diff --git a/notebooks/1-quickstart.ipynb b/notebooks/1-quickstart.ipynb index e10c0c40..f05ec458 100644 --- a/notebooks/1-quickstart.ipynb +++ b/notebooks/1-quickstart.ipynb @@ -60,7 +60,16 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import torch\n", "\n", @@ -85,8 +94,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/datasets/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n", - "/datasets/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n" + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n", + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n" ] } ], @@ -118,12 +127,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Tour lengths: ['6.01', '6.61', '7.76']\n" + "Problem 0 solution | Length = 7.15\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -131,9 +140,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 1 solution | Length = 5.74\n" + ] + }, { "data": { - "image/png": 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", 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5cwojZfz9/VG3bl213SMtLQ2HDx/mtitVqoQ+ffqgTZs2OHr0qEZHreTm5sLDwwO5ubm89p9++onKM4WgZIQQojHqKNEUpncDR2z0bAYH6/elGJFYAhMn9/c7ZXn40WcsgoKC1HY/oh5xcXHw9PTkTYfu5eWFkSNHqvU+Bw8eRFbWhz5Dw4YN40bndO/evcRrIZXGokWL8N9///HaWrZsie+++05j99R31GeEEKIxH88vou41N3o3cETPeg64EZ2MhPQsHMnoiR1+798EZDIZhg8fjszMTIVOkkQYMpkMnp6eSEhI4Nrc3d3h7++v9nt9XKIZMWIEb7tSJc2U8K5evYply5bx2qRSKfbt20flmSLQK0MI0YicnBxcvHiR265evTrc3NzUfh+JWIS2tWzRv0lVDPm8O2+fXC7H6NGjNfJmR1S3YsUK3ugqExMTHDhwABUqVFDrfZ49e8brOOru7o6WLVuq9R7KZGRkYNiwYQqL4P38889UnikGJSOEEI24fv06b0hjjx49ilw2XR3atm2rtH3SpElYtWqVRu9Ninbp0iUsXLiQ1/bLL7+gcePGar/Xnj17eNsjRozQ+O8eAHh7e+PZs2e8tjZt2mDKlCkav7e+o2SEEKIRmi7RKGNjY4P69esr3Tdz5kwsXry40KXbieYkJSVh+PDhkMvlXNvAgQPx7bffqv1ejDGFEo2np6fa7/OxY8eOYevWrbw2qVSK3bt3U3mmBOgVIoRoxMedV7t3717IkerVrl27Qvf5+vpizpw5lJBoEWMMo0aNwosXL7g2FxcXbN26VSNPK27cuIHIyEhuu0uXLqhRo4ba71NQQkICvv76a4V2Ks+UHCUjhBC1S01NxY0bN7jtxo0bw87OTiv3LioZAd6/QUydOpX3KZ1oztq1a3HixAlu28jICIGBgRqb56O4jqvqxhhTugheu3btqDyjAkpGCCFqd/HiRchkMm5bnUN6i1NcMgIAGzZswNixY3kxEvW7efMmZs+ezWtbvnw5WrdurZH75eTkIDAwkNs2NTXV+OJz27Ztw/Hjx3ltJiYm2LlzJ5VnVECvFCFE7YToL5LPzc0NlStXLva4gIAAjBw5khISDUlNTVWY+KtPnz4Ks5Kq08mTJ5Gc/GFxxC+++AJWVlYau19UVJTSuUNocjPVUTJCCFG7gv1FpFIpOnbsqLV7i0SiIp+OBAUF4dWrV0hPT8euXbsgkUi0Flt5wRjDuHHjEB0dzbU5OTlp/GmBNks0eXl5GDFiBN69e8dr79ChA5VnSoGSEUKIWsXExODhw4fcdvv27WFubq7VGIpKRjZu3AgHBwdUqFCBHqNryJYtW3DgwAFuWywWY9++fSV6YlVaSUlJvL4pDg4OGn0it2LFCly9epXXZmJigu3bt9PvVSnQK0YIUauCk1oB2i3R5CuYjCxduhRVqlThti9evIijR49qPaby4u7duwqlC19fX3Tu3Fmj9z1w4ACvJDR8+HC1rIOkzK1bt7Bo0SKFdirPlB4lI4QQtdLkejQl1aJFCxgZGaFz586YO3culixZwts/c+ZM5OTkaD0uQ/f27VsMGTKEtyZM165dMW/ePI3fW1slmnfv3sHT0xN5eXm8dirPlA0lI4QQtWGM8TqvVqxYEc2aNdN6HGZmZujUqRMCAgIgFosxZswYNGjQgNsfFRUFPz8/rcdl6CZPnowHDx5w21WqVMGePXs03i8nMjIS165d47YbNWqkkZldAWD27Nm8MiTwftQOlWfKhl45Qoja3L17l7cIWrdu3QTrILpnzx7UrFkTwPu5LdasWcPbv3jxYoW5IUjp7dmzBzt27OC17dq1C05OThq/9+7du3nbmnoqcubMGWzYsEGhfcWKFVSeKSNKRgghaiPkkN6POTo68rZ79uyJzz//nNtOSUnBDz/8oOWoDFNkZKTC1O6zZ89G7969NX5vuVzOS0bEYjGGDx+u9vskJSVh9OjRCu0dO3ak8owaUDJCCFGbj5MRIfqLFGXVqlW8To0bN27E/fv3BYxI/2VlZWHIkCG8RRHbtm2r0E9HUy5fvsxbnK5nz54KiWhZMcbw7bffIjY2ltduamrKlQJJ2dArSAgptYJrvGRnZ/OWbXdxceHKJLqibt26mDBhArctk8kwY8YMASPSfzNmzMCdO3e4bRsbG+zfvx/GxsZaub82Oq7u2bMHBw8eVGin8oz6UDJCCCm16dOnc8Mpr127xpsAqkePHlpZtl1Vvr6+vHVRTp48ibNnzwoXkB77448/FDoCb9++XeML0+XLzMzkzWdSoUIFDBgwQK33ePbsGSZPnqzQTuUZ9aJkhBBSanv27EH//v2RkZGhE0N6S8LW1hYLFy7ktfn4+CgM1SRFi46OxpgxY3htkydPVnsyUJSjR48iPT2d2x48eLBaJ9iTyWQYMWIE0tLSeO1UnlE/eiUJIaVmamqKU6dOoUuXLryJxEQiEbp168ZtF+xPoAsmTZoENzc3bvvevXvYunWrgBHpl9zcXAwbNgypqalcW9OmTbFy5UqtxqHpEs2aNWvwzz//KLRTeUb9KBkhhJSaqakpACAkJATh4eFcu4ODA7Zv344hQ4agZs2a2LZtm1AhKiWVShXeOBcuXMh7cyWFmzdvHq5fv85tV6hQAUFBQdzvgzbExcXxymvVq1dHp06d1Hb9O3fuKJ2sjcozmkHJCCGk1ExMTJS2x8bGYtasWfj9999RsWJFTJw4UcuRFa9fv37o2rUrt/369WssW7ZMwIj0w6lTpxQSud9++433pEkb9u/fz1tx2dPTU21lk6ysLHh6evKmlweoPKNJ9IoSQkqtuE/CIpEImzZt0tgaIWUhEomwZs0aXifbtWvX4smTJwJGpdtevnypUAr5+uuvNTKvR3E+LtF4eXmp7drz58/nPenLR+UZzSlVMuLn5wcXFxeYmpqidevWuHHjRpHHr127FnXq1IGZmRmcnZ3h7e3NW7uAEKKfiktGJk6ciJYtW2opGtU1adIEX3/9Nbedk5OD2bNnCxiR7pLJZPjqq6+QmJjItdWrVw/r1q3Teix3795FWFgYt92qVSvUrVtXLdf+66+/FGbrBag8o3FMRYGBgUwqlbKAgAB27949NnbsWGZjY8Pi4+OVHr93715mYmLC9u7dy6Kjo9mZM2eYo6Mj8/b2LvE9U1NTGQCWmpqqariEEA3q3r07A6D0y97enr1580boEIsVGxvLLCwseLH/888/Qoelc3x9fXmvkampKbt7964gscycOZMXy/r169Vy3Tdv3jBnZ2eF32UzMzP26NEjtdyjvCnp+7fKyUirVq3YpEmTuG2ZTMacnJzY8uXLlR4/adIk1q1bN16bj48Pa9++fYnvSckIIbrp888/LzQZ2bdvn9DhldjSpUt5sTdv3pzJZDKhw9IZFy5cYCKRiPcabdmyRZBY8vLymKOjIxeHkZERe/36tVqu7enpqfR3ee3atWq5fnlU0vdvlco0OTk5CAkJ4a03IRaL0aNHD1y9elXpOe3atUNISAhXynny5AlOnjyJPn36FHqf7OxspKWl8b4IIbqnsDJNjx49MHToUC1HU3o+Pj6oXr06tx0SEoI9e/YIGJHuSEhIwFdffcWbbXfo0KEKc4xoS3BwMG9a9s8//xyVK1cu83UPHDig9GdO5RntUCkZSUxMhEwmg729Pa/d3t4ecXFxSs8ZPnw4Fi9ejA4dOsDY2Bi1atVCly5d8P333xd6n+XLl8Pa2pr7cnZ2ViVMQoiWKEtGTExM4O/vr5OzrxbGzMwMK1as4LV9//33Ojc/irbJ5XKMHDmS9+Zfq1Yt/Pbbb4L9fDUxt8jLly8VFvoD3v9e0OgZ7dD4K3zx4kUsW7YM/v7+uH37Ng4dOoQ///yzyEWU5s6di9TUVO4rJiZG02ESQkpB2dDeuXPnan2YpzoMHToUbdq04bZfvnyJVatWCRiR8FavXo3Tp09z28bGxggKCoKVlZUg8aSnp+PQoUPcdsWKFXkrMZeGXC7H6NGj8ebNG4V9y5cvp9Ez2qJK7Sc7O5tJJBJ2+PBhXvuIESNYv379lJ7ToUMHNmPGDF7b7t27mZmZWYlrstRnhBDdNHHiRF5t3c3NjWVmZgodVqldvXqV9/2Ym5uzFy9eCB2WIK5evcqMjIx0qu/Ejh07ePF8++23Zb7munXrlPYT6dixI/UbUgON9BmRSqVo3rw5goODuTa5XI7g4GC0bdtW6Tnv3r1TeMQlkUjyEyFVbk8I0TEfl2n8/f21OgunurVp0wbDhg3jtt+9e1dkSdlQvXnzBkOHDuWt19OvXz9MnTpVwKjUX6KJiIjArFmzFNqpPCMAVbOcwMBAZmJiwnbs2MEiIiLYuHHjmI2NDYuLi2OMMebl5cXmzJnDHe/r68ssLS3Z/v372ZMnT9jZs2dZrVq12JAhQ9SeWRFCtCdPJmcjJnhznySHDRsudEhq8ezZM2Zqasr7lHzz5k2hw9IauVzOvvjiC9737+zszJKSkgSN69mzZ7wRPbVr12ZyubzU18vOzmbNmjWj0TMaVtL3b5WnRfTw8MDr16+xcOFCxMXFoUmTJjh9+jTXqfX58+e8bHL+/PkQiUSYP38+Xr58iSpVqqBv37748ccfS51AEUKEdTo8FouOR+D+3QQAgMjEAg9dBuB0eCx6N3AUOLqyqV69OqZPn877G+Xt7Y1//vlHrzrllpa/vz8OHz7MbUskEuzfvx+VKlUSMCpg7969vKfpI0aMKNPPY9GiRbh9+7ZCO42eEYaIMd2vlaSlpcHa2hqpqamCdZwihLx3OjwWE/bcBgOQev0gUi7uQKWeE2DV7H1Hwo2ezfQ+IUlPT4e7uztvlODvv/+OQYMGCRiV5oWGhqJNmzbIycnh2pYtW4a5c+cKGNX7kn69evXw4MEDru3JkydwdXUt1fX+/fdfdOrUCXK5nNduZmaG//77jzqtqlFJ37+pIEYIKTGZnGHR8Yj3z7LlMogkUkgd3VChSW/kf6pZdDwCMrnOf8YpkqWlJZYuXcprmzVrlkEvY5Geng4PDw9eItKzZ0+dmB4/JCSEl4h07Nix1IlIeno6RowYoZCIADR6RkiUjBBCSuxGdDJepWQi4+55vNryLZhchkqfToJI/P+d0gHEpmbhRnSysIGqwahRo9CkSRNuOzo6GuvXrxcuIA1ijGHChAl49OgR12Zvb4/du3frRCdOdXZc9fb2VroYIpVnhCX8bxkhRG88eRmHxGM/I+nkWuSlxCIr+jak9rUUjktI1/8nCBKJRGHBtKVLlyIhIUGgiDRnx44d2Lt3L7ctEomwd+9ehQkuhZCTk4P9+/dz2yYmJhg8eHCprnXkyBFs27ZNoZ1GzwiPXnlCSIn8888/mD60F949uMS1ZT0NRUboSYVj7Sz1d3hvQV27dkX//v257bS0NPj6+goYkfpFRERg8uTJvLZ58+ahe/fuAkXEd/r0ad5KwQMGDIC1tbXK14mPj8fYsWOV7qPyjPAoGSGEFCk3Nxfz5s1Dly5dEB/7krfPpFo9mNVqyW2LADham6KVq7AjL9Rp5cqVMDY25rY3b96M8PBwASNSn8zMTHh4eODdu3dcW8eOHXUq4VJHiYYxhjFjxvCSmnxUntENlIwQQgr1+PFjdOjQAcuWLeNPUigSw6ajJ+yHLYeRtd37pv/f5du3HiRiwxkC6+bmxntyIJfLMX36dIOYtHHatGm8xMrW1hb79u2DkZHKsz5oxJs3b3D8+HFu287ODp9++qnK19myZQv+/PNPhXYqz+gO+gkQQhQwxrBz5040adKEW3E7X82aNbFm91HU/WwU13EVABysTQ1iWK8yCxYs4M2zcfbsWZw6dUrAiMouKCgImzdv5rXt2LED1apVEygiRQcOHOCN7hk+fLjKidKjR4/g7e2tdB+VZ3SIZudeUw+agZUQ7UlOTmYeHh5KZ6YcMWIE9+8wTyZnV6IS2ZHQF+xKVCLLk5V+Nkx98PEaJnXr1mU5OTlCh1UqUVFRzNLSkvf9eHt7Cx2Wgnbt2vFivH37tkrn5+bmstatW9PaMwIq6fs3JSOEEM7ff//NnJ2dFf5wW1tbs/379wsdnqBycnJY3bp1ea/L+vXrhQ5LZVlZWax58+a876NFixYsOztb6NB4Hj16xIuxQYMGKk//vmjRIqWJiJmZGXv06JGGIicFaWShPEKIYcrNzcX8+fPRtWtXxMTE8PZ16NABd+7cwdChQwWKTjcYGxtj1apVvLYffvhB6dLzumzOnDkICQnhtq2srBAUFASpVCpgVIr27NnD2/by8lJp+vebN29i8eLFSvdReUYHaSk5KhN6MkKI5kRFRSl9lC2RSNiSJUtYXl6e0CHqDLlcznr27Ml7nXx8fIQOq8SOHj2q8HMOCgoSOiwFcrmcubq6cjGKRCL24sWLEp+fkZHB3N3dqTyjA+jJCCGkSKxAJ9Xr16/z9rm6uuLy5cuYP38+JBJJIVcof0QiEdasWcMbfbF+/XrezKW6KiYmBqNHj+a1jR8/HkOGDBEoosL9+++/iI6O5rZ79OiBqlWrlvj8WbNmITIyUqGdRs/oLvqJEFIOpaSkYNiwYRg1ahQyMjJ4+0aMGIGwsDC0adNGoOh0W4MGDXiTZ+Xm5mLWrFkCRlS8vLw8DBs2DMnJH6bpb9iwIX755RcBoypcWeYWOXXqFPz9/ZXuW7FiBZVndBSt2ktIOXPp0iV4enri+fPnvHZra2ts2rSp3PcNKYmEhAS4ubkhLS2Na7tw4QK6du0qYFSFmz9/Pn788Udu29zcHCEhIahbt66AUSmXlZUFBwcHpKamAgAsLCwQHx8PCwuLYs9NTExEw4YNeast5+vYsSMuXrxIT0W0jFbtJYTw5ObmYsGCBejSpYtCIkKdVFVjZ2eHefPm8dp8fHwgk8kEiqhw58+fx7Jly3ht/v7+OpmIAMDx48e5RAQABg4cWKJEhDGG8ePHK01EqDyj++gnQ0g58PjxY3Ts2BFLly7lLZ0ukUiwePFi/PXXX6hRo4aAEeqfqVOnwsXFhdsOCwvDzp07hQtIibi4OHh6evJmi/Xy8sLIkSMFjKpopS3R7Nq1C4cOHVK6j8ozuo/KNIQYMMYYdu3ahcmTJyv0DXF1dcXevXvRtm1bgaLTf7///juvA6iDgwMiIyNhaWkpYFTvyeVy9OrVC+fPn+fa3N3dERISggoVKggYWeESEhLg5OTEPWGqVq0anj59Wmwn6ujoaDRu3Bjp6ekK+6g8Iywq0xBSzhXVSdXLywthYWGUiJTRoEGD0KFDB247Li4OP//8s4ARfbBixQpeImJiYoKgoCCdTUQAYP/+/bxSl6enZ7GJiEwmw8iRI5UmIlSe0SMaHmKsFjTPCCGq+eeff1j16tUV5liwsrJi+/btEzo8g3Ljxg3ea2xqasqePXsmaEyXLl1iYrGYF5efn5+gMZVEs2bNeDHfu3ev2HNWrFihdD4RAOzXX3/VQtSkKDQdvIaUt/U4iH7Jyclh8+fPV3gjAsA6dOjAoqOjhQ7RIHl5efFe6+HDhwsWS2JiIqtWrRovnoEDB6o8lbq2hYeH82Ju3rx5seeEhoYyY2NjmtxMh5X0/Vs31onWE6fDY7HoeARiU7O4NkdrU/j2rWeQK5US/fL48WN89dVXChOYSSQS+Pr6Yu7cuTqzNLyhWbZsGQ4ePIjMzEwAwL59+zB16lS0bt1aq3EwxjB69Gi8ePGCa3NxccHWrVtVmkpdCLt37+ZtF9dxNSsrC56ensjNzVXYR+UZ/UM/qRI6HR6LCXtu8xIRAIhLzcKEPbdxOjy2VNdljHF/wAgpDfb/nVQLm0n10qVLWLBgASUiGlStWjWFic+8vb15o1i04ddff8Xx48e5bSMjIwQGBsLGxkarcahKJpPx1qIxMjIqdpj5999/j3v37indR6Nn9A+NpikBmZyhw08XFBIReVYGIDGGxNgEDtamuDy7GyTi958+srOzER8fj7i4uGK/AgICaH4HUiopKSn49ttvERQUpLDPy8sLGzZsoBFoWvL27Vu4u7vj1atXXNv+/fu19m/71q1baNeuHe9JwcqVKzFjxgyt3L8szp8/j549e3Lbffv2xbFjxwo9Pjg4GD169FC6j0bP6JaSvn/TR6USuBGdrJCIZIRfQPL53yC1c4XUvhYS3qag1bEfkJmahLi4uBKv5Pndd99RIkJKpbCZVK2srLBp0yYMGzZMoMjKJwsLCyxbtgyjRo3i2mbPno3+/fvDzMxMo/dOTU2Fh4cHLxH57LPP4OPjo9H7qsvHc4t4eXkVeuybN294r3FBVJ7RYxrvvaIGQndgPRL6gtWYfYLVmH2CVZ95lFnU71po721Vvtq3b89ycnIE+Z6I/srNzWULFixQ2km1ffv21ElVQDKZjDVv3pz3M/nxxx81ek+5XM6GDBnCu6eTkxNLSEjQ6H3VJT09nVlYWHCxW1tbs8zMzEKPHzZsGI2e0SO0aq8a2Vmacv8vEksgkhjz9kssbSGxtlf5uu/evcPcuXOxf/9+PHr0iDczJiHK5M+kumTJEoWZVBctWoSLFy/yZgUl2iUWixUWn1u+fLnSKcrVZcuWLThw4AAvhn379qFKlSoau6c6HT58GG/fvuW2PTw8YGpqqvTY/fv3Y//+/Ur3dezYEZMnT9ZIjEQLtJQclYnQT0byZHLWZtl55vL/T0ecpwUxSQVb/ieRzsPYuvXrmZ2dXamflFhZWbEuXbqwGTNmsP3797PIyEgamkYYY+8//e7cuZNVqFBB4ffG1dWVXblyRegQSQEDBw7k/Yy++eYbjdznv//+Y6amprx7LVq0SCP30pQePXrw4r98+bLS454/f85sbGyU/u00MzNjjx490nLkpCRonhE1O3X3FXOZfYJLSKoM8uX9Y5AYGbHQ0FCWnp7OlixZwqysrNRSyrG2tmZdu3ZlM2bMYIGBgezRo0c6P18AUa83b96woUOHKv398PLy0on5dwjf48ePmVQq5X5OIpGIhYWFqfUeGRkZ7JNPPuH9PnTt2pXl5eWp9T6aFBMTw0QiERd/zZo1lf59k8lkrHv37lSe0UOUjGjAqbuvWJtl57n+Ix/3HWnatCnXB+T169ds+vTpzMTEROk/noI10tIkKN26dWMzZ85kgYGBLCoqihIUA3Xp0iVWo0YNpU/RaCZV3TZz5kzez6xbt26l/neanp6u0DZ69Gje9atUqcJevnxZ1rC1Jk8mZxNnLeR9D76+vkqP/eWXXwr9e0iTm+k2SkY0pOAMrKdvPWL29va8fxhLly7lHf/s2TP29ddfK3Q2HDBgAEtNTWUXL15kq1atYsOGDWPu7u6lTlBsbGxYt27d2KxZs1hQUBAlKHqOOqnqv5SUFFa5cmXez+7o0aOlutaIESNYfHw8t717926F34tTp06pK3SNO3X3FWv94zlmbMtfsmDbScVyY3h4eKEf6qg8o/soGdGSQ4cO8f5xSKVSFh4ernBcREQE++KLL3ifbJWNpElJSWF//fUXW7VqFRs6dChzc3MrdYJSsWJF1r17dzZr1ix24MAB9vjxY0pQ9MDjx49ZmzZtFH6eEomELVq0iOXm5godIikhf39/3s/Qzc2NZWdnq3SNN2/eMKlUyqZPn84YY+zhw4cKT1ZnzZqlifA1Ir/k7TByLe97MKlaj7nMPsFO3X3FHZudnc2aNGlC5Rk9RsmIFn08rK5Vq1aFvmFcu3aNdenShQGFd9T6WEpKCrtw4QJbuXIlGzp0KKtdu3aZEpQePXqw2bNnU4IikJycHKW/y3K5nO3atYtZWloq/Nyok6p+ys3NZfXr1+f9LH/55ReVrrFlyxYGvF+ALzo6WuHNuU2bNnozRUD+YIAas08wy+b9eN9HpV6TmcvsE6zNsvPcml9z5syh8oyeK+n7N83AqgavX79GvXr1kJiYyLUVNfMhYwznzp1DRkYGvvzyy1LdMyUlBaGhobh16xZCQkIQEhKCqKioUl2rYsWKaN68OVq0aIHmzZujefPmcHFx0fm1LPTVjBkz0L17d3z22WdcW2pqKiZMmKB02KKnpyf8/Px08nefFO/MmTPo3bs3t21jY4OoqCjY2tqW6PwuXbrg77//BgDY29sjPj6ed62wsDDUqFFDvUFryNXHSRi25RoAQJbxBhl3z+Htg8vITYpBtcm7ITGtAADYP7YN8l5FoHPnzkqn1DczM8N///1HU77rgZK+f1MyoiaBgYG8GS9NTU1x584duLu7ay2GlJQU3L59GyEhIVyS8vjx41Jdq1KlSlxikp+k1KhRgxKUMjp48CAGDx6MNWvWwNvbGwBw+fJleHp64tmzZ7xjrayssHHjRgwfPlyIUIka9enTB6dOneK2p06dil9//bXY854/f15konHo0CF88cUXaolRG46GvcR3gWEAgLz0RKT8sxuVP/dGXloijKwqc8ct/18tfO/1GZ4+far0Or/++iumTp2qhYhJWVEyomWMMXz55Zc4cuQI19ahQwf8/fffgk5N/ObNGy5ByU9Snjx5Uqpr2dracglK/hclKCX38OFDtGjRAhkZGRg3bhz8/PywePFi/PjjjwoT3rVr1w579uyBq6urQNESdbp//z4aNmwImUwG4P1CcOHh4ahTp06R5y1fvhzff/+90n1NmjSBv78/GjRoAEtLS7XHrAn5T0ZyU+KQEDgPZm5tUKn7WIXj6kftxck/Cp/cjNae0R+UjAggNjYW9erVQ0pKCte2bt06TJkyRbiglMhPUPKfnty6dQvR0dGlulbBBCX/CUr16tUpQflIRkYGWrdujYiICABA/fr1YWVlhatXr/KOE4vFWLhwIebNm0er7BqYyZMnw8/Pj9v+3//+x1th92OMMdSvXx/3798v9tqffPIJDh48iHr16qklVk2RyRmaeW/DvYDZkGUko8oX38PcvR23XwRAGnMTkfsWKT2fyjP6h5IRgezcuZO3iJO5uTnu3r2LmjVrChdUCSQnJ/MSlJCQkFInKJUrV+Y9PWnRogWcnZ3LbYLCGMNXX31V6DTW+VxcXLB37160a9euyOOIfkpMTETt2rWRmprKtZ07d67Q1WdDQ0PRrFmzYq9bp04dHDhwAI0aNVJbrJpy/fp19Pi0NzLSUgAA1abshcTcGsD7RCQvIxlpe79DWsobpedTeUb/UDIiEMYYPv/8c159uGvXrggODta7N+OkpCSFPiiF1XCLk5+gFOwkW14SlA0bNhT7dMzT0xMbNmyAtbW1lqIiQlizZg2mT5/ObTds2BChoaGQSCQKx06fPh1r1qwp8nqenp7YuHEjKlSooPZY1e3ChQvo168ftw6NWZXqsPvan9vvYGUC2anluHX5gtLzqTyjn0r8/q2RsTxqputDez/2/PlzheGZv/32m9BhqUViYiI7c+YMW7ZsGRs4cKDS2UFL+lWlShXWu3dvNm/ePHb48GH2/PlzlYYZF5yA7kpUIjccUJdcuXKFGRsbF/k6bNy4UegwiZZkZWWxWrVqFfu3IS8vjzk4OBT6O2Nqasq2bdumN8Pyjxw5ojBx2dixY3n/fjds8Cv0+6XJzfQXDe0V2JYtWzBu3Dhu29LSEuHh4ahevbqAUWlGYmKiQonn45EhJVWlShXe05MWLVqgatWqCk9QTofHYtHxCMSmZnFtjtam8O1bD70bOJbq3llZWZBKpWr75PX69Ws0bdoUL1++LPI4W1tbzJs3DxMmTCh0tVJiOA4fPswb0m9nZ4dHjx7x/radO3cOn376qdLz69atiwMHDqBhw4Yaj1Uddu/ejdGjR3Odd/Pt2bMHX331FQAgMjISTZo0QWZmptJrqKs8I5Mz3IhORkJ6FuwsTdHKtRIkYsN/OiskKtMIjDGGnj17Ijg4mGvr3bs3Tp48WS5KE4mJibwRPCEhIXj+/HmprmVnZ8cr8aRZVMOCc7HAR69j/tZGz2bFJiTJyckICwtDWFgYQkNDERoaijp16uDgwYNq+fnIZDL06tWL9/MvjouLC44dO6Y3bzKkdBhj6Nq1Kzd3CADMmTMHy5cv57ZHjBiB3bt3K5zr5eUFf39/vSjLAEWXKJ89e4bq1asjNzcX7du3x82bN5Uep67yjCY+wJDiUTKiA6Kjo9GwYUOuRgoAO3bswMiRIwWMSjivX7/mEpT8JCUmJqZU1xJb2MDEvjakDrVh0bAHjG0cALxPSBysTXF5djdIxCIwxhATE8MlHPnJx8eJkaWlJSIiIlCtWrWyfpsAgHnz5mHZsmXFHicSidCxY0d4eHhg4MCBsLe3V8v9iW4LDQ1F8+bNuQm9TExM8ODBA7i4uODt27ewt7fn/d0wMzODn58fRo0apRcfZhhj+PHHH7FgwQKl+2vUqMH1P/vhhx+waJFmR8+cDo/FhD238fGbnSofYEjpUDKiIz7+ZGBjY4N79+7ByclJwKh0R0JCgkKJR9UExWHEGpg4uoPJZchNeoGchCfoafcOCU8fIiwsDMnJycVew8/PDxMnTlQ5fmWPfU/+eQL9+vUr8rw2bdrAw8MDgwcPRtWqVVW+L9F/X3/9NbZv385td+/TH1N+9EPYXyfwg8+3XPsnn3yC33//HfXr1xciTJUxxjBz5kysXr260GM8PT2xe/duXL9+He3bt1co4eRTR3lGJmfo8NMFxKZmQZ6bDbGxCW//xx9giHpRMqIj5HI5unTpgkuXLnFt/fr1w5EjR/TiE44QEhISFEo8L168UH6wWILK/WYh7foh5L6OBsvLUfl+EokEkydPhrOzM6pWrYqqVavCyckJTk5OMDMzK/Q8ZY99K8qS8ei3yXibnqZwfNOmTTF06FAMGTIELi4uKsdJDEtsbCzc3Nx4T0Dsv/oZqVeDkPUkBAAwatQobNiwARYWFkKFqRKZTIbx48dj27ZtRR63efNmDB8+HE2aNCl0GQt1lWfyJ1rLfBKCpFPrULn/bJhWU5yPZf/YNmhbq2RT9JOSo2REhzx69AiNGjVCVtaHN619+/bxpo8nRYuPj0dISAiOnLuEPX9eRE7sI8gykmBsVxNOo9chNyUOGWGnkPHfOcgzFROB0qpUqRKcnJx4SUrVqlURl2eGzbdSIKlgC7GFNUQiMeS52YjfMxM5CR9muK1fvz6XgGhzaQCiH0ZOmY1dG37mto3taiI3IRoiYylse07E7p9m6k35IDs7G56enjh48GCxx96/fx+//vorNm3apHS/Oic3Oxr2EhM3nkLczmmQZ78FRGJU+nQiLJv05h3369Am6N+EnlKqGyUjOmb16tW8hfNsbW0REREBOzs7AaPSP/mPXONSs5D39g1k71IhreLC7Wd5OTB+dg0Vn/2FW4V0iFM7sQSVek9F9vO7eBt+HkYVnWDfpCv+XDsbjRtRZ1SinEzO0G7pKYSsGgVZ+muuXVLBFnYeS2BSubrelA/y8vLg5eWFoKAgpQvbFVSlShUEBASgb9++hR6jzsnNgv97hs+6d0Zu4ocRfkaVqsJx1DpeyYaejGhGSd+/afYYLZk2bRpat27NbSclJencNPH6QCIWwbfv+0esRhYVeYmICIDYSIoNvtNw88YN3LhxA6NGjYKJiYnyi6mLXAZZ2mtILKzhOOpXOI39DUathuGdBfULIoW7EZ2M+HcMNp1HcG3GVVxQZeBCSCtXBwMQm5qFG9HF93kSmpGREfbv34/c3Fy8efMGe/bsKfTYVq1a4Ztvvil0f6dOnTB58mS1xMUYw8bFM3iJCADYfTmfS0REeD+qppVrJbXck5QOLX6hJRKJBAEBAWjatClyct73azhw4AA8PDx4cw6Q4vVu4IiNns0U+ms4fDRMr2XLlti+fTtWrVqFgIAAbNy4UekU9/3798cPP/yAly9f4uXLl3j16hX3//nbiYmJRcZkVqsFTBz4j5QT0rMKOZqQD78fFvU6I+vpHVjU7wIzlyaFHqcPJBIJLC0ti5w59vnz54iPj1e6z8zMDAEBAWqb62fFihX44w/FspHE8v0KwfnPm3z71tP5p0+Gjso0WrZs2TLMmzeP27a3t8e9e/dga0uPB1Wl6gRGMpkMp0+fhp+fH06fPs09TrawsEBcXFyRczdkZ2fj1atXePXqFf4KeYA1R69BlpGMvPQkyDKSUKX/HEgsbHjn0GNfUpT8jpXF0bffo61bt2Ls2A8r8To7O8PDwwOrVq0q9lx1lmdOnjyJ//3vf0rLRk7jt8LYxoHmGdEC6jOio3Jzc9GmTRvcvn2ba8sf5ka05/Hjx9i4cSMCAgLw5s0bbN++nbfAYVEK9ltR9o+HhgqSkjDE36OUlBS4u7vj9esPfWCCgoIwYMAANGzYEJGRkYWe26lTJ/z1119qeSry6NEjtGzZkrcoYUErdhxFpw7taQZWLaA+IzrK2NgYAQEBvOXh9+zZgxMnTggYVflTq1YtrFq1Ci9fvkRAQADu3r1b4nML9lv5+M8YPfYlJWWIv0eLFy/mJSKdO3fG4MGDIZFIilzqQJ3lmfT0dAwYMICXiHx87zrWcrStZatXr62ho2REAI0bN8b333/Paxs/fjxSUlKECagcMzMzw+jRo4ucoEmZ/H4rDtb8P3IO1qY0myMpMUP6Pbp//z7Wr1/PbYvFYvz6668QiUT4+eef8d9//xV67ooVK1CrVq0yxyCXyzFy5EhERERwbebm5rxpFYD3cxkRHaPGxfk0Rt9W7S2J7Oxs1qBBA97KlGPGjBE6LKIifVg5mOg+ff89ksvlrFevXry/Z99++y1jjLHbt28zIyOjQlfk7dSpE5PJZGqJY8mSJbxri0Qi5uTkpHDPxYsXq+V+pHi0aq8euHXrFtq0acObCvns2bPo2bOngFERQohqjh8/zlsCwcbGBo8ePYKFhQWaN2+O+/fvKz3PzMwMd+/eVctTkRMn3i/DUPAtrV+/fjh27JjCsZMmTcKGDRvKfE9SPOozogdatGiBmTNn8trGjh2L9PR0gSIihBDVZGdnw9vbm9e2ePFiVK5cGXPnzuUlIh8vgaGu8szDhw/x1Vdf8RKRvn374saNG0qPpzKN7qFkRGC+vr6oU6cOt/3s2TPMmTNHwIgIIaTk1q5di8ePH3Pb9evXx4QJE3Du3Dn8+uuvvGMLJgvqmtwsLS0NAwYMQFrah2Ug6tWrh6ZNmyIuLk7pOYXNc0KEU6pkxM/PDy4uLjA1NUXr1q0LzT7zpaSkYNKkSXB0dISJiQnc3d1x8uTJUgVsaExNTREQEMD7xODv74+///5bwKgIIaR4r169wpIlS3htv/76K9LS0oocKq+u0TNyuRxeXl548OAB12ZtbY2AgACsXbu20PMoGdE9Kv8mBAUFwcfHB76+vrh9+zYaN26MXr16FfrYKycnBz179sTTp09x8OBBPHz4EFu2bKFl0wto164dpk2bxmsbM2YM3r17J0xAhBBSAnPmzOGtOvzFF1+gW7dumDhxIl69esW1f5x0qKs8s3jxYl6fEJFIhP379yMoKIj3pORjVKbRQar2jG3VqhWbNGkSty2TyZiTkxNbvny50uM3btzIatasyXJyclS9FccQR9N87O3bt6xWrVq8Ht/e3t5Ch0UIIUpdvXqV9/fKxMSEPXnyhO3du1dhRAs0MHrmyJEjCqNkli1bxqKjo5lUKi109E7+V3Z2thpeBVKckr5/q/RkJCcnByEhIejRowfXJhaL0aNHD1y9elXpOceOHUPbtm0xadIk2Nvbo0GDBli2bBlvBMnHsrOzkZaWxvsydObm5ti2bRuvbe3atYW+roQQIhS5XK4wbfuMGTMgkUgwceJEXjsr0E9EXeWZ+/fvw8vLi9c2aNAgzJkzBwsXLuTW/yoKPR3RLSr9RiQmJkImk8He3p7Xbm9vX2hHoSdPnuDgwYOQyWQ4efIkFixYgNWrV2Pp0qWF3mf58uWwtrbmvpydnVUJU2917tyZ9w+ZMYavv/5aYcIeQggR0s6dO3Hz5k1uu2rVqpg9ezZGjRrFm/lUIpHwzlNHeSY1NRUDBgzgjTps2LAhtm/fjrt37+Lu3bvw8fHBqVOnMGbMGN655ubm3P9TvxEdo8rjlpcvXzIA7MqVK7z2mTNnslatWik9x83NjTk7O7O8vDyubfXq1czBwaHQ+2RlZbHU1FTuKyYmxuDLNPnS0tJYjRo1eI8T58yZI3RYhBDCGHv/2N3e3p73N2rv3r1s9erVvDaJRKL28oxMJmOff/4577oVK1ZkUVFRjDHGe59hjLG2bdtyx4nFYhYZGcnatGnDALCTJ0+WKRZSMhop01SuXBkSiUQho4yPj4eDg4PScxwdHeHu7s7LkD/55BPExcUV+ijNxMQEVlZWvK/ywtLSElu2bOG1rVy5Erdu3RIoIkII+WDJkiW894D27dujYcOGmDt3Lu+4gqV4dZVnfH198eeff3LbYrEY+/fv5562FHyfyc3NRWhoKLddv359uLm54eLFi5gwYQI9GdExKv1mSKVSNG/eHMHBwVybXC5HcHAw2rZtq/Sc9u3bIyoqCnK5nGuLjIyEo6MjpFJpKcM2bD179uQ9XpTJZBg9enSJ6qCEEKIpkZGRvLlDRCIRVq1aBU9PT97fp4ILgQLqKc8cOnRIoby/fPly9OrVS+nx9+7d45W4W7ZsCeD9h11/f3/079+/TPEQNVP1kUtgYCAzMTFhO3bsYBEREWzcuHHMxsaGxcXFMcYY8/Ly4pUVnj9/ziwtLdnkyZPZw4cP2YkTJ5idnR1bunSp2h/zGJKUlBRWtWpV3uNIX19focMihJRjffr04f1N+uabb9isWbN4bR+PZFFHeSY8PJxZWFjwruvh4cHk8sLX8Nm8eTPveH9//zLFQEqnpO/fpVoob/369ax69epMKpWyVq1asWvXrnH7OnfuzEaOHMk7/sqVK6x169bMxMSE1axZk/34448Ktb2ilMdkhDHGjh8/zvvHZGRkxMLCwoQOixBSDv3555+8v0fW1tbs8OHDCkN3C36Zm5tz/TlKKzk5mdWuXZt33UaNGrGMjIwizxs3bhzvnJs3b5YpDlI6tFCegfDy8sKePXu47aZNm+L69eswNjYWMCpCSHmSk5ODhg0bIjIykmtbtmwZNm3ahOfPn3NtxsbGyM3N5bbXrVuHKVOmlPq+MpkMffv2xalTp7i2SpUq4datW3B1dS3y3GbNmnF9RqRSKdLT06lrgABooTwD8euvv/KGUoeGhmLlypUCRkQIKW/WrVvHS0Q++eQTRERE8BIRMzMzXiLSqVMnTJo0qUz3XbBgAS8REYvFCAoKKjYRycrKwt27d7ntxo0bUyKi4ygZ0XGVKlWCv78/r23RokWIiIgQKCJCSHkSFxeHxYsX89oGDhzIe2IrEomQmZnJbZubm5d59Mzvv/+O5cuX89p+/vln3qSbhblz5w7y8vK47RYtWpQ6DqIdlIzogS+//BJDhgzhtnNycvD1118XOYstIYSow/fff8+bYOzTTz9V+ID0cdm4rKNn7t69q7DQ3vDhw+Hj41Oi8wtOyAZ8GElDdBclI3pi/fr1sLW15bavX79e5KqUhBBSVjdv3sT27du5balUiszMTCQnJ3NtVlZWvGG9ZS3PJCcnY8CAAbyFQps0aYItW7bwVjcvLu6CKBnRfZSM6Ak7OzusX7+e1zZ//nw8evRIoIgIIYZM2foznTt3xqVLl7htY2Nj3tphZS3PyGQyDBs2DE+ePOHaKleujCNHjvCmci9OwUkizc3NUbdu3VLFQ7SHkhE9MnToUN5EPVlZWRgzZgxvQjlCCFGHvXv34tq1a9x2lSpVeIkIoP61Z77//nucPXuWd/0DBw6gRo0aJb5Geno67t+/z203a9ZMYRI2onsoGdEjIpEIGzduhI2NDdd26dIlhfotIYSURXp6OmbPns1rq1ChAm9G08qVK/O2y1qeCQoKws8//8xrW7VqFbp27arSdW7fvs1bKZhKNPqBkhE94+joqNBXZM6cOYiOjhYmIEKIwVm2bBliY2O57apVq/L+xlhYWCAxMZHbLmt55s6dOxg9ejSvzcvLC999953K1/q4vwiNpNEPlIzooREjRqB3797c9tu3bzF27Fjowfx1hBAdFxUVhTVr1vDaXr16xdv+uDRclvJMUlISBgwYwBsa3Lx5c/z2228l7rBa0MeLitKTEf1AyYgeEolE2Lx5MywtLbm24OBgbN26VcCoCCGGYPr06bzRMZaWlrwPOk5OTrzEoSzlmby8PHh4eODp06dcW5UqVXDo0CGYmZmV6poFn4zY2Nigdu3apboO0S5KRvSUs7MzVq1axWubPn06YmJiBIqIEKLvzp49i2PHjnHbxsbGvDlGbG1teU9JylqemTNnDm8VeCMjI/z++++oXr16qa6XlJTEG4nTokWLUj1dIdpHyYgeGzt2LLp168Ztp6enY/z48VSuIYSoLDc3F9OmTVNoy/fxLKtA2coz+/btw+rVq3ltv/zyCzp37lyq6wFASEgIb5v6i+gPSkb0mEgkwtatW3nj70+dOoXdu3cLGBUhRB/5+fnxhsR+PGy3Ro0avInIylKeCQ0NxZgxY3hto0aNKvNaNjTZmf6iZETPubq6YsWKFby27777jtcTnhBCivL69Wv88MMPvLaCy01Uq1aN16+jLOWZ169fY8CAAbxhwS1btsTGjRvLXFKhZER/UTJiACZNmoQOHTpw2ykpKZgwYQKVawghJTJv3jykpqYq3SeVSvHmzRteW2nLM/kdVguu9mtnZ4dDhw7B1NRU5et9rOBIGjs7O1SrVq3M1yTaQcmIARCLxdi2bRvvH/PRo0dx4MABAaMihOiD27dvFzkSz9XVFW/fvuW2y1KemTlzJv766y9u28jICAcPHlRL0hAbG4uXL19y2y1btqTOq3qEkhED4e7ujiVLlvDaJk+ejNevXwsUESFE1zHGMHXq1EKfotatWxcPHz7ktstSntm9e7fChI3r1q1Dx44dVb6WMlSi0W+UjBgQb29vtGrVittOTEzElClTBIyIEKLLAgMD8e+//yrdZ2lpiRcvXvDaSlueCQkJwbhx43htY8aMwbfffqvytQpDk53pN0pGDIhEIkFAQACkUinXFhQUhMOHDwsYFSFEF719+xYzZ84sdL+rqysyMjK47dKWZxISEvDFF1/wOqy2adMGfn5+ai2j0DTw+o2SEQNTv359LFy4kNc2YcIEJCcnc9tyuVxhPD4hpHxZsWIFr49FQS1btsR///3HbZe2PJObm4vBgwfzJmN0cHDAH3/8ARMTk9IFrgRjjJeMVK9eHXZ2dmq7PtE8SkYM0KxZs9C0aVNuOz4+Ht7e3tz2jh07sHLlSiFCI4TogOjo6EL/Btjb2+PBgwe8ttKWZ6ZPn45//vmH2zY2NsYff/wBJycnla9VlKdPnyIpKYnbphKN/qFkxAAZGxtj+/btMDIy4tp27dqFP//8E6mpqZg7dy5Onz7Nm12REFJ+zJgxA9nZ2Ur3OTs786aAL215ZseOHVi/fj2vbcOGDWjXrp3K1yrOx/1FqESjfygZMVCNGzfG999/z2sbP348Zs2ahYSEBKSmpuLy5csCRUcIEUpwcDAOHTqkdF/37t15b+ylLc/cuHFDoXPquHHjFDqxqguNpNF/lIwYsHnz5qFBgwbc9suXL7F582Zu+/jx40KERQgRSF5eHr777jul+2rXro0bN27w2kpTnomLi8OXX37Je/LSrl07rFu3TvWAS+jjZKR58+YauxfRDEpGDJhUKsW2bdsK7bF+/PhxmqWVEANX8N/4xo0bce/ePYVjjIyMUKVKlTKXZ3JycjB48GBex1gnJyccPHhQrR1WC/q4Q76bmxtsbGw0ci+iOZSMGBjGGNasWYMePXrAzc0NnTp1KjThiIqKQmRkpJYjJIRo0549exATE4PExESFkXb5+vXrh6tXr3LbpS3PeHt788q/UqkUf/zxBxwdHUsXfAlERkbykigq0egno+IPIfpEJBJhzJgxOHfuHKKiooo9/vjx46hTp44WIiOECGHPnj24cOECTE1NkZKSorC/RYsWOHfuHK+tNOWZbdu2wd/fn9fm7++PNm3aqByzKqi/iGGgJyMGyNraGsePH8e0adOKPfbEiROaD4gQIoikpCQEBwdjx44dvP5i+SpUqABzc/Myl2euXbuGiRMn8tomTJiAMWPGlC5wFdDMq4aBkhEDZWRkhF9++QWbNm3iDfH92OXLlxVW5CSEGIZjx45BJpMBeN+34mODBg3izQNSmvJMbGwsvvzyS+Tk5HBtHTp0UFiHRlMKPhkRi8Vo0qSJVu5L1IuSEQM3fvx4nDlzBhUrVlS6XyaT4fTp01qOihCiDQcPHix036effoo//viD16ZqeSYnJweDBg1CbGws11a1alUcPHiQtyyFpuTm5iI0NJTbrl+/PiwsLDR+X6J+lIyUA926dcO1a9fg7u6udD8N8SXE8KSkpODs2bNK9xkbGyMlJaXM5ZmpU6fiypUr3LaJiQkOHz4Me3v70gWtonv37vHWvKESjf6iZKSccHd3x7Vr19C9e3eFfadOnUJeXp4AURFCNOX48eOF/rvOzc3lzSlibGyscnlm8+bN+O2333htmzZt0mpCQDOvGg5KRsqRihUr4tSpUwozI6akpBS6jDghRD/t2rWrxMeuXLlSpfLMlStXMHnyZF7blClTMGrUqBJfQx1oJI3hoGSknDE2Noa/vz/WrVvH+xR07PhxXH2chKNhL3H1cRJkcpoMjRB9lZaWhgsXLpTo2M6dO2PKlCklvvarV68wcOBA3tpWnTt3xurVq1WOs6wKJiNSqRSNGjXSegxEPWiekXJIJBJhypQpcHNzg4eHB9LS0uC/8wD+MOrKHeNobQrfvvXQu4HmJisihGjGypUrlY6e+Zi5uTm2bdtW4vJMdnY2vvzyS8TFxXFtzs7OOHDgAIyNjUsdb2lkZWXh7t273Hbjxo210mmWaAY9GSnHevfujZ93HYORjQOyEmOQm/xhCue41CxM2HMbp8Nji7gCIUTX5OXllXgdGFVGzzDGMGnSJFy/fp1rMzU1xeHDh2FnZ1eqWMvizp07vD4x1F9Ev1EyUo7J5Aw7IvLg4LUa0qqfIPPxh0ee+UWaRccjqGRDiB7ZsGED0tLSij2uc+fOKo2e2bRpE7Zt28Zr27x5s2CL0lF/EcNCyUg5diM6GbGpWZC9fYO8N7HIffOKt58BiE3Nwo3oZGECJISoJDk5GQsWLFBor1ChAm9b1fLMpUuXMHXqVF7btGnT4OXlVfpgy4hmXjUslIyUYwnpWZDnZiHx6M+Qv0tBRuhJJJ5cC3lOlsJxhBDdJZMzXH2cBK+J05GRkcHb16BBA4XjVSnPvHjxAoMGDeKVRLp27YqVK1eWLegyKvhkxNzcHHXr1hUwGlJW1IG1HLOzNMWb4K3ITXrOtWVG3YC8oxfEUlPecYQQ3XQ6PBaLjkfgWdQDxB7gD+ft378/3r17h/DwcK5NlfJMVlYWvvzySyQkJHBt1atXR1BQUJHLTGhaeno67t+/z203a9ZM0HhI2dGTkXLs+a1gZNzhTwVf+XNvGFnaAgBEeD+qppVrJQGiI4QU53R4LCbsuY1XKZl4E7wZYB9G0Jg4N4RLs468FXlVKc8wxjBhwgTeEwgzMzMcOXIEVapUUe83oqLQ0FAw9qEvG5Vo9B+lkuVUdHQ0xo8fx2uzbDkAZrXe/6MW/X+bb996kIhFIIToFpmcYdHxCDAAmZFXkfXsP26fyMQctj2/xYZlM3nnqFKe8fPzw44dO3htW7duRdOmTcsaepl93HmVRtLoP0pGyqHc3FwMGzYMqampXJtFVXdU7DyS23ageUYI0Wn5HdABIPPZHd4+m06jkPxXAGTZ77g2Vcozf//9N6ZNm8Zrmz59OoYPH162oNWERtIYHkpGyqGFCxfy5gqoUKECbl04gWRJJSSkZ8HO8n1php6IEKK7CnYst/10AkxrNELKP7sgMpJCJBEjKzqE269Keeb58+cYPHgwZDIZ19a9e3esWLFCvd9AGRRMRmxsbFC7dm0BoyHqQMlIOXPu3DmFPyq//fYb6ri7CRQRIaQ0Pu5YblGnPcxrt0Z23GMkHOAP7y1peSYzMxNffvklXr9+zbW5uLgI3mG1oOTkZDx58oTbbtGiBUQi+uCk76gDazkSHx+vMC/A6NGjdebRKyGk5Fq5VoKjtSl4b8NiCVL/3QeW86E806mE5RnGGMaPH4+QkA9PVPI7rNra2qox8rKhlXoNEyUj5YRcLseIESMQHx/PtdWpUwfr168XMCpCSGlJxCL49q0H4EOH87d3z/HKMyZmZggoYXlm3bp12L17N68tICAAjRs3VlvM6kD9RQwTJSPlxOrVq3H27Flu28TEBIGBgbCwsBAwKkJIWfRu4IiNns3gYG2KvLREJAdv5e1f+dNPJSrP/PXXX5g+fTqvbdasWRg6dKha41UHmnnVMIlYwcHaOiotLQ3W1tZITU2FlZWV0OHonevXr6NDhw68GRTXr1+PyZMnCxgVIURd8mRydOz2Ka79E8y1de7cGRcuXCj2qcjTp0/RokULJCUlcW2ffvopTp48CYlEorGYS6tatWp4+fL9op52dnaIi4ujPiM6rKTv3/RkxMClpqZi2LBhvESkf//+Ki2QRQjRbbt27uAlIiUdPfPu3Tt88cUXvESkZs2a2L9/v04mIrGxsVwiArx/KkKJiGGgZMSA5XdIi46O5tqqVauGgIAA+gdMiIF48eIFvL29eW0lGT3DGMPYsWMRFhbGtVlYWODIkSOoVEk3Z12mEo3homTEgAUEBCAoKIjbFovF2Ldvn87+oSGEqCY/oUhLS+PaSjq52S+//IJ9+/bx2nbs2IGGDRuqPU51oc6rhouSEQMVERGBKVOm8Np8fX3RsWNHgSIihKjb9u3bcfr0h/WlzM3NERAQUGx55vz585g5kz9V/Ny5czFo0CCNxKkuNA284aJkxABlZmZi6NChyMzM5No6d+6MefPmCRgVIUSdYmJiFMozP/30E2rWrFnkedHR0fDw8IBc/mFRvc8++wxLlizRSJzqwhjjJSPVq1eHnZ2dgBERdaJkxABNnz4dd+/e5bZtbW2xd+9eneyQRghRHWMM48aNUyjPTJw4scjz3r59iwEDBiA5OZlrq127tl78fXj27Bmvoy2VaAwLJSMG5tChQ9i4cSOvbceOHahatapAERFC1K005RnGGMaMGYP//vuwum+FChVw5MgRVKxYUaPxqgOVaAxbqZIRPz8/uLi4wNTUFK1bt8aNGzdKdF5gYCBEIhEGDBhQmtuSYjx79gxjxozhtX333Xf43//+J1BEhBB1K215ZuXKlbwO7QCwc+dO1K9fX+0xagJ1XjVsKicjQUFB8PHxga+vL27fvo3GjRujV69eSEhIKPK8p0+fYsaMGdSBUkPy8vIwfPhwpKSkcG1NmzbFTz/9JFxQhBC1Km155uzZs5g7dy6vbf78+fjyyy81EqcmfDyst3nz5gJFQjRB5WRkzZo1GDt2LEaPHo169eph06ZN3CPCwshkMnz11VdYtGhRsdk7KZ0ffvgBV65c4bYtLCwQGBgIExMTAaMihKhTacozjx8/xtChQ3kdVv/3v/9h0aJFGo1VneRyOW8BPzc3N9jY2AgXEFE7lZKRnJwchISEoEePHh8uIBajR48euHr1aqHnLV68GHZ2dgolhMJkZ2cjLS2N90UKd+HCBSxbtozXtnHjRri7uwsUESFE3UpTnsnIyMCAAQPw5s0brs3d3R179uwp0eJ5uiIyMpL3PkAlGsOj0m9jYmIiZDIZ7O3tee329vaIi4tTes7ly5exbds2bNmypcT3Wb58OaytrbkvZ2dnVcIsV16/fg1PT08UXGLIy8sLXl5eAkZFCFGn0pRnGGMYPXo0wsPDuTZLS0scOXIE1tbWGo1X3WjmVcOn0dQ4PT0dXl5e2LJlCypXrlzi8+bOnYvU1FTuKyYmRoNR6i+5XI6RI0ciNjaWa3Nzc4Ofn5+AURFC1K005ZkVK1bg4MGDvLbdu3fjk08+0VicmkKdVw2fkSoHV65cGRKJBPHx8bz2+Ph4ODg4KBz/+PFjPH36FH379uXa8uuWRkZGePjwodL1E0xMTKivQwmsXbsWp06d4raNjY0RGBgIS0tLAaMihKhTacozp06dUpjk0NfXF/3799dIjJpWMBkRi8Vo0qSJcMEQjVDpyYhUKkXz5s0RHPxhdUi5XI7g4GC0bdtW4fi6devi7t27CAsL47769euHrl27IiwsjMovJSSXyyGTyXhtt27dwpw5c3htK1euRLNmzbQZGiFEg0pTnnn06BGGDx/OK93269cPCxcu1GismpKXl4fQ0FBuu379+rCwsBAwIqIJKj0ZAQAfHx+MHDkSLVq0QKtWrbB27Vq8ffsWo0ePBgCMGDECVatWxfLly2FqaooGDRrwzs/vAf1xOync33//jRcvXnD9QNLS0jB06FDk5uZyx/zvf//D1KlThQqREKIBqpZn0tPTMWDAAN4Q/7p162L37t161WG1oHv37iErK4vbphKNYVI5GfHw8MDr16+xcOFCxMXFoUmTJjh9+jTXqfX58+d6+0uvq/bu3YuLFy9i6NChMDIywoQJE/D48WNuv5OTE7Zv3w6RSCRglIQQdVK1PJPfhywiIoJrs7KywpEjR2BlZaXRWDWJZl4tH0Ss4LM8HZWWlgZra2ukpqbq9T+q0sjKyoKDgwNSU1OxZcsWGBkZcU+hgPf10wsXLqBz584CRkkIUSfGGPr06cN7KtK5c2dcuHCh0A97S5cuxYIFC7htkUiEY8eO6f0MzOPHj8fmzZu57Zs3b1JCokdK+v6t8pMRol2nTp1CamoqAGDhwoXc/+ebP38+JSKEGBhVyzMnTpxQ6BOyaNEivU9EAP6wXqlUikaNGgkYDdEUSkZ03N69e7n/LziEFwA6duzI+yRECNF/qpZnHj58iK+++orXYfWLL75QGE2jj7KysngL+zVu3BhSqVTAiIimUOcOHZaamooTJ04Uuv+7775DZmamFiMihGiSqqNn0tLSMGDAAN7x9erVw86dOw2i796dO3eQl5fHbVN5xnDp/2+rAfvjjz+QnZ1d6P5BgwbBysoKrq6uWLlyJfSg+w8hpAiqlGfkcjlGjBiBBw8ecG3W1tY4cuSIwcw1RDOvlh+UjOiwffv2lei4YcOGwdvbm0bTEKLHVC3PLFmyBEePHuW2RSIR9u/fDzc3N43GqU0082r5QX1GdNSrV69w4cKFIo+xtbXF7t278dlnn2kpKkKIJqhanjl27Bh++OEHXtvSpUsN7m9BwWTE3NwcdevWFTAaokmUjOiowMDAIssu7dq1Q2BgIM1iS4gBUKU88+DBA3h6evLaBg0ahLlz52o8Tm3KyMjA/fv3ue1mzZrByIjesgwVlWl0VMFRNB+bMWMGLl68SIkIIQZAlfJMamoq+vfvj/T0dK6tQYMGBjnp4e3bt3kfyKhEY9gozdRBDx48wO3btxXabWxssHPnTvTr10+AqAgh6sYYw9ixY0tUnpHL5fD09ERkZCTXZmNjgyNHjqBChQpaiVebaObV8oWSER2krONqy5YtceDAAbi4uGg/IEKIRmzfvh1nzpzhtosqz/zwww+8of5isRiBgYFKVz43BNR5tXyhZERHyOQMN6KTEZ+WiW07dvP2TZ06FStXrqTJfggxIKqUZw4fPowlS5bw2pYvX45evXppNEYhFRzWa2Njg9q1awsYDdE0SkZ0wOnwWCw6HoHY1Cxkv3yAuJinAADzCpbYtWM7Bg4cKGyAhBC1UqU8ExERgREjRvDaPDw8MHPmTI3HKZTk5GTeYqAtWrTQep+YnDw5dl99imfJ71Cjkjm82rpAakTdLDWFkhGBnQ6PxYQ9t5HfTevt/b8BAFK7mqg4YA4s6rQTLjhCiEaUtDyTkpKC/v37IyMjg2tr1KgRtm3bZnAdVgv6eLIzbfcXWX4yAlsuRUNeYEDjjyfvY2xHV8ztU0+rsZQXlIwISCZnWHQ8gktEmFyGjPC/YNHoU9j2/BZiIykWHY9Az3oOkIgN9w8PIeVJScszMpkMw4cPR1RUFNdWqVIlHD58GBYWFlqJVShlmXn18OHDWL9+PZydndGoUSO4ubnBzc0NNWvWhImJSbHnLz8Zgd/+iVZolzNw7ZSQqB8lIwK6EZ2M2NQsbvvt/UtgOe+Q/SIC2a8ewLR6I8SmZuFGdDLa1rIVMFJCiDqoUp5ZuHAhTp06xW2LxWIEBQUVOiOrISlL59Vq1arhzp07+Ouvv3jtYrEYNWrU4JITNzc3uLu7w83NDS4uLmCMITTsP6xevwPZsY+QHfsItp9OhElV/kRrWy5FY/qndalko2aUjAgoIf1DIsIYQ8Z/ZwAmR17yC8Tv/x4WDbqhYtcxvOMIIfqrpOWZgwcPYtmyZby2n3/+GT169NBKnEIrmIzY2dmhWrVqxZ4TFRWF+fPnIygoCMD7p0jJycncfrlcjujoaERHR+Ps2bO8c/NLXh9PNJn5/D+FZETOgN1Xn2JMR8NPCrWJUjsB2Vmacv+fHROO7Od3efvfhl/Aqy3jce3k75DL5doOjxCiRiUtz4SHh2PUqFG8tuHDh8PHx0fTIeqE2NhYvHz5kttu2bJlkf1jEhISMHnyZHzyySdcIuLs7KzS0xTGmNIZr3NfP1V6/LPkdyW+NikZSkYE1Mq1EhytTSECYFq9IewGL4KRjQPvGHlWBlbM80bHjh1x9+5d5RcihOi0kpZnkpOT0b9/f7x9+5Zra9KkCbZs2WLQHVYLKq6/SE5ODh4+fIgDBw6gV69eqFq1Kvz8/JCXl8cdExMTw3sCVSoSI6CQJTlqVDIv27WJAirTCEgiFsG3bz1M2HMbIgBmNZvD8Ws/pF09gNTrfwDyD/+4rly5gmbNmsHHxwcLFy40+A5shBiSkpRnZDIZhg0bhidPnnBttra2OHz4MMzNy8ebn0zOcPjs37y2hIQEeHt7IzIyEpGRkYiOjoZMJlP7vWvVqoVOnTrj2CszGDu4QVqlBkQSY4XjxCLAq62L2u9f3olYUaux6Yi0tDRYW1sjNTUVVlZWQoejdgXnGclnk50A9u9W/HfzisLx1atXx4YNG9C3b19thkkIKYWYmBg0aNCA91Rk/fr1mDx5Mu+4OXPm4KeffuK2JRIJzp49i27dumktVm1ijCExMRGPHj1CZGQkTv97G+euhuHNo1tgOZkav79IJEKzZs0wdepUDBo0iEv4ChtNk298Jxreq4qSvn9TMqIj8mdgTUjPgp2lKVq5VoJYBOzevRvTp09HYmKiwjkDBgzAunXraME8QnQUYwyfffYZ76lIly5dEBwczHsqEhQUhKFDh/LO/eWXXzBt2jRthaoxGRkZXMLx8VdKSorW4zE1NcU333yD6dOnF7q8hrJ5RsQi0DwjpUDJiAFJTk7GnDlzsGXLFoV9FhYWWLx4MaZOnUrLaxOiYwICAjBmzBhu29zcHHfv3uV1Wr1z5w7atWuHd+8+dIr09PTErl279KafSE5ODp48eaI04YiNjRUkpj59+uDkyZPcto2NDSZPnowpU6bAzs6u2PNpBlb1oGTEAP3777/49ttvER4errCvcePG2LRpE9q0aaOwLzExEe/evUP16tW1ESYhBCUrzyQlJaFly5aIjv5QFmjWrBkuX74MMzMzrcZbHLlcjpiYGIVk49GjR4iOjlbfiD/R/7/hs7JdTyKRQCaTwcnJCT4+Phg3bhwsLS3VECBRBSUjBio3Nxdr167FDz/8wPskBbyvgY4bNw7Lly9HxYoVufabN29i1KhRuHz5Mq+dEKIZJSnP5OXl4bPPPsP58+e5Y6pUqYJbt24J9sGBMYbXr18rJBuRkZGIiopCVpZ65jwyMTFB7dq14e7uDpG1I/6ON4JRRScYV6oKsbkNACAvJRYsNweAHLK3qRjeyArOZnmIj49HQkIC99/8/8/JyVG4T6VKlXD37l04OTmpJW6iOkpGDNyzZ88wZcoUHD9+XGGfnZ0dVq9eja+++goikQgnTpxA37590bFjR5w9exampqZKrkgIUZeSlGdmzpyJVatWcdsSiQTBwcHo3LmzxuNLS0vjkoyP+3Okpqaq5R5isRguLi5wd3fnZjrN/39nZ2dIJBIAwNXHSRi25Vqx19s/tk2hM1EzxpCWlsYlKLGxsUhISMDr169Rv359DB48WC3fE1EdJSPlAGMMR48exZQpU/DixQuF/d26dYO/vz8uX76Mb775BgAwePBgBAYGKsz4SAhRj5KUZ/bt24evvvqKd966deswZcoUtcWRnZ2Nx48fK+08GhcXp7b7ODo6Kk04SroWjEzO0OGnC4hLzYKyNyMRAAdrU1ye3Y3W6NJDlIyUIxkZGfD19cWvv/6qMP5eKpWifv36CA0N5dqmTZuGX375RdthEmLwSlKeCQ0NRfv27ZGZ+WH46siRI7F9+3aVO6zKZDKl/TgiIyPx7NkztfXjsLa25pKMgl9ubm5q6YeRv3o5AF5Ckv9qbPRsht4NHMt8H6J9lIyUQ2FhYfj2229x/fr1Yo9dvXp1uZlemhBt2bZtG/cUElAszyQmJqJFixZ49uwZd0zLli3xzz//FFo+ZYwhISFBacIRFRWltK9EaZiYmPCebBT8qly5ssZH9iibb8nR2hS+fetRIqLHKBkpp+RyOTZv3ow5c+YUW/sNDAyEh4eHliIjxLAVV57Jy8tDr169cOHCBW6/nZ0dQkJCUK1aNaSmpiotqTx69Ih3zbIQi8VwdXVVmnBUq1ZN8PKtsvmWqDSj3ygZKefi4+Px2Wef8cozH5NKpThz5gy6dOmivcAIMUAlKc/4+PjwyqNisRi9e/dGeno6IiMjER8fr7Z4nJyclJZUatasCalUqrb7EFIcSkbKsVevXsHb2xsHDhwo9lhra2tcvnwZDRo00EJkhBimj8szpqam8Pf3R3p6Oh49eoSLFy8qnR+oLGxsbFCnTh2FzqNubm6oUKGCWu9FSGlRMlJObd26FT4+PkhPTy/xOdWqVcPVq1dRrVo1DUZGiOFgjCEuLg6RkZG4fv06FixYoLa+GwWZmZnxkoyCTzpsbW31ZoZWUn6V9P2b5g83MJ6ennB1dcW5c+dw/vx53L59G8Xlmy9evECfPn1w6dIlWFtbU92WkP+XkpJS6LoqGRkZarmHRCJBzZo1lXYerVq1quD9OAjRBnoyYuASExNx4cIFnDt3DufOneP14v9Y165dMW1VAJafeUw92km5kZmZicePHytNOF6/fq3We0mlUgwZMgRNmzblEg5XV1cYGysuVU+IIaAyDVHAGMPjx4+5pyYXLlxQWDXT4pPOsO07HSLRh09jNNaf6Lu8vDw8e/ZMacIRExNT7NPDkjI3N0ejRo3g7u6OyMhIXLv2YWZRY2Nj/PXXX2jfvr1a7kWIPqBkhBQrLy8PISEh75+anD+PS5f/BZPlwarVl6jY9WsAAGNyiERimgWR6DzGGGJjY5UOjX38+DFyc3PVch8zMzO4u7sjLi6ONwKmffv2+OeffyAWi7Fjxw6MHj2ad96mTZswfvx4tcRAiL6gZISo5OrjJHj4/YXsmHBkPg2DSfVGyHkZgdzE56gycCHXUa6o9SEI0YY3b94oXcgtMjISb9++Vcs9jIyMULNmTYWhse7u7nBycsL27dsLndzs5s2b6NixI7Kzs7n948aNw2+//aaW2AjRJ9SBlagkIT0LYqkZzGq1BGMMyWc3Qpb+vl7+7uG/sKjbgTuOEE179+4doqKilC7klpiYqLb7ODs7K11XxcXFpdB+HDExMQqzF//000+oWbMm4uPj8cUXX/ASkbZt22LdunVqi5kQQ0TJCAEA2Fl+mIpalpbAJSIA8CZ4C8xcm0FsYs47jpCyyM3NxdOnT5WOVomJiVHbfSpXrqx0aGzt2rVhbm6u0rUYYxg7dixvRtQuXbpg4sSJyMnJwaBBg/Dy5Utun6OjI/74448SLRhHSHlGyQgBALRyrQRHa1PEpWahQpPPkPHfOeTEPwYAyDKSkPrvPtT7YjJauVYSOFKiTxhjePXqldKOo0+ePEFeXp5a7mNhYaF0aKybmxsqVVLf72xAQABvllULCwts27YNYrEY3t7euHz5MrdPKpXi0KFDcHSkTt+EFIeSEQIAkIhF8O1bDxP23IZYLEGlTycibvcM5K+hmXbrGEbMnkydV4lSycnJShOOR48e4d27d2q5h5GREWrVqqV0XRVHR0eNTwBWVHlm27Zt8Pf35+3z8/NDmzZtNBoTIYaCOrASnoIrZyad8UNG2CluX7t27XDp0iWahKmcevv2LdeP4+OEIykpSW33qV69utInHC4uLjAyEubzU1Frz9y4cQOdO3fmzcA6YcIEheSEkPKIRtOQUsufgfXJyzhM/qILUpI/dBgMCAjgDVmMiYmBs7OzAFESTcjNzUV0dLTS0SovXrxQ232qVKmiNOGoXbs2zMzM1HYfdfl47RkLCwv8999/MDc3R/PmzfHq1StuX4cOHRAcHEwL0hECSkaImuzatQsjR47ktm1tbfHw4UPY2toiMzMTLVu2xM2bN3XyDYQoJ5fL8fLlS6VDY588eQKZTKaW+1SoUEHp0Fg3NzdUrFhRLffQhpiYGDRo0IDXaXXDhg0YO3YsunbtiitXrnDtVatWxa1bt+Dg4CBEqIToHBraS9TCy8sLW7duxaVLlwAASUlJmDt3LjZv3oylS5fi3r17uHLlCrp37y5wpKQgxhiSkpKUDo199OgRMjMz1XIfY2Nj1K5dW+loFQcHB71fyK2w0TMTJkzAxIkTeYmIiYkJDh06RIkIIaVAyQgpkkgkgr+/P5o2bcqNfNiyZQtat26Nn3/+GQAQHBxMyYhAMjIylPbjiIyMxJs3b9RyD5FIhBo1aigdrVK9enXB+nFoQ2GjZ7Zu3aowidnGjRvRqlUrbYdIiEGgMg0pkVmzZmHlypVK97Vs2RI3btzQckTlR05OjkI/jvyvgn0VysrOzk7pSJVatWrB1LT8zS9TWHmmadOm6NKlC296+cmTJ2P9+vVChEmITqM+I0StMjIyUKdOHaVvfmKxGElJSbCxsdF+YAZCLpfjxYsXShOOp0+fqq0fh6WlpdKEw83NDdbW1mq5hyEobPTM7t270bJlS8TFxXHtnTp1wvnz52nlXUKUoD4jpMyOHj2KxYsXIyEhAa9fv+ZNcV2QXC7HxYsXMWDAAO0GqGcYY0hMTFQ6NPbRo0fIylLPVPtSqZTrx/Fx51F7e3u978ehDcrKM/7+/hg8eDAvEalWrRp+//13SkQIKSNKRkih+vXrhwcPHmDOnDnFHhscHEzJyP9LT0/ndRot+P8pKSlquYdIJIKLi4vShKN69eqQSCRquU95pGxysxUrVmDNmjW4du0a12ZiYoLDhw/Dzs5O2yESYnAoGSGFEolEmD17NhwcHDBmzJgiSwXBwcFajEx42dnZePLkidLRKrGxsWq7j4ODg9KRKjVr1iyX/Tg0rbDRM2KxGFu3buUdu3nzZrRo0ULbIRJikCgZIcUaOXIk7OzsMGjQoEKn9r5//z5evXoFJycnLUenOXK5HDExMYX245DL5Wq5j5WVFerUqaOQcLi5uVEfKS1TVp6ZMGECvvrqK95x3333HUaMGKHt8AgxWNSBlZTYjRs38Pnnnxe6hPvu3bvh6emp5ajKhjGG169fK004oqKiCu0noyoTExOFfhz5X1WqVKF+HDpA2eiZJUuWYMOGDYiPj+faunTpgrNnz1I/EUJKgDqwErVr1aoVrly5gl69eiE6Olphf3BwsM4mI2lpaUqXqo+MjOS9+ZSFWCxW6MeR/1WtWjXqx6HDlJVnOnXqhKNHj/ISkerVq+PAgQOUiBCiZpSMEJW4ubnhypUr6NOnD0JDQ3n7goODwRgT7FN+dnY2Hj9+rHS0SsEREGXl6OiodGhszZo1YWJiorb7EO1RVp6xs7PDwYMHuTZTU1McPnwYVapUESJEQgwaJSNEZQ4ODrh48SIGDhyI8+fPc+0xMTGIioqCm5ubxu4tk8nw/PlzpQu5PXv2TG39OKytrVGnTh2FhMPNzQ2WlpZquQfRDcpGz/Tp0we///47r23r1q1o1qyZNkMjpNwoVTLi5+eHlStXIi4uDo0bN8b69esLnQZ5y5Yt2LVrF8LDwwEAzZs3x7Jly2jaZD1nZWWFP//8E6NHj8a+ffu49nPnziNRXAkJ6VmwszRFK9dKkIhVe1LCGEN8fLzSobFRUVG8pdrLwtTUlLd4W8HEo3LlytSPoxxQVp5p0qQJDh06xDvOx8dHoRMrIUR9VE5GgoKC4OPjg02bNqF169ZYu3YtevXqhYcPHyodb3/x4kUMGzYM7dq1g6mpKX766Sd8+umnuHfvHqpWraqWb4IIQyqVYvfu3XB0dMTq1asBAAs2BsLyeXXuGEdrU/j2rYfeDRwVzk9NTS20H0d6erpaYpRIJHB1dVW6rkq1atUgFovVch+inz4uz5ibm+P58+e8Yezdu3fHTz/9JER4hJQbKo+mad26NVq2bIkNGzYAeD/80dnZGVOmTCnR5FgymQwVK1bEhg0bSjw0jkbT6L6xM32xddViiM2sUG3KHohE79/kWV4O8t7E4utGpqiQxR+1kpCQoLb7Ozk5Ke046urqCqlUqrb7EMOhbPSMs7MzYmJiuG0XFxfcunULtra2QoRIiN7TyGianJwchISEYO7cuVybWCxGjx49cPXq1RJd4927d8jNzUWlSpUKPSY7O5s3pFJdox2IZsjkDOGVOqFy3xlI/HMt0q79jqzn4chNfglZ2msADEvVcB8bGxuFfhzu7u6oXbs2KlSooIY7kPJCWXnG3t6el4iYmZnhyJEjlIgQogUqJSOJiYmQyWSwt7fntdvb2+PBgwclusbs2bPh5OSEHj16FHrM8uXLsWjRIlVCIwK6EZ2M2NQsWNTrArG5DdJD/0TW09DiT1TCzMxMaUnFzc0Ntra21I+DqMXH5RmpVMobwpt/TOPGjbUdGiHlklZH06xYsQKBgYG4ePFikVNZz507l9e7PS0tDc7OztoIkZRCQvqHBd7MXJpAnpmOzMjCn5RJJBLUrFlT6boqVatWpX4cRKOUjZ7Jzc3lbc+cORNDhw7VZliElGsqJSOVK1eGRCJR+AQRHx8PBweHIs9dtWoVVqxYgfPnz6NRo0ZFHmtiYkLzNegRO0t+Yimt4gIAkFhWhnElJxhVrArjik74flg39OvcAq6urjRpFBGEsvKMsbExLxn59NNPsXz5ciHCI6TcUikZkUqlaN68OW+FVrlcjuDgYEyePLnQ837++Wf8+OOPOHPmDC0sZYBauVaCo7Up4lKzwAAYVXKCs/dBiKXvkxQRAAdrU3iP6abyMF9C1Onj8oxYLOYlIjVr1sT+/ftptlxCtEzl5+E+Pj7YsmULdu7cifv372PChAl4+/YtRo8eDQAYMWIEr4PrTz/9hAULFiAgIAAuLi6Ii4tDXFwcMjIy1PddEEFJxCL49q0H4H3iIRJLeIkIAPj2rUeJCBGUsvJMwUnyzM3NceTIkSI71xNCNEPlZMTDwwOrVq3CwoUL0aRJE4SFheH06dNcp9bnz5/zllDfuHEjcnJyMGjQIDg6OnJfq1atUt93QQTXu4EjNno2g4M1v2TjYG2KjZ7NlM4zQoi2KCvPfGzHjh1o2LChFqMihOSjVXuJWsnkDDeik8s0Aysh6rZt2zZ88803he6fM2cO9RMhRANK+v5NyQghxKApm9ysoN69e+PEiRPUT4QQDSjp+zeNoSSEGKziyjO1atXCvn37KBEhRGCUjBBCDNbHo2cKsrCwwNGjR1GxYkUtR0UI+RglI4QQg6Rs9ExBu3btQv369bUYESGkMJSMEEIMTnHlmXnz5uHLL7/UclSEkMJQMkIIMQi5ubnIy8sDUHR55vPPP6e1rwjRMVpdm4YQQjTl6NGjkMvlaNu2baHlGTc3N+zZs4c6rBKiYygZIYQYhE2bNuHNmzeoUqWK0vKMpaUljh49ChsbG+0HRwgpEiUjhBC99+jRIwQHBxd5zO7du/HJJ59oKSJCiCqozwghRO9t3ry5yP2+vr7o37+/lqIhhKiKkhFCiF7LyspCQEBAofv79euHhQsXajEiQoiqKBkhhOi1P/74A8nJyUr3OTo6Yvv27RCL6U8dIbqM/oUSQvTaunXrCt0XGxuLatWqoWPHjpg5cyZCQ0O1GBkhpKQoGSGE6K3w8HDcuHGjyGMyMzPx77//QiKRoF69elqKjBCiChpNQwjRW999912xx9SsWRM7d+5Ehw4dtBARIaQ06MkIIUQvRUZG4sKFC0UeM27cONy5c4cSEUJ0HD0ZIYToHcYYBg4cWOh+BwcHbNu2DX369NFiVISQ0qInI4QQvRMQEIDw8HCl+wYPHozw8HBKRAjRI5SMEEL0SkxMDKZNm6bQbmNjg7179yIoKAi2trbaD4wQUmpUpiGE6AWZnOH6kyRMHumFjIwM3r7u3btjx44dqFatmkDREULKgpIRQojOOx0ei0XHIxD5zzEkX/mbt++HH37AggULaGIzQvQYJSOEEJ12OjwWE/bcRm7aa7y5sJW3z7rdULQeOI4SEUL0HP0LJoToLJmcYdHxCDAAKZf2gOW84/aZODeATYfhWHQ8AjI5Ey5IQkiZUTJCCNFZN6KTEZuaBQCo1GM8LOp1BQCIjE1h22caIBIjNjULN6KVr01DCNEPVKYhhOishPQs7v/FJuao3Hc6LBp0hexdKoxtHJQeRwjRP5SMEEJ0lp2lqUKbmWuzEh1HCNEfVKYhhOisVq6V4GhtClEh+0UAHK1N0cq1kjbDIoSoGSUjhBCdJRGL4Nv3/Uq7Hyck+du+fetBIi4sXSGE6ANKRgghOq13A0ds9GwGB2t+KcbB2hQbPZuhdwNHgSIjhKgL9RkhhOi83g0c0bOeA25EJyMhPQt2lu9LM/REhBDDQMkIIUQvSMQitK1Fa84QYoioTEMIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQVEyQgghhBBBUTJCCCGEEEFRMkIIIYQQQZUqGfHz84OLiwtMTU3RunVr3Lhxo8jjf//9d9StWxempqZo2LAhTp48WapgCSGEEGJ4VE5GgoKC4OPjA19fX9y+fRuNGzdGr169kJCQoPT4K1euYNiwYRgzZgxCQ0MxYMAADBgwAOHh4WUOnhBCCCH6T8QYY6qc0Lp1a7Rs2RIbNmwAAMjlcjg7O2PKlCmYM2eOwvEeHh54+/YtTpw4wbW1adMGTZo0waZNm0p0z7S0NFhbWyM1NRVWVlaqhEsIIYQQgZT0/VulJyM5OTkICQlBjx49PlxALEaPHj1w9epVpedcvXqVdzwA9OrVq9DjASA7OxtpaWm8L0IIIYQYJpWSkcTERMhkMtjb2/Pa7e3tERcXp/ScuLg4lY4HgOXLl8Pa2pr7cnZ2ViVMQgghhOgRnRxNM3fuXKSmpnJfMTExQodECCGEEA0xUuXgypUrQyKRID4+ntceHx8PBwcHpec4ODiodDwAmJiYwMTERJXQCCGEEKKnVHoyIpVK0bx5cwQHB3NtcrkcwcHBaNu2rdJz2rZtyzseAM6dO1fo8YQQQggpX1R6MgIAPj4+GDlyJFq0aIFWrVph7dq1ePv2LUaPHg0AGDFiBKpWrYrly5cDAL777jt07twZq1evxueff47AwEDcunULmzdvVu93QgghhBC9pHIy4uHhgdevX2PhwoWIi4tDkyZNcPr0aa6T6vPnzyEWf3jg0q5dO+zbtw/z58/H999/Dzc3Nxw5cgQNGjRQ33dBCCGEEL2l8jwjQqB5RgghhBD9o5F5RgghhBBC1I2SEUIIIYQIipIRQgghhAiKkhFCCCGECIqSEUIIIYQIipIRQgghhAiKkhFCCCGECIqSEUIIIYQIipIRQgghhAhK5enghZA/SWxaWprAkRBCCCGkpPLft4ub7F0vkpH09HQAgLOzs8CREEIIIURV6enpsLa2LnS/XqxNI5fL8erVK1haWkIkEqntumlpaXB2dkZMTAyteaNB9DprD73W2kGvs3bQ66wdmnydGWNIT0+Hk5MTbxHdj+nFkxGxWIxq1app7PpWVlb0i64F9DprD73W2kGvs3bQ66wdmnqdi3oiko86sBJCCCFEUJSMEEIIIURQ5ToZMTExga+vL0xMTIQOxaDR66w99FprB73O2kGvs3bowuusFx1YCSGEEGK4yvWTEUIIIYQIj5IRQgghhAiKkhFCCCGECIqSEUIIIYQIyuCTET8/P7i4uMDU1BStW7fGjRs3ijz+999/R926dWFqaoqGDRvi5MmTWopUv6nyOm/ZsgUdO3ZExYoVUbFiRfTo0aPYnwv5QNXf6XyBgYEQiUQYMGCAZgM0EKq+zikpKZg0aRIcHR1hYmICd3d3+vtRAqq+zmvXrkWdOnVgZmYGZ2dneHt7IysrS0vR6qd//vkHffv2hZOTE0QiEY4cOVLsORcvXkSzZs1gYmKC2rVrY8eOHZoNkhmwwMBAJpVKWUBAALt37x4bO3Yss7GxYfHx8UqP//fff5lEImE///wzi4iIYPPnz2fGxsbs7t27Wo5cv6j6Og8fPpz5+fmx0NBQdv/+fTZq1ChmbW3NXrx4oeXI9Y+qr3W+6OhoVrVqVdaxY0fWv39/7QSrx1R9nbOzs1mLFi1Ynz592OXLl1l0dDS7ePEiCwsL03Lk+kXV13nv3r3MxMSE7d27l0VHR7MzZ84wR0dH5u3treXI9cvJkyfZvHnz2KFDhxgAdvjw4SKPf/LkCTM3N2c+Pj4sIiKCrV+/nkkkEnb69GmNxWjQyUirVq3YpEmTuG2ZTMacnJzY8uXLlR4/ZMgQ9vnnn/PaWrduzcaPH6/ROPWdqq/zx/Ly8pilpSXbuXOnpkI0GKV5rfPy8li7du3Y1q1b2ciRIykZKQFVX+eNGzeymjVrspycHG2FaBBUfZ0nTZrEunXrxmvz8fFh7du312ichqQkycisWbNY/fr1eW0eHh6sV69eGovLYMs0OTk5CAkJQY8ePbg2sViMHj164OrVq0rPuXr1Ku94AOjVq1ehx5PSvc4fe/fuHXJzc1GpUiVNhWkQSvtaL168GHZ2dhgzZow2wtR7pXmdjx07hrZt22LSpEmwt7dHgwYNsGzZMshkMm2FrXdK8zq3a9cOISEhXCnnyZMnOHnyJPr06aOVmMsLId4L9WKhvNJITEyETCaDvb09r93e3h4PHjxQek5cXJzS4+Pi4jQWp74rzev8sdmzZ8PJyUnhl5/wlea1vnz5MrZt24awsDAtRGgYSvM6P3nyBBcuXMBXX32FkydPIioqChMnTkRubi58fX21EbbeKc3rPHz4cCQmJqJDhw5gjCEvLw/ffvstvv/+e22EXG4U9l6YlpaGzMxMmJmZqf2eBvtkhOiHFStWIDAwEIcPH4apqanQ4RiU9PR0eHl5YcuWLahcubLQ4Rg0uVwOOzs7bN68Gc2bN4eHhwfmzZuHTZs2CR2aQbl48SKWLVsGf39/3L59G4cOHcKff/6JJUuWCB0aKSODfTJSuXJlSCQSxMfH89rj4+Ph4OCg9BwHBweVjiele53zrVq1CitWrMD58+fRqFEjTYZpEFR9rR8/foynT5+ib9++XJtcLgcAGBkZ4eHDh6hVq5Zmg9ZDpfmddnR0hLGxMSQSCdf2ySefIC4uDjk5OZBKpRqNWR+V5nVesGABvLy88M033wAAGjZsiLdv32LcuHGYN28exGL6fK0Ohb0XWllZaeSpCGDAT0akUimaN2+O4OBgrk0ulyM4OBht27ZVek7btm15xwPAuXPnCj2elO51BoCff/4ZS5YswenTp9GiRQtthKr3VH2t69ati7t37yIsLIz76tevH7p27YqwsDA4OztrM3y9UZrf6fbt2yMqKopL9gAgMjISjo6OlIgUojSv87t37xQSjvwEkNEya2ojyHuhxrrG6oDAwEBmYmLCduzYwSIiIti4ceOYjY0Ni4uLY4wx5uXlxebMmcMd/++//zIjIyO2atUqdv/+febr60tDe0tA1dd5xYoVTCqVsoMHD7LY2FjuKz09XahvQW+o+lp/jEbTlIyqr/Pz58+ZpaUlmzx5Mnv48CE7ceIEs7OzY0uXLhXqW9ALqr7Ovr6+zNLSku3fv589efKEnT17ltWqVYsNGTJEqG9BL6Snp7PQ0FAWGhrKALA1a9aw0NBQ9uzZM8YYY3PmzGFeXl7c8flDe2fOnMnu37/P/Pz8aGhvWa1fv55Vr16dSaVS1qpVK3bt2jVuX+fOndnIkSN5xx84cIC5u7szqVTK6tevz/78808tR6yfVHmda9SowQAofPn6+mo/cD2k6u90QZSMlJyqr/OVK1dY69atmYmJCatZsyb78ccfWV5enpaj1j+qvM65ubnshx9+YLVq1WKmpqbM2dmZTZw4kb1580b7geuRv/76S+nf3PzXduTIkaxz584K5zRp0oRJpVJWs2ZNtn37do3GKGKMnm0RQgghRDgG22eEEEIIIfqBkhFCCCGECIqSEUIIIYQIipIRQgghhAiKkhFCCCGECIqSEUIIIYQIipIRQgghhAiKkhFCCCGECIqSEUIIIYQIipIRQgghhAiKkhFCCCGECIqSEUIIIYQI6v8ANivS4lQNbOYAAAAASUVORK5CYII=", 