNHj2Z7TiIikl7NmjVx6dIleHh4oFu3bujduzd0dHTQqlUrqaMVS6qqqnB3d4evr2+xuFr9/PnzUa1aNXh6eiIpKUnqOJLg/ub3vXr1Cq6urpDL5di3bx9XHVEmPLJPOfby5UuoqanB2Ng4w+OmpqY5His2NhZv3ryBhoZGls+/SHyb5eP/Zqyln+FrDZW0/6yNNTPerkQDqgCAxMTEbGX78OEDhg4diuHDh8Pc3Dz9liZf/ui+efMG6urq0NXVxevXr9OP6C9dujR9DBcXFzg4OGDQoEG4f/9+tuYlIiLFoKenB29vbzRt2hRDhgxBiRIlEBsbK83twQiiKGLLli24efMmatasKXWcAqWlpYVdu3ahYcOGmDVrFubNmyd1pELH/c3M+5v/9vr1azg6OiImJganTp1ClSpVsjUfFS8s+5RjJiYmSE5OxqtXrzL8An727FmOxypZsiRMTEwQHByc9sDzeGBLVPrz+uraec6bWy9evEBsbCyWLVuW5bJNIyMjiKIIX19f/PPPP0hISICNjU2m7aytrRESEoIPHz5kul8qEREpNkEQ4OHhgSFDhkBNTQ2WlpbYuXMnl8tKoHXr1tDR0YFMJlP6sg8AFhYW8PLywowZM9C2bVvY2dlJHalQcX8zzb/3N794/fo1Wrdujfv37+PkyZOoV69eISamooRrPSjH7O3tAQD79u3L8LiPj0+Ox3Jzc8PLly+RkpICa2trWNvYwLp09fR/Pxrl7AIl+cnMzAynT5/O9M/JyQlaWlo4ffo05s6dCwDp90L974WD5HI5wsPDYWRklOkTWSIiKhr8/f0hCAIuXLiApk2bwt3dHVOmTEFycrLU0YoVbW1ttGnTRulvwfdvEydORMOGDdGjRw98+PBB6jiFivubmfc3gf8v+vfu3cOxY8cK/3aFVKTwyD7lmLOzM5o0aYKxY8fi3bt3sLKywoULF7Bz504AyNH5Qj///DN2794NV1dXjBw5Eg2trKH+9Boev32O00+uQaxki/ZV8ueTbLlq2jlQZ8+eRWhoKO7evYs7d+4gJiYG27dvh6WlZYbttbS04ODgkGmc7du3Q1VVNcNzFSpUQIcOHbBx40ZoamrC1dUVnz59wo4dOxAWFoY5c+bk6BwsIiJSHDKZDE2bNkW1atXg6+uLpUuXYsqUKTh//jx8fHxgZmYmdcRiw8PDA71798azZ8+Kxc9dTU0N3t7eqF+/PsaNG4f169dLHanQFNX9TajmbH8vJ/ubCQkJcHJyQlRUFFauXInk5OQMB5pKlSqFqlWr5jY5KSGWfcoxFRUV+Pv7Y+zYsVi4cCGSkpLQpEkT7Nq1C40aNYKhoWG2x1JVVYWfnx9WrVoFb29vLFiwAGqpAsrpmMDevA7qmlTKsL2A3BVmOYB7r58AAMaOHQsVFRWoqqri8+fPAJD+v3mxe/du/Prrr/D29sbWrVuhrq6OH374Abt27UK3bt3yPD4RERW+Dx8+4MSJE1iwYAGAtL+BEyZMQKNGjfDzzz/DwsICPj4+6UchqWC1bdsWgiDA398f/fv3lzpOoahWrRqWLVuGwYMHo127dnB1/fZV45VFUdzfBAAYFdwpAbGxsYiIiACQdsvn/+rZsye2b99eYPNT0SPIi8MlTalQ7NmzB927d0dYWFjezis7eQ84/HdaQ/8XiwMjUNXADAedpuR8TAFYF3sGQw4tzfSUubk5Hj9+zCPvRESUyeHDh9GxY0fcvXs30wWwYmNj0bVrV4SEhGDevHmYMGGCQl8NWxAEbN68GX379pU6Sp7Y29tDX18fAQEBUkcpNHK5HK6urrh69SquX7+OkiVLSh1JMoq+v4kONYFWvFgeKQYe2adc2bt3L2JiYlC3bl2oqKggPDwcS5YsQfPmzfN+AZlG5QDfm0BK2m/fW29icO7pDVx/GY1fqjvkbkwVAQO3z0WEwUts27Ytw1PPnj1Du3bt0KVLF4iiCH19/a8MQkRExY1MJkOdOnWyvNK1qakpjh8/jpkzZ2Ly5MkICwvDjh07Ml09nPKXKIqYMmVKsbrwrSAI2LJlC+rWrYvBgwdj//79xeIgRUHvb8p9b0LI5/1NNC6ft1xE+UhxP34mhaavrw8fHx906dIFrq6u2LRpE3r16gV/f//0bZKTk7/5LzU1NevBdTUAl+rpXy6IPICJ4dvR48eWGFKnbe4Cu1SHip4mNm/ejB49emR4avTo0Xjx4gU8PT1RqlQptG/fHj4+Pvj48WPu5iIiIqWQnJyMgIAAiKL41W1UVVUxd+5cHDlyBOfPn4elpWX6MlsqGKIo4tOnTzh27JjUUQqVubk51q1bh4MHD2L37t1SxykUBbm/+eTtC2x9chap/1vknF/7m9BRT/8yNTX1u/mIChKX8VOBiI6ORuXKlb+5zcyZM+Hl5ZX1kympwIJQ4NkHIDUP/4mqCICZHjC5KaCa9tlWSkoKGjRogD///PObL9XW1oaHhwe6dOkCZ2dnaGpq5j4HEREVOSEhIXBwcMClS5eyvLXqfz148ACdO3fG1atXsWLFCgwePFihjr4qyzJ+AKhTpw6srKywY8cOqaMUuu7du+PIkSO4fv06ypcv3keRc7u/efLkSXTr1g1a6pr4q8cG6L6T5/v+JgB4eXlh1qxZ33zp/fv3UalSpdzPTfQNLPtUIJKSknDt2rVvbmNubp5+y7osvUoAloQB75Ny9wtYRQAMNIFxdoBxxoulPHr0CFOmTEGNGjXg5OSU6aWPHj3CtWvXcPDgQfz5558oUaIEPDw88PPPP6NVq1ZQV1fP9BoiIlIuY8aMwb59+/Do0aNsn4uflJSEcePGYc2aNfj555+xadMmhVlqrkxlf+rUqVi/fj1iY2Ohpla8zkp9/fo16tatixo1auDYsWMKfZ2IgpbT/c3U1FTMnz8fM2fORMuWLbF7926UVtMvsP3NJ0+e4MmTJ998eb169aChoZHzeYmygWWfFNurBOC3CODJ+5y/1lwfGGKT6RdvTt24cQP79u3Dvn37cOvWLZiYmKBjx47o0qUL7O3toaqqmqfxiYhI8cjlclStWhVOTk5Yt25djl+/b98+9OvXD+XKlcPBgwdRu3btAkiZM8pU9i9dugRbW1ucPn06y9uWKbsTJ07A0dERq1atwogRI6SOUyR8OWXz6NGjmD59OmbMmPH/+3AKsL9JVBCK70eBVDQYa6ctiXL7Ie2+pd9bDSkgbTu3H9Jelw+/eGvXro3Zs2fj5s2biIqKQr9+/XDs2DG0atUKZcuWxfDhwxEaGvr1axAQEVGR8+eff+L+/fvfPF//W7p06YLLly9DVVUVDRs2xK5du/I5YfFmbW2NMmXKQCaTSR1FEq1bt8bw4cMxceJE/P3331LHUXjh4eHp19MICgrCrFmzMh6sycH+phyAvAD2N4kKAo/sU9ERnwSEPwauPAUevwOS/1Wu1VSAcgaAVZm0q6DqFOwye7lcjkuXLqUf8X/y5AnKlSuHzp074+eff4a1tbVCnadJREQ5M3fuXCxevBjPnz/P0zVb4uPjMXjwYHh7e2PgwIFYuXIltLS08jFp9inTkX0AGDRoEI4dO4a7d+8Wy7+5Hz9+hKWlJfT09HDhwgWeYpgFuVyONWvWYNy4cbCyssL+/fu/f52D7+xvXnsVDZ87ZzH+0CoYlS1dsN8AUR6x7FPRlCpPW3KVlAJoqKZ9oqoizR/61NRUhIWFwcfHBwcPHkRcXByqVKmCLl26oEuXLqhXr16x3AkhIirKbGxsUKVKFezbty/PY8nlcmzevBnDhw9H7dq1ceDAgSxv5VfQlK3sBwcHw8XFBdeuXUPdunWljiOJiIgING7cGFOnTv3uheCKm3fv3qFfv344cOAARo0ahUWLFuX83Pgs9jeNS5rg9evXqF+/Ps6ePQsDA4OC+QaI8gGX8VPRpCIAJXXSzpMqqSNZ0QcAFRUVNGvWDGvXrkVMTAxOnDiBli1bYv369WjQoAFq1aoFLy8vLrMjIioiYmJicPny5Vwv4f8vQRDQv39/XLhwAW/fvoWlpSX8/PzyZezirEWLFtDX1y+2S/mBtA+lpk+fjnnz5uHSpUtSx1EY169fh7W1NYKDg3HgwAGsWLEidxfB+8/+ZmLSJ7x58yZ9DhcXF8THx+dveKJ8xLJPlI/U1NTQqlUrbNq0Cc+ePcORI0fQsGFDLF++HLVq1UL9+vWxYMEC3Lt3T+qoRET0FX5+flBTU4Orq2u+jmthYYHLly+jRYsWEEUREydO5H2280BTUxPOzs7FuuwDwJQpU2BhYQFPT098/PhR6jiS27FjB2xtbaGtrY0rV67gp59+yrex//nnH3xZFJ2amorw8HC0a9cOiYmJ+TYHUX5i2ScqIBoaGnB1dcWOHTsQFxeH33//HTVr1sTcuXNRtWpV2NjYYNmyZXj06JHUUYmI6F9kMhns7e1haGiY72MbGhri8OHDWLZsGZYtW4aWLVt+99Zc9HWiKOLy5cuIiYmROopk1NXV4e3tjYcPH2LChAlSx5FMQkIC+vXrh169eqFr164IDw9H9erV83WOGzduZPg6NTUVp06dQo8ePfJ1HqL8wrJPVAi0tLTg4eEBHx8fxMXFwcfHB+XLl8fUqVNRoUIFNG3aFGvWrMGzZ8+kjkpEVKy9e/cOp06dyrcl/FkRBAFjxozBmTNncPfuXVhYWODkyZMFNp8yc3V1haqqarE/LaJGjRpYvHgx1q5di2PHjkkdp9DduXMHjRs3xu7du7F161Zs2bIF2tr5f4X8v/76CyoqGeuTiooKL45ICotln6iQ6erqokuXLjh8+DDi4uKwc+dOlChRAmPGjEHZsmXRsmVLbNy4ES9evJA6KhFRsRMcHIzPnz+jXbt2BT5X06ZNERUVhXr16qFNmzaYO3cub+OaQ0ZGRrC3ty/2S/kBYOjQoWjdujV69+6N169fSx2n0Bw+fBhWVlaIj49HeHg4evfuXWBzRUdHIzU1Fdra2tDS0oKzszNevHiB3bt3F9icRHnBsk8kIQMDA3h6euLIkSOIjY3Fhg0boKqqisGDB8PMzAwuLi7Yvn17+sVgiIioYPn6+qJBgwaoWLFiocxXunRpBAcHY9q0aZgxYwbc3Nzw8uXLQplbWYiiiFOnTuHt27dSR5GUiooKtm3bho8fP2Lo0KFSxylwnz9/xpgxY9CxY0c4Ojri8uXLqF+/foHOOXPmTAQHB+P169fo1asX/vnnnwI53Ycov7DsEykIY2Nj9OvXD8ePH8eTJ0+wevVqfPz4EX369IGpqSlEUcSePXvw4cMHqaMSESmlz58/IzAwsECX8GdFVVUVs2bNQlBQEC5dugQLCwtcvHixUDMUZaIo4vPnzwgODpY6iuTKlSuHtWvXYu/evfly20hF9fjxYzg4OGDNmjVYuXIlDhw4gBIlShT4vNWrV4eTkxM0NTUhiiLu37+PP//8s8DnJcotln0iBWRqaoohQ4YgJCQEjx49wqJFixAbG4vu3bujdOnS6NSpEw4dOoSEhASpoxIRKY2QkBC8ffu20Mv+F05OToiKikLZsmXRrFkzrFmzJv3K3/R1FStWRP369bmU/3+6du2Kzp07Y/DgwUp54cJjx47BwsICDx8+xNmzZzFy5EgIQuHfgpm3fqSigGWfSMGVLVsWo0aNQnh4OO7du4eZM2fi7t27+Omnn1C6dGn88ssv8Pf3x6dPn6SOSkRUpMlkMlSoUAENGjSQLEP58uUREhKCoUOHYsSIEejSpQvevXsnWZ6iwsPDA4GBgfj8+bPUUSQnCALWrVsHLS0t9O3bV2k+MEpJSYGXlxecnZ1haWmJqKgoNG7cWLI8vPUjFQUs+0RFSOXKlTFx4kRERkbin3/+wYQJExAVFYV27drBzMwMffr0wbFjx3jfZiKiHJLL5ZDJZBBFUZKjhP+moaGBFStW4ODBgwgODoaNjQ2uX78uaSZFJ4oi3r59i5CQEKmjKARjY2Ns3boVR48exbp166SOk2fPnz+Hi4sLZs+eDS8vLwQGBqJkyZJSx0q/9ePjx4+ljkKUJZZ9oiLqhx9+wPTp03Hjxg1cv34dw4YNw7lz5+Dk5IQyZcpg8ODBOHPmDFJSUqSOSkSk8K5evYpHjx5JtoQ/Kx07dsSVK1egpaUFW1tb7NixQ+pICqtBgwaoUKECj7L+i7OzMwYNGoRx48bh1q1bUsfJtfPnz8PCwgJXr17FsWPHMGPGDKiqqkodCwBv/UiKj2WfSAnUqVMHc+bMwa1bt3DlyhX07t0bgYGBaNGiBcqXL4+RI0fiwoULSrOUj4gov8lkMhgaGqJ58+ZSR8mgevXqCA8PR9euXdGrVy/079+f12vJgiAIaNeuHWQyGf/W/cvSpUtRtmxZeHp6FrlVf3K5HCtWrIC9vT0qVaqEqKgotG7dWupYGfDWj6ToWPaJlIggCLC0tMTixYsRHR2N8+fPo3Pnzjhw4ADs7OxQqVIljB8/HleuXOHOEBHRv8hkMri6ukJdXV3qKJloa2tjy5Yt2Lp1K3bt2gU7OzvcuXNH6lgKRxRFPHr0CFevXpU6isLQ1dWFt7c3Ll++jAULFkgdJ9vevn2Ln376CWPGjMHIkSNx+vRplC1bVupYWRJFEadPny72t34kxcSyT6SkBEFA48aNsXLlSjx69AhnzpxB27ZtsX37dlhbW6N69eqYNm0arl+/zuJPRMXagwcPcPXqVYVawp+V3r17Izw8HB8+fICVlRUOHz4sdSSFYm9vjxIlSvAo6380atQIkydPxuzZs3HlyhWp43zX1atXYW1tjRMnTuDw4cNYunSpQn4I9wVv/UiKjGWfqBhQVVWFvb09fvvtNzx9+hTHjh2Dvb091q5di3r16qFOnTqYPXs2/vnnH6mjEhEVOplMBnV1dTg7O0sd5bvq16+Py5cvw9HRER07dsTYsWN5Bfr/UVdXh6urK3x9faWOonBmzJiBunXrwtPTU6FPA9m6dSsaN24MPT09REZGon379lJH+q6KFSuiQYMG/JCJFBLLPlExo6amBkdHR2zZsgWxsbHw9/eHpaUllixZgho1asDCwgILFy7E/fv3pY5KRFQoZDIZWrZsCQMDA6mjZEuJEiVw4MABrFy5EqtXr4aDgwOvBv4/oijijz/+QHR0tNRRFIqGhgZ27dqFe/fuYcqUKVLHyeTjx4/o3bs3+vbtC09PT5w/fx5Vq1aVOla2iaLIWz+SQmLZJyrGNDQ04ObmBm9vb8TFxeHQoUOoXr06Zs+ejSpVqsDW1hYrVqzgTiQRKa3Xr18jJCRE4Zfw/5cgCBg5ciTOnj2Lhw8fwsLCAsePH5c6luRcXFygrq7Oq6NnoVatWliwYAFWrlyJU6dOSR0n3a1bt9CoUSPs27cPO3bswMaNG6GtrS11rBzhrR9JUbHsExGAtAtAdejQAfv370dcXBz27NmDMmXKYNKkSShfvjyaN2+OtWvXIjY2VuqoRET5JjAwECkpKWjXrp3UUXKlcePGiIqKgpWVFZycnDBr1qxifctVAwMDtGzZkkuqv2LkyJFo0aIFevXqhTdv3kgdBwcOHIC1tTU+ffqEixcvokePHlJHyhXe+pEUFcs+EWWip6eHrl27wtfXF7Gxsdi+fTv09PQwatQomJubo3Xr1ti8eTNevXoldVQiojyRyWSwsbFR2Ct9Z0fJkiURGBiIWbNmYdasWXB1dcXz58+ljiUZURQREhKC169fSx1F4aioqGD79u14+/YtRowYIVmOpKQkjBw5Ep07d4aLiwsuX76MunXrSpYnr3jrR1JULPtE9E2Ghobo2bMnAgMD8ezZM6xfvx5yuRwDBw6Eqakp2rZti507d/KWM0RU5Hz69AlBQUFFbgl/VlRUVDB9+nQcO3YMUVFRsLCwwPnz56WOJYl27dohJSUFgYGBUkdRSBUqVMDq1avh7e2NQ4cOFfr8Dx8+RPPmzbFu3TqsWbMGPj4+0NfXL/Qc+e3LrR+joqKkjkKUjmWfiLLNxMQE/fv3x8mTJxETE4MVK1bg3bt36NmzJ0xNTdG+fXv4+PggPj5e6qhERN91+vRpfPjwQSnK/hetW7dGVFQUKlWqBHt7e6xcubLYHWksW7YsrK2tuaT6G3r06IH27dtj4MCBePr0aaHNGxwcDAsLCzx9+hShoaEYNmwYBEEotPkLEm/9SIqIZZ+IcsXMzAzDhg3DuXPn8PDhQ8yfPx8xMTHo2rUrSpcujS5duuD3339HYmKi1FGJiLIkk8lQpUoV1K5dW+oo+aps2bI4ffo0Ro4cidGjR6NTp07FbvWVKIoICgrCp0+fpI6ikARBwIYNG6CmpoZ+/foV+AdCKSkpmD59OlxdXdGoUSNERkaiYcOGBTpnYfty60eWfVIkLPtElGfly5fHmDFjcOnSJdy9exfTp0/HP//8gw4dOqB06dLo0aMHjhw5gqSkJKmjEhEBAFJTU+Hn5wdRFJXmyOK/qaurY+nSpTh8+DCOHz8Oa2trqSMVKlEU8eHDB5w+fVrqKAqrVKlS2Lx5MwIDA7F58+YCmycuLg5OTk6YP38+5s6dC39/f5iYmBTYfFLy8PDgrR9JobDsE1G+qlKlCiZNmoSrV6/i77//xtixYxEREQE3NzeYmZmhX79+OHHiBJKTk6WOSkTF2JUrV/DkyROlWsKflfbt2yMyMhJ6enoAgNDQUIkTFY46deqgcuXK8PX1lTqKQnNzc0O/fv0wevRo3L17N9/HDw0NhYWFBa5fv44TJ05gypQpUFFR3vrh7OzMWz+SQhHkxe1ELiIqdHK5HNevX8e+ffvg4+ODe/fuoVSpUujUqRO6dOmCpk2bKvUffyJSPFOnTsX69esRGxsLNTU1qeMUuISEBOjo6AAAevXqhbVr16Z/raxGjx6Nffv24fHjx/wb8w3v379H/fr1YW5ujpCQEKiqquZ5TLlcjqVLl2Ly5Mmws7ODj48PzM3N8yGt4nN2dsbnz59x8uRJqaMQ8cg+ERU8QRBQr149zJs3D3fu3EFERAR69OgBf39/2Nvbo3z58hg9ejTCw8OL3YWkiEgaMpkMbm5uxaLoA4C2tjYAoE+fPti3bx8aNWqEW7duSZyqYImiiKdPn+Ly5ctSR1Fo+vr62LlzJ86fP48lS5bkebw3b96gffv2mDBhAsaNG4dTp04Vm6IP8NaPpFhY9omoUAmCAGtrayxduhTR0dEIDQ1Fx44dsXfvXjRu3BhVqlTBxIkTERUVxeJPRAXi7t27uHHjhtIv4c+KnZ0dLl68iKSkJFhbW+PAgQNSRyowTZs2hbGxMS+Ylg1NmzbFhAkTMGPGDFy9ejXX40RGRsLS0hIhISGQyWRYuHBhsflA7Qve+pEUCcs+EUlGRUUFTZo0werVqxETE4NTp07ByckJW7ZsgaWlJX788UfMmDEDN27ckDoqESkRmUwGLS0tODk5SR1FEnXr1kVERARcXV3RuXNnjBo1SikvoKqmpgY3NzeW/WyaNWsWatasCU9PzxzfSUcul2Pjxo2ws7ODkZERIiMj0a5duwJKqti+3PqR14sgRcCyT0QKQVVVFS1atMD69evx9OlTBAcHp38QUKdOHdStWxdz587F7du3pY5KREWcTCZD69atoaurK3UUyejr62Pv3r349ddf8dtvv8He3h4PHz6UOla+E0URN27cKJCLzykbTU1NeHt749atW5g+fXq2XxcfH48ePXpg4MCB6N27N8LCwlC5cuUCTKr4RFFEcHAwb/1IkmPZJyKFo66uDicnJ2zbtg2xsbGQyWSoV68eFi5ciB9++AFWVlZYvHgxHjx4IHVUIipiXrx4gdDQ0GK5hP+/BEHA0KFDERoaiidPnsDS0hLBwcFSx8pXbdq0gaamJo/uZ1O9evUwZ84cLFu2DCEhId/d/ubNm7C1tcXhw4exe/durFu3DlpaWoWQVLF9ufXjqVOnpI5CxRzLPhEpNE1NTbRr1w67d+9GXFwcDhw4gMqVK2PmzJmoVKkSGjdujFWrVuHJkydSRyWiIuDIkSOQy+Vwd3eXOorCaNiwISIjI2FrawtXV1fMmDEDKSkpUsfKF3p6emjdujXLfg6MHTsWTZs2Rc+ePfHu3buvbufj4wNra2ukpqYiIiIC3bp1K8SUiq1OnTqoUqUK/7sjybHsE1GRoaOjg59++gkHDx5EXFwcdu/ejVKlSmH8+PEoV64cHBwcsG7dOjx//lzqqESkoGQyGRo1agRTU1OpoygUExMT+Pv7Y+7cuZg3bx6cnJwQFxcndax8IYoiQkND8eLFC6mjFAmqqqrYsWMHXr58iVGjRmV6/tOnTxg2bBi6du0KURRx6dIl1KpVq/CDKjBBECCKIvz8/JCamip1HCrGWPaJqEjS19dHt27d4Ofnh9jYWGzZsgVaWloYPnw4ypQpgzZt2mDr1q289Q0RpUtISMDRo0e5hP8rVFRUMGXKFJw4cQLXr1+HhYUFQkNDpY6VZ+7u7pDL5QgICJA6SpFRuXJlrFy5Etu2bctwdDo6OhrNmjXDpk2bsG7dOuzatQt6enoSJlVcvPUjKQKWfSIq8oyMjNC7d28EBwfj6dOnWLt2LT5//ox+/frB1NQUbm5u2LVr1zeXIxKR8jtx4gQ+fvzIsv8dLVq0QFRUFKpWrQoHBwcsXbq0SN8K1czMDLa2tlxSnUN9+vSBu7s7+vfvj7i4OBw5cgSWlpZ4/vw5wsLCMGjQIAiCIHVMhdWkSRPe+pEkx7JPREqlVKlSGDhwIE6fPo2YmBgsW7YMr1+/hqenJ0qXLo2OHTti//79+Pjxo9RRiaiQyWQy/PDDD6hRo4bUURSeubk5Tp06hXHjxmH8+PHo0KED3rx5I3WsXBNFEceOHUNCQoLUUYoMQRCwadMmyOVyNG3aFG5ubmjSpAkiIyNhbW0tdTyFx1s/kiJg2ScipVWmTBkMHz4cYWFhePDgAebOnYuHDx+iS5cuKF26NLp27QqZTMZb4xAVAykpKfD39+dR/RxQU1PDwoULIZPJcObMGVhZWSEyMlLqWLni4eGBjx8/4sSJE1JHKVLkcjlMTU1x+/Zt/PTTT5DJZDAyMpI6VpHx5daPd+7ckToKFVMs+0RULFSoUAHjxo1DREQEbt++jSlTpuDGjRvw8PBA6dKl0atXLwQFBeHz589SRyWiAnDx4kXExcXBw8ND6ihFTrt27RAZGQkjIyPY2dlh48aNRW5Zf40aNfDDDz/wKGsOhISEwMLCAi9fvoSzszOOHj2Khw8fSh2rSOGtH0lqLPtEVOxUq1YNU6ZMwbVr13Djxg2MGjUK4eHhcHV1hZmZGQYMGIBTp04pza2niChtCX/p0qVha2srdZQiqXLlyggNDUWfPn0wcOBA9OzZE/Hx8VLHyhFRFOHv78/f7d+RmpqKhQsXomXLlqhRowaioqLg4+MDIyMj9OzZkz+/HOCtH0lqLPtEVKzVqlULs2bNwt9//42oqCgMGDAAx48fR6tWrVC2bFkMGzYMoaGhvHUOUREnk8ng7u4OVVVVqaMUWVpaWvjtt9+we/duHDp0CLa2trh586bUsbJNFEXExcXh4sWLUkdRWK9evYIoipg8eTImTZqE48ePw8zMDCVKlMCOHTtw7tw5rFixQuqYRYooiggLC+OtH0kSLPtEREi7EFGDBg2wYMEC3Lt3DxcvXkT37t3h6+uLZs2aoWLFihg7diwuXbpU5JavEhV3//zzD/755x+er59PunXrhoiICKSmpsLGxgY+Pj5SR8qWRo0aoVSpUjzK+hWXL1+GpaUlwsLCEBAQgHnz5kFNTS39eQcHB4wePRpTp07F9evXJUxatPDWjyQlln0iov8QBAENGzbEsmXL8PDhQ5w7dw6iKGLXrl2wtbVF1apVMXnyZPzxxx8s/kRFgEwmg46ODlq3bi11FKVRq1YtXLp0Ce3atUPXrl0xbNgwhb/YqaqqKtzd3Vn2/0Mul2PdunVo0qQJSpcujaioKLRt2zbLbefNm4fq1avD09NT4f//rSjMzMzQqFEj/ndHkmDZJyL6BhUVFTRt2hS//vorYmJicOLECbRu3RobN25EgwYNULNmTXh5eeHvv/+WOioRfYVMJkObNm2gra0tdRSloqenh127dmHdunXYtGkTmjVrhujoaKljfZMoivjnn3+K1OkHBenDhw/o3r07hgwZggEDBuDcuXOoWLHiV7fX0tKCt7c3/vrrL8yaNasQkxZtvPUjSYVln4gom9TU1NCqVSts3LgRz549Q2BgIGxtbbFixQrUqlUL9evXx/z583H37l2poxLR/8TGxuLChQtcwl9ABEHAoEGDEBYWhufPn8PS0hJHjhyROtZXtW7dGtra2jzKCuCvv/5Cw4YN4e/vDx8fH6xZswaamprffZ2FhQW8vLywaNEinD9/vhCSFn2iKPLWjyQJln0iolxQV1eHi4sLduzYgdjYWPj6+qJWrVqYN28eqlWrBhsbGyxdupS3KSKSmL+/PwRBgJubm9RRlJq1tTUiIyPRpEkTuLm5YcqUKUhOTpY6ViY6Ojpo06ZNsS/7u3btgo2NDVRUVBAREYEuXbrk6PUTJkyAra0tPD098eHDhwJKqTx460eSCss+EVEeaWlpQRRF7N27F3Fxcdi3bx8qVKiAadOmoWLFimjSpAnWrFmDZ8+eSR2VqNiRyWRo0qQJSpYsKXUUpWdkZASZTIaFCxdi8eLFcHR0VMjfe6IoIjw8HLGxsVJHKXSJiYkYNGgQPD090bFjR1y8eBE1atTI8ThqamrYuXMnYmNjMXbs2AJIqnx460eSAss+EVE+0tXVRefOnXHo0CHExcXB29sbRkZGGDt2LMzNzdGyZUts2LCBt+AhKgTx8fE4ceIEPDw8pI5SbKioqGDixIk4deoUbt68CQsLC4SEhEgdKwM3NzcIggB/f3+poxSqe/fuoUmTJti+fTs2btyIHTt2QFdXN9fjVatWDcuWLcPGjRsV+tQNRfHl1o/h4eFSR6FihGWfiKiAGBgY4JdffkFAQACePXuGTZs2QU1NDUOGDIGZmRmcnZ2xfft2vHnzRuqoRErp2LFjSExM5Pn6EmjevDmioqJQs2ZNtGzZEosWLUJqaqrUsQAApUqVQpMmTYrVkmo/Pz9YWlri9evXOH/+PPr37w9BEPI87oABA+Di4oK+ffvyQ+zv4K0fSQos+0REhcDY2Bh9+/bFsWPH8PTpU6xZswYJCQno06cPTE1NIYoi9uzZw3MfifKRTCZD7dq1UbVqVamjFEtmZmY4duwYJk2ahEmTJkEURbx+/VrqWADSjrKeOHEC8fHxUkcpUMnJyZg4cSJEUUSLFi0QGRkJS0vLfBtfEARs2bIFnz9/xqBBg3g72m/grR9JCiz7RESFrHTp0hg8eDBCQkLw6NEjLF68GHFxcejevTtKlSqFTp064eDBg7xFD1EeJCcnIyAggEf1JaampoZ58+YhICAAYWFhsLS0xOXLl6WOBVEUkZiYiGPHjkkdpcA8efJ/7N11XFXZ2///1yHtFsTuLlLFQkRFEDbq2GK3o2OONcbY3Tm2qGPLAcRGVBSRcuzuxO5C+P0xv/H++B3HwMPZh8P1fDzmcX9u2HutN3hQrrPWXtdtXF1dmTZtGlOnTmXLli1kyZJF5/PY2NiwcOFCNm/ezOrVq3U+vjHx8fHh/Pnz0vpR6I0U+0IIoaI8efLwyy+/EB4ezpUrV/j999+5fPkyTZo0wcrKilatWhEYGMjbt2/VjipEinL48GEePnwoxb6B8PT0JDY29uMW+gULFqi6Cly0aFFKly5ttKusISEh2NracunSJUJDQ+nfv79Otu3/lyZNmtCqVSt+/vln6ULzBW5ubqRLl85oX3fC8EixL4QQBqJgwYL8+uuvREdHc/78eQYNGsRff/2Ft7c31tbWdOjQgZ07d/L+/Xu1owph8LRaLTY2Njg4OKgdRfz/ChQowMGDB+nSpQs9evSgVatWqj66pCgKQUFBBtkiMKkSEhIYN24cderUoVy5csTGxlKtWjW9zD137lwyZcpE+/btDeZ8BkOTNm1aaf0o9EqKfSGEMEDFihXjt99+4+TJk5w4cYJevXoRFhaGu7s7uXPnplu3boSGhkoLHyE+IzExEX9/f7y9vTExkV91DImlpSVz5sxh3bp1BAYG4uTkxOnTp1XJoigKDx8+5NChQ6rMr2sPHz6kQYMGDB8+nGHDhrFz506srKz0Nn+WLFlYsWIFISEhzJkzR2/zpjSpufWj0D/5F1AIIQxc2bJlGTNmDOfOnSMmJoYOHTqwY8cOatWqRd68eenduzeHDx+WlRQh/n+nTp3i8uXLsoXfgDVr1ozIyEhMTExwdHRkzZo1es/g6OiIjY2NUayyRkREYGdnx9GjRwkODmb06NGYmprqPUft2rXp3bs3gwcP5syZM3qfPyVIra0fhTqk2BdCiBRCo9Fga2vLpEmTuHLlCuHh4TRv3pzNmzdTtWpVChYsyMCBA4mKipITkUWqptVqyZAhA66urmpHEV9QsmRJIiIiaNy4Ma1bt6Z79+68efNGb/ObmJh8PB09pf6dmZiYyJw5c6hevTq5c+cmNjYWd3d3VTNNnDiRggUL4uvrK4+dfUaOHDlSXetHoR4p9oUQIgXSaDRUrlyZGTNmcOPGDfbv30+DBg1YuXIljo6OFCtWjGHDhnHixIkU+0usEEml1WqpX78+lpaWakcRX5E+fXpWrlzJH3/8wfLly6latSpXrlzR2/w+Pj5cvnyZU6dO6W1OXXn27BnNmjWjd+/e9OjRg/3795MvXz61Y5E2bVr8/Pw4duwYY8aMUTuOQVIUhd27d0u7XZHspNgXQogUzsTEhBo1ajB//nxu377N7t27cXFxYcGCBZQvX54yZcowevRozp07p3ZUIZLd7du3iYyMlC38KYhGo6Fz586Eh4fz5MkT7OzsCAgI0Mvcrq6uZMiQIcWtsp44cQJHR0d27NjBhg0bmDlzJhYWFmrH+sjBwYHhw4czfvx4IiIi1I5jcBRF4e3bt0bd+lEYBin2hRDCiJiZmeHm5saSJUu4e/cuQUFBODg4MHXqVEqWLEnFihWZOHGiXlfOhNCngIAATE1N8fDwUDuK+E62trZER0fj4uKCoigMGjQo2U/Kt7S0xN3dPUUV+ytXrqRSpUpYWloSFRVFkyZN1I70WUOHDsXOzg5fX19evnypdhyDYuytH4XhkGJfCCGMlIWFBZ6enqxatYp79+6xZcsWSpQowejRoylcuDCVKlVi+vTp3Lx5U+2oQuiMVqulZs2aZM2aVe0oIgmyZMnCli1bmDp1KtOmTaN27drcuXMnWedUFIXIyEhu376drPP8qNevX9O5c2fatWtH8+bNOXLkCMWLF1c71n8yNzfHz8+Pmzdv8uuvv6odx+D4+PgYXetHYXik2BdCiFQgbdq0NGzYkPXr1xMXF8eff/5J7ty5GTJkCPny5aN69erMmzdPWgGJFO358+eEhITIFv4UTqPR0L9/f0JDQ7l48SIVK1YkJCQk2ebz8PDA1NRUb48OJMWlS5dwdnZm9erVLF26lGXLlpEuXTq1Y31ViRIlmDx5MvPnz2fnzp1qxzEoiqLw6NEjo2n9KAyTFPtCCJHKZMiQgebNm7N161bi4uJYuXIlGTNmpE+fPuTOnRs3NzcWL17Mw4cP1Y4qxHfZsWMH7969k2LfSFSrVo3Y2FjKlStHnTp1GDduXLK0GM2WLRs1atQw2C3VW7duxc7OjhcvXnDkyBE6dOigdqTv0qNHD+rUqUP79u159OiR2nEMhoODg9G0fhSGS4p9IYRIxTJnzkybNm0IDg7m7t27LFy4EIBu3bqRK1cuPDw8WLVqFU+fPlU5qRBf5+/vT4UKFShQoIDaUYSOWFlZsXPnToYNG8bw4cNp0KBBsrwRqSgKe/fu5dmzZzofO6nev39P//79adSoEXXq1CEqKooKFSqoHeu7mZiYsHz5cl6/fk3Pnj3VjmMwTExM8Pb2TtGtH4Xhk2JfCCEEANmzZ6dz587s2bOH27dvM3PmTF68eEHbtm2xsrLCx8eHdevWyUFLwiC9f/+e4OBgWdU3QqampowePZrg4GCOHj2KnZ2dzk94VxSF9+/fs2PHDp2Om1Q3b96kVq1azJ49mxkzZrBx40YyZ86sdqwky5MnD/Pnz2fdunWsW7dO7TgGQ1GUFNv6UaQMUuwLIYT4F2tra3r27MmBAwe4ceMGEydO5M6dO7Ro0YKcOXPSrFkztmzZwuvXr9WOKgQABw4c4MmTJ1LsGzF3d3diY2PJnTs31atXZ+7cuTpbES1YsCDly5c3iC3Vu3fvxtbWlmvXrrF//3769OmDRqNRO9YPa9GiBc2aNaN79+7cunVL7TgGIaW2fhQphxT7Qgghvihv3rz07duXiIgILl26xIgRIzh//jyNGzfG2toaX19ftm3bxrt379SOKlIxrVZLvnz5sLW1VTuKSEb58uVj//799OjRg169etG8eXOeP3+uk7F9fHwIDg7m/fv3Ohnve3348IHff/+devXqYWdnR0xMDM7OzqpkSS7z588nXbp0dOjQQbau83+tH/39/dWOIoyUFPtCCCG+WeHChRk8eDCxsbGcPXuWAQMGEB0dTYMGDciVKxedOnVi9+7d0kpI6FViYiJarRZFUYxiBVR8mYWFBTNnzmTjxo1s374dR0dHTp48+cPjKorCkydPOHDggA5Sfp/79+/j4eHB77//zsiRIwkODiZnzpx6z5HcsmXLxrJly9i1axfz589XO45BUBSFqKgo2e0gkoUU+0IIIZKkRIkSjBgxglOnTnH8+HF69OhBaGgodevWJXfu3PTo0YP9+/cny+nZQvyvv/76i+vXr8sW/lTmp59+IioqCktLS5ycnFi1atUPjWdra0u+fPn0vqX68OHD2NraEhMTw86dOxk5ciSmpqZ6zaBP9erVo3v37gwcOJBz586pHUd1np6eBt/6UaRcUuwLIYT4IRqNhnLlyjF27FguXLhAVFQUbdu2JSgoCBcXF/Lly0efPn04cuSIbNsUyUKr1ZI5c2Zq1qypdhShZ8WLFyc8PJzmzZvTtm1bunTpwps3b5I0lkaj0evp6ImJicycOZOaNWtSoEABYmNjqVOnTrLPawimTJlC3rx5adOmTarfCZY1a1Zq1qwpz+2LZCHFvhBCCJ3RaDTY29szZcoUrl69yqFDh/jpp59Yv349VapUoVChQgwaNIiYmBgp/IXOaLVaPDw8MDc3VzuKUEG6dOlYtmwZS5cuxc/PjypVqnDp0qUkjaUoCtevX+evv/7SccpPPX36lCZNmtC3b19++eUXQkNDyZs3b7LOaUjSp0/PqlWriIqKYvz48WrHUZ2iKISEhBhU60dhHKTYF0IIkSxMTExwdnZm1qxZ3Lx5k3379uHu7s6yZcuwt7enRIkSDB8+XFoOiR9y/fp1YmNjZQu/oEOHDhw5coQXL15gZ2fH1q1bv3uMmjVrkilTpmRdZf3rr79wcHBg9+7dbN68malTp6bKN6oqV67M0KFDGT16NFFRUWrHUZWhtX4UxkOKfSGEEMnO1NQUFxcXFi5cyO3bt9mxYwfVqlVjzpw5lC1blrJly358DECI7xEQEIC5uTn169dXO4owABUqVCAqKoo6derQqFEj+vfv/12n61tYWODh4ZFsp6MvW7aMypUrkyFDBqKjo2nUqFGyzJNSjBgxggoVKuDr65uqW7kWKFCAChUqyFZ+oXNS7AshhNArc3Nz6tWrx7Jly7h37x4BAQFUrFiRSZMmUbx4cezt7Zk8eTJXr15VO6pIAfz9/alVqxaZMmVSO4owEJkzZ2bjxo3MmDGD2bNnU6tWre866VxRFI4dO8a1a9d0lunVq1e0b9+ejh070rp1aw4fPkzRokV1Nn5KZW5ujp+fH1euXGHIkCFqx1GVoihs27ZNtdaPwjhJsS+EEEI1lpaWeHl5sXr1auLi4ti0aROFCxdm5MiRFCpUiCpVqjBz5kxpSSQ+68mTJ+zfv1+28It/0Wg09OnTh/3793Pt2jVsbW3Zs2fPN91bv359zM3NdXY6+vnz56lcuTLr169nxYoVLF68mLRp0+pkbGNQunRpJk6cyKxZs9i7d6/acVSjKApPnz5l//79akcRRkSKfSGEEAYhbdq0NG7cmI0bNxIXF8eaNWuwsrLi119/JV++fNSsWZMFCxYQFxendlRhIIKDg4mPj8fb21vtKMJAOTs7ExMTg62tLXXr1mX06NFfbQeaOXNmatWqpZMt1Rs3bsTBwYG3b98SERFB27Ztf3hMY9S7d29cXV1p164dT548UTuOKtRq/SiMmxT7QgghDE7GjBlp2bIlWq2WuLg4li1bRrp06ejVqxc2NjbUrVuXpUuX8ujRI7WjChVptVocHBxS1Snm4vvlzJmT4OBgRo0axahRo/Dw8ODBgwdfvEdRFPbv35/kwvPdu3f06dOHpk2bUr9+fSIjIylXrlySxkoNTExMWL58Oc+ePaNXr15qx1GFvls/itRBin0hhBAGLUuWLLRr147t27dz9+5dFixYQHx8PJ07dyZXrlw0aNCA1atXS8uiVObt27ds375dtvCLb2JqasqIESPYuXMn0dHR2NraEh4e/p/Xe3t7Ex8fT3Bw8HfPdf36dWrWrMn8+fOZPXs269atkzMlvkH+/PmZM2cOq1evZtOmTWrHUYWPjw83btzg2LFjakcRRkKKfSGEEClGjhw56NKlCyEhIdy6dYtp06bx5MkTfH19sbKyolGjRmzYsIGXL1+qHVUks9DQUJ4/fy7FvvguderUITY2lvz581OjRg1mzZr12VXUvHnzYm9v/91bqnfs2IGdnR23b9/m4MGD9OrVC41Go6v4Rs/X15dGjRrRtWtX7ty5o3YcvatZsyaZM2eWrfxCZ6TYF0IIkSLZ2NjQq1cvwsLCuHbtGuPGjePGjRs0a9YMKysrWrRogb+/P2/evFE7qkgGWq2WQoUKUbZsWbWjiBQmb968hIaG8ssvv9CnTx+aNGnC06dP/3Wdoihs376dt2/ffnXMDx8+MGLECDw8PHByciImJoZKlSolR3yjptFoWLRoEebm5nTs2DHVbWc3NzfHw8NDin2hM1LsCyGESPHy589P//79iYyM5OLFi/z222+cPn2ahg0bYm1tTdu2bdm+fbu0NDISiYmJBAQEoCiKrJqKJDE3N2fq1Kls3ryZ3bt34+DgwF9//fXJNYqi8Pz5c0JDQ784VlxcHPXq1WPcuHGMGTOGoKAgsmfPnozpjVuOHDlYunQp27dv548//lA7jt4lR+tHkXpJsS+EEMKoFClShCFDhvDXX39x+vRp+vbtS0REBB4eHuTKlYsuXbqwd+9ePnz4oHZUkUTR0dHcunVLtvCLH9aoUSOio6PJkCEDlStXZtmyZR8/V65cOQoWLIi/v/9/3h8WFoatrS0nTpxg9+7dDBs2DBMT+fX6R3l6etK5c2f69evHxYsX1Y6jV7pu/ShSN/nbSAghhNEqVaoUo0aN4syZMxw7doyuXbuyZ88e3NzcyJ07Nz///DMHDx78aisuYVj8/f3Jli0b1apVUzuKMAJFixbl8OHDtG7dmo4dO9KhQwdevXqFRqNBURQCAgL+9XdEYmIi06ZNw8XFhSJFihAbG4urq6tKX4Fxmj59Orly5aJt27ap6s3ZTJky6az1oxBS7AshhDB6Go2GChUqMH78eC5dusTRo0dp3bo1Wq2WGjVqkD9/fvr168fRo0dT3TOiKZFWq8XT0xMzMzO1owgjkTZtWhYvXsyKFStYt24dVapU4cKFCyiKwu3bt4mOjv547ZMnT2jUqBEDBgygf//+hISEkDt3bhXTG6cMGTKwatUqjhw5wuTJk9WOo1eKohAaGsrjx4/VjiJSOCn2hRBCpCoajQZHR0emTZvGtWvXOHjwIA0bNmTt2rVUqlTp42MAx44dk8LfAF2+fJmTJ0/KFn6RLNq2bUtERARv3rzB3t6euLg4smbN+nGVNSYmBnt7e/bt24dWq2XSpEnyplMyqlq1Kr/++isjR45MVe3ovL29+fDhQ5JaPwrxvzSJ8puMEEIIwYcPH9i/fz/r169n06ZNPHr0iBIlStCsWTOaNWtG6dKl1Y4ogBkzZjBkyBAePHhAhgwZ1I6Tomg0GpYsWULHjh3VjmLwnj17RufOndmwYQMlS5bE1NSU3r1707t3b8qUKcPGjRspXLiw2jFThXfv3uHk5ER8fDxRUVGkSZNG7Uh64eDgQOHChdmwYYPaUUQKJiv7QgghBGBqaoqrqyuLFi3i7t27bN++ncqVKzNz5kzKlClD+fLlPz4GINSj1Wpxc3OTQl8kq0yZMrFu3Tpmz57N+fPnOXXqFF27dqVdu3YcOnRICn09srCwwM/PjwsXLvDbb7+pHUdvfHx8vrn1oxD/RYp9IYQQ4v9hbm6Ou7s7K1as4N69e/j7+1O2bFnGjx9P0aJFcXBwYOrUqVy/fl3tqKnKw4cPOXjwoGzhF3qh0WioU6cO+fPnB/4uOhs2bJhqVpYNSbly5Rg7dizTp09n//79asfRC0VRePHiBfv27VM7ikjBpNgXQgghviBNmjQoisLatWuJi4tjw4YNFChQgOHDh1OgQAGqVq3K7NmzuXPnjtpRjd62bdtITEzEy8tL7SgiFVi3bh2Ojo6kSZOGKlWqkCFDBurXr8+IESNS1enwhqJfv35Uq1aNtm3b8uzZM7XjJLuyZctSqFAhOZVf/BAp9oUQQohvlC5dOpo0acLmzZuJi4tj9erVZMuWjQEDBpAnTx5q1arFokWLePDggdpRjZJWq6VSpUrkypVL7SjCiL19+5ZevXrRokULvLy8iIyMpF27djx58oQhQ4Ywbtw46tWrR1xcnNpRUxVTU1NWrlzJw4cP+eWXX9SOk+y+1PpRiG8lxb4QQgiRBBkzZqRVq1YEBgZy7949lixZgoWFBT179iRXrly4u7uzfPlynjx5onZUo/D69Wt27twpW/hFsrp27RrVq1fnjz/+YP78+axZs4YMGTLg5eVFQkICJUqUYPfu3Zw4cQJbW1vCwsLUjpyqFCpUiFmzZrFixQr8/f3VjpPsPtf6UYjvIcW+EEII8YOyZs1Khw4d2LlzJ3fu3GHu3Lm8efOGjh07Ym1tjbe3N2vWrOH58+dqR02x9u7dy8uXL6XYF8kmODgYW1tb4uLiOHToEN27d0ej0QBgY2NDpUqV8Pf3x9XVldjYWIoUKYKLiwvTpk2TNp161L59e7y9venSpYvR766oVq0a2bJlk638Ismk2BdCCCF0KGfOnHTr1o3Q0FBu3rzJlClTePDgAa1bt8bKyoqffvqJTZs28erVK7WjpiharZZixYpRsmRJtaMIIxMfH8/QoUPx9PSkatWqxMTE4ODg8K/rFEVh586dvH79mty5cxMSEkL//v0ZMGAAjRo1kl08eqLRaFi8eDEAnTt3Nuo3WszMzPD09EwVuxhE8pBiXwghhEgmuXPnpnfv3hw+fJirV68yevRorl69SpMmTbCysqJVq1YEBARIa6WvSEhIIDAwEEVRPq60CqELd+/epU6dOkyaNIkJEyag1WrJli3bZ69VFIVXr16xd+9e4O9CbNKkSWi1Wvbt24e9vT2xsbH6jJ9qWVlZsXjxYgICAli+fLnacZKVoiicOnVK2r6KJJFiXwghhNCDAgUKMHDgQKKiojh//jxDhgzh+PHjKIqCtbU17du3Z+fOnbx//17tqAYnIiKCe/fu4ePjo3YUYUT279+Pra0tZ86cYe/evQwePBgTk//+1bhUqVIUK1bsX1uqvb29iYmJIUuWLFSpUoXFixcb9WqzoVAUhfbt2/PLL79w5coVteMkm3r16mFpaSlb+UWSSLEvhBBC6FmxYsUYNmwYJ06c4OTJkx9X/93d3bGxsaFr167s27dP2nv9/7RaLTlz5qRy5cpqRxFGICEhgUmTJuHq6kqJEiWIjY3FxcXlq/f9czp6YGDgv05HL1y4MIcOHaJdu3Z06dKFdu3a8fLly2T6CsQ/Zs6cSfbs2Wnbtq3R/n2ZIUMG3NzcpNgXSSLFvhBCCKGiMmXKMHr0aM6ePUtMTAydOnVi586duLq6kjdvXnr37s2hQ4dSdeslrVaLl5cXpqamakcRKdzjx49RFIXBgwczaNAg9uzZg42NzTffrygK9+7dIyIi4l+fS5MmDQsXLmT16tVs2rSJSpUqce7cOV3GF/+PTJkysXLlSsLCwpg+fbracZKNoiiEhYVJW1fx3aTYF0IIIQyARqPB1taWiRMncuXKFY4cOUKLFi3YvHkz1apVo2DBggwYMICoqKhUtUX4/PnznD17Vk7hFz8sKioKOzs7Dh06RFBQEOPHj8fMzOy7xqhSpQo5c+b84iprq1atiIyM5MOHDzg4OLB+/fofjS6+oGbNmvTr14/ffvuN48ePqx0nWXh5eZGYmMi2bdvUjiJSGCn2hRBCCAOj0WioVKkS06dP58aNGxw4cAAvLy/8/PxwdHSkaNGiDBs2jOPHjxt94a/VakmbNi1ubm5qRxEpVGJiIgsWLKBq1arkzJmTmJgYPD09kzSWqakpDRo0+OqW6tKlSxMZGYmXlxfNmzenV69echBnMho7dizFixfH19fXKL/PuXLlolKlSrKVX3w3KfaFEEIIA2ZiYkL16tWZN28et27dYvfu3bi6urJgwQIqVKhAmTJl+P333zl79qzaUZOFVqulbt26pEuXTu0oIgV68eIFrVu3pkePHnTu3JmDBw9SsGDBHxpTURTOnj371S36GTJkYM2aNcyfP58//viD6tWrc+3atR+aW3xemjRp8PPz48yZM4wcOVLtOMnif1s/CvGtpNgXQgghUggzMzPc3NxYvHgxd+/eZdu2bTg4ODBt2jRKlSpFxYoVPz4GYAzu3bvH4cOHZQu/SJLTp0/j5OSEVqvlzz//ZO7cuVhaWv7wuHXq1CFt2rTftMqq0Wjo3r07hw4dIi4uDltbW4KDg384g/i3ihUr8vvvvzN58mTCwsLUjqNz/2/rRyG+hRT7QgghRApkYWGBh4cHq1atIi4ujq1bt1KyZEnGjBlD4cKFcXJyYvr06dy8eVPtqEkWFBSERqOhQYMGakcRKcyaNWtwdHREo9EQGRlJ8+bNdTZ2unTpqFOnzndtqXZwcCAmJoaqVavi6enJsGHDiI+P11km8bdff/2VKlWq0LZtW54/f652HJ0qWbIkxYoVw9/fX+0oIgWRYl8IIYRI4dKkSYOPjw/r1q0jLi6OdevWkTdvXoYOHUq+fPmoXr06c+fO5e7du2pH/S5arRZnZ2dy5sypdhSRQrx584bu3bvTunVrGjVqxNGjRylVqpTO51EUhfDwcO7du/fN92TLlg2tVsuECROYOHEidevWTXE/k4bO1NSUVatWce/ePfr37692HJ3639aPxtpmUOieFPtCCCGEEUmfPj3NmjVjy5YtxMXFsWrVKjJlykTfvn3JkycPtWvXZvHixTx8+FDtqF/08uVLdu/ejY+Pj9pRRApx5coVqlatyrJly1i0aBGrVq0iffr0yTKXl5cXGo2GoKCg77rPxMSEwYMHs3fvXk6fPo2trS0HDhxIloypVZEiRZg+fTqLFy/+7j8fQ6coCnFxcZ9t/SjE50ixL4QQQhipTJky4evry7Zt27h37x6LFi3CxMSEbt26kStXLjw8PFi5ciVPnz5VO+q/7N69mzdv3sjz+uKbBAQEYGdnx+PHjwkPD6dLly5oNJpkmy9nzpw4Ozsn+XR0FxcXYmNjKVGiBK6urkyePJmEhAQdp0y9OnfujIeHB506deL+/ftqx9GZb2n9KMT/kmJfCCGESAWyZctGp06d2L17N7dv32bWrFm8ePGC9u3bY2VlhY+PD3/++ScvXrxQOyrw9xb+0qVLU7RoUbWjCAMWHx/PoEGDUBSFmjVrEh0djZ2dnV7mVhSF3bt38/LlyyTdb2Njw549e/j1118ZNGgQPj4+PH78WMcpUyeNRsOSJUuIj4+nW7duRtOi1NTUFC8vLyn2xTeTYl8IIYRIZaytrenRowcHDhzgxo0bTJo0ibt379KyZUusrKxo2rQpW7ZsUa3F04cPHwgKCpJVffFFd+7coXbt2kybNo0pU6awdetWsmbNqrf5FUXhzZs37N69O8ljmJmZMX78eIKCgggLC8POzo7o6Ggdpky9bGxsWLhwIVu2bMHPz0/tODqjKArnzp37autHIUCKfSGEECJVy5MnD3369OHIkSNcvnyZkSNHcvHiRRo3boyVlRW+vr4EBQXx7t07vWU6fPgwDx48kGJf/Kd9+/Zha2vLhQsX2LdvHwMGDEjWbfufU6xYMUqVKqWTVVZPT09iYmI+Ph6wYMECo1mNVtNPP/1E69at6dWrF9evX1c7jk64ubl9c+tHIaTYF0IIIQQAhQoVYtCgQcTExHDu3Dl+/fVXYmJi8PLywtramo4dO7J79+5kbxmm1WqxsbHB0dExWecRKU9CQgLjx4/Hzc2NMmXKEBsbS/Xq1VXL88/p6Lr4mShYsCAHDx6kc+fO9OjRg9atWxvMYzUp2Zw5c8iUKRPt2rUzinMR0qVLR926daXYF99Ein0hhBBC/Evx4sUZPnw4p06d4sSJE/Ts2ZMDBw5Qt25dcufOTY8ePdi/f7/OW0AlJibi7++Pl5cXJibya4r4Pw8fPsTLy4thw4YxbNgwdu3ahbW1taqZFEXh4cOHHD58WCfjWVpaMnfuXP7880+0Wi1OTk6cPn1aJ2OnVlmyZGHFihXs27eP2bNnqx1HJ5LS+lGkTvKvqBBCCCG+qGzZsowdO5bz588THR1Nu3bt2LZtGy4uLuTLl48+ffoQHh6uk23Hp0+f5tKlS7KFX3zi6NGj2NnZceTIEYKDgxk9ejSmpqZqx8LJyYlcuXLpfJW1efPmREZGotFocHR0ZO3atTodP7WpXbs2v/zyC4MHDzaKN08aNGiARqMhMDBQ7SjCwEmxL4QQQohvotFosLOzY/LkyVy9epXDhw/TtGlTNmzYgLOzM4UKFfq49T+phb9WqyV9+vS4urrqOL1IiRITE5k7dy7VqlXDxsaG2NhY6tevr3asj0xMTD6ejq7rZ+xLlSrF0aNHadSoEa1ataJHjx68fftWp3OkJhMmTKBw4cL4+vrq9QyS5PCjrR9F6iHFvhBCCCG+m0ajoUqVKsycOZMbN24QGhpK/fr1Wb58Ofb29h8fAzh58uR3javVanF3dydNmjTJlFykFM+fP6d58+b06tWL7t27c+DAAfLnz692rH/x8fHh0qVLybJinD59elatWsWiRYtYunQpVatW5cqVKzqfJzVImzYtfn5+HD9+nDFjxqgd54f5+PiwZ8+eJLd+FKmDFPtCCCGE+CGmpqbUrFmTBQsWcOfOHXbt2kWNGjWYO3cu5cqVo2zZsowZM4bz589/cZzbt29z9OhRfHx89BNcGKyTJ0/i6OhIcHAwGzZsYNasWVhYWKgd67NcXV1Jnz59sq2yajQaunTpQnh4OI8ePcLOzk62byeRvb09I0aMYPz48Rw5ckTtOD/kn9aPu3btUjuKMGBS7AshhBBCZ8zMzKhTpw5Lly7l3r17BAYGYmtry+TJkylRogR2dnZMmjSJq1ev/uvewMBATE1N8fDw0H9wYTBWrVqFk5MT5ubmREVF0aRJE7UjfVGaNGlwd3dP9i3VdnZ2REdHU7NmTby9vRk8eHCyd8YwRkOGDMHBwQFfX98UvSpetGhRSpcuLVv5xRdJsS+EEEKIZGFhYUGDBg3w8/MjLi6OzZs3U7RoUX7//XcKFSpE5cqVmTlzJrdu3QL+3sJfo0YNsmXLpnJyoYY3b97QpUsX2rZtS7NmzYiIiKBEiRJqx/omiqJw9OhRbt++nazzZM2ala1btzJlyhSmTp1K7dq1uXPnTrLOaWzMzMzw8/Pj1q1bDBw4UO04P0RRFIKCguRNH/GfpNgXQgghRLJLmzYtjRo1YsOGDcTFxbF27Vpy5crFoEGDyJcvH1WrVmX37t1yMF8qdenSJapUqYKfnx9Lly5l+fLlpEuXTu1Y38zT0xNTU1O9bK/XaDQMGDCAffv2ceHCBWxtbdm3b1+yz2tMihcvzpQpU1iwYAE7duxQO06S6br1ozA+UuwLIYQQQq8yZMhAixYt8Pf35969eyxfvpxXr14RHx/PiBEjPj4G8OjRI7WjCj3w9/fH3t6e58+fEx4eTocOHdSO9N2yZctG9erV9bqlunr16sTGxlKmTBnc3NwYP348CQkJeps/pevRowd169alQ4cOPHz4UO04SeLo6IiNjQ3+/v5qRxEGSop9IYQQQqgmS5YstG3blrJly1KmTBkWLVpEQkICXbp0wdraGk9PT/z8/Hj27JnaUYWOvX//ngEDBtCwYUNq165NdHQ0FStWVDtWkimKwt69e3n+/Lne5rS2tmbXrl0MGzaMYcOG4eXllWILV33TaDQsW7aMN2/e0LNnT7XjJElytn4UxkGKfSGEEEKo6v379wQFBdGoUSM6d+7M3r17uXXrFjNmzODZs2e0adMGKysrGjVqxPr161P0oVrib7du3aJWrVrMmjWL6dOns2nTJjJnzqx2rB+iKArv3r3T+7ZwU1NTRo8eTXBwMEeOHMHOzo6jR4/qNUNKlSdPHubPn8/69ev5888/1Y6TJIqicPnyZU6dOqV2FGGApNgXQgghhKoOHjzIkydPUBTl48dy5crFzz//zMGDB7l+/Trjx4/n5s2bNG/eHCsrK5o3b46/vz9v3rxRMblIij179mBra8vVq1fZv38/ffv2RaPRqB3rhxUqVIhy5cqpdjp6/fr1iY2NxcbGhmrVqjF37lxZ7f0GzZs3p3nz5vTo0YObN2+qHee7JXfrR5GySbEvhBBCCFVptVry5s2LnZ3dZz+fL18++vXrx9GjR7l06RK//fYbZ8+epWHDhlhbW9O2bVuCg4N59+6dnpOL75GQkMDo0aOpW7cuFStWJDY2FmdnZ7Vj6ZSPjw/btm3j/fv3qsyfP39+Dhw4QPfu3enVqxctWrTQ62MFKdW8efNIly4dHTp0SHHnHuir9aNImaTYF0IIIYRqEhMT0Wq1KIryTau7hQsXZsiQIRw7dowzZ858fBPA09MTGxubj48BSCsqw/LgwQM8PDwYNWoUI0eOZPv27eTMmVPtWDqnKApPnjzh4MGDqmWwsLBg1qxZbNiwgW3btuHo6MjJkydVy5MSZMuWjeXLl7N7927mz5+vdpzv5uPjQ2RkZLK3fhQpjxT7QgghhFDN8ePHuXbt2idb+L9VyZIlGTlyJKdPn+avv/6iW7duhISE4ObmRp48eejZsycHDx5McSt1xiY8PBxbW1uio6PZsWMHI0eOxNTUVO1YycLOzo68efMaxCprkyZNiIqKwtzcHCcnJ/z8/NSOZNDq1q1Ljx49+PXXXzl37pzacb6Lh4cHpqamBAQEqB1FGBgp9oUQQgihGq1WS6ZMmahZs2aSx9BoNJQvX55x48Zx8eJFIiMj8fX1JTAwkBo1apA/f3769etHRESEPMOsR4mJicyaNevjn0FsbCx169ZVO1ay0mg0eHt7G8zp6CVKlCAiIoJmzZrRpk0bunTpIudcfMHkyZPJmzcvvr6+qj2KkRTZsmWjRo0aBvEmkzAsUuwLIYQQQjVarRYPDw8sLCx0Mp5Go8HBwYGpU6dy9epVwsLCaNSoEWvXrqVy5coULlyYwYMHc+zYMYMoxozVs2fPaNKkCX369KF3796EhoaSN29etWPphaIoXLt2jePHj6sdBYB06dKxfPlyli5dip+fH87Ozly6dEntWAYpffr0+Pn5ERMTw/jx49WO810URSEkJETOaBCfkGJfCCGEEKq4ceMGMTExSdrC/y1MTEyoWrUqs2fP5tatW4SEhFC3bl2WLFmCra3tJ48BCN05fvw4Dg4O7N69m82bNzNt2jTMzc3VjqU3Li4uZMqUyeBWWTt06EB4eDjPnj3D3t4ef39/tSMZpEqVKjF06FDGjBlDZGSk2nG+mVqtH4Vhk2JfCCGEEKoICAjA3Nyc+vXrJ/tcpqam1KpVi0WLFnHnzh22b9+Os7Mzs2bNokyZMpQrV+7jYwAi6ZYvX06lSpVIly4d0dHRNGrUSO1IemdhYUH9+vUNspiuWLEi0dHR1K5dm4YNGzJgwIAUtV1dX4YPH07FihXx9fXl9evXasf5JgULFqR8+fIG9yaTUJcU+0IIIYRQhb+/Py4uLmTOnFmv85qbm+Pu7s7y5cu5d+8eWq2W8uXLM2HCBIoVK4aDgwNTpkzh2rVres2Vkr1+/ZqOHTvSoUMHWrVqRXh4OEWLFlU7lmoURSE2Npbr16+rHeVfMmfOzKZNm5g+fTqzZs2iVq1a3Lp1S+1YBsXc3Bw/Pz+uXbvG4MGD1Y7zzRRFUbX1ozA8UuwLIYQQQu+ePHlCaGhosm3h/1aWlpZ4e3uzZs0a4uLi2LhxIwULFmTEiBEULFgQZ2dnZs+ezZ07d1TNacguXLhA5cqV+fPPP1m+fDlLliwhbdq0asdSVf369TEzMzPY09E1Gg19+/Zl//79XL16FVtbW/bs2aN2LINSqlQpJk6cyOzZs1PM9+af1o8HDhxQO4owEFLsCyGEEELvtm/fTnx8PN7e3mpH+ShdunT89NNPbNq0ibi4OFavXk2OHDkYMGAAefLkoVatWixcuJD79++rHdVgbNq0CXt7e16/fk1ERATt2rVTO5JByJIlCy4uLga/pdrZ2ZnY2FgqVqxI3bp1GTNmjLSq/B+9evWidu3atG/fnidPnqgd56sMqfWjMAxS7AshhBBC77RaLfb29uTLl0/tKJ+VMWNGWrVqRUBAAPfu3WPp0qVYWlry888/Y2NjQ7169Vi+fDmPHz9WO6oq3r17R58+fWjSpAnu7u5ERUVRrlw5tWMZFB8fH0JDQw2+SMyZMyfbt29n5MiRjBw5Eg8PDx48eKB2LINgYmLC8uXLef78OT///LPacb5Ko9GgKIrBtH4U6pNiXwghhBB69e7dO7Zv3676Fv5vlTVrVtq3b8+OHTu4c+cO8+bN4927d3Ts2BFra2u8vLxYs2ZNqml5dePGDWrWrMn8+fOZNWsW69evJ1OmTGrHMjje3t7Ex8ezfft2taN8lampKSNHjmTHjh1ER0dja2vLkSNH1I5lEPLly8ecOXNYs2YNGzduVDvOVymKwvXr1/nrr7/UjiIMgBT7QgghhNCr0NBQnj17lmKK/f+VM2dOunbtyr59+7h58yZTp07l0aNHtG7dGisrK3766Sc2btzIq1ev1I6aLHbu3ImtrS23bt3iwIED9O7dG41Go3Ysg5QvXz7s7OxS1JbqunXrEhsbS/78+alevTqzZs2SFWKgdevWNG7cmG7duhn8+R01a9Y0yNaPQh1S7AshhBBCr7RaLQULFkzx275z585N7969OXToENeuXWPMmDFcvXqVpk2bYmVlRcuWLQkICODt27dqR/1hHz58YOTIkdSvXx9HR0diY2OpXLmy2rEMnqIobN++nXfv3qkd5ZvlzZuX0NBQevfuTZ8+fWjatCnPnj1TO5aqNBoNCxcuxNzcnI4dOxr0GyAWFhZ4eHhIsS8AKfaFEEIIoUeJiYkEBASgKIpRrQjnz5+fAQMGEBUVxYULFxg6dCgnT55EURSsra1p164dO3bsSJEtseLi4nB3d2fs2LGMGTOGbdu2kT17drVjpQiKovDs2TNCQ0PVjvJdzM3NmTZtGps3b2bXrl04ODhw/PhxtWOpKkeOHCxdupTt27ezaNEiteN8kSG3fhT6JcW+EEIIIfQmJiaGmzdvpsgt/N+qaNGiDB06lOPHj3Pq1Cl++eUXwsPDqV+/PjY2NnTt2pWQkBA+fPigdtSvOnToELa2thw/fpxdu3YxbNgwTEzk18dvVb58eQoUKJBiV1kbNWpEdHQ06dKlo1KlSixfvlztSKry9PSkS5cu9O/fnwsXLqgd5z/Vr18fc3Nzg239KPRH/rYWQgghhN74+/uTNWtWqlevrnYUvShdujS///47Z8+eJTY2ls6dO7Nr1y5q165N3rx56dWrF2FhYQbX7iwxMZFp06ZRs2ZNChcuTGxsLLVr11Y7VopjDKejFy1alPDwcFq1akWHDh3o2LEjr1+/VjuWaqZNm4aNjQ1t27YlPj5e7TiflTlzZlxcXPD391c7ilCZFPtCCCGE0ButVounpydmZmZqR9ErjUZDxYoVmTBhApcvXyYiIoIWLVqwdetWqlevToECBejfvz+RkZGqF4VPnjyhcePGDBgwgH79+hESEkLu3LlVzZSSKYrCrVu3iI6OVjtKkqVNm5YlS5awfPly/vzzTypXrmzQK9vJKUOGDKxatYqIiAgmT56sdpz/pCgK+/fvN/jWjyJ5SbEvhBBCCL24cuUKJ06cMOot/N9Co9Hg5OTE9OnTuX79OgcOHEBRFFavXo2Tk9PHxwD++usvvRf+sbGx2NvbExISgr+/P5MnT8bc3FyvGYxN9erVyZIlS4rdyv+/2rVrR0REBK9fv8be3p7NmzerHUkVzs7ODBo0iJEjRxIbG6t2nM/6p/VjcHCw2lGEiqTYF0IIIYReaLVaLC0tqVevntpRDIaJiQnVq1dn7ty53Lp1iz179uDq6sqiRYuoWLEipUuXZtSoUZw5cyZZcyQmJrJ48WKqVKlC5syZiYmJSfVvyuiKubk5DRo0MIpiH6BcuXJERUXh7u7OTz/9RN++fVNUtwFdGTVqFGXLlqV169a8efNG7Tj/khJbPwrdk2JfCCGEEHqh1WqpXbs2GTNmVDuKQTIzM6N27dosXryYO3fusG3bNpycnJgxYwalS5emQoUKHx8D0KWXL1/Srl07unTpQtu2bTl8+DCFCxfW6RypnaIonDhxgitXrqgdRScyZcrE+vXrmTVrFvPmzcPFxYUbN26oHUuvLCws8PPz4+LFiwwbNkztOJ/l4+PD9u3bjaL9p0gaKfaFEEIIkewePXrEwYMHZbX4G/3TK3vlypXcu3ePrVu3Urp0acaOHUuRIkVwcnJi2rRpP1xgnTt3jkqVKrFp0yZWrVrFokWLSJMmjY6+CvGPevXqYWFhYVSrrBqNht69e3PgwAFu3ryJra0tO3fuVDuWXpUtW5Zx48YxY8YMg2yvqCgKz58/N8hsQj+k2BdCCCFEstu2bRsfPnzAy8tL7SgpTpo0afDx8eHPP/8kLi6O9evXkzdvXoYNG0b+/PmpVq0ac+bM4e7du9817vr163FwcODDhw8cPXoUX1/fZPoKRMaMGaldu7ZRFfv/qFy5MjExMTg6OlK/fn1GjhyZItpK6krfvn2pXr06bdu25enTp2rH+US5cuUoWLCgUb7uxLeRYl8IIYQQyU6r1VKpUiVsbGzUjpKipU+fnqZNm7Jlyxbi4uJYtWoVWbJkoX///uTJkwdXV1f++OMPHjx48J9jvH37ll69etG8eXMaNGhAZGQkZcqU0eNXkTopisLBgwd59OiR2lF0LkeOHGzbto0xY8YwduxY3N3diYuLUzuWXpiamrJy5UoeP37ML7/8onacT/zT+jEgIED1Lh9CHVLsCyGEECJZvXnzhh07dsgWfh3LlCkTvr6+BAUFcffuXf744w/MzMzo3r07uXLlon79+qxYseKT1lsPHz6kRo0aLFq0iHnz5rF27VoyZMig3heRinh5efHhwwe2bdumdpRkYWJiwrBhw9i1axfHjx/H1taWQ4cOqR1LLwoWLMisWbNYuXIlW7duVTvOJ4yh9aNIOk2ivM0jhBBCiGS0bds2GjRowKlTpyhdurTacYxeXFwcmzdvZt26dRw8eBBzc3Pc3d0JCAggXbp05MyZk40bN+Lo6Kh21FSnUqVK5M2b1+hb1t2+fZtmzZoRHh7OpEmT6NevHxqNRu1YySoxMZGGDRty6NAhTp48ibW1tdqRAIiPj8fKyoqePXsyZswYteMIPZOVfSGEEEIkK61WS9GiRSlVqpTaUVIFKysrunfvzv79+7lx4wYTJkz4uKr3+vVrKlSowPXr13n9+rXKSVMfRVHYuXOnQbZq06XcuXMTEhJCv379GDBgAI0bN/5kh4kx0mg0/PHHH5iYmNC5c2eD2TZvZmaGp6cn/v7+akcRKpBiXwghhBDJJiEhgcDAQBRFMfqVPUNkampKUFAQd+7cAaBhw4bcuHGDn376CSsrK1q3bk1gYKC05tITRVF4+fIle/fuVTtKsjM3N2fy5Mn4+/sTEhKCg4MDx44dUztWsrKysmLx4sUEBgaybNkyteN8pCgKJ0+e1HnbTmH4pNgXQgghRLI5evQod+/elef1VXDgwAFsbW05ffr0x+LSw8ODmJgYzp07x6+//sqxY8fw9vYmV65cdOjQgV27dhEfH69ycuNVunRpihYtmqpOR1cUhZiYGDJlykTlypVZsmSJwax6Jwdvb286dOhAnz59DKa4NsbWj+LbSLEvhBBCiGSj1WrJkSMHzs7OakdJNRISEpg8eTKurq6UKFGC2NhYXFxcPrmmePHiDB8+nJMnT3LixAl+/vlnwsLCqFevHjY2NnTv3p3Q0NBU1UJNH/45HT0wMJCEhAS14+hN4cKFOXz4MG3btqVz5860b9+eV69eqR0r2cyYMYMcOXLQtm1bg/gZypgxI25ublLsp0JS7AshhBAi2Wi1Wry8vDA1NVU7Sqrw+PFjfHx8GDRoEAMHDmTPnj1fbXdYtmxZxowZw7lz54iOjqZDhw5s376dWrVqkS9fPn755RfCw8ONejVWnxRF4e7duxw9elTtKHqVJk0aFi1axKpVq9i4cSOVKlXi3LlzasdKFpkyZWLlypUcOnSIadOmqR0H+L/Wjw8fPlQ7itAjKfaFEEIIkSwuXLjAmTNnZAu/nkRHR2NnZ0dYWBiBgYFMmDABMzOzb75fo9FgZ2fHpEmTuHLlCuHh4TRt2pSNGzfi7OxMwYIFGThwINHR0VL4/wBnZ2dy5MiRaldZfX19OXr0KO/fv8fBwYENGzaoHSlZ1KhRg/79+zN8+HCOHz+udhy8vLxISEgw2taP4vOk2BdCCCFEstBqtaRNm5Y6deqoHcWoJSYmsnDhwo9FZExMDA0aNPihMTUaDZUrV2bmzJncuHGD0NBQPD09WblyJQ4ODhQrVozffvuNEydOSOH/nUxNTWnQoEGqLfYBypQpQ2RkJA0aNKBZs2b06tXLKA+JHDNmDMWLF6d169aqf302NjZUqlQpVb/uUiMp9oUQQgiRLLRaLXXq1CFdunRqRzFaL168wNfXl+7du9OpUyfCwsIoWLCgTucwNTWlZs2azJ8/n9u3b7Nr1y5cXFyYN28e5cuXp2zZsowePdpot2QnB0VROHPmDOfPn1c7imoyZszI2rVrmTdvHosWLaJGjRpcu3ZN7Vg6lSZNGlavXs3Zs2cZMWKE2nFSTetH8X+k2BdCCCGEzsXFxXH48GHZwp+Mzpw5g5OTE/7+/h+LJktLy2Sd08zMjDp16rBkyRLu3btHUFAQdnZ2TJ06lZIlS2Jra8vEiRO5cuVKsuZI6erUqUOaNGlS/SqrRqOhR48eHDp0iHv37mFnZ8f27dvVjqVTFSpUYPTo0UyZMoWwsDBVs6Sm1o/ib1LsCyGEEELngoKCSExM/OHt5OLz1q5di6OjIxqNhsjISFq0aKH3DBYWFnh6euLn58e9e/fYvHkzxYsXZ/To0RQuXJhKlSoxY8YMbt68qfdshi59+vTUqVMn1Rf7/3B0dCQmJoYqVarg4eHBb7/9ZhCn2OvKwIEDcXZ2