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" ] @@ -141,9 +157,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 2 solution | Length = 4.70\n" + ] + }, { "data": { - "image/png": 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UR0REBP73v/8xdb1d7OFevaxWJVk5k5H3799jxIgRMDc35+t8fHzw5csXDUdWfDVq1MCZM2fwzz//KLQAffnyBd999x3c3Nxw7949gSIkhOSHkhENyMzMxO7du+Hk5ISNGzeiXLlyzPEhQ4bwTc361FUzcuRI5htpp2698PuYFlrXalBUHMfhu+++Q0yM9s8Gyvkh/e7dO1hYWDC75yYnJ+PAgQOaDk0lRCIR+vXrh+DgYPz0008wNDRkjgcGBsLd3R3ffvstPn/+LFCUhJBccTogLi6OA8DFxcUJHUqRhIWFcTdv3uRkMhnHcRxnZmbGIWtmKweAe/HiBffixQuua9eu3NSpUwWOVjX+/vtv5jkC4G7cuCF0WCp18OBBhecIgEtKShI6NAX3799nYpw9ezbHcRwXGBjI1NerV4//PdVlz58/5zp37qz036dMmTKcp6cnJ5VKhQ6TEL1X0M9v2ptGwzIzMxW+tX358gVWVlbgOA6PHz9mBhbqosePH6NZs2ZITf06ZVcikSAjI0Pju8KqS1RUFOrWrav0W3ZycjJMTU0FiCp3UVFRsLX9Or148ODB/KZ0zZs3Z7owbt26hVatWmk8RlXjOA5Hjx7FjBkzlK7h4+bmhq1btwq+BD4h+qygn9/UTaNhkZGRTFkkEvH/QCKRSOcTkZiYGPTr149JRACgfPnyepOIAMDUqVN1qrm/XLlyzKyTd+/e8f+v6wNZcyMSiTBw4ECEhITgxx9/hIEBuxWXn58fmjZtiu+++w6xsbECRUkIASgZ0biPH9k1NkqVKqU3H9KZmZkYOnQoQkNDFY45OTkJEJF6HD58GEeOHMn1uDb+e4pEImYQ6/v3X6dbDx48GNbW1nz58OHDiI6O1mR4amVubo41a9bg0aNHaN++PXOM4zhs27YNtWrVwu7du/VqNhshuoSSEQ3LmYxYWVkJFInqzZ8/P9fpyw4ODpoNRk0+ffqE7777Ls9ztDEZAdgZNeHh4fweNGZmZhgzZgx/LD09HXv27NF0eGpXt25dXLlyBX/99Rfs7NjB09HR0Rg/fjxat26Nhw8fChMgISUYJSMaJv+NFFBcCVNX/fXXX1i/fn2ux3O++euq//3vf/m2GmhrMiI/o0YmkzGJ8aRJk5hzd+zYoZetBCKRCMOGDUNISAhmzpwJiUTCHL9z5w4aN26M6dOnIy4uTqAoCSl5KBnRsFevXjHlChUqCBSJ6gQGBmLChAl5nqMPz/Po0aP8oE9dpGytkWx16tRB27Zt+fLLly9x9epVjcWmaZaWltiwYQMePHiA1q1bM8dkMhl+++031K5dG/v379e73bQJ0UaUjGjYmzdvmLK27gFSUJ8+fUL//v0VBqzmpOvJSHR0NN89Y2BggFKlSuV6rra2jOSVjAD6O5A1L/Xr18eNGzewb98+lC9fnjkWGRmJ0aNHo127dggKChIoQkJKBkpGNCznFENdHkuRkZGBwYMHMzMzcqPr3TTPnz/H77//jqCgICQlJaF+/fq5nqsryUjOf7f+/fszC/IdP35cYYyTPhKJRBg1ahSeP3+O//3vfxCL2bfFmzdvomHDhpg9ezYSEhIEipIQ/UbJiIblnNprb28vUCTFFxQUhJ49e2L37t04ffo0WrRokeu5ut4y0rJlSwwePBj16tVDbGwssy6Hi4sLtm3bprVJSLacq7DmbBkxNjbG+PHj+bJUKsWuXbs0Eps2sLa2xm+//YaAgAC4u7szx6RSKTZs2AAnJyccPHiQum4IUTFKRjQs59oUOZeG1yWNGjXCnDlzMHbsWLRr105h11cTExP+/3U9GZF35swZ5sOoT58+mDx5Mvbt2weJRKK1SUl+3TQA8O233zJlT0/PErfJXMOGDXH79m14e3vDxsaGOfbx40cMGzYMnTp1wrNnzwSKkBD9Q8mIBqWlpSEpKYmpy9lPrav279+P9PR0viyRSHDo0CEYGhrC3Nyc2ZBN1508eZIp9+nTB0DWXjyHDx/W2mTE0tKSWQFRWfdatWrV0LVrV778/v17nDt3TiPxaROxWIzx48fj+fPnmDJlisK/6dWrV9GgQQPMnTsXiYmJAkVJiP6gZESDIiIiFOp0uWVE3tq1a5ly586d0adPH+zatUvnx4vIS0lJYdZSsbOzg6urK1/u37+/wpgDbSLfVaOsZQQomQNZc1OmTBls3bqVX61VXmZmJtauXYs6derg6NGj1HVDSDFo77umHlI2GFAfWkbu37+vsOrqjz/+CCCrtWDLli1ChKUWV69eRXJyMl/u3bu3VicfOcl31Xz+/Jl5Ltl69eqFihUr8uWzZ8/i7du3GolPWzVp0gR3797Fjh07UKZMGeZYWFgYBg4ciG7duuHFixcCRUiIbtOdd1E9kDMZyW+KqK7IudiZjY0Ns2ZF586dNR2S2pw6dYop9+7dW6BIiqYg40YMDAzg4eHBlzmOg5eXl9pj03ZisRjffvstnj9/jokTJyocv3jxIurXr48FCxYoTfIIIbmjZESDciYj1tbWWju+oKDi4uJw7Ngxpm7y5Mk61VpQUDKZjElGTE1N0bFjRwEjKrz8ZtRkmzhxIvNvuHPnTn75+JLOxsYGXl5e8PX1ZbrogKyl9FesWIG6devixIkT1HVDSAHp3yeGFsuZjOQcqa+L9u3bp/AhlXNGhr4IDAxk/g07d+4MU1NTASMqvIK0jABZi/HJt/pERkbixIkTao1N1zRv3hx+fn7YsmULs9EgALx9+xb9+vVDr169FFZdJoQoomREg3K+8ev6dFeO47Bhwwamzt3dXeEDT1/k7KLJnkWjS/Jb+EweDWTNn0QiwXfffYfnz59j7NixCsfPnj2LevXqYcmSJUhJSdF8gIToCEpGNCjnG7+uf2jfuXNHYXn7GTNmCBKLJshP6RWJROjVq5eA0RRNQbtpAKBLly7MCsFXrlyhAZq5KF++PHbv3o1bt26hQYMGzLG0tDQsXboUzs7OOHPmjEAREqLdKBnRoJxLwdva2goUiWps3ryZKZcqVQp9+/YVKBr1ev/+PbO1vJubm07+++XcCymvZEQsFivs5uvp6amWuPRFq1atEBAQgM2bNzNrugDA69ev0atXL/Tr108hiSekpKNkRIOioqKYsi5P642OjsY///zD1I0ePRrGxsYCRaRe+tBFA2Qt+S7/e5ffvkLjxo2DoaEhX969e3e+myKWdAYGBpg2bRpCQkIwcuRIheMnTpxA3bp1sWLFCqSlpQkQISHah5IRDUlOTlZYqVGXFzzbu3cvMjMzmTp9HbgK6P6UXnk5Fz7La8aHra0tBgwYwJdjYmJw5MgRtcanL+zs7LB//35cv34d9erVY46lpKRgwYIFcHZ2xoULFwSKkBDtQcmIhoSHhyvU6WrLiEwmw2+//cbU1alTBw0bNhQmIDVLSEjA1atX+bKDgwOcnZ0FjKh45McqJSUl4cuXL3meTwNZi6dt27Z48OAB1q9fr7AtwsuXL9GtWzcMHDgwzy4zQvQdJSMaok+rr169elWhef+7774TKBr1u3jxIrPvTp8+fXR6fZjCzKgBsj5Ma9euzZf//fdfPHnyRC2x6StDQ0PMnj0bISEhGDJkiMLxo0ePwsnJCWvWrGF+1wgpKSgZ0RBlyYiudtPkXN7dwMAAw4cPFyga9dOnLhqgcDNqgKyZQzlbR3bs2KHyuEoCe3t7HDx4EJcvX4aTkxNzLDk5GfPmzYOLiwuuXLkiUISECIOSEQ3Rl2Tk48ePCrvW9u/fX2G/Dn0hlUqZ6ZiWlpZo06aNgBEVX0EXPpM3evRomJiY8OV9+/bRbrXF0LFjRzx69AirV6+GmZkZcywkJASdOnXC0KFDFWbgEaKvKBnRkJzJiImJicKbkC7YtWsXZDIZUye/j4m+uXv3LqKjo/lyt27dYGRkJGBExVfYbhoga/da+e6FhIQEHDx4UOWxlSRGRkaYO3cunj17hm+++Ubh+KFDh+Dk5IRff/2VluIneo+SEQ3JmYzoYquIVCrF1q1bmbqKFSuiQ4cOAkWkfjlbgXR1Sq+8wnbTZKOBrOpRpUoVHDlyBOfOnUONGjWYY4mJiZgzZw4aNWqEGzduCBQhIepXpGRky5YtcHBwgImJCZo1awY/P788z9+0aRNq164NU1NTVK5cGTNnzixxaxXkTEZ0cSn4c+fOKcwKmjhxIiQSiUARqZ/8eBGJRILu3bsLGI1qVKhQAQYGBny5oMlIs2bN4OLiwpcDAgJw//59lcdXUnXr1g1BQUFYvnw50yUGAE+fPkW7du0watQoRERECBQhIWrEFdLBgwc5IyMjbteuXdzTp085Dw8PztramouMjFR6/p9//skZGxtzf/75JxcaGspduHCBs7Oz42bOnFnge8bFxXEAuLi4uMKGqzVq1qzJAeB/evXqJXRIhdajRw/mOQDgXr9+LXRYavPixQvmubZt21bokFSmSpUq/PNycHAo8OO2bdvGvCYTJkxQY5QlV2hoKNenTx+FvzcAnKWlJbdp0yYuIyND6DAJyVdBP78L3TKyYcMGeHh4YNy4cahbty62b98OMzMz7Nq1S+n5d+7cQcuWLTF8+HA4ODigS5cuGDZsWL6tKfomZ8uIrk3rffv2Lc6ePcvUtW/fHo6OjgJFpH76suqqMvJdNR8+fFAYB5SbESNGMGtl+Pj45LtOCSk8BwcHnDhxAqdOnVL4G4uPj8eMGTPQuHFj/PvvvwJFSIhqFSoZSU9PR0BAADp16vT1AmIxOnXqBF9fX6WPadGiBQICAvjk4/Xr1zh79ix69OiR633S0tIQHx/P/OiyhIQEJCUlMXW6NmbEy8tLoW7ChAkCRKI5+jalV578INaMjAxERkYW6HEWFhYYMWIEX05OTsaBAwdUHh/J0qtXLzx9+hSLFy9W2Grh8ePHaNWqFcaNG6ew1QQhuqZQyUh0dDSkUqnCBmG2tra59mMOHz4cy5YtQ6tWrWBoaIjq1aujXbt2+Omnn3K9z6pVq2BlZcX/6Prutrq+4FlGRobCBmmWlpbMMuH6JjY2Frdu3eLLTk5OqFmzpoARqVZRZtRky7l53vbt2/NcUp4Uj6mpKZYsWYKnT58q/RK3Z88e1K5dG1u3boVUKhUgQkKKT+2zaa5fv46VK1di69atCAwMxLFjx3DmzBksX74818fMnz8fcXFx/I+uL5Os62uMHD9+HJ8+fWLqhg8fDlNTU4EiUr9z584xb+z61CoCFH1GDQA0atQIzZo148tPnz6l7gINqF69Ok6fPo3jx4+jatWqzLEvX75g6tSpcHNzw7179wSKkJCiK1QyYmNjA4lEotCkGxkZmevskIULF2LUqFGYOHEi6tevj/79+2PlypVYtWpVrv3UxsbGsLS0ZH50ma63jCibwjl+/HgBItEcfZzSK68oC5/Jo2m+whCJROjbty+Cg4Px008/MTsqA0BgYCCaN28ODw8PZn0cQrRdoZIRIyMjNG7cmFmqWCaT4cqVK3B3d1f6mOTkZIjF7G2yp4KWlKZdXW4Zef78ObNJHAA4OzujSZMmAkWkfunp6Th37hxfLlu2bK6/37qqON00ADB48GBYW1vz5cOHD9OHnwaZmZlhxYoVCAoKQufOnRWO79y5E7Vr14anp2eBBycTIqRCd9PMmjULXl5e2Lt3L549e4YpU6YgKSkJ48aNA5C1bPT8+fP583v37o1t27bh4MGDCA0NxaVLl7Bw4UL07t1br9enkKfLLSM5x4oAWa0iurxRXH5u3brFDJru2bOn3v2uFqebBsj6MBwzZgxfTk9Px549e1QRGimEWrVq4cKFCzh8+DAqVarEHIuJicGkSZPg7u5O68EQ7VeUecO///47V6VKFc7IyIhzc3Pj7t69yx9r27YtN2bMGL6ckZHBLVmyhKtevTpnYmLCVa5cmfvuu++42NjYAt9P19cZGTx4sMJaAampqUKHla/k5GSudOnSTNwGBgZcVFSU0KGp1bRp05jnfOTIEaFDUjmZTMaZmpryz9HNza3Q1wgODmZepxo1anBSqVQN0ZKCSEhI4H788UfOwMBA4f1GJBJxkydP5j5//ix0mKSEKejnd5GSEU3T9WSkVatWzBuDhYWF0CEVyL59+xTe1AYMGCB0WGolk8k4R0dH/vkaGRlx8fHxQoelFrVq1eKfZ4UKFYp0jbZt2zK/H5cuXVJxlKSwgoODufbt2ytdMM3GxobbtWsXJY1EY9S26BkpvJzdNDmnRmsrZYMS9X1tkadPnyI0NJQvt2/fHhYWFgJGpD7yXTWRkZFIT08v9DVoIKv2qVOnDq5cuQIfHx/Y2dkxx6KjozF+/Hi0bt0aDx8+FCZAQpSgZETNOI7TyU3yHj9+jDt37jB1FStWRJcuXQSKSDP0eaGznOQHsXIcV6Tt6vv378/8Ph8/flzpGCmiWSKRCEOHDkVISAhmzZqlMObpzp07aNy4MaZNm0Yr6BKtQMmImn358kVhU0BdGLy6Y8cOhboxY8YwG6zpo5xTektKMgIUfkYNkDUNX36at1QqzXVrCKJ5lpaW+PXXX/HgwQO0bt2aOSaTyfD777/DyckJ+/fvLzGzG4l2omREzXRxJk1iYiL27dunUJ89Y0pfRUZGMgtGNWzYUGHWiT4p7oyabN9++y1T9vT0pJVAtUz9+vVx48YN7N+/X6GbODIyEqNHj0bbtm3x5MkTgSIkJR0lI2qmi2uM+Pj4IDExkalr3bq1Xi2HrsyZM2eYb4f63CoCFH/hs2zVqlVD165dmevIr9NCtINIJMLIkSMREhKCadOmKaz/dOvWLTRq1AizZ8/W+f3AiO6hZETNdK1lhOM4bNu2TaFe31dcBfR/1dWcVJWMADSQVZdYW1tj8+bNCAgIUFjMTyqVYsOGDXBycoKPjw913RCNoWREzXStZcTf3x8PHjxg6szNzTFw4ECBItKMlJQUXLp0iS/b2dnB1dVVwIjUTxVjRrL16tULFStW5Mtnz57F27dvi3w9on4NGzbE7du3sWvXLtjY2DDHwsPDMXz4cHTs2BHBwcECRUhKEkpG1EzXWkaUfaMdMmQIzM3NBYhGc65evYrk5GS+3Lt3b4VmbH1jbm6O0qVL8+XitIwYGBjAw8ODL3McBy8vr2LFR9RPLBZj3LhxeP78OaZMmaKwsvK1a9fg4uKCuXPnKnTdEqJK+v1uqwV0qWUkNjYWBw8eVKgvCV00JWlKrzz51pHi7o49ceJEJoHbuXMnMjIyinVNohllypTB1q1b4e/vDzc3N+ZYZmYm1q5dizp16uDIkSPUdUPUgpIRNdOllpH9+/cjJSWFqatdu7bgm8RJZRx8X33GiYcf4PvqM6Qy1b4ZymQyJhkxNTVFx44dVXoPbSU/oyY2NrZY334rVarEJHGRkZE4ceJEseIjmtW4cWP4+vrC09MTZcqUYY6FhYVh0KBB6NatG168eCFQhERfUTKiZsqSkZz9s9qA4zilXTRCb4p3PigcrdZcxTCvu5h+8CGGed1FqzVXcT4oXGX3CAwMZP6dunTpAlNTU5VdX5upchArQANZ9YFYLIaHhweeP3/OdL1lu3jxIpydnfHzzz8zXZuEFAclI2okk8kQHs5+aJYuXRqGhoYCRZS7W7du4dmzZ0ydRCLBqFGjBIooKxGZciAQ4XHsonERcamYciBQZQlJSe2iAVSfjHTp0gUODg58+cqVK/QtWkfZ2NjA09MTd+/eVRjMnZGRgZUrV6JOnTo4fvw4dd2QYqNkRI0+f/6s0GeurV00yr7B9ujRQ2FvC02RyjgsPRUMZW9x2XVLTwWrpMtGfkqvSCRCr169in1NXZFz4bPizKgBsr5VT5o0ianz9PQs1jWJsJo1awY/Pz9s3boV1tbWzLF3796hf//+6NWrF169eiVMgEQvUDKiRroyeDUqKgpHjhxRqBdyUzy/0BiFFpH0T28RfXYTOGkmOADhcanwC40p1n3ev3/PbBjm5uamMxsZqoKqW0aArJV65Vv/du/erbAlAtEtEokEU6ZMwfPnzzF27FiF42fPnkW9evWwZMkShXFnhBQEJSNqpCuDV/fs2aO0BadHjx4CRQREJaSCk0mRHhWKxMcXEXt9NyIO/ICkJ5cRc2k73ywclVC8D7mcXTT6vtBZTupIRmxtbTFgwAC+HBMTozTZJbqnfPny2L17N27fvo0GDRowx9LS0rB06VLUq1cPp0+fFihCoqsoGVEjXWgZkclkSjfFGz16tEbHtkilUjx9+hR79+7F//73PywY3x/vNw5G+O7/IT7gNOL9/gGXnjVYLvHReST4HwcAlLcwKdZ9S9LGeMrY29szA5SL202TjQay6reWLVsiICAAmzdvhqWlJXMsNDQUvXv3Rt++fREaGipQhETXUDKiRrrQMnLp0iW8fv1aoV6dm+LJZDKEhITgwIEDmDlzJlq3bg1LS0s4Oztj7Nix+OOPPxD0wB9cZhqMK9WF7bBVMG/YjblG7LVdMP4QADfHMrncJX8JCQm4du0aX3ZwcICzs3ORr6eLjIyMUKFCBb6sipYRAGjbti1q167Nl//991/ahE3PGBgYYNq0aXj+/DlGjhypcPzkyZOoW7cufvnlF6SlpQkQIdEllIyokS4kI8q+sTZv3hx169ZVyfVlMhn+++8/+Pj4YM6cOWjXrh2sra1Rp04djBo1Cps2bcLt27eVThF0dm0G20FLYWBSCmU6TYKJQyO5oxzeHl2Nx48eMo/57bffCjyy/+LFi0hPT+fLffr0EXQas1ByLnymipkRIpFIoXVEWQsc0X0VKlTA/v37cePGDdSrV485lpqaioULF8LZ2RkXLlwQKEKiCygZUSNt76YJCwtTGDMBqG7FVY7jsHr1atSqVQvDhw/Hr7/+ihs3biAhISHfx7Zp0wa+Ny5jx/iWqGBlApFYgnL95sGw7NfZH2kpKejduzc+fPgAAIiOjsbcuXNx/fr1AsVXkqf0ypOfUZOSkoLPnz+r5LqjR4+GicnXbrR9+/bRkuJ6rE2bNnjw4AHWr1+vsH3Ey5cv0a1bN3zzzTcq6wokeobTAXFxcRwALi4uTuhQCqVJkyYcsmai8j9Xr14VOizekiVLFOIzNTVV+et85coVzt7eXuFeuf20a9eOS0xM5B+fKZVxd15Gc8cfhHFHrgVw5cqVY853dXXlEhMTuVWrVnEAuD59+uQbU2ZmJmdjY8Nfw9LSkktLS1Pp89YVM2fOZF7PwMBAlV17zJgxzLW9vLxUdm2ivcLCwrihQ4cq/fs2MzPjVq1aVWL/3kqagn5+UzKiRhUrVlT4Q3zy5ImgMb19+5bLzMzkMjIylCYIo0ePVst937x5w3z45/bTvn17JhFR5s6dO5yxsTHzuL59+3KVK1fmAHAikYj777//8rzG7du3mccPHjxYlU9Xp2zYsIF5LU6cOKGya/v6+jLXbty4scquTbTf5cuXOScnJ6V/67Vr1+YuX74sdIhEzQr6+U3dNGoilUoRERGhUC/0mJHTp09j+vTpOH36NN+9IU/Vm+KlpaVh06ZNaNKkCaKjo/M8t0OHDjh9+jRKlSqV53nu7u7YvXs3U3fixAl+8CXHcfj999/zvEbOWTQlbUqvPFUvfCavWbNmcHFx4csBAQG4f/++yq5PtFvHjh3x6NEjrF69GmZmZsyx58+fo1OnThgyZIjS9yJSwmgmNyoeXWwZ+fjxo8I3AZFIxGVmZgoa17JlyzgAXI0aNRTiq169OieTyVRyn8zMTG7v3r1c1apVC9Q107FjRy4pKalQ91i6dGmu1zM3N+e+fPmS62Plv61JJBLu8+fPxX3KOuvevXvMa/fjjz+q9Prbtm1jrj9hwgSVXp/ohnfv3nHffPNNrn+v69ev59LT04UOk6gYtYwITNng1bJly0IikQgQzVfZgxNfvnypcGzcuHHFnk3CcRxOnz6Nhg0bYsyYMXj79q3COfLbzANAp06dcPLkSYVvTrl5+/Yt9u3bhzdv3ihcK1tiYiJ27dql9Nh///2HkJAQvtyqVSuFHUpLEnUsfCZvxIgRzIBGHx8ffPnyRaX3INqvcuXKOHLkCM6fP4+aNWsyxxITEzFnzhw0atQIN27cEChCIiRKRtREW6f15jVTws3NDVevXsWff/6JnTt3QiaTFerad+7cQZs2bdC7d28EBQUpHO/atSsCAwOZjdQ6d+5cqERk7969qFmzJsaMGYPdu3fnGeNvv/0GqVSqUF/SV13NydbWllngTtWzHSwsLDBixAi+nJycjAMHDqj0HkR3dO3aFU+ePMEvv/yisDv206dP0a5dO4wcOVJhk1Gi5zTTUFM8uthNs337doWmyLZt2wodFte1a9cCdZv8888/Bb5mUFAQ16dPn1yv5ebmxswiqlOnDgeA69KlC5ecnFzo5xAUFMQ1a9asQM/j2LFjCo9v164dc86LFy8KHYO+cXR05F+PKlWqqPz6gYGBzGter149lXUJEt0VGhrK9e3bV+nfrqWlJbdp0yYuIyND6DBJMdBsGoEtWrRI4Y9r0KBBQofFVa9ePd8P8IKOGXjz5g03ZswYTiQS5Tpa/ujRowofOi4uLlzXrl25lJSUIj+PzMxMbuPGjZyZmVmez6VNmzbM42JiYjiJRMIfd3JyKnIM+qRNmzbMGBp1jG3KmUDeunVL5fcguun06dNMQiz/06BBA+727dtCh0iKiMaMCExbFzzLb9R627ZtsWLFijzPiY6OxqxZs1CrVi3s3btXYcVOe3t7eHl5ISgoCAMGDFAYh9K/f38cP36cWRCrsCQSCWbMmIEnT56gY8eOuZ538+ZNBAYG8uVz584xXTcldaGznORn1EilUrU0kdN+NSQ3PXv2xNOnT7FkyRIYGxszxx4/foxWrVph7NixiIqKEihConaayY2KRxdbRnr06KGQ4S9ZskTQmIKDg/NsRahQoQIXHh6e6+MTEhK45cuXc5aWlkofX7p0aW7t2rX5dr2ounleJpNx3t7enJWVldK45NdOGTJkCH07V2L+/PnM63Lnzh2V3yMpKYmztrbm72FkZMR9+vRJ5fchuu3ly5dK3z8BcNbW1twff/wh+KxEUnDUMiIwbRzAum3btlyPSSQS/P3338ymadnS09OxZcsW1KhRAwsXLkR8fDxz3MTEBPPmzcOrV6/www8/KAxKy0nV+7+IRCKMHz8ewcHB6Nevn8JxHx8fREREID09HefOnePry5YtC3d3d5XGoqvUPaMGAMzMzDBmzBi+nJ6ejj179qj8PkS3Va9eHadPn8bx48dRtWpV5tiXL1/w/fffo2nTprh7965AERJ1oGRETbStmyY5ORl79+7N9fiaNWvQunVrpk4mk8HHxwd16tTB999/j8jISOa4RCLBt99+i5cvX2LVqlUoXbq0WmIvqIoVK+LYsWM4fPgwk/hlZGRg67Zt2HHoDJNI9ezZU/Cp1tpCnQufyZs0aRJT3r59e6FnbRH9JxKJ0LdvXwQHB+Pnn3+GkZERc/zBgwdwd3eHh4dHvospEh2hoZaaYtG1bpr09HSlTYw3btwQLKbdu3fn2j0zYMAAputEJpNx58+f5xo1apTrYwYOHMiFhIQI9nzyEx0dzY0ePZqP17CUNWfeqCfzHH7eQPukZHv06BHz2kybNk1t92rbti1zr4sXL6rtXkQ/PH/+nOvSpYvS96IyZcpwO3bs4KRSqdBhEiWom0ZAypaBB4RtGcltsGDNmjWxe/duvuvEz88PHTt2RLdu3fDgwQOF8zt06AA/Pz8cPnwYtWvXVmvMxVG2bFns3bsXy7f9CYllOWQkfUFyyK2vJ0gMsP+dFc4H0VoGgGa6abJNmTKFKdNAVpKfWrVq4fz58zhy5AgqVarEHIuJicGkSZPQvHlz2mpAh1EyogbKumgA4caMPHjwAPfu3VOoNzU1xdGjR2FpaYmQkBAMHDgQzZo1w7Vr1xTOdXV1xcWLF3H58mU0bdpUE2EXm1TG4UysLSqO3wKzOm0gS/naRWNSpQHExmZYeioYUhmXx1VKBmtra2aVVHVu896/f38mMT9x4kSufzOEZBOJRPjmm2/w7NkzzJ07FwYGBsxxf39/uLm5YcqUKYiJiREoSlJUlIyogbI3VolEItiYih07duRaX6ZMGXh4eMDZ2RlHjx5VOKd69eo4ePAg/P390blzZ5UPPlUnv9AYhMelQmxshtLtxsKsbjsYlK4IADCr4QYOQHhcKvxC6Y1LJBIxrSPqbBkxMjLChAkT+LJUKoW3t7fa7kf0i7m5OVavXo3Hjx+jffv2zDGO47B9+3bUrl0bu3btovFIOoSSETVQlozY2Njkuo+KOiUkJODPP/9UqB83bhyCgoJQo0YN7Ny5U2HZdFtbW2zduhXPnj3DkCFDBIm9uKISUvn/N7Asj3K958D+W09U/NYLZnXaKj2vJJNPRqKiopCaqr7XxcPDg0lsPT09kZmZqbb7Ef1Tp04dXLlyBT4+PrCzs2OORUdHY8KECWjVqhUePnwoTICkUHTvE0YHaNO03vlrtyAxMZGpM7S0wd9HjmLt2rUKHziWlpb45Zdf8OrVK0yZMoXZs0TXlLdQvqiaYWk7SEwt8j2vpMk5oyYsLExt96pWrRq6du3K3Et+2jUhBSESiTB06FA8f/4cs2fPVpgd5+vri8aNG2PatGm0OaOWo2REDbRlWu+5Jx/hqdBFI0JGfDSSEti1QoyNjTF79my8fv0aP//8M0qVKqW5QNXEzbEM7KxMkFvHkgiAnZUJ3BxL7o698jQ5iBWgFVmJ6lhYWGD9+vV4+PAh2rRpwxyTyWT4/fffUbt2bezbt09hxWiiHSgZUQNtaBmRyjj8sPUoMj69yXGE/UMUi8UYN24cXrx4gfXr16Ns2bIai1HdJGIRFveuCwAKCUl2eXHvupCIdWccjDppOhnp2bMn7O3t+fK5c+fw5s0btd6T6DdnZ2dcv34d+/fvh62tLXMsKioKY8aMQZs2bfDkyROBIiS5oWREDbShZcQvNAZvbh9n6kQG7MJBpjWbY9/pm9i1a5dCE72+6OZsh20jXVHBiu2KqWBlgm0jXdHN2S6XR5Y8mlr4LJuBgQE8PDz4Msdx8PLyUus9if4TiUQYOXIkQkJCMG3aNIXxbrdv30ajRo0wa9YshdWkiXAoGVEDbWgZeRUWjqRnX9fVEBmZwarFMACAcaV6sB2xDuUHLIC5nYNG4xJCN2c73J7bAT4ezbF5aEP4eDTH7bkdKBHJQdMtIwAwceJEpp/f29sb6enpar8v0X/W1tbYvHkzAgMD0aJFC+aYVCrFxo0b4eTkBB8fn1y7bjIyMmhGjoZQMqJiqampSue4a7plxP/icUCawZfNnTvAsmlflB+0FLbDV8OkUh0AJWfwpkQsgnv1sujb0B7u1ctS14wSOReT0kQyYm9vz+ycHBkZiRMnTqj9vqTkcHFxwa1bt7B7926F9+Hw8HAMHz4cHTt2RHBwsMJjX716hVmzZtE4Ew2gZETFctt6XZMtIxzH4fyR/UydecNuEBkYwbRaY4hEIhq8SRSYmZnBxsaGL6u7myYbDWQl6iYWizF27Fg8f/4cU6ZMUVgv6dq1a3BxccGPP/7IzD789OkTNm/ejLVr12o65BKHkhEV04bVV69fv44XL17wZeNKdWFUzoEv0+BNkhtNLXwmr3PnznB0dOTLV69exfPnzzVyb1KylC5dGlu3buVXa5WXmZmJdevWwcnJCYcPHwbHcfwmfPPmzcPu3buFCLnEoGRExXJLRjTZTZPzm2XlFn2ZMg3eJLmRT0bi4+MRFxen9nuKxWKF3Xw9PT3Vfl9ScjVu3Bi+vr7w9PREmTJs6/CHDx8wePBgdO3aFb6+vny9h4cHTp8+relQSwwRpwOdYfHx8bCyskJcXBwsLS2FDidPmzdvxowZMxTqY2NjYW1trfb7R0ZGolKlSvxqlmXLlsXbd+/xODwZUQmpKG+R1TVDLSJEmf/973/4448/+PKTJ0/g7Oys9vtGRUWhUqVKyMjIGudUpkwZhIWFwdTUVO33JiXb58+fMX/+fOzcuTPfsSGmpqa4fPmywoBYkruCfn5Ty4iKKWsZMTQ0hJWVlUbu7+3tzSyrPW7cOJQyM6XBm6RAhJhRA2R1Y37zzTd8OSYmBkeOHNHIvUnJVrZsWXh6esLX1xeurq55npuSkoJevXopHexKioeSERXLbY0RTWwwJ5VKFZq3czZ/E5IXoZIRgAayEmE1a9YMfn5+2Lp1a56t2LGxsejatatG/zZKAkpGVEzIBc8uXLiAt2/f8uXOnTujRo0aGrk30Q+aXvhMXps2beDk5MSX79y5g8ePH2vs/oRIJBK4u7vDwcEhz/PCwsLQtWtXpcs4kKKhZETFhFzwLOc3yZzfNAnJj5AtIyKRSOF3dofC3kqEqEdycjLmzp2LJk2aFGin32fPnqFXr15ITk5Wf3AlACUjKiZUMvLu3TucOXOGL9vZ2TGLSRFSEBUrVmSWz9Z0U/To0aNhYvJ1Ib79+/cr7DpNiDpcvXoV//33HywsLPI/+f/5+vpi8ODB/MBrqYyD76vPOPHwA3xffYZUpvXzQ7QGJSMqlJiYqHSvA0100+zcuZNZtnjixIkwNDRU+32JfjEwMEDFihX5sia7aYCsdSCGDh3KlxMSEuDj46PRGEjJ1KtXLxw7dgzR0dEICAjAunXr0KNHD5ibm+f5uDNnzuDbb7/FuScf0WrNVQzzuovpBx9imNddtFpzFeeDlC+ESViUjKiQUKuvZmRkYOfOnXxZLBZj4sSJar0n0V/yXTVhYWEaXwo7Z1fNtm3baDluojESiQSurq6YM2cOzpw5g5iYGNy5cwe//PILOnTowLTcZduzZw+GfTsd4XGpTH1EXCqmHAikhKQAKBlRIaEWPDt16hSTCPXs2VNvd+El6iefjKSlpeHTp08avb+bmxsaNmzIlx88eID79+9rNAZCshkaGsLd3R0///wzrly5gtjYWFy7dg0LFy5Ey5YtYWBgAACIu3sE8f7svkrZKfTSU8HUZZMPSkZUSKil4GngKlElIWfUAMoHstI0X6ItTExM0K5dOyxbtgy3b9/G+YCXKD9oKSybfYOkZzeQ9OwWuMwMpH96AyArIQmPS4VfKM28yQslIyokRDLy8uVLXLp0iS9XrVoVXbt2Vdv9iP4TckZNtuHDhzN99T4+Pvjy5YvG4yAkP4kyA5hWa4zS7cbBvEEXJDw8h/ebhyLiwI/gZFL+vKiE1DyuQoqUjGzZsgUODg4wMTHhF4rJy5cvXzB16lTY2dnB2NgYtWrVwtmzZ4sUsDYTopsm5yJn3377LSQSidruR/SfNiQjFhYWGDlyJF9OSUnB/v3783gEIcIob/F1DEnah2CkvXsMLjMNXHoy0sP/U3oeUVToZOTQoUOYNWsWFi9ejMDAQLi4uKBr166IiopSen56ejo6d+6MN2/e4MiRI3j+/Dm8vLxgb29f7OC1jaZbRlJTU7Fr1y6+bGBggAkTJqjlXqTkELqbJpuyrhoayEq0jZtjGdhZmUAEwKSqC3Ms9d1jiADYWWXtCUZyV+hkZMOGDfDw8MC4ceNQt25dbN++HWZmZsyHorxdu3YhJiYGx48fR8uWLeHg4IC2bdvCxcVF6fm6TFkyYmxsnO/UsKI6evQoPn/+zJcHDBgAW1tbtdyLlBza0DICAC4uLmjevDlfDg4Oxu3btwWJhZDcSMQiLO5dFwBgWiVHMvL2IQBgce+6tCdYPgqVjKSnpyMgIACdOnX6egGxGJ06dWK2WpZ38uRJuLu7Y+rUqbC1tYWzszNWrlwJqVSq9HwgawR/fHw886MLclvwTF370tDAVaIO5cqVg7GxMV8Wcg8OGshKdEE3ZztsG+mKSpUrwaDM11b/tA/PsGlgHXRzthMwOt1QqGQkOjoaUqlU4du3ra0tIiIilD7m9evXOHLkCKRSKc6ePYuFCxfi119/xS+//JLrfVatWgUrKyv+J+c3NW3EcZxG96UJCgpiviXWqlUL7dq1U8u9SMkiEomYvzmhumkAYPDgwcymZUeOHNH4VGNCCqKbsx1uz+2A3t268HVcZgbM40IFjEp3qH02jUwmQ/ny5eHp6YnGjRtjyJAh+Pnnn/P8hjN//nzExcXxP7qwO2J8fLzSPQrUNV4k554dkydP1sjOwKRkkE9GwsPDkZmZKUgcpqamGDt2LF9OT0/Hnj17BImFkPxIxCKMGNCTqbty5YpA0eiWQiUjNjY2kEgkiIyMZOojIyNRoUIFpY+xs7NDrVq1mBkederUQUREBNLT05U+xtjYGJaWlsyPttPk4NWkpCTs27ePLxsbG2PMmDEqvw8pueSTEZlMluvvtyZMmjSJKe/YsYPZ+oAUHu2hoj7t2rVjvhhevXpVwGh0R6GSESMjIzRu3JjJ9GQyGa5cuQJ3d3elj2nZsiVevnzJvHm8ePECdnZ2MDIyKmLY2keT03oPHjzIjKMZMmQIypShkdpEdXJ2jQrZVePk5MR0Qb569Yq+bRbD+aBw2kNFjcqWLcusIOzv74+4uDjhAtIRhe6mmTVrFry8vLB37148e/YMU6ZMQVJSEsaNGwcga9fN+fPn8+dPmTIFMTExmD59Ol68eIEzZ85g5cqVmDp1quqehRbQZMsIDVwl6pZzeq/QXaU0kFU1zgeFY8qBQNpDRc06duzI/79MJsONGzcEjEY3FDoZGTJkCNavX49FixahYcOGePjwIc6fP88Pan337h2zT0rlypVx4cIF+Pv7o0GDBpg2bRqmT5+OefPmqe5ZaAFNtYzcv3+f2aejQYMGzPRHQlRBW6b3Zuvfvz/zt3TixAlBu450kVTGYempYCjrkKE9VFRLPhkBaNxIQRgU5UHff/89vv/+e6XHrl+/rlDn7u6Ou3fvFuVWOkNTLSM0cJVogjZ10wBZXcQTJkzA6tWrAQBSqRTe3t5YuHChoHHpEr/QGIUWkZTXAZAmx8HcuQOzh4p79bLCBKknWrduDQMDA37gN40byR/tTaMimmgZiYuLw19//cWXS5UqhREjRqjs+oRk07ZuGgDw8PBgEm9PT0/BZvnoIvm9UTI+v0fkoYWIOrwYn8//hrh7x5D6PgjSpFhExqcIGKV+KFWqFNNiHRQUpDDxg7CK1DJCFGmiZWT//v3M9OGRI0fqxEwjonuyZ7FlD5TWhmSkWrVq6Nq1K86fPw8ACAsLw7lz59C7d2+BI9MN8nujxN7Yi9Q3D7IK0kx8uf51Be1Rey1Rx6k2atf++lOrVi3UrFkTZmZmmg5bZ3Xs2JFZC+rq1asYNmyYgBFpN0pGVETdLSMcxykM2ss55ZEQVapcuTKePn0KQPhummyTJ0/mkxEgayArJSMFk72HSkRcKkq3G4eUV/cBmWLLUmJCPPz9/eHv769wrEqVKkyCkv3/lStXhlhMDe3yOnbsiKVLl/LlK1euUDKSBxGnAztPxcfHw8rKCnFxcVrZEsBxHExMTBTWTTEzM0NSUpJK7nH79m20bt2aLzdr1kzvx+EQYfXo0QPnzp3jy0lJSYJ/M87MzISDgwM+fPgAIGu12NevX8PBwUHQuHRF9mwaAIi56o14/3/4Y5JSpSFNii30NQ0NDeHl5UVrHeWQnp6O0qVL863Zjo6OeP36tcBRaV5BP78plVWBmJgYpQu4qbKLhqbzEk3LOYg1LCxMoEi+MjAwgIeHB1/mOA5eXl4CRqRbsvdQqWBlAquWQyE2s+KPSZNi8c033xTqevb29rh16xYlIkoYGRkxXyBDQ0MRGkpLw+eGkhEVUHcXTXR0NA4fPsyXra2tMXjwYJVcm5DcaNuMmmwTJ05kVnT29vbOdTVnoih7D5VD33fE5Nk/MccCAgKwcePGAs3QK1++PHx9fdGsWTN1harzaIpvwVEyogLqHry6Z88e5s12zJgxgjeXE/2njTNqgKxv4/LjRCIjI3HixAkBI9I9ErEI7tXL4rfFs+Hi8nXb+zdv3iAlJQV///13vitkR0VFoXnz5vj111+RmJio7pB1EiUjBUfJiAqos2VEJpMprC1CA1eJJmjbwmfyaEVW1ZBIJNi8eTNTt2LFCrRo0QIXLlzId4zex48fMWfOHFSpUgWLFy/G58+f1RmuzmnYsCGzVcfVq1ehA8M0BUHJiAqos2Xk6tWrePnyJV9u27Yt6tSpU+zrEpIfbe2mAYDOnTvD0dGRL1+9ehXPnz8XMCLd1bZtW2asSFJSEn766Se0a9cON2/ehJ2dXb7XiI2NxbJly1ClShXMmjVLK8YXaQOxWIz27dvz5aioKH6GGmFRMqIC6kxGaOAqEUqlSpWYsja1jIjFYoUWQk9PT4Gi0X3r1q2DsbExX967dy/8/f3h4uKCO3fuoFatWsz5Z8+eRdeuXRWuk5ycjI0bN6JatWqYOHEiXrx4ofbYtV2HDh2YMnXVKEfJiAqoq5vm48ePOH78OHO9/v37F+uahBSUiYkJk1BrUzICAOPGjYOhoSFf3rNnD1JSaPXQonB0dMTs2bOZuhkzZoDjODg4OODff/+Fm5sbf8zd3R3nz59HQEAABg0apDDgNSMjA97e3nBycsLgwYPx4MEDjTwPbUTjRgqGkhEVUFfLiLe3N6RSKV+eMGEC8+2FEHWT76p59+6dVvV3ly9fnuleiImJwZEjRwSMSLfNnz+f6ZK5c+cODh48CACwsbHB1atX0b17dwBZyQYAuLq64u+//8azZ88wfvx4JjkEsqZeHz58GK6urujWrRtu3LihVb9DmlCrVi3Y29vz5Rs3btA2BkpQMqIC6mgZyczMZJqdRSIRs74CIZogP6MmKSkJX758ES4YJWggq+qYm5tj1apVTN2PP/7IL9pVqlQpnDhxAmPGjFGYSl27dm14e3vj9evXmDFjhtLZfhcuXEC7du3QsmVLnDp1ik9KpDIOvq8+48TDD/B99Vnvdg0WiURM60h8fDwCAgIEjEg7UTJSTDKZDOHh4UqPFadl5Ny5c8wgsK5du6JatWpFvh4hRaHNM2oAoE2bNnBycuLLd+7cwePHjwWMSLeNGjUKTZs25cthYWFYu3YtXzY0NMTu3btha2ur9PGVKlXCxo0b8fbtWyxatAilS5dWOMfX1xd9+vRBgwYNMHfNFrRceQnDvO5i+sGHGOZ1F63WXMX5IOXvqbqKxo3kj5KRYvr06RPTlSKvOC0jNHCVaANtnlEDZH3rzPm3kXMqPCk4sVisMNV37dq1TBIqEolgYJD3tmY2NjZYunQp3r59i/Xr1yudkRMUFIS1875HwK9jkPDgLLjMrNaWiLhUTDkQqFcJCY0byR8lI8WUWxeNhYUFTExMlB7Lz5s3b5g9Qezt7dGzZ88iXYuQ4tDWhc/kjR49mvlb279/Py3CVQzu7u4YPnw4X05JScHcuXOLdC0LCwvMnj0boaGh2LFjB6pXr65wTuaXCMRc3IqPO6eAk2Yiu5Nm6algvemyqVSpEjMj6d9//6XB1jlQMlJM6hi86uXlxQzy8vDwyPebCCHqoO3dNABQunRpDB06lC8nJCTAx8dHwIh03+rVq2FqasqXfXx88O+//xb5esbGxvj2228REhICHx8f1HCqp3COSbUmEEmy3uc4AOFxqfALjSnyPbWNfOtIWloa7ty5I2A02oeSkWJS9eDV9PR0eHt782WJRIKJEycW6VqEFJe2d9Nky9lVs23bthI3a0OVKleurNAaMn36dMhksmJd18DAAEOHDsW6v86j/MDFMK5UN+uASAyTKs74cusAMr5E8OdHJaQW637aJOe4katXrwoUiXaiZKSYVN0ycuLECURGRvLl3r17M9PCCNEkOzs7ZlM6bWwZAQA3Nzc0bNiQLz948AD3798XLiA98MMPPzDJaEBAAPbt26eSa9tamsK0elNUGLEWtsNXo3T78Sjl1BqZcZH4uGMiInx+QuLTa7A0KF7yo03at2/PrMdC40ZYlIwUk6pbRmjgKtEmEomESYa1NRlRNpCVpvkWj5mZGTOTBshaiyQhIaHY13ZzLAM7KxOIAJhUdoZl034AgDKdp8DAugLS3j3G59O/ol9LZ0yePBl+fn4639JVtmxZJmH29/dHXFyccAFpGUpGikmVLSPPnz9nmu4cHR3RuXPnIsdGiCrIfzsOCwsrdlO9ugwfPhzm5uZ82cfHR+vWRdE1Q4YMQcuWLflyRESEwlokRSERi7C4d1YXjfzarWJjM9j0mgOIsj6a4uPjsWPHDjRr1gz169fHhg0bEBUVVez7C0V+3IhMJsONGzcEjEa7UDJSTKpMRpTtzisW0z8REZb8jJqMjAymG1GbWFhYYOTIkXw5JSUF+/fvFzAi3ScSibBp0yambsOGDXj9+nWxr93N2Q7bRrqighU769ChbkOMnjpH4fynT59i9uzZsLe3x4ABA3D69GmdW8mUxo3kgdMBcXFxHAAuLi5O6FAUVKhQgUPW4G/m58CBA4W6TnJyMle6dGn+8YaGhlxUVJSaoiak4H788Ufmd/vevXtCh5Srhw8fMrHWrVuXk8lkQoel88aOHcu8rgMGDFDZtTOlMu7Oy2ju+IMw7s7LaC5TKuMyMzO51q1bK31vlf+xs7Pj5s6dy4WEhKgsHnVKSEjgDAwM+PidnZ2FDkntCvr5TV+7iyEzMzPXb4mFbRk5fPgwYmNj+fLAgQOLvdEeIaqgC9N7s7m4uKB58+Z8OTg4GLdv3xYwIv2wcuVKpgvs2LFjuH79ukquLRGL4F69LPo2tId79bKQiEWQSCQ4cOAArK2t83xseHg41qxZAycnJ7Rq1Qq7du3S6jVmzM3Nmd/PoKAgrW1p1DRKRoohMjIy10FVhU0kaOAq0VY5Fz7T1um92Wggq+rZ2dnh559/ZupmzJiR6+rTqlClShVmf678vHr1ivlCp61yrsZKXTVZKBkphtzGiwCFaxl59OgRfH19+XKdOnXQunXrYsVGiKroUssIAAwePJj5Rn3kyBF8+vRJuID0xIwZM+Do6MiXHz16xKyJpA6DBg3C+PHj8zzH3NwcW7ZsQWhoKGbPns204Ggj2qdGOUpGiiGvZMTGxqbA18k5cHXy5MnMfHRChKRryYipqSnGjh3Ll9PT07Fnzx7B4tEXJiYmWL9+PVP3888/q33G0ubNm1GzZs1cjycmJuLRo0dqjUGVmjdvzuxqTC0jWSgZKYbckhFra2sYGRkV6BoJCQnMiH9TU1OMGjVKJfERogply5ZllgbX9m4aIGsmmrwdO3Zo7ZRkXdK/f3+0a9eOL0dHR2P58uVqvae5uTn++uuvPLfE8PT0RMuWLREaGqrWWFTByMiIafkODQ3VibjVjZKRYlDFtF4fHx9mwNXQoUOVbrtNiFBEIhHTOqLtLSMA4OTkxHxovnr1iprDVSB7qq/8kgO//fYbXrx4odb7NmnSBL/88gtTV6pUKaYcGBiIxo0b4+zZs2qNRRVoF19FlIwUQ3FXX+U4jgauEp0gn4xEREQgPT1dwGgKhgayqoeLiws8PDz4cmZmJmbPnq32+/7www/MeIsDBw5gxowZzDmxsbHo2bMnFi5cqNbBtcVFyYgiSkaKobgtI/7+/njw4AFfbtSoEZo2baqS2AhRJfkZNRzH4cOHDwJGUzD9+/dnvhicOHEiz3FepOCWL18OKysrvnz69GlcuHBBrfcUi8XYt28fypQpAyBr7MXGjRtx6NAhhUGrv/zyC7p166a1A5ddXFyYFvCrV6/q/HL3xUXJSDEUt2Vk27ZtTJkGrhJtpWuDWIGsvvkJEybwZalUqvbZHyVFuXLlsGjRIqZu5syZyMjIUOt97e3t4e3tDTs7O1SoUAFA1uwpf39/1K1blzn38uXLcHV1ZWYqaguJRIL27dvz5aioKDx9+lTAiIRHyUgxFKdlJDY2FgcPHuTLFhYWGD58uMpiI0SVdDEZAQAPDw8mwff09NS5JcS11ffff49atWrx5WfPnmmkK6xfv37YunUrU+fk5IR79+5h2LBhTH1YWBjatGmD3377TetaHqirhkXJSBGlpaUhOjpa6bGCtIzs27cPqampfHnUqFFaPz+elFy6tvBZtmrVqqFr1658OSwsDOfOnRMwIv1hZGSEDRs2MHWLFy/G58+f1X7vfv36KdSZm5vjzz//xB9//AFDQ0O+PjMzE9OnT8ewYcO0anVWSkZYlIwUUURERK7H8msZUTZwNedUREK0ia62jAA0kFWdevTowSR7sbGxWLJkiWDxiEQiTJ06Fbdu3VL4nT106BDc3Nzw7NkzgaJj1apVCxUrVuTLN27cKNGtdpSMFFFxVl+9efMmQkJC+HKLFi3QoEEDlcVGiKrpcjLSs2dP2Nvb8+Vz587hzZs3wgWkR0QiETZs2ACJRMLXbdu2TfDxD82aNUNgYCC6dOnC1D979gxNmzZlusiFIhKJmNaR+Ph4BAQECBiRsCgZKaK8kpH8umloOi/RNebm5szof13ppgEAAwMDZioqx3Hw8vISMCL9UrduXXz33Xd8WSqVYubMmYKP0bCxscHZs2cVBtomJSVh2LBhmDZtmuBT1Kmr5itKRoqoqC0jUVFROHr0KF8uU6YMBg4cqNLYCFEHXVv4TN7EiROZb+/e3t6CfxDpkyVLlvBTbgHg0qVLOH36tIARZZFIJFi6dCnOnj3LxAcAv//+O9q2bYuwsDCBoqN9auRRMlJEeSUjZcuWzfXY7t27melvY8eOZZbaJkRbyScjsbGxWjUYMD/29vbo3bs3X46MjMSJEycEjEi/lClTBsuWLWPqZs2apTUJX/fu3REQEIAmTZow9Xfv3kWjRo1w+fJlQeKqXLkys+/Ov//+i5SUFEFiERolI0WUWzJStmzZXPdQkMlkCpviffvttyqPjRB1yDmjRtdaRzQ1kFUq4+D76jNOPPwA31efIZVp15RSdZk0aRLq1avHl1++fInffvtNwIhYDg4OuH37tsLvQXR0NLp06YIVK1YIsn+RfFdNWlqaVq6LogmUjBRRURY8u3TpErMhUocOHVC7dm2Vx0aIOujyIFYA6Ny5MxwdHfny1atX8fz5c5Xe43xQOFqtuYphXncx/eBDDPO6i1ZrruJ8ULhK76ONDAwMsHHjRqZu+fLliIqKEigiRcbGxti2bRv27dvHtEhzHIcFCxagT58+iImJ0WhMNG4kCyUjRVSUBc9o4CrRZbqejIjFYoUp9J6eniq7/vmgcEw5EIjwuFSmPiIuFVMOBJaIhKRz587o06cPX46Pj8eCBQsEjEi5UaNG4d69e0wXCQCcOXMGjRs31uisFvmVWAFKRkghFTYZCQsLw8mTJ/lyhQoVlC7cQ4i20tWFz+SNGzeOWRBrz549Kumjl8o4LD0VDGUdMtl1S08Fl4gum/Xr1zOv8c6dO/Hw4UPhAspF/fr14e/vjwEDBjD1b968QYsWLeDp6amRGUFly5ZFw4YN+bK/vz/i4uLUfl9tQ8lIESQnJ+PLly9Kj+XWTbNz506mP3LChAnMHywh2k7XW0aArC8L33zzDV+OiYnBkSNHin1dv9AYhRaRzLgopIYFA8hKSMLjUuEXqtkuACHUrFkT06dP58scx2HGjBmCT/VVxsrKCkeOHMH69euZ2Vbp6emYNGkSxo0bh+TkZLXHId9VI5PJcPPmTbXfU9tQMlIE4eG5N7cqaxnJzMxk1jUQiUTMugeE6AJ7e3tmnxddTEYA9QxkjUr4moh8vrgNYVvH4sP28fh07BdwMqnS8/TZggULmC9mN27cYJY00CYikQizZ8/GtWvXYGdnxxzbu3cv3N3d8fLlS7XGQONGKBkpksIueHb69GnmMT169EDVqlXVEhsh6mJkZMTvlAroZjcNALRp0wZOTk58+c6dO3j8+HGxrlnewoT/f2l8FKQJWftWyVLiEbZlDL7c+hOZ8Z+Y8/SZlZUVVqxYwdT98MMPzH5c2qZ169YIDAxE27ZtmfrHjx+jcePGOH78uFrvLT8Lk5IRUiCFXfCMBq4SfZFz4TNtbHrPj0gkUvgbzDnlvrDcHMvAzsoEIgDGleoxx2TJXxB3xwcftk/Aiuljcfr0aUilUuUX0iPjx49nxkK8efNGYWM9bVOhQgVcvnwZc+fOZerj4+PRv39//Pjjj2rZP8bc3BzNmzfny0FBQYiMjFT5fbQZJSNFUJhk5PXr17hw4QJfrly5Mrp376622AhRJ/lkJCUlRePTIFVl9OjRMDH52kqxf//+Yi3iJhGLsLh3XQCASaW67DHz/18EkZPhzJnT6N27NxwdHbFs2TJ8+PChyPfUdhKJBJs3b2bqVq5cmef7pzYwMDDA6tWr8c8//8DS0pI5tm7dOnTs2DHPrvqiyrka69WrV1V+D21GyUgRFKabJufUwW+//ZYZKEWILtGHGTUAULp0aQwdOpQvJyQkwMfHp1jX7OZsh20jXVGltjMg+To43dDEFKUs2A+19+/fY/HixahatSr69euHc+fO6WVrSZs2bZjtLpKSkjB//nwBIyq4fv36ISAgQGET05s3b8LV1VXlg0xzjhspackIOB0QFxfHAeDi4uKEDoXjOI4bPnw4h6wB8go/nz594s9LTU3lypUrxx+TSCTcx48fBYyckOLZsGED8/t+4sQJoUMqsrt37zLPpVGjRpxMJiv2dTOlMs6laXPm2lu3bs31PSP7p2rVqtwvv/yid+8RoaGhnLGxMfNc7927J3RYBZaUlMSNHTtW4d9LIpFw69atU8nvDMdxXFpaGmdmZsZf39HRUSXXFVpBP7+pZaQIcmsZEYvFzGZM//zzDz59+sSX+/XrpzBamxBdog/Te7O5ubkxYxoePHiA+/fvF/u6ErEIPTuzTe4VK1bMd0PMt2/fYsGCBahSpQq++eYbXLx4UZDlyVXNwcEBc+bMYeq0daqvMmZmZti1axe8vLxgbGzM10ulUvzwww8YOHCgStYFMTIyQuvWrflyaGgos2K3vqNkpAjk+wvlR0Db2NhALP76ktLAVaJv9KWbBlA+kFVV+9XIf6gAWRugbd++nZmNlJvMzEwcO3YMY8eOxbFjx1QSj9DmzZvHfBHz9fUtdreYJolEIkycOBF37tyBg4MDc+zYsWNo0qRJsWdkASV7F19KRoqgIPvSBAcH48aNG3y5Ro0aCr9ohOgafWoZAYDhw4fD3NycL/v4+OS6oGFhuLu7M2uy3Lp1C2XLlsWuXbvyfayTkxO8vb0RGhqab2uKrjA3N8fq1auZurlz5yIpKUmgiIrG1dUVAQEB6NmzJ1P/8uVLNG/eHPv27SvW9UvyuBFKRgopISEBCQkJfFl+mpf8TJqcUwUnT57MtJoQootsbW2ZlYN1PRmxsLDAyJEj+XJKSgr2799f7OtaWVnBxcWFL9+/fx/Jycno3r27wv44OTVs2BBDhw5lugT0wciRI+Hm5saXw8LCsHbtWgEjKpoyZcrg5MmTWLFiBfOenpKSgjFjxmDy5MlFXk+lYcOGKF26NF++evUq052VkZFR9MC1nUZGsBSTNg1gff78ea4D0IYMGcJxXNaAJysrK77e2NiYGdhKiC5zdHTkf7erVKkidDjF9vDhQ+bvuG7duioZlPj9998z17127RrHcRyXkJDAVa9ePc/BrC4uLtzr16+LHYO2uXPnDvM8TUxMuLdv3wodVpFdvnyZmaSQ/dO4cWMuNDS0SNccMGAAc60nT55wHMdxb9684YYPH67C6DWDBrCqSUGm9R46dIgZ0DRo0CDY2NioPTZCNEG+q+bDhw86PyXVxcWFWXAqODgYt2/fLvZ1c44buXXrFoCsLov9+/fn2VL66NEjNGnSBJcuXSp2HNrE3d0dI0aM4MupqakKC4zpko4dOyIwMBDu7u5MfUBAAFxdXXH27NlCX1PZuJHAwEA0b95crwe0FikZ2bJlCxwcHGBiYoJmzZrBz8+vQI87ePAgRCKRTu9WW5AFz2jgKtFn8smIVCpFRESEgNGohjoGsrZq1Yopyyc47u7uzHobAwcOxIIFC5jzY2Ji0K1bN6xbt05nZp4UxOrVq2FmZsaXDx48qJLkTyiVKlXC9evXmc0BASA2NhY9e/bEokWL8k3Y7969yy8gmHPcyPbt29GmTRtERETA1NRUtcFrk8I2uRw8eJAzMjLidu3axT19+pTz8PDgrK2tucjIyDwfFxoaytnb23OtW7fm+vbtW6h7alM3zbp163JtWt22bRsXEBDA1Dk7O6tsHjoh2mD+/PnM7/idO3eEDqnYkpOTOWtra/45GRkZcVFRUcW+brVq1fhrmpubcxkZGfyxtLQ0rlGjRhwA7tdff+U4juOOHj3KmZubK7y3DB06lEtMTCx2PNpi6dKlCt0aUqlU6LCK7eDBg1ypUqUU/v06d+6c5+/Tpk2bOABczZo1ueHDh3MGBgZKP2N69uypwWejGmrrptmwYQM8PDwwbtw41K1bF9u3b+fnYedGKpVixIgRWLp0KapVq1bYW2qV/FpGlA1clR9VT4iu07cZNQBgamqKsWPH8uX09HTs2bOn2NeV76pJTEzEo0eP+LKRkREOHDgAY2NjNGvWDAAwYMAA3Lt3DzVr1mSuc/DgQbRo0QKvX78udkzaYM6cOczvUUBAAPbu3StgRKoxZMgQ+Pv7o06dOkz9pUuX4Orqirt37yp93NSpU+Hi4oL//vsPf/31V67738i3KOmbQiUj6enpCAgIQKdOnb5eQCxGp06d4Ovrm+vjli1bhvLly2PChAkFuk9aWhri4+OZH22RVzJiZmaGP//8kynLj9QnRB/oYzICQGGWy44dO4q96FjOcSM5uyPq1q2L9evXo1GjRkydn5+fwvTRx48f6804EjMzM6xbt46p++mnn5iZirqqTp068PPzw7Bhw5j6sLAwtGnTBn/88YdCt5uBgQG2bduW77X1uZumUMlIdHQ0pFIpbG1tmXpbW9tc+41v374Nb29veHl5Ffg+q1atgpWVFf+T881PSPLJSM4BaHfv3mXmzQ8fPhxWVlYai40QTdCnhc/kOTk5oV27dnz51atXuHz5crGumXPcSPYgVnlTp05V+MZrbW2NkydPYuHChUx9bGwsunXrhrVr1+r8OJLBgwczr09ERARWrlwpYESqY25ujj///BO///47MxU+IyMD//vf/zB8+HCFjRnd3d3z/cJOyUgRJSQkYNSoUfDy8irUbJL58+cjLi6O/9Gmb17yyYj8rp8AcPjwYaZMA1eJPtLXlhFA9QNZa9WqxSyGePv2bYUkIrduXLFYjGXLluGff/5hFmaTyWSYO3cuhg4dqnOLhskTiUTYtGkT8/w3bNigN11RIpEI33//PW7evIlKlSoxxw4ePAg3Nzc8e/aMqV+9ejWzpUhO+pyMFGoAa1paGieRSLh//vmHqR89ejTXp08fhfMfPHjAbyiU/SMSiTiRSMRJJBLu5cuXBbqvtgxglclknKmpKT+YyMLCgtk0CXIDjZo0aSJorISoi0wmYwbp6dPvelpamsLmlmFhYcW6Zv/+/Zn3hhcvXhT6GsHBwVytWrUUBjTWr1+/wO+j2mrcuHHMc+rfv7/QIalcVFQU16lTJ4V/v1KlSnEHDx5kzvXy8sp1ksRPP/0k0DMoOrUMYDUyMkLjxo2Z9fJlMhmuXLmiMM8ayGr2fPLkCR4+fMj/9OnTB+3bt8fDhw+1qvulIOLi4pCSkqL0mJGREVOeMmWKJkIiRONEIhHTVaMv3TRA1t+xfFO5VCqFt7d3sa6Z23ojhZE9DqFXr15M/ZMnT9C0aVNcuHChWDEKaeXKlUzLzz///INr164JGJHqlStXDufPn1fodktKSsLQoUMxY8YMpKenAwDGjx/PrHsjj1pG5Bw8eJAzNjbm9uzZwwUHB3PffvstZ21tzUVERHAcx3GjRo3i5s2bl+vjx4wZo7NTe58+faqwemD2/4tEIv7/rays9GoaHiE5denShflbSE1NFToklXn16hXz91ypUiVmSm5h+fv7M6/VuHHjinwtqVTKLVq0SOEbs1gs5lavXq2zywisXr2aeT4NGjTgMjMzhQ5LLc6cOcOVLl1a4d/Q3d2de//+PcdxWb0KYrFY4Zz169cLHH3hqW1q75AhQ7B+/XosWrQIDRs2xMOHD3H+/Hl+UOu7d++YXW11GZejbzfnTBr5/Qfkzx09ejRKlSql3uAIEVDOVs2wsDCBIlG9atWqoWvXrnw5LCysSCtpZmvYsCHzflCUlpFsYrEYS5cuxfHjx2FhYcHXy2QyzJs3D0OGDFEYGKkLZsyYwSz78PjxY+zcuVPAiNSnR48eCAwMROPGjZl6X19fuLq64sqVK2jYsCG+//57hcfq89Re2psmD1KplBs9ejTfZ7x3795c+/Lkf4KCgjQaJyGalnPRqqtXrwodkkodP36ceX7du3cv1vVyjhcIDw8vdozPnj3jateurfD+4+zsrJPjSI4dO8Y8DxsbGy42NlbosNQmJSWFmzRpktJWrl9++YWLiYnhKlSowBzbvXu30GEXGu1NowJisRihoaGoU6cOtm7dWqBvf61bt0a9evU0EB0hwtHnGTUA0LNnT9jb2/Pl8+fPF2tfkLyWhi8qJycn3Lt3D71792bqg4KC0KRJE5w/f77Y99Ckfv36oX379nw5Ojoay5YtEzAi9TIxMcH27duxd+9eZiyITCbDggULMGrUKIXnr89jRigZyUejRo2QkJCAqVOnFugPg6bzkpJA35MRAwMDeHh48GWO4wq1VlJOqhjEqoyVlRWOHz+OJUuWMPVfvnxBjx49sGrVKp1ZjyR7qq/8+k2///47nj9/LmBU6jd69GjcvXsXNWrUYOrPnDmDlStXokmTJnzd4/Bk+L76DKlMN/5NC4OSkXzIr4yYlpaW57k2Njb45ptv1B0SIYLT14XP5E2cOBESiYQve3t78zMeCqtZs2YwMDDgy6rcGE4sFmPx4sU4ceIEM46E4zj89NNPGDx4sM6MI2nQoAG+/fZbvpyZmYnZs2cLGJFmNGjQAPfv30f//v2Z+jdv3uDho8eAKOujeufdjxjmdRet1lzF+SD9GJuZjZKRfLi6uhb43HHjxsHY2FiN0RCiHXIu4qRvLSMAYG9vz3SBREVF4fjx40W6VqlSpZj3kocPH6p8m4s+ffrAz88PTk5OTP2RI0fQvHlzvHz5UqX3U5dly5YxK1efOXNG57qcisLKygpHjx7F+vXrmSQ4MyMd4NhtCSLiUjHlQKBeJSSUjOSjTp06BU4w5DN6QvSZmZkZypYty5f1MRkBVLsiq3xXjUwmy3M/r6LKHkfSp08fpv7p06do2rQpzp07p/J7qlq5cuWwePFipm7mzJnIyMgQKCLNEYlEmD17Nq5evYoKFSooHI+5uBXSlHhkd9IsPRWsN102lIzkw9DQEM7Ozvme17JlS4U+P0L0mb4ufCavc+fOcHR05MvXrl1DSEhIka6V36Z5qmJpaYl//vkHS5cuZeq/fPmCnj17YuXKlVo/jmTq1KmoXbs2Xw4JCSnQRnL6ok2bNvA8dhnGldnPHgPLchCbZHXFcQDC41LhFxojQISqR8lIAciPG8kNDVwlJY38IFZt211bVcRiscJuvp6enkW6VsuWLZmyqgaxKiMWi7Fo0SKcPHkSlpaWfD3Hcfj5558xcOBArd4h18jICBs2bGDqlixZgs+fPwsUkebJTK1hO3QFLN0GAAAMrO1g0+dHhb2MohJSlT1c51AyUgAFGTcyePBgDURCiPbQ9xk12caNG8fsvLpnz55ct4XIi42NDerUqcOX7927V+QBsQXVu3dvpeNIjh07hubNm+O///5T6/2Lo0ePHujWrRtfjo2NVei+0WflLUwgEktQuv14lOv/E8r1nw+JmeIu8OUtTJQ8WvdQMlIA+bWMWFhYKOxNQ4i+KwkzagCgfPnyzCy52NhYhR26C0p+vZHU1FQEBAQUO7781K5dG/fu3UO/fv2Y+uDgYDRt2rRYq8uq24YNG5jBnNu2bUNQUJCAEWmOm2MZ2FmZQATArFYLGJWvxhwXAbCzMoGbY+67/OoSSkYKoEGDBszc95xyvikTUhKUlJYRQHUDWdW13kh+LC0tcfToUSxbtoxp5o+Li0OvXr2wYsUKrRxHUqdOHUydOpUvy2QyzJw5UytjVTWJWITFvesCyEo85GWXF/euC4k451HdRMlIAZiZmSk0c8rLOc2RkJKgJCUjbdq0Yd4DfH198ejRo0JfR1ODWJURi8VYuHCh0nEkCxYs0NpxJEuWLGFmbl2+fBmnTp0SMCLN6eZsh20jXVHBiu2KqWBlgm0jXdHN2U6gyFSPkpECyqurply5chqMhOgyqYyD76vPOPHwg86vpFhSummArCmXOVtHduzYUejrVK1alVlm/vbt25DJZHk8QvV69eoFf39/ZvwKkDWOpFmzZnjx4oVG48lP6dKlFVa/nj17dr6LUOqLbs52uD23A3w8mmPz0Ibw8WiO23M76FUiAlAyUmB5JSPly5fXYCREV50PCkerNVcxzOsuph98qPMrKVasWJHpvtTnlhEga9luE5Ov31D3799f6JYEkUjEtI7ExsYiODhYZTEWVK1atXDv3j2FFT+fPXsGNzc3nDlzRuMx5eXbb79lllh4+fIlfv/9dwEj0iyJWAT36mXRt6E93KuX1ZuuGXmUjBSQS0NKRkjRnQ8Kx5QDgQiPY6fh6fJKigYGBrCz+/rtTN+TkdKlS2Po0KF8OTExET4+PoW+jpBdNfIsLCxw5MgR/PLLLwrjSHr37o1ffvlF4602uTEwMMDGjRuZumXLliEyMlKgiIiqUTJSAOeDwjH3SnSux6mbhuRFKuOw9FQwZFLFFSR1fSVF+a6a9+/f6/3AQmUDWQv7nHPu4KupQazKiMVi/Pzzzzh16hSzBDvHcVi4cCG++eYbrRlH0qlTJ/Tt25cvJyQkYMGCBQJGRFSJkpF8ZH+jffvEL9dzqGWE5MUvNAbhcamIubgNsow0cDmSEl1eSVF+EGtaWho+ffokYDTq5+bmhoYNG/LlBw8ewN/fv1DXcHZ2Zj74hWoZkdezZ0/4+/ujbt26TP3x48fRrFkzrdk5d/369cyaL97e3njw4IGAERFVoWQkD9nfaDkAiQ9y39OhTFkbzQVFdE5UQipkGWlIfHoVn89uwodt4xFzxQspbx6Cy8xgztM1JWlGDaB8IGthp/mKxWJmNdZ3795pxeDfmjVr4u7duxgwYABTnz2O5PTp0wJF9lWNGjUwY8YMvsxxHGbMmKH3LXIlASUjecj+RsvJpDCydYTIIGthM5GxGXNeeBoteEZyV97CBOnhzwFpJpJDbkGaFIvUt48Rc9kT7zYNQeShhYi7dwQxb0MglUqFDrdQStKMmmzDhw+Hubk5Xz548CBiY2MLdQ2h1hvJT/Y4khUrVjDjSOLj49G7d28sW7ZM8HEkCxYsYFqjb968iSNHjggYEVEFSkbykP1NVSSWoEznKbD//gDKdP0eBtYVmfMyjMyVPZwQAFkrKRpGsZurZXwKRWZMGERGJkh98wBfru/B+H6dUL58eQwcOBDbt2/Hf//9p/Xf+EpaywiQ9YE9atQovpySkoL9+/cX6hraMohVGZFIhJ9++gmnT59mupMAYPHixRgwYICg+xBZWlpixYoVTN0PP/xQpCX6ifagZCQPOdf8lxibwaJhN4glBnydyMAYVcrrx3K8RD0kYhHKJrxi6kQGRig34GdUHLkOYtOvC1DFxMTg6NGjmDJlCmrVqgUHBweMHz8ef/31FyIiIjQder5KYjICQGHzvMIOZG3SpAmMjY35sra0jMjr0aMH7t+/j3r16jH1J06cEHwcybhx45jlFt6+fauwsR7RLZSM5EF+bwB50uQ4/v8Nza3RrFpZEJJT9gJnR/xe49mjr3uQiIzMUH7wMpjVaIbKjtXx686/YGpqqvQa7969w+7duzFixAjY2dmhfv36mDFjBk6dOqUVu+SWxG4aAHBxcYG7uztffvbsWaESCmNjY7i5ufHlp0+fIiZG+wYw16hRA76+vszePAAQEhICNzc3nDx5UpC4JBIJNm/ezNStWrUKHz9+FCQeUnyUjOQht70B5JORqvYV9HIBGlI88gucff/bEaSnZXX5WZUui12HT2PHDyP5lRRnDO+Jv//+m9kQLDdBQUHYvHkz+vTpg7Jly8Lb21vdTyVP5cqVY77hl5SWEaD4+9XknOL777//FjsmdbCwsMDhw4excuVKhXEkffv2xdKlSwUZR9K6dWsMGjSILyclJWH+/Pkaj4OoBiUj+ci5NwCXmQEuPZk/XrOqfW4PJSVUzgXO0t5l7TIqsSwH84ErUaGak8JKir169SrUh5mTkxOuXLmCCRMmqP4JFIJIJGL2ZipJycigQYNQunRpvnzkyBFERUUV+PHaOohVGZFIhPnz5+PMmTOwtrZmji1ZsgT9+/cXpKVu7dq1TDK8b98+3Lt3T+NxkOKjZKQA5PcGWNSZTT5owTMiT346ePYYgtT3QTAsWwUVRqyDYRn7XBc4mzhxosIeHMo0a9YMDx48QJs2bVQdfpHIjxv5+PEjMjMzBYxGc0xNTTF27Fi+nJGRgT179hT48S1atGBaGrRpEGtuunfvDn9/f2ZpdgA4efIk3NzcEBISkssj1cPBwQE//PADU0dTfXUTJSMFlL03QKNybFM6LXhG5GVPB0/7+Bzhe6Yj/dNbgJPCdsRqGFja5LvA2YIFCxQGR+Z07949tG/fHg8fPlT9EygC+XEjMpmsRPXb5/y32rFjR4G7LKysrNCgQQO+fP/+fZ2YEZI9jmTgwIFM/fPnzwUZRzJ37lxUrPh1huPdu3fx119/aTQGUnyUjBRSzmZYahkh8j7ExOPLzf2IOPADMqJe4/PZTbDpOx8SuRkzQO4LnIlEImzZsoVZ9lqZu3fvonHjxpg5c6bgA1lL6owaAKhduzbat2/Pl1+/fo3Lly8X+PHyXTUZGRk608Vgbm6Ov//+G6tWrWJadxISEtC3b18sWbJEY+NIzM3NsXr1aqZu7ty5SEpK0sj9iWpQMlJIOZe7ppYRki0oKAg/j+2LON9DAJf1Rpwe8R8SHyqu3ptz2rg8iUQCHx8ftGjRgqnP2Vcvk8mwadMm1KlTB3///bdgTdM5k5GSMqMmW3EGsmrzeiP5EYlEmDdvHs6ePavwu7l06VL069cPcXFxyh+sYiNGjGBmJ3348AFr1qzRyL2JalAyUkg5W0YoGSFSqRTr1q1D48aN8SL4CXNMYmEDI7tafFkEwM7KBG6Oea9NY2pqilOnTsHJyYmvW7t2LQ4cOABbW1vm3I8fP2LIkCHo1q0b/vvvv+I/oULKOb23JLWMAEC/fv2Y94GTJ0/iw4cPBXqsNm2aV1TdunXD/fv3FcaRnDp1Cs2aNdPIOBKxWKww1XfdunV4+/at2u9NVIOSkULK2TJC3TQl2+vXr9GuXTv8+OOPSE9PZ46Vcu6AiuP/gKlDQwBfp4cv7l23QNPBy5Qpg/Pnz/P94ba2thgxYgRCQkIwdepUpnkcAC5evIj69etjyZIlSE3V3D43JbmbBgCMjIyYWU1SqbTAU64rVqyIatWq8eU7d+7o5ADg6tWrw9fXF4MHD2bqs8eRHD9+XO0xNG/eHCNHjuTLqampmDt3rtrvS1SDkpFCopYRAmTNlPH09ESDBg0UmtbLlSuHBZu8UX/4TxCbfN0qoIKVCbaNdEU3Z7sC36dq1ao4d+4cLC0t+d81a2tr/PHHH/Dz80Pjxo2Z89PS0rB06VI4OzvjwoULxXiGBVfSu2kAwMPDg0kOvby8CpxUyLeOJCYm4vHjxyqPTxPMzc1x8OBBrFmzBmLx14+WhIQE9O/fH4sWLVL7OJLVq1fDzOzr3mGHDh3Sqa6vEo3TAXFxcRwALi4uTuhQuJ49e3LI2vWdA8AlJycLHRLRsA8fPnDdu3dnfg+yf/r27ctFRkZyHMdxmVIZd+dlNHf8QRh352U0lymVFfme165d496+fatQn5mZyW3ZsoWzsrJSGs+gQYO4sLCwIt+3oCwtLfl7NmrUSO3300Y5fydOnDhRoMd5eXkxj9u0aZOaI1W/CxcucKVLl1b4fezVqxcXGxur1nsvW7aMuaerqysnlUrVek+Su4J+flMyUkhubm78L7m5ubnQ4RAN8/HxUfoma2lpye3Zs4eTyYqecBRHeHg4N3LkSKUJibm5ObdhwwYuIyNDbfevV68efz8bGxvm2Pv379V2X21y4sQJ5nXv3r17gR4XEhLCPG7gwIFqjlQzXr58ydWvX1/h97FmzZrc06dP1Xbf5ORkrkqVKsw9vb291XY/kjdKRtTEwcGB/wWvVq2a0OEQDYmOjuaGDBmi9MO+Q4cOSlsthHD16lXOyclJaZwNGjTg/v33X5XcJz09nSl369aNuVdSUhIXHR3NjRw5kluwYIFK7qntMjIyuEqVKvGvgUgk4l6/fp3v42QyGVeuXDn+cba2toIltaqWmJjIDR48WGmC/M8//6jtvocOHWLuZ2trqxWfHyVRQT+/acxIIckPYKXBqyXD2bNn4ezsjEOHDjH1JiYm+O2333Dp0iWFGSVCad++PR49eoSVK1cqbL73+PFjtGzZEh4eHvj8+XOx7vP69Ws0bdoUmzdvRlRUlMLz//3331G3bl0cOHCAWdhLnxkYGMDDw4MvcxwHLy+vfB8nEomYcSORkZF49epVHo/QHaVKlcLBgwexdu1aZhxJYmIi+vfvj4ULF6plHMmgQYOYadORkZFYuXKlyu9DVEgzuVHxaEvLSFJSEpNt9+7dW9B4iHrFx8dzHh4eSlsZ3NzcuGfPngkdYp5ev37N9erVS2n8ZcuW5by9vYvVl57dGiKRSDhbW1ul9wGg9a+TKoWFhXESiYR/7uXLl+fS0tLyfdyvv/7KvGa7du3SQLSadfHiRaVdnD169FDLOJKAgABOJBLx9zEyMuJevnyp8vuQvFHLiBrQtN6S49atW3BxcVH4ZmtgYIDly5fj33//ZdYA0UaOjo44efIkjh8/rtBy8fnzZ0yYMAFt2rTBkydPcrlC3qZNmwYgayprZGSk0nNMTExQo0aNIl1fF9nb26NPnz58OSoqqkDTWnVp07yi6ty5M+7fv6/QUnb27Fm4ubkhODhYpfdzdXXFuHHj+HJ6ejrmzJmj0nsQFdJQclQs2tIy4ufnx2T08+bNEzQeonopKSncnDlzmG9U2T/16tXjAgIChA6xSBITE7m5c+dyBgYGCs9LIpFws2fP5hISEgp1TalUytWsWTPXFhEAXOPGjdX0jLTXhQsXmNegffv2+T4mIyODK1WqFDPIU18lJiZyQ4cOVTqO5OjRoyq9V3h4OGdhYcHc58qVKyq9B8kbDWBVg9OnTzO/1L/++qug8RDVCggIYGaFZP+IRCJuzpw5XEpKitAhFltQUBDXpk0bpYlDpUqVuCNHjhRq8ORvv/2WZzIybtw4NT4b7SSVSrlq1aoVuquqY8eOzGPCw8M1EK0wZDIZt27dOk4sFiv8zvz8889cZmamyu61Zs0a5vr169dX68wywqJuGjWgfWn0U2ZmJpYvX45mzZrh6dOnzDFHR0fcuHED69atg4lJ7vvJ6Ip69erh+vXr2Lt3r0I3Y1hYGAYOHIiePXvi9evXBbremDFjYGFhkevxkjJ4VZ5YLFbYzdfT0zPfx+Xsqvn3339VGpc2EYlEmDNnDi5cuIAyZditEVasWIE+ffrgy5cvKrnX9OnTUb16db785MkT7Ny5UyXXJqpDyUgh0Oqr+uf58+do2bIlFi1apLBi5rfffotHjx4pfEjoOpFIhNGjRyMkJASTJk1SWFb+3LlzqFevHpYvX460tLQ8r2Vpacn0y+dUEpMRABg3bhwMDQ358p49e5CSkpLnY0rCuJGcOnXqhPv378PFxYWpP3v2LJo2barw5aAojI2NsX79eqZuwYIFiI2NLfa1iQppqKWmWLSlm2bOnDlMc19gYKCg8ZCik0ql3ObNmzkTExOFZmI7OzvuzJkzQoeoMXfv3uUaNWqktJulVq1a3KVLl/J8/PPnz3PtpomKitLQs9A+w4YNY16LvXv35nl+YmIiM6bH1dVVQ5EKLykpSeH1AsCVKlWKO3LkSLGvL5PJuA4dOjDXnjFjhgoiJ/mhMSNqMHr0aOaXWRPLbBPVe/v2Lde+fXulH55DhgzhoqOjhQ5R4zIyMrjNmzcrDPbL/hk6dCj38ePHXB+vbHl8Ozs7DT4D7XPjxg3m9XB3d8/3MfIrPIvFYi4+Pl4DkWoHmUzG/frrr0rHkcyfP7/Y40geP37MXNvAwKBETTsXCiUjapDzDTc1NVXQeEjhyGQybvfu3cw+Ktk/pUuX5nx8fIQOUXAfP35UOtMByFry/rffflM6+O/cuXMK53fp0kWAZ6A9ZDIZV6dOHeY1efjwYZ6PmTVrFnP+hQsXNBSt9rh8+TJXtmxZhd+n7t27czExMcW69pQpU5hr9ujRQ0VRk9zQAFY1kB8zYmVlBWNjYwGjIYURFRWF/v37Y9y4cYiPj2eOde/eHUFBQRg6dKhA0WkPOzs7+Pj44OLFi6hZsyZzLD4+HtOmTYObmxv8/PyYY126dEGtWrWYupI6XiSbSCTC5MmTmbodO3bk+ZiSOG4kp44dO+L+/fto2LAhU3/u3Dk0bdoUQUFBRb72smXLYG1tzZfPnj2Lc+fOFfl6RIU0lBwVi7a0jFSuXJnPqGvUqCFoLKTgjh07xtnY2Cjtj96xY4fe7AOiaqmpqdyyZcs4Y2NjhddOJBJxkyZNYr6p/v7778w5+/btEzB67RATE8OZmpryr4m5uXmeXS9RUVHMa9iuXTsNRqtdkpKSuOHDhyv9uz18+HCRr7tx40bmek5OTgp7LRHVoW4aFZPJZMxgxxYtWggWCymY2NhYbtSoUUq7HFq1asW9evVK6BB1wsuXL5WOCQHAlStXjtu7dy8nk8m4+Ph4ZsxJfl0SJcW4ceOY12zHjh15ni+/0aGJiUmBlpPXV3mNI5k3b16RxpGkp6dztWvXZq61adMmNURPOI6SEZWLj49nfnn79esnWCwkf5cuXWJ2UM3+MTIy4tatW6fSRZVKAplMxh05coSzt7dXmpS0adOGCwoK4qZNm8YB4CQGBtz1px+4TCm1Ot27d495rRo1apRna1zO/ZB8fX01GK12unLlitJxJF27duU+f/5c6OudPXuWuY61tTX36dMnNUROaMyIitG+NLohOTkZ//vf/9C5c2eEhYUxxxo1aoSAgADMmTMHEolEoAh1k0gkwjfffINnz55h9uzZCq/fzZs34dKwIQ76Zu02K7a2x5h9D9BqzVWcDwoXImSt0bRpUzRq1IgvP3jwAP7+/rmeL7+DL1Ayx43k1KFDBwQEBDCvIwBcuHABTZs2LfT+St27d0f37t358pcvX7B48WKVxEqKhpKRAqIFz7Tf3bt30bBhQ/zxxx9MvUQiwYIFC3D37l04OzsLFJ1+sLCwwPr16xEYGIgWLVowx6SZmYjyPwORgRFEpuYAgIi4VEw5EFiiExJlA1m3b9+e6/k0iFW5qlWr4vbt2xgxYgRT//r1a7i7u+Pw4cOFut6GDRtgYGDAl7dv317kTSNJ8VEyUkDUMqK90tPT8fPPP6Nly5b477//mGO1atXCv//+i+XLl8PIyEigCPVPgwYNcOvWLXh7e6Ns2bLMMS4zHRnhLyFLSwb3/3VLTwVDKuMUL1RCDBs2jFk2/+DBg7muAOrg4AB7e3u+/O+//0Imk6k9Rl1gZmaG/fv3Y+PGjUzrXFJSEgYPHox58+ZBKpUW6FpOTk6YOnUqX5bJZJg5cyY4ruT+ngqJkpECopYR7fTkyRO4ublh5cqVCm/Y06ZNw4MHD9CsWTOBotNvYrEY48ePx4HzvjBv0IU5ZuU+GGJjMwBZnfLhcanwC40RIErtYGFhgZEjR/LllJQU7N+/X+m5IpGI6aqJiYnBs2fP1B6jrhCJRJgxYwYuXboEGxsb5tiaNWvQo0cPxMQU7Hdt8eLFTDJ95coVnDx5UqXxkoKhZKSAciYj1DIiLKlUirVr16JJkyZ49OgRc6xy5cq4fPkyNm/eDDMzM4EiLDnSDMxQtvs02I5YB8NyDjC2rwtL90EK50UlpAoQnfbIuXne9u3bc/0WnrOr5vbt22qLS1e1b98e9+/fh6urK1N/8eJFNG3aFI8fP873GqVLl8by5cuZutmzZ+e7JxNRPUpGCoh27NUer169Qtu2bTF37lykp6czx8aMGYMnT56gY8eOAkVX8pS3yNrN2KRSHdiN3Yxy/edDJFJ8a8k+r6RycXGBu7s7X3727Fmu40Fo3EjBZI8jkW91Ar6OI/n777/zvYaHhwczluzVq1f47bffVB4ryRslIwVE3TTC4zgO27dvh4uLi8L26uXKlcM///yDPXv2wMrKSqAISyY3xzKwszKBCIBILIGkVGnmuAiAnZUJ3BzLKH18SVLQgaz16tVjfo8pGcmdqakp9u3bh82bNzPjSJKTkzFkyBDMnTs3z3EkBgYG2LRpE1O3fPlyREZGqitkogQlIwWUs2Uk56A9ol4fPnxAjx49MGXKFCQlJTHH+vfvj6CgIPTr10+Y4Eo4iViExb3rAshKPORllxf3rguJOOfRkmfQoEEoXfprsnbkyBGFLzpA1gywli1b8uV3797h3bt3GolRF4lEIkybNg2XL19WGEeydu1adO/ePc9xJB07dmTePxISEvDzzz+rK1yiBCUjBST/hlGmTBkYGhoKGE3JwXEcfHx84OzsjPPnzzPHLC0tsXfvXhw9epRaqgTWzdkO20a6ooIV2xVTwcoE20a6opuznUCRaRdTU1OMHTuWL2dkZGDPnj1Kz8253giNG8lfu3btEBAQoDCO5NKlS0rHl8lbv349M+Nu165dePDgAXMOjSVRo6KsqPbHH39wVatW5YyNjTk3Nzfu3r17uZ7r6enJtWrVirO2tuasra25jh075nm+MtqwAmvFihX51fpq164tWBwlSXR0NDd48GClK3527NiRe/v2rdAhkhwypTLuzsto7viDMO7Oy2hagVWJkJAQ5ne5WrVqnFQqVTjv1q1bzHmTJ08WIFrdlJyczI0ePVrhfcPU1DTP3bl//PFH5vzWrVvzq+WmpKRwo0aN0tRT0BtqWw7+4MGDnJGREbdr1y7u6dOnnIeHB2dtbc1FRkYqPX/48OHcli1buAcPHnDPnj3jxo4dy1lZWXFhYWEFvqfQyYhMJuMMDQ2ZX1CiXqdPn+YqVKig9M3k999/V/rmTYiuaN++PfN7feHCBYVzUlNTmU0KnZ2dBYhUd8lkMm7z5s2cRCJReB/54YcfuIyMDIXHxMXFcba2tsy5hw4d4jiO4+bPn8+JxeI8NzokitSWjLi5uXFTp07ly1KplKtYsSK3atWqAj0+MzOTs7Cw4Pbu3VvgewqdjMTGxjK/nAMGDBAkjpIgPj6emzhxotLWkGbNmnHPnz8XOkRCiu3QoUPM73b//v2VnteqVSvmvKLsw1LSXb9+nStXrpzC+0mnTp246OhohfN37tzJnFelShXu1q1bfFJz8eJFAZ6F7lLL3jTp6ekICAhAp06d+DqxWIxOnTrB19e3QNdITk5GRkYGypTJfWR9Wloa4uPjmR8h0bRezbhx4wYaNGiAnTt3MvUGBgb45ZdfcPv2bdSqVUug6AhRnX79+jHvIydPnsSHDx8Uzss5xffOnTtqj03ftG3bFgEBAWjSpAlTf/nyZaXjSMaOHcuMOXn37h06derEz8ihsTvqUahkJDo6GlKpFLa2tky9ra0tIiIiCnSNuXPnomLFikxCk9OqVatgZWXF/1SuXLkwYaocTetVr9TUVMyePRvt27fHmzdvmGPOzs7w8/PDzz//zOwjQYguMzIywoQJE/iyVCqFt7e3wnm0aZ5qVK5cGTdv3sSYMWOY+jdv3sDd3R0+Pj58nUQiUZjqKz9wlZIR9dDobJrVq1fj4MGD+Oeff2BikvsCSPPnz0dcXBz/8/79ew1GqYj2pVGfgIAANG7cGBs2bGBWoxSJRPjxxx9x//59hZ06CdEHHh4eEIm+Tnf28vJCZmYmc06LFi2YcygZKTpTU1Ps3r0bv//+O/PFJiUlBcOHD0eLFi3QsmVL1K9fX2EzPnl3795FRkaGJkIuUQqVjNjY2EAikSgsBhMZGYkKFSrk+dj169dj9erVuHjxIho0aJDnucbGxrC0tGR+hEQtI6qXkZGBZcuWoXnz5ggODmaOVatWDTdv3sSaNWtgbGwsUISEqJejoyO6devGl8PCwnD27FnmHGtra+b98v79+0hJSdFYjPpGJBLh+++/x5UrVxS+VPr6+iI4OBhBQUF5fgFOTk7Gw4cP1RxpyVOoZMTIyAiNGzfGlStX+DqZTIYrV64wyxzntHbtWixfvhznz59X6LfTBbQvjWqFhISgRYsWWLx4scI3wUmTJuHRo0cKzdOE6KOCrMgq/7eQkZEBPz8/tcel79q0aYOAgAA0bdqUqf/y5QtMTU3zfTx11aheobtpZs2aBS8vL+zduxfPnj3jV8QcN24cAGD06NGYP38+f/6aNWuwcOFC7Nq1Cw4ODoiIiEBERAQSExNV9yzUjAawqoZMJsOmTZvQqFEj3L9/nzlmZ2eHs2fPYvv27TA3NxcoQkI0q0ePHqhUqRJfPn/+PEJDQ5lzaNM89cgeRyK/CB2Q1W0jv6y8MvRvoHqFTkaGDBmC9evXY9GiRWjYsCEePnyI8+fP84Na3717h/DwcP78bdu2IT09HQMHDoSdnR3/s379etU9CzWjbprie/v2LTp27IiZM2ciNZXdvXXYsGEICgpC9+7dBYqOEGEYGBjAw8ODL3McBy8vL+YcGsSqPiYmJti1axf++OMPZhxJXnvZAFnJCJfLjsukaEScDryi8fHxsLKyQlxcnCDjRzp16sR3TYlEImRkZOSbOZMsHMdhz549mD59OhISEphjZcqUwbZt2zB48GCBoiNEeB8+fEDVqlX5D8Dy5cvj/fv3zNLk1apV41tMLCwsEBsbS+9BKnbr1i0MHDhQ6V5Byrx48QI1a9ZUc1S6r6Cf37Q3TQHI/3JmD+Il+YuMjETfvn0xfvx4hUSkR48eCAoKokSElHj29vbo06cPX46KisLx48eZc+S7ahISEvD48WNNhVditG7dWuk4ktxQV41qUTJSAPJjRmjwasEcPXoUzs7OOHXqFFNvbm4OT09PnD59GnZ2tHkaIUD+A1mpq0YzKlWqhJs3b/JjIPNCyYhqUTKSD5lMxiQjNF4kb1++fMGoUaMwcOBAREdHM8dat26Nx48fK6yvQEhJ16lTJ1SrVo0vX7t2DSEhIXw55yBWSkbUx8TEBN7e3tiyZUueCy1SMqJalIzkIzY2lhnMRC0jubt06RKcnZ1x4MABpt7IyAjr16/HtWvX4OjoKFB0hGgvsViMSZMmMXWenp78/9euXRs2NjZ8mQZQqpdIJMJ3332Ha9euKaw4nu3Fixc44xeCEw8/wPfVZ0hl9O9RHJSM5IOm9eYvKSkJU6dORZcuXRT213B1dUVgYCBmz55NY20IycO4ceNgaGjIl/fs2cMvcCYSiZiumoiICLx69UrjMZY0rVq1wv379+Hm5qb0+Mh56zD94EMM87qLVmuu4nxQuNLzSP4oGckHTevNm6+vLxo2bIitW7cy9RKJBIsWLcLdu3dRr149gaIjRHeUK1cOAwcO5MuxsbE4fPgwX6b1RoSRPY5Efi+hbF+u70Hi02sAgIi4VEw5EEgJSRFRMpIP2pdGubS0NPz0009o1aoVXr58yRyrXbs27ty5g6VLlzLf9AghectrICsNYhWOsbExvLy8sGXLVogkcuNIOBm+XN8NWVoysjtplp4Kpi6bIqBkJB/UMqLo8ePHcHNzw6pVqyCTyZhj06dPx4MHD3Jt1iSE5K5169aoU6cOX/b19eW3uG/UqBHMzMz4Y5SMaJZIJEKjroNRfuhKiEtZZ1WKJbDpOxdi46x/Fw5AeFwq/EJjBItTV1Eykg9qGflKKpVi9erVaNKkicI6B1WqVMGVK1ewadOmAu3tQAhRJBKJFFpHduzYAQAwNDRk9gD777//FDYtJeoVlZAKk0p1YTdmE4zsaqNM5ykwqaTYDR2VkKrk0SQvlIzkg1pGsrx8+RJt2rTB/PnzFbbPHjt2LB4/fowOHToIFB0h+mPUqFFMQr9//35+0cCcXTU0bkSzyluYAAAMLGxQYcQaWDTslud5pOAoGclHSd+xl+M4bNu2DS4uLrhz5w5zrHz58jh+/Dh2794NKysrgSIkRL+ULl0aQ4cO5cuJiYnw8fEBQINYhebmWAZ2ViYQAezYkf8nAmBnZQI3xzIaj03XUTKSD/luGolEgtKlSwsYjWaFhYWhW7du+O6775CcnMwcGzBgAIKCgtC3b1+BoiNEfykbyMpxHJo3b85MkadxI5olEYuwuHddAFmJh7zs8uLedSER06KOhUXJSD7kW0bKlSsHsVj/XzKO4/Dnn3+ifv36uHjxInPMysoK+/fvx5EjR0pcKxEhmtK0aVM0atSILz948AD+/v4oVaoUXF1dmfqc+z4R9ermbIdtI11RwYrtiqlgZYJtI13RzZm2uSiK3Ne6JQBK3r400dHRmDJlCo4cOaJwrFOnTti1axcqV64sQGSElBzZA1nlV2Xdvn073Nzc0Lp1a/j7+wPI2q7i7t276Ny5s1ChlkjdnO3QuW4F+IXGICohFeUtsrpmqEWk6PT/a34xSKVSZn8VfR+8eurUKTg7OyskIqampvjjjz9w4cIFSkQI0ZBhw4bBwsKCLx88eBCxsbG03oiWkIhFcK9eFn0b2sO9ellKRIqJkpE8xMTEMPs/6GvLSHx8PCZOnIg+ffooTBVs3rw5Hj58iKlTp5aILipCtIWFhQVGjhzJl1NSUrB//35KRoheok+XPJSEab3Xr19HgwYN4O3tzdQbGhpixYoVuHXrFmrVqiVQdISUbDk3z9u+fTtsbGzg5OTE1927dw/p6emaDo0QlaJkJA/6PK03JSUFs2bNQvv27fH27VvmmLOzM/z8/PDTTz/luYU2IUS9XFxcmIXOnj17hlu3bjGtIykpKQgMDBQiPEJUhpKRPOjrjr33799H48aNsXHjRqZeLBZj7ty5uH//Pho2bChMcIQQhrJpvrTeCNE3lIzkQd+6aTIyMrBkyRI0b94cz549Y45Vr14dN2/exOrVq2FsbCxQhISQnAYNGsSsb3TkyBGmmwagcSNE91Eykgd92pcmODgY7u7uWLp0KaRSKXNs8uTJePjwIVq2bClQdISQ3JiammLs2LF8OSMjA9euXUPFihX5utu3bytsWkmILqFkJA/60DIik8mwceNGuLq6IiAggDlWsWJFnDt3Dtu2bYO5ublAERJC8pNzIKunpyczbiQmJgYhISGaDosQlaFkJA+6PoD1zZs36NChA2bNmoW0tDTm2PDhwxEUFIRu3ZRv9EQI0R61a9dG+/bt+fLr169hY2PDnENdNUSXUTKSB/luGkNDQ53ZDI7jOHh7e6NBgwa4ceMGc6xs2bL4+++/8eeff5aofXYI0XU5B7LmHPdFg1iJLqNkJA/yLSPly5eHSKT9K+xFRESgT58+mDhxosKeFb169UJQUBAGDRokUHSEkKLq168f01V88+ZNZoVWahkhuoySkTzo2r40R44cgbOzM06fPs3Um5ubY+fOnTh58iQqVKggUHSEkOIwMjLChAkT+LJUKoWtrS1ffvv2Ld6/fy9EaIQUGyUjucjIyEBMTAxf1ubBq7GxsRgxYgQGDRqEz58/M8fatGmDx48fY8KECTrRskMIyZ2Hhwfzd5xzXBt11RBdRclILnJ+qGtry8iFCxdQv359/PXXX0y9sbExfv31V1y7dg2Ojo4CRUcIUSVHR0dm0Hl8fDxznLpqiK6iZCQX2j6tNykpCd999x26deuGDx8+MMdcXV0RGBiIWbNm0eZ2hOiZnANZ5VtK5JOR4OBg7N27V2NxEVIc9EmVC22e1nvnzh24uLhg27ZtTL1EIsHixYtx9+5d1K1bV6DoCCHq1KNHD1SqVIkvy+8sHhQUhNjYWJw7dw7u7u6Ijo4WIkRCCo2SkVxo4740aWlpmDdvHlq3bo1Xr14xx5ycnODr64slS5bA0NBQoAgJIeoWFxeHHj165Hp80qRJ6NWrF+Lj43VmOQJCaEvWXGhbN82jR48watQoPHnyROHYzJkzsWLFCpiamgoQGSFEk6ytrXHnzp1cjx8+fJj/f0pGiK6glpFcaMu+NJmZmVi1ahWaNm2qkIhUqVIFV69exYYNGygRIaSEkEgkCl20ubG2tlZvMISoCCUjudCGlpH//vsPrVu3xk8//YSMjAzm2Pjx4/HkyRNmiWhCSMnQqlUrtG3bNt/zqGWE6ApKRnIhZMuITCbDli1b0LBhQ9y9e5c5Vr58eZw8eRLe3t6wtLTUWEyEEO2yZ8+efNcOomSE6ApKRnIh3zJiYmKisV1tw8LC0K1bN3z//fdITk5mjn3zzTcICgpC7969NRILIUR7OTg4oGPHjnmeQ8kI0RWUjORCPhkpV66c2lcv5TgOBw4cgLOzMy5dusQcs7KywoEDB3D48GGtmmJMCBHWzp078zxOyQjRFZSM5EK+m0bd40U+ffqEgQMHYtSoUYiLi2OOde7cGUFBQRgxYgQt504IYVStWhUtWrRQeszQ0BAmJiYajoiQoqFkRIm0tDQmKVBnMnLy5Ek4Ozvj2LFjTL2ZmRm2bNmCCxcuMAscEUKIvJUrVyqtt7Kyoi8wRGdQMqJEzlUL1dE1Eh8fj/Hjx6Nv374KM3fc3d3x8OFDfPfdd/RmQgjJU5s2bZTuP0VdNESXUDKihLqn9V67dg3169fH7t27mXpDQ0OsWrUKt27dQs2aNVV6T0KIfhKJRJgxY4ZCPa0xQnQJJSNKqGtab0pKCmbOnIkOHTrg3bt3zLEGDRrA398f8+bNg0QiUcn9CCElw6hRoxQWPixVqpRA0RBSeJSMKKGOlhF/f3+4urpi06ZNTL1YLMa8efPg5+cHFxeXYt+HEFLylC5dGkOHDmXq3kdGw/fVZ0hlXC6PIkR7UDKiRFF27JXfOVNeRkYGFi9eDHd3d4SEhDDHqlevjlu3bmHVqlUwNjYuesCEkBJv8uTJTPnt23cY6umLVmuu4nxQuEBREVIwlIwoUdgdewMCAnDo0CGF+qdPn6J58+ZYtmwZpFIpc+y7777Do0ePcp2WRwghhfHZtBKMbKvzZVlqItLDXyAiLhVTDgRSQkK0GiUjShSmmyYqKgr9+/dHUFAQXyeVSvHrr7+icePGCAwMZM63t7fHhQsXsGXLFurTJYSohFTGYdnpZzBv2J2pT3hwDtlttktPBVOXDdFalIwoUdABrBkZGRg4cCDev3+PV69eAQBCQ0PRoUMHzJkzB2lpacz5I0aMwJMnT9ClSxf1BE4IKZH8QmMQHpeKUnXaQGT0dSBr6ptAcNIMcADC41LhFxojXJCE5MFA6AC0kXzLSKlSpWBmZqb0vBkzZuDWrVsAgJcvX2Lnzp2YOXMmEhMTmfPKli2L7du3Y+DAgeoLmhBSYkUlpAIAxMZmKFWvPdIjX8HcuSNKOXeASGKocB4h2oaSESVy7kujzM6dO7F161a+fP/+fdy/f1/hvN69e8PT0xMVKlRQfaCEEAKgvMXXZd/LdPRgEpDcziNEm1A3jRL57Uvj6+uLqVOn5nkNCwsLeHt748SJE5SIEELUys2xDOysTCAClCYiIgB2ViZwcyyj8dgIKQhKRnJISUlhullyJiMfP37EN998g/T09Fyv0bZtWzx+/Bjjx4+n5dwJIWonEYuwuHddAFmJh7zs8uLedSER0/sR0U6UjOSQ1+DVtLQ0DBgwAOHheU+Rq1WrlsJqiIQQok7dnO2wbaQrKlixXTEVrEywbaQrujnbCRQZIfmjMSM55Datl+M4fPfdd7h3716+1/Dy8oKPjw/mzp2LWbNm5ToAlhBCVKmbsx06160Av9AYRCWkorxFVtcMtYgQbUfJSA65tYxs3boVu3btKvB1sje6i4qKgoODg8riI4SQvEjEIrhXLyt0GIQUCiUjOXwMj2DKZcra4MaNG0p3xZQnEonQokULDBgwAP3791e6pTchhBBCFFEyImfV2WCsO3CLqfvxyCOk3J6FzMxMhfMNDAzQoUMHDBgwAH379qVZM4QQQkgRFGkA65YtW+Dg4AATExM0a9YMfn5+eZ5/+PBhODk5wcTEBPXr18fZs2eLFKw6rTobjB03QyFNimPqv/geRlLc11ULTUxM0K9fP+zbtw9RUVG4cOECJk2aRIkIIYQQUkSFTkYOHTqEWbNmYfHixQgMDISLiwu6du2qMPAz2507dzBs2DBMmDABDx48QL9+/dCvXz9mLxehpWfK4HUrFAAgTWaTkcyYMIiMzFCqXjsc+vswoqOj8c8//2DUqFEoXbq0EOESQgghekXEcVyhdk5q1qwZmjZtij/++AMAIJPJULlyZfzvf//DvHnzFM4fMmQIkpKScPr0ab6uefPmaNiwIbZv316ge8bHx8PKygpxcXGwtLQsTLgF4n3rNZafeQYA+HRyHZJDbgGcDABQbsBCmFZzhUhiiIU962BC62oqvz8hhBCijwr6+V2oMSPp6ekICAjA/Pnz+TqxWIxOnTrB19dX6WN8fX0xa9Yspq5r1644fvx4rvdJS0tjNpmLj48vTJiF9jYmmf//cn1+ANd7NqTJ8eBSEmBoU1npeYQQQghRjUJ100RHR0MqlcLW1papt7W1RUREhNLHREREFOp8AFi1ahWsrKz4n8qVK+d6ripULcOuAyISiWFQyppJRJSdRwghhJDi08oVWOfPn4+4uDj+5/3792q93yh3B+S3JpBYlHUeIYQQQlSrUMmIjY0NJBIJIiMjmfrIyMhcZ5NUqFChUOcDgLGxMSwtLZkfdTIyEMOjdd7rgni0doSRgVbmboQQQohOK9Snq5GRERo3bowrV67wdTKZDFeuXIG7u7vSx7i7uzPnA8ClS5dyPV8o83vUxaQ2jgotJGIRMKmNI+b3qCtMYIQQQoieK/SiZ7NmzcKYMWPQpEkTuLm5YdOmTUhKSsK4ceMAAKNHj4a9vT1WrVoFAJg+fTratm2LX3/9FT179sTBgwdx//59eHp6qvaZqMD8HnUxu4sT9vu+wduYZFQtY4ZR7g7UIkIIIYSoUaGTkSFDhuDTp09YtGgRIiIi0LBhQ5w/f54fpPru3TuIxV8/vFu0aIG//voLCxYswE8//YSaNWvi+PHjcHZ2Vt2zUCEjAzFN3yWEEEI0qNDrjAhB3euMEEIIIUT1Cvr5Tf0PhBBCCBEUJSOEEEIIERQlI4QQQggRFCUjhBBCCBEUJSOEEEIIERQlI4QQQggRFCUjhBBCCBEUJSOEEEIIERQlI4QQQggRVKGXgxdC9iKx8fHxAkdCCCGEkILK/tzOb7F3nUhGEhISAACVK1cWOBJCCCGEFFZCQgKsrKxyPa4Te9PIZDJ8/PgRFhYWEIlEKrtufHw8KleujPfv39OeN2pEr7Pm0GutGfQ6awa9zpqhzteZ4zgkJCSgYsWKzCa6OelEy4hYLEalSpXUdn1LS0v6RdcAep01h15rzaDXWTPoddYMdb3OebWIZKMBrIQQQggRFCUjhBBCCBFUiU5GjI2NsXjxYhgbGwsdil6j11lz6LXWDHqdNYNeZ83QhtdZJwawEkIIIUR/leiWEUIIIYQIj5IRQgghhAiKkhFCCCGECIqSEUIIIYQISu+TkS1btsDBwQEmJiZo1qwZ/Pz88jz/8OHDcHJygomJCerXr4+zZ89qKFLdVpjX2cvLC61b/1979xvS1B7GAfyr0zMNLA1xzliBCyusiBRlWkghCIbVKwVjLKgsXG8UKmnFIsuGSARiRX/thTQiNCLF/lgSmr2xDSSXYVtF0AShaGQ1N5/7yt270ns9u+2ce3afD+yFP38Hv/t6cI9nG9uMtLQ0pKWlobS09B9/L+xPYs/pWXa7HXFxcdi5c2d0A8YIsT1//vwZZrMZWq0WarUaOTk5/PdjAcT2fO7cOaxatQrJycnQ6XSoq6vD9+/fJUqrTE+fPkVFRQWysrIQFxeHO3fu/OMx/f392LhxI9RqNVauXIn29vbohqQYZrfbSRAEunbtGr18+ZL27dtHqampNDExMef+wcFBUqlU1NzcTKOjo3Ts2DFKTEykkZERiZMri9ieq6urqa2tjRwOB7lcLtq9ezctWbKEPnz4IHFy5RHb9SyPx0PLli2jzZs3044dO6QJq2Bie/7x4wfl5+dTeXk5DQwMkMfjof7+fnI6nRInVxaxPXd0dJBaraaOjg7yeDx0//590mq1VFdXJ3FyZenp6SGLxUKdnZ0EgLq6uv52v9vtpkWLFlF9fT2Njo5Sa2srqVQq6u3tjVrGmB5GCgoKyGw2h74OBoOUlZVFZ86cmXN/ZWUlbdu2LWytsLCQ9u/fH9WcSie2558FAgFKSUmhGzduRCtizIik60AgQEVFRXTlyhUymUw8jCyA2J4vXLhA2dnZ5Pf7pYoYE8T2bDabaevWrWFr9fX1VFxcHNWcsWQhw8jhw4cpNzc3bK2qqorKysqilitmn6bx+/0YHh5GaWlpaC0+Ph6lpaUYGhqa85ihoaGw/QBQVlY2734WWc8/m5qawvT0NJYuXRqtmDEh0q5PnjyJjIwM7NmzR4qYihdJz3fv3oXBYIDZbIZGo8HatWvR1NSEYDAoVWzFiaTnoqIiDA8Ph57Kcbvd6OnpQXl5uSSZ/y/keCxUxAflRWJychLBYBAajSZsXaPR4NWrV3Me4/V659zv9XqjllPpIun5Z0eOHEFWVtYvJz8LF0nXAwMDuHr1KpxOpwQJY0MkPbvdbjx+/Bi7du1CT08PxsfHUVtbi+npaVitViliK04kPVdXV2NychKbNm0CESEQCODAgQM4evSoFJH/N+Z7LPzy5Qu+ffuG5OTk3/4zY/bKCFMGm80Gu92Orq4uJCUlyR0npvh8PhiNRly+fBnp6elyx4lpMzMzyMjIwKVLl5CXl4eqqipYLBZcvHhR7mgxpb+/H01NTTh//jxevHiBzs5OdHd3o7GxUe5o7F+K2Ssj6enpUKlUmJiYCFufmJhAZmbmnMdkZmaK2s8i63lWS0sLbDYbHj16hPXr10czZkwQ2/WbN2/w9u1bVFRUhNZmZmYAAAkJCRgbG4Ner49uaAWK5JzWarVITEyESqUKra1ZswZerxd+vx+CIEQ1sxJF0vPx48dhNBqxd+9eAMC6devw9etX1NTUwGKxID6e/7/+HeZ7LFy8eHFUrooAMXxlRBAE5OXloa+vL7Q2MzODvr4+GAyGOY8xGAxh+wHg4cOH8+5nkfUMAM3NzWhsbERvby/y8/OliKp4YrtevXo1RkZG4HQ6Q7ft27djy5YtcDqd0Ol0UsZXjEjO6eLiYoyPj4eGPQB4/fo1tFotDyLziKTnqampXwaO2QGQ+GPWfhtZHguj9tLY/wC73U5qtZra29tpdHSUampqKDU1lbxeLxERGY1GamhoCO0fHBykhIQEamlpIZfLRVarld/auwBie7bZbCQIAt2+fZs+fvwYuvl8PrnugmKI7fpn/G6ahRHb8/v37yklJYUOHjxIY2NjdO/ePcrIyKBTp07JdRcUQWzPVquVUlJS6ObNm+R2u+nBgwek1+upsrJSrrugCD6fjxwOBzkcDgJAZ8+eJYfDQe/evSMiooaGBjIajaH9s2/tPXToELlcLmpra+O39v5bra2ttHz5chIEgQoKCuj58+eh75WUlJDJZArbf+vWLcrJySFBECg3N5e6u7slTqxMYnpesWIFAfjlZrVapQ+uQGLP6b/iYWThxPb87NkzKiwsJLVaTdnZ2XT69GkKBAISp1YeMT1PT0/TiRMnSK/XU1JSEul0OqqtraVPnz5JH1xBnjx5Muff3NluTSYTlZSU/HLMhg0bSBAEys7OpuvXr0c1YxwRX9tijDHGmHxi9jUjjDHGGFMGHkYYY4wxJiseRhhjjDEmKx5GGGOMMSYrHkYYY4wxJiseRhhjjDEmKx5GGGOMMSYrHkYYY4wxJiseRhhjjDEmKx5GGGOMMSYrHkYYY4wxJiseRhhjjDEmqz8AbxKN8t78m/0AAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -160,8 +183,8 @@ "out = model(td_init.clone(), phase=\"test\", decode_type=\"greedy\", return_actions=True)\n", "\n", "# Plotting\n", - "print(f\"Tour lengths: {[f'{-r.item():.2f}' for r in out['reward']]}\")\n", - "for td, actions in zip(td_init, out['actions'].cpu()):\n", + "for i, (td, actions) in enumerate(zip(td_init, out['actions'].cpu())):\n", + " print(f\"Problem {i} solution | Length = {-out['reward'][i].item():.2f}\")\n", " env.render(td, actions)" ] }, @@ -185,11 +208,14 @@ "text": [ "Using 16bit Automatic Mixed Precision (AMP)\n", "GPU available: True (cuda), used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n", "GPU available: True (cuda), used: True\n", "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", - "/datasets/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:67: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n" + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:67: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n" ] } ], @@ -218,14 +244,9 @@ "name": "stderr", "output_type": "stream", "text": [ + "Missing logger folder: /home/botu/Dev/parco/lib/rl4co/notebooks/lightning_logs\n", "val_file not set. Generating dataset instead\n", - "test_file not set. Generating dataset instead\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ + "test_file not set. Generating dataset instead\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n", "\n", " | Name | Type | Params\n", @@ -241,82 +262,26 @@ ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9d04b196cbd94559914a1ca68a4155ac", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sanity Checking: | | 0/? [00:00" ] @@ -359,9 +331,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 1 solution | Length = 3.49\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -369,9 +348,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 2 solution | Length = 4.10\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -386,8 +372,8 @@ "out = model(td_init.clone(), phase=\"test\", decode_type=\"greedy\", return_actions=True)\n", "\n", "# Plotting\n", - "print(f\"Tour lengths: {[f'{-r.item():.2f}' for r in out['reward']]}\")\n", - "for td, actions in zip(td_init, out['actions'].cpu()):\n", + "for i, (td, actions) in enumerate(zip(td_init, out['actions'].cpu())):\n", + " print(f\"Problem {i} solution | Length = {-out['reward'][i].item():.2f}\")\n", " env.render(td, actions)" ] }, diff --git a/notebooks/tutorials/2-creating-new-env-model.ipynb b/notebooks/tutorials/2-creating-new-env-model.ipynb index a29b5615..b430c926 100644 --- a/notebooks/tutorials/2-creating-new-env-model.ipynb +++ b/notebooks/tutorials/2-creating-new-env-model.ipynb @@ -68,9 +68,18 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "from typing import Optional\n", "import torch\n", @@ -116,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -165,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -209,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -229,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -254,7 +263,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -282,7 +291,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -334,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -359,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -417,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -452,12 +461,12 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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NGsDf37/Yb68lIrx//54ze/LkyROpxtv50bhxY87yTtOmTXmxnRiM4gZTRhhykXNmJOrIHKRHvc4qEGig5uzT0NDWQ+b3GAw1jcHGP37D58+fYWZmxmnj0qVL6N27t0Ll+v79O5YvX45t27bxHJwJhULMnj0by5Ytg4GBgSQ/IyMDmzZtwooVK3hr+bq6uli+fDnmzp0LLS0thcrKUBz//fcfhgwZgi9fZMeR0dTUhLe3N1q1aqVCyRRHRkYGnj9/zlFQXr58WeBwBzo6OrCxseEs79SpU4fNAjKKFXK/v6kEkJCQQAAoISFB3aKUOjJFYmrteotqL3Qng5Z9CYDkqDJkNdVe6E6tXW9RpkhMRESXLl3i1AFAK1euVJp8QUFB5OjoyOsTAJmZmdHp06dJLBZzzgkNDSUnJyep51hbW9Pjx4+VJi+jcIjFYtqwYQMJhULe3+yXX37hpNeuXatucRVOfHw8eXp6kqurK/Xt25eqVq0q9f7N7zAxMaGff/6ZVqxYQVevXqWvX7+qe2iMMo6872+mjDDo6rNPVHuhO1Xu58J5sJVv3o1qL3Snq88+SeouXbqU9wDs37+/UuUTiUR06NAhMjExkfoA7tq1K4WGhvLO2b9/PxkZGfHqa2ho0Lx58ygpKUmpcjPkIz4+nqdwACAdHR1yc3MjsVhMlSpVIgDUsWNHyszMVLfISkcsFtOHDx/o7NmzNH/+fGrfvj3p6+sXSkFp0KAB/frrr7Rt2zby8fGh1NRUdQ+PUYZgygijQFx99olsXM5wX9raunTJ/x2nXvfu3XkPu3r16qlExq9fv9LkyZNJIBDwZNDW1qYlS5bQjx8/OOd8+vSJBgwYIPUhXadOHbpx44ZKZGdIJygoiOrXry/1b/PkyRNJva5du1KFChXo48ePapRWvWRkZFBQUBDt27ePJkyYQE2bNiUNDY0CKyfa2tpkZ2dHM2fOpKNHj9KrV694s4sMhqJgygijwGSKxFSpsinnwbV06VJJec4v1NyHKv82vr6+ZGtrK1WO2rVr06VLl3jn/PPPP2RmZib1nI69BtJVv1eSpSiGajhy5Ajp6enx/h69evWiuLg4Tt1FixbR+fPn1SRp8SUxMZHu3r1L69evp/79+1ONGjUKNXtSoUIF6tatG/3xxx/k4eFBMTEx6h4ao5TAlBFGoejYsSPnISUUCikoKIiIiMLCwmQ+zO7fv69SOTMzM2nXrl1kbGwsVZ7evXtTeHg455z4+HiaMmWK1Poa+kZUf8hiuvI0UqXjKIukpKTQ5MmTpS6frVmzhkQiEe+cL1++qEHSkklkZCRduHCBFi1aRB07dqTy5csXSkGpW7cuDR06lP766y/y9vamlJQUdQ+NUQJhygijUEydOpX3ULKxsaGMjAw6ffq0zAfXjh071CLvly9faPTo0VJl0tPTo9WrV/PWyDce/oc0K0r/gtSr25L+vuGrlrGUBcLDw6lly5a86165cmW6deuWusUrlWRmZtLz58/pwIEDNHnyZLK2tpZqKJzfoampSba2tjRt2jQ6fPgwvXz5UqriyGDkhCkjjEKxbds2qQ+itWvX0vz582U+qCZMmKBWue/du0dWVlZSZWvYsCHdvHmTiP63e8h83gUyajOUoMF/KGto69JfW7aUCUNJVXL16lWqWLEi73o7ODiUaVsQdZCUlET379+nTZs20aBBg6hWrVqFmj0xMjKiLl260JIlS+jSpUv0+fNndQ+NUcyQ9/3N/IwwOJw/fx4DBw7k5evo6KB58+bw9fWV5GlpaUnct7ds2RJ+fn4qk1MaGRkZ2L59O5YtW4akpCRe+eDBg/Gr81I4X34PIjHSIoKR+vEFkoKuQ/Q9mlff3t4ebm5uPAdrjIIhEomwcuVKrFq1iudLw9nZGRs3bmTOu4oBnz9/hq+vr8T3ia+vL75//17gdmrVqsXxfWJjYwN9fX0lSMwoCTCnZ4xCceHCBQwYMEBqmVAolDgga9iwIfT19REYGAggy6lYYmJisQj4FRkZiblz5+LMmTO8Ml39ctCzH4ryNr3wccsgQJQJABAamUKcnADK4HrG1NTUhIuLCxYvXgxdXV2VyF+aiI2Nxa+//oobN25w8suVK4cDBw5gyJAhapKMkR9isRivXr3iRC4OCgpCZmZmgdoRCoVo2rQpR0Fp3LgxJyI3o/TClBFGoZA1M5Kb4cOHQ1tbG4cPH5bkvXjxAk2aNFGidAXj5s2bmD59Ol6/fs0r0zKphczEr6C0rBkUzQrVYDpkDb7e2InUsCe8+o0aNcL+/fvRrl07pctdWvD19cXAgQPx8eNHTr6FhQXOnz8PCwsLNUnGKCwpKSkIDAzkKChhYWEFbsfAwAAtW7aUuLa3s7PjeXZmlA7kfX+r/zOWUSJp1aoVz+10YGBgsVJGunbtimfPnmHTpk1YvXo1Jx5IRiw30q/oRzw0jarAdOByaL1/iITb+zkBzkJDQ9G+fXtMmTIF69atg5GRkcrGUdIgIuzevRuzZ8/mRWEeMmQI3Nzcin1MGYZ09PT04ODgAAcHB0leTEwMb3nn27dvebaTmJiIO3fu4M6dO5K8GjVqcGZPbG1t2X1SllCy7YpCYAasquPs2bNyGa7du3eP7ty5w8lbsGCBusWXSVhYGPXu3TvPMdWcfUbicTY2NlbmLh0zMzO6ePGiuodULElKSqJff/1V6k6Mbdu2MedaZQCxWEyvXr2io0eP0syZM8nOzo60tbULbByroaFBTZs2pQkTJtD+/fspKCiIGZWXQNhuGkahkFcZ2bJlC8XFxXHyfvrpJ3WLny+XLl2i2rVrS9/WW7UObTl5hVP/xo0bVKdOHan1BwwYQJ8+fZLRU9kjJCSELC0tedepevXq5OXlpW7xGGokNTWVfHx8aNu2bfTrr79SgwYNCrV7p1y5cuTk5ETz58+nc+fO0YcPH5iCW8xhygijUJw5cybfB0KFChWoY8eO9PnzZ86WwCpVqqhbfLk4ceKEzLEJBAKaMmUKJ8BYUlISzZs3T6rrbSMjI9q/f3+ZfyCeO3eODAwMeNenU6dOzGEZQypfv36lq1ev0ooVK+jnn3+W6d05v6NatWrUr18/cnV1JU9PT/aeKGYwZYRRKORRRsaPHy+p36dPH05ZVFSUGqXPn4yMDGrUqFG+YzQxMaGDBw9ynDr5+flR8+bNpdZ3cnLiBesrC6Snp9O8efOkXpPFixezaXWG3IjFYnr79i2dOHGCZs+eTQ4ODqSjo1Ng5UQgEFCTJk1o7NixtGfPHvL396eMjAx1D6/MwpQRRqE4ffo0CQQC2rhxo8wf++7duyX1//jjD07Z1atX1Sh9/uzfv79ADzZHR0eJO3yirJfvunXrSFdXl1dXR0eHXF1dKT09XY0jVB2RkZHUtm1b3nUwNjaWGh+IwSgoaWlp9PjxY9q5cyeNGjWKGjduXKjZEz09PWrbti3NnTuXTp8+Te/evSv0bObjx4/p8ePHCh5p6YUpI4xCcf78eTp27BgRkdT1fwCcH+KFCxc4ZWvXrlWX6PmSnJxM1atXl/nAatOmjVQ32UKhkGbPns25/169esWL45N9NGvWjHx9S7dL+bt375KpqSlv7C1atKC3b9+qWzxGKebbt29048YNWr16NfXu3ZuqVKlSKAXF1NSUevfuTatXr6YbN27Qt2/f5Or/7du3BICGDx/Oi3/F4MOUEUahyDmtLi2YmVAopLS0NEmd7B9m9jF06FB1iC0X69evz/PhNH36dHr69KnUr30ga2365MmTki8qsVhMBw4ckBqsT0NDg+bOnUtJSUlqHrViEYvFtH79eqlK2/jx4yk5OVndIjLKGGKxmN69e0enT5+mefPmUdu2baVGg5bnaNSoEY0aNYp27txJfn5+nGddzv6ybeW0tbVp3rx5HBszBhemjDCKzJEjR3g/Vl1dXU4dkUhEhoaGkvLGjRurSdq8iYuLkxnhN/sYOHAgEWU9bP7++2+qXLmy1HqdOnWily9fStqOioqiQYMGSa1bu3ZtunbtmrqGrVDi4+OpX79+Uu+JAwcOqFs8BkNCeno6BQQE0J49e2js2LFkaWlJAoGgwMqJjo4OOTg40KxZs+jEiRP09u1bEovFNHbsWE69ChUq0KZNm1hkYykwZYRRZMLCwqT+QN+8ecOp165dO86MwI8fP9QksWwWLlyY74OnXbt2nHPi4uJo2rRpUh9iWlpa5OLiwhnrxYsXZS4DjRw5kmJiYlQ9bIURFBRE9evX542rbt265O/vr27xGIx8SUhIIE9PT1q7di3169ePqlWrVqjZExMTE6pbt67Uslq1atGxY8dYNOMcMGWEUWTEYjFn1iP72Lp1K6fezJkzOeU+Pj5qklg6ERERUg1Ocx8NGjSQer6fnx+1atVK5sPn4sWLkqWbhIQEmjZtmsyH2LFjx0rcNuDDhw9Lnfbu3bs3xcXFqVs8BqPQfPz4kc6dO0cLFiwgJycnKleuXKEUlNyHjY0NeXp6Su0zUyQm7zexdDEggrzfxFKmqGQ9DwoKU0YYCsHc3Jz3Q+vatSunjpubG6d87969apJWOhMmTJDrAWJoaCizjczMTNqzZw9VqFBB6rk9e/bkGG7ev39fpuV/9+7d6d27d6oYepFISUmhSZMm8eTX0NCgtWvXsq8/RqkjMzOTnj59Svv376cJEyZQs2bNpPoXkvf4+eef6dmzZ5L2rz77RK1db1Gthe6So7XrLbr6rPQ6T5T3/c0C5THyxNTUFNHR0Zw8LS0tfP36FQYGBgCAJ0+eoGXLlpLyqVOnYteuXSqVUxYhISGwtLSEWCyWq35KSkqe0XljYmKwcOFCHDp0iFemq6uLxYsXY/78+dDV1UVaWhpcXV2xdu1aXoyWcuXKYc2aNZgxY0axjF767t07DBw4EE+ecIMGVq5cGadOnUKnTp3UJBmDoVqSkpLw5MkTSeydR48eITIyUu7zNTQ0MHbsWHQYNg1Lb0Yh9ws3O8LX7hE26G5VTWFyFxfkfn+rRDUqImxmRD3Ex8fL1PjPnTsnqZeSksLZXdGmTRs1Ss2lf//+BGQZWdarVy/fLxl5ZywePHhAzZo1k9pG/fr1OUarz58/p9atW0uta2dnR0+fPlXW8AuFh4eH1BmgNm3aUEREhLrFYzDUhlgspjFjxhRqlkRDS4cM7QdSjZknODMjtRa6U+3/nyEpjUs28r6/NYqi8TBKN/7+/jLL3N3dJf/X1dVF48aNJemgoCC5ZyKUSVRUFBo0aICbN2/i27dvGDFiBKfcycmJd86XL1/katvR0RFPnjzBX3/9JZkhyubNmzfo3r07Bg0ahIiICFhaWuLBgwfYvn07Lwqpr68vbGxs8Pvvv3OiCqsDkUiEP/74Az179uRFXZ09ezbu3r2L6tWrq0k6BkP97Nq1C4cPHy7weTq6ehDoGeJH8F1E7hmLeO8zoMx0STkBiEpIhW94nOKELWGwZRqGTDZs2ICFCxdKLatcuTI+f/4MDY0sfXbEiBE4fvy4pPzVq1do0KCBSuSUl169esHDw0OS/vTpExYuXIijR49K8i5duoTevXsXqN1Pnz5h3rx5OHXqFK+sXLlyWL58OWbNmgUtLS18/PgRU6dO5ciRTcOGDbFv3z6pSpKyiY2NxfDhw3Hz5k1Ofvny5XHgwAEMHjxY5TIxGMWJe/fuoXPnzsjMzISRkREqV67MOUxMTFC5cmVUqmSCOLEuSMcAdWqaoUuL+rjzNgHOx/wQuXcCRElfAQDC8hVRbex2CPWNJH1sHWqNvtalS+GX9/3NZkYYMvHz85NZFhMTwym3trbmlAcGBipJqsJBRHj8+LEkbWZmhmrVqqFHjx6cevLOjOTEzMwMJ0+exK1bt9CoUSNO2Y8fPzB//ny0aNEC9+7dQ82aNXH58mWcOnUKlStX5tR99eoVOnTogMmTJyM+Pr7AchQWHx8f2NjY8BQRCwsL+Pr6MkWEwQBQu3ZtfPjwAWlpaYiPj8fr16/h7e2Nf//9F25ubli3bh0suw3H3qga2PaqPLY/I8y9EoluO3zwLjYZSc9vSRQRANCqVIOjiABAFQPZ9mqlHaaMMGSSlzICAJcvX5b8v3nz5pyyoKAgpchUWCIjIzmKRrbBrampKafe58+fC91H586d8fTpU7i6ukJPT49T9uLFCzg5OWHUqFGIjo7GkCFD8PLlS4wZM4bXzr59+9CkSRP8888/hZZFHogIu3btQrt27fDx40dO2bBhw+Dr6wsLCwulysBglBTMzc1RrVo1aGtrSy2/9jwKU4/5IyqBu9z6OSEVf10PRpLPOU6+kcNQyf8FAKoZ6cKuTkWFy11SYMoIQyoxMTF4//59nnVy2o3kVkaK28xIzlkRQLYyUpiZkZxoa2vDxcUFL1++RL9+/XjlR48eRaNGjbBjxw4YGxvj0KFDuHnzJurWrcupFxUVhf79+2PAgAH49OlTkWSSxo8fPzBixAhMnz6ds9NHS0sL27dvx/Hjx3n2LQwGQzoiMWHF5WDeThkgyx4kKfgu0uP/92zRqd4EOuZNAfxvN82y3k0g1BDwGygjMGWEIZXcsyJVq1bl1QkKCpJ8UVepUgVmZmaSsrKqjGRTq1Yt/PPPP3B3d0edOnU4ZQkJCZg5cybs7Ozg4+ODLl264NmzZ5g/f77EBiebCxcuoEmTJti3b5/CjIJDQ0Nhb2+PEydOcPKrV6+O//77DzNmzIBAUHYfigxGQfENj5PMiKRHh4NE/1PwSSxCwsMznPpGbYZIfmNVjXRL7bbegsCUEYZUcisjtra2UuvlNMTMOTsSGRmJ2NhY5QhXCHL7y8geT8WKFaGpqSnJV5Qykk3Pnj3x4sUL/PHHH7zpXX9/fzg4OGDSpElISUnBhg0b4OfnhxYtWnDqJSQkYPLkyejYsSNCQ0OLJM+5c+fQsmVLvHjxgpPfpUsXBAQEwMHBoUjtMxhlkejELEVEnJ6CqMOz8OHPgfh8fCESA64gOeQ+Mr/9b3azZcuW+Md1GrYOtcbJia3xYGGnMq+IAEwZYcgg90yCrB0mOZdqchuxFhe7kdzGq+bm5qhSpQqALIdE2f8HFK+MAICenh5WrFiB58+fo1u3bjzZ9u/fj0aNGuHAgQOwtraGr68vNmzYwHO+du/ePTRv3hxr1qxBeno6CkJGRgbmzp2LQYMGISkpiVP2+++/49q1azyDWgaDIR9VDHSR/iUM0WeXAyQGxCKkRbxAxtePSPDmzoosXboUbeqboK91dTjUq1Sml2Y4KN3jiQJgTs9Ui1gsJlNTU4mzHjMzM4qMjJTqyEdXV1cSLO706dOcsk2bNql5JFm8e/eOI1f//v055S1atJCUGRsbK1UWsVhMZ8+elRlQz8HBgQICAoiI6PXr19SpUyep9Zo2bSp3DKDIyEhydHTktVGhQgVyd3dX4mgZjNKPr68v9erVW+rv1KBVP066WbNmJS42VVFhTs8YhSYiIoIzQ9CqVSuYmZnxbB8AIDU1FZ6engCK744aWfYi2eS0G4mPj1eq8zGBQICBAwciJCQE8+fP5ywRAcDDhw9ha2uLWbNmoXLlyrh16xYOHjyIChUqcOo9e/YMrVu3xpw5c3gzHTm5e/cuWrRoAS8vL06+jY0Nnjx5gp49eypucAxGGcLLywvdu3eHnZ0d3N3/f2ehBvf3nBLGdRz5+++/M3ssGTBlhMEjt71I9su7bdu2UutnL9XUr18f+vr6kvziYsRaEGUEAC8WjzIoX748NmzYgMDAQLRv355TJhaLsW3bNjRu3BgnT57EmDFj8PLlSwwZMoRTj4iwZcsWWFlZ4dq1a7yy9evXo3PnzrzxTJw4EV5eXlKVSwaDIRsiwt27d9GpUye0bdsW169f55Rra/1PGdHQN0Lm1w+SdOPGjdG/f3+VyVrSYMoIg0duZaRVq1YA8lZGiAhCoRDNmjWT5L98+RJpaWnKE1ROcisjuY1xlbWjRh4sLS1x9+5dHD16VKrPk19//RWdO3dGXFwcTp06hUuXLqFGjRqceu/fv0ePHj0wYsQIxMTEID4+Hr/88gsWLVrE2YGjq6uLgwcPYt++fXkGA2QwGFyICDdu3ED79u3RsWNH3Llzh1fH0tIS6Wn/m1Utp8V9vS5ZsqRYBsUsLjBlhMFD1syIo6Oj1PqfPn2SzILkXKrJzMxEcHCwcoSUE8plvFqnTh1UrMh1LKROZQTIWroZMWIEQkJCMGPGDN723jt37qBZs2ZYtGgROnXqhBcvXkjdfnv8+HE0aNAAjRo1wr///sspq1evHh4+fIixY8cqfTwMRmmBiODu7g4HBwd069YNDx48kFn3559/5qQTE/4X36levXoYOnRo7lMYOWDKCIND7pd33bp1UalSJQBZ7sFz2y5kk+2Ntbi5hQ8LC+O4Vs+9RAPwfaioWhnJxtjYGNu3b4efnx/s7Ow4ZZmZmVi/fj0sLCxw69YtbNu2DQ8ePOB5SE1ISOAty/Tp0wePHz/m/W0YDIZ0xGIxLly4AFtbW/Tu3Rs+Pj551h83blyezgldXFx49mEMLkwZYXB48+YNEhISJOnsJRogaxusrNmRbLuR4qaM5GcvAqh/ZiQ3NjY2ePjwIfbt28ebxfn48SMGDBiAnj17wtTUFAEBAViyZIlMo7iePXvi3LlzMDY2VoHkDEbJ59OnT3BwcMCAAQMQEBCQb30jIyOsXbsW3t7eUsvNzc0xcuRIRYtZ6iiUMrJz507Url0burq6sLe3h6+vb571t2zZgkaNGkFPTw81a9bEnDlz1B4unSEdWfYi2chSRvz8/PD582c0bdqU82JU946a3M7O5FFGihKfRlFoaGhg4sSJCA0Nxfjx43nlV69ehaWlJRYsWIArV66AZATf9vDwgKOjo9r/DgxGScHMzAw3btzA3r170bp163zrr1ixAiKRCOHh4VLLFy5cKDOeDSMHBd0zfOrUKdLW1qaDBw/SixcvaOLEiWRsbExfvnyRWv/48eOko6NDx48fp/DwcLp+/TpVq1aN5syZI3efzM+I6pg9ezZnX/zdu3c55ffv35e6nx4AHThwgIiIGjZsKMkzMjJS6776jh07cmT89u0br050dDSnzuDBg1UvaD54e3uTtbW1zGuf8xAKhbw8TU1NcnFxoeTkZHUPhcEoMbx584bMzMxk/tYsLS0pPT2dzp49K7W8WrVqlJKSou5hqBV5398FVkbs7Oxo+vTpkrRIJCIzMzNau3at1PrTp0+nTp06cfLmzp1Ljo6OcvfJlBHVkdM5lkAgoO/fv3PKU1JSSFtbW+oPr1+/fkRENHjwYE5+eHi4GkaSdW8aGhpK5GjQoIHMejlf4E5OTqoVVE4yMjJo69atZGBgIPPhOGHCBHr79i317i3dCVODBg14CiaDweATFBREVatWzVPxv337NhHxP+Kyj7/++ku9gygGKMXpWXp6Op48eYIuXbpI8jQ0NNClSxc8fPhQ6jlt2rTBkydPJEs5YWFhuHLlCs/yOCdpaWn4/v0752Aon8zMTPj7/89Jj4WFBQwMDDh1dHV1pS51AMDNmzeRmppabNzCv3nzhnPvyJJbQ0OD4wpd3TYjstDU1MSwYcPyNEQ9ceIEzp49i7Nnz+LMmTMcV/cA8Pr1a3To0AETJ07Et2/fZLTCYJRtvLy80L59e86Sbe5dboMGDULHjh0l9XNTuXJlTJo0SbmCliIKpIzExsZCJBLx1thNTU1lrrMPHz4cK1euRNu2baGlpYV69eqhQ4cOWLx4scx+1q5dCyMjI8lRs2bNgojJKCQvX75ESkqKJJ3bXiQbWf5Gfvz4gf/++4/niVVdRqzyGK9mk3NHTXFVRh49egQbGxvcv39fZp3k5GQsWrQILVq0QOXKlfHy5UuMGzeOV8/NzQ1NmjTB+fPnZdqbMBhlkStXrqBr164cQ359fX14eHigVq1aALLiTW3atAlA1m9OmqHrvHnzOE4gGXmj9N00d+/ehaurK3bt2gV/f39cuHABHh4eWLVqlcxzXFxckJCQIDmyw9QzlEt+xqvZyFJGgKxdNcVlR01BlJGcCva3b9+KhbO2bIgIO3bsQPv27REREcEpGzJkCFauXMl76L18+RIdO3bEzJkzsXr1aty6dQv16tXj1Pn8+TMGDhyI/v37IzIyUunjYDCKOydOnEDfvn05H2XGxsa4efMmunfvLgmfsHjxYpibmwPIem5mZmZy2qlQoQKmTZumOsFLAwVZ+0lLSyOhUEj//PMPJ3/UqFHUp08fqee0bduWfvvtN07e0aNHSU9Pj0QikVz9MpsR1TBlyhTOeqesQGyxsbGcegKBQPL/2rVrk0gkosqVK0vy6tSpo+KRZNGuXbs87V9yMmrUKM6YPnz4oEJJZZOYmEjDhg3jrUVraWnRjh07JMbB79+/p/79+0tdtzY0NKStW7dSQkICLViwQKqBq6GhIe3evVvu3ySDUdrYsWMH51mG/zdAffr0qaSOu7s71a1bl2OUumbNGt7vacWKFeoYQrFEKTYj2trasLW1lQRGA7Kcw3h6esLBwUHqOcnJyby1tmyXuMSmh4sVOWdGNDU1Oa7dc1KpUiWOs62cW3nfvXuH4OBgzlJNeHg4x/GYKhCJRBz7l0aNGvHsX3JS3HyNAEBISAjs7e1x8uRJTn6NGjVw//59TJ8+XXLtzc3Ncf78eVy5coU3A/L9+3fMmjULTk5O6NevH/z8/GBjY8OrM3XqVDg5OSEkJES5A2MwihFEhJUrV2LGjBmcd1K9evXw4MEDNG3aVJLXsWNH7Ny5kxNO4caNG5z2ypcvD2dnZ+ULXtooqJZz6tQp0tHRocOHD1NwcDBNmjSJjI2N6fPnz0RENHLkSFq0aJGk/rJly8jAwIBOnjxJYWFhdOPGDapXr16Btk+ymRHlk5qaSlpaWhLN3sbGJs/6EydOlGlhvnbtWvrtt984ef/995+KRpLFixcvOP2PGDEiz/qbNm3i1Hd3d1eRpNI5ffo0lS9fnndtu3btStHR0Xmem5KSQsuXLycdHR2pf5/x48dTVFQUbdq0ifT09Hjl2tratGrVKkpLS1PRaBkM9SASiWjmzJm830CzZs0oKipKrvNz7y5cvHixCiQvOShtay8R0fbt28nc3Jy0tbXJzs6OHj16JClzcnKi0aNHS9IZGRm0fPlyqlevHunq6lLNmjVp2rRpUv09yIIpI8rHx8eH84OaPHlynvUPHz4sUxlxdHSkY8eOcfK2bt2qopFkceTIEU7/W7ZsybP+0aNHOfWzfaaomvT0dJnbBJcuXUqZmZlyt/XmzRvq0aOH1LYqVqxI+/bto9evX1OXLl2k1rGysqKHDx8qcbQMhvpIT0+nX3/9VerzKy4uTq42rl27xjlXKBRSTEyMkiUvWShVGVE1TBlRPjt37uT8qNzc3PKs/+bNG57NQfb/NTQ06N69e5zycePGqWgkWTg7O3P6f/DgQZ71b968yanv6uqqIkn/R0REBMfPS/ZRoUIF8vDwKFSbYrGYLly4QDVr1pSqcNjb29Pjx4/p8OHDVKFCBV65QCAgZ2fnPO1tGIySxo8fP6hnz568+71Hjx7048cPudvJaZcGgOdTi6EkmxFG6UXenTTZ1K1bl7MdNqc1uVgsxps3b6CjoyPJU/WOmpw7aTQ0NPINEqdum5Hbt2/DxsaG56/A1tYW/v7+efrlyQuBQIBffvkFL1++xMKFC3nBunx8fGBnZ4fHjx/j0aNHvMiiRIRt27bBysoKV65cKZQMDEZxIj4+Ht26dYOHhwcnf/jw4fj333/l3o778eNHXhTfhQsXKkzOModqdKOiwWZGlI+lpaVEu9fT06OMjIx8zxkwYIDMpZrBgweTra0txw4hPT1dBSPJWhrMaQthZWWV7zlfvnzhyD906FAVSJq15rx27VrS0NDgXcNJkyYp3JX0ixcvqEOHDlL/ZqampnT06FG6fPmyzJmUYcOGyQz9wGAUd6Kioqh58+a8+3r69OkF3kmW29ZES0tLrudmWYMt0zDkJjExkfMybNOmjVzn/fXXX5wfY06DS0NDQxozZgyn/NmzZ0oeSRZPnz7l9DtmzJh8z8nMzORcgw4dOihdzm/fvlGfPn14D0ZdXV06dOiQ0voVi8V0/PhxMjU1lapwODk5kY+PD82cOZO31RH/b2/y999/qzXmEINRUMLCwqhevXq8+3nZsmUFvpejoqJ4BuLyPjfLGmyZhiE3/v7+EIvFknR+SzTZ5I7gm3PZ5vv37yhfvjynXFVLNQVxdpaNUChUqUv4wMBA2Nra4tKlS5z8evXq4dGjRxgzZozS+hYIBBg+fDhCQ0Ph7OzM23r/33//wdHRETo6Orh16xYsLS055XFxcRg9ejS6desmM1Ipg1GceP78ORwdHfH27VtO/tatW7F8+XKOewJ52Lx5M88xYufOnYssZ1mGKSOMAtuLZGNtbc1ZX/3x4wenPDo6mpNWlzJia2sr13k57UaUqYwcOnQIDg4OCAsL4+T37dsXjx8/5rnTVxZGRkbYunUrnjx5wvMTlJmZiU2bNmH06NH4/fffsWLFCl4Y9Js3b8LKygqbN2/meaBkMIoLDx8+RPv27REVFSXJEwqFOHbsWKH8gcTGxmL37t28/NwfZ4wCoqKZmiLBlmmUy5AhQzjTjaGhoXKf26lTJ97Wtuz/161bl1PWpUsXJY7if9jZ2XHkSU5Oluu8rl27cuRVtI1LSkoKTZgwgTdNrKGhQevXr1frsodIJCI3NzeqVKmS1KWbbt260ZUrV6Tu9gFAtra2FBAQoDb5GQxpXLt2jfT19XnLoEXxI7R48WKpu87i4+MVKHnpgdmMMOQm5zqqkZFRgQy5li5dyvlRNmvWjJOuUaOG5P8mJiZKf+Gmp6dz1nKbN28u97kjR47kyB4REaEwucLCwsjGxkaq0eidO3cU1k9RiY2NpUmTJkm1FdHW1qalS5fSli1byMDAgFcuFApp4cKFcit/DIYyOXXqFMeRI/7flu3evXuFbjMuLk7qvd+sWTMFSl66YDYjDLmIi4vjrKO2bNmSZ0OQF7mD5lWsWJGTrlChguT/sbGx+PTpUyEllY8XL15w1nLlsRfJRlnbez08PGBjY8NxTw9kXTt/f3906NBBIf0ogkqVKmHv3r14+PAhWrRowSlLT0/HqlWrsHXrVmzfvh19+vThlItEIqxfvx7NmjXDnTt3VCk2g8Fh7969GDZsGDIyMiR5pqam+O+//9CuXbtCt7t9+3YkJiby8tkSTdFhykgZpzDGnjlp3bo1R3nJHYMm9w83KCioYAIWkKKMJ7cy8vnz5yLJIhKJ8Pvvv6NXr1686zJ37lzcvn0bZmZmRepDWdjb28PPzw87duyAkZERpyw8PFxiYLtr1y6O4TIAvHnzBp06dcKECRPw7ds3VYnMYICI4OrqiilTpnDizNSuXRsPHjzI199QXiQmJmLLli1Sy5gyUnSYMlLGKazxajaGhoacgHovXrxAgwYNJOkPHz5w6ivbiFWRykhRZkZiYmLQrVs3rFmzhpNvYGCAs2fPYvPmzdDS0ip0+6pAKBRi+vTpCA0NxciRI3nlly5dwrx58zBx4kSMGzeOV37gwAFYWFjg3LlzLCgmQ+mIxWL89ttvWLJkCSff0tISXl5eqF+/fpHa37Vrl0zluk2bNkVqm8GUkTJPUZURgLtUk5GRwYkIm3PLMKBaZURLS4sTcTM/FKWMZC9x5IxuDWQ9FP38/DBw4MBCtasuTE1NceTIEdy9exdNmjThlKWkpGDVqlXw8vLCpk2beA/8L1++YNCgQejXrx8iIiJUKTajDJGZmYlx48bhzz//5OS3bt0a9+7dK/IM5I8fP7B582apZdWqVUPt2rWL1D6DKSNlnpzKSJUqVVCzZs0Ct5HbbsTAwICTzrklVJnLNGlpaXj69Kkk3axZM45L+vwoqjJCRNi+fTvat2+PyMhITtmvv/4KHx8fNGrUqEBtFiecnJwQGBiIjRs3oly5cpyy0NBQ/Pbbb7C2tsaMGTMgFAo55ZcuXUKTJk2wa9cunoLKYBSF1NRUDBw4EH///Tcn/6effsKtW7d4dmyFYf/+/YiJiZFa5ujoWGA/JQwpqMCYtsiw3TTKITIykmMR3rNnz0K18/HjR0473bt3J2NjY0laU1OTswUuMTFRwSPJws/PjyNHfpGHc/P582fO+cOGDZP73MTERBo6dCjPyl5LS4t27dpV6ryVfvz4kQYOHCh1m6+BgQH99ttvUncPAVlRUYODg9U9BEYpICEhgZycnHj32ODBgyktLU0hfaSkpFC1atWk3ssA6K+//lJIP6UVtpuGkS+57SsKs0QDADVq1ECtWrUk6YcPH6Jbt26SdE6HWESEZ8+eFaqf/Ciss7NsTExMOMa48s6MvHz5EnZ2djh16hQnv2bNmrh//z6mTp1a6r6catSogbNnz+LatWu8pZnExERs2rQJGRkZmDFjBvT09DjlXl5esLa2xsqVK5Genq5KsRmliOjoaHTs2BH//fcfJ3/y5Mk4ceIEz0lfYTl06BDHYVq1atU45cx4VTEwZaQMk9tepKA7aXKSc6kmISEhT6t1ZS3VFHVnkFAohImJiSQtz26aM2fOoFWrVnj58iUn/6effoK/vz/s7e0LJENJo1u3bnj27BlWrlwJXV1dTtmzZ8+wY8cO9OzZE05OTpyy9PR0LFu2DDY2Nnj48KEqRWaUAt6/f4927drxtssvWbIEu3fv5i0TFpb09HSsW7eOk5fT8FxfX79IO3QY/4MpI2UYRRivZpP760BTU1OmvxJlGbHmVEZ0dHR4MVXkQV6X8Onp6Zg9ezaGDBnCc4P/xx9/4MqVKxzFpjSjq6uLpUuX4sWLF+jZsyev/Ny5cwgKCsKYMWN46/cvXryAo6MjnJ2dpfpvYDBy8/LlS7Rt2xavXr3i5P/5559YvXq1Qmchjx49ytkR2Lp1a07azs6u2O+KKzGoZtWoaDCbEcUjFoupYsWKknVPc3PzIrWXO1Lu8OHDqV27dlLXWO3t7RU0iv+RnJzMsU2xs7MrVDtdunTJ1yV8REQEtWnThjeuihUr0pUrV4o6lBKNWCymixcvkrm5udS/vbW1NXXv3l1qWc2aNeny5cvqHgKjGOPj48MLWSAUCunw4cMK7ysjI4MX5XfFihWc9OLFixXeb2mD2Yww8iQ8PBxxcXGSdFFmRYCsbas5nWN5eXmhV69eUus+e/YMIpGoSP3l5unTpxzblMIuOeXeUZPbgt7T0xMtWrSAt7c3J9/W1hZPnjxBjx49CtVvaUEgEKBv374IDg6Gi4sL76sxMDAQ169fR8+ePVGjRg1O2cePH9G7d28MHTpU6VGTGSUPT09PdOrUCV+/fpXk6ejo4MKFCxg9erTC+zt16hTHO7WdnR2SkpI4dZi9iOJgykgZRVHGq9loaGhwHP+8f/9epgFpcnIy3rx5U6T+clNUe5FscnsTzX4pisVirF27Fj/99BNPQZk8eTIePHjAfA3koFy5cnB1dcXTp0/RqVMnThkRwcPDA6mpqfjpp5940+qnT5+GhYUFDh8+zJylMQAAFy5cwM8//8xZEjUwMMD169d5YQkUgVgs5jksXLp0Ke8jJHe0a0bhYcpIGUWR9iLZ5PY3Eh0djbp160qtq2i7EUUpI9J8jXz79g39+vXD4sWLOT4y9PT08Pfff2PPnj08401GFo0bN8atW7dw8uRJ3i6E2NhY3LhxA82aNePtyPn27RvGjh2Lrl27cr5OGWUPNzc3DBo0iLPzqnLlyrh79y7PMFpRnD9/HiEhIZK0tbU1unTpwnnOWFpacmJvMYoGU0bKKLmVkYJug5VGbmXE29tb5lKNonfU5HxI6OnpwcLColDt5FZGfH19YWtri8uXL3Py69evj0ePHmHUqFGF6qcsIRAIMHToUISEhGDOnDm8nQ5BQUEICwuDo6Mjbzump6cnmjZtik2bNnGW4Rhlgw0bNmDixImcjwBzc3M8ePCA4+lZkYjFYqxevZqT9/vvv8Pf358ThJMt0SgYlViwFBFmwKpYMjMzqXz58hIjrIYNGyqk3eTkZE7Ibmtra7px44ZUY8UePXoopE8ioqSkJNLQ0JC03aZNm0K3de3aNY6cOY1is49+/fpRfHy8wuQvawQFBZGjo6PU+6Jy5crUuHFjqWU2Njbk7++vbvEZKkAsFtP8+fN594CFhQV9/PhRqX3/+++/nD6bNGlCIpGINm7cyMn/+++/lSpHaYEZsDJkEhoayjHEUsQSDZA1I5FzhuXp06ewtrZG+fLleXUVuUwTGBjI+XIqyixP7pmRnF/jQqEQGzduxIULF3iRbBny06xZM9y7dw+HDh3ibX+OiYlBSEgILCwsePeNv78/WrVqhYULFyI5OVmVIjNUSGZmJiZOnIiNGzdy8lu1aoV79+7xDJ8VCRFh1apVnLwlS5ZAQ0MDXl5enHwWHE+xMGWkDKIMe5Fsci7ViMViBAQE4KeffuLVi4qKQnR0tEL6VJS9CJAV50Iapqam8PT0xG+//VbqvKmqAw0NDYwZMwahoaGYMmUK75q+fPkSaWlpaNiwISdfJBJhw4YNaNq0KS8QIaPkk5qaiiFDhuDAgQOc/M6dO8PT01Ppvntu3LjBeZ40aNAAQ4YMARFxlJEqVaqgXr16SpWlrMGUkTKIonfS5CT3OuqDBw/Qu3dvqXUVZTeiKGXk8uXLUrfmtmvXDgEBAUozlivLVKxYEbt374aPjw9vRisjIwOvXr1C5cqVeYaCYWFh6NKlC8aNG8fZos4ouSQmJqJnz564cOECJ3/AgAHw8PDgBeBUNNJmRRYvXgyhUIg3b95wdtGx4HhKQBVrRkWF2YwoFnt7e47DoB8/fiis7ejoaM66aseOHenz588kEAh4678bNmxQSJ8WFhaSNsuVK0eZmZkFOj8zM5MWL14s1U7BxMREquMzhuLJzMykXbt2cYIs5jxkOVKrUqUKnT59utQFIyxLxMTEUMuWLXl/2wkTJhT491xY7ty5w+m7du3akt/+oUOHOGWbNm1SiUylAWYzwpBKeno6x17DysoK+vr6Cmu/cuXKaNSokSTt4+ODihUrws7OjldXEXYjiYmJnC14NjY2BYpLER0djZ9++gmurq5SywUCAXP3rCKEQiGmTp2K0NBQqU6sPnz4AG1tbVSqVImTHx0djSFDhqBv3774+PGjqsRlKIiPHz+iXbt2vBnOhQsXYt++fQqLM5MfuWdFFi1aJPnt57YXYTtpFA9TRsoYz58/52xPK4p9hSxy/lCTk5MRGBgodYuvIpZpAgICOI6xCjIeb29v2NjY4Pbt25z8cuXKSf4fGxvLtpSqmCpVquDw4cO4d+8erKysOGXp6en4+vUrKlasyHtJXb58GU2aNMHOnTs5Bs2M4ktoaCgcHR05HxRA1pbedevWqWwpxNvbm/McqF69OsaMGSNJ51RGdHV1lbatuCzDlJEyhjKNV7PJ7W9Elt1ISEgIUlJSitRXYexFiAjbtm2Dk5MTIiMjOWUjRozgBHsjIp7HVYZqyI7KunnzZt7Omri4OIhEIl7gvaSkJMyYMQPt2rVDcHCwKsVlFJAnT56gbdu2nNksDQ0NHDhwAPPnz1epLLn9iixYsAA6OjoAsu61nFG5W7VqxfOHwyg6TBkpY6hDGfHy8kKzZs14W/JEIhFevHhRpL4KqowkJSVh2LBhmDVrFmfGQ1tbG7t378aRI0dQvXp1zjksTor60NLSwty5cxESEoIhQ4bwyuPi4qCtrc17OXh7e8Pa2hrLly/nzAQyigd3795Fx44dERsbK8nT1tbGuXPnMG7cOJXK8vjxY1y9elWSrlKlCiZOnChJP3z4kFOfbelVDkwZKWPkVEZ0dHTQtGlThfdRv359VK5cWZJ+8OABAChlqSanMmJoaMhzK56T4OBgtGrVCqdPn+bkm5ub4/79+5ItptJcwjPUS/Xq1XHq1CncvHmTt903PT0d6enpvNmTjIwMrFixQmpgQ4b6uHjxIrp3747ExERJXvny5XH16lX88ssvKpcndwya3377DXp6epI0sxdRDUwZKUMkJydzZiKsra2VYpwpEAg4syNfvnzB27dvpSojRTFijY+Px+vXryVpW1tbaGhIv6VPnToFOzs73tp0t27d8OTJE46BraxgeQz106VLFzx9+hSrV6/mxQPKduSXPb2ezcuXL9G2bVvMmDED379/V5msDD6HDx/GgAEDOLNVlSpVwu3bt3kBFVXB06dPcfHiRUm6YsWKmDp1KqcOc3amGpgyUoYIDAyESCSSpJWxRJONtKWaTp068V4gRVFG/P39OWlpnlfT09Mxa9YsDBs2jBPxUyAQYPny5fDw8OA5UmIzI8UbHR0dLFmyBMHBwVJtkdLS0nhKNhFh586daNKkCS/OEEM1/Pnnnxg7dizHuLhGjRp48OCBUp9FeZF7VmTOnDmcGbb09HT4+vpK0o0bN+bt5mIoBqaMlCFy24soYydNNtKcn+np6aFr166c/ICAgELvfMjPXiQiIgIdOnTAtm3bOPkVK1bElStXsGzZMqnbBnMrI58/fy6UfAzlUqdOHVy6dAmXLl1C7dq1OWUZGRkAwLMliYyMRJ8+fTBkyBCmZKoIIsLixYsxb948Tn6jRo3g5eWFxo0bq0WukJAQnD17VpI2MjLCzJkzOXUCAgI4XpnZEo3yYMpIGUIVxqvZtGjRgrPuKstu5MePH3j37l2h+njy5AknnVMZ8fT0RIsWLXjGZ61atYK/vz+6d+8us102M1Ky6N27N168eIHff/+dp3xkh53PvUX0zJkzsLCwwMGDBzlbwxmKRSQSYcqUKVi7di0n39bWFvfv34e5ubmaJANcXV05f3tnZ2dezKnctkZMGVEiyva+pgiYB1bF0LBhQ4kHwfLlyyvds2GHDh04XgtjYmIoIiKC52Xx/PnzhWq/bt26kjaMjY1JLBaTSCSi1atXc6L4Zh9Tp06l1NTUfNtNT0/nnNelS5dCycdQPaGhodS1a1epnlqFQqHU/E6dOtHr16/VLXqpIzU1lQYNGsS73h06dFD7s/zNmzec+6F8+fIUGxvLqzdgwACO7CEhIWqQtmTDPLAyOMTHx+PVq1eStK2trdI9G+b+ivD29kb16tV5AaZyG4jJQ1xcHMLCwiTpli1bIj4+Hn369MHvv//OWfrR09PDkSNHsGvXLp5xozS0tLQ468JsZqTk0LBhQ1y/fh1nzpyBmZkZpyzbXir3LMnt27fRtGlTbNiwgTm4UxBJSUno3bs3ZxkEAPr27YurV6/C0NBQTZJlsW7dOo793LRp03i2IJQrOJ6JiQlvJxdDcTBlpIyQ29hTFQZj0pyfAUCfPn04+bk9oMpD7iWaGjVqwNbWFh4eHpz8Bg0awMfHByNHjixQ+zl31DBlpGQhEAgwaNAghISEYN68eTylm6Qsy6SmpmLhwoWws7Pj/VYYBePr16/o0qULbt68yckfM2YMzp07xzNiVzUfPnzA33//LUnr6elh7ty5vHrh4eEce7E2bdqw4HhKhCkjZQRV2otk4+DgwPnxZn9lDBs2jFMvNDS0wG3nNl49fvw4wsPDOXm//PIL/Pz8CuVLJafdSGxsLOcrilEyMDAwwKZNmxAQEMBTjLPJ/XIJCAhAq1atMH/+fCQnJ6tCzFJFZGQk2rdvDx8fH07+3LlzceDAAWhqaqpJsv+xYcMGiYEzAEyaNIlnJwYw/yKqhikjZQRV7qTJxsjIiKMI+Pn5ISUlBba2thxDw5SUlALvWMmtjOR8uAiFQmzatAnnz5/nGaTJS86Hk1gsZi7hSzBNmzbFvXv38Pfff3Oc8QHSZ0nEYjE2bdqEpk2b4tatW6oSs8Tz+vVrODo68tzwu7q6YtOmTTJ9AKmSqKgouLm5SdLa2toyXc8zZUS1qP/uYKiEnMpIpUqVUKdOHZX0m/OLNCMjA48fP4aGhgYnsi8AHDt2rEDt5t4lk03VqlVx+/ZtzJs3r0hTqmxHTelCIBBg1KhRCA0NxbRp0+S6N8LCwtC1a1eMGTMGX79+VYGUJZfs2af3799L8gQCAfbu3QsXF5dis7yxadMmjsO1cePG8cI/ZJNTGdHW1pbqx4ihOJgyUgaIjo7Ghw8fJOmWLVuq7OEgzfkZkOVJMyeXLl2Su82jR48iKiqKl9++fXv4+/ujffv2hZCUC1NGSicVKlTAzp074evrK/dS5d9//w0LCwucOnWKbQOWwr1799ChQwdER0dL8rS0tHD69GlMmjRJjZJxiYmJwZ49eyRpTU1NLFy4UGrd+Ph4jrfqli1bqt3WpbTDlJEygDrsRbKR5vwMAIYPH87JDwgIyPdBn5mZicWLF2PUqFG8svnz58PT0xPVqlUrosRZMGWkdNOyZUs8fPgQe/bsQYUKFfKtHxMTg2HDhqF3794cxb6sc/nyZXTr1o3jZl9fXx/u7u4YNGiQGiXj8+eff3LsgEaOHMlzlpfNo0ePOM8j5gJe+TBlpAyQ275ClcqIubk5atasKUl7eXlBLBbD2tqas4aclJTECdOdmy9fvuCnn37iOU8CssJ9b9iwQaHGcSw+TelHKBRi8uTJCA0NxdixY+U6x8PDA5aWlti+fXuZN2o+evQofvnlF46H0goVKsDT0xM//fSTGiXjExcXhx07dkjSGhoaWLx4scz6zF5E9TBlpAygDuPVnORcqomPj8fLly+hqamJGjVqcOrlDFiVEy8vL9jY2ODOnTtSy3O7cFYEbGak7FC5cmUcPHgQDx48QLNmzfKtn5SUBGdnZ7Rt25YzlV+W2Lp1K0aNGsVRyMzMzHD//n20bt1ajZJJZ9u2bZJAikDWjr68Inyz4HiqhykjpRwi4igjZmZmPGdQykbWUk3uH/j58+c5aSLC1q1b0aFDB3z69Elq26ampjIN0IoCU0bKHo6Ojnjy5An++usvGBgY5Fv/0aNHaNGiBZYtW8YxiizNEBH++OMPzJ49m5Nfv359eHl5wdLSUj2C5cH379+xdetWSVogEOQ5K5KRkcHZmtygQQNUqVJFqTIymDJS6vn48SPHsEwd0TFlOT/LnR8QECDZtZCYmIihQ4di9uzZHK+YuWOPKMsYN/fDhwXLKxtoampi9uzZCAkJwdChQ/Otn5GRgZUrV8La2lpyX5dWxGIxZsyYgVWrVnHys8cuy/5C3ezcuRPx8fGS9IABA9CkSROZ9YOCgji2JWyJRjUwZaSUo07j1WysrKw47p+zp0Ctra059YgI165dQ3BwMFq1aoUzZ85wymvVqoV169Zx8pS15KSlpYWKFStK0mxmpGxhZmaGkydP4tatW7xt6NIICQlBu3btMG3aNCQkJKhAQtWSnp6OESNGYNeuXZz8du3a4e7du1KdhhUHfvz4gT///JOT9/vvv+d5DrMXUQ9MGSnlFAdlRCgUwsHBQZIODw9HZGSk1PX5nTt3ws7OjueVtXv37njy5AnvQa9M+5ecD1imjJRNOnfujKdPn8LV1ZUThVoWu3fvhqWlJf79918VSKcakpOT0a9fP5w8eZKT36tXL1y/fr3QjgVVwd69exEbGytJ9+7dG82bN8/zHBapVz0wZaSUk3snjaqNV7OR5m/EwMCAFzTv4cOH+PHjhyQtEAiwYsUKeHh4oFKlSrzxKNMRUU5lJCYmpszvniiraGtrw8XFBS9fvkS/fv3yrR8ZGYl+/fph0KBBJX5579u3b+jatSuuXr3KyR8xYgQuXLggl4KmLlJSUrBx40ZOXn6zIrmD41WoUEGumTFG0WHKSClGLBZzXt716tXjLD2oktxfF7KWanJSsWJFXL16FX/88Qc0NDRARJzxmJmZKcyviDRybu8Vi8XMC2cZp1atWvjnn3/g7u4ulwfjc+fOwcLCAgcOHCiRztKioqLg5OTEmymYNWsW/v77b2hpaalJMvk4ePAgRxn86aefYGdnl+c5Hz58QGRkpCTdpk2bYuHGvizArnIp5s2bN5xlDXUs0WRjZ2fH8QOSbewna9eCnZ0dAgIC0K1bN0nep0+fOMslyp7lYTtqGNLo2bMnXrx4gT/++INnUJ2b+Ph4TJgwAZ07d8br169VJGHRCQsLQ9u2bfHs2TNO/sqVK/HXX38V+xd0eno61q9fz8lbunRpvucxexH1UbzvKEaRULd/kZyUK1cONjY2knRAQAD++OMPTijvbIyNjXHv3j2Ym5tz8lW95JRbGSnpU+4MxaGnp4cVK1bg+fPnHIVZFnfu3EGzZs2wbt06TlDH4sjTp0/h6OiIsLAwSZ5AIMDOnTuxdOnSYhNnJi/+/vtvfPz4UZLu0KGDzMjNOWHKiPpgykgppjgYr+Yk5w+biLBq1Sqp09fx8fFSXW6rWxlhMyOM3DRo0ABXr17F2bNn8/V3k5qaChcXF7Rq1Yp3LxcXvLy84OTkxFG8NTU1cfz4cUybNk2NkslPZmYmz1NzfrYi2eRURrS0tNT+zCxLMGWkFJNTGdHQ0ODMTKgDeb5MsvHw8ODlqdJ4FWDKCEM+BAIBBg4ciJCQEMyfPz/fsARBQUGwt7fHvHnzOMba6ubq1avo2rUrxyeHnp4eLl++jGHDhqlPsAJy4sQJhIeHS9IODg7o1KlTvud9//6dsyxlY2NTrA10SxtMGSmlZGZmIiAgQJK2sLBA+fLl1SYPEeHdu3dSyypXrszLu3z5Mu/8nMqIubm50r0iMmWEURDKly+PDRs2IDAwMN/I0WKxGH/++SesrKxw48YNFUkom5MnT6JPnz5ISUmR5BkbG+PWrVvo3r27GiUrGCKRCK6urpy833//Xa6lJR8fH4jFYkmauYBXLYVSRnbu3InatWtDV1cX9vb28PX1zbN+fHw8pk+fjmrVqkFHRwcNGzbElStXCiVwcUMkJjx8+xX/Bkbi4duvEImLh9V8cHAw58GizunG5ORkjBs3DvPmzeOVbdiwAb/++isv/969exzj2w8fPnD8BajC/oUFy2MUBktLS9y9exdHjx7N1xnYu3fv0K1bN4wePVptu7V27dqFX3/9lePpuGrVqvjvv/9K3Av53LlzHB9Ftra26NGjh1znMnsR9VJgZeT06dOYO3culi1bBn9/fzRv3hzdunXjuBzPSXp6Orp27Yp3795JbpT9+/crJZ6Iqrn2PApt19/GsP2PMOtUIIbtf4S262/j2vModYtWbOxF3rx5gzZt2uDw4cNSyzt16oQWLVrw8jMzMzlfjOrwl5J75oUpIwx5EQgEGDFiBEJCQjBjxox8d58cOXIEFhYWOHHihMq2ARMRVq5cienTp3P6rFu3Lry8vOQKGlicEIvFWL16NSdP3lkRgCkj6qbAysiff/6JiRMnYuzYsWjSpAn27NkDfX19HDx4UGr9gwcPIi4uDhcvXoSjoyNq164NJyenfL3gFXeuPY/C1GP+iEpI5eR/TkjF1GP+aldIisNOmn///RctW7ZEUFCQzDpeXl4y7wV3d3fJ/9WhjGhra6NChQqSNNtNwygoxsbG2L59O/z8/GBvb59n3ZiYGPz666/o2bMn3r9/r1S5xGIxZs+ejWXLlnHymzZtigcPHqBu3bpK7V8ZXLp0Cc+fP5ekrays0KdPH7nOzczMxKNHjyTpunXr8mZGGcqlQMpIeno6njx5gi5duvyvAQ0NdOnSBQ8fPpR6zqVLl+Dg4IDp06fD1NQUVlZWcHV1zdObZVpaGr5//845ihMiMWHF5WDk/H6J9zqJRH93iNKyAiytuBys1iWbnMqIlpaWSpW/zMxMLFq0CP369eO5bx8/fjwn/eDBA1hYWEh1oHTlyhXJfZJbGVGVMS5zCc9QBDY2NvD29sa+ffvydTx49epVWFpaYuvWrUrx+puRkYHRo0dj27ZtnHxHR0f8999/SnUkqCyyd+fl5Pfff5fbH8qzZ8+QlJQkSbNZETVABSAyMpIAkLe3Nyd//vz5ZGdnJ/WcRo0akY6ODo0bN44eP35Mp06doooVK9Ly5ctl9rNs2TICwDsSEhIKIq7S8H4TS7UWukuO6jOOkUBTmwCQQFuPylv3oGrjdpD3m1i1yJeSkkKampqS62Zra6uyvj9//kwdOnTg/e0MDQ3pn3/+IbFYTJUqVZLkV6tWjcRiMVlbW0v9m3t5eZFYLKYKFSpI8urUqaOy8Tg5OUn6FQqFJBKJVNY3o3QSExND48ePl3q/5z7s7Ozo6dOnCus7OTmZevXqxeunR48e9OPHD4X1o2quXLnCGU+jRo0oMzNT7vO3b9/OOX/Pnj1KlLZskZCQINf7W+m7acRiMapUqYJ9+/bB1tYWQ4YMwZIlS7Bnzx6Z57i4uCAhIUFy5HReUxyITuQuzfx4cQeUmQ4AoPQUJAVeRdTBGRjY2Q4rVqzAhw8fVOoOOigoiGOMpip7ES8vL7Ro0QJ3797l5Ddr1gyPHz9Gv379IBAIOFt8o6Ki8O7duzyXasLDw/Ht2zdJniqXnHLOjIhEIuYSnlFkTExM4ObmBm9v7zzDIQCAr68vbGxssHTpUqSmpuZZNz/i4+PRrVs3zvInAAwfPhz//vsv9PX1i9S+uiApsyKLFy+GUCiUuw0WHE/9FEgZMTExgVAo5E1Xf/nyReb6WrVq1dCwYUPOjWFhYYHPnz8jPT1d6jk6OjowNDTkHMWJKga6nHT6Z+lunj+9D8Py5ctRq1YtaGtro2HDhujTpw9mz56NrVu34vLly3jx4gWSk5MVKl/uJQ1lKyNEhL/++gsdOnRAVBTXVmbUqFF4+PAhGjRoIMnL/UN/8OCBzIeyu7u7WoP9sR01DGXh4OAAPz8/bN26Nc9nXGZmJlavXg1ra2vcv3+/UH19+fIFHTp04J0/ffp0HD16tNjHmcmL27dvc8wE6tSpg+HDhxeojZzGq0ZGRmjSpInC5GPIR4GUEW1tbdja2sLT01OSJxaL4enpyQkRnxNHR0e8efOGs3/71atXqFatWr5xHYordnUqopqRLrJttCv3WYCqo/5CuaZdAaF0h0eZmZl4/fo1Ll++jK1bt2L27Nno06cPrKysUK5cOVStWhVt2rSBq6trkWdRVLmTJjExEYMHD8bcuXM5szHa2trYu3cvDh8+zPviyu38LC9l5NmzZ5z7DVDfzAjAlBGGYtHU1ISzszNCQkKkbnHPSWhoKNq3b48pU6bwbLHy4t27d2jbti3PkHzZsmXYvn17sY8zkx+5d9C4uLjk63guJxERERyPzw4ODiX+mpRICrr+c+rUKdLR0aHDhw9TcHAwTZo0iYyNjenz589ERDRy5EhatGiRpP6HDx/IwMCAZsyYQaGhoeTu7k5VqlSh1atXK3zNSZVcffaJai90p9o5bEdqLXSnmrNOkaH9QBIKNeVaE8559OrVSyFjbNKkiaRNPT09ysjIUMCI+Tx//pwaNWrEG0etWrXIz89P5nmpqamkq6srqW9paUlxcXEyr0vDhg056W/fvillPNJwc3Pj9H3s2DGV9c0oe9y+fZssLCzyfVaYmZnRhQsX8m3v2bNnZGZmxjt/69atKhiN8rl//z5nXDVq1KC0tLQCtXHq1ClOG6tWrVKStGUTed/fBVZGiLKMfczNzUlbW5vs7Ozo0aNHkjInJycaPXo0p763tzfZ29uTjo4O1a1bl9asWVMg46LiqIwQZSkkrV1vcZSR1q636OqzTxQZGcl7ieZ1jB49WiFKw/fv30kgEEjadXR0VMBI+Rw/fpz09fWlGsJ9/fo13/PbtWvHOe/r169kbm4u9doIhULJ/xs0aKCU8cji8uXLHFk2b96s0v4ZZY+0tDRav3691N9X7qN///4UGRkptZ2HDx9yDL+zf0ulSaHu1q0bZ3zbt28vcBszZ87ktHH79m0lSFp2UaoyomqKqzJCRJQpEpP3m1i6GBBB3m9iKVMklpQlJSVRnz595FZILCws6MCBA0Wyar979y6nzdmzZytimBLS0tJoxowZPNkFAgGtXLlS7t0mLi4unPMvX74s17UaNmyYQseTH76+vpz+FyxYoNL+GWWX9+/fU//+/fP9TRgZGdG+ffs4v73r16/zlBldXV1yd3dX44gUi4+PD2d8VatWpeTk5AK3Y2Njw1HWkpKSlCBt2YUpI8WEzMxMcnZ2llshAUDlypWj2bNnU2hoaIH727hxI6et48ePK2wsHz58IHt7e568lSpVouvXrxeoLQ8PD04bixYtoj/++CPfa6PqmYn379/zZrAYDFVy5coVqlevXr6/DScnJwoNDaXTp0+TlpYWp8zQ0JDu3bun7qEolN69exf52ZCYmMiZeW3ZsqUSJC3bMGWkmLFlyxbO8om8R+fOnemff/6RewlnyJAhnPNfvXqlEPlv3LjB8Q+SfdjZ2dH79+8L3F5uG5G2bdvS+fPn870ed+/eVch45CU1NZXTf/fu3VXaP4NBlOU7aPny5aSjo5Pn70NTU5P3nDE1NaWAgAB1D0GhBAQEcMZoYmJSqBkNT09PTjuzZs1SvLBlHKaMFEMuXrxIenp6nJu/ffv2HGNOWYeZmRmtXLmSPn36lGcfdevW5UzfisXiPOvnh0gkopUrV0pVpKZPn06pqamFbtvKykrSlo6ODgUHB3Paz/nFkn2o4x4wNjaW9N+iRQuV989gZPPmzRvq0aOH3B8ztWvXptevX6tbbIUzcOBAzjhdXV0L1c7KlSs57Zw+fVrBkjKYMlJM8fX1JVNTU8nNf+zYMUpISKDNmzdz8vP68hk8eDDdvXuXxGIxZ8YkNjaWN6tSFL5+/Sr1waevr6+Q5Z8pU6Zw2r1//z4ZGhpK0uXLl+eU16pVq8h9FoacO4bMzMzUIgODkY1YLKYLFy5QzZo1831eTJgwgRITE9UtskJ58eIF5+PI2Ni40O+G3AawERERCpaWUWw8sDK4tGrVCo8ePYKFhQUAIDk5GYaGhpg7dy4iIiJw6tSpPL0yZmZm4syZM+jQoQOsrKxgZ2eHkJAQAIp1dvbkyRPY2Njg6tWrnPyGDRvC19e3wE6FpJHb+Zm3tzcnUuiPHz845epyfpc7Pk1OnzkMhqoRCAT45Zdf8PLlS8yfPz/PqLRubm6wsrLCtWvXVCihcsnti2nWrFmFejaIRCKOs7RatWqVimjyJRWmjKiB2rVrw9vbGx07duS8cDU1NTFkyBD4+/vj3r17+UacDA4ORkBAACwsLNC3b19cvnyZU14YZYSIsG/fPrRp04YXOXTgwIHw8/ODpaVlgduVRn7OzyiX87f4+HiF9FtQcruEj4uLU4scDEZOhEIhXr16la+TxPfv36NHjx4YOXIkYmNjVSSdcnj9+jVOnjwpSRsYGMDZ2blQbb148YIThJW5gFczKpilKTKlaZkmJ2lpafkaloWGhtKUKVNIW1tb7nXi7CMsLIy8vLxoxYoVNH/+/Hzl+fHjB40ePVrq0tBff/1VZPuT3IjFYqpevbqkn0qVKtG+ffvyHNPB6495W6iVTe6tzM+fP1dZ3wyGNBISEjhBHLOP/OzPTExM6NixYwr/LauKcePGccaT08FmQdm1axenrZ07dypQUkY2zGaklBETE0MrV66kypUry62M5FRg8tuF8vr1a2rWrBmvjWrVqtH9+/eVNq7Bgwdz+jtz5kyeY6rYbQbHuZwqWLVqFUcGT09PlfTLYEjjy5cvHN8Y2cfkyZPp69ev5OzsTBoaGnn+jrp160bh4eHqHkqBCA8P50Qj19PTo+jo6EK3N2LECM41CQwMVKC0jGyYzUgpw8TEBEuXLsWHDx/g5uYmVyCn7ECEVapUQUpKikxbh4sXL8LW1hZPnz7l5Hfo0AEBAQG85RRFkrvt6OjoPKNtprzNirvzOSEVU4/549rzKJl1FQULlscoLrx//x7t2rWDv78/J3/x4sXYvXs3KlasiK1bt+LJkycy44UBwPXr12FpaYktW7ZAJBIpW2yFsGHDBk78qylTpqBy5cqFbi9ncDwDAwNYWVkVST5G0WDKSAlDV1cX48ePx7Nnz3DlyhVONFxZREdHo0ePHmjYsCE2bdqEr1+/Asgyhl24cCF++eUXztopACxcuBA3b97kBYpTNLmVET8/PzRu3Fhm/dT3gRBnpCF7lXzF5WCIxHmvmRcVFiyPURx4+fIl2rZti1evXnHyN2/ejDVr1nAMWa2trfHgwQO4ubmhUqVKUttLTk7GnDlz4ODgwPsQKW5ERkbiwIEDkrSOjg7mz59f6PaioqIQHh4uSbdu3TrPjyCG8mHKSAlFQ0MDPXr0wLJly+Q+5+3bt5g/fz6qV6+OIUOGwN7eHhs2bODUMTIywsWLF7Fu3boCRb4sLE2bNkX58uUl6QcPHqB58+Yy62volENmfNZsCAGISkiFb7hyDUpzKyOfP39Wan8MRm58fX3Rrl07RERESPKEQiEOHTqEuXPnSj1HQ0MD48ePR2hoKCZNmiSzbT8/P9ja2mLJkiVITU1VuOyKYOPGjZKZXgCYMGECqlWrVuj2cs6KAMx4tTjAlJESTmFmLtLS0nDmzBneVG+zZs3w+PFj9O3bV1Hi5YumpiZnOvnt27eoV68er175Zj+h8oA/YNxxArRMzDll0YnKfYCymRGGOvH09ESnTp0kM5pA1szA+fPnMWbMmHzPr1SpEvbu3YtHjx6hRYsWUutkZmbC1dUVzZs3x3///aco0RXCly9fsG/fPklaS0sLCxYsKFKbTBkpfjBlpIRTpUoVmWUF2Xuvra2N9u3bq8WHhjw2KRW6TIZ+fTskv7iNqEPOSH7tI9nSWMVAV6nyMWWEoS4uXLiAn3/+meMCwMDAANeuXSvwR4O9vT38/PywY8cOmc+GV69eoUOHDpg0aZLattLn5s8//0RKSookPXr0aJibm+dxRv7kVEY0NDRgb29fpPYYRYcpIyUcWTMjxsbGeP36Nc6cOSPXDy09PR07duxAo0aN0LVrV/zzzz8cYzFlkvurJCqKa5Qq0NaDhpYOAMC44zhkxH5AzIVV+Hx0LvS+PEOr2hWUKp+uri7n4c2UEYYqcHNzw6BBgzjLEyYmJrhz5w46dOhQqDaFQiGmT5+OV69eYeTIkTLr7d+/H02aNMGFCxcK1Y+i+Pr1K3bt2iVJC4VCLFq0qEhtJicnIyAgQJJu3rw5DAwMitQmo+gwZaSEU6lSJakeGF1cXFClShUMGjQI+/fvR82aNeVu89atW+jfvz9q166NVatW8ZQDRWNvb88xHvP29uZWIDGyR6htYo7y1j0AAOlRrxFy2AUdnNrj7t27SpUx544apowwlM2GDRswceJEzkylubk5Hjx4AFtb2yK3b2pqiiNHjuDu3bsyd+ZFRUVhwIAB6N+/Pz59+lTkPgvD1q1bkZSUJEkPHz5c6jJuQfDz8+N8aLElmmKCanYaFw3mZyRvcvseqV69OiUnJxMR0bFjx0hfX5/nZyA/PwQ5j9zxcJRBy5Yt85TN9vfzVGuhO9Va6E41Zh4noW45Xp3OnTuTt7e3UuRr166dpB8tLS0SiURK6YdRthGLxTR//nzevd24cWP68OGDUvpMT0+njRs3Sn1OZB8GBga0Z88eld738fHxZGRkJJFBIBDQy5cvi9zumjVrOGM7ceKEAqRlyII5PStDWFpacn5cBw4coNTUVJo2bRrvoSIQCGj16tUUHR1Nq1evpqpVq8qtlACgJk2a0I4dOxT+t5g1a1ae/d64eYu838TSxYAI8n4TS+s3bJBZ9+eff6bHjx8rVL7cUUJjY2MV2j6DkZGRQePHj+fdz61ataKYmBil9//x40fefZ77aNu2LYWEhChdFiKi1atXc/oePHiwQtr9+eefOe2+f/9eIe0ypMOUkTJEp06dOMrC27dvyc7OjvcgMTExoRs3bnDOTU1NpYMHD5KVlVWBlJJy5crR5MmTKSgoSCFjOHv2bJ79bd68mSd3nTp18jznl19+oWfPnilEvunTp3PafvHihULaZTCIsu7n/v37S53t+/79u0pluXbtGtWrV0/m70pLS4tWr15NaWlpSpMhMTGRKlWqxOlXEc8akUhExsbGkjZr1KihAGkZecGUkTJCpkhMXXr9IvlxLVu2jPcjBkD29vZ5TvOKxWK6du0ade3atUBKCQBydHSk48ePU2pqaqHH8enTpzz7GDlyJO+c/BQYIGsmaNiwYRQaGlpo2YiIVq5cyWn39u3bRWqPwcjm+/fv1LlzZ969279//yL9popCSkoKrVy5Ms+YWBYWFvTo0SOl9L9x40ZOX3379lVIu8+fP+e0O2TIEIW0y5ANU0bKAFeffaLWrrfIwLYPASChYWWCQMB7aMycObNAXzFBQUE0evRo0tLSKpBSUrlyZXJxcaF3794Vajx169aV2XazZs149cViMbVt21Yu2TQ0NGjMmDEUFhZWKNn27t3Lae/kyZOFaofByElMTAy1atWKd7+OHz+eMjMz1S0evX37lreskVvZd3Z2psTERIX1mZycTKamppx+FLXsmvt3vG3bNoW0y5ANi01Tyrn2PApTj/kjKiEVAu0sPxui7zFAjnDi+vr6OHHiBLZt2wZtbW25227WrBkOHz6Md+/ewcXFBcbGxnKdFxMTg7Vr16Ju3bro06cPrl27ViC/JXn5GwkODkZaWhonTyAQ4M8//5Sr7Ro1aqBq1aocfwUFgcWnYSiaiIgItG/fHn5+fpz8BQsWYP/+/cXCPXndunXh7u6Oixcvonr16rxyIsK2bdvQoEEDXL16VSF97t+/n/P76tGjh0J2EAH8nXpsJ00xQjW6UdFgMyNcMkViau16i2otdCezyW6koWvA+2LRNalJQU8VYy+RmJhI27Zty3PmQtZRt25d2rhxo1wGn/v27cuzLX9/f6nn5Y6+mfs4depUkXcBPHr0iNOmi4tLkdpjlG1CQkLI3Nycd6+uX79e3aLJJCkpiVxcXEgoFMr8rQ0cOFBqJN0vX77Qjx8/8u0jNTWVqlevzmnTy8tLYWOoX7++pN1y5cpRRkaGwtpmSIfNjJRifMPjEJWQ5QJd08AEwnJcp1/6jdqi8ojN+KFf+NgNOSlfvjxmzpyJV69e4dy5c3lGA81NWFiYJB7O6NGj4ePzP8+pucn9lZLbf0pQUJDU81xdXaGrK9sLq4uLCz58+CC3zNJgXlgZisLf3x/t2rXj3JMaGhpwc3MrsptzZVKuXDm4urri+fPnaN++vdQ6586dQ926dXHkyBHO7zwoKAhDhgzJ15Hi4cOHERkZKUl36tQJbdq0UYj8X758wZs3byRpe3t7lcTfYsgHU0ZKIDljsQiEmqg8eDk0yhkDGkJU6DQRJn0XQkNHX+ExW4RCIQYMGABvb294e3tjwIAB0NCQ7xZKS0vDkSNH0Lp1a7Rs2RIHDhxAcnIyp06tWrU46dxtBwYGSm27Zs2a+O2332T2HR4ejnbt2uH169dyySoNFiyPoQju3r2LDh06ICYmRpKnra2Ns2fPYvz48WqUTH4aN26Mu3fv4uTJk1IjAiclJWH06NFwdHSURMaNiYmBu7s7Jk+eLPNjJCMjA+vWrePkLV26VGFysyWa4g1TRkoguWOxaBlWQeW+i2A6bC0MW/WVzCgoM2aLg4MDzp07h9evX2PmzJkoV66c3Of6+/tjwoQJqF69OubMmSMJif78+XNOPZFIxJkdkaWMAMDChQs5dh2///47tLS0JOns9fkXL17ILWdO9PT0OC6j2cwIo6D8+++/6N69OxITEyV55cuXx5UrV9C/f381SlZwBAIBhg4dirCwMMycOVOqF+iHDx+iYcOGWLt2rUR5P3jwIH7//XepbR4/fhzv3r2TpB0dHeHk5KQwmVlwvOKNgGSpqcWI79+/w8jICAkJCQUK/lZaEYkJbdffxueEVEj74wkAVDXSxYOFnSDU4D8klMG3b9+wd+9ebNu2rVDu47t06YI6depg//79nPyqVatKHmTGxsaIi4uT+uADsh5048ePR/Xq1fHx40dcuXIFAwYM4Bi+mpiY4MaNGzKjl+ZFgwYNJNO8NWrUwMePHwvcBqNs8vfff2P8+PEQiUSSvEqVKuHq1ato1aqVGiVTDE+fPsWYMWM4MV9yYmBgwFHCtm/fjhkzZkjSIpEIFhYWnNnLa9euoVu3bgqT0cHBAY8ePQKQpUx9+/YNRkZGCmufIR15399sZqQEItQQYFnvrHgSuV/L2ellvZuoTBEBgAoVKmDRokV49+4dDh8+jKZNmxbo/Fu3bvEUESBrR1A28fHxedp+jB49Gs2bN0e/fv0gEAjQs2dPeHh4cNqIjY1Fp06d4OPjUyD5AO5STXR0tGS62cfHR6rsDAaQFXV2zJgxHEWkRo0auH//fqlQRICsHXiPHz/GgQMHpM6S5lREAMDZ2Rlnz56VpM+cOcNRRFq2bImffvpJYfKlpKTgyZMnknTTpk2ZIlLMYMpICaW7VTXsHmGDqkbcpZiqRrrYPcIG3a0UY7xaULS1tTF69GgEBQXhxo0bRf6y+fbtGyed11KNUCjE5s2b0a9fP0le586dce3aNc4SS3x8PLp06YJ79+7l2ffjx48xd+5cBAcHA+Bu701PT8e7d+8wbdo0ODg4MEM4Bg8iwpIlSzBv3jxOfsOGDeHl5QULCws1SaYcNDQ0MG7cOHz48AEjRozIsy4RYcSIEbhz5w7EYjHWrFnDKV+6dKnMGdDC8OTJE2RkZEjSbImmGKLkXT0KgW3tlU2mSMyJ2ZIpUk4gu6Lw7NkzGjt2bJ7eHOU9li9fnm9/0rbx+vj4cNxAAyA9PT26efNmnu1ku5xv06YN2dracs43NDSU/P/p06dFukaM0kVmZiZNnjyZd//a2NhI3fpaGvHx8SEzM7M8f88GBga0efNmTl7z5s0VHpBz3bp1nD6OHj2q0PYZsmEeWBnFjqioKFqyZAlVrFix0MpI7dq1KTAwsFD9BwQEkImJCac9HR0dunz5ssxzXF1d85VJT0+P+StgSEhLS6PBgwfz7pMOHTqUmWdYSkoKLVmyRC4vzrn9lpw5c0bh8vTu3ZvTR2E9MTMKDlNGGMWWpKQk2rlzJ8cBUUGPwsbDefHiBS9SsaamJp09e1Zq/aioKNLU1MxTljZt2ijisjBKAYmJifTTTz/x7pG+fftSSkqKusVTCZ6enoX+bVtYWBTZQWFuxGIxJ15XtWrVFD7zwpANc3rGKLaUK1cO06ZNQ0hICP75559Crd96eXnh119/Rc2aNeHi4sLZEpgXTZo0wb1791CzZk1JXmZmJoYMGYJjx47x6letWhV9+/bNs83SYoTIKBpxcXHo2rUrbty4wckfM2YMzp07l6djvtKEqakpZs6cib59+xbYSDTb7btITHj49iv+DYzEw7dfIRJToeUJDQ3F169fJWlHR0eF2qMwFISKlKMiwWZGSj+1a9cu9CwJkBWwq1evXnTlyhW5vqzCw8N57u0FAgHt37+fV/fGjRt59s3WnxkRERFkaWnJuzfmzp2r8C/9kkRGRgb5+vrS2rVrqWvXrqSnp5fvb7mJdStqPvsA1VroLjlau96iq88+FUoGNzc3Tvt//fWXYgfJyBN539/MzwhD7SQmJsLIyEiyVdbMzAzR0dEyXUdraGjkGYCvbt26mDJlCsaOHQsTExOZ9SIjI9G5c2eEhoZy8rdt24aZM2dK0mKxGA0aNEBYWJjUdl6+fInGjRvL7IdRunn9+jV++ukn3uycq6srFi1axL7Cc5CWloZHjx7B09MTW7duxffv36VXFGrCyGEIjFoPhECoJXFZUJidguPGjcOhQ4ckaV9fXzabqUKYnxFGiSEgIIDjInrIkCHYtm2bzPrZiohQKJT6oA8LC8OCBQtQo0aNPOPhVK9eHf/99x/PJ4qzszM2bNggSWtoaGDSpElSZSlfvjwaNmyY9wAZpZbAwEC0bduWo4gIBALs3bsXLi4uTBHJhY6ODpycnNClSxeOIsKLUCzKRMKD44i7tRdA1pQGAKy4HFzgJZucbuD19PRgbW1dGNEZSoYpIwy18/jxY066ZcuWcvknEYlEEiVD2nq8PPFwTE1NcefOHV6I8oULF2L58uWS9seOHctxL5+Nra2t3PF5GKWL+/fvw8nJCdHR0ZI8LS0tnD59Wqbyyshi1apVnPS2bduwdONOaOiW/1+mUBOGdgMkSQIQlZAK3/A4ufuJjY3lzHza2dlJ/R0z1A97ijLUjjRlpE6dOhwnY/m98FNTs4ICypoGzI6HY2Zmhjlz5nAeUJUqVYKnpycvOuiKFSuwaNEiEBGqVKnCcaaWDZvuLZu4u7vjp59+4nzd6+vrw93dHYMGDVKjZMWfR48e4datW5J0tWrVMG7cONh26QuzCXugb+EEADBuNwpaFfhLMgUJAMqC45UcmDLCUDs5lRFDQ0PUr18fAoEAbdu2leTnthHp378/tLW1eW1lvxwMDQ2lzpYkJCRgy5YtaNy4Mbp27YoLFy4gMzMTRkZGuH79Ojp06MCpv2HDBjg7O0MsFmPy5Mm89lq2bFmgsTJKPseOHUO/fv0kCjCQFQ7B09NToS7MSyurV6/mpBcsWABdXV1UMdCFsJwxKveZD9OhrjBsJX0XW0ECgLLgeCUHpoww1EpCQgInJoWNjY1kFiSnMpKb/v3748OHD1i6dKnUMObfv39Hamoq9PX1UblyZalt3Lp1CwMGDEDt2rWxcuVKJCYm4sqVK+jevTun3o4dOzB58mS0b98e9evX55QxZaRssW3bNowcOZITZ8bMzAz3799H69at1ShZySAgIAAeHh6SdOXKlSVLWnZ1KqKakS4EAHRrNYNAg2tHIgBQzUgXdnUqyt1fbmXEwcGh0LIzlAtTRhhqxd/fn5PO+XLP6ysmMDAQpqamWLlyJT58+IDdu3ejQYMGvHrJycmIiYmBUChEnTp1pK4XR0ZGYtmyZTA3N8fo0aMxZ84c9OnTh1PHzc0NY8eOxfjx4yV5xsbGqFu3rtxjZZRciAjLli3DrFmzOPn169eHl5cXLC0t1SRZySL3rMi8efMkgSwVHQA0LS2NM+tqaWmJChUqFEpuhvJhyghDrUizF8nG2tpaagRQgBswT19fH1OmTEFISAguXryIdu3a8eqLRCKEh4cjIyMD9evXR5UqVXh1MjMzcfbsWXTr1g2vXr2CjY0Np/z48ePw8vKSBMWr1agpHoXFFckhE6P4IxaLMXPmTKxcuZKTb21tjQcPHqB27drqEayE8fz5c1y4cEGSrlChAqZNm8apo8gAoP7+/khLS5Ok2RJN8YaFGmWolbyUEU1NTbRu3Rqenp6884KCgkBEnK2TGhoa6Nu3L/r27Qs/Pz9s3rwZ586d40ypA8CbN28AALVq1YKRkRGePXvG2/obEhIikSGnvxN3d3doGVQEEuMQLjDFsP2PUM1IF8t6N1FbpGSG8khPT8eYMWNw8uRJTn67du1w+fJlFoa+ALi6unLSs2fP5kTTzqa7VTV0bVIVvuFxiE5MRRWDrKUZeWdEsmH2IiULNjPCUCs5lRFpyx6yHiAxMTGIioqS2W6rVq1w6tQpvH37FnPmzJH60Hv//j2ePn2KSpUqoV27dqhYkb8WLc3xWkZi1tZCbZPaAIDPCamYeswf157LlodR8khOTka/fv14ikivXr1w/fp1pogUgFevXuH06dOStKGhIZydnWXWF2oI4FCvEvpaV4dDvUoFVkQAvjKSe7cco3jBlBGG2oiLi+N4NW3ZsiXPSVReRqw5l2pkUatWLfz555/4+PEjNm7ciBo1avDqxMbG4v79+0hJSUHnzp3ldoqU4HsBROIiOWRiFE++ffuGrl274urVq5z8ESNG4MKFC9DT01OTZCWTtWvXcnbEzZw5E8bGxkrrj4g4ykiVKlVQr149pfXHKDpMGWGojSdPnnDS0namtG7dWqaPkaCgILn7MjIywm+//YawsDAcP34cLVq04NVJSUmBp6cngoKC0KFDB/Tu3TvPl05GdBhizq9CytvHEJO4wA6ZGMWTqKgoODk58XxUODs74++//2ZOswpIeHg4jh49KkmXK1cOs2fPVmqfb968QUxMjCTNguMVf5gywlAbedmLZGNgYIDmzZtLPV+emZHcaGlpYfjw4Xjy5Alu376Nnj178uoQEe7evYvLly+jSZMmGDNmDMxqSd81k/LWD9HnluPTvklI8DmPNx8+FVgmRvEhLCwMbdu2xbNnzzj5K1euxJYtW5i33UKwbt06jt3W1KlT84wZpQiYvUjJg/2yGGpDHmUEkL1UUxhlJBuBQICOHTvC3d0dwcHBmDhxInR0dHj1njx5gsOHD0OcmYHyLX6GXn17QMD/2WTGf0b83UOY0L0VRo8ejUePHkmNh8Movjx9+hSOjo6cpUOBQIAdO3Zg6dKl7Mu6EERERHCC1Onq6mLevHlK75cpIyUPpoww1EbOZRoTExOYm5tLrSdLGXn9+jV+/PhRZDksLCywb98+fPjwAcuWLZP61fY58iOSAq4g9eNzlLfuDoOWfSEszzd4TU/Piofj4OAAW1tbuLm5KURGhnLx8vKCk5MTPn/+LMnT1NTE8ePHMX36dDVKVrLZsGEDMjIyJOmJEydywjwoi5xLbDo6Orxt+oxiCJUAEhISCAAlJCSoWxSGgoiOjiZkxb4iANStWzeZdSMiIjh1cx4PHz5UuGzJycm0d+9eatSokcx+oSEk/SZOZNxhLOmaN5NdDyAjIyOaNWsWhYSEKFxWRtG5cuUK6enpcf5menp6dOXKFXWLVqKJiooiXV1dyTXV0tKijx8/Kr3fr1+/cv6Wbdu2VXqfDNnI+/5mMyMMtSCP8Wo21atXl+lYqihLNbLQ09PDpEmTEBwcjMuXL/Pi1QAAxCIkB/+H+LuHoK0pxMyl6zFjxgypgfoSEhKwdetWNG7cGF26dJHEw2Gon5MnT6JPnz5ISUmR5BkbG+PmzZvo0aOHGiUr+WzevJkTv2fs2LFSd7MpmocPH3LSbImmZMCUEYZakNdeJBtZSzUF2VFTUDQ0NNCrVy/cuXMHjx8/xvDhwyEUCnn1vocFYPuqhbh9+zZcXV2xc+dOmUa3np6enHg4nz4xg1d1sWvXLvz6668cxbBq1ar477//2AusiMTGxmL37t2StFAoxKJFi1TSN7MXKZkwZYShFgqqjMh6oChjZkQatra2OH78OMLCwjBv3jypTtSCg4MxY8YMrFixAv3798eVK1cwYsQIqdGFs+Ph1KpVC4MGDcKdO3eYwauKICKsXLkS06dP51zzunXr4sGDB2jWrJkapSsdbNmyhWMrNWLECNSpU0clfTNnZyUUVawZFRVmM1L6qF69umRN19TUlMRicZ71nz17JtUeQ19fnzIzM1Uk9f9ISEigzZs3k7m5uUxbET09PZoyZQo9fPiQ1q1bR7Vr187TtsTCwoK2bdtG8fHxKh9PWUEkEpGzszPv2jdt2pQ+ffqkbvFKBd++fSNDQ0PJtdXQ0KDQ0FCV9J2WlsaxU2ncuLFK+mXIRt73N1NGGCrn06dPnBdBz5498z1HJBKRsbGx1Je4Og1DMzIy6OTJk9SyZUuZSoZAIKA+ffrQ7du36fLly/Tzzz+TQCCQWb9cuXI0adIkCgwMVNu4SiPp6ek0YsQI3vVu06YNxcXFqVu8UsPKlSs513fYsGEq6/vRo0ecvsePH6+yvhnSYQasjGJLQYxXs9HQ0JA53apMu5H80NTUxNChQ+Hr64v//vsPffr04fmjICJcunQJnTp1wooVKzBy5EiEhIRgwYIFqFSpEq/NHz9+YN++fbC2toajoyOOHz/OiT7KKDgpKSno378/jh07xsnv3r07bty4wULLK4jExERs2bKFk7d48WKV9Z/bay6zFyk5MGWEoXIKai+SjTKcnykKgUCA9u3b499//8XLly8xefJk6Orq8uo9fvwYw4YNQ9euXVG1alUEBwdL/JJIw9vbGyNGjECNGjXg4uKCd+/eKXkkpY/4+Hh069YN7u7unPxhw4bh33//Rbly5dQkWelj165diIv7X0iE/v37w8rKSmX9M3uREkxhpl127NhBtWrVIh0dHbKzsyMfHx+5zjt58iQBoL59+xaoP7ZMU7ro1asXZypV3rX6e/fuSV3W6NGjh5IlLhzR0dG0YsUKqlKliswlGUNDQ/rtt9/ow4cP5O/vTxMnTiR9ff08l3x69epFV65cIZFIpO4hFns+f/5M1tbWvOs4bdo0dv0UzI8fP6hy5cqc6/zkyROV9S8Wi6lq1aqSvk1MTPK1RWMoH6XZjJw6dYq0tbXp4MGD9OLFC5o4cSIZGxvTly9f8jwvPDycqlevTu3atWPKSBkm9wPDzMxM7nOTk5NJS0uL92IpSBvqICUlhfbv308WFhYylQxNTU0aPnw4PXnyhL59+0Zbt27N2+kaQHXq1KH169dTTEyMuodYLAkPD6f69evzrtsff/zBXlJK4K+//iqwLZgiefv2Laf/Pn36qLR/hnSUpozY2dnR9OnTJWmRSERmZma0du1amedkZmZSmzZtyM3NjUaPHs2UkTJMbm+qBX1gODg4SH0x56cMFwdEIhF5eHhQp06d8lQyOnToQJcvX6bMzEzy9PSkAQMGkFAolFlfR0eHRo4cSQ8fPmQv2f/n+fPnZGZmxrtWW7duVbdopZKUlBTe9VaGd+S8OHLkCKf/9evXq7R/hnSUYsCanp6OJ0+eoEuXLpI8DQ0NdOnShef1LicrV65ElSpVMH78eLn6SUtLw/fv3zkHo3RQWHuRbNTh/ExRaGho4Oeff4anpyf8/f0xYsQIaGpq8urdvXsXvXv3hpWVFd68eYOjR4/i/fv3WLZsGapVq8arn5aWhqNHj7J4OP+Pj48P2rdvz3EoJxQKcfToUTg7O6tRstLLoUOHONe7S5cuaN26tUplYM7OSjYFUkZiY2MhEolgamrKyTc1NeUEmMrJgwcPcODAAezfv1/uftauXQsjIyPJUbNmzYKIySjGFFUZkfWAKQnKSE5atGiBo0ePIjw8HPPnz4eRkRGvTkhICCZPnoxatWrBzc0N06dPx/v373H27Fl06tRJarsBAQGYOHEiqlevjtmzZyM0NFTZQylW3Lx5E507d+YYUerq6uLixYsYMWKEGiUrvaSnp2PdunWcvKVLl6pcjpw7abS1tWFra6tyGRiFR6m7aRITEzFy5Ejs379faiRUWbi4uCAhIUFyfPz4UYlSMlRJbmWkoA8MWdbxxWFHTWGoUaMGNmzYgI8fP+Kvv/5CrVq1eHViYmKwfPlymJubY8aMGbCysoKnpyeCg4Ph7OzM4uH8P2fPnkXPnj05s0KGhoa4fv06evXqpUbJSjfHjh3Dhw8fJOl27dqhffv2KpUhPj4ez58/l6RbtmwpdTcboxhTkLWftLQ0EgqF9M8//3DyR40aJXXtPyAggACQUCiUHAKBgAQCAQmFQnrz5o1c/TKbkdKBWCwmExMTyZquubl5odpp3LgxzxbA0tJSwdKqh4yMDDp9+jTZ2dnlaVfSq1cvunPnDonFYkpKSqJ9+/ZJ3TWS8zAzM6Ply5dTZGSkuoepcPbu3ctzJFelShUKCAhQt2ilmoyMDKpXrx7nut+4cUPlcly9epUjw2+//aZyGRjSUaoB64wZMyRpkUhE1atXl2rAmpKSQs+ePeMcffv2pU6dOtGzZ88oLS1Nrj6ZMlI6ePfuHeeB0b9//0K1M378eN6LVigUUkpKioIlVh9isZju379P/fr1y9Nbq42NDR0/fpzS09NJLBaTt7c3jRgxgrS1tWWeIxQKaeDAgXT79u0Sb/AqFovJ1dWVN8ZatWrRq1ev1C1eqefYsWOc625vb6+We+r333/nyJH7g5mhPpS6tVdHR4cOHz5MwcHBNGnSJDI2NqbPnz8TEdHIkSNp0aJFMs9nu2nKLufOneM8MFxdXQvVzqFDh6S+ZB8/fqxgiYsHr169oqlTp5Kenp5MBaNmzZq0ceNGSVyb6OhoueLhNG7cuMTGwxGLxTRv3jyps2QRERHqFq/UIxKJeNvVL1++rBZZOnbsWOJ215UVlBqbZvv27WRubk7a2tpkZ2dHjx49kpQ5OTnR6NGjZZ7LlJGyi4uLi0Kmc1+/fi31xerm5qZgiYsXsbGxtGrVKjI1NZWpXBgYGNCcOXPo3bt3RJS1rd7Dw4N69uyZ5wyLvr4+TZo0qcQsa2RkZNCYMWN447C3t6evX7+qW7wywZkzZzjX3traWi2zIunp6RxHgQ0aNFC5DAzZsEB5jGJH165dOQ+v2NjYQrUjFoulejWdOXOmgiUunqSkpNCBAwfI0tIyz6WYoUOHkp+fn+S8sLAwWrhwIcduR9rRpk0bOnr0aLFd9kpJSaG+ffvy5O7atSslJiaqW7wygVgspmbNmnGu/7lz59Qii5+fH0eOMWPGqEUOhnSYMsIoVojFYqpQoYLkgVGnTp0itde/f3/ey6hdu3YKkrZkIBaL6erVq9SlS5c8lYv27dvTv//+K3F/npKSQkePHpXpQC77MDExoYULF1JYWJiaR/o/EhISqEOHDjxZBw0aRKmpqeoWr8zw77//8pbG1OVef+vWrRxZ9u/frxY5GNJhygijWJHbVfOgQYOK1N6ff/7JeyEZGhqWeIPMwhIYGEijRo2S6i4/+2jYsCHt3r2bfvz4ITlP3ng4PXv2JA8PD8rMzFTbGKOjo8nW1pYn3+TJk9UqV1lDLBZTq1atOH+DEydOqE2ewYMHc2R58eKF2mRh8GHKCKNYcfr0ac4Do6iumn18fKS+OIvTV7w6iIiIoEWLFpGxsbFM5aJSpUq0dOlSidE5EUni4UjbNp3zUFc8nPfv31PDhg158ixevLjMKqDq4tq1a5y/QYMGDdSmDIrFYqpevbpElgoVKrAAiMUMpowwihXz58/nPMA8PT2L1F56errU3SUXLlxQkMQlm8TERNq6dSvVqVNHpmKho6NDEyZM4HxJisViun37Ng0cOLDYxMMJDg6mGjVq8GTYvHmzUvtl8BGLxeTo6Mj5Oxw6dEht8uR2F6Dq4HyM/GHKCKNYkXvr3bdv3xTeJpAVkZXxPzIzM+ns2bPUunXrPGc8fv75Z/L09OQoFhEREbR8+XKpAedyHtbW1rRv3z5KSkpSuPy+vr5UqVIlTn9CoVCtL8CyzJ07dzh/i9q1a1N6erra5Dl+/DhHnsK6C2AoD6aMMIoNIpGIDA0NOdO6iiC3oyMABd42Xpbw8vKi/v3757nF19ramo4ePcp5waSnp9O5c+fyjTZsZGREzs7O9PLlS4XIe+vWLSpfvjxvRubixYsKaZ9RcHLfA3v27FGrPNOmTePI899//6lVHgYfpowwig2hoaGcB8awYcMU0m7utWsgy/MmI2/evHlDM2bMyNNotXr16rR+/XreDFZwcDA5OztzlEtpR6dOnejcuXOF/mo+f/48z4usgYEB3blzp+gXgFEovLy8ePeIuncwNW/eXCKPlpYWJScnq1WebNIyROR27y0tvfiM3O69pbSMsmvHwpQRRrHhxIkTSlnrj4+Pl/qVHxcXp5D2Sztfv34lV1dXqlq1qkylonz58jRr1iwKDw/nnJuUlET79+9XSjwcNzc30tDQ4LRjYmJSaj3slhR69OjB+Zts3bpVrfIkJCRw7hN7e3u1ypONq8cLqrPInWot/N9RZ5E7uXqUzV0+8r6/lRq1l8EAih6pVxZGRkZo1qwZLz8oKEgh7Zd2KlasCBcXF7x79w6HDh1C06ZNeXWSkpKwdetW1KtXD4MHD4aPjw8AoFy5cpgwYQL8/f3x8OFDjBw5Etra2rzzP336JIk4PGjQINy5cwdEJFOmjRs3YsKECRCLxZI8c3NzPHjwgIWEVyOPHz/G1atXJWlTU1NMnDhRjRIBPj4+nPtEVkRvVbL2SjD23guHONctLiZg771wrL0SrB7BSgBMGWEonZzKiEAgQIsWLRTWdtu2bXl5TBkpGDo6OhgzZgyCgoJw/fp1/PTTT7w6YrEYZ8+eRevWrdGuXTtcvHgRIpEIAoEArVu3xpEjRxAREYH169ejdu3avPNFIhHOnTuHTp06oUmTJti+fTsSEhIk5USEhQsXYsGCBZzzGjdujAcPHqBRo0YKHzdDftasWcNJ//bbb9DT01OTNFl4eXlx0o6OjkVu8/79+/j3339x//59PH/+HJ8+fUJKSopc56ZnirHnWgASg24g+vxKZH6P5tXZfz8c6ZliKWczBJTXZ0ox4fv37zAyMkJCQgIMDQ3VLQ6jAIhEIhgbGyMpKQlA1svl5cuXCmv/5MmTGD58OCdvzJgxOHTokML6KIs8e/YMf/75J44fP46MjAypderXr485c+ZgzJgx0NfXl+SLRCJcv34du3btwpUrV2TOhOjr6+PXX3/F5MmTsWfPHri5uXHKW7VqhStXrsDExERxA2MUmKdPn6J58+aSdKVKlfDu3TuUL19ejVIBXbt2xa1btyTpqKgoVK1atUhthoaGwt7enqMoA1kKe8WKFVGhQgXev0SE9+/f4+GTIHz5GC45x7jDWBjZD+D1sbSnBca3q1skOUsScr+/lb5gpACYzUjJJTg4mLPOPGLECIW2/+HDB6k7QhiK4dOnT7R48WKOK//cR8WKFWnJkiUUFRXFO1/eeDi5j86dO9P379/VMGJGboYMGcL526xevVrdIlFGRgZnp1XdunUV1va1a9d4NkuFOXRqWnHsRrKPpRefKUzWkgCzGWEUC3Lbi7Rs2VKh7desWRPm5uacvODgYKSnpyu0n7JKtWrVsGbNGnz8+BE7duxA3br8L7q4uDisWbMGtWrVwrhx4/D8+XNJWZ06dbBu3TpERETg2LFjcq3rN2zYEDt27ICBgYFCx8IoOCEhIThz5owkbWRkhBkzZqhRoiyePXsmmW0FFLNEk023bt0wf/78Ircj+h4DEvFnFWtV1JdSm8GUEYZSUbYyAvAfROnp6QgJCVF4P2WZcuXKYfr06Xj16hXOnz8vValIT0+XGMJ2794dt27dkizR6Ojo4Ndff4WXlxcCAgIwatQoaGhIf/y8evUKTZo0Qa9eveDh4QGRSKTUsTFk4+rqyllmc3Z2hpGRkRolysLb25uTLooykpGRgSdPnmDbtm0YOnQozM3NsX79+kK1pVW5NowchqDq6C0wm+wGgVCLU64hAEY61C60rKUZpowwlEpOZURDQwPW1tYK70OaEWtgYKDC+2EAQqEQ/fv3h5eXFx4+fIiBAwdKVSquX7+Orl27wtraGkeOHOHMVJmYmMDPz4+zEyI3RAQPDw/06tUL9evXx/r16xETE6OUMTGk8/btW5w4cUKSLl++PGbNmqVGif5HbuPVguykiYuLg4eHB5YsWYKOHTvC2NgYLVu2xKxZs3D69Gl8/PixQLI0atQIGzduxJs3b7DisAeM24+ETtX6EAgEvLoT29WBtiZ77UpFFWtGRYXZjJRMMjIyOI61rKyslNJPUFAQb7127ty5SumLweft27fk7OxM5cqVy9PfyNq1a8nHx4fMzc155ZMmTco3Ho62tjaNGDGCvL29WXA8FTBhwgTO9V+wYIG6RZKQ8x4yMjKSGRxPLBbTy5cv6cCBAzR+/Ph8A0HKewiFQvrll1/o3bt3vD6ZnxEuzOkZQ+08e/aM8wMeM2aMUvrJzMwkAwMDTl+dOnUiIqKXL1/S7t27ldIvg0tcXBytW7cu31g2OQ8NDQ3av3+/pI3IyEi1x8NhZEVJ1tLSklxvPT09+vLli7rFIiKijx8/cu6F7t27S8p+/PhBd+/eJVdXV+rZsydVrFhRIcpH9iEQCGjUqFH06dOnPGVkHlj/B1NGGGrn0KFDnB/y9u3bldZX9+7dOX0ZGxvT1atXycjIiFauXKm0fhl80tLS6MiRI9SsWbN8H+xr1qyR2kZ6ejqdP3+eOnfunGcbhoaGCo2Hw8hi+vTpnOs8a9YsdYsk4dSpUxzZBg8eTM7OztSyZUvS1NRUmOKRe6avQ4cO5O/vr+7hlziYMsJQO7kfaA8fPlRY23FxcXTz5k1KTEwkIqLVq1dLfdkBoG3btimsX4b8iMViunnzJtnY2OT50HdwcKDz589TZmam1HZevnxJs2bNIiMjozzbKWo8HEYWnz59Ih0dHcl11dbWpoiICHWLRenp6eTn50ft27dX6GxH7hm35cuXU2BgINWrV48AUP369emff/5hS4OFhCkjDLVjb28v+ZELhUKFBrESi8XUoUMHEgqF1KpVK17cjJzHkSNHFNYvo2AcPnw4TzuQnEe9evVo+/btMpdeChIPZ9myZcXiBVoSmTt3Lud6Tp06VS1yxMbGkru7Oy1evJicnJxIT09P4cqHUCikjh070pYtWzjxlyIiIsjY2Jj+/PNPSktLU8v4SwtMGWGolfT0dM7XVfPmzRXeR2BgoNRAebmPS5cuKbxvRv5s3ryZ97eoWrUqTZkyJc+1/AoVKpCLi4vMdXmxWEwPHz6kkSNH8iL75n7RDBgwgDw9PdlXrZxER0dzjM41NTWlGmkqGpFIRC9fviQ3NzcaN26cwgxNpR36+vr0yy+/0N9//02xsbFS5fn48SPFxMQofdxlAaaMMNRKQEAA5wEwfvx4pfQzceLEfB8+9+7dU0rfDOmIxWJavHgx7+/QsGFDyYvtx48ftGvXLmrQoIHMv5uWlhaNHj2agoKCZPYVExND69evpzp16uR5DzRu3Ji2bt1K3759U9FVKJm4uLhwrtu4ceOU0k9SUhLduXOH1qxZUyRDU3ltRExMTGjcuHF06dIlhc7QMvKHKSMMtbJ//37Ow0BZO1q+fPlChoaGeT6Inj0rW+6X1UlmZiZNnjyZ9zewsbGRuhsjMzOT/vnnH2rbtm2ef8OuXbvStWvXZM5wZGZmkoeHB/Xq1SvP2TJ9fX2aOHEiBQQEKPlKlDy+fv3K2ZWmoaFBr1+/VkjbHz58oFOnTkkMTeVdust51KhRgypVqiR3/bp169K8efPo3r17Mu2RGMqHKSMMtZL7heTn56e0vjZu3JjnQ+njx49K65vxP9LS0mjw4MG86+/k5CTXb9fHx4cGDx6cZ1wQKysrOnjwIKWmpspsJywsjBYtWpRvPBwHBwc6evQopaSkKPIylFiWLVvGuT6//vprodrJNjTdsmULDR48mGrUqFFgxUNPT48cHR2pd+/e1KZNG87SUV6Hra0trVq1ip49e8aW5ooJ8r6/WdRehlJo1aqVxPuqlpYWEhMToaOjo5S+0tPTYWlpiTdv3kgtT0xMVHuE0dJOUlISBgwYgBs3bnDy+/Tpg9OnT0NXV1futt69e4etW7fCzc2NE38kJ1WrVsXMmTMxZcoUVKxYUWqdtLQ0nDt3Drt27eK5D89JpUqVMH78eEyZMgV16tSRW87SxPfv31GrVi3Ex8cDAAQCAZ4/f44mTZrke+7Xr1/x8OFDeHt7w9vbG76+vkhJSSlQ/9WrV4ejoyOaNGmCpKQkPH78GPfv3883FICmpiY6dOiAfv36oU+fPqhZs2aB+mUoHxa1l6E2UlNTOQ6TbG1tld7nxYsXpX4pCQQC9oWkZL5+/UqtW7fmXfvRo0dTRkZGodv99u0bbdiwgapXr57nssv06dPzXU4ICAigSZMm5eklViAQ0M8//0zu7u5lblrf1dWVcy0GDhwotZ5IJKLg4OAiGZoKhUKytbUlZ2dnOnnyJF2/fp1WrFhBLVq0KFA7bdq0YTZAJQC2TMNQG48fP+Y8NCZPnqz0PsVisVQHWTo6OkrvuywTERFBlpaWvOs+Z84cmS66C0p6ejodO3Ysz5eVQCCgX375hR48eJCn8hkfH0/bt28nCwuLPF90tWvXpnXr1lF0dHS+8n3+/Fkh41QXSUlJvCWtwMBASVm2oenPP/9MFSpUKLDyUaFCBerZsyetWbOG7ty5Q/Hx8XT37l2aM2dOvobH2YepqSk5Ojpy8nbu3KnmK8eQB6aMMNTGnj17OA+Nffv2qaTfp0+f8owXmTKiPF69ekW1a9fmvTjWrFmjlNkosVhMnp6e9PPPP+f54rK3t6czZ87kOSsjFovpzp07NGjQoDx3ZMgTD2fRokW0bNkyhSlfqib3FmwbGxuaOXMm2draFsrQtHHjxjRu3Dhyc3Ojly9fkkgkoh8/ftDFixdpzJgxchuhNmzYkBYsWEDe3t4kEoloxIgRUhUmRvGGKSMMtZE7wJYqXShPnTqV98VclKUChnQCAgKoSpUqvGu9Z88elfQfHBxMEyZM4PiyyX3UqVOHtmzZQt+/f8+zrcjISFqxYkWh4+GsX7+eANAvv/ySb1/FifT0dLp//z4vrlNBDj09PXJycqLFixeTu7s7x29HTEwMHTp0iPr27Su3wzJ7e3tau3atVPf+OWdRDAwMytxSWkmFKSMMtZHTQ6aOjo5KPRhGR0dz7FUAUHBwsMr6Lwvcu3eP55pdS0uLTp8+rXJZPn/+TH/88UeeO2eMjIxo4cKF+XpkLUg8nJkzZ0ruq5zb2K2srOjt27eqGHqBiY2NpcuXL5OLiwu1b9++UB5Na9asSUOGDKGtW7eSn58fz/X+27dv6c8//yQnJ6c8d0XlvG+6d+9Ou3fvpsjISJmyf/r0iXNe165dlX25GAqCKSMMtZCcnMyZ9razs1O5DH379uU8uFZs2UeZImbEqgjc3d1JV1eXc3319fXp2rVrapUrOTmZ9uzZQw0bNpT54tPU1KSRI0fKNb0vbzycjh078raxV6xYkTw9PVUwatlkG5ru37+fxo4dS40aNSqw4iEUCqlly5bk7OxMp06dog8fPvD6EYvF9OTJE/rjjz/yDYyYU5kbOnQonTp1Su5n+tmzZzltLF++XNGXjKEkmDLCUAuPHj3iPDSmTZumchlW7z3BffjZD6TWrrfo6rO8w34z8ubYsWM8G4IKFSooNABiURGJRHTp0iVycnLK84XYuXNnunLlSr62LdnxcAq600MoFNK2bdtUtpMrKSmJbt++TatXry60oammpib17NmTXF1d6e7duzJjBKWnp5OnpyfNnDmTzM3N5WrbzMyMpk6dStevXy/UTOns2bM57d28ebOol4yhIpgywlALO3bs4Dw0Dh48qNL+rz77RDWdT3Jk0K1jQ7UXulPthe5MISkk27Zt471gqlWrVqy92/r5+dHQoUPzNMJs0qQJubm55ev4TCwW06NHj2jUqFF52qnkPsaNG5eng7bCIBaL6f3793Ty5MkiGZrmXs68ceOGzD4TExPp3LlzNGLECLkVnSZNmtDixYvJx8enyMa9rVq1krSroaFRomxzyjpMGWGohbFjx3IeSE+fPlVZ35kiMbV2vUW1FrqT0LDy/x5e5Yyp1v8rI61db7ElmwIgFot5njmBrLDqYWFh6hZPLt6/f09z587N01CzSpUqtHLlSrmCo8XExNCGDRvk3pbq4OBAUVFRhZY/PT2dfH19acuWLTRo0KA8/a7IOvT09KhDhw4SQ9OdO3fyZMw9i/Plyxdyc3OjXr16yaWACQQCatOmDW3YsIFCQ0MLPd7c/Pjxg7P026JFC4W1zVA+TBlhqIWmTZtyHoCq3Mni/SaWai10p1oL3Umvvh3nQVlj+lFJmfcb6ZE6GVxEIhHNmDGD99Jp3rx5ifStER8fT5s2baKaNWvm+dKeMmWKXC9Tf3//PJ2o5TyqV6/OCYmQKRKT95tYuhgQQd5vYjkKckxMDF26dIkWLVqkEEPTx48fcwxNMzMzeTYkV65cIaKs7dobN24kR0dHuSJi6+joUM+ePWn//v1Kuyfu3r3L6XP69OlK6YehHOR9f2uCwVAQycnJePHihSTdokULaGqq7haLTkyV/F///9q787ioqv9/4K+ZgRkW2VxYxQ0zRdwNBUVMQfiEyJQplSmWS78ks9zNjCyVTC1LTVNza/mokQ4IiPtGqJjigkB+FHcBwQWQfWbO74++3LisM8jMZeD9fDzmkfdwl/c90L3vOffcc7p4wsjaAcYtnSBz6gqxmWW165HqlZWVISQkBP/973955YMHD8a+fftgbW0tTGDPwcrKCrNmzcKHH36IiIgIrFq1CufPn+etU1RUhA0bNuDHH3/EqFGjMGvWLAwePBgikYi3XlxcHMaMGYOCggKNjn3//n14eXlh8+bNaNVrGBbvS0FGbjEYU6Ps0T2YPr4OF3Yfd1Iv4u+//9bqvIyMjNCnTx94enrC09MTHh4etQ6LHhERwTtG165dcerUKcyePRspKSl1Hs/a2hojR46EXC6Hn5+fzqda+PPPP3nLgwYN0unxiDBobhrSYBISEngXiunTp+P777/X2/FP33iENzedqXO9/04ZCA+XVnqIyDAVFhbi9ddfx/79+3nlAQEB2L17N8zMzASKrGExxnDy5EmsXLkS0dHRNa730ksvYdasWRg9ejSMjIzwyy+/YOLEiXXOm1ITs65eMG7dDiUP0lB6Pw3qEs0SmnItW7bkEg9PT0+89NJLGv9O1Go1evbsyfvSoAlnZ2cEBQVBLpdjyJAhMDY21mr75xEQEIDY2Fhu+fbt22jXrp3ejk+ej6b3b2oZIQ2mfGK8cv3799fr8d07toSDlQkyc4tRXYYtAmBvZQL3jtVPrEaAp0+fYuTIkVW+jb799tvYsmWLXm9CuiYSieDt7Q1vb2+kpaXh22+/xY4dO1BczG85O3fuHN544w3Y2tpi/vz5mDRpEh49eoQHDx7gwYMHyMjI4P5d8XP//n2UlpZWOW5h2imt4uzWrRsv+XjxxRertNTUJS8vD3FxcVi7dq3GiUiPHj0gl8shl8vRp08frY/ZENRqNW+Sw7Zt21Ii0kRRywhpMBMmTMDPP//MLV+9elWjWT8bUlxyBt7/5QIA8BKS8svo+rf7wt/NQa8xGYqMjAz4+/vj8uXLvPIPP/wQ3377LcRisUCR6U92djZ++OEHrFu3DtnZ2dWuY2lpialTp+LDDz/kPQ4pLS3FxYsXkZCQgPj4eJw6dQoPHz7U6vgiYxn69O2P//gMhaenJwYOHFjjrMR1ycjIQFRUFBQKBY4ePVptYlSRWCzG4MGDIZfLERQUhE6dOtXruA3p6tWrcHNz45aDg4Oxc+dOASMi2tL0/k3JCGkwrq6uSE1NBQCYm5sjNzcXEolE73HEJWdwz+TLOViZICzQlRKRGqSnp8PX1xfp6em88i+++AKffvqpIN+KhVRYWIh58+Zh06ZNKCkpqXYdiUSCwYMHo3379rh69SouX76MsrIyrY4jMjaBaWd3yJy6QebUDdI2HfD9uP4I6u1Ur7jT0tKgUCgQGRmJM2fqfmQpk8ng5+cHuVyOkSNHok2bNvU6rq5s3LgR7733Hrf8/fffY/r06QJGRLRFj2mIXuXn5yMtLY1b7tu3ryCJCAD4uznA19UeiTcf42F+MWwt/nk0IxE3rxuqpq5cuYIRI0YgMzOTKxOJRFizZg1CQ0MFjEwYCQkJmDdvHuLj47kykUiEyt/bVCoVTpw4Uf8DGUlh7uqNVv78m6uthYnGu1Cr1UhMTIRCoYBCodCq8+uHH36IZcuWwdzcXONt9K3iIxqAOq82ZZSMkAaRlJTEu1jru79IZRKxiDqpaiAhIQEBAQF4+vQpV2ZkZIQdO3bgzTffFC4wAaSkpOCTTz5BZGRkg+/b2NgYPXv1wj0jJyhbdoTUvjOMWzlDJP43Yde0T1NJSQmOHj0KhUKBqKgoXhJZEzs7O2RlZXHLHTt2xKpVq/T6tlt9VOy7ZG5ujp49ewoYDdGlxv2XSAxG5VckhU5GSN3i4uLw2muvoaioiCszNTXFH3/8gf/85z8CRtawVGpWayvZnTt3MHv2bERERFRp/Sin7dNsiUSCXr16Ydy4cXj55ZfRvXt3SKXSOvs0hQW6VtuC9/TpU8TGxkKhUGD//v149uxZnTH06dOH6//x0Ucf8ZKRBQsWNPpEJCsrC9evX+eWBwwY0OhjJvVHv1nSIIR+k4ZoZ+fOnRg/fjyUSiVXZm1tjejo6CbVFF5d/yE7cwne6qxGwc2L2L59O65du/Zcx5BIJFVe81WpVLhw4QJSUlIwYcIEzJw5Ey+++CL83Ryw/u2+VWKyr6ZP07179xAZGYnIyEgcO3aM97uqKY4hQ4ZwCUj79u0BAPHx8Th+/Di3nrOzM0JCQp7rnPWBHtE0L5SMkAZRMRmxtLRE586dBYyG1Gb9+vUIDQ3lfdu3t7fHgQMHmlQzeHkrBANQfC8VRdfPouR+Ku5k/A+JqtrfLKmJnZ0d+vXrBx8fHwwYMAC9e/eGVCrFH3/8gVWrVuHcuXO89YuLi7Fx40Zs3LgRI0eOxOzZs+E3ZEi1fZrEon/eHinv/1E5wa+OmZkZ/P39IZfLERAQUO2bN0uWLOEtz5s3D1KptF7nr0802Fkzo8NRYBsMDQffuD19+pQ3XPPQoUOFDolUQ61Wsy+++KLKkN6dOnVi169fFzq8BlVxnqL286KZpcdYrYdUr/xxc3NjBQUFNR5TrVazkydPsqCgoFqHUu/Xrx/77bffWGlpKVMqlezUqVNs1qxZrHPnzhrF0aZNGzZp0iQWFRXFCgsLa62Hs2fP8ra1t7evc5vGYuDAgbx5b54+fSp0SKQeaDh4ojcXLlzgLdMjmsZHrVZj5syZ+O6773jlPXr0wIEDB+Dg0LReeU68+Zj3GERm3+W595mcnIypU6fi559/rvZVZ5FIBC8vL3h5eeHatWtYvXo1tm3bxuuTA/zTv+qtt97ClClTAECjIeVdXFy4Acg8PDw0flNt6dKlvOU5c+bA1NRUo22FVFxczOuH1qNHD1hZWQkYEdE1SkbIc6P+Io1bWVkZJk2axBuQDgA8PT0RHR0NGxsbgSLTncrzD8mcu3P/Nm7VDjKnrpA6dcW84OHw79MBDx8+RFZWFrKyspCZmcn9u3w5OzsbKpUKv/76KwYOHIgPPvig1uN36dIFP/zwA7744gusX78ea9asqTKIWl1JSP/+/bkExNXVVeuxXi5duoSoqChuuXXr1rwxOxqzv/76izdmCz2iafooGSHPjZKRxquoqAjBwcHYt28fr9zf3x8RERGNeoyJ51F5rA6JqQXs3lgGY7tOkJj8O7Gb1+CB6KnBK+BqtRqPHj1CZmYmnjx5AsZYncnB7du3uc6njx490ihuOzs7hISEYPr06Wjbtq1G29SkcqvIzJkzDeb3Xbm/iKenp0CREH2hEVjJc3NxceFG7rS2tsbjx4+b3YidjVFubi4CAwNx6hR/LpQ333wT27ZtM4hOjPWlUjMMXn60znmK4ucNa7DB8BhjuHz5MjcCalJSUr33NWTIEMyePRsBAQH1GoY/NTUV3bt35zopW1tb4/bt2wZz/Rw1ahQvgU5PT0fHjh0FjIjUF43ASvTi8ePHvCHE+/fvT4lII5CVlQV/f39cvHiRVz5t2jSsWbOmyc8zIxGLEBboivd/uQARtBvTQxtKpRLx8fGIjIyEQqHArVu36tzGzs4OQUFB6NGjB06fPo3du3dXeW335MmTOHnyJF588UV8/PHHmDBhglZ9PZYuXcp7W2rGjBkGk4gwxniv9To4OKBDhw7CBUT0Q9c9aRsCvU3TeB06dIjXW3/+/PlCh9Ts3bx5s9o3Mz777DOmVquFDk+v9l95wHurpv28aDZw2WG2/8qDeu+zoKCA7d27l4WEhLCWLVtq9AZMly5d2Lx589jp06eZSqXi7e/u3bts7ty5zMrKqsbtW7duzT777DOWlZVVZ3z/+9//mFgs5ra1sLBgjx8/rvf56ltqairv3F9//XWhQyLPQdP7NyUj5LmEh4fzLhwRERFCh9SsJScnM0dHxyo3s++++07o0ASjVKlZwvUcpki6xxKu5zClSvuE7OHDh2zLli0sKCiImZqaapSADBw4kIWHh7PU1FSNjpGXl8dWr17NOnToUOM+ZTIZmzx5MktJSalxP++++y5vmwULFmh9vkLavHkzL/5vv/1W6JDIc6BkhOjF6NGjeReOW7duCR1Ss3XmzJkq39QlEgnbsWOH0KEZpBs3brBvvvmGDRkyhNfSUNNHKpUyf39/tmHDBnb//v16H7esrIzt3r2bDRgwoNbjvfLKK+zIkSO81q5bt24xIyMjbh0zMzP28OHDhqgOvamcTCUmJgodEnkOlIwQvWjfvj130WjVqlWzewzQWBw8eJCZm5vzLuImJiYsKipK6NAMhlqtZufPn2eLFi1iPXr00Kj1w9LSkr355pts165dDX59UqvVLD4+nr366qu1DqLWp08f9ssvv7DS0lL2/vvv8342c+bMBo1JH1588UUuflNTU1ZaWip0SOQ5aHr/prdpSL1lZ2fD1taWW/bz80NcXJyAETVPv//+O8aNG8cbl8HS0hL79u3DkCFDBIys8SsrK8PJkye5N2Du3r1b5zaOjo7c/C9Dhw7Vy1tJ169fx+rVq7Fly5Yqg6iVc3BwwMOHD7l5cmQyGW7evGlQA9rl5OSgTZs23LK3tzdvXh1ieDS9f9erS/26devQoUMHmJiYYMCAAUhMTKxx3U2bNsHLyws2NjawsbGBj49PresTw0Ez9Qpv48aNCA4O5iUitra2OH78OCUiNXj27BkiIiIwfvx42NrawsfHB2vXrq01EXF1dcUnn3yCxMRE3L17F+vWrcOIESP09np0586duRiXLFkCe3v7KutkZGTwJuwbO3asQSUiAE2O16xp2+Syc+dOJpVK2ZYtW9jVq1fZlClTmLW1dY29vN966y22bt06lpSUxFJTU9nEiROZlZUVu3fvnsbHpMc0jdOXX37JaxLeu3ev0CE1G2q1mi1btqxKk3379u3ZtWvXhA6v0cnMzGSbNm1iAQEBTCaT1fn4RSQSsUGDBrEVK1Y0yvosLi5mW7ZsYW5ubjWeg1gsZmPHjmVnz54VOlyNzZ07l3cOMTExQodEnpPO+oy4u7uz0NBQblmlUjFHR0cWHh6u0fZKpZJZWFiw7du3a3xMSkYap6CgIN6F4+7du0KH1Cyo1Wo2a9asKjcfV1dXrZL8pu7atWvs66+/Zp6enrX2uSj/yGQyNnLkSLZp0yaWmZkpdPgaUavVLC4urtY3cACwwYMHs7179zKlUil0yDw3btzgLQ8aNIgXtyG9kkyqp5OJ8kpLS3H+/HksWLCAKxOLxfDx8cHp06c12kdhYSHKysqqneq6XElJCUpKSrjlvLw8bcIkelJxGHg7Ozs4OTkJGE3zoFQqMWXKFGzbto1XPmDAAMTExKBVq7qHNm+q1Go1/vrrL24AspSUlDq3sba2xsiRIyGXy+Hn54cWLVrUuU1jIhKJ0L9/f+Tk5NS6Xnx8POLj49G5c2d8/PHHmDhxIszMzPQUZc02b96M3NxcrF69mvv9levevXuTnDeJVE+rZCQnJwcqlQp2dna8cjs7O6SlpWm0j3nz5sHR0RE+Pj41rhMeHo7FixdrExrRs8zMTNy/f59bppFXda+4uBhvvPEGIiMjeeW+vr7Ys2ePwd1IG0JpaSmOHz/OdUB98OBBnds4OztzE9B5eXnB2NhYD5HqznfffYdnz55xy6NHj0aXLl2wYcMGPHnyhLfu9evXERoaikWLFmHatGkIDQ2ttv+JvtjY2CA8PBypqamYOXMm70so9RdpZrRpbrl//z4DwBISEnjlc+bMYe7u7nVuHx4ezmxsbNilS5dqXa+4uJjl5uZyn7t379JjmkYmOjqa15waFhYmdEhNWm5uLhs6dGiV5vcxY8aw4uJiocPTq9zcXLZz5072xhtvMEtLS41ewe3Zsyf77LPP2IULF5rU6+dPnz7ljdwqEom4Qdby8/PZmjVrWKdOnWodG+Xdd99lycnJgsS/adMmLpaK46MA/wx2FhUVxWbPns18fX3pkY2B0kmfkZKSEiaRSKp0VJwwYQIbNWpUrduuWLGCWVlZsXPnzmlzSMYY9RlpjD7//HPehWPfvn1Ch9RkPXz4kPXr16/KjWTq1KmNrg+Arty/f5+tX7+e+fv7M2Nj4zqTD7FYzLy9vdk333xTpV9CU7JkyRLeeQcHB1dZR6lUsoiICObh4VFrnfn7+7NDhw7pNVmLiIjQKJlcsWKF3mIiDUunHVg/+OADblmlUjEnJ6daO7AuX76cWVpastOnT2t7OMYYJSON0ciRI3kXiwcP6j/XB6nZ7du3WZcuXapcnBcsWNCkvuFXJzU1lYWHh9c5Emn5x9TUlAUFBbGtW7ey7OxsocPXufz8fNaqVSteHVy+fLnWbRISEtjo0aNrHVG2V69ebPv27aykpETn53DkyJE6f68uLi7NrvWvKdFZMrJz504mk8nYtm3bWEpKCps6dSqztrbmep+PHz+eN1naV199xaRSKYuIiGAZGRncJz8/v8FPhuiHWq1m9vb23MXC0dFR6JCapJSUFNa2bdsqF+eVK1cKHZpOqFQqlpCQwObOnVttAlbdp1WrVmzixIlMoVCwgoICoU9Br1asWMGrC7lcrvG2N27cYNOnT68yam/FT/lbkrp8PHL+/Pk6f8c0ZIBh0+lw8GvWrGHt2rVjUqmUubu7szNnznA/8/b2ZiEhIdxyxeHCK3606WNAyUjjcu/ePd7vsq5HdER7iYmJVb71isVitmXLFqFDa1BFRUUsJiaGTZkyhdnZ2WmUgHTo0IF99NFH7Pjx46ysrEzoUxBEYWFhlfr666+/tN7P48ePWXh4OHNwcKixvs3NzdmHH37I0tPTG/w80tPTa/1dv/zyy02+BbCpo7lpiM4oFAreBeOLL74QOqQm5ciRI6xFixa8OpbJZE3mG+KTJ0/Yr7/+ysaMGVPlPGv69OnThy1evJhdunSJbk6Mse+//55XP//5z3+ea38lJSVs+/bttc7JIxaL2euvv17vx+3VefLkSY3HE4lELCkpqcGORYRByQjRmU8//ZR30YiNjRU6pCZjz549TCqV8urXwsKCHT16VOjQnsudO3fY2rVrmY+PT5W3Jqr7SCQSNmzYMPb999/TTNCVFBcXMycnJ159VX7Dsb7UajU7ePAg8/Pzq/X34+npyf7444/n7kCtUqlqHJBu8uTJDXJORFiUjBCd8ff35100apoKgGjnp59+qtKxsHXr1vVqfheaWq1mV65cYV9++WW1bwJV9zEzM2OjR49mO3bsYI8ePRL6FBqtH3/8kVdvw4YN08lxrly5wt55550qyXHFj4uLC1uzZg179uxZvY9jbW1dZb8WFhYGMwouqR0lI0Qn1Go1a9OmDXfRaNeundAhNQmVOyMCYM7OziwtLU3o0DSmVCrZyZMn2axZs5iLi4tGCUibNm3YpEmT2L59+1hhYaHQp9DolZaWVhn6/dixYzo9ZkZGBlu4cCFr2bJljb9HGxsbtmDBgnq9VdexY8cq+9N0ehHS+FEyQnTi9u3bvIvGa6+9JnRIBk2tVrN58+ZVuRh37dqV3blzR+jw6lRYWMiioqLYu+++y0tSa/u4uLiw2bNns/j4+GYzTkpD2bp1K68uBw0apLc+NM+ePWPr1q1jnTt3rvF3a2xszEJCQup8xbiivn378vbRoUMHVlRUpMMzIfpEyQjRiT/++IN34Vi2bJnQIRkspVLJJk+eXOWC3r9//0Y9TkZOTg7bvn07e/XVV5mZmZlGCchLL73Eli5dypKTk6kDaj0plUr2wgsv8Oo1Li5OkDj27t1bZVK7yp8RI0awAwcO1Pn7Hj58OG+733//XU9nQvSBkhGiEwsWLOBdOA4ePCh0SAapuLiYjR49usoFfNiwYSwvL0/o8Kq4efMmW716NXv55ZeZRCKpM/kwMjJivr6+bN26dTSbcwP57bffqiR4Qid2Z86cYWPGjKl1ELUePXqwrVu31jhw2euvv86t6+XlJfg5kYZFyQjRCV9fX96FJicnR+iQDE5+fj7z8fGpctF+9dVXG03ztFqtZhcvXmSff/456927t0atHy1atGBjx45lv/32G3vy5InQp9CkqFQq1r17d159R0ZGCh0WJz09nc2YMaPWQdQcHBzY0qVLeZ2TlSo1Cxz7NgP+eZX3bKL204WQxo2SEdLg1Go1s7Gx4S4uHTt2FDokg5OTk8Pc3d2rXKgnTZok+ABeZWVl7NixY2zGjBk1DlZY+WNvb8/ee+89FhsbS0N261Dlx6O9evVqlC0IT548YcuXL6/y6nHFj5mZGQsNDWU/xSawgcsOM0v31xgAZu7mwwYuO8z2X6GpJZoSTe/fIsYYQyOXl5cHKysr5ObmwtLSUuhwmq309HS4uLhwy2PGjMHu3bsFjMiw3Lt3DyNGjEBqaiqvfM6cOVi+fDlEIpHeYyooKMDBgwehUCgQHR2Nx48f17lN165dERQUBLlcDnd3d4jFYj1E2nwxxtCvXz8kJSVxZbt378aYMWMEjKp2paWl2LVrF1atWoVLly7VsJYIZl08IDa1REHKcThO+RHGFq0AAOvf7gt/Nwf9BUx0RtP7t5EeYyIG7q+//uIt9+/fX6BIDM+1a9fg6+uLO3fu8MqXL1+OuXPn6jWW7OxsREdHQ6FQ4ODBgyguLq5zm4EDB0IulyMoKAhdu3bVQ5SkXGxsLC8R6datG0aPHi1gRHWTSqUYP3483n77bRw7dgwrV67E/v37K63FUHgtAQBg7jYcRhatwACIACzelwJfV3tIxPpP0IkwKBkhGqNkpH4uXLgAf39/ZGdnc2VisRg//vgjJk+erJcYbty4gcjISCgUCvz5559Qq9W1ri+VSjF8+HDI5XIEBgbCwYG+pQqBMYYvv/ySV7Zw4UKDaY0SiUQYNmwYhg0bhpSUFHzzzTfYseNnlJWVcutIWrSCjc973DIDkJFbjMSbj+Hh0kqAqIkQKBkhGjt//jxvuW/fvgJFYjhOnDiBwMBA5Ofnc2VSqRS//fabTr/dMsZw4cIFKBQKKBQKJCcn17mNlZUVAgICEBQUBH9/f3ok2ggcOXIEZ8+e5ZZdXFwQHBwsYET15+rqis2bN8PrzQ8w47PlyE+KhbooD1YeYyCRmVVZ/2F+3S12pOmgZIRoRK1W85KRF154AdbW1sIFZACioqIwduxYlJSUcGXm5uZQKBTw8fFp8OOVlZXhxIkTXAvIvXv36tzGycmJ6//h7e0NqVTa4HGR+qvcKvLJJ5/AyMiwL9tdOjjD2uttWA58HQVXj8PcdWi169lamOg3MCIow/6rJnpz48YN5Obmcsv0iKZ2O3bswLvvvguVSsWVtWrVCrGxsXB3d2+w4+Tn5+PAgQNQKBSIiYnB06dP69yme/fukMvlkMvl6NevnyAdZ0ndTp48iZMnT3LL7dq1w9tvvy1gRA3DvWNLOFiZIDMXsOjtX+XnIgD2ViZw79hS/8ERwVAyQjRC/UU09+2332LmzJm8MicnJxw6dAjdunV77v1nZmZi3759UCgUOHz4MEpLS2tdXyQSYdCgQVwH1M6dOz93DET3lixZwlueP39+k2i5kohFCAt0xfu/XIAI//QRKVeeFocFulLn1WaGkhGikcrJSL9+/QSKpPFijGHRokVYunQpr7xLly44ePAg2rdvX+99X7t2DQqFApGRkTh9+jTqeiNfJpPB19eX64Bqa2tb72MT/Tt79iwOHTrELTs6OuKdd94RMKKG5e/mgPVv98XifSnIyP23b4i9lQnCAl3ptd5miJIRopGKyYhIJEKfPn0EjKbxUalU+OCDD7BhwwZeed++fbF//36tkwG1Wo1z585x/T8qj01SHRsbG4wcORJyuRwjRoxAixYttDomaTwqt4rMmTMHJiZNqw+Fv5sDfF3tkXjzMR7mF8PW4p9HM9Qi0jzRoGekTiqVCtbW1nj27BmAfwa90uTm2FyUlpZiwoQJ2LVrF6/c29sbUVFRGv/NlpaW4tixY1wLSEZGRp3btGvXjnv84uXlBWNj43qdA2k8kpKSeG+qtWnTBrdu3YKZWdU3Tghp7GjQM9Jgrl27xiUiAPUXqaigoACvvfYaDh48yCsfNWoUdu3aVee32dzcXOzfvx8KhQL79+9HXl5encfs2bMn1wG1d+/e1AG1iancKjJr1ixKREiTR8kIqRN1Xq3e48ePERAQgDNnzvDKQ0JCsHnz5hpfwXzw4AGioqKgUChw9OhRlJWV1XocsVgMLy8vrgWkY8eODXYOpHG5evUq9uzZwy23bNkS06ZNEzAiQvSDkhFSp8qDnVEy8k9C4efnV2UwsY8//hgrV67kjZDJGENaWho3AFliYmKd+zc1NYWfnx/kcjkCAgLQunXrBj8H0vhU7vz80UcfwcLCQqBoCNEfSkZInSq2jIjFYvTu3Vu4YBqB69evw9fXF7du3eKVL126FAsWLIBIJIJarcaZM2e4BOR///tfnftt1aoVAgMDIZfL4evrS03zzcy1a9d4/Y4sLS0xffp0ASMiRH8oGSG1UiqVvEm6XF1dYW5uLmBEwrp06RL8/PyQlZXFlYlEIqxfvx4hISFc/4+oqCjeOjXp2LEj1//D09PT4EfXJPUXHh7OmzNo+vTpNMoxaTboykdqlZaWhsLCQm65OT+iOXXqFAIDA3kj0RobG+O9997D4cOHMWvWLBQUFNS5n759+3IJiJubG3VAJbh58yZ+/vlnbtnc3BwfffSRcAERomeUjJBa0WBn/4iJicHrr7+O4uJ/B2gSi8VQqVRYu3ZtrdtKJBIMHToUQUFBCAoKQrt27XQdLjEwy5cv500d8P7771M/IdKsUDJCakVv0gC//PILJk6cyLtZAOA1qVdmbm4Of39/yOVyvPLKK2jZkubZINW7d+8etm7dyi2bmJhg1qxZAkZEiP5RMkJqVTEZkUgk6NWrl4DR6I9KpUJCQgLCwsJw7NgxjbaxtbXFqFGjIJfLMXz48CY3YibRjRUrVvDmF5oyZQrs7e0FjIgQ/aNkhNSorKwMFy9e5Jbd3NxgamoqXEA6VlRUhEOHDnEdUB89elTnNp07d8arr76KoKAgDBw4EBKJRA+RkqYiMzMTGzdu5JaNjY0xd+5cASMiRBiUjJAaXb16FSUlJdxyU3xE8+jRI0RHR0OhUODgwYO8zro1eemll7gOqN26daMOqERjBw4cwIgRI7i/mVWrVvH6Ib3zzjto27atUOERIhhKRkiNmupgZ7du3eImoDt16lSVviDVsba2xqeffoo33ngDTk5OeoiSNEXLli1DWloaZsyYgZycHKxfv577mUQiwfz58wWMjhDhUDJCatRUOq8yxnDp0iVuALJLly5ptb2fnx/27NlDg5CR55aamorZs2fD3d0dMTExvFfBx48fT0P9k2aLkhFSo4rJiLGxMXr06CFgNNpRKpU4deoUNwPu7du369zG2Ni4yjwx48aNw9atW2k2XPLcsrOzkZ2dDQAYM2YM8vPzuZ+JxWIsWLBAqNAIERwlI6RaJSUlvBaEnj17QiaTCRhR3QoKCnDgwAFERkYiOjoajx8/rnObrl27wsfHB3Fxcbh+/TrvZ9OnT8fq1at588wQUl+pqancv+/fv8/7WXBwMLp06aLvkAhpNCgZIdVKTk7mtRI01sHOsrOzsW/fPigUChw6dIjXGbAmHh4e3Ay4xsbG8PX1RXp6Om+dxYsXY9GiRdQ5lTSYlJSUGn929OhRuLi4QKVSwcLCApGRkejUqZMeoyNEWJSMkGo15v4i169f5zqgJiQk1Dr4GABIpVIMHz4ccrkcgYGBcHBwAABcuXIFQ4cORWZmJm/9NWvW4IMPPtBZ/KR5qtgyUln5PEYymQzbt2+nRIQ0O5SMkGo1pmSEMYbz589z/T+Sk5Pr3MbKygoBAQGQy+Xw9/evMg17QkICAgIC8PTpU67MyMgI27dvx1tvvdXQp0BIrS0jwD9v0+zevRve3t56ioiQxoOSEVKtismITCZD9+7d9Xr8srIynDhxgktA7t27V+c2Tk5O3PgfQ4YMgVQqrXa9uLg4vPbaaygqKuLKTE1NERERgVdeeaXBzoGQiupKRn766SeMGjVKT9EQ0rhQMkKqKC4u5rU+9OrVq8Ybe0PKz89HXFwcFAoFYmJieLPj1sTNzY3r/9GvX786+3js3LkT48ePh1Kp5MqsrKwQHR2NwYMHP/c5EFKd3NxcPHjwoMafr1q1CiEhIXqMiJDGhZIRUsXly5d5N2ttHtGUlJQgOTlZ4w6vmZmZiIqKQmRkJA4fPsybo6M6IpEIgwYN4hKQzp07axzb+vXrERoaCsYYV2ZnZ4eDBw+iZ8+eGu+HEG3V1l9kwYIFmDlzph6jIaTxoWSEVFHf/iJJSUkICQnB1KlTa01G/v77b64D6pkzZ3jJQXVkMhlGjBgBuVyOkSNHwtbWVqN4yjHGsHTpUixatIhX3rFjRxw6dAguLi5a7Y8QbdX0iGbKlClYunSpnqMhpPGhZIRUoW0yUlZWhmXLlmHJkiVQKpVwdXXl/VytVuPcuXPcCKhpaWl1xmBjY4PAwEAEBQVhxIgRaNGihfYn8n/HnjVrFlavXs0rd3Nzw4EDB+Do6Fiv/RKijepaRkaPHo3169fT6+OEgJIRUo2KyYipqSm6detW47rJyckICQnBhQsXuDJXV1eUlJTg2LFj3Ay4GRkZdR63ffv2CAoKglwux+DBg5971NOysjJMnjwZO3bs4JV7eHggJiYGNjY2z7V/QjRVuWVk+PDh+PXXX2mWZ0L+DyUjhKewsBBXr17llvv06QMjo6p/JkqlEitWrMDnn3/O6+chFosxY8YM7N+/nzfcdU169erFvQHTq1evBvuWWFRUhODgYOzbt49X7u/vj4iICJibm9e4bU5ODiwsLBr9iLOkcVOpGRJvPsbD/GIkXf63Q3j//v2xd+9e+vsipAJKRgjPxYsXeYOIVdf3Iy0tDSEhIUhMTKzyM7Vajd27d9e4f7FYjCFDhkAul2PUqFENNjFYxQu/GUrx5YyJOHXyJG+dN954A9u3b6/2zaBr165xHWmVSiUSEhIaJC7SPMUlZ2DxvhRk5BZDXVqMjHt3AQBtO7hg//79Vca9IaS5o2SE8CSeO8db7tv332REpVLhu+++w8KFCzUadr2cqakp/Pz8IJfLERAQgNatWzdYvAD/wq8qeIqHv4ehNOsGb533338fa9as4ZrFVSoVzp49i8jISERFRfH6sezbt4+e45N6i0vOwPu/XEB5t+yyx/cAMEgs2gD/+RR/ZZbBv2H/FyDE4FEyQjhxyRlYuj2aV/btRRXskzPQ2aQA77zzDuLj4zXaV+vWrREYGAi5XA4fHx+YmZnpImTehV