pk2bNjx//ly1HKVKlaJo0aL4+/urlkHolxT7QgghhNA5rVaLs7MzVlZWakcxKm/fvqVHjx60atUKHx8fjh49SqlSpdSORdq0aWnUqBHr168nLi6OP//8k9y5czN48GDy5ctHjRo1mDdvHvfu3VM7qsFQFIXDhw8TFxendhSDkC1bNgICApgwYQITJkygbt26RvN6MTU1ZeXKlcTFxdGvXz/VcqTW1o+pmRT7QgghhNCpV69esXv3btnCr2NXrlyhatWqLF26lIULF+Ln50f69OnVjvUvGTJkoHnz5mzdupW4uDhWrlxJhgwZ6NOnD7lz58bNzY0lS5bw6NEjtaOqysvLC/h7F4z4m4mJCYMHD2bv3r2cOnUKW1tbDhw4oHYsnShSpAgzZsxgyZIlBAYGqpZDURTu3btHRESEahmE/kixL4QQQgid2r17N69fv8bHx0ftKEYjMDAQOzs7Hj16xOHDh+natSsajUbtWF+VOXNm2rRpQ3BwMHfv3mXhwoUAdO3aFWtrazw8PFi1ahVPnz5VOan+WVlZ4ezsLFv5P8PFxYXY2FiKFy+Oq6srkydPNoquD506dcLT05NOnTpx//59VTKk9taPqY0U+0IIIYTQKa1WS6lSpShWrJjaUVK8+Ph4Bg8ejLe3NzVq1CA6Ohp7e3u1YyVJ9uzZ6dy5M3v27OH27dvMnDmT58+f07ZtW6ytrWnYsCHr1q3j5cuXakfVG0VR2L17N69evVI7isGxsbFhz549DBw4kEGDBuHj48Pjx4/VjvVDNBoNS5Ys4cOHD3Tt2lWVNzBMTU3x8vKSYj+VkGJfCCGEEDrz4cMHgoKCZAu/Dty5c4fatWszdepUJk+ejL+/P1mzZlU7lk5YW1vTs2dPDh48yPXr1xk/fjy3b9+mRYsWWFlZ0axZM7Zu3Wr0LcIUReH169fs3r1b7SgGyczMjAkTJhAYGMiBAwewt7cnOjpa7Vg/JFeuXCxatIitW7eyatUqVTIoisLZs2dTdevH1EKKfSGEEELoTHh4OPfv35di/wft27cPW1tbLly4wL59+xg4cGCK2LafFPny5aNfv35ERERw6dIlhg8fzrlz52jUqBFWVla0adOGbdu28e7dO7Wj6lzx4sUpWbKkrLJ+RYMGDYiJiSF79uw4OzuzcOHCFL2tv3Hjxvj6+tKrVy+uXbum9/nr1KlD2rRp5XWXCkixL4QQQgid0Wq15MqVCycnJ7WjpEgJCQlMmDABNzc3ypQpQ2xsLNWrV1c7lt4ULlyYwYMHc+zYMc6ePcuAAQOIioqiQYMG5MqVi06dOrFnzx7i4+PVjqoz/5yObkyt5pJDoUKFCAsLo1OnTnTv3h1fX19evHihdqwkmzNnDlmyZKFdu3Z6Pxk/Xbp00voxlZBiXwghhBA6kZiYiL+/P15eXpiYyK8Y3+vRo0d4eXkxdOhQhg4dyq5du7C2tlY7lmpKlCjBiBEjOHXqFMePH6d79+6EhoZSp04dcufOTY8ePThw4ECKbyGmKAoPHjzg8OHDakcxeJaWlsybN4+1a9fi7++Pk5MTZ86cUTtWkmTOnJkVK1YQGhrKrFmz9D6/tH5MHeRfYiGEEELoxJkzZ7h48aJs4U+CyMhI7OzsOHLkCMHBwYwZMwZTU1O1YxkEjUZDuXLlGDduHBcuXCAyMpK2bdsSFBREzZo1yZcvH3379uXIkSMpcmt3pUqVsLa2llXW79CiRQsiIyPRaDQ4Ojqydu1atSMliaurK3369GHIkCGcOnVKr3M3aNAAkNaPxk6KfSGEEELohFarJX369NSuXVvtKClGYmIic+fOpWrVqlhbWxMbG0v9+vXVjmWwNBoNDg4OTJkyhatXr3Lo0CEaN27MunXrqFKlCoULF2bQoEHExsammMLfxMTk4+noKSWzIShVqhRHjx7Fx8eHVq1a0aNHD96+fat2rO82fvx4ChcujK+vr17Ppfin9aO/v7/e5hT6J8W+EEIIIXRCq9VSr1490qRJo3aUFOH58+e0aNGCXr160a1bNw4ePEj+/PnVjpVimJiY4OzszOzZs7l58yb79u2jXr16LF26FDs7O0qUKMHw4cP1vmKaFD4+Ply8eDHFbklXS/r06fHz82PhwoUsXbqUatWqcfXqVbVjfZe0adOyevVqTpw4wejRo/U69z+tH1NTu8vURop9IYQQQvywO3fuEBERgY+Pj9pRUoSTJ0/i6OjItm3bWL9+PbNnz8bCwkLtWCmWqakpLi4uLFy4kDt37rBjxw6qVavGnDlzKFu2LGXLlmXs2LFcuHBB7aifVbt2bdKnTy9b+ZNAo9HQtWtXDh8+zMOHD7Gzs0txW9Pt7OwYOXIkEyZMIDw8XG/zKorCmzdvpPWjEZNiXwghhBA/LDAwEFNTUzw9PdWOYvD8/PxwcnLC3NycqKgomjZtqnYko2Jubk69evVYtmwZ9+7dIyAggAoVKjBp0iSKFy+Ovb09kydPVqXl2X9JkyYN9erVk2L/B9jb2xMdHU316tXx8vJiyJAhKaprw+DBg3F0dKRNmzZ6W2kvXrw4pUqVktedEZNiXwghhBA/TKvVUr16dbJly6Z2FIP15s0bunTpQps2bWjatCkRERGUKFFC7VhGzdLSEi8vL9asWUNcXBybNm2icOHCjBw5koIFC1KlShVmzZrF7du31Y6KoihERERw584dtaOkWFmzZsXf35/JkyczZcoU3NzcUsz308zMjFWrVnHr1i0GDBigt3kVRSEoKEhaPxopKfaFEEII8UNevHjB3r175RT+L7h06RLOzs6sWrWKJUuWsHz5ctKlS6d2rFQlbdq0NG7cmI0bNxIXF8eaNWuwsrJi4MCB5M2bFxcXFxYsWKBaKzJPT09MTU0JDAxUZX5jodFoGDhwICEhIZw/fx5bW1tCQ0PVjvVNihcvztSpU1m4cCHbt2/Xy5zS+tG4SbEvhBBCiB+yc+dO3r59K8X+f/D398fe3p5nz55x5MgROnbsiEajUTtWqpYxY0ZatmyJVqslLi6OZcuWkSZNGnr16kXu3LmpW7cuS5cu5fHjx3rLlD17dqpVqyZbqnWkRo0axMbGUqZMGWrXrs2ECRNISEhQO9ZXde/enXr16tGhQwcePnyY7PM5OTmRK1cued0ZKSn2hRBCCPFDtFot5cqVo1ChQmpHMSjv379n4MCBNGzYEFdXV6Kjo6lYsaLascT/I0uWLLRr144dO3Zw9+5d5s2bR3x8PJ07d8ba2poGDRqwevVqnj17luxZFEVh7969PH/+PNnnSg2sra3ZtWsXQ4cOZejQoXh5efHo0SO1Y32RRqNh2bJlvH37lu7duyd7O0Zp/WjcpNgXQgghRJK9f/+eoKAgWdX/f9y6dQtXV1dmzpzJtGnT2Lx5M5kzZ1Y7lviKHDly0LVrV0JCQrh16xbTpk3j8ePH+Pr6YmVlRePGjdmwYQOvXr1KlvkVReHt27fs3LkzWcZPjUxNTRkzZgzBwcEcOXIEOzs7IiMj1Y71Rblz52bBggVs3LiRP//8M9nnUxRFWj8aKSn2hRBCCJFkYWFhPH78WIr9/7F3715sbW25cuUKoaGh9OvXT7btp0A2Njb06tWLQ4cOce3aNcaOHcv169dp1qwZVlZWtGjRAq1Wy9u3b3U2Z+HChSlbtqxsqU4G9evXJzY2Fmtra6pWrcq8efMMeiW7WbNmtGjRgp49e3Lz5s1kneuf1o/+/v7JOo/QPyn2hRBCCJFkWq2WPHnyYG9vr3YU1SUkJDBmzBjq1KlDxYoViY2NpWrVqmrHEjqQP39+BgwYQGRkJBcvXmTo0KGcPn0aHx8frKysaNu2Ldu3b+f9+/c/PJePjw/btm3TyVjiU/nz5+fgwYN069aNn3/+mZYtWxr0IxPz5s0jffr0tG/fPlnPG5DWj8ZLin0hhBBCJEliYiJarRZFUVL9yvWDBw/w8PBg5MiRjBgxgu3bt5MzZ061Y4lkUKRIEYYOHcpff/3F6dOn6du3LxEREXh4eJArVy66dOnC3r17k9zKTFEUHj9+TFhYmI6TCwALCwtmz57N+vXrCQoKwtHRkVOnTqkd67OyZs3K8uXL2bNnD/PmzUvWuRRF4ejRowbRhlLojhT7QgghhEiSEydOcPXq1VS/hf/IkSPY2toSFRXFjh07GDVqFKampmrHEnpQqlQpRo0axZkzZzh27BhdunRhz549uLm5kSdPHn7++WfCwsK+a1XW3t6ePHnyyCprMmvatClRUVGYm5vj5OSEn5+f2pE+q06dOvz888/8+uuvnD17NtnmkdaPxkmKfSGEEEIkiVarJVOmTLi4uKgdRRWJiYnMmjWL6tWrky9fPmJjY6lbt67asYQKNBoNFSpUYMKECVy6dImjR4/SqlUrtFot1atXp0CBAvTv35+jR49+9TlxjUaDt7e3nI6uByVKlCAiIoKffvqJNm3a0LVrV968eaN2rH+ZNGkS+fPnx9fXN9ke78iePTvVq1eXN5mMjBT7QgghhEgSrVZL/fr1sbCwUDuK3j179oymTZvSp08fevXqRWhoKPny5VM7ljAAGo0GR0dHpk2bxrVr1zh48CA+Pj6sXr2aSpUqUaRIEYYMGcKxY8f+s5hXFIWrV69y4sQJPadPfdKlS8eKFStYvHgxK1euxNnZmUuXLqkd6xPp0qXDz8+P2NhYxo0bl2zzSOtH4yPFvhBCCCG+282bN4mOjk6VW/iPHz+Og4MDu3btYtOmTUyfPj1VvuEhvs7ExIRq1aoxZ84cbt++zd69e3Fzc+OPP/7A1taWUqVKMXLkSE6fPv3JfS4uLmTMmFFWWfVEo9HQqVMnwsPDefbsGfb29gZ3Mr2TkxPDhg1j7NixHD16NFnmUBSFd+/eSetHIyLFvhBCCCG+W0BAAGZmZtSvX1/tKHq1YsUKKlWqRNq0aYmKiqJx48ZqRxIphKmpKa6urvzxxx/cvXuX4OBgKleuzMyZMylTpgzly5dn/PjxXLp0CUtLS+rXry/Fvp7Z2toSHR2Nq6srDRs2ZODAgQbVFeG3337D1tYWX19fXr16pfPxCxUqRLly5eR1Z0Sk2BdCCCHEd/P398fFxYUsWbKoHUUvXr9+TceOHWnfvj2tWrXiyJEjFCtWTO1YIoUyNzenfv36rFixgnv37uHv70+ZMmUYN24cRYsWxdHRETMzM6Kjo7lx44bacVOVzJkzs3nzZqZNm8bMmTNxdXXl1q1bascC/n7d+Pn5cf36dQYPHpwscyiKIq0fjYgU+0IIIYT4Lk+fPiU0NDTVbOG/cOECVapUYe3atSxbtowlS5aQNm1atWMJI5EmTRoUReHPP/8kLi6O9evXkz9/fjZt2gRAzZo1mT17Nnfu3FE5aeqh0Wjo168foaGhXLlyBVtbW/bu3at2LABKlizJpEmTmDNnDrt379b5+NL60bhIsS+EEEKI77J9+3bev3+Pt7e32lGS3ebNm7G3t+fVq1dERETQvn17tSMJI5Y+fXqaNm3K5s2buX//PmXKlOH58+cMGDCAPHnyUKtWLRYtWsSDBw/UjpoqVK1aldjYWCpWrEidOnUYO3bsd7VRTC4///wztWvXpn379jx+/FinY//T+tHQziwQSSPFvhBCCCG+i1arxc7Ojvz586sdJdm8e/eOvn378tNPP1GvXj2ioqIoX7682rFEKpIpUya6devG06dPuXDhAkuWLMHc3JyePXuSK1cu3N3dWb58OU+ePFE7qlHLmTMn27dvZ8SIEYwYMQJPT0/V32wxMTFh+fLlvHjxgp9//lmnY0vrR+Mixb4QQgghvtm7d+8IDg426i38N27cwMXFhblz5zJr1iw2bNhApkyZ1I4lUiFvb2/ev39PeHg4HTp0YNeuXdy+fZs5c+bw5s0bOnbsiLW1Nd7e3qxZs0ZapiUTU1NTRo0axY4dO4iMjMTOzo4jR46omilfvnzMmzePtWvXsmHDBp2OrSgK165d4/jx4zodV+ifFPtCCCGE+Gb79+/n2bNnRlvs79y5E1tbW27cuMGBAwfo3bs3Go1G7VgilcqfPz+2trafnI5uZWVF9+7dCQ0N5ebNm0yePJkHDx7QunVrrKys+Omnn9i0aVOynNae2tWtW5fY2Fjy5s1LjRo1mD17tqqr3y1btuSnn36iW7du3L59W2fj1qpVi0yZMsmp/EZAin0hhBBCfDOtVkuBAgWMbkv7hw8fGDVqFPXr18fBwYHY2FiqVKmidiwhUBSF4OBg3r1796/P5c6dm19++YXDhw9z9epVRo8ezZUrV2jSpAlWVla0atWKgIAA3r59q0Jy45QvXz5CQ0Pp2bMnv/zyC82aNePZs2eqZNFoNCxcuBBLS0s6dOigszceLCwspPWjkZBiXwghhBDfJDExkYCAABRFMarV7vv37+Pu7s7o0aMZPXo0wcHB5MiRQ+1YQgB/F/vPnj1j//79X7yuQIECDBw4kOjoaM6fP8/gwYM5fvw4iqJgbW1N+/bt2blzp7RU0wELCwtmzJjBpk2b2LFjBw4ODqptec+ePTvLli1j586dLFy4UGfjKopCTEyMtH5M4aTYF0IIIcQ3iY2N5caNG0a1hf/QoUPY2try119/sWvXLn777TdMTOTXI2E4KlSoQIECBb5rlbVYsWL89ttvnDhxgpMnT9K7d28OHTqEu7s7NjY2dO3alX379vHhw4dkTG78GjduTHR0NGnTpqVSpUqsWLFClRz169ena9euDBgwgAsXLuhsTDMzMwICAnQynlCH/GsmhBBCiG+i1WrJkiUL1atXVzvKD0tMTGT69Om4uLhQqFAhYmNjcXNzUzuWEP/yo6ejlylThtGjR3Pu3DliYmLo1KkTO3fuxNXVlbx58358I8AQWsqlRMWKFePIkSO0atWK9u3b07FjR16/fq33HFOnTsXGxoY2bdoQHx//w+NlyZIFFxcX2cqfwkmxL4QQQohv4u/vj6enJ+bm5mpH+SFPnz6lcePG9O/fnz59+hASEkKePHnUjiXEf1IUhZs3bxITE5PkMTQaDba2tkycOJErV65w5MgRmjdvzubNm6lWrRoFCxZkwIABREVFScu175Q2bVqWLFnCsmXLWLt2LVWqVNHZCvu3ypAhA35+fhw9epRJkybpZExFUdi3b5+0d0zBpNgXQgghxFdduXLl4/O/KdmxY8ewt7cnJCSErVu3MmXKlBT/5oUwfjVq1CBLliw6W2XVaDRUqlSJGTNmcOPGDfbv34+XlxerVq3C0dGRokWLMmzYMI4fPy6F/3do3749ERERvHr1CgcHB7Zs2aLX+atUqcLgwYMZNWrUD70x9A9vb2/i4+PZvn27DtIJNUixL4QQQoivCggIwMLCAnd3d7WjJEliYiJLliyhcuXKZMqUiejoaHx8fNSOJcQ3MTc3x9PTM1m2VJuYmFCjRg3mzZvH7du32b17N7Vq1WLBggVUqFCBMmXK8Pvvv3P27Fmdz22MypcvT1RUFHXr1qVx48b069dPr4cijhw5knLlyuHr68ubN29+aKzPtX4UKYsU+0IIIYT4Kq1WS+3atcmYMaPaUb7bq1evaN++PZ07d6Zt27YcPnyYIkWKqB1LiO+iKArHjx/nypUryTaHmZkZbm5uLFmyhLt37xIUFISDgwPTpk2jVKlSVKxYkQkTJnD58uVky2AMMmXKxIYNG5g1axZz5szBxcWFmzdv6mVuCwsL/Pz8uHTpEkOHDv3h8RRFYfv27Z9t/SgMnxT7QgghhPiiR48eceDAgRS5hf/cuXNUqlSJDRs2sHLlShYtWkSaNGnUjiXEd3N3d8fCwkJvp6NbWFjg6enJqlWriIuLY8uWLZQsWZKxY8dSpEgRnJycmD59ut6K2JRGo9HQu3dvDhw4wPXr17G1tWXXrl16mbtMmTKMGzeOGTNmsG/fvh8a65/Wj6GhoboJJ/RKin0hhBBCfFFwcDAfPnzAy8tL7SjfZcOGDTg4OPD+/XuOHj1KmzZt1I4kRJJlzJgRV1dXVbZUp0mThoYNG7Ju3Tri4uJYt24defLkYejQoeTLl4/q1aszd+5c7t69q/dshq5KlSrExsZib2+Pu7s7o0aN0kvLw759+1KzZk3atm3L06dPkzxOUlo/CsMhxb4QQgghvkir1eLk5ETu3LnVjvJN3r17R+/evWnWrBkNGjQgMjKSsmXLqh1LiB+mKAoHDhzg0aNHqmVInz49zZo1Y+vWrdy7d4+VK1eSKVMm+vbtS548eahduzZ//PEHDx8+VC2jocmRIwfBwcH8/vvvjB49Gnd3d+7fv5+sc5qYmLBy5UqePHlC7969kzyORqNBURQCAgLksMYUSIp9IYQQQvynt2/fsmPHjhSzhf/69evUqFGDhQsXMnfuXNauXZsizxkQ4nO8vb358OEDwcHBakcBIHPmzLRp04Zt27Zx9+5dFi1ahEajoXv37uTKlYv69euzcuXKH1pZNhYmJiYMHz6cXbt28ddff2Fra8uhQ4eSdc4CBQowe/ZsVq1a9UOdAXTR+lGoQ4p9IYQQQvynkJAQXrx4kSKK/e3bt2Nra8udO3cICwujZ8+eaDQatWMJoTO5c+fG0dHRILdUZ8+enU6dOrFnzx5u377NrFmzePnyJe3atcPKygofHx/+/PNPXrx4oXZUVbm5uREbG0vBggVxcXFh+vTpybpi3rZtW3x8fOjSpUuSH7OoXr26Tls/Cv2RYl8IIYQQ/8nf358iRYpQunRptaP8pw8fPjB8+HA8PDyoXLkyMTExODk5qR1LiGTxz+noP9pWLTlZW1vTo0cPDhw4wI0bN5g4cSJ3796lZcuWWFlZ0bRpU7Zs2cLr16/VjqqKPHnysG/fPvr06UP//v1p3Lhxsu1+0Gg0/PHHH5iamtK5c+ckvbGQnK0fRfKSYl8IIYQQn5WQkEBAQACKohjsCvm9e/eoW7cu48ePZ/z48QQGBpI9e3a1YwmRbBRF4eXLl4SEhKgd5ZvkzZuXvn37cuTIES5fvszIkSO5cOECjRs3xsrKCl9fX4KCglJdazdzc3OmTJnC1q1bCQkJwd7enmPHjiXLXDlz5mTJkiUEBQWxdOnSJI2hj9aPQvek2BdCCCHEZ0VGRnL37l2D3cJ/4MABbG1tOXXqFHv27GHIkCGYmMivNsK4lSlThiJFiqTIVdZChQoxaNAgYmNjOXv2LAMHDiQ6OhovLy+sra3p2LEju3fvJj4+Xu2oeuPj40N0dDSZMmWicuXKLF26NFm29Xt5edGxY0f69u3L5cuXv/v+f1o/psTXXWom/yIKIYQQ4rO0Wi05cuTA2dlZ7SifSExMZPLkybi6ulKsWDFiY2OpVauW2rGE0Iv/PR09ISFB7ThJVqJECUaMGMGpU6c4fvw4PXv2ZP/+/dStW5fcuXPTvXt39u/fr5c2dWorUqQIhw8fpm3btnTq1In27dvz6tUrnc8zY8YMcuTIQZs2bb77+6pm60eRdFLsCyGEEOKztFotDRo0wMzMTO0oHz1+/BgfHx8GDRrEgAED2Lt3LzY2NmrHEkKvFEXh7t27REZGqh3lh2k0GsqVK8fYsWO5cOECUVFRtG3bluDgYFxcXMiXLx99+vQhPDzcqFu/pUmThkWLFrFy5Uo2bNhA5cqVOX/+vE7nyJgxI6tWreLw4cNMnTr1u+9XFIWDBw+q2vpRfB8p9oUQQgjxLxcvXuT06dMGtYU/Ojoae3t7Dhw4QEBAABMnTjSoNyKE0BdnZ2eyZ89udKusGo0Ge3t7pkyZwpUrVzh8+DBNmjRhw4YNODs7U6hQIX799VdiYmKMtvBv06YNR48e5d27d9jb27Nhwwadjl+9enUGDBjA8OHD+euvv77r3n9aP27btk2nmUTykWJfCCGEEP+i1WpJkyYNderUUTsKiYmJLFq0CGdnZ7Jly0ZMTAxeXl5qxxJCNWZmZjRo0MDoiv3/ZWJiQpUqVZg1axY3btxg37591K9fn+XLl2Nvb0/x4sX57bffOHnypNpRda5s2bJERkbi6elJs2bN6N27t04PMBwzZgwlS5bE19eXt2/ffvN9uXPnxsnJyahfd8ZGin0hhBBC/ItWq6VOnTqkT59e1RwvX76kTZs2dOvWjU6dOnHo0CEKFSqkaiYhDIGiKJw+fZqLFy+qHSXZmZqa4uLiwoIFC7hz5w47d+6kevXqzJs3j3LlylGmTBnGjBmj823vasqYMSN//vknc+fOZeHChdSoUYPr16/rZGxLS0v8/Pw4e/Ysw4cP/657FUVhx44dBt36UfwfKfaFEEII8Yn79+9z6NAh1bfwnzlzBicnJ7Zu3cqaNWuYN28elpaWqmYSwlDUrVuXNGnSpLpVVjMzM+rWrcuyZcu4e/cuAQEB2NraMnnyZEqUKIGdnR2TJk3i6tWrakf9YRqNhp49exIWFsadO3ewtbVl+/btOhm7QoUKjBkzhqlTp3LgwIFvvi+ltX5M7aTYF0IIIcQngoKCSExMpEGDBqpl+PPPP3F0dCQxMZHIyEhatmypWhYhDFH69Olxc3PD399f7SiqsbS0xMvLi9WrVxMXF8emTZsoWrQov//+O4UKFaJy5crMnDmTW7duqR31hzg5ORETE0PlypXx8PBg+PDhOulSMGDAAKpWrUrbtm15/vz5N91TunTpFNv6MTWSYl8IIYQQn9BqtVSpUgVra2u9z/327Vt69uxJy5Yt8fHx4ejRo5QqVUrvOYRICRRF4fDhw9y/f1/tKKpLmzYtjRs3ZsOGDcTFxbF27Vqsra0ZNGgQ+fLlo0aNGsyfP5+4uDi1oyZJ9uzZCQwMZPz48YwfP566dety7969HxrT1NSUlStX8uDBA/r27ftN9xhL68fUQop9IYQQQnz06tUrdu3apcoW/qtXr1KtWjWWLFnCggUL8PPzI0OGDHrPIURK4eXlRWJiIkFBQWpHMSgZMmSgRYsWaLVa7t27x7Jly0ifPj29e/fGxsaGOnXqsGTJkhTXQs7ExIQhQ4awZ88eTp06ha2tLQcPHvyhMQsXLsyMGTNYunQpAQEB33TPP60fjx49+kNzi+Qnxb4QQgghPtqzZw+vX7/Gx8dHr/MGBQVhZ2fHgwcPOHz4MN26dUOj0eg1gxApjbW1NVWqVJEt1V+QJUsW2rVrx/bt27l79y4LFiwgISGBLl26YG1tjaenJ35+fjx79kztqN+sVq1axMbGUqxYMWrVqsWUKVN+qBVhx44d8fLyonPnzt+0S8RYWz8aIyn2hRBCCPGRVqulZMmSFC9eXC/zxcfHM2TIELy8vKhWrRoxMTHY29vrZW4hjIGiKOzatYtXr16pHcXg5ciRgy5durB3715u377NjBkzePr0KW3atMHKyopGjRqxfv16Xr58qXbUr7KxsWHv3r0MGDCAX3/9lYYNG/LkyZMkjaXRaFi8ePHHN0G+9sZBamj9aCyk2BdCCCEEAB8+fCAwMFBvW/jv3LmDm5sbU6ZMYdKkSfj7+5M1a1a9zC2EsVAUhdevX7Nnzx61o6QouXLl4ueffyYsLIzr168zbtw4bt68SfPmzbGysqJ58+b4+/sbdIs5MzMzJk6cSEBAAPv378fOzo7o6OgkjWVtbc2iRYvw9/dn5cqVX71eURTOnDnDhQsXkjSf0A8p9oUQQggBwJEjR7h//75eiv3Q0FBsbW05f/48ISEh/Prrr5iYyK8lQnyvEiVKUKJECVll/QH58uWjf//+HD16lIsXL/Lbb79x5swZGjZsiLW1NW3atCE4OJh3796pHfWzvLy8iImJIVu2bDg7O7No0aIkbetv1KgRbdq0oXfv3l9tXZhaWz+mNPKvqhBCCCGAv7fwW1tbU6lSpWSbIyEhgQkTJlC7dm1Kly5NbGwsNWrUSLb5hEgNFEUhMDBQJ+3YUrsiRYowZMgQ/vrrL06fPk3fvn2JjIzE09OTXLly0blzZ/bs2UN8fLzaUT9RqFAhwsLC6NixI926daNNmzZJehxh9uzZZM2alXbt2n3xtP306dNTp04dKfYNnBT7QgghhCAxMRF/f3+8vLySbYX90aNHeHt7M3ToUIYMGcLu3btVae8nhLFRFIX79+9z5MgRtaMYlVKlSjFq1ChOnz7NsWPH6NatGyEhIdSpU4c8efLQs2dPDh48aDAt6NKkScP8+fNZs2YNW7ZswcnJiTNnznzXGJkzZ2bFihXs37+fGTNmfPFaaf1o+KTYF0IIIQRnz57lwoULybaFPzIyEjs7O8LDw9m2bRtjx47F1NQ0WeYSIrWpVKkSVlZW+Pv7qx3FKGk0GipUqMD48eO5ePEiR48exdfXl4CAAGrUqEH+/Pnp168fERERP3Qqvq60bNmSyMhIEhMTcXR05M8///yu+2vVqkXfvn0ZOnQoJ0+e/M/rGjRoIK0fDZwU+0IIIYRAq9WSLl06ateurdNxExMTmT9/PtWqVcPa2pqYmBg8PDx0OocQqZ2pqSleXl5otVqDKDaNmUajwdHRkalTp3Lt2jXCwsJo2LAha9eupXLlyhQuXJjBgwcTGxur6p9F6dKlOXr0KD4+PrRs2ZKePXvy9u3bb75//PjxFC1aFF9f3/88q0BaPxo+KfaFEEIIgVarpV69eqRNm1ZnYz5//vzjL5ldu3bl4MGDFChQQGfjCyH+j4+PDxcuXODs2bNqR0k1TExMqFq1KnPmzOHWrVvs3buXunXrsmTJEuzs7ChZsiQjRozg9OnTquTLkCEDfn5+LFiwgCVLllCtWrWvHrz3jzRp0rB69WpOnjzJ77///p/XSetHwybFvhBCCJHK3b17l4iICHx8fHQ25qlTp3B0dCQoKIh169Yxe/ZsLCwsdDa+EOJTtWvXJl26dLLKqhJTU1NcXV1ZtGgRd+7cYfv27Tg7OzNr1izKlClDuXLlGDduHBcvXtRrLo1GQ7du3Th8+DAPHjzAzs7um7fd29raMmrUKCZOnMjhw4c/e80/rR93796ty9hCR6TYF0IIIVK5wMBATExM8PT01Ml4fn5+ODk5YWZmRlRUFM2aNdPJuEKI/5Y2bVrq1asnxb4BMDc3x93dneXLlxMXF4dWq6VcuXJMmDCBYsWK4eDgwJQpU7h27ZreMtnb2xMTE0O1atXw8vJi6NCh39RRYNCgQTg5OdGmTRtevHjxr89L60fDJsW+EEIIkcpptVqqVatG9uzZf2icN2/e0LVrV9q0aUPjxo2JiIigRIkSOkophPgaRVGIiIjg7t27akcR/z9LS0u8vb1Zu3YtcXFxbNiwgYIFCzJixAgKFiz4cfX/9u3byZ4la9as+Pv7M2nSJCZPnoybm9tXXytmZmasWrWKO3fuMGDAgM9eoygKQUFB0vrRAEmxL4QQQqRiL168YM+ePT98Cv/ly5dxdnZm5cqV/PHHH6xcuZL06dPrKKUQ4lt4enqi0WgIDAxUO4r4jHTp0tGkSRM2bdpEXFwcq1evJnv27AwcOJC8efPi4uLCwoULk7WVnYmJCb/++ishISGcO3cOW1tbQkNDv3hPsWLFmDp1KosWLSI4OPhfn/fx8eH+/fuEh4cnU2qRVFLsCyGEEKnYrl27ePv27Q8V+1qtFjs7O549e0Z4eDidO3dGo9HoMKUQ4lvkyJGDatWqyZbqFCBjxoy0atWKwMBA7t27x5IlS7C0tOTnn3/GxsaGevXqsWzZMh4/fpws89eoUYPY2FhKlSpF7dq1mTBhAgkJCf95fbdu3XB3d6djx448ePDgk89VqlQJa2tred0ZICn2hRBCiFRMq9VStmxZChcu/N33vn//nl9//RUfHx9q1apFVFQUtra2yZBSCPGtFEVhz549n32+WhimrFmz0qFDB3bu3MmdO3eYO3cu7969o1OnTlhbW+Pl5cXq1at5/vy5TufNlSsXu3btYvDgwQwdOhRvb28ePXr02Ws1Gg1Lly7l3bt3dO/e/ZO2giYmJtL60UBJsS+EEEKkUvHx8QQFBSVpVf/27du4uroyffp0pk2bxpYtW8iSJYvuQwohvouiKLx9+5Zdu3apHUUkQc6cOenWrRv79u3j5s2bTJ06lYcPH+Lr64uVlRWNGzdm48aNOmt1Z2Zmxrhx49i2bRvh4eHY2dkRGRn52Wtz587NggUL2LRpE2vXrv3kc4qiSOtHAyTFvhBCCJFKhYWF8ejRo+8u9vfu3YutrS2XL18mNDSUfv36ybZ9IQxEkSJFKFOmDP7+/mpHET8od+7c9O7dm8OHD3P16lVGjx7NtWvXaNq0KVZWVrRs2RKtVsvbt29/eC4PDw9iYmKwtramWrVqzJ8//7Or9E2bNqVly5b07NmTGzdufPy4tH40TFLsCyGEEKmUVqsld+7c2Nvbf9P1CQkJjB07lrp161K+fHliY2OpVq1aMqcUQnwvHx8ftm3b9k2t1UTKUKBAAQYOHEhUVBQXLlxgyJAhnDhxAh8fH6ytrWnXrh07duzg/fv3PzTHwYMH6dq1Kz179qRly5affRxk7ty5ZMiQgfbt2398zl9aPxomKfaFEEKIVCgxMRGtVou3tzcmJl//deDBgwd4enoyYsQIfvvtN3bs2IGVlZUekgohvpeiKDx69IiwsDC1o4hkULRoUYYNG8aJEyc4efIkvXv3Jjw8nPr162NjY0OXLl0ICQlJUis8CwsLZs+ezbp16wgKCsLR0ZFTp059ck3WrFlZsWIFe/fuZe7cuR8//k/rxzt37vzw1yh0Q4p9NX1IgAev4Pbzv//vh/8+AVMIIYTQpZMnT3LlyhV8fHy+eu2RI0c+Pse5fft2fv/9d0xNTZM/pBAiSezt7cmdO7essqYCZcqUYfTo0Zw9e5bY2Fg6derE7t27qV27Nnny5KFXr16EhYV98aT9z2nWrBlRUVGYmpri5OTE6tWrP/m8m5sbvXr1YtCgQZw5cwb4f1o/Sp1jEDSJcmSifr18B0duQvQduPkM4v/nhW9mAnkzgb0NVM4L6S3UyymEEMKojR07lsmTJ3P//n0sLS0/e01iYiJz5sxhwIAB2Nvbs2HDBvLly6fnpEJXNBoNS5YsoWPHjmpHEXrQvXt3du7cyaVLl+RMjVQmMTGRo0ePsn79etavX8/t27fJmzcvTZs2pXnz5jg4OHzza+Lly5d0794dPz8/unbtysyZM0mTJg0Ar169ws7OjgwZMhAeHo75u0T+6DCCutnLUdAsm9Q5BkCKfX35kAA7L8H2C5CQCF/6rmsAEw3ULwb1ioCpbMAQQgihW46OjhQuXJj169d/9vPPnj2jU6dObNy4kT59+jBp0iQsLOSXs5RMiv3UZceOHdSvX5/jx49Trlw5teMIlSQkJHDo0CHWrVvHpk2biIuLo3DhwjRr1oxmzZpRvnz5rxb+iYmJLFmyhF69elGmTBk2btz4sV1rZGQk1Z2rsffXRVR9ZkXih7+LnP8cUeocvZLvrj48eg0TwiDoPHz4SqEPf3/+Q+Lf108I+/t+IYQQQkdu3bpFVFTUf57Cf+LECRwcHNixYwebNm1ixowZUugLkcLUqlWLjBkzylb+VM7ExITq1aszb948bt26xZ49e3B1dWXhwoVUrFiR0qVLM2rUqI9b8T9Ho9HQuXNnwsPDefLkCXZ2dh9fV45FynK3z0acH+eED4lo+EKhD1Ln6JkU+8nt0WuYcgju/vsky29y98Xf98sPghBCCB0JCAjAzMwMDw+Pf31u5cqVVKpUibRp0xIdHU3jxo1VSCiE+FGWlpa4u7tLsS8+MjMzo3bt2ixevJi7d++ybds2nJycmD59OqVLl6ZChQqMHz+eS5cuffZ+W1tboqOjqVWrFj4+PkwYOILEKYfI8trsywX+f5E6J9kZbbG/YsUKNBoNV69eBaBdu3YULFhQvyE+JMD8SHj+7u+t+4CLdjAu2sHfPkZC4t/3z49M8sEWoaGhaDSaz/535MiRf10fExODm5sbGTJkIEuWLDRq1IjLly8naW4hhBCGR6vVUrNmTbJkyfLxY69fv6ZTp060a9eOFi1acOTIEYoVK6ZeSCHED1MUhaioKG7evKl2FKFDuqhzLCws8PDwYOXKlcTFxbF161ZKlSrFuHHjKFq0KI6OjkybNo0bN258cl+WLFnYsmUL06dMRbmdG56/VbXOOXbsGJ6enuTPn5+0adOSLVs2qlSp8q8DBQHCwsLo1KkT9vb2WFpafvI9NFZGW+z/v4YPH87WrVv1O+nOS3+fQJnwf/v251fvwfzqPb5vnITEv8fZ+fl32b7V+PHjCQ8P/+S/smXLfnLN2bNncXFx4d27d2zYsIFly5Zx/vx5qlevzv37939ofiGEEOp7+vQpISEhn2zhv3jxIlWqVGHNmjUsW7aMpUuXkjZtWhVTCiF0wcPDA1NTUwICAtSOIpLRj9Y5adKkwcfHh3Xr1hEXF8e6devIly8fw4YNI3/+/FSrVo05c+Zw9+5d4O9t/X1Le1M6cz40/1Ojq1HnPHnyhHz58jF+/HiCg4NZtWoVBQsWxNfXl7Fjx35y7d69e9mzZw/58+fH2dk5SfOlNEZ7QN+KFSto3749V65c0f+KPvx96v7gPX8/k6IrphqY6Pbdp1eGhoZSq1YtNm7cyE8//fTFa5s2bcq+ffu4dOkSmTJlAuDatWsUK1aMvn37MmnSpCTHF0IIob7169fTvHlzrl69SoECBdiyZQvt27fHysqKTZs2UaFCBbUjimQiB/SlTm5ubpiamrJz5061owgd0Ved8+zZM7RaLevWrWPXrl0kJCRQs2ZN2jRuTtuzedEYQJ3zXypXrszt27e5fv36x48lJCRgYvL3WvfUqVMZOHCgerWinqSalf3PbW958uQJHTt2JFu2bGTIkAFPT08uX76MRqNh1KhR3zX+u3fvGDt2LCVLlsTS0pKceWxov2cG918//eS6/3d7y9Vn99AsaMCU2M1Mit1EwdUdSPtHI1y0gzn/5BbvP8Qz+MgKcq9sQ+Y/mtCwXgPi4uI+GTM+Pp4tW7b88DaU+Ph4goKCaNy48cdCH6BAgQLUqlVL/zsjhBBC6JxWq6VixYrkzp2bfv360bhxY+rUqUNUVJQU+kIYIUVR2LdvH0+fPv36xSJFSq46J1OmTPj6+rJ161YGDhyIlZUVoaGh9PilFx12T9dLnZNUOXLkwMzM7JOP/VPopyap7yv+/yUkJODl5cXatWsZNGgQW7dupVKlSri7uydpLEVRmDhxIi1btmTbtm1MdOvC7huxuGiH8Dr+7VfHmHdqG4funGZe9e4scenF2cc38QoeTcfQWdx//ZRltX5hcuX27In8+1kT+Ls4X7FiBUWLFqVx48bMnTv3i3P07NkTMzMzMmXKRL169QgLC/vk85cuXeL169eUL1/+X/eWL1+eixcv8ubNm+/4zgghhDAk79+/Jzg4GFdXV1xcXJgzZw4zZ85k48aNZM6cWe14Qohk4O3tzfv379mxY4faUYSeJEedM3v2bLp3786uXbuYpfRh981jyVrnJCVnfHw89+/fZ/78+ezcuZNBgwYlaSxjYvb1S4zTjh07CAsLY8GCBXTr1g2AOnXqYGFhwZAhQ75rrA0bNrBjxw42b95Mo0aN/j5gIuA9FdytcdzclxVn99K97L9PPP5fWSzS41//N0w0f7//8uDNM/ocWkzJrHnR1h/+8bqzz24xM9CfBQsWMGnSJK5du4ZGo8HU1JQPHz58duzMmTPzyy+/4OLiQvbs2bl48SJTpkzBxcWFbdu2Ua9ePQAePnwIQLZs2f41RrZs2UhMTOTx48fY2Nh81/dHCCGEYdi/fz9Pnz5l2bJlZMiQgQMHDlClShW1YwkhklGBAgWoWLEiWq2WZs2aqR1H6IE+6hxbd5tkq3OePXv2yS7jb9GjRw8WLVoE/H344OzZs+natet3jWGMUm2xv3//fuDvZ9T/V4sWLb77hyAoKIgsWbLg5eVFfHw8PHgF795TMUdhcqXLSujtE1/9IfDI7/DxBwCgVNZ8AHgWcPzkulKZ8wJ/v6D/kZiYSEJCAlqt9j9bZQCfnKhfoEABrly5QtOmTalZsyYAjx49AmDKlCmsXbv2k3svXLgAQNu2bUmTJs0XvxYhhBCGJzEx8eOOLjMzM0qXLs2ECRNUTiX0bc6cOdKKLRV69eoVGzdu5NmzZ6lyK7Ox+eeE/E6dOpEuXTpiY2N5+PAh3t7eAJw+fRoAf39/goODP9736tUrAP78809iYmK+aa6YmBjMzc1ZtmwZy5Ytw9o0I4tsWiRrnXP9+vV/HSL+NUOHDqVTp07ExcURGBjIzz//zMuXLxkwYMB3jWNsUm2x//DhQ8zMzP61im1tbf3dY927d48nT55gYfH5AyUevPn6M1LZ0mT85P+3MPn7jyabZYbPfvxHmZubY21tzbVr1/jw4QOmpqYf879///5f1//zMXNzc53ML4QQQn/evn1LdHQ0T548IUuWLFSuXBmNJkldkYUQKVCuXLk4f/48Dx8+JGfOnGrHEcns/fv3aDSaf9UmlpaW3z3W27dvef/+Pdu2bfv4sWWs+/i/k6POScpjw/nz5yd//vzA310oAIYMGULbtm1T9Ws+1Rb72bNnJz4+nkePHn1S8P/TUuJ75MiRg+zZs//fs1BP3sDCqI+fz2iu+/ZFI0eOZMWKFR+38ZuYmKAoCjNmzPjmMbp168aiRYvYvHkzadKkIT4+nkyZMlG1alUWLFjwybXu7u6YmJh88oMuhBDC8B0+fJimTZt+fNRr06ZN1K5dW+VUQg0ajYZevXrJafypUGJiIgULFsTBwYE5c+aoHUf8oH9O41+yZAkFCxakXbt2hIaGfmyxOGjQICZPnsyKFSs+qXOuXr1KoUKFaNGixTcf0teiRQt2796t1zpHF5ycnFi4cCGXL19O1cV+qt3H88/W9fXr13/y8XXr1n3u8i9q0KABDx8+5MOHDzg4OOBQyxmH3CVwsCqGg1UxSmTNq5PMwN9tKf7/OS9evMiKFSvInz//x9X5b/X48WOCgoKoWLHix235ZmZmeHl5sWXLFp4/f/7x2uvXr7Nv376/n9MRQgiRIiQmJjJjxgxq1qxJwYIFad++PVmyZKFGjRpqRxNC6JlGo8Hb2xutVouRdt0W/yOl1zm6sG/fPkxMTChcuLDOxkyJUu3Kvru7O1WrVqV///48e/YMe3t7wsPDWbVqFfB9rRmaN2/OmjVr8PDw4JdffsHJyQnzN+e5efEa+24fRylYiYaFnXUTPOv/vXtmZmZG27ZtadWqFQEBAdjZ2X32lpYtW5I/f34cHBzIkSMHFy5cYNq0ady7d48VK1Z8cu3vv/+Oo6MjDRo0YPDgwbx584YRI0aQI0cO+vfvr5uvQQghRLJ6+vQpHTp0YMuWLfTv358JEybg6OiIh4eHPI4lRCqlKApz587l2LFj2Nraqh1HJCNjqHO+VZcuXciUKRNOTk5YW1vz4MEDNm7cyPr16xk4cOAnq/r379//eG7biRMnANi+fTs5c+YkZ86cH98kMSapttg3MTEhMDCQ/v37M3HiRN69e0fVqlVZvXo1lStXJkuWLN88lqmpKQEBAcyaNQs/Pz8mTJiAmcaUvJZZqZm7LOWyF/zkeg1JfNdKAxT8d2skMzOzL666ly9fnvXr17Nw4UJevHhBtmzZqFatGn5+fjg6fnowRsmSJQkNDWXQoEH89NNPmJmZ4erqytSpU1P1FhghhEgpjh07RpMmTYiLi2PLli00bNiQq1ev8tdffzF06FC14wkhVFKzZk0yZ86Mv7+/FPtGzpjqnK+pUqUKy5cvZ+XKlTx58oQMGTJQoUIF/Pz8aN269SfXnjp1iiZNmnzysX8OPa9ZsyahoaFJy27ANImyl+cTa9eupVWrVhw6dAhn5x94l+rlOxi8Bz58+u213dibIplysaleEn7hMtXApDqQTlZlhBBCfCoxMZFly5bx888/U7JkSTZt2kSRIkUAmD17NgMGDODBgwff3c5IGA+NRsOSJUvkmf1UrFWrVpw6dYpjx46pHUWoQOqc1CfVruzD320nbt26Rbly5TAxMeHIkSNMmTKFGjVq/NgPAEB6C6hfDILOA3D+yS0O3jnFiYdXaV3MJWlj1i8mPwBCCCH+5dWrV/To0YOVK1fSuXNnZs2aRdq0/7cdUqvVUrt2bSn0hUjlFEVh7dq1XL16lYIFC6odRyQjqXMEpPJiP2PGjKxbt46xY8fy8uVLbGxsaNeuHWPHjv14TXx8/BfHMDEx+e/nXuoVgZg7cPcFE2I2EnjtKG1KuNKjrOf3BTXRQK4Mf4/3PxISEkhISPjirWZmqfqPWAghjN758+f56aefuHjxIitXrqRNmzaffP7x48fs37+fuXPnqpRQCGEo3N3dMTc3JyAggN69e6sdRyQjqXMEyDb+L/qnPcWXjBw58sutKx69himH4Pk7SEjCt9pEA5ksYYAzZPv00IpRo0bx+++/f/H2K1euyDu3QghhpDZu3EjHjh2xsbFh06ZNlCtX7l/XrFmzhtatW3Pr1i1y586tQkphKGQbv4C/C/7379+zd+9etaMIFUmdkzpIsf8F79694/jx41+8Jnfu3F//5enRa5gfCbeff/m6z06QEXo4/usHAOD27dvcvn37i7eXL18eCwuL759XCCGEwXr37h0DBw5k9uzZNGvWjMWLF5MxY8bPXtu0aVOuXr3K0aNH9ZxSGBop9gXAggUL6NWrF/fv3ydr1qxqxxEqkTondZBiX18+JMDOS7D9wt/vfH3pu67h73e66hf7e0uL6be3xxBCCGHcrl+/TtOmTYmJiWHGjBn06NEDjebzpx+/ffuWHDlyMHjwYIYNG6bnpMLQSLEvAG7dukXevHlZvXo1rVq1UjuOMAZS5xgsedBBX0xNwKMY1CwAR25C9B24+Qzi/+dZFDMTyJsJ7G2gSj45pEIIIcQnduzYQatWrciQIQNhYWE4OTl98fp9+/bx4sULFEXRU0IhhKHLkycPDg4OaLVaKfaFbkidY7Ck2Ne39BZQu/Df/yUk/r315d0HsDD9ewuLSRJ7UwohhDBaHz58YNSoUYwbN4769euzatUqsmfP/tX7/P39KVy4MGXKlNFDSiFESqEoCpMmTeLt27dYWlqqHUcYC6lzDI7sm1CTiQZypPv7eZUc6eQHQAghxL/ExcVRr149xo8fz9ixYwkMDPymQj8hIYGAgAAURfnPbf5CiNTJx8eHFy9eEBISonYUYaykzjEIUuwLIYQQBurgwYNUrFiREydOsGfPHoYOHfrfbZD+H1FRUdy5c0e28Ash/qVMmTIULlwYrVardhQhRDKSYl8IIYQwMImJiUyZMoVatWpRtGhRYmNjqVWr1neNodVqyZYtG1WrVk2mlEKIlEqj0aAoCgEBAV/tZS6ESLmk2BdCCCEMyJMnT2jYsCG//vorAwYMICQk5Outjz5Dq9Xi5eWFmZkczyOE+DdFUbhz5w5RUVFqRxFCJBMp9oUQQggDERMTg52dHfv370er1TJx4sQkFeuXLl3i1KlTsoVfCPGfqlatSrZs2WQrvxBGTIp9IYQQQmWJiYn88ccfODs7ky1bNmJiYvD29k7yeFqtljRp0lC3bl0dphRCGBMzMzMaNGggxb4QRkyKfSGEEEJFL1++pE2bNnTt2pUOHToQFhZGoUKFfmhMrVaLm5sb6dOn11FKIYQxUhSFU6dOcenSJbWjCCGSgRT7QgghhErOnj1LpUqV2LJlC2vWrGH+/PmkSZPmh8Z88OABYWFhsoVfCPFVdevWxdLSUlb3hTBSUuwLIYQQKli3bh0ODg4kJCQQGRlJy5YtdTJuUFAQiYmJeHl56WQ8IYTxypAhA25ublLsC2GkpNgXQggh9Ojt27f8/PPPtGjRAkVROHr0KKVLl9bZ+FqtlsqVK2Ntba2zMYUQxsvHx4ewsDAePHigdhQhhI5JsS+EEELoydWrV6levTqLFy9mwYIFrF69mgwZMuhs/NevX7Nr1y7Zwi+E+GZeXl4kJiYSFBSkdhQhhI5JsS+EEELoQVBQEHZ2dty/f59Dhw7RrVs3NBqNTufYs2cPr169kmJfCPHNrK2tqVy5smzlF8IISbEvhBBCJKP4+HiGDh2Kl5cXVatWJSYmBgcHh2SZS6vVUqJECUqWLJks4wshjJOiKOzatYvXr1+rHUUIoUNS7AshhBDJ5O7du7i5uTFp0iQmTpyIVqsla9asyTLXhw8fCAwMlFV9IcR3UxSFV69esWfPHrWjCCF0SIp9IYQQIhns378fW1tbzp07R0hICIMGDcLEJPn+2Y2IiCAuLk6KfSHEdytZsiTFixeXrfxCGBkp9oUQQggdSkhIYOLEibi6ulKqVCliY2OpWbNmss+r1WqxsrKiUqVKyT6XEML4KIpCYGAgHz58UDuKEEJHpNgXQgghdOTRo0coisKQIUMYPHgwu3btIleuXHqZW6vV4uXlhampqV7mE0IYF0VRiIuLIyIiQu0oQggdkWJfCCGE0IGoqCjs7Ow4dOgQQUFBjBs3DjMzM73MffbsWc6dOydb+IUQSVa5cmVy5swpW/mFMCJS7AshhBA/IDExkQULFlC1alWsrKyIjY3F09NTrxm0Wi3p0qXDzc1Nr/MKIYyHqakpXl5eUuwLYUSk2BdCCCGS6MWLF7Rq1YoePXrQpUsXDh48SIECBfSeQ6vVUrduXdKmTav3uYUQxsPHx4dz585x9uxZtaMIIXRAin0hhBAiCU6dOoWjoyOBgYGsW7eOOXPmYGlpqfcc9+7d48iRI7KFXwjxw9zc3EiXLp2s7gthJKTYF0IIIb7T6tWrcXJywtTUlMjISJo1a6ZalsDAQDQaDQ0aNFAtgxDCOKRNm5a6detKsS+EkZBiXwghhPhGb968oVu3bvj6+tK4cWMiIiIoWbKkqpm0Wi3VqlUjR44cquYQQhgHRVE4cuQI9+7dUzuKEOIHSbEvhBBCfIPLly9TtWpVVqxYwR9//MHKlStJnz69qplevnzJnj17ZAu/EEJnGjRogEajITAwUO0oQogfJMW+EEII8RUBAQHY2dnx5MkTwsPD6dy5MxqNRu1Y7Nq1izdv3kixL4TQmRw5clC1alXZyi+EEZBiXwghhPgP8fHxDBo0CEVRqFWrFtHR0dja2qod6yOtVkuZMmUoUqSI2lGEEEZEURT27NnDy5cv1Y4ihPgBUuwLIYQQn3H79m1cXV2ZNm0aU6dOZcuWLWTJkkXtWB/Fx8cTGBgoq/pCCJ1TFIU3b96wa9cutaMIIX6AFPtCCCHE/yMkJARbW1suXbpEaGgo/fv3N4ht+//r0KFDPHr0SIp9IYTOFS1alNKlS8tWfiFSOCn2hRBCiP9fQkICY8eOpU6dOpQrV47Y2FiqVaumdqzP0mq12NjY4ODgoHYUIYQR8vHxITAwkPj4eLWjCCGSSIp9IYQQAnj48CENGjRgxIgRDBs2jJ07d2JlZaV2rM9KTExEq9Xi7e2NiYn8Uy6E0D1FUXj06BGHDh1SO4oQIonM1A4ghBBCqC0iIoImTZrw6tUrgoODcXd3VzvSF506dYrLly/LFn4hRLJxcHDAxsYGrVZLzZo11Y4jhEgCWQ4QQgiRaiUmJjJnzhyqV69Onjx5iI2NNfhCH/7ewp8hQwZcXV3VjiKEMFImJiZ4e3uj1WpJTExUO44QIgmk2BdCCJEqPXv2jGbNmrc8QAAAVqhJREFUmtG7d2969OjB/v37yZcvn9qxvolWq6V+/fpYWlqqHUUIYcQUReHy5cucOnVK7ShCiCSQYl8IIUSqc+LECRwdHdmxYwcbNmxg5syZWFhYqB3rm9y+fZvIyEjZwi+ESHaurq5kyJBBTuUXIoWSYl8IIUSqsnLlSipVqkSaNGmIioqiSZMmakf6LgEBAZiamuLh4aF2FCGEkbO0tMTd3V2KfSFSKCn2hRBCpAqvX7+mc+fOtGvXjubNmxMeHk7x4sXVjvXd/jksK2vWrGpHEUKkAoqiEBkZye3bt9WOIoT4TlLsCyGEMHqXLl3C2dmZ1atXs3TpUpYtW0a6dOnUjvXdnj17xt69e2ULvxBCbzw8PDA1NSUgIEDtKEKI7yTFvhBCCKO2detW7OzsePHiBUeOHKFDhw5qR0qyHTt28P79eyn2hRB6ky1bNmrWrIm/v7/aUYQQ30mKfSGEEEbp/fv39O/fn0aNGlGnTh2ioqKoUKGC2rF+iFarpUKFChQoUEDtKEKIVERRFEJCQnj27JnaUYQQ30GKfSGEEEbn5s2buLi4MHv2bGbMmMHGjRvJnDmz2rF+yPv37wkODpZVfSGE3imKwvv379mxY4faUYQQ30GKfSGEEEZl9+7d2Nracv36dfbv30+fPn3QaDRqx/phBw4c4MmTJ/j4+KgdRQiRyhQoUIAKFSrIqfxCpDBS7AshhDAKHz584Pfff6devXrY2f1/7d13dFR1/sbxZ9JI6AQQiHRBiiKmQCAIoUNCkht1ZcW2Iuqiu3bdtewqa2+sP/u6AiL2urlJgNBDC6EkUWwI0nsPPaTM/P6Iyxoppn+nvF/neDyZcucJh2/yfbifuROh3NxcxcTEmI5VbWzbVtu2bXXppZeajgLAB1mWpRkzZqioqMh0FADlRNkHAHi8vXv3Kj4+Xv/4xz80YcIEzZgxQ82bNzcdq9q4XC7Ztq2kpCSvmFIA4Hksy1J+fr4WLVpkOgqAcqLsAwA8WlZWlsLDw5Wbm6tZs2bp0Ucflb+/v+lY1errr7/Wli1beL8+AGPCw8PVpk0bRvkBD0LZBwB4JJfLpf/7v/9TbGys2rVrp7y8PA0bNsx0rBph27YaNWqk2NhY01EA+CiHw6GkpCTZti2Xy2U6DoByoOwDADzOoUOHdNVVV+mee+7RXXfdpczMTLVu3dp0rBqTkpKi+Ph4BQYGmo4CwIdZlqUtW7bo66+/Nh0FQDlQ9gEAHuXrr79WVFSU5syZoy+++EIvvviiV5fgzZs366uvvmKEH4BxsbGxatSoEaP8gIeg7AMAPMaUKVPUp08f1a9fXzk5ObriiitMR6pxqampCgwMVFxcnOkoAHxcUFCQ4uPjlZKSYjoKgHKg7AMA3N7x48c1duxYjRs3Ttddd52ysrLUqVMn07FqhW3bGjRokBo2bGg6CgDIsix99dVX2rx5s+koAH4DZR8A4NbWrl2rPn366JNPPtHUqVP19ttvKyQkxHSsWpGfn6+FCxcqOTnZdBQAkCTFxcUpMDBQqamppqMA+A2UfQCA2/rss88UFRWlkydPavny5frDH/5gOlKtmjFjhoqLi5WUlGQ6CgBIkho2bKhBgwbxvn3AA1D2AQBup7CwUHfffbdGjx6tuLg4rVy5Uj169DAdq9bZtq2oqCidf/75pqMAwCmWZWnhwoXKz883HQXAOVD2AQBuZcuWLYqNjdUbb7yhV199VR9//LFPvl/95MmTmjlzJlfhB+B2kpKSVFxcrBkzZpiOAuAcKPsAALeRkZGhiIgI7dixQ4sXL9af//xnORwO07GMyMzM1JEjRyj7ANxO69atFRkZySg/4OYo+wAA40pKSvToo48qPj5evXv3Vm5urqKjo03HMiolJUUdOnTQxRdfbDoKAJzGsizNnDlTJ0+eNB0FwFlQ9gEARu3Zs0cjRozQU089pSeeeELp6elq2rSp6VhGOZ1OpaamyrIsn51sAODekpOTdeTIEWVmZpqOAuAsKPsAAGOWLFmi8PBwffPNN5ozZ44eeeQR+fnxqyknJ0c7duxghB+A27r44ovVoUMHpaSkmI4C4CzYUQEAap3L5dKLL76ogQMH6oILLlBeXp4GDx5sOpbbsG1boaGhuuyyy0xHAYAzcjgcsixLqampcjqdpuMAOAPKPgCgVuXn5+uKK67QAw88oPvuu0/z589XWFiY6VhuxbZtjRo1SgEBAaajAMBZWZalHTt2KCcnx3QUAGdA2QcA1Jrc3FxFRkZqwYIFsm1bzz33HIX2VzZs2KBvv/1WycnJpqMAwDlddtllCg0N5ar8gJui7AMAapzL5dK///1vxcTEqHHjxsrNzVVSUpLpWG7Jtm3VqVNHw4cPNx0FAM4pICBAo0aNouwDboqyDwCoUceOHdMf/vAH/fGPf9TYsWO1dOlSdezY0XQst2XbtoYOHar69eubjgIAv8myLH377bfasGGD6SgAfoWyDwCoMWvWrFF0dLS++OILvf/++3rzzTcVHBxsOpbb2r9/vxYvXsxV+AF4jBEjRqhOnTqc3QfcEGUfAFAjPv74Y/Xq1UslJSVauXKlrr32WtOR3F56erpcLpcSExNNRwGAcqlfv76GDBlC2QfcEGUfAFCtTp48qTvuuENjxoxRYmKiVq5cqe7du5uO5RFs21Z0dLRatmxpOgoAlFtycrIWL16s/fv3m44C4Bco+wCAarN582b1799f//73v/XGG2/ogw8+4L3n5XTixAnNmjWLEX4AHicxMVEul0vp6emmowD4Bco+AKBaTJ8+XeHh4dqzZ4+WLl2q2267TQ6Hw3QsjzFv3jwdP36csg/A47Rs2VLR0dGM8gNuhrIPAKiS4uJiPfzww0pISFC/fv2Um5urqKgo07E8jm3b6ty5s7p27Wo6CgBUmGVZmjVrlk6cOGE6CoCfUfYBAJW2a9cuDRs2TM8995yeeeYZ2bat0NBQ07E8jtPpVFpampKTk5mGAOCRLMvS8ePHNW/ePNNRAPyMsg8AqJSFCxcqPDxca9as0fz58/Xggw/Kz49fK5WxfPly7d69mxF+AB6ra9eu6ty5M6P8gBthVwYAqBCn06nnnntOgwcPVteuXZWXl6fY2FjTsTyabdtq3ry5+vTpYzoKAFSKw+GQZVlKS0uT0+k0HQeAKPsAgAo4ePCgLMvSgw8+qAcffFBz5szhY+KqgW3bSkxMlL+/v+koAFBplmVp9+7dWr58uekoAETZBwCU06pVqxQREaGlS5cqPT1dTz31lAICAkzH8ng//vij1qxZwwg/AI/Xt29fNW/enFF+wE1Q9gEA5+RyufTmm2+qX79+at68uXJzczVq1CjTsbyGbdsKCQnR0KFDTUcBgCrx9/dXYmIiZR9wE5R9AMBZHT16VNddd51uv/123XLLLVq8eLHat29vOpZXsW1bw4cPV926dU1HAYAqsyxLa9as0Y8//mg6CuDzKPsAgDP6/vvv1bt3b9m2rY8++kivvfaa6tSpYzqWV9m9e7eWLVvGCD8ArzF06FCFhIRwdh9wA5R9AMBpPvjgA/Xq1UsOh0MrV67U1VdfbTqSV0pPT5fD4VBCQoLpKABQLerWravhw4dT9gE3QNkHAJxSUFCg2267Tdddd52uuOIKrVixQt26dTMdy2vZtn3qWggA4C0sy9KyZcu0e/du01EAn0bZBwBIkjZu3Kh+/frpnXfe0VtvvaVp06apXr16pmN5rWPHjmnOnDmM8APwOgkJCXI4HEpPTzcdBfBplH0AgFJTUxUREaGDBw8qKytLt956qxwOh+lYXm3OnDkqKCig7APwOs2bN1dMTAyj/IBhlH0A8GHFxcX661//KsuyFBsbq9zcXEVERJiO5RNs21b37t3VqVMn01EAoNpZlqU5c+bo2LFjpqMAPouyDwA+aufOnRoyZIgmTpyoF154Qf/5z3/UuHFj07F8QnFxsdLS0jirD8BrWZalgoICzZkzx3QUwGdR9gHABy1YsEDh4eFat26dFixYoPvvv5+x/VqUlZWl/fv3U/YBeK3OnTure/fujPIDBlH2AcCHOJ1OPfXUUxo6dKguuugi5eXlqX///qZj+RzbttWqVSv16tXLdBQAqDGWZSktLU3FxcWmowA+ibIPAD5i//79SkhI0N/+9jc98sgjmj17tlq0aGE6ls9xuVyybVuJiYny8+PXMADvZVmW9u/fr6ysLNNRAJ/ELgMAfMDy5csVERGh5cuXa8aMGXr88cfl7+9vOpZP+v7777V+/XpG+AF4vV69eqlVq1aM8gOGUPYBwIu5XC699tpr6t+/v1q1aqW8vDzFxcWZjuXTbNtWvXr1NHjwYNNRAKBG+fn5KTExUbZty+VymY4D+BzKPgB4qSNHjujqq6/WHXfcodtuu02LFi1S27ZtTcfyebZtKy4uTsHBwaajAECNsyxL69ev1/fff286CuBzKPsA4IW+/fZb9erVSzNnztSnn36ql19+WUFBQaZj+bwdO3ZoxYoVjPAD8BmDBw9WvXr1GOUHDKDsA4CXmTZtmnr37q2goCCtWrVKV111lelI+FlaWpr8/f0VHx9vOgoA1Irg4GCNHDmSsg8YQNkHAC9RUFCgW2+9VX/4wx/0+9//XtnZ2brwwgtNx8IvpKSkaMCAAQoNDTUdBQBqjWVZWrFihXbs2GE6CuBTKPsA4AXWr1+vvn376r333tPkyZP1zjvvqG7duqZj4ReOHDmi+fPnM8IPwOeMGjVK/v7+SktLMx0F8CmUfQDwcCkpKYqMjNSRI0e0bNky3XTTTaYj4QwyMjJUWFhI2Qfgc0JDQzVgwABG+YFaRtkHAA9VVFSk+++/X5dffrmGDBminJwcXXrppaZj4Sxs29Yll1yi9u3bm44CALXOsizNmzdPR44cMR0F8BmUfQDwQNu3b9egQYP08ssv65///Kc+//xzNWrUyHQsnEVRUZGmT5/OWX0APsuyLBUWFiojI8N0FMBnUPYBwMPMnTtX4eHh2rRpkxYuXKh77rlHDofDdCycw+LFi5Wfn0/ZB+Cz2rdvr0suuYRRfqAWUfYBwEM4nU49/vjjGj58uC699FLl5eUpJibGdCyUg23bat26tSIiIkxHAQBjLMvS9OnTVVRUZDoK4BMo+wDgAfbt26f4+HhNmDBBjz32mGbOnKnmzZubjoVycLlcsm1blmUxgQHAp1mWpfz8fC1evNh0FMAnBJgOAAA4t2XLlmn06NEqKCjQrFmzNGzYMNORUAGrV6/W5s2bGeEH4PMiIiLUunVr2batwYMHm44DeD3O7AOAm3K5XHr55Zc1YMAAtW3bVnl5eRR9D2Tbtho2bKjY2FjTUQDAKIfDoaSkJNm2LZfLZToO4PUo+wDghg4fPqyrrrpKd999t+68805lZmaqdevWpmOhElJSUhQfH6+goCDTUQDAuOTkZG3evFmrV682HQXwepR9AHAzq1evVlRUlObMmaMvvvhCEydOVGBgoOlYqIQtW7YoLy+PEX4A+FlsbKwaNmzIVfmBWkDZBwA3MmXKFEVHR6tu3brKycnRFVdcYToSqiA1NVWBgYGKi4szHQUA3EJQUJDi4+Mp+0AtoOwDgBs4fvy4brrpJo0bN07XXnutli1bpk6dOpmOhSqybVsDBw5Uo0aNTEcBALdhWZZyc3O1ZcsW01EAr0bZBwDD1q1bp759++rjjz/WO++8o0mTJikkJMR0LFRRfn6+MjMzGeEHgF+Ji4tTYGCgUlNTTUcBvBplHwAM+vzzzxUZGakTJ05o+fLluvHGG01HQjWZOXOmiouLlZSUZDoKALiVRo0aaeDAgYzyAzWMsg8ABhQWFuruu+/WVVddpZEjR2rVqlXq0aOH6VioRrZtKzIyUm3atDEdBQDcjmVZyszMVH5+vukogNei7ANALdu6datiY2P1xhtv6JVXXtEnn3yihg0bmo6FalRYWKiZM2cywg8AZ5GUlKTi4mLNnDnTdBTAa1H2AaAWzZo1S+Hh4dq+fbsWL16sO+64Qw6Hw3QsVLPMzEwdPnyYsg8AZ9GmTRtFREQwyg/UIMo+ANSCkpISPfbYY4qLi1OvXr2Ul5en6Oho07FQQ1JSUtS+fXvemgEA52BZlmbOnKnCwkLTUQCvRNkHgBq2Z88ejRw5Uk8++aSeeOIJTZ8+XU2bNjUdCzXE5XIpNTVVlmUxtQEA55CcnKzDhw8rMzPTdBTAK1H2AaAGLVmyROHh4Vq9erVmz56tRx55RH5+/Oj1Zjk5Odq+fTsj/ADwG3r06KH27dszyg/UEHacAFADXC6XJk6cqIEDB6pjx47Ky8vTkCFDTMdCLbBtW02aNFH//v1NRwEAt+ZwOGRZlmzblsvlMh0H8DqUfQCoZvn5+briiit0//33695779X8+fMVFhZmOhZqiW3bGjVqlAICAkxHAQC3Z1mWtm/frpycHNNRAK9D2QeAapSXl6fIyEgtWLBAKSkpev755xUYGGg6FmrJxo0b9c033zDCDwDl1L9/fzVp0oRRfqAGUPYBoBq4XC69/fbb6tu3rxo1aqTc3FwKnw+ybVt16tTRiBEjTEcBAI8QEBCgUaNGUfaBGkDZB4AqOnbsmG688UbdeuutuvHGG5WVlaWOHTuajgUDbNvWkCFD1KBBA9NRAMBjWJalb775Rhs3bjQdBfAqlH0AqIIff/xR0dHR+vzzz/Xee+/pX//6l4KDg03HggH79+/X4sWLmegAgAoaMWKEgoKCOLsPVDPKPgBU0ieffKKoqCiVlJRoxYoVuu6660xHgkHTp09XSUmJEhMTTUcBAI/SoEEDDRkyhLIPVDPKPgBU0MmTJ3XHHXfo6quvVkJCglauXKmLLrrIdCwYZtu2oqOj1apVK9NRAMDjJCcna/HixTpw4IDpKIDXoOwDQAVs3rxZAwYM0FtvvaXXX39dH374oerXr286FgwrKCjQrFmzGOEHgEpKTExUSUmJpk+fbjoK4DUo+wBQTjNmzFB4eLh2796tpUuX6vbbb5fD4TAdC25g3rx5OnbsGGUfACqpVatWio6OZpQfqEaUfQD4DcXFxXrkkUc0atQoxcTEKDc3V7169TIdC27Etm116tRJ3bp1Mx0FADyWZVnKyMhQQUGB6SiAV6DsA8A57Nq1S8OHD9ezzz6rZ555RqmpqQoNDTUdC27E6XQqLS1NlmUx6QEAVWBZlo4dO6Z58+aZjgJ4Bco+AJzFokWLFB4eru+//17z5s3Tgw8+KD8/fmyirBUrVmjXrl1KTk42HQUAPFq3bt3UqVMnRvmBasKuFQB+xel06vnnn9fgwYPVpUsX5eXlaeDAgaZjwU3Ztq3mzZurb9++pqMAgEdzOByyLEtpaWlyOp2m4wAej7IPAL9w8OBBJScn669//av+8pe/aO7cuXyUGs7Jtm0lJCTI39/fdBQA8HiWZWnXrl1asWKF6SiAx6PsA8DPcnJyFBERoSVLligtLU1PP/20AgICTMeCG1u7dq1++OEHrsIPANUkJiZGzZo1Y5QfqAaUfQA+z+Vy6V//+tepDUZubq4SEhJMx4IHsG1bISEhGjZsmOkoAOAV/P39lZiYSNkHqgFlH4BPO3r0qK677jrddtttuvnmm7VkyRK1b9/edCx4CNu2NWzYMNWtW9d0FADwGpZl6YcfftC6detMRwE8GmUfgM/6/vvv1bt3b9m2rQ8//FCvv/666tSpYzoWPMSePXuUlZXFCD8AVLNhw4YpJCSEs/tAFVH2AfikDz/8UL169ZLD4dDKlSs1ZswY05HgYdLT0yWJt3wAQDWrW7euhg0bppSUFNNRAI9G2QfgU06ePKnbb79d1157rS6//HKtWLFC3bp1Mx0LHsi2bcXExOi8884zHQUAvI5lWcrKytKePXtMRwE8FmUfgM/YuHGj+vXrp8mTJ+tf//qX3nvvPdWrV890LHig48ePa86cOUpOTjYdBQC80n+npv47RQWg4ij7AHxCWlqaIiIidODAAS1btkx//OMf5XA4TMeCh5ozZ45OnDjB+/UBoIacd955iomJ4X37QBVQ9gF4teLiYj344INKSkrSgAEDlJOTo4iICNOx4OFs21a3bt3UuXNn01EAwGtZlqU5c+bo+PHjpqMAHomyD8Br7dy5U0OGDNGLL76o559/XikpKWrSpInpWPBwJSUlSktL46w+ANQwy7J04sQJzZkzx3QUwCNR9gF4pQULFig8PFzr1q3TggUL9MADDzC2j2qRlZWlffv2UfYBoIZdeOGF6tatG6P8QCVR9gF4FafTqaefflpDhw7VRRddpLy8PPXv3990LHgR27bVsmVL9e7d23QUAPB6lmUpPT1dJSUlpqMAHoeyD8Br7N+/X4mJiXrkkUf08MMPa/bs2WrRooXpWPAiLpdLtm0rMTFRfn78CgWAmmZZlvbu3atly5aZjgJ4HHYqALzCihUrFBERoezsbM2YMUNPPPGE/P39TceCl/nhhx/0008/McIPALWkd+/eatmypVJSUkxHATwOZR+AR3O5XHrttdd02WWXqWXLlsrLy1NcXJzpWPBStm2rXr16GjJkiOkoAOAT/Pz8lJiYKNu25XK5TMcBPAplH4DHOnLkiMaMGaM77rhD48eP1+LFi9W2bVvTseDFbNvWiBEjFBwcbDoKAPgMy7L0008/6YcffjAdBfAolH0AHunbb79Vr169NH36dH3yySd65ZVXFBQUZDoWvNjOnTu1fPlyJScnm44CAD5lyJAhqlevHlflByqIsg/A47z33nvq3bu3AgMDtWrVKo0ePdp0JPiAtLQ0+fv7a9SoUaajAIBPCQ4O1ogRIyj7QAVR9gF4jIKCAt1666264YYbNHr0aC1fvlxdunQxHQs+IiUlRf3791doaKjpKADgcyzL0vLly7Vz507TUQCPQdkH4BHWr1+vmJgYTZs2TZMmTdI777yjunXrmo4FH3HkyBHNmzePq/ADgCGjRo2Sv7+/0tLSTEcBPAZlH4DbS0lJUWRkpA4fPqzs7GyNGzdODofDdCz4kFmzZqmwsJCyDwCGNG3aVP3792eUH6gAyj4At1VUVKT7779fl19+uQYPHqycnBxdeumlpmPBB9m2rR49eqhDhw6mowCAz7IsS/PmzdPRo0dNRwE8AmUfgFvavn27Bg0apJdfflkTJ07UF198oUaNGpmOBR9UVFSk6dOnc1YfAAyzLEsnT57UrFmzTEcBPAJlH4DbmTt3rsLDw7Vp0yZlZmbq3nvvZWwfxixZskQHDx6k7AOAYR06dFCPHj2UkpJiOgrgESj7ANyG0+nUE088oeHDh+vSSy9VXl6e+vXrZzoWfJxt2zr//PMVGRlpOgoA+DzLsjR9+nQVFRWZjgK4Pco+ALewb98+xcfH67HHHtOjjz6qmTNnqnnz5qZjwce5XC7Zti3LspguAQA3YFmWDh48qCVLlpiOAri9ANMBACA7O1tXXXWVCgoKlJGRoeHDh5uOBEiSvvnmG23atIkRfgBwE5GRkTr//PNl27YGDRpkOg7g1jizD8AYl8ull19+Wf3791ebNm2Ul5dH0YdbSUlJUcOGDTVw4EDTUQAAkhwOh5KSkmTbtlwul+k4gFuj7AMw4vDhwxo9erTuvvtu3XHHHVq4cKFat25tOhZQhm3biouLU1BQkOkoAICfJScna9OmTfrmm29MRwHcGmUfQK1bvXq1oqKiNHv2bH3++ef65z//qcDAQNOxgDK2bt2q3NxcRvgBwM0MHDhQDRs2lG3bpqMAbo2yD6BWvfPOO4qOjlZISIhWrVqlK6+80nQk4IxSU1MVEBCguLg401EAAL8QFBSkuLg4yj7wGyj7AGrFiRMnNG7cON1000269tprlZ2drc6dO5uOBZyVbdsaOHCgGjdubDoKAOBXLMtSTk6Otm7dajoK4LYo+wBq3Lp169SnTx99+OGHmjJliiZNmqSQkBDTsYCzOnTokDIzMxnhBwA3FRcXp4CAAKWmppqOArgtyj6AGvXFF18oMjJSJ06c0PLlyzV27FjTkYDfNHPmTBUVFSkpKcl0FADAGTRu3FgDBw5klB84B8o+gBpRWFioe+65R7/73e80YsQIrVq1SpdcconpWEC52Lat8PBwtW3b1nQUAMBZWJalzMxMHTp0yHQUwC1R9gFUu61bt2rgwIF6/fXX9fLLL+vTTz9Vw4YNTccCyqWwsFAzZsxQcnKy6SgAgHNISkpSUVGRZs6caToK4JYo+wCq1axZsxQeHq5t27Zp0aJFuvPOO+VwOEzHAspt4cKFOnz4MO/XBwA317ZtW4WHhzPKD5wFZR9AtSgpKdGECRMUFxenqKgo5ebmqk+fPqZjARWWkpKidu3a8bYTAPAAycnJmjFjhgoLC01HAdwOZR9Ale3du1cjR47U448/rscff1wzZsxQs2bNTMcCKszlcik1NVWWZTGRAgAewLIsHT58WAsXLjQdBXA7lH0AVbJ06VKFh4fr66+/1uzZs/W3v/1Nfn78aIFnys3N1bZt2xjhBwAPcckll6hdu3aM8gNnwI4cQKW4XC5NnDhRsbGx6tChg/Ly8jR06FDTsYAqsW1bjRs3Vv/+/U1HAQCUg8PhkGVZsm1bLpfLdBzArVD2AVRYfn6+rrzySt1///265557NH/+fJ1//vmmYwFVZtu2Ro0apcDAQNNRAADlZFmWtm3bptzcXNNRALdC2QdQIV999ZWioqI0f/58/ec//9ELL7xAMYJX2Lhxo1avXs0IPwB4mP79+6tx48aM8gO/QtkHUC4ul0uTJk1Snz591LBhQ+Xk5PA55PAqqampCgoK0siRI01HAQBUQGBgoEaNGkXZB36Fsg/gNx0/flxjx47VLbfcoj/84Q/KysrSBRdcYDoWUK1s29aQIUPUoEED01EAABVkWZZWr16tjRs3mo4CuA3KPoBz+vHHHxUdHa3PPvtM06ZN01tvvaXg4GDTsYBqdeDAAS1atIgRfgDwUCNHjlRQUJBSU1NNRwHcBmUfwFl9+umnioqKUlFRkVasWKHrr7/edCSgRkyfPl0lJSVKTEw0HQUAUAkNGjTQkCFDGOUHfoGyD+A0hYWFuvPOO/X73/9eCQkJWrlypS666CLTsYAaY9u2evfurbCwMNNRAACVZFmWFi1apAMHDpiOArgFyj6AMjZv3qz+/fvrX//6l1577TV9+OGHvIcZXq2goEAZGRmM8AOAh0tMTFRJSYlmzJhhOgrgFij7AE6ZOXOmIiIitGvXLi1ZskR/+tOf5HA4TMcCatT8+fN17Ngxyj4AeLiwsDD17t2bUX7gZ5R9ACopKdHf/vY3xcfHq0+fPsrNzVXv3r1NxwJqhW3buuCCC9S9e3fTUQAAVWRZljIyMlRQUGA6CmAcZR/wcbt379bw4cP1zDPP6Omnn1ZaWpqaNm1qOhZQK5xOp1JTU2VZFlMsAOAFLMvS0aNHNX/+fNNRAOMo+4APW7RokcLDw/Xdd99p7ty5euihh+Tnx48F+I6VK1dq165djPADgJfo3r27LrjgAkb5AVH2AZ/kcrn0/PPPa/DgwbrwwguVl5enQYMGmY4F1DrbttWsWTPFxMSYjgIAqAYOh0OWZSk1NVVOp9N0HMAoyj7gYw4ePKjk5GT99a9/1QMPPKC5c+eqVatWpmMBRti2rYSEBAUEBJiOAgCoJpZladeuXVq5cqXpKIBRlH3Ah+Tk5CgyMlKLFi1SWlqannnmGUoOfNa6dev0/fffM8IPAF4mJiZGzZo1Y5QfPo+yD/gAl8ult956SzExMQoNDVVubq4SEhJMxwKMsm1bwcHBGjZsmOkoAIBqFBAQoISEBMo+fB5lH/ByR48e1fXXX6/x48fr5ptv1tKlS9WhQwfTsQDjbNvWsGHDVK9ePdNRAADVzLIsff/99/rpp59MRwGMoewDXuyHH35Q7969lZKSog8++ECvv/666tSpYzoWYNzevXuVlZXFCD8AeKlhw4YpODiYs/vwaZR9wEt9+OGH6tWrl6TSjxe75pprDCcC3Ed6erpcLhdvZwEAL1WvXj0NGzaMsg+fRtkHvMzJkyd1++2369prr1VycrJWrFihbt26mY4FuBXbttW3b1+1aNHCdBQAQA2xLEtLly7V3r17TUcBjKDsA15k06ZNuuyyyzR58mS9+eabeu+991S/fn3TsQC3cvz4cc2ePZsRfgDwcgkJCXK5XEpPTzcdBTCCsg94ifT0dEVERGj//v3KysrS+PHj5XA4TMcC3M7cuXN14sQJyj4AeLkWLVqob9++jPLDZ1H2AQ9XXFyshx56SImJierfv79ycnIUGRlpOhbgtmzbVteuXdWlSxfTUQAANcyyLM2ePVvHjx83HQWodZR9wIPt3LlTQ4cO1QsvvKDnn39eKSkpatKkielYgNsqKSlRWloaZ/UBwEdYlqUTJ05o7ty5pqMAtY6yD3iozMxMhYeHa+3atZo/f74eeOABxvaB37Bs2TLt3buXsg8APqJLly7q2rUro/zwSZR9wMM4nU4988wzGjJkiLp37668vDwNGDDAdCzAI9i2rRYtWig6Otp0FABALbEsS2lpaSopKTEdBahVlH3Agxw4cECJiYl6+OGH9dBDD2nOnDl8dBhQTi6XS7ZtKzExUX5+/PoDAF9hWZb27t2r7Oxs01GAWsVuB/AQK1euVEREhLKzszV9+nQ9+eST8vf3Nx0L8Bhr1qzRunXrGOEHAB8THR2tFi1aMMoPn0PZB9ycy+XS66+/rn79+qlFixbKzc1VfHy86ViAx7FtW3Xr1tWQIUNMRwEA1CI/Pz8lJiYqJSVFLpfLdByg1lD2ATd25MgRXXPNNfrzn/+s8ePHa/HixWrXrp3pWIBHsm1bI0aMUEhIiOkoAIBaZlmW1q1bpzVr1piOAtQayj7gpr777jv16tVL6enp+uSTT/TKK68oKCjIdCzAI+3atUvLly9nhB8AfNSQIUNUt25dRvnhUyj7gBt677331Lt3bwUGBmrVqlUaPXq06UiAR0tLS5PD4VBCQoLpKAAAA0JCQjRixAjKPnwKZR9wIwUFBfrjH/+oG264Qb/73e+0fPlydenSxXQswOOlpKSof//+atq0qekoAABDLMvS8uXLtWvXLtNRgFpB2QfcxIYNGxQTE6N3331Xb7/9tqZOnaq6deuajgV4vKNHj2revHmM8AOAj0tISJDD4VBaWprpKECtoOwDbiAlJUURERE6fPiwli1bpptvvlkOh8N0LMArzJo1SydPnqTsA4CPa9q0qfr3788oP3wGZR8wqKioSA888IAuv/xyDRo0SKtWrVJ4eLjpWIBXsW1bF198sTp27Gg6CgDAMMuyNHfuXB09etR0FKDGUfYBQ7Zv367BgwfrpZde0sSJE/Xll1+qcePGpmMBXqW4uFjTp0/nrD4AQFJp2T958qRmz55tOgpQ4yj7gAHz5s1TeHi4NmzYoMzMTN17772M7QM1YMmSJTpw4ABlHwAgSerYsaMuvvhiRvnhEyj7QC1yOp168sknNWzYMPXs2VN5eXm67LLLTMcCvJZt2woLC1NkZKTpKAAAN2FZltLT01VcXGw6ClCjKPtALdm3b59GjRqlRx99VH//+9+VkZGh8847z3QswGu5XC7Ztq2kpCT5+fHrDgBQyrIsHThwQEuWLDEdBahRAaYDAL4gOztbo0eP1vHjx5WRkaHhw4ebjgR4vW+//VYbN25UcnKy6SgAADcSGRmpsLAw2batgQMHmo4D1BhOdQA1yOVy6ZVXXtGAAQPUunVr5eXlUfSBWpKSkqIGDRqwkQMAlOHn56ekpCTZti2Xy2U6DlBjKPtADTl8+LB+//vf66677tKf/vQnZWZmqk2bNqZjAT7Dtm3FxcWpTp06pqMAANxMcnKyNm7cqG+//dZ0FKDGUPaBGvDNN98oKipKGRkZ+vzzz/XSSy8pKCjIdCzAZ2zbtk05OTlchR8AcEYDBw5UgwYNuCo/vBplH6hmU6dOVXR0tEJCQpSTk6Mrr7zSdCTA56SmpiogIEDx8fGmowAA3FCdOnUUFxdH2YdXo+wD1eTEiRMaN26cxo4dqzFjxig7O1udO3c2HQvwSbZtKzY2Vo0bNzYdBQDgpizL0qpVq7R9+3bTUYAaQdkHqsG6devUt29fffjhh5oyZYomT56skJAQ07EAn3To0CEtWLCAEX4AwDnFx8crICBAqamppqMANYKyD1TRl19+qaioKB07dkzZ2dkaO3as6UiAT8vIyFBRUZGSkpJMRwEAuLHGjRsrNjZWKSkppqMANYKyD1RSUVGR7r33Xl155ZUaPny4cnJy1LNnT9OxAJ9n27YuvfRStWvXznQUAICbsyxLCxYs0KFDh0xHAaodZR+ohG3btmngwIF69dVX9fLLL+vTTz9Vw4YNTccCfF5hYaFmzJjBCD8AoFySkpJUVFSkjIwM01GAakfZBypo9uzZCg8P15YtW7Ro0SLdeeedcjgcpmMBkLRw4UIdOnRIycnJpqMAADxAu3btdOmll3JVfnglyj5QTiUlJZowYYJGjhypyMhI5eXlqW/fvqZjAfgF27bVrl073lIDACi35ORkzZgxQ0VFRaajANWKsg+Uw969exUXF6fHH39c//jHPzRjxgw1a9bMdCwAv+ByuZSamqqkpCSmbQAA5WZZlg4dOqSFCxeajgJUK8o+8BuWLl2q8PBwffXVV5o9e7b+/ve/y8+PpQO4m7y8PG3dupX36wMAKqRnz55q164do/zwOjQW4CxcLpf++c9/auDAgWrfvr3y8vI0dOhQ07EAnIVt22rcuLEGDBhgOgoAwIM4HA4lJSXJtm25XC7TcYBqQ9kHzuDQoUO68sordd999+muu+7SggULdP7555uOBeAcbNtWfHy8AgMDTUcBAHgYy7K0detWffXVV9q+fbu+/PJLFRQUmI4FVEmA6QCAu/nqq6/0u9/9Tnv37tWXX36pyy+/3HQkAL9h06ZN+vrrr/Xwww+bjgIA8DAul0tNmjRRcHCw4uLitHv3bklSZmamYmNjDacDKo8z+8DPXC6XJk+erD59+qhhw4bKzc2l6AMeIjU1VYGBgRo5cqTpKAAAD7JmzRp16NBBkZGROnny5KmiL0nt27c3FwyoBpR9QNLx48c1duxY3XzzzfrDH/6grKwsXXDBBaZjASgn27Y1ePBgNWzY0HQUAIAHCQkJUX5+vhwOR5n364eEhKht27YGkwFVR9mHz1u7dq369OmjTz/9VO+++67eeustBQcHm44FoJwOHjyohQsXKjk52XQUAICHadeunebOnau6deuW+bSlLl268DGu8HiUffiMI0eO6P3331dJScmp2z777DNFRUWpsLBQK1as0A033GAwIYDKmD59ukpKSpSUlGQ6CgDAA0VFRWnWrFkKCgo6dVvPnj0NJgKqB2UfPuPxxx/X9ddfr6eeekqFhYW66667NHr0aMXHx2vlypW6+OKLTUcEUAm2batXr14KCwszHQUA4KH69eun9PR0+fv7S5I6dOhgOBFQdZR9eKYSp7TvuLTjSOn/S5znfPi+ffv02muvSZImTJignj176s0339Rrr72mjz76SA0aNKiN1ACq2cmTJ5WRkSHLskxHAQB4uCFDhmjKlCmSpI4dO1Z4vwm4Gz56D57jWKGUvU3K2SltOywV/+IHboCf1LqhFNlK6tNaqhdU5qkvvfSSioqKJJVedX/t2rWybVsJCQm1+R0AqGbz58/X0aNHKfsAgGpxw5VXa8x50QpcvU+6Z1aF9puAu3G4fnnZScAdlTilWeulmeskp0s6199YhyQ/hxTXWRpxgeTvp4MHD6p169Y6fvz4qYf5+/urV69eWrRokQIDA2v8WwBQM8aPH685c+bop59+4kJKwG9wOByaNGmSxo0bZzoK4H6quN8E3BF/M+HeDpyQnlkipa+VSn7jB69Uen+Jq/TxzyyRDpzQ008/Xabo/1d2drZSUlJqIjWAWuB0OpWamirLsij6AIDKq4b9JuCOGOOH+zpwQnphqXSksHLP33VUrheW6vN/v3fqpvr16ys8PFyRkZGKiIhg9BfwYKtWrdLOnTtZxwCAyquG/aZeWCo90E8KDanebEAVcWYfp5k6daocDoc2bdokSbrxxhvVvn372g1R4pTeWFn6g9dZ+s+rA+0HNdB+sPzHcLrkOFKorOtf0eS3J2nDhg06fPiwFi1apJdeeknXX399mY9YKY9JkybJ4XCofv36p933yiuvqE+fPmrWrJnq1Kmjtm3b6uqrr9Z3331XodcAUD62bSs0NFT9+vUzHQUAUAm1ved0OByaMGHC/244w36zwpyu0ue/sbLSF/D78ssvNWbMGHXq1EkhISFq3769rr32Wq1bt+60x548eVIvvPCCLr74YtWrV08tWrRQXFycsrKyKpcfXo0z+/hNf//733XXXXfV7ovOWl965dNfeKP/7RU/jtOlVqqnm8LCpSp+hMr27dt1//33KywsTIcOHTrt/v379ysuLk49e/ZUkyZNtGHDBj377LOKjo5WTk6OunTpUqXXB1CWbdtKTExUQAC/ygDAG9T0nnPZsmVq3br1/244w36zUpyu0uPMWi/Fd67w05977jm1bNlSjzzyiDp27KitW7fq6aefVkREhLKzs3XRRRedeuwtt9yiDz74QA899JAGDx6sAwcO6Nlnn1VsbKyWLl2q3r17V/37gddgh4TfdMEFF9TuCx4rLL04yq90D21b+WPOXCfFtqvSVVPHjx+vAQMGKDQ0VJ9//vlp9//jH/8o83VsbKz69Omj7t2764MPPtDjjz9e6dcGUNZPP/2k7777Tk888YTpKACAalLTe84+ffr874uz7DerpJL7zbS0NJ133nllbhs8eLDat2+vl156SZMmTZJUelb/ww8/1DXXXKMnn3zy1GP79eunsLAwffDBB5R9lMEYP37TmUaq8vPzNW7cOIWGhqp+/foaNWqUNmzYcPp4VDkUFhbqySefVNeuXVWnTh01P7+Vxs59SXtPlD17/usx/k2Hd8vxZoJeyPtCz+V9rvbv36SQf1+hgfaDWpu/XUUlxXowe6rC3r1Bjf59lS4fkaA9e/ZU6s/g/fff18KFC/XGG29U6HnNmzeXJM48AtXMtm0FBwdr+PDhpqMAAKpJTe85yzwne5umfj9HjjcTNH/b17ol8xU1nTJGDSddpRvmTdSxogLtOn5Qo2c/q8aTf69W716v+7Mmq6ikuMwxT5YU6fFVH6nbR+MV/GaymrZqoUGDBlVorP7XRV+SwsLC1Lp1a23duvXUbX5+fvLz81OjRo3KPLZhw4by8/NTcHBw+f8w4BNoIKgwp9OpxMRErVq1ShMmTFBERISWLVumkSNHVupYlmVp8eLF+stf/qKYmBht/tc8PZbxtgbuXqtVv3tJIQF1znmM17+brktC2+v1/rcp/+RR3Zc1WYkzHld0iwsV6BegKYPu0uYje3R/9hTdfPPNSk1NrVDGPXv26O6779azzz5bdvTrLEpKSlRcXKyNGzfqwQcf1HnnnaexY8dW6DUBnJtt2xo6dKjq1atnOgoAoIZU557zNDk7T111/+bMV3RFxxh9POwvytu3Xg8vn6Zip1M/5m/TFR1jdGv3kZq77Ss9l/e5wuqF6t6el0uSip0likt/TIt3fae7e1gafP4lKm4erOzzD2vLli2KiYmpdLwNGzZo8+bNSk5OPnVbYGCgbr/9dk2ePFlDhw49Ncb/8MMPq1GjRrrllluq8icCL0TZR4VlZGRoyZIlevPNNzV+/HhJ0rBhwxQUFKSHHnqoQsf69NNPlZGRoS+++EJXXHFF6YVNUovUc2QL9friHk1dM0+3XRx/zmM0DqqnlLi/yc9ROqiyr+Cw7l76tro2aS077u+nHrfm8Hb9X1qKDh8+rIYNG5Y74+23364uXbrotttuK9fj69Wrp5MnT0qSLrzwQmVmZqpNmzblfj0A57Zv3z4tXbpUb731lukoAIAaVJ17zjJKnNK2w6e+TGjfWy/GjCs9fptwLdu9Rh/9tFD/jLlZ9/RMliQNbX2pZm3N1QdrM0+V/Y/WLdSCHav1duwdurn7iNKDBfgp8YmRkl/lPxK2uLhY48aNU/369XXPPfeUue+ll15So0aNdOWVV8rpLL0gYNu2bTV//nx16tSp0q8J78QYPyps4cKFkqTRo0eXuX3MmDEVPlZ6eroaN26sxMREFRcXq3jvURUXFunSZh3Vsm4TZe745jePEd826lTRl6RuTUqL9ah2vco8rluj0rPyW7ZsKXe+L774QmlpaXr77bfL/TneWVlZWrZsmd5//301aNBAgwYN4or8QDVKT0+Xy+VSYmKi6SgAgBpUnXvOMg4WSMX/u3J+wq/3jI3Pspds3Eabj+499fXMLTkK9g/STd2G/e9Bxc7Sj/OrJJfLpXHjxmnx4sWaNm3aaSeMnnrqKb344ouaMGGCFixYINu21aVLFw0bNkx5eXmVfl14J87so8L279+vgIAAhYaGlrm9RYsWFT7W7t27lZ+ff9aPwNtXcPpV738tNLhBma+D/Er/WofWqX/G2wsKCsqV7ejRo/rTn/6kO+64Q2FhYcrPz5dUeo0BqfQ9ZIGBgaeNEUdEREgqvQhMUlKSOnXqpIcffli2bZfrdQGcm23b6tOnT6V+5gAAPEd17jnLKCwp82VonV/tJf3Pspf0D1BBceGpr/cWHFJYvdAyJ53OdPzycrlcuvnmm/X+++/r3XfflWVZZe7/4Ycf9Oijj+r555/X/ffff+r2uLg4de/eXffee68WLFhQqdeGd6Lso8KaNm2q4uJiHThwoMwP3127dlX4WM2aNVPTpk2VkZFRekN+gfSvVafubxAYUuW8lbVv3z7t3r1bEydO1MSJE0+7v0mTJrIsSykpKWc9RoMGDdS1a1etXbu2BpMCvuPEiROaPXu2Hn30UdNRAAA1rDr3nGUE+VcxWanmwY20ZOf3crqcZQt/JY7/36L/zjvvaPLkybruuutOe8zXX38tl8ulXr3KThwEBgaqZ8+epyYhgP9ijB8VFhsbK0n65JNPytz+8ccfV/hYCQkJ2r9/v0pKShQVFaWoQTGKCuuiqPM6K+q8zurS5LcviFdu/hV771TLli21YMGC0/4bMWKEgoODtWDBgjIfe3Im+/bt0zfffMN7qIBqMnfuXB0/fvy0sx0AAO9TnXvOMpoESwFVr0FxbSNVUFKoqWvm/u/GAD8ptGInq1wul2655Ra98847euutt856YeewsDBJUnZ2dpnbT548qdzc3HJdSBq+hTP7qLCRI0eqX79+uu+++3T48GFFRkZq2bJlmjZtmqTSjwUpr6uvvloffPCB4uPjddddd6l3794KLFirbT9t1oIdq2W1j9blHSt/JdMymlTsB29wcLAGDhx42u1Tp06Vv79/mfsOHTqkYcOG6ZprrlHnzp0VEhKitWvX6uWXX9bJkyf12GOPVTE8AKl0hP/CCy9U165dTUcBANSw6txzluHvJ7VuKH1btXxjOsfqnTVzNX7RG/oxf7sGnX+JnOfV1fJ/ZKtbt266+uqry3WcO++8U5MnT9ZNN92kHj16lCnzderUUXh4uCTpsssuU69evTRhwgQdP35cAwYM0KFDh/Tqq69q48aNeu+996r2DcHrUPZRYX5+fkpLS9N9992nZ599VoWFherXr5/ef/999enTR40bNy73sfz9/ZWamqqXX35Z7733np555hkFOPzVuk4TxYZdrB5N25d5vEOVvLKpQ1L7Rr/5sMoKDg5Wz5499e9//1tbt25VQUGBWrZsqYEDB+qLL75Q9+7da+y1AV9RUlKi1NRUPsoSAHxEde45/+vUBZcjW0mzqpYvwM9fM0ZN0DO5n+mjnxbq/1bbalC/gXpGhVfo4wHT0tIkSVOmTNGUKVPK3NeuXTtt2rRJUumfx5w5c/TCCy/os88+04svvqj69eure/fumjFjhuLi4qr2DcHrOFwul8t0CHiHDz/8UNdee62WLl1apc8V1bFC6cG5UknZv5rhn92pCxq21OcjHq74Mf0d0nPDpLqBlc8FwKilS5fqsssuq/rPGMBHORwOTZo0SePGjTMdBaiSyuw5Dx06pMaNG+vVV1/Vn//857PuN6uE/SbcDGf2USkfffSRtm/frh49esjPz0/Z2dl64YUXNGDAgKpvwusFSXGdpfTSi9qtzd+uxTu/0zf7N+m6zgMrd8y4zvzgBTycbds677zzFB0dbToKAKCWVMeeMzs7+9T7/vv27Vt646/2m9WC/SbcDGUfldKgQQN9/PHHevLJJ3Xs2DG1atVKN954Y5kL1hUXF5/zGH5+fmd/r9WIC6TcndKuo3om9zOlbV6hG7oM1u0Xj6pYUD+H1LJ+6fF+wel0yul0nuVJpQICWB6AO7FtW4mJifL3r56rKAMA3F917DmvueYalZSUaOLEiYqMjPzfHb/Yb8pZhTP87DfhphjjR43YtGmTOnTocM7HPPbYY5owYcLZH3DghPTCUulIYeV+APs5pIZ1pPtjTrsq6oQJE/SPf/zjnE/fuHGj2rdvX/HXBVDt1qxZo27duik1NVWJiYmm4wAeiTF+eKMq7zlrcL9544036t133z3n06liqEmUfdSIwsJCrV69+pyPCQsLO/URImd14IT0xkppx5GKhwhrIN3e64wff7Jjxw7t2LHjnE+/5JJLFBQUVPHXBVDtnnvuOT3++OPat2+fQkIq9skaAEpR9uGNqmXPWUP7zU2bNmnfvn3nfHpUVFTFXxMoJ8o+3F+JU5q1Xpq5rvRfXM/1N9ah0n9hjetcOkrlX/XPUAVgXkxMjFq0aKH//Oc/pqMAHouyD5wD+014Id4kAvfn7yfFd5Zi20nZ26ScndK2w1LxL94DFfDz56VGtpL6tuHiKIAX2b17t7Kzs0/7OCIAAKoN+014Ico+PEe9IGlIx9L/nK7SkavCEinIv3R0ys9hOiGAGpCWliaHw6GEhATTUQAA3o79JrwIZR+eyc8hNatrOgWAWpCSkqLLLrtMzZo1Mx0FAOBL2G/Cw/EGEwCA2zp69Kjmzp0ry7JMRwEAAPAolH0AgNuaPXu2Tp48SdkHAACoIMo+AMBt2batiy66SBdccIHpKAAAAB6Fsg8AcEvFxcVKT0/nrD4AAEAlUPYBAG5p6dKlOnDgAGUfAACgEij7AAC3ZNu2WrVqpaioKNNRAAAAPA5lHwDgdlwul2zbVlJSkvz8+FUFAABQUeygAABu57vvvtOGDRsY4QcAAKgkyj4AwO2kpKSofv36Gjx4sOkoAAAAHomyDwBwO7ZtKy4uTnXq1DEdBQAAwCNR9gEAbmX79u1atWoVI/wAAABVQNkHALiV1NRU+fv7Kz4+3nQUAAAAj0XZBwC4Fdu2FRsbqyZNmpiOAgAA4LEo+wAAt3H48GHNnz+fEX4AAIAqouwDANxGRkaGioqKKPsAAABVRNkHALgN27bVs2dPtWvXznQUAAAAj0bZBwC4haKiIk2fPp2z+gAAANWAsg8AcAsLFy7UoUOHKPsAAADVgLIPAHALtm2rTZs2Cg8PNx0FAADA41H2AQDGuVwu2bYty7LkcDhMxwEAAPB4lH0AgHFfffWVtm7dygg/AABANaHsAwCMs21bjRo1UmxsrOkoAAAAXoGyDwAwzrZtxcfHKzAw0HQUAAAAr0DZBwAYtXnzZn311VeM8AMAAFQjyj4AwKjU1FQFBgYqLi7OdBQAAACvQdkHABhl27YGDRqkhg0bmo4CAADgNSj7AABjDh48qMzMTEb4AQAAqhllHwBgzIwZM1RSUqKkpCTTUQAAALwKZR8AYIxt24qKilLr1q1NRwEAAPAqlH0AgBEnT57UzJkzGeEHAACoAZR9AIARCxYs0NGjRyn7AAAANYCyDwAwwrZtdejQQRdffLHpKAAAAF6Hsg8AqHVOp1OpqamyLEsOh8N0HAAAAK9D2QcA1LqcnBzt2LGDEX4AAIAaQtkHANQ627YVGhqqyy67zHQUAAAAr0TZBwDUOtu2NWrUKAUEBJiOAgAA4JUo+wCAWrV+/Xp9++23jPADAADUIMo+AKBW2batOnXqaMSIEaajAAAAeC3KPgCgVtm2raFDh6p+/fqmowAAAHgtyj4AoNbs27dPS5YsYYQfAACghlH2AQC1Zvr06XK5XEpMTDQdBQAAwKtR9gEAtca2bUVHR6tly5amowAAAHg1yj4AoFacOHFCs2bNYoQfAACgFlD2AQC1Yt68eTp+/DhlHwAAoBZQ9gEAtcK2bXXu3Fldu3Y1HQUAAMDrUfYBADWupKREqampsixLDofDdBwAAACvR9kHANS45cuXa8+ePUpOTjYdBQAAwCdQ9gEANc62bTVv3lx9+vQxHQUAAMAnUPYBADXOtm0lJibK39/fdBQAAACfQNkHANSoH3/8UT/++CNX4QcAAKhFlH0AQI2ybVshISEaOnSo6SgAAAA+g7IPAKhRtm1r+PDhqlu3rukoAAAAPoOyDwCoMbt379ayZcsY4QcAAKhllH0AQI1JT0+Xw+FQQkKC6SgAAAA+hbIPAKgxKSkpiomJUfPmzU1HAQAA8CmUfQBAjTh27Jjmzp2r5ORk01EAAAB8DmUfAFAjZs+erYKCAt6vDwAAYABlHwBQI2zbVvfu3dWpUyfTUQAAAHwOZR8AUO2Ki4uVnp7OWX0AAABDKPsAgGqXlZWl/fv3U/YBAAAMoewDAKqdbdtq1aqVevXqZToKAACAT6LsAwCqlcvlkm3bSkxMlJ8fv2YAAABMYBcGAKhW33//vdavX88IPwAAgEGUfQBAtUpJSVG9evU0ePBg01EAAAB8FmUfAFCtbNvWyJEjFRwcbDoKAACAz6LsAwCqzY4dO7Ry5UolJyebjgIAAODTKPsAgGqTmpoqf39/xcfHm44CAADg0yj7AIBqY9u2BgwYoNDQUNNRAAAAfBplHwBQLY4cOaL58+dzFX4AAAA3QNkHAFSLjIwMFRYWUvYBAADcAGUfAFAtbNvWJZdcovbt25uOAgAA4PMo+wCAKisqKtL06dM5qw8AAOAmKPsAgCpbtGiR8vPzKfsAAABugrIPAKgy27bVunVrRUREmI4CAAAAUfYBAFXkcrlk27Ysy5LD4TAdBwAAAKLsAwCq6Ouvv9aWLVsY4QcAAHAjlH0AQJXYtq2GDRsqNjbWdBQAAAD8jLIPAKgS27YVHx+voKAg01EAAADwM8o+AKDStmzZory8PEb4AQAA3AxlHwBQaampqQoMDFRcXJzpKAAAAPgFyj4AoNJs29bAgQPVqFEj01EAAADwC5R9AECl5OfnKzMzkxF+AAAAN0TZBwBUyowZM1RcXKykpCTTUQAAAPArlH0AQKXYtq3IyEi1adPGdBQAAAD8CmUfAFBhJ0+e1MyZMxnhBwAAcFOUfQBAhWVmZurIkSOUfQAAADdF2QcAVJht22rfvr169OhhOgoAAADOgLIPAKgQl8ul1NRUWZYlh8NhOg4AAADOgLIPAKiQnJwcbd++nRF+AAAAN0bZBwBUiG3batKkifr37286CgAAAM6Csg8AqJCUlBSNGjVKAQEBpqMAAADgLCj7AIBy27Bhg7799ltG+AEAANwcZR8AUG62bSsoKEgjRowwHQUAAADnQNkHAJSbbdsaOnSoGjRoYDoKAAAAzoGyDwAol/3792vx4sWM8AMAAHgAyj4AoFymT58up9OpxMRE01EAAADwGyj7AIBysW1b0dHRatWqlekoAAAA+A2UfQDAbyooKNCsWbMY4QcAAPAQlH0AwG+aN2+ejh07RtkHAADwEJR9AMBvsm1bnTp1Urdu3UxHAQAAQDlQ9gEA5+R0OpWamirLsuRwOEzHAQAAQDlQ9gEA57R8+XLt3r2bEX4AAAAPQtkHAJyTbdtq1qyZYmJiTEcBAABAOVH2AQDnZNu2EhMT5e/vbzoKAAAAyomyDwA4q7Vr12rNmjWM8AMAAHgYyj4A4Kxs21ZISIiGDRtmOgoAAAAqgLIPADgr27Y1bNgw1a1b13QUAAAAVABlHwBwRnv27FFWVhYj/AAAAB6Isg8AOKP09HRJUkJCguEkAAAAqCjKPgDgjFJSUhQTE6PzzjvPdBQAAABUEGUfAHCaY8eOac6cOYzwAwAAeCjKPgDgNHPmzFFBQYGSk5NNRwEAAEAlUPYBAKexbVvdunVT586dTUcBAABAJVD2AQBllJSUKD09nRF+AAAAD0bZBwCUkZWVpX379lH2AQAAPBhlHwBQhm3batmypXr37m06CgAAACqJsg8AOMXlcsm2bSUmJsrPj18RAAAAnoqdHADglB9++EE//fQTI/wAAAAejrIPADglJSVF9erV05AhQ0xHAQAAQBVQ9gEAp9i2rREjRig4ONh0FAAAAFQBZR8AIEnasWOHVqxYwQg/AACAF6DsAwAkSWlpafL399eoUaNMRwEAAEAVUfYBAJJKR/j79++vpk2bmo4CAACAKqLsAwB05MgRzZs3jxF+AAAAL0HZBwBo1qxZKiwspOwDAAB4iQDTAQAAZixatEg5OTlKSEiQbdvq0aOHOnToYDoWgGqUkZGhWbNmnfr6448/1rfffqumTZvqr3/9qwIDAw2mAwDUJIfL5XKZDgEAqH3XX3+93n//fUmSn5+f+vTpo4kTJ6p3797y82PwC/AGN9xwg9577z0FBgaqqKhI/v7+cjqdCgwM1P79+1W/fn3TEQEANYTdHAD4qC5dupwq9U6nU8uXL1ffvn0VHR1tOBmA6nLPPfdIkoqKiiRJJSUl8vPz0x//+EeKPgB4Oco+APioiy66SE6n89TXJSUlkqRBgwaZigSgmoWHhyspKUkBAf9756afn58efPBBg6kAALWBsg8APqp79+6n3XbrrbfqueeeM5AGQE2ZMGGCiouLJZUW/fHjxyssLMxwKgBATeM9+wDgo4qLixUSEnKqBFx77bWaNm0a79cHvJBlWUpNTZW/v7+2bt2qVq1amY4EAKhh7OgAwEcFBASocePGkqTk5GRNnTqVog94qQkTJkiShgwZQtEHAB/BmX0A8BUlTulggVRYIgX5S02CNWzkCO3YsUN5eXkKCgoynRBATSlx6tO3pmnEoKFq1DxUahIs+fOPewDgzSj7AODNjhVK2duknJ3StsNS8f8uyKcAP6l1QymyldSntVSPsg94FdY/APg0yj4AeKMSpzRrvTRzneR0Sef6Se+Q5OeQ4jpLIy7gbB/g6Vj/AABR9gHA+xw4Ib2xUtpxpOLPDWsg3d5LCg2p/lwAah7rHwDwM8o+AHiTAyekF5ZKRwpLz+hVlJ9DahAkPdCPDT/gaVj/AIBfYFYLAKrJ1KlT5XA4tGnTJknSjTfeqPbt29fY6zkcjlNX2JZUOrr7xsrKb/Sl0ucdKSw9Tonztx9/Bl9++aXGjBmjTp06KSQkRO3bt9e1116rdevWnfbYRx55ROHh4QoNDVVwcLA6duyoW2+9VZs3b65cfsAA42tfcov1X961v2nTJjkcjrP+N3LkyMrlBwCUEWA6AAB4q7///e+66667auz4y5YtU+vWrf93w6z1lRvd/TWnq/Q4s9ZL8Z0r/PTnnntOLVu21COPPKKOHTtq69atevrppxUREaHs7GxddNFFpx6bn5+vMWPGqFu3bmrQoIG+//57Pfnkk0pNTdV3332npk2bVv37AWpZra99yS3Wf3nXfqtWrbRs2bLTnp+SkqLnnntOl19+edW/DwAAY/wAUF2mTp2qsWPHauPGjTV6Vu+MjhVKD86VSqrxR7q/Q3p2aIWv0r1nzx6dd955ZW7bsWOH2rdvrxtuuEGTJk065/Nnzpyp+Ph4TZ48WTfddFOFYwO1zejal9xm/Vd17Q8aNEgrVqzQzp071bBhw0rFBgD8D2P8AFBDzjTKm5+fr3Hjxik0NFT169fXqFGjtGHDhjOP5f6GMs/J3qap38+R480Ezd/2tW7JfEVNp4xRw0lX6YZ5E3WsqEC7jh/U6NnPqvHk36vVu9fr/qzJKiopLnPMkyVFenzVR+r20XgFv5mspq1aaNCgQcrKyip3rl9v9iUpLCxMrVu31tatW3/z+c2bN5ckBQQwfAbPVKtrX9LUf/yfHK+Nqr61/+/L1fTtqzWo34BaW/vr16/XwoULNXr0aIo+AFQTdlIAUEucTqcSExO1atUqTZgwQREREVq2bFn1vD81Z+epj9e6OfMVXdExRh8P+4vy9q3Xw8unqdjp1I/523RFxxjd2n2k5m77Ss/lfa6weqG6t2fpyGyxs0Rx6Y9p8a7vdHcPS4PPv0TFzYOVff5hbdmyRTExMZWOt2HDBm3evFnJyclnvL+4uFhFRUVas2aN7r77bl144YW64oorKv16gDup0bUvSZsOSarmte8qUXbBphpf+/81ZcoUuVwu3XzzzZV+LQBAWZR9AKglGRkZWrJkid58802NHz9ekjRs2DAFBQXpoYceqvyBS5zStsOnvkxo31svxowrPX6bcC3bvUYf/bRQ/4y5Wff0TJYkDW19qWZtzdUHazNPbfg/WrdQC3as1tuxd+jm7iNKDxbgp8QnRpZepbuSiouLNW7cONWvX1/33HPPaffv2rVLrVq1OvV1dHS0FixYoPr161f6NQF3UmNrXypd/wdPSKrmtS8pMaCvNLry/yDxW2v/1LdQUqJ3331XXbt2Vb9+/Sr9egCAshjjB4BasnDhQknS6NGjy9w+ZsyYqh34YIFU/L8rZye061Xm7m6N20iSRp3h9s1H9576euaWHAX7B+mmbsP+96BiZ+nHeVWSy+XSuHHjtHjxYk2bNk1t2rQ57THNmjXTypUrtWTJEr399ts6cOCABg0apJ07d1b6dQF3UmNrXypd/z+/V79a175UpfVfnrX/XxkZGdq+fbvGjRtXqdcCAJwZZR8Aasn+/fsVEBCg0NDQMre3aNGiagcuLCnzZWidBmW+DvIP+Pn2+qfdXlBceOrrvQWHFFYvVH6OX/1q+NXxy+u/I7nvv/++pk6dKsuyzvi4gIAARUVFqV+/frr55ps1f/58bdiwQc8++2ylXhdwNzW29qUy67Pa1/6vjl9e5V37/zV58mQFBgbqhhtuqPBrAQDOjrIPALWkadOmKi4u1oEDB8rcvmvXrqodOMi/as//WfPgRtpx7ICcrl99vnYljv/fzf4777yjSZMm6brrriv3c1u3bq2wsDCtXbu2wq8LuKMaW/tStaz/s679Shy/omt/z549Sk9PV1JS0hkv8AcAqDzKPgDUktjYWEnSJ598Uub2jz/+uGoHbhIsBVT9x3lc20gVlBRq6pq5/7sxwE8KDanQcVwul2655Ra98847euuttzR27NgKPf+nn37Stm3b1KlTpwo9D3BXNbb2pdL171/5a2pIZ1n7UoXXf2XW/rRp01RUVMQIPwDUAC7QBwC1ZOTIkerXr5/uu+8+HT58WJGRkVq2bJmmTZsmSfLzq2Rh9/eTWjeUvq1avjGdY/XOmrkav+gN/Zi/XYPOv0TO8+pq+T+y1a1bN1199dXlOs6dd96pyZMn66abblKPHj2UnZ196r46deooPDxckrR69Wrdc889+t3vfqeOHTvKz89P33zzjV566SU1bdpU999/f9W+IcBN1Njal0rXf5OK/YPcr51x7bucWn5yi7p9eqja1/4vTZ48WW3atNGIESNOuw8AUDWUfQCoJX5+fkpLS9N9992nZ599VoWFherXr5/ef/999enTR40bN67wMR2On8/oRbaSZlUtX4Cfv2aMmqBncj/TRz8t1P+tttWgfgP1jAqv0EeEpaWlSSr9KK0pU6aUua9du3batGmTpNL3K4eFhWnixInauXOniouL1bp1ayUkJOjhhx8+5wW9AE9So2tfkto3qlK+M679oLrq2e0ijWx3S7mPU961/19ZWVlas2aNHn300ar9gwcA4IwcLpfLZToEAPiyDz/8UNdee62WLl1a7s+zPnTokBo3bqxXX31Vf/7zn6VjhdKDc09dlbta+Duk54ZJdQOr75gATqmWtS+x/gEAZ8SZfQCoRR999JG2b9+uHj16yM/PT9nZ2XrhhRc0YMCAcm/2s7OzT733t2/fvqU31guS4jpL6dV4Ubu4zmz0gWpSY2tfYv0DAM6Isg8AtahBgwb6+OOP9eSTT+rYsWNq1aqVbrzxRj355JOnHlNcXHzOY1xzzTUqKSnRxIkTFRkZ+b87Rlwg5e6Udh2VnFU4w+fnkFrWLz3eLzidTjmdZ7ha9y8EBPBrBTiTGl37Uo2uf9Y+AHgmxvgBwI1s2rRJHTp0OOdjHnvsMU2YMOHMdx44Ib2wVDpSWLkNv59DalhHuj/mtKtw33jjjXr33XfP+XR+pQCVU+W1L9XY+mftA4BnouwDgBspLCzU6tWrz/mYsLAwhYWFnf0BB05Ib6yUdhypeICwBtLtvc74cVubNm3Svn37zvn0qKioir8mgOpZ+1KNrH/WPgB4Jso+AHijEqc0a700c13pGb5z/aR3qPSMXlzn0tFdf66KDXg01j8AQJR9APBuxwql7G1Szk5p22Gp+Bfvuw3wk1o3LP3Yvr5tuBgX4G1Y/wDg0yj7AOArnK7SEd/CEinIv3RU18/x288D4PlY/wDgcyj7AAAAAAB4Gd6YBQAAAACAl6HsAwAAAADgZSj7AAAAAAB4Gco+AAAAAABehrIPAAAAAICXoewDAAAAAOBlKPsAAAAAAHgZyj4AAAAAAF6Gsg8AAAAAgJeh7AMAAAAA4GUo+wAAAAAAeBnKPgAAAAAAXoayDwAAAACAl6HsAwAAAADgZSj7AAAAAAB4Gco+AAAAAABehrIPAAAAAICXoewDAAAAAOBlKPsAAAAAAHgZyj4AAAAAAF6Gsg8AAAAAgJeh7AMAAAAA4GUo+wAAAAAAeBnKPgAAAAAAXoayDwAAAACAl6HsAwAAAADgZSj7AAAAAAB4Gco+AAAAAABehrIPAAAAAICXoewDAAAAAOBlKPsAAAAAAHgZyj4AAAAAAF6Gsg8AAAAAgJeh7AMAAAAA4GUo+wAAAAAAeBnKPgAAAAAAXoayDwAAAACAl6HsAwAAAADgZSj7AAAAAAB4Gco+AAAAAABehrIPAAAAAICXoewDAAAAAOBlKPsAAAAAAHgZyj4AAAAAAF6Gsg8AAAAAgJeh7AMAAAAA4GUo+wAAAAAAeBnKPgAAAAAAXoayDwAAAACAl6HsAwAAAADgZSj7AAAAAAB4Gco+AAAAAABehrIPAAAAAICXoewDAAAAAOBlKPsAAAAAAHgZyj4AAAAAAF6Gsg8AAAAAgJeh7AMAAAAA4GUo+wAAAAAAeBnKPgAAAAAAXoayDwAAAACAl6HsAwAAAADgZSj7AAAAAAB4Gco+AAAAAABehrIPAAAAAICXoewDAAAAAOBlKPsAAAAAAHgZyj4AAAAAAF6Gsg8AAAAAgJeh7AMAAAAA4GUo+wAAAAAAeBnKPgAAAAAAXoayDwAAAACAl6HsAwAAAADgZSj7AAAAAAB4Gco+AAAAAABehrIPAAAAAICXoewDAAAAAOBlKPsAAAAAAHgZyj4AAAAAAF6Gsg8AAAAAgJeh7AMAAAAA4GUo+wAAAAAAeJn/Bybpt8dsSC0bAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -244,7 +252,7 @@ } ], "source": [ - "fe = cinnabar.wrangle.FEMap('cinnabar_input.csv')\n", + "fe = femap.FEMap.from_csv('cinnabar_input.csv')\n", "fe.generate_absolute_values() # Get MLE generated estimates of the absolute values\n", "fe.draw_graph()" ] @@ -261,13 +269,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "id": "2edeabb9-9c07-49be-a83f-9622ef742046", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -278,7 +286,7 @@ ], "source": [ "# note you can pass the filename argument to write things out to file\n", - "cinnabar_plotting.plot_DDGs(fe.graph, figsize=5)" + "cinnabar_plotting.plot_DDGs(fe.to_legacy_graph(), figsize=5)" ] }, { @@ -293,13 +301,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 36, "id": "f39ef3c0-4d74-4c53-83bc-94d820428d47", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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za2trVlpaKpleKBQyd3d31qtXL7nzV8eBcAqNepB39tTUqVMZj8djN2/eZIzJhkZVioQGY4yNHTuWtWjRQvK8sYTGhx9+yMzNzZlQKJQa7ujoKPO+1oe9vT0bOnSozPCKigpmbW3NvL29OWlH0R/sq1evWGJiIsvOzmaVlZWsRYsWbOHChTVOU1xczHg8HluwYAFjjLHCwkJ27tw5yQrm0qVLzMzMjO3fv5+dOXOGOTs7s82bN3OyXG9S1ee2cOFCZmRkxGJiYmRee/ToEQNQ4yMhIUHptmvC5fLWZTlcXFyYl5eXzDxmzJjBjI2N5c6fzp5qgDZv3gxDQ0OsXbu2ztPKO3ApFAqRlpZWaz3k2mjj2VNDhw5Ffn6+1A3WxEVmhg8fLneampaDydn18vTpU/z777+wtbWVee3kyZPIysrCzJkzlVwC5Zibm8PV1RUtW7ZEeHg48vLyMGnSpBqnOX78OBhjkos3TU1NMWjQIMlurfj4eAwaNAgffvghhg0bhnnz5uHKlSsy8+Hie8D15waIjtHs3r0bkZGR8PX1lXm9TZs2uHz5sswDAEaNGoXLly9LnQggJr6Qsz4X4nG5vHVZjhYtWuDBgwdSpVsZY7hz506Nx+hUTmVx1ATI29JgjLFPP/2UAWA3btyo05bGsGHDmL+/PwsLC2MXL15kUVFRbOTIkQwACwoKkkwn3tIICQlh169fl3pU99cW/vdXjDYRn6ferl07FhkZyU6cOMFcXFxY+/btWVFRkdxpalqOPn36sBUrVrCjR4+y2NhYtmfPHubo6MhMTEzYnTt3ZMYfNmwYMzMzq7atuqrtr7zMzEy2atUqFh0dzS5cuMBWr17NDAwM2MyZM6XG8/X1ZRs2bGAnT55kv//+OwsMDGTNmjVjPXv2ZBUVFXLnLd7S2LdvHzt16hRzdnZmX3/9tcx4XHwPuP7ctmzZwgCw//u//5P5PqemptbYF9RynUbbtm0ZAJaenq74Ar6B6+Wtbvw3l0N8DY+fnx87ceIEi46OZpMmTWIA2NatW+XOh3ZPabnqQiMzM5OZmJiwoUOH1ik0jh8/zsaMGcPs7e2ZoaEhs7KyYl5eXiwqKkpqOnFoyHuYm5vL7as2hgZjon3zEyZMYM2bN2empqZs5MiR7J9//ql2/JqWIyAggHl4eLDWrVszAwMDZm9vzyZOnMju3bsnM256ejrT0dGROv5UX7X9YHNycpiPjw+zsLBghoaGrHPnzmzr1q1SF/sxxtiiRYtYx44dWbNmzZienh5r3749+/zzz1lhYWGN7e/YsYPZ2dkxS0tLNn/+fKkLQsW4+h5w+bl5e3tX+32u7iK2qvOtLjRycnIYj8dj/fr1U3i5qsPl8lY3vrzlOH36NOvfvz+ztLRk5ubmrFevXuzgwYPVzkcdoUF3uSWEI3FxcfDx8cH58+fh7e0t9yJNoj5RUVEYO3YsoqOj63VPsYaCz+fj4sWLGDhwIGJjY1VW8pWOaRDCsYEDB0JfX1/uDQuJ+ly8eBHu7u5NIjD++OMP6OvrY+DAgSpvi7Y0COFIYWGh1Ln3nTt3lnuzPUK4VlJSgnv37kmeOzk5qezmpRQahBBCFEa7pwghhCiMQkPF6lKEacCAAXLPNR8xYgQcHBwkz6kIk3yKFmHiul0xKsL0WOn5bdy4EUOHDoWlpaVMYbKqFC1KxDVNFGGqS3EqdRZhotBQE3ERJjFxEab6CAkJwfXr16UeoaGh9e2q2oiL21y5cgXBwcE4ePAg/v77b/j6+qK4uLjO8xMXYfrxxx/x22+/ISAgAOfPn4eHh4fUjeW4bvdNQUFBuH79erVFmBwdHXH8+HFs3LgRv/32G/z8/GSKQgGiIkxVP9uqK9LKykosXLgQFhYWaNeuHcLCwurdb0Wp4v376aefUFJSgmHDhlU7jrgoUUlJCcLCwvDzzz+jdevWGDVqVJ1vLV8Xqvy+1FSEqWpxqrNnz2L58uX4+eef0adPH5SUlEiNKy7CFBQUVK/+KERlJ/MSxljdijB5e3szJycnmXn4+/sze3t7yfPGchsRTRVhUlW7VIRJ+fdP/J7UdGsdZYoScUFTRZjqWpyKMbqNSKOiSBEmVdLG24hoqgiTOtqVh4owVa/qe1IdTRUl0lQRproWp1IXCg01UaQIU11RESb5aivCpI4iQvJQEab60VRRIk0VYZKnuuJU6kShoUa1FWGqKyrCJF9tRZhUXUSoOlSEqX40VZRIU0WY3lRTcSp1ovscqFFtRZjqioowyVeXIkxcFxGqCRVhqh9tKEqkziJMVdVUnErdKDTUSF9fH59//jmysrJgbW0tExo1fRHkbcI6Oztr1WmYdWVhYSH5C7vq/vj8/HzJX3bKEO+m8fT0hJ+fHzp06IDvvvsOGzduVGm7tZk1axbu3r2LgIAAfPnll9DT08Pnn3+OK1eu1Loyf//99zF9+nQkJCRg+vTpyMzMxJo1a3D16lUMGzYM69evx7Vr1/D1119j8+bNmDZtGrZu3aqS+19p6v1bvXo1CgsLceLECRgZGQEQ3bKlR48eWLp0KeLj41XSLpfLW1xcjKVLl+Lzzz+HmZkZioqKJK/x+XwUFRXBxMRE6vfOGMP06dNx8+ZNxMTESJ1+rwm0e0rNVq1ahW3btsl9zcTERO4xCaFQ2ChvR+Hi4oKHDx/KrDBTUlI4O/7Stm1b2NnZ4c6dO2ptVx5dXV389NNPyM7ORmJiIjIzM7F+/XokJyfXuo9a/AeF+F9TU1OMHz8eSUlJ2Lp1K4qKirBy5Ups3rwZEREROHfuHL7//nuVLIem3r/bt2/DyclJEhiA6P3o2rUr7t69q7J2uVzely9fIisrC+vWrYOZmZnkAQChoaEwMzPDrVu3pKZZvHgxjh07hhMnTqBXr171WxgOUGhokfbt2yMzM1PqnH3GGP755x+0b9++XvPWxrOnNFWESZl2uURFmJSjTFGihlyECai9OJVGqOxkXsIYq1u519u3bzMDAwPm6+vLjh49yn799Vf2/vvvMx6Px86cOSOZjoow1a8IkzLtKoKKMClflCguLo5FRkayzZs3MwBswYIFLDIykkVGRkrGUaYoUUMuwqRMcSoqwtQI1LVGeEJCAhs+fDhr3bo1s7CwYN7e3uz333+Xmo6KMNW/CFNd21UEFWFSvihRTYWYqqpLUaKGXoRJmeJUVISJkAaEijBpFyrCNEAl7dAxDUI4RkWYtAMVYVIN2tIghCNUhIloChVhIoQQopVo9xQhhBCFUWgQQghRGIWGFhFfiMTj8aCvr4/27dtj6tSpMndArUtFL23HdUU0RSrjAYpXiqsLqtz3WOn5KVKRT5Pfe019TxWtVKjOyn3ad+J+E2Zvb888PT3Z9evX2aVLl9iPP/7ILCwsmLm5OXv8+LFkvIkTJ7IhQ4awvXv3sri4OLZ7925mZWXFOnXqxIqLizW4BHUjvmjqrbfeYkeOHGEnTpxgzs7OSl9kFxMTwwCwDz74gEVHR7M9e/YwS0tL5uTkxMrKyqTGbdOmDevfvz+bPHlytUV/6kp8jnxQUBC7fv26zDIo2j/xdTjHjh2TuqDr7t27knEqKirYggULmLm5OWvbti3bu3dvvfuvKK4/t/v37zMTExPWt29f9uuvv7KzZ8+y9957j/F4PPbbb79JxtPU915T31NF3xfGGCsqKmLXr19nQUFBdHFfU2Jvb8+GDBkiNWzv3r0MAAsMDJQMU6ailzbiuiKaopXxGFOsUlxdUeU+5T43RSvyaep7r6nvqTKVCqlyH4GHhwcAUf1rMWUqemnjvae4rohWl8p4ilSK4xpV7pNP0Yp8mqpkp6nvqaYqFdaGQkPLifdzdu7cucbxaqvo1RQq99W1Mp66UeU++epTkU8dlew09T3VVKXC2tB9DrQMY0xSuvX+/ftYvnw5+vfvj9mzZ1c7jbZU9KqrvLw8SW0Ad3d35ObmIjU1VemKaIpWxtOUulbu69mzJ/T09HDp0iV8++23uHHjBhISEmBoaIhVq1ZhxIgRkqJbCxYskFTuO3jwIExMTPDtt9/Wu6SwPFx/buKKfGPHjpUsj7W1da0V+dT1vdfU91TZ90XVaEtDy5w7dw76+vowNjaGu7s7WrdujbNnz8LY2Fju+IpW9GKi41eq7Hq9tGzZEhYWFvWqiDZ37lwkJibi66+/Rk5ODm7fvi23Mp6mKNq/IUOG4Msvv8SQIUPg5+eHwMBA/Oc//8Hdu3cREREBAJLKfcnJydi+fTseP36MwYMHo6SkBEePHkVcXBx69uwp0weuvwdcfG7iinz29vY4ffo0zp07Bz8/PwwfPhxXr16VO42mKtmp83uqzPuiFio7WkLqzN7envXu3ZslJCSwy5cvsyVLljAAbNasWXLHFwqFbPLkyczU1JTFx8erubf116NHD9ajRw+Z4f7+/qxdu3Z1nh+fz2cLFy5kenp6DADT09NjK1asYP369WN9+/aVO406D4Qr0z+xoqIixuPx2Pz58xljoruuzp49m7m4uLClS5eyW7dusR07drA2bdowc3NztnjxYlZZWVnvZZKH689t8uTJzNrampWWlkqGCYVC5u7uznr16iUzvrq/95r6ntb1fWGMbo3e5Mg7e2rq1KmMx+Oxmzdvyoy/cOFCZmRkxGJiYtTVRU59+OGHzNzcnAmFQqnhjo6OMu9DXbx69YolJiay7OxsVllZyVq0aMEWLlwod1x1hoYy/RMrLi5mPB6PLViwgDHGWGFhITt37hwTCASMsdf1NPbv38/OnDnDnJ2d2ebNm+u9TPJw/bm5uLgwLy8vmeEzZsxgxsbGMsPV/b3X1Pe0ru8LY3T2FAGwefNmGBoaYu3atVLD61rRSxvPnlJVBThlKuOpE1Xuk1aXinx1/d5rW+W+qmr7HihTqVAtVBZHpM7kbWkwxtinn37KALAbN24wxpSr6AUtLMLEdUU0RSvjMaZYpbi6osp9yn1uilbkU+Z7r42V+xT9HihTqZB2TzUx1YVGZmYmMzExYUOHDmWMKVfRSxtDgzFuK6IpWhmPMcUrxdUFVe5TvpKdIhX56vq919bKfXX5ntalUiFjVLmPkAaFKvdpF6rcN0Al7dAxDUI4RpX7tANV7lMN2tIghCNUuY9oClXuI4QQopVo9xQhhBCFUWhoEXHxnfqcU97QaKK4jaqKHFERpsdKz0/RokRct6soKsJUhcrOyyJ1pkgdhcZEU8VtFClypAwqwqTaz43rdhVFRZikUWhokaYWGpoqbqOq95mKMKn2c+O6XUVRESZptHtKjXg8HgICAhAWFgZnZ2cYGhqiXbt2+PXXX6XGe/LkCfz9/WFqagp7e3v88MMPMvP6888/MXjwYJiZmcHExAReXl64dOlStW1r421ENFmESROoCJN8ir4vXLerKCrCJI1CQ81Onz6NTZs2YcWKFThz5gwWL16MoqIiqXHmzJmDYcOGISoqCh4eHli6dClu3LgheT01NRXe3t7IzMxEWFgYIiIiwOfzMXDgQPz5559y26UiTHUrcqQKVIRJPkXfF67bVRQVYZJGl6yq2cOHD5GWloaWLVsCAPz8/GTGWbRoERYuXAhAtOI4fvw4zpw5I7lZ3Y8//oiysjKcOnUK7dq1AwB4eXnhrbfewubNm3HkyBE1LU39aKq4jSJFjlSBijDJp+j7wnW7iqIiTNJoS0PNRo4cKQmM6nh5eUn+b2pqCmtra6ka4Tdu3MA777wjCQxAdEfMPn36SG2RVMWoCJNkPEWKHKkCFWGST5niWVy0qwwqwgQ6e0qdALDVq1dX+3p1B0Dt7e2lDnx17NiR+fj4yEw/ceJEZmpqylV3VU4bijCJvVnkSBlUhEm1nxvX7SqKijBJoy0NNePiJnYWFhbIzs6WGZ6dnQ0LC4t6z19dXFxc8PDhQ5m/fFNSUpTa766rq4uffvoJ2dnZSExMRGZmJtavX4/k5GR07969xmnFfzGq8i9WLvtnamqK8ePHIykpCVu3bkVRURFWrlyJzZs3IyIiAufOncP333+vkuXQ1OfGdbuK0tTy3r59G05OTjAyMpIM4/F46Nq1K+7evav8AtUThUYD5OHhgXv37uHp06eSYXl5ebh27ZrkuMebtPHsKW0qwvRmkSNVoiJM8tX2vijTLhVhUgGVbcMQGQDYunXrqn1d0d1TKSkpzMTEhLm6urLIyEh2/Phx1rt3b6anpye3LKy4bW37uDVV3EaZIkeKoCJMqv3clGmXijBxT7vWIo0cV6HBGGPx8fHMz8+PNWvWjBkbG7O+ffuyCxcu1Ni2toUGY5opbqNskaPaUBEm1Rclqku7VIRJNegut4RwhIowaRcqwjRAJe3QMQ1COEZFmLQDFWFSDdrSIIQjVISJaAoVYSKEEKKVaPcUIYQQhVFoEEIIURiFBiGEEIVRaBBCCFEYhQYhhBCFUWgQQghRGIUGIYQQhVFoEEIIURiFBiGEEIVRaBBCCFEYhQYhhBCFUWgQQghRGIUGIYQQhVFoEEIIURiFBiGEEIVRaBBCCFEYhQYhhBCFUWgQQghRGIUGIYQQhVFoEEIIUZiepjvQmAmFQmRkZMDMzAw8Hk/T3SGEkGoxxlBYWAhbW1vo6FS/PUGhoUIZGRlo27atprtBCCEKS09Px1tvvVXt6xQaKmRmZgZA9CE0b95cw70hhIgVFxcjKysLQqEQzZo100gfGGMoKipCXl4eDAwMoKen/tXx/v378ffff2PdunXIzs7GuHHjJOut6lBoqJB4l1Tz5s0pNAjREsXFxSgpKYGJiQlMTU010gfxrqCKigpYWlpqJDDS09MRFhaGyspKjBw5Es7OzgBQ6650Cg1CSJNRXFyMzMxMCAQCjQdGbm4uDA0NNRIYANC2bVts3boVaWlp8PPzw7NnzxSajkKDENIkUGCIlJeXw9DQEADg5eUFLy+vOk1Pp9wSQho9CgyR4OBgTJs2Dfn5+UrPg0KDENKoUWCI5OXlISIiAg8ePMCFCxeUng/tniKENFoUGK+1aNECe/bsQXx8PMaMGaP0fCg0CCGNEgWGyKtXr2BhYQEAcHR0hKOjY73mR7unCCGNDgWGSEhICN5//32kpaVxNk8KDUJIo0KBIVJeXo7ff/8dOTk5uHHjBmfzpd1ThJBGgwLjNUNDQ+zevRuxsbH1OobxJtrSIIQ0ChQYIunp6ZL/W1hYcBoYAIUGIaQRoMAQCQkJwdixY3Hp0iWVtUGhQQhp0CgwRIRCIR48eIDKykpOD3y/qVGGxoULFzBz5kw4OzujWbNmsLOzw6hRo/Dnn38qNP2LFy8wffp0tGrVCiYmJujduzdiYmJU3GtCSF1RYLymo6ODjRs3YuvWrZgxY4bq2lHZnDVo165dePz4MT799FOcOXMG27Ztw4sXL+Dp6VnrlZDl5eXw8/NDTEwMtm3bhhMnTsDa2hpDhw7FxYsX1bQEhJDaUGCI3L17V/J/fX19+Pn5qbQ9HmOMqbQFDXjx4gWsrKykhhUVFcHR0RFdunTB+fPnq512586dWLBgAa5du4bevXsDAPh8Prp27QpTU1PEx8cr3I+CggKYm5sjPz+fbo1OCIcoMERCQkKwY8cOLFmyBNOmTavXvJ49ewZ/f/9a11eNckvjzcAAAFNTU3Tu3FnqzAJ5oqKi4OTkJAkMANDT08PUqVNx8+ZNhW8fTAhRDQqM1/h8PgCgsrJSbW02mes08vPzcevWLfj6+tY4XlJSEvr37y8z3M3NDQCQnJwMOzs7udOWl5ejvLxc8rygoKAePSaEvIkCQ9onn3yCXr16wd3dXW1tNsotDXkWLFiA4uJirF69usbxcnJyYGlpKTNcPCwnJ6faaTdu3Ahzc3PJg+qDE8IdCgyRuLg4CAQCyXN1BgbQREJjzZo1OHjwIH744Qe8++67tY5fU7nDml5buXIl8vPzJY/adoURQhRDgSGyd+9efPbZZ1i7di00dTi60e+eCgwMxIYNG/D1119j4cKFtY7fsmVLuVsTubm5ACB3K0TM0NBQUhGLEMINCozX2rVrBz09PbRv377WWt6q0qhDIzAwEAEBAQgICMCqVasUmsbV1VXqFDYx8bAuXbpw2kdCSPUoMKQNHDgQR48ehYODg8b60Gh3T61fvx4BAQH48ssvsW7dOoWnGzNmDB48eCB1ai2fz8eBAwfg4eEBW1tbVXSXEPIGCgyREydOoLCwUPJck4EBNNLQ2Lp1K9auXYuhQ4fC398fN27ckHqIzZo1C3p6enjy5Ilk2MyZM/HOO+9g3LhxOHToEM6fP4/x48cjJSUFmzdv1sTiENLkUGCI/Pe//8W6deswb948VFRUqL19eRrl7qmTJ08CAM6ePYuzZ8/KvC4+gCQQCCAQCKQOKBkaGiImJgbLli3DokWLUFJSgm7duiE6Ohre3t7qWQBCmjAKjNd69uwJc3NzDBgwAAYGBhrpw5sa5RXh2oKuCCekbigwZOXm5tZ4Ag5XmvQV4YSQhocCQyQiIgJPnz6VPFdHYNRFo9w9RQhpWJpyYKSmpqKyshL6+vq4c+cONm/eDCsrKxw9elQr91BQaBBCNKopBwYgCo2ysjIYGRnBx8cHhw4dwvDhw7UyMAAKDUKIBjX1wHhTy5YtcfDgQRgbG2usD7WhYxqEEI2gwBC5ePEi/vnnH8lzbQ4MgEKDEKIBFBgiv/32G6Kjo3Ho0CHk5eWpvf2qFD2RlnZPEULUigLjNR8fHzg7u8DW1hYtWrTQSB8A0V0vhEKhQuNSaBBC1IYC47WKSobIszzYdg0DDwzJT59jkIBBV1e9NyLk8/koLy+HhYWFQuNTaBBC1IICQyQ0NBTNmjWDXov3ceueEAAPDDw8y7HFb1cEGO6tvj6JA8PS0hIlJSUKTUOhQQhRuaYWGKmpqUhNTZUZnpaWhuDgYADA4ElDwJhJlVd5uP5nAXRKb9Y6f0dHRzg6Otarj1UDw8zMDKWlpQpNx/m7JhQKUVZWBhMTk9pHJoQ0ek0tMABRze6ysjKZ4ba2tujbt6+oD7oMfCEDIN4dxcDjyZ9O3vzr483AqEttjnq/c2VlZTh8+DBOnz6Nq1ev4sWLF2CMwdDQEJ07d4avry+mTJmCrl271rcpQkgD0xQDAwD09fVhZGQk1QfxinnEiBHg8Xh4lvMUyU9dAIjPWuKhY5t0qelqmr+y6hMYQD1uWFhaWootW7Zg27ZtyM/Ph7OzM9zd3WFlZQUjIyPk5ubin3/+wc2bN1FQUIA+ffpgy5Yt6N27tzLNNUh0w0LSlDXVwHhTSEgIMjIy8OWXX0JHR/oqh8QUAc7EPIdAKEC71ln4cEIvlfalpsDIysqCu7t7resrpd/Bt99+G82aNcOXX36JKVOmwNraWu54jDHExsYiLCwMPj4+2LFjB2bPnq1ss4SQBoACQyQ1NRU7d+6EUCiEr68v+vXrJ/W6m5MuMh4lSW4jokr13cIQU/pd/OqrrzBt2jTo6urWOB6Px4Ovry98fX0RGBgodfdGQkjjQ4HxmqOjI9avX4+srCyZwFAnrgIDqEdozJw5s87TdOjQAR06dFC2SUKIlqPAEBHftRYA/P391d5+VVwGBkC3ESGEcIQCQyQ4OBhz585V+LoHVeI6MAAOQ0MoFGL//v1czY4Q0oBQYIi8fPkS4eHhuHXrFi5cuKD29qtSRWAAHJZ7LS8vh4mJCQQCARezaxTo7CnSFFBgSLt79y5u376Njz76SKHxqxZhqu8Fe2LKBIZKzp766quvqn2tvhebEEIaHgoMkaKiIsnyu7q6wtXVVeFpuQoKMVVtYYjVaffUhg0bkJycjPT0dJnHs2fPOO1YfRQWFmLZsmUYPHgwWrduDR6Ph4CAAIWm3bdvH3g8ntxHZmamajtOSANCgSESEhKC8ePHIyMjQ+1tv0nVgQHUcUvD1dUVH330kdyzAcrKyrBv3z6u+lUvOTk52LNnD7p27YrRo0cjJCSkzvMICwuDs7Oz1LCWLVty1UVCGjQKDJGSkhKcOHECGRkZuHTpEiZOnKj2PoipIzCAOobGnDlzqj1moa+vj3Xr1nHSqfqyt7dHXl4eeDwesrOzlQqNLl26oEePHiroHSENGwXGayYmJggJCcHFixcxfvx4jfQBUF9gAHUMjU8++aTa13R1dbUmNFT5hhHSlFFgiGRlZUnugmFtbd1kAgOg6zSqNWLECOjq6sLS0hJjx45FUlJSrdOUl5ejoKBA6kFIY0GBIRISEoLRo0fj9u3bam/7TeoODICD0NCWrQuu2NjYYPXq1QgJCUFsbCzWr1+PhIQEeHp64q+//qpx2o0bN8Lc3FzyaNu2rZp6TYhqUWCI8Pl8JCQkoLS0FImJiWpv/82+qDswAA6u0zAxMdGKKx+rk52djdatW2PdunUKn0H1psePH8PV1RW+vr44ceJEteOVl5ejvLxc8rygoABt27al6zRIg0aBIa2srAyxsbEYNmyYxvqgisBQ+V1uxTi6NlCrOTg4oF+/frhx40aN4xkaGsLQ0FBNvSJE9SgwRFJSUuDk5AQAMDIyanSBURf13j3VVA46M8Zk7oVPSGNGgSESHByMiRMn4vjx42pv+02aDgyADoQr5NGjR7h69So8PT013RVC1IIC43UfcnJyJP9qkjYEBqCCGuHaIjo6GsXFxSgsLAQA3Lt3D0ePHgUADB8+HCYmJpg1axbCw8ORlpYGe3t7AMDAgQPh5eUFNzc3NG/eHHfv3sWWLVvA4/Gwfv16jS0PIepCgfEaj8fD8uXL4eXlhT59+mikD4D2BAbQiI9pzJs3D0+ePJE8j4yMRGRkJADRloODgwMEAgEEAoHUMri6uuLnn3/Gd999h9LSUlhZWcHX1xdr1qxBp06d1L4chKgTBYbI9evX4enpKbmFEAXGa/U+e2rgwIE4f/48V/1pVOgut6QhocAQCQ0NxU8//YRJkyZh2bJlGl1JqzMwFD17qt7HNCgwCGn4KDBes7S0BCC611xTCYy6aLTHNAghiqHAkDZmzBh07txZcoqtJmhrYAD1CI2nT5/Wafx27dop2xQhREUoMESio6Ph4+MDIyMjAKDAqIHSn46Dg0OdFoYq+hGiXSgwRMLDw/HDDz/Aw8MDQUFBGt3K0fbAAOoRGnv37tXKBSKE1I4C4zU3NzcYGxujZ8+eFBgK4KxGOJFFZ08RbUSBIavqrc41QRsCQ21nT73p77//xvXr1/Hw4UOuZ00IqScKDJHIyEi8ePFC8rypBwag+CEEzkIjMjIS9vb2cHFxQb9+/eDs7Ax7e3vJVdiEEM2iwBA5fPgwvv76a8yePVvjd+jWlsAoKipS+LPgJDTOnDmDiRMnwtzcHJs2bcL+/fsltSUmTpyI6OhoLpohhCiJAuO1/v37o02bNnjvvfdgYmKikT4A2hUYurq6Cm9tcXJMo2/fvmjevDlOnz4tdSdYxhiGDRuGwsJCXL16tb7NNDh0TINoAwoMWYWFhTAzM9NY+9oWGDY2NhAIBAqtrzjZ0rhz5w7mz58vc+twHo+H+fPn11rxjhCiGhQYIvv378fdu3clzykwpAOjWbNmCk/Hyaenq6uLiooKua9VVlZSHQpCNIACQ+TUqVP4/vvvYWpqiqioKLRu3VrtfRBr6IEBcLSl0bNnT2zZsgWlpaVSw8vLy/Hdd9/Bw8ODi2YIIQqiwHjN19cX7u7umD59OgUG6hcYAEfHNK5cuQI/Pz9YWlpi3LhxsLGxwfPnz3Hs2DHk5OTgwoULGr21sKbQMQ2iCRQYsiorK6Gvr6+x9htCYCi6vuLkk+zXrx/OnTuHFStWICgoSFIa1cPDAxEREU0yMAjRBAoMkdDQUNjY2MDf3x8AKDBQ/y0MMc4+TW9vb1y/fh0lJSXIy8tDixYtNHo6GyFNDQWGyOXLl/HTTz9BR0cHTk5OcHR0VHsfxBpbYAAquDW6iYkJhQUhakaB8Vrfvn0xZswY2NnZUWCA28AAOLz31PHjx3Hw4EE8efIEZWVl0o3weE3ytFs6pkHUgQJDfn+ogFLdAkOtxzS+/fZbLF++HK1bt4ajoyMnaUYIqR0FhkhISAhKSkqwaNEiSV1vTWmIgVEXnHy6O3fuxMyZM7F7927o6upyMUtCSC0oMETu3buHHTt2AAB69+6Nnj17qr0PYo09MACOQiMnJweTJ0+mwCBETSgwXuvcuTNWrFiB4uJiCgyoNjAAji7u69u3L+7fv8/FrDhRWFiIZcuWYfDgwWjdujV4PB4CAgIUnv7FixeYPn06WrVqBRMTE/Tu3RsxMTGq6zAhdUCBIVL1Vt4TJ07ErFmz1N4HsaYSGABHofHjjz8iKCgIv/76a7W3E1GnnJwc7NmzB+Xl5Rg9enSdpi0vL4efnx9iYmKwbds2nDhxAtbW1hg6dCguXryomg4ToiAKDJGQkBAsWbIE9+/fx/3795Gamqr2Pog1pcAAONo95ejoiIEDB2LMmDHg8Xgyp9zyeDzk5+dz0ZRC7O3tkZeXBx6Ph+zsbISEhCg8bWhoKJKSknDt2jX07t0bAODj44OuXbti2bJliI+PV1W3CakRBYZIRkYGgoODUV5ejrfeegudOnWCkZGRRk6vbWqBAXAUGsuWLcOOHTvQrVs3uLi4wMDAgIvZKq0+H1xUVBScnJwkgQEAenp6mDp1KlatWoVnz57Bzs6Oi24SojAKjNdsbW2xfft2JCffh55pVzx7pQ8L0zK1n2bbFAMD4Cg09u3bh+XLl2Pjxo1czE6jkpKS0L9/f5nhbm5uAIDk5ORqQ6O8vBzl5eWS5wUFBarpJGlSKDBESktLYWxsDADo2bMX7j3vhaR/AECIJ7k6aH4RGDlAPX1pqoEBcBQaAoEAgwYN4mJWGpeTkwNLS0uZ4eJhOTk51U67ceNGBAYGqqxvpOlpioGRmpoqc4ziwoUL+OuvvzBnzhyYmpriZYEV7v/b/X+vig7NXr4FlL+6AlOjolrbcHR0VHp3VlMODICjA+GDBw/GjRs3uJiVVqjpS1DTaytXrkR+fr7kkZ6erorukSaiKQYGILojbVlZmeSRl5eH69evIysrC3fu3EFZWRkKS/UAyN7MoqBEV2ra6h6VlZVK9a2pBwbA0ZbGmjVrMGHCBDRr1gz+/v41/qWu7Vq2bCl3ayI3NxdAzcthaGgIQ0NDlfWNNB1NNTAA0R1pjYyMJM+NjIwwd+5cpKSkoG/fvgCAFoJSPM55c4XN0MK0AkYGRqiNMne9pcAQ4eRb0LVrVwDA0qVLsXTpUrnjVD2nWpu5urpKlYUUEw/r0qWLurtEmpimHBjA611Hubm5Nf6RZnmVIUZyMiPDuME89OzirZI+UWC8xsk3Ye3atRq91wuXxowZg/nz5yM+Pl5ScZDP5+PAgQPw8PCAra2thntIGrOmHhhiISEhOHDgAHbv3g0nJye54wzpy0Nx9iUUFOvCwqwSPbsMUElfKDCkcfJtqMvV1uoSHR2N4uJiFBYWAhDdn+bo0aMAgOHDh8PExASzZs1CeHg40tLSYG9vDwCYOXMmgoKCMG7cOGzatAlWVlbYuXMnUlJScP78eY0tD2n8KDBEKioqEBcXh1evXuHmzZvVhgYAmBiWQIeVwUi/9l1SyqDAkKXZ+xer0Lx58/DkyRPJ88jISERGRgIAHj16BAcHBwgEAggEAlS9O7yhoSFiYmKwbNkyLFq0CCUlJejWrRuio6Ph7a2aTV9CKDBeMzAwwK5du3DhwgWMGjVKI30AKDCqw1k9DSKL6mkQRVBgiDx+/BgODg51miY1NVVS/5vLK8KbYmAour7i5JRbQohyKDBEQkJC8MEHH9R5F7CjoyNcXFwoMNRI6W/H06dP6zR+u3btlG2KkEaJAuN1Hx49egQ+n1/n9QrXKDBqp/TuKR0dnTq9oQ3llFsu0e4pUh0KDGkCgQCXL1/GgAEDNNaHph4YKi/3unfv3kZzmi0h6kSBIXL79m107y66FYiuri4FBrR7C0NM6W/K9OnTOewGIU0DBYZISEgIduzYgXnz5mHu3Llqb78qCoy6oQPhhKgJBcZr4tLQmi4RTYFRd432Og1CtAkFhrQZM2bg3XfflZQc0AQKDOVw9q15+PAhdu/ejfv376O0tFTqNR6PRzW2SZNFgSESExMDLy8vyc0CKTAaXmAAHIVGUlISPD09YWdnh9TUVLi5uSE7OxvPnj1D27Zt0bFjRy6aIaTBocAQCQsLw7Zt2zBw4EBs2bIFOjqa2zNOgVE/nHxyq1atwpAhQ5CcnAzGGEJDQ5Geno6TJ0+irKwMGzZs4KIZQhoUCozXOnbsCH19fTg7O1NgoOEGBsDRlsatW7ewc+dOyZdBKBQCAPz9/fH5559j5cqVuHjxIhdNEdIgUGBI8/LywrFjx9C2bVvO5lnXW4hQYHCDk8jPy8uDpaUldHR0oK+vj7y8PMlrPXr0wK1bt7hohpAGgQJDJCoqCq9evZI85zIwAFFopKSkyJSGlYcCgzuchIadnR2ys7MBiO4Fc+nSJclriYmJGvvhEKJuFBgiBw4cQGBgIObOnYvy8nK1t18VBQa3OPk29evXD9euXcPo0aMxZcoUrFu3Ds+fP4eBgQH27duHqVOnctEMIVqNAuO13r17w9LSEoMGDdJoCWQKDO5x8o1avXo1MjIyAADLly9HZmYmDh48CB6Ph/Hjx+O7777johlCtBYFhrSOHTvil19+QYsWLTTWBwoM1aB6GipENyxsGigwRA4ePAhPT0+1nWJ/9uxZlJWVwcjICEOHDpV6jQKj7tRaT6OyshLFxcVyXysuLkZlZSUXzRCidSgwRKKiovDtt9/i448/ljr4rQkUGKrFSWjMmTMHs2fPlvvaxx9/jHnz5nHRDCFahQLjNR8fHzg5OWHSpEmwsLDQSB8ACgx14OQbFhsbi02bNsl9beTIkVi5ciUXzRCiNRpaYKiqLKqYhYUF9u/fTwe90bgDA+BoSyMrKwtt2rSR+5qNjQ0yMzO5aIYQrdDQAgOo2zUNigoLC5M6vZ4Co/EHBsDRloaFhQVSU1PlFlFJTU2FmZkZF80QonENMTAAQMh0UMlMYcCEnPQhJiYG27Ztg76+PudXeisiI785KlpPAJgO+GUpKCsrR8uWFBjqwMmWho+PDzZu3Ijc3Fyp4bm5udi0aRN8fX25aKZOioqK8Nlnn8HW1hZGRkbo1q0bDh8+XOt0+/btA4/Hk/ugLaamraEGxt//GuBe4Xg8rpyEe4Xj8fe/BvXuh5eXFwYOHIi5c+dqJDAS0tuCGdiBZ2QLgYUPMis6UmCoCSdbGgEBAejZsyfefvttTJgwAXZ2dvj3338RGRmJyspKBAYGctFMnYwdOxYJCQnYtGkTOnXqhEOHDmHSpEkQCoWYPHlyrdOHhYXB2dlZaljLli1V1V2i5RpqYOQV6uDk9eYQn1fPoIeT15tj5rBctDBVfqtDX19fJXerTU1NrXUXWkWr8YAhA6oERHK6CR79ubvW+Xfp0oXzW7I3pcAAOAoNJycnXL58GUuXLkVwcDAEAgF0dXXh7e2N77//Hk5OTlw0o7AzZ87g999/lwQFINoaevLkCb744gtMmDCh1ophXbp0QY8ePdTRXaLltDUwFFnB5lW0h5D1qzKEByEDzsbeRwv9R7W26+joKDlwHhwcDH19fUmpZ1XcrbayshJlZWU1j8Qgs0XBwKv2tP8358+lphYYAEehkZ2dja5duyImJgalpaWSGxgaGRkBEN0F193dnYumFBIVFQVTU1OMGzdOaviMGTMwefJkxMfHo0+fPmrrD2m4tDUwAMVWsEJhofzhlYUoE9SycsbrleytW7cQFBQEAHB3d1dZASV9fX3JeqM6grK/wTeuskuMCaFXlgJDBVba4gJQXGiKgQFwFBojR45EbGwsjIyMYGxsDGNjY8lrycnJGDJkCF6+fMlFUwpJSkqCi4uLzOa7+IuelJRUa2iMGDECL1++hLm5OQYMGICvvvoKXbp0qXGa8vJyqZuzFRQUKLkERBtoc2AAiq1gDVkOXpVkoUTQGgADoAMT3RewNM4Bj1fztOI2AFFQfPLJJ9DT01Npxb2qWzby8Pl8lJWV40VlNu4+NQaDDvTKUvDRcFvo6tS+25krTTUwAI5CIysrC1OmTMEvv/wiNTw1NRWDBg2Ci4sLF80oLCcnBx06dJAZbmlpKXm9OjY2Nli9ejU8PT3RvHlz3L17F5s2bYKnpyeuXr2Krl27Vjvtxo0bNXL8hnBP2wMDqH0FK8YXABGnbqOkshlM9IsxaUQ76OkOUbgPYp988kndFoBj4tNqW7a0hIOZAGl/BKO4uBiGzZpRYKgRJzslz5w5g7i4OCxdulQy7OnTp/Dz84OtrS1Onz7NRTN1UtNZFDW9NnToUGzYsAEjRoyAl5cXFixYgMuXL4PH42Ht2rU1trly5Urk5+dLHunp6Ur3n2hOQwiMutDTBVob3oO13mW0NrwHvZoP50mEhITgyy+/hEAgULptrtB1GNqDky0NZ2dnHDt2DEOGDIGDgwMmTJgAPz8/mJmZ4dy5c2q/TqNly5ZytybEpwSLtzgU5eDggH79+uHGjRs1jmdoaKjRC5xI/TW2wFDW48eP8Z///Ad8Ph+DBg2Sew2WulBgaBfOTn/w9vZGSEgI/u///g+enp4AgPPnz9d5Bc0FV1dX3L9/H3w+X2r43bt3AaDWYxPyMMY0WtuYqB4FxmsODg7YtGkTFi9eTIEBCoyqlF4L5ubmyjyGDx+ORYsWoaSkBEeOHIGBgYHkNXUaM2YMioqKZI6xhIeHw9bWFh4eHnWa36NHj3D16lVJGJLGp7EHhqOjI5ycnGo9BlJRUSH5/8CBAzFz5kzO+lBXFBjaSelvZatWrar9EBljMtc4qHO/6LBhwzBo0CDMmzcPBQUFcHR0REREBM6ePYsDBw5IrtGYNWsWwsPDkZaWBnt7ewCiH4qXlxfc3NwkB8K3bNkCHo+H9evXq20ZiPo09sAAoNAB85CQEMTFxWHXrl0av/UPBYb2UvqbuXbtWo19kIo4duwYVq9ejbVr1yI3NxfOzs6IiIjAxIkTJeMIBAIIBAKpM0RcXV3x888/47vvvkNpaSmsrKzg6+uLNWvWoFOnTppYFKJCTSEwFJGbm4sDBw7g1atXuHDhAkaNGqX2PohRYGg3qtynQlS5T7tRYEhLSUnBzZs38eGHH2qsD3UJjEOHDqG4uBjNmjVT6NZAddEUA0PR9ZXmvqGEaBAFhkhBQYFkBeHk5KT2W/5URVsYDQOdDkSaHAoMkZCQEHzwwQd4+vSp2tt+EwVGw6F0aHTp0gVRUVEKj//8+XMsXry42gp/hKgDBYZIaWkpzpw5gxcvXuDq1atqb78qZQOjS5cucHd3V+oUenkoMBSj9Ld1/Pjx+Oijj9CiRQtMmTIFAwYMgLu7u+SsqtLSUqSlpeHGjRs4ceIEfvvtN/Ts2VPjtyIgTRcFxmvGxsYIDg5GbGwsPvjgA430AajfFgaX98CiwFBcvQ6EP3/+HD/++CP27t2LnJwcSbEifX19yfnejDH0798fn376KcaOHctZxxsCOhCuPSgwRDIyMmBra6v2duWhXVLaRdH1FSdnT1VWViI+Ph7Xr19HRkYGSktL0apVKzg7O2PAgAF466236ttEg0ShoR0oMERCQkIQHByM7du31/kCV65RYGgftZ49pa+vj379+qFfv361j0yIGlFgiAgEAiQmJqK8vBz37t3TaGhQYDRsdMotabQoMF7T1dXFd999h9jYWAwZotht0VWBAqPho1NuSaNEgSFy7949yf8NDAwoMECBUV8UGqTRocAQCQ4OxuTJk3H48GG1t/0mCozGg3ZPkUaFAuN1H0pKSgCI3pPqpKamorKyEvr6+grd1FAZFBiNC4UGaTQoMF7j8XhYvHgx+vTpg549e1Y7XmpqKsrKymBkZKSS0KDAaHxo9xRpFCgwRK5cuQKhUAhAFBw1BYaqUWA0TvX6Vj969AjGxsawsbGRDPv++++lxmnevDlmz55dn2YIqREFhsjevXuxfft2jB07FmvWrNFo6QIKjMZL6W/2n3/+iV69euHIkSN4//33AYjOBf/888+lxuPxeHB0dNRoyUjSeFFgvGZtbQ0dHR3Y2tpSYIACQ1WU/nYHBwejT58+ksCo6uTJk+jSpQsYY/jiiy8QHh5OoUE4R4Ehzd/fX6GSrqpEgdH4KX1M48KFC9UWPmnTpg3s7e3h4OCA999/H9euXVO6g4TIQ4EhcurUKclZUoBiZV1VhQKjaVA6NP7991+4uLhIDePxeOjatStMTEwkw9q0aYN///1X+R4S8gYKDJH9+/fjyy+/xMKFC1FZWan29quiwGg66vVNf/Nehzo6Orh9+7bUMKFQKDMeIcqiwHite/fuMDU1RZ8+faCvr6+RPgAUGE2N0t92W1tbJCcnw8fHp8bxkpOTteZWzKRho8CQ5urqiqioKLRu3Vqp6RkDBMwAQvAVGvfBw6cQ8ktgaKAn2Q1GgdH0KL17ytvbG3v27AGfX/0Xjs/nY8+ePRo5CF5UVITPPvsMtra2MDIyQrdu3RS+ncKLFy8wffp0tGrVCiYmJujduzdiYmJU3GNSEwoMkcOHD+PZs2eS58oGRmm5Dn651gr/CD7EM725yBL0xf8u75DxqtQQZ+51RFLxENwrew/3nonefwqMpknp0Pj000/x4MEDjBs3Di9evJB5PSsrC+PGjUNKSgo+/fTTenVSGWPHjkV4eDjWrVuH6Oho9OzZE5MmTcKhQ4dqnK68vBx+fn6IiYnBtm3bcOLECVhbW2Po0KG4ePGimnpPqqLAEDly5Ag2bdqEOXPmoKioqF7z+v1OC2S+MpA8L2BO+DNN9r0VCHm4nNoWJRX/2/3F00V5cx9k5BlRYDRR9SrCtHv3bixYsAB6enro0aMH7O3tAQBPnjzBH3/8AT6fj6CgIMydO5ezDivizJkz8Pf3x6FDhzBp0iTJ8MGDByM5ORlPnz6Frq6u3Gl37tyJBQsW4Nq1a+jduzcA0V9UXbt2hampKeLj4xXuBxVhqj8KjNeysrIwe/ZsjBo1qsYLZlNTU5GamlrjvFL508Eg/RswED6DtfC41DCm3xp82zfaYgLoF/8J45Jrkmqd1enSpQunZVmrosDgllqKMM2dOxddunTBN998g7i4OMmptcbGxhg0aBBWrlyJPn361KcJpURFRcHU1BTjxo2TGj5jxgxMnjwZ8fHx1fYrKioKTk5OksAAAD09PUydOhWrVq3Cs2fPYGdnp9L+ExEKDGnW1tb4+eefpc5OlKeyshJlZWU1jsPTrQCDESBe4TMhdFAuO6JQ3nx4EFQWo7S0tNY+q+qsLgoMzan3L6Bv3744ffo0hEIhsrOzAQCtWrWCjo7mbmuVlJQEFxcXmR+4+C+epKSkakMjKSkJ/fv3lxkunjY5OZlCQw0oMETCw8Ph5uaG7t27A0CtgQGIKmkaGRnVOE4r4Z94IewHMPGBDIbmwj9lxuMJCsErvANm2hWAEAAPEBSjmeAhdBVYWavirC4KDM3i7Fego6MDKysrrmZXLzk5OejQoYPMcEtLS8nrNU0rHq+u05aXl6O8/PVfawUFBQr3mbxGgSESHR2NH374AcbGxjh+/Disra0Vms7R0VGhi/z+yczBpT9zIBRUwFI/FaNHyv9DijHg4YsMJKflQ1hRiGb8RHw4eWydloUrFBia12hvjV7TftbaDtopO+3GjRsRGBhYe+dItSgwXvPx8YGHhwd69uypcGDURQebMvytexlllWUw4lW/ZSIQ8GFn+hwGti/B4/FgYNCR874oggJDOzTK0GjZsqXcLYLc3FwAkLslwcW0K1euxNKlSyXPCwoK0LZtW4X73dRRYEgzMjJCUFCQRvtQ9bRae3t7OkuKNM56Gq6urrh//77MNSR3794FIDqjo6ZpxePVdVpDQ0M0b95c6kEUQ4EhEhoaiqioKMlzbQkMOq2WiDXK0BgzZgyKiorwyy+/SA0PDw+Hra0tPDw8apz2wYMHUqfW8vl8HDhwAB4eHnR1uwpQYIhcv34dP/30EwIDA5GSkqL29quiwCDVUcsv4+XLl0pfuaqMYcOGYdCgQZg3bx4KCgrg6OiIiIgInD17FgcOHJBcozFr1iyEh4cjLS1Nco3JzJkzERQUhHHjxmHTpk2wsrLCzp07kZKSgvPnz6ttGZoKCozXPD09MWnSJLRs2RJOTk4a6QNAgUFqprJfB2MM0dHRCA0NxenTp2s9b5xrx44dw+rVq7F27Vrk5ubC2dkZERERmDhxomQcgUAAgUAgdUNFQ0NDxMTEYNmyZVi0aBFKSkrQrVs3REdHw9vbW63L0NhRYLzug/giuWXLllEBJVBgaLN6XREuT1paGvbu3Yvw8HA8f/5c8oMQCARcNtMg0BXh1aPAEAkJCUFOTo7GwuLs2bMoKyuDkZERBg4cSIHRhKnlinCxsrIyREZGIjQ0FJcvXwZjDB4eHli7di0MDQ0xc+ZMLpohjQQFhkhKSgp27NgBAPDy8pK6C4EmUGAQRdTrl5KQkIDQ0FAcPnwYBQUFsLGxweeff44ZM2bA2dkZAHDixAlOOkoaBwqM15ycnLBu3Trk5uZqPDAYYxQYRCFK/1rc3NyQnJwMfX19jBgxAjNmzMCwYcM0evsQot0oMET4fL6k3TFjxqi9/ao6dOiAsrIyNG/enAKDKETpX0xSUhJ0dHSwZMkSLFmyRGtuIUK0EwWGSEhICBISErBt27Za7w+lanw+H3Z2drSFQepE6c2CH3/8Ea6urti8eTPeeustjB49GidOnKixKBNpmigwRLKyshAaGor4+HjExsaqvf2q6CwpoiylQ2Px4sW4ffs2bt68iVmzZuHixYsYO3Ys7Ozs8H//939yr6omTQ8FxmvW1tbYuXMnlixZgmHDhmmkDwAFBqkfzk65ffMMKkBU+N7FxQWHDh2iU26b4Cm3FBgiJSUlCt3SXB0oMEh1FF1fcXbU2sjICB9++CHi4uLw999/Y/ny5cjMzMTBgwe5aoI0IBQYIsHBwZgwYQKysrLU3vabKDAIF1RyqlPHjh3xzTff4OnTp/j1118xatQoVTRDtBQFhkhhYSGioqKQnp6u8fryFBiEK5xfEU5ea4q7pygwpD179gyXL1+Wun2NulFgEEWoffcUIRQYIi9fvpT8387OjgIDFBiNCYUG4QQFhkhISAjGjBmjFWcPUmAQVaDQIPVGgSFSWVmJa9euoaioCLdv31Z7+1VRYBBVaZTlXon6UGC8pq+vjx07duDChQsYMWKERvoAUGAQ1aItDaI0CgyR1NRUyf9NTEwoMECB0ZhRaBClUGCIhISEYPz48Th9+rTa234TBQZRB6V/ZTo6OnX6UjbFK8IbKwqM133IyMiAUCjU+MV7FBhEXZT+pa1du1bqixkWFoaioiKMHDkSNjY2eP78OU6dOoVmzZpREaZGhALjNR6Phy+//BK+vr7o16+fRvoAUGAQ9VL61xYQECD5/9atW2FjY4Pz589LrUgKCwsxcOBArbnvDqkfCgyRhIQE9OjRAzweDzo6OhQYoMBoSjg5prFz504sW7ZMZkViZmaGZcuWYefOnVw0QzSIAkMkJCQEc+bMwfbt26HpmylQYBBN4CQ0nj17Vu0PWE9PD5mZmVw0QzSEAuM18fI3a9ZMYytpgAKDaA4noeHi4oLvv/8elZWVUsMrKiqwdetWSb1wdSkqKsJnn30GW1tbGBkZoVu3bjh8+LBC0+7btw88Hk/uoymGHwWGtIkTJ+LQoUOYPXu2xvpAgUE0iZNf34YNGzB69Gh06NABY8eOhY2NDTIzM3Hs2DFkZmbi+PHjXDSjsLFjxyIhIQGbNm1Cp06dcOjQIUyaNAlCoRCTJ09WaB5hYWEyYdeyZUtVdFdrUWCI/Pbbb/Dx8YGBgQEAoHPnzmrvgxgFBtE0Tn6B/v7+OHv2LFavXo2goCAIhULweDz06tULYWFhGDhwIBfNKOTMmTP4/fffJUEBAD4+Pnjy5Am++OILTJgwAbq6urXOp0uXLujRo4equ6u1KDBEwsLCsG3bNnh5eeGHH35Q6LujKhQYRBtwdnGfn58fbty4gYKCAqSnp6OwsBDXr19Xa2AAQFRUFExNTTFu3Dip4TNmzEBGRgbi4+PV2p+GiALjtc6dO8PQ0BBubm4UGKDAIBxfEZ6fn4/Lly8jLi4O5eXlXM5aYUlJSXBxcZFZybi5uUleV8SIESOgq6sLS0tLjB07VqHpysvLUVBQIPVoaCgwpHl4eCAqKoqOYYACg4hwFhrr16+Hra0thg0bho8++giPHj0CINoC2bRpE1fN1ConJweWlpYyw8XDcnJyapzexsYGq1evRkhICGJjY7F+/XokJCTA09MTf/31V43Tbty4Eebm5pJH27ZtlV8QDaDAEDl69KjU98TW1lbtfRCjwCDahrPrNAIDAzFr1iycPn1a6vz1ESNGKH1fnri4uGrPZHrzcefOHcl0Nf2wavvRDR06FBs2bMCIESPg5eWFBQsW4PLly+DxeFi7dm2N065cuRL5+fmSR3p6ep2WV5MoMEQiIiKwYcMGzJkzB6WlpWpvvyoKDKKNOPlV7tixA0uXLsWWLVtk7jH19ttv4+HDh0rN18nJCcHBwQqN265dOwCiM5zkbU3k5uYCgNytkNo4ODigX79+uHHjRo3jGRoawtDQsM7z1zQKjNf69u0LKysrDB8+HMbGxhrpA0CBQbQXJ7/Mf/75B0OGDJH7mpmZGV69eqXUfNu0aVPnfcmurq6IiIgAn8+XWvGIK6l16dJFqb4wxqCj0/huCkyBIa1du3Y4evSoRmu6U2AQbcbJWtDc3Lzau3w+fvwYVlZWXDSjkDFjxqCoqAi//PKL1PDw8HDY2trCw8OjzvN89OgRrl69Ck9PT666qRUoMET++9//IiUlRfKcAoMCg1SPk1+on58ftmzZglGjRsHIyAiA6NgBn8/Hrl27qt0KUYVhw4Zh0KBBmDdvHgoKCuDo6IiIiAicPXsWBw4ckDptctasWQgPD0daWhrs7e0BAAMHDoSXlxfc3NzQvHlz3L17F1u2bAGPx8P69evVthyqRoEhcuLECWzduhUWFhY4duyYUrsvuUKBQRoCTn6lX331FXr27InOnTtjzJgx4PF42LFjB27fvo2nT5/iyJEjXDSjsGPHjmH16tVYu3YtcnNz4ezsjIiICEycOFFqPIFAAIFAIHXg3tXVFT///DO+++47lJaWwsrKCr6+vlizZg06deqk1uVQFQqM13x9fREZGYkBAwZQYIACg9SOxzi6Vef9+/exZMkSXLhwAXw+H7q6uvDx8cG2bdvg4uLCRRMNTkFBAczNzZGfn6/RXR5VUWDIqqiokNwiRBMoMIg2UHR9xcmv9dKlS3B3d8fZs2dRXl6OnJwctGjRAsbGxigqKsKlS5fg5eXFRVOkHlQdGImJiaisrIS+vr7kYso3aUNg7N27F+3atZPcrYACgwKDKI6TA+E+Pj64d+8eANFpp7a2tpLTFVNSUuDj48NFM6Qe1LGFkZSUhFu3blV79bw2BEZcXBy2b9+OFStW4PHjx2pvvyoKDNIQcfKrrWkPV2VlZaM8VbUhUXVglFfykPCoOdBuDowqCoFXV2TG0YbAAID+/fvD398f7du3h4ODg0b6AFBgkIZL6V9uQUGB1PUXmZmZePr0qdQ4paWlCA8Ph42NjdIdJPWj6sBgDIh90AJ5xfqAHg86us0A4/fxqiQPFib8/42jHYEBALq6utiwYQMVUAIFBlGO0r/eH374AV999RUA0em1Y8aMkTseYwyrVq1SthlSD1wERmJiYs03a9RvAbSdIXnK4+mAMQHOXEwF8q6BMQbGmOR2+VU5OjrC0dFRqX7VRXBwMAQCAT755JP/9ZECgwKDKEvp0Bg8eDBMTU3BGMOyZcuwaNEiya08xAwNDeHq6gpvb+96d5TUDVdbGJWVlSguLq72dZ6BEUzkDK+oqEBlDdOJ561qiYmJCAoKAgD06tUL7u7uKm+zOhQYpDFQOjR69+6N3r17AxCtoObMmaPRu4GS17jcJaWvr1/LiqUMKMsADG0Ang4YEwKMQb88DXrGxnK3MKrOW9Xc3Nzw2Wefgc/nU2CAAoPUH2fXaRBZmrhOQxPXYVTwefjjcXM8fl4BQUUBdF5dwchB72r0GIZQKNSaEzAoMEhDoNbrNIh20NSFewZ6DH0c8/H45iGUFRfD2NgYubntOQ2M1NRUyTUgtR0HCQkJwYMHD7Bx40a1bM3UhAKDNDachcbDhw+xe/du3L9/X6YOAY/HQ0xMDFdNETm05UpvQPRXPtdbGKmpqSgrK4ORkVGNoZGeno7du3ejsrISw4YNg5+fH2d9qCsKDNIYcfKrTkpKgqenJ+zs7JCamgo3NzdkZ2fj2bNnaNu2LTp27MhFM6Qa2hIYnTp1QkFBAYyMjDgLjNIy4OxVHu497gt9nUK8bZNa4/ht27bF1q1bkZaWRoEBCgzCPU6Oabz33nvQ19fHzz//DAMDA/zxxx9wd3fH6dOnMXPmTERFRaFPnz5c9LdBUccxDW0JDFVchyEQADuP8PD8JcAYD4AQejp8LJupB7M31n/l5eVaUwCLAoM0RGo9pnHr1i3s3LlTcuBRKBQCAPz9/fH5559j5cqVuHjxIhdNkSoacmCkpqYiNbXmrYaCUgtkvKj6x4YO+EJ9HPn1HuxaPJEMjY2NRWJiImbPni21clTXdSBVUWCQxo6T00vy8vJgaWkJHR0d6OvrIy8vT/Jajx49cOvWLS6aIVU05MAARNdolJWV1fwol38dR0UlXzJObm4urly5gufPn+Ovv/6Sml4d14FURYFBmgJOtjTs7OyQnZ0NQPTX3aVLlzBo0CAAoourNLVSa6waemAAoms0xAW7qh3HoAyGOaUo5xtC9PcNAw9CWFu8gpGBaFojIyN8/PHHePjwocwuUHWeOUWBQZoKTkKjX79+uHbtGkaPHo0pU6Zg3bp1eP78OQwMDLBv3z5MnTqVi2YIGkdgAIrvOvJ4BUSe4+HfTD4MdEvh1CYZY9/rj7y8PLRo0UKJ3nOPAoM0JZwcCE9LS0NGRgb69+8PgUCAJUuW4ODBg+DxeBgxYgS2bdsGc3NzLvrboHB9ILyxBIYyzp49KznlNj09HREREQgODtb4mXkUGKSxUOuB8I4dO0p+vLq6uti+fTu2b9/OxazJ/zTlwKiqsrIS58+fR25uLq5fv67R0KDAIE2R0r/6N2+DXps3b2ZIFEeBIdqdJb4ifPfu3YiNja32zsrqQIFBmiqlf/kODg51+qEIBAJlm2rSKDBEDA0NpY6BUGBQYBDNUPrXv3fvXo3WJWgKKDBEQkJCsHv3bmzdulXjteYpMEhTp/QaYPr06Rx2gzuFhYVYv3497ty5g9u3byM7Oxvr1q1DQECAwvN48eIFli1bhlOnTqGkpARdu3bFhg0b1HpbCgoMEaFQiAcPHqCyshJpaWkaDQ0KDEI4urhPm+Tk5GDPnj0oLy/H6NGj6zx9eXk5/Pz8EBMTg23btuHEiROwtrbG0KFD1XZVOwXGazo6Oti4cSO2bt2KGTNm1D6BilBgECLS6G6Nbm9vj7y8PPB4PGRnZyMkJKRO04eGhiIpKQnXrl2TFJny8fFB165dsWzZMsTHx6ui2xIUGCKJiYlwc3MDILpIj24+SIFBtAMnWxo6OjrQ1dWt8aEuPB6vXj/qqKgoODk5SQIDAPT09DB16lTcvHkTz54946KbclFgiISEhOCjjz5CWFiY2tt+EwUGIdI4WSOsXbtW5sf08uVLnDt3DgKBAB999BEXzahFUlIS+vfvLzNc/FdvcnIy7Ozs5E5bXl6O8vJyyfOCggKF26XAeE18pp2mz7ijwCBEFidrheoOMldUVGDIkCGwsrLiohm1yMnJgaWlpcxw8bCcnJxqp924cSMCAwPr3KYqAyMxMVFyfYM4+OTRlsAAgLlz56JXr17o3r27xvpAgUGIfCo9EG5gYIBFixbh+++/V2r6uLg4ye6m2h537tzhrN81rSBqem3lypXIz8+XPNLT02ttS9VbGElJSbh16xaSkpKqHUcbAiMuLk5qy4ICgwKDaCeVrx2MjY3x/PlzpaZ1cnJCcHCwQuNydcV5y5Yt5W5N5ObmAoDcrRAxQ0PDOhUCUnVgVAp4gHlPGJgbAcJcMAa8uf7ThsDYu3cvtm/fDn9/f2zYsEGj1/9QYBBSM5WuIV6+fIlvv/0WTk5OSk3fpk0bzJ49m+Ne1czV1RV3796VGS4e1qVLF07aUXVg8AU8nEuyBCz7Qo8xgKeDG2ml8OxYIAkObQgMQBT4enp6aN++PQUGKDCIduNkLSHvx15eXo4XL15AR0cHv/76KxfNqMWYMWMwf/58xMfHw8PDA4BoZXLgwAF4eHjA1ta23m3UNzASExNr3N0EADBzBVoNBHg8SUg8yjbBo9tHgMpcMMbAGINQKJS7clRn1buBAwfi6NGjcHBwUEt78lBgEKIYTkLD29tb5kdmZGQEBwcHTJgwQe0rg+joaBQXF6OwsBAAcO/ePRw9ehQAMHz4cJiYmAAAZs2ahfDwcKSlpcHe3h4AMHPmTAQFBWHcuHHYtGkTrKyssHPnTqSkpOD8+fP17hsXWxiVlZUoLi6ucRx9E13og4EH6c+ltIIHYUnN04rbUKUTJ07A19cXZmZmAECBAQoM0jBwEhr79u3jYjacmTdvHp48eV1DOjIyEpGRkQCAR48eSVZQAoEAAoEAVUuKGBoaIiYmBsuWLcOiRYtQUlKCbt26ITo6Gt7e3vXqF1e7pPT19WtfqQhfArzX5zkwJgSP8WGkUwRmbFztFkbVNlTlv//9L7Zu3YrIyEjs3bsXBgYGKmurNhQYhNQNJ0WYKisrUVFRIffLXlxcDAMDA7WW3tQWVYua6Orqqv06jJTnJvjzsakoPARl8HmnGM10cjR+DCMlJQVz587F1KlT1X7MqioKDEJeU2sRptmzZ6OiogIREREyr3388ccwNjau8+08GpPi4mKUlJSo/cI9pzYl+DNuP0oqeDDWr0Qz1+EaDwxAdFbcsWPHajwTTdUoMAhRDifXacTFxeG9996T+9rIkSMRExPDRTMNVlZWluau9GYVYBW5YEK+RgPj0KFDUrsMKTAoMEjDxEloZGVloU2bNnJfs7GxQWZmJhfNNFhCoVCjtwYR90FTgXH06FFs2bIFc+bMqdOtVVSBAoOQ+uEkNCwsLJCamir3tdTUVMkZMk2VplYKjDF06tQJHTp0QMeOHTW2S8rHxwcdOnTA+PHja9xXqmoUGITUHycHwidNmoSbN28iISFBardDbm4uevXqhR49euDw4cP1babBER9YevDggdqDU5MX7qWmpkrudyW+1qO0tBTGxsZq68ObKDAIqZlaD4QHBASgZ8+eePvttzFhwgTY2dnh33//RWRkJCorK5W6iR9Rnqav9E5NTcX58+fh4OCAhQsXAgAFBigwSOPAydrEyckJly9fxtKlSxEcHAyBQABdXV14e3vj+++/V/o2IqTuNB0YgOiK9fPnz0NPTw9jx47l5Cp6ZVFgEMItztYoXbt2RUxMDEpLS5GXlwdLS0sYGRlxNXuiAG0IDADo3LkzOnXqhPbt21NggAKDNC6cr1WMjY01uiuiqdKWwBAKGXKKbOA1ZDlamZfXPoGKUGAQohpKr1mePn1ap/G5unU5kaUNgREaGgoTE1MU6ozBg0euABj+ecFD6+t8+PVWb38oMAhRHaV/zQ4ODnX6MWq6dGdjpc7ASE1NlXtqdVpaGoKDg2FjPwydPUcB4P3vAZyO46Pg5WUYG9S81cHVXXUpMAhRLaXXMHv37tVo7QOi/i2MyspKlJWVyQy3tbVFv379YGDRFzwwMKk76/JQUKQDnonsdG/Ou74oMAhRPaXXMtOnT+ewG6SuNLFLSl9fX+rkBsaYZMU8YsQIZL1qhb8eVb1elIEHBgszAQz1az4por43tKTAIEQ9NHfXOqI0TR3DqLoLKSQkBBkZGfjyyy+ho6Mj6VfkWT5u3BECAHhgmDjCAD1dfVXaLwoMQtSHs7XNw4cPsXv3bty/fx+lpaVSr/F4vCZ/00KuaMNB79TUVOzcuRNCoRC+vr7o168fANHnPG6oHlB6FYXFOrBsXoGergNU2hcKDELUi5M1TlJSEjw9PWFnZ4fU1FS4ubkhOzsbz549Q9u2bdGxY0cummnytCEwANEWx/r165GVlSUJDDEej4fmJkUw0CmDkaFqr9OhwCBE/Ti5YeGqVaswZMgQJCcngzGG0NBQpKen4+TJkygrK8OGDRu4aKZJ04bAqHqw2t/fHzNnzlR7H8QoMAjRDE5C49atW5g2bZpk37ZQKNqn7e/vj88//xwrV67kopkmSxsCIyQkBHPnzkVJSYna234TBQYhmsNJaIhvG6KjowN9fX3k5eVJXuvRowdu3brFRTNNkjYExsuXL7Fv3z7cunULFy5cUHv7VVFgEKJZnKyB7OzskJ2dDUC0v/vSpUsYNGgQANHN6zRVgKih04bAAIDWrVtj165duH37NkaMGFHr+I6OjpJbo3OJAoMQzeNkLdSvXz9cu3YNo0ePxpQpU7Bu3To8f/4cBgYG2LdvH6ZOncpFM02KNgRGYWGhpA6Iq6srXF1dFZqOiyu730SBQYh24GT31OrVqzFy5EgAwPLlyzFv3jxERUXhyJEjGD9+PL799lsumlFIYWEhli1bhsGDB6N169bg8XgICAhQePp9+/aBx+PJfairbK02BEZwcDDGjx+PZ8+eqb3tN1FgEKI9OFkbdezYUXJara6uLrZv347t27dzMes6y8nJwZ49e9C1a1eMHj0aISEhSs0nLCwMzs7OUsNatmzJRRdrpA2BUVJSgpMnT+L58+e4fPkyJk6cqPY+iFFgEKJdlF4j5eXlYfbs2ZgxY0a1+7lPnTqFsLAw7NmzRy0rXACwt7dHXl4eeDwesrOzlQ6NLl26oEePHhz3rmbaEBgAYGJiguDgYFy8eBHjx4/XSB8ACgxCtJHSu6dCQkLw119/YejQodWOM3ToUNy9exdBQUHKNlNn4l1JDY02BEZWVpbk/9bW1hQYoMAg5E1Kh8bhw4cxZ86cGlduenp6mDNnDn799Vdlm9GYESNGQFdXF5aWlhg7diySkpJqnaa8vBwFBQVSD0VoQ2CEhIRg9OjRuH37ttrbfhMFBiHaS+nQ+PvvvxXafePu7o6///5b2WbUzsbGBqtXr0ZISAhiY2Oxfv16JCQkwNPTE3/99VeN027cuBHm5uaSR9u2bWttTxsCg8/nIyEhAaWlpUhMTFR7+2/2hQKDEO2ldGjw+XyFzsPX19dXulZCXFxctWcyvfm4c+eOUm28aejQodiwYQNGjBgBLy8vLFiwAJcvXwaPx8PatWtrnHblypXIz8+XPNLT02scXxsCAxBtEW7btg0bN27EtGnTNNIHgAKDkIZA6bVUmzZtcO/ePXh5edU4XnJyMmxsbJRqw8nJCcHBwQqNq8pysg4ODujXrx9u3LhR43iGhoYwNDRUaJ7aEBgpKSlwcnICABgZGWHYsGFq74MYBQYhDYPSaypvb2/s3LkTs2bNqnaLo7KyErt27YKPj49SbbRp0wazZ89WtoucYoxJ7q3Fxbw0HRghISHYsWMH1q1bhzFjxqi9/aooMAhpOJReCy5ZsgQPHjzAmDFjkJGRIfN6RkYGRo8ejZSUFCxZsqRendS0R48e4erVq/D09Kz3vLQhMBhjyMnJAQDk5uaqvf2qKDAIaViUXmO5ubkhKCgI8+fPR/v27fHuu++iffv2AEQr2T///BNCoRC7du1S+PYTXImOjkZxcTEKCwsBAPfu3cPRo0cBAMOHD4eJiQkAYNasWQgPD0daWhrs7e0BAAMHDoSXlxfc3NzQvHlz3L17F1u2bAGPx8P69evr1S9tCAxAdFrysmXL4OXlhd69e2ukDwAFBiENEY8xxuozg+vXr+Obb75BbGys5LbZJiYm8PPzw8qVKzn567yuHBwc8OTJE7mvPXr0CA4ODgBEdc7Dw8Olhi1ZsgTnzp1Deno6SktLYWVlBV9fX6xZswadOnWqUz8KCgpgbm6OBw8ewNTUVOOBce3aNfTu3VsrrmOhwCBEu4jXV/n5+WjevHm149U7NMSEQqHkTretWrXibP9/Qyb+EO7fvw8AGg2M0NBQ/PTTT5g0aRKWLVum0eCgwCBE+ygaGpytvXR0dGBlZcXV7BqVoqIiVFRUaHSXlKWlJQDR/bMoMCgwCFGWZtZgTYy4SJWmAgMAxowZg86dO0tOsdUECgxCGj7ah6QGBgYGGgmM6OholJWVSZ5TYFBgEFJfFBpqoInACA8Px8qVK/Hpp5+Cz+ervf2qKDAIaTwoNBopNzc3GBsbo2fPnhrdLUaBQUjjQsc0Gqnu3bvj+PHjsLa21lgfKDAIaXxoS6MROXLkiExNDE2hwCCkcaLQaCQOHz6Mb775BrNnz5ZcZKkpFBiENF4UGo2El5cXbG1tMWrUKMltUjSBAoOQxo2OaTQStra2OHLkCExNTTXWBwoMQho/2tJowPbv34+7d+9KnlNgUGAQomq0pdFAnTp1Ct9//z1MTU0RFRWF1q1ba6wvFBiENB0UGg2Ur68v3N3d0adPHwoMUGAQoi4UGg2UiYkJdu/erVCddlWhwCCk6aFjGg3I3r17cfr0aclzCgwKDELUjbY0GogrV65g+/bt0NHRgZOTExwdHTXWFwoMQpouCo0Gok+fPhg7dixsbW0pMECBQYimUGhoOcYYeDwedHR0sGbNGiqgBAoMQjSJjmloseDgYGzbtg3iirwUGBQYhGgabWloqXv37iEoKAgA0LdvX/Ts2VNjfaHAIISINbotjQsXLmDmzJlwdnZGs2bNYGdnh1GjRuHPP/9UeB4vXrzA9OnT0apVK5iYmKB3796IiYlRYa9lde7cGStWrMDChQspMECBQYi2aHRbGrt27UJOTg4+/fRTdO7cGS9fvsTWrVvh6emJ3377Db6+vjVOX15eDj8/P7x69Qrbtm2DlZUVgoKCMHToUJw/fx7e3t4q7b9AIICuri4AYOLEiSptqzYUGISQN/GYeId5I/HixQtYWVlJDSsqKoKjoyO6dOmC8+fP1zj9zp07sWDBAly7dg29e/cGIFp5du3aFaampoiPj1e4LwUFBTA3N8eVK1cUui9USEgIEhMT8d1338HAwEDhdlSBAoOQpkW8vsrPz0fz5s2rHa/R7Z56MzAA0Y38OnfujPT09Fqnj4qKgpOTkyQwAFGN76lTp+LmzZt49uwZp/0Vy8jIQHBwMC5duoTY2FiVtKEoCgxCSHUa3e4pefLz83Hr1q1ad00BQFJSEvr37y8z3M3NDQCQnJwMOzs7udOWl5ejvLxc8rygoEDhPtra2mL79u24d+8ehgwZovB0XKPAIITUpNFtacizYMECFBcXY/Xq1bWOm5OTA0tLS5nh4mE5OTnVTrtx40aYm5tLHm3btq21vdLSUsn/PTw8MGPGjFqnURUKDEJIbbQ6NOLi4sDj8RR63LlzR+481qxZg4MHD+KHH37Au+++q1C7Na0sa3pt5cqVyM/Plzxq2x0WEhKCKVOm1BhE6kKBQQhRhFbvnnJyckJwcLBC47Zr105mWGBgIDZs2ICvv/4aCxcuVGg+LVu2lLsSz83NBQC5WyFihoaGMDQ0VKidgoICHDlyBC9evEBsbCw++OADhaZTBQoMQoiitDo02rRpg9mzZys1bWBgIAICAhAQEIBVq1YpPJ2rq6tUNTwx8bAuXboo1Z83NW/eHCEhIbh69SoFBigwCGkotHr3lLLWr1+PgIAAfPnll1i3bl2dph0zZgwePHggdWotn8/HgQMH4OHhAVtb23r1TbzFAoi2jiZNmlSv+dUHBQYhpK4aXWhs3boVa9euxdChQ+Hv748bN25IPaqaNWsW9PT08OTJE8mwmTNn4p133sG4ceNw6NAhnD9/HuPHj0dKSgo2b95cr74FBwdLQknTKDAIIcrQ6t1Tyjh58iQA4OzZszh79qzM61WvZRQIBBAIBFLDDA0NERMTg2XLlmHRokUoKSlBt27dEB0dXa+rwSsqKnDx4kXk5+cjISEBzs7OSs+rvigwCCHKanRXhGuTN68ILywsxIULFzBq1CiN9YkCgxAiT5O9IlybmZmZUWCAAoOQhoxCQw3i4uI03QUKDEIIJxrdMQ1tIt7zl5aWhqKiIo31g8/no6KiAi1atAAAjfWluLgYOjo6sLa2hkAgqNNtVgghqiX+PdZ2xIKOaajQv//+q9CtRAghRFukp6fjrbfeqvZ1Cg0VEgqFyMjIqHV3UEFBAdq2bYv09PQaD0A1FfR+vEbvxWv0Xkjj+v1gjKGwsBC2trbQ0an+yAXtnlIhHR2dGhP7Tc2bN6cfQxX0frxG78Vr9F5I4/L9MDc3r3UcOhBOCCFEYRQahBBCFEahoQUMDQ2xbt06he+Q29jR+/EavRev0XshTVPvBx0IJ4QQojDa0iCEEKIwCg1CCCEKo9AghBCiMAoNLXThwgXMnDkTzs7OaNasGezs7DBq1Cj8+eefmu6a2hUWFmLZsmUYPHgwWrduDR6Ph4CAAE13S+WKiorw2WefwdbWFkZGRujWrRsOHz6s6W5pRFP9DsijDesGCg0ttGvXLjx+/Biffvopzpw5g23btuHFixfw9PTEhQsXNN09tcrJycGePXtQXl6O0aNHa7o7ajN27FiEh4dj3bp1iI6ORs+ePTFp0iQcOnRI011Tu6b6HZBHK9YNjGidrKwsmWGFhYXM2tqa+fn5aaBHmiMUCplQKGSMMfby5UsGgK1bt06znVKx06dPMwDs0KFDUsMHDRrEbG1tGZ/P11DPNKMpfgeqow3rBtrS0EJWVlYyw0xNTdG5c2ekp6droEeaw+PxNHYbd02JioqCqakpxo0bJzV8xowZyMjIkKpf3xQ0xe9AdbRh3UCh0UDk5+fj1q1beOeddzTdFaJiSUlJcHFxgZ6e9K3h3NzcJK8TIqbudQOFRgOxYMECFBcXY/Xq1ZruClGxnJwcWFpaygwXD8vJyVF3l4gWU/e6gUJDxeLi4iSb17U97ty5I3cea9aswcGDB/HDDz/g3XffVe8CcIiL96KpqGl3DO2qIWKaWDfQrdFVzMnJCcHBwQqN265dO5lhgYGB2LBhA77++mssXLiQ6+6pVX3fi6aiZcuWcrcmcnNzAUDuVghpejS1bqDQULE2bdpg9uzZSk0bGBiIgIAABAQEYNWqVRz3TP3q8140Ja6uroiIiACfz5c6rnH37l0AQJcuXTTVNaIlNLluoN1TWmr9+vUICAjAl19+iXXr1mm6O0SNxowZg6KiIvzyyy9Sw8PDw2FrawsPDw8N9YxoA02vG2hLQwtt3boVa9euxdChQ+Hv748bN25Ive7p6amhnmlGdHQ0iouLUVhYCAC4d+8ejh49CgAYPnw4TExMNNk9zg0bNgyDBg3CvHnzUFBQAEdHR0RERODs2bM4cOAAdHV1Nd1FtWtq34HqaMO6gW6NroUGDBiAixcvVvt6U/vIHBwc8OTJE7mvPXr0CA4ODurtkBoUFRVh9erVOHLkCHJzc+Hs7IyVK1di4sSJmu6aRjTF74A82rBuoNAghBCiMDqmQQghRGEUGoQQQhRGoUEIIURhFBqEEEIURqFBCCFEYRQahBBCFEahQQghRGEUGoQQQhRGoUEIIURhFBqEEEIURqFBCCFqtmvXLri7u0NfXx8BAQGa7k6dUGgQQoiatWnTBoGBgRg9erSmu1JndGt0QghRM3FYnDhxQrMdUQJtaTQi+/btq7HudlxcnKa7WCNx/x8/fqzprlTr2rVrCAgIwKtXr5SehzLLuX37dvB4PKWr9iUmJmLWrFno2LEjjI2NYWxsjLfffhtz587FH3/8ofB8vvrqK3Tu3BlCoRAAEBAQAB6Ph+zsbKX6pQxt+Z6osh+hoaGws7NDcXEx5/OuLwqNRigsLAzXr1+Xebi7u2u6azXy9/fH9evX0aZNG013pVrXrl1DYGBgvUJDGXv37gWPx0NycjLi4+PrNO3u3bvx7rvvIj4+Hp9++ilOnTqF06dP47PPPkNycjJ69uyJtLS0WueTkZGBLVu24KuvvoKODq06VGnatGlo1qwZtmzZoumuyKDdU41Qly5d0KNHD013Q2ElJSUwMTFB69at0bp1a013R+v88ccf+Ouvv7Bs2TL8+OOPCA0NVbjk69WrVzF//nz4+/vj6NGjMDAwkLzm6+uLBQsWIDIyEsbGxrXOa9u2bbCwsMDYsWOVXpbGzs/PD1evXpX72hdffIH169crNB89PT3MnTsX69evx/Lly7WqMiH9udDElJWVoXv37nB0dER+fr5keGZmJmxsbDBgwAAIBAIAr3c93L59G2PHjkXz5s1hbm6OqVOn4uXLl1LzffjwISZPngwrKysYGhrCxcUFQUFBMu2L53nr1i188MEHaNGiBTp27AhAdnNfPG5iYiLGjRsHc3NzWFpaYunSpeDz+UhJScHQoUNhZmYGBwcHuX+V1bVfycnJmDRpEszNzWFtbY2ZM2dK3qeAgAB88cUXAID27dvL7PZLTU3FjBkz8Pbbb8PExAR2dnYYOXIk7t69W8dPSVpoaCh0dXWxZMkSjBgxAocPH0ZJSYlC037zzTfQ1dXF7t27pQKjqnHjxsHW1rbG+VRUVCA0NBSTJ0+udSvjwYMH6NChAzw8PPDixQup4ZMmTYK1tTUMDQ3Rrl07fPTRRygvLwfA3fvHxffmypUr8PPzg5mZGUxMTNCnTx+cPn261rZjYmJQVlYm96FoYIhNmTIFBQUFOHz4cJ2mUzUKjUZIIBCAz+dLPcRBYGRkhCNHjuDFixeYOXMmAEAoFGLKlClgjCEiIkKmBvWYMWPg6OiIo0ePIiAgAMePH8eQIUNQWVkJQFSvuWfPnkhKSsLWrVtx6tQp+Pv7Y/HixQgMDJTbx7Fjx8LR0RGRkZH4z3/+U+PyjB8/Hl27dsUvv/yCOXPm4IcffsCSJUswevRo+Pv7IyoqCr6+vli+fDmOHTsmmU6Zfr3//vvo1KkTfvnlF6xYsQKHDh3CkiVLAACzZ8/GokWLAADHjh2T2e2XkZGBli1bYtOmTTh79iyCgoKgp6cHDw8PpKSk1LiM1SktLUVERASGDRsGGxsbzJgxA4WFhYiMjKx1WoFAgNjYWPTo0aPeu/zi4+ORk5MDHx+fGse7ePEi+vTpAzc3N8TGxsLKygoA8Ndff6Fnz564ceMGvvrqK0RHR2Pjxo0oLy9HRUUFAO7fP2W/NxcvXoSvry/y8/MRGhqKiIgImJmZYeTIkfj555/r3A95+Hw+ysrKJL9V8f+rsrGxgbOzs0JhpVaMNBphYWEMgNyHrq6u1Lg///wzA8B+/PFHtnbtWqajo8POnTsnNc66desYALZkyRKp4QcPHmQA2IEDBxhjjA0ZMoS99dZbLD8/X2q8hQsXMiMjI5abmyszz7Vr11bb/0ePHkmNu3XrVqnxunXrxgCwY8eOSYZVVlay1q1bs7Fjx0qGKdOvLVu2SI07f/58ZmRkxIRCIWOMsW+//VaqjzXh8/msoqKCvf3221Lv4ZvLWZP9+/czAOyXX36RzNPGxob179+/1mkzMzMZADZx4kS5fausrJQ8xMtXnc2bNzMALDMzU2q4+H17+fIl++9//8sMDAzY4sWLmUAgkBrP19eXWVhYsBcvXtTa76p9VOb9q+/3xtPTk1lZWbHCwkKpvnTp0oW99dZbkveqLp9jdX2s+ggLC5MZb8qUKcza2rrO81cl2tJohPbv34+EhASpx5sHT8ePH4958+bhiy++wIYNG7Bq1SoMGjRI7vymTJkiM62enh5iY2NRVlaGmJgYjBkzBiYmJlJbN8OHD0dZWRlu3LghM8/3339f4eUZMWKE1HMXFxfweDwMGzZMMkxPTw+Ojo548uQJACjdr/fee0/quZubG8rKyqR2s1SHz+fjm2++QefOnWFgYAA9PT0YGBjg4cOHuH//vsLLW1VoaChatWoleQ90dXXx4Ycf4vLly3j48KFS8wSAd999F/r6+pLH1q1baxw/IyMDPB4PrVq1kvv6119/jenTp2PTpk3Ytm2b1C6skpISXLx4EePHj6/xmBXX758y35vi4mLEx8fjgw8+gKmpqWQ88fv+77//Kr3VWFVAQAAYY1KP6dOny4xnZWWFFy9egM/n17tNrlBoNEIuLi7o0aOH1OPdd9+VGW/mzJmorKyEnp4eFi9eXO38bGxspJ7r6emhZcuWyMnJQU5ODvh8Pn766SeplZC+vj6GDx8OAHJPx6zL7hJLS0up5wYGBjAxMYGRkZHM8LKyMgBQul8tW7aUem5oaAhAtJuoNkuXLsWaNWswevRonDx5EvHx8UhISEDXrl0Vmv5NqampuHTpEqZMmSJ1PGLGjBkARGdU1aRVq1YwNjaWrBCrOnToEBISEvDrr78q1JfS0lLo6+vL7LoUO3DgAOzs7DBx4kSZ1/Ly8iAQCPDWW2/V2AbX758y35u8vDwwxuR+P8XHfXJycurcF2UZGRmBMSbpnzags6eaqOLiYnz44Yfo1KkTsrKyMHv27GovNMrMzISdnZ3kOZ/PR05ODlq2bIkWLVpI/gpbsGCB3Onbt28vM4zH43GzINVQtl/1ceDAAXz00Uf45ptvpIZnZ2fDwsKizvPbu3ev3L9AXVxc4OHhgfDwcGzYsKHaFbmuri58fX1x7tw5PH/+XGpF2LlzZwBQ+BqDVq1aoaKiAsXFxWjWrJnM62fPnsWECRPQv39/xMTEwN7eXvKapaUldHV18e+//9bYBtfvnzJatGgBHR0dPH/+XOa1jIwMAKh2a0sVcnNzYWhoKLXVo2m0pdFEffLJJ3j69CmOHTuG0NBQ/Prrr/jhhx/kjnvw4EGp50eOHAGfz8eAAQNgYmICHx8f3L59G25ubjJbOD169JD5610dVNWvmrY8eDye5HWx06dP49mzZ3VuRyAQIDw8HN27d0e3bt1kXp8xYwaeP3+O6OjoGuezcuVKCAQCfPLJJ5ITF5Th7OwMANVez2Fvb4/Lly/D0NAQ/fv3l9p1ZmxsDG9vb0RGRtZ4ESCX75+ymjVrBg8PDxw7dkzqMxYKhThw4ADeeustdOrUSW39+eeffyQBry1oS6MRSkpKkrsPtGPHjmjdujVCQkJw4MABhIWF4Z133sE777yDhQsXYvny5ejbty969eolNd2xY8egp6eHQYMGITk5GWvWrEHXrl0xfvx4AKLz9/v164f+/ftj3rx5cHBwQGFhIVJTU3Hy5ElcuHBBLcv9JlX0y9XVVTLvadOmQV9fH05OTjAzM8OIESOwb98+ODs7w83NDX/++Se+/fbbWnfLyBMdHY2MjAwMGDAAx48fl3ldvIslNDRUZt99VX379kVQUBAWLVoEd3d3fPzxx3jnnXckf03/8ssvAIDmzZvX2J8BAwYAAG7cuAE3Nze547Rp0wYXL17EkCFD4OXlhd9//11yBfv333+Pfv36wcPDAytWrICjoyOysrLw66+/Yvfu3Zy/f/WxceNGDBo0CD4+Pvj8889hYGCAnTt3IikpCRERESrfShYTCoW4efMmZs2apZb2FKbBg/CEYzWdPQWABQcHs8TERGZsbMymTZsmNW1ZWRl79913mYODA8vLy2OMvT7D488//2QjR45kpqamzMzMjE2aNIllZWVJTf/o0SM2c+ZMZmdnx/T19Vnr1q1Znz592IYNG6TGq3q2TXX9f/PsqTfHnTZtGmvWrJnM9N7e3uydd97htF/yzpBZuXIls7W1ZTo6OgwAi42NZYwxlpeXx2bNmsWsrKyYiYkJ69evH7t8+TLz9vZm3t7eNc7zTaNHj67xsxQ/9PT0ZM5okufOnTtsxowZrH379szQ0JAZGRkxR0dH9tFHH7GYmJhap2eMsf79+7Phw4dLDZP3vr169Yr17duXWVpasoSEBMnwe/fusXHjxrGWLVsyAwMD1q5dOzZ9+nRWVlbG6fvHxffm8uXLzNfXlzVr1owZGxszT09PdvLkSalx6nP2lCJiYmIkvz9twmOMMbWkE2lwAgICEBgYiJcvX6p1Py7RTr/88gsmTJiAJ0+eSB3jIqrx4Ycf4p9//qn2CnNNoWMahBCFjB07Fj179sTGjRs13ZVGLy0tDT///DM2b96s6a7IoNAghCiEx+MhODgYtra2krvcEtV4+vQpduzYgX79+mm6KzJo9xQhhBCF0ZYGIYQQhVFoEEIIURiFBiGEEIVRaBBCCFEYhQYhhBCFUWgQQghRGIUGIYQQhVFoEEIIURiFBiGEEIVRaBBCCFEYhQYhhBCF/T8xcCLgvksTGwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -310,7 +318,7 @@ ], "source": [ "# note you can pass the filename argument to write to file\n", - "cinnabar_plotting.plot_DGs(fe.graph, figsize=5)" + "cinnabar_plotting.plot_DGs(fe.to_legacy_graph(), figsize=5)" ] }, { @@ -323,13 +331,13 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "9bf09b72-7295-4e6e-88c3-4e7683948f11", + "execution_count": 60, + "id": "7fed7b2c-076f-4f98-818d-abdbdaf3121b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -339,10 +347,11 @@ } ], "source": [ - "exp_DG_sum = sum([fe.results['Experimental'][i].DG for i in fe.results['Experimental'].keys()])\n", - "shift = exp_DG_sum / len(fe.results['Experimental'].keys())\n", + "data = femap.read_csv('cinnabar_input.csv')\n", + "exp_DG_sum = sum([data['Experimental'][i].DG for i in data['Experimental'].keys()])\n", + "shift = exp_DG_sum / len(data['Experimental'].keys())\n", "\n", - "cinnabar_plotting.plot_DGs(fe.graph, figsize=5, shift=shift)" + "cinnabar_plotting.plot_DGs(fe.to_legacy_graph(), figsize=5, shift=shift.m)" ] }, { @@ -359,52 +368,52 @@ }, { "cell_type": "code", - "execution_count": 9, - "id": "31b42fb0-96fd-4aed-a1bf-a2d0abf97799", + "execution_count": 81, + "id": "26b09073-f05f-401c-a10f-95c6c957f4da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "{'lig_ejm_31': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -9.57,\n", + "{'lig_ejm_31': {'calculated_error': 0.054899908925243206,\n", + " 'calculated_estimate': 0.04100000000000106,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -9.57},\n", - " 'lig_ejm_42': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -9.81,\n", + " 'lig_ejm_42': {'calculated_error': 0.08873556220591604,\n", + " 'calculated_estimate': 0.530999999999999,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -9.81},\n", - " 'lig_ejm_43': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -8.29,\n", + " 'lig_ejm_43': {'calculated_error': 0.12599206324209478,\n", + " 'calculated_estimate': 1.730999999999999,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -8.29},\n", - " 'lig_ejm_46': {'calculated_error': 0.17,\n", - " 'calculated_estimate': -11.35,\n", + " 'lig_ejm_46': {'calculated_error': 0.07080960386840184,\n", + " 'calculated_estimate': -0.6889999999999962,\n", " 'experimental_error': 0.17,\n", " 'experimental_estimate': -11.35},\n", - " 'lig_ejm_47': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -9.73,\n", + " 'lig_ejm_47': {'calculated_error': 0.18712028217165563,\n", + " 'calculated_estimate': 0.040999999999998926,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -9.73},\n", - " 'lig_ejm_48': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -9.03,\n", + " 'lig_ejm_48': {'calculated_error': 0.1871202821716555,\n", + " 'calculated_estimate': 0.5409999999999974,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -9.03},\n", - " 'lig_ejm_50': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -9.01,\n", + " 'lig_ejm_50': {'calculated_error': 0.08327064308626422,\n", + " 'calculated_estimate': 0.9810000000000002,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -9.01},\n", - " 'lig_jmc_23': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -11.74,\n", + " 'lig_jmc_23': {'calculated_error': 0.08374962686484035,\n", + " 'calculated_estimate': -1.0789999999999966,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -11.74},\n", - " 'lig_jmc_27': {'calculated_error': 0.17,\n", - " 'calculated_estimate': -11.31,\n", + " 'lig_jmc_27': {'calculated_error': 0.11407892005098923,\n", + " 'calculated_estimate': -1.288999999999997,\n", " 'experimental_error': 0.17,\n", " 'experimental_estimate': -11.31},\n", - " 'lig_jmc_28': {'calculated_error': 0.18,\n", - " 'calculated_estimate': -11.01,\n", + " 'lig_jmc_28': {'calculated_error': 0.07933473388119473,\n", + " 'calculated_estimate': -0.8089999999999961,\n", " 'experimental_error': 0.18,\n", " 'experimental_estimate': -11.01}}\n" ] @@ -412,7 +421,71 @@ ], "source": [ "dG_results = {}\n", - "nodes = fe.graph.nodes(data=True)\n", + "nodes = list(old_graph.nodes.data())\n", + "\n", + "for key in range(len(nodes)):\n", + " dG_results[nodes[key][0]] = {\n", + " 'experimental_estimate': nodes[key][1]['exp_DG'],\n", + " 'experimental_error': nodes[key][1]['exp_dDG'],\n", + " 'calculated_estimate': nodes[key][1]['calc_DG'],\n", + " 'calculated_error': nodes[key][1]['calc_dDG'], \n", + " }\n", + "\n", + "# We can now print out the results\n", + "pprint(dG_results)\n", + "\n", + "# write out the calculated results\n", + "with open('dG_calculated_results.dat', 'w') as f:\n", + " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", + " writer.writerow([\"ligand\", \"DG(MLE)\", \"uncertainty (kcal/mol)\",])\n", + " for ligand in dG_results:\n", + " writer.writerow([\n", + " ligand,\n", + " dG_results[ligand]['calculated_estimate'],\n", + " dG_results[ligand]['calculated_error'],\n", + " ])\n", + "\n", + "# write out the experimental results\n", + "with open('dG_experimental_results.dat', 'w') as f:\n", + " writer = csv.writer(f, delimiter=\"\\t\", lineterminator=\"\\n\")\n", + " writer.writerow([\"ligand\", \"DG\", \"uncertainty (kcal/mol)\",])\n", + " for ligand in dG_results:\n", + " writer.writerow([\n", + " ligand,\n", + " dG_results[ligand]['experimental_estimate'],\n", + " dG_results[ligand]['experimental_error'],\n", + " ])" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "31b42fb0-96fd-4aed-a1bf-a2d0abf97799", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + }, + { + "ename": "KeyError", + "evalue": "0", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[43], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(nodes)):\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(key)\n\u001b[1;32m 6\u001b[0m dG_results[nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m'\u001b[39m]] \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m----> 7\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexperimental_estimate\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[43mnodes\u001b[49m\u001b[43m[\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_DG\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m 8\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexperimental_error\u001b[39m\u001b[38;5;124m'\u001b[39m: nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_dDG\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m 9\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcalculated_estimate\u001b[39m\u001b[38;5;124m'\u001b[39m: nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_DG\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m 10\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcalculated_error\u001b[39m\u001b[38;5;124m'\u001b[39m: nodes[key][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexp_dDG\u001b[39m\u001b[38;5;124m'\u001b[39m], \n\u001b[1;32m 11\u001b[0m }\n\u001b[1;32m 13\u001b[0m \u001b[38;5;66;03m# We can now print out the results\u001b[39;00m\n\u001b[1;32m 14\u001b[0m pprint(dG_results)\n", + "File \u001b[0;32m~/mambaforge/envs/alchemiscale/lib/python3.10/site-packages/networkx/classes/reportviews.py:360\u001b[0m, in \u001b[0;36mNodeDataView.__getitem__\u001b[0;34m(self, n)\u001b[0m\n\u001b[1;32m 355\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(n, \u001b[38;5;28mslice\u001b[39m):\n\u001b[1;32m 356\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m nx\u001b[38;5;241m.\u001b[39mNetworkXError(\n\u001b[1;32m 357\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m does not support slicing, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 358\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtry list(G.nodes.data())[\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;241m.\u001b[39mstart\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;241m.\u001b[39mstop\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m:\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn\u001b[38;5;241m.\u001b[39mstep\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 359\u001b[0m )\n\u001b[0;32m--> 360\u001b[0m ddict \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_nodes\u001b[49m\u001b[43m[\u001b[49m\u001b[43mn\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 361\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_data\n\u001b[1;32m 362\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n", + "\u001b[0;31mKeyError\u001b[0m: 0" + ] + } + ], + "source": [ + "dG_results = {}\n", + "nodes = old_graph.nodes(data=True)\n", "\n", "for key in range(len(nodes)):\n", " dG_results[nodes[key]['name']] = {\n", @@ -447,6 +520,14 @@ " dG_results[ligand]['experimental_error'],\n", " ])" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "71b6937f-7150-475f-a6f7-c2502021945e", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -465,7 +546,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.10.12" } }, "nbformat": 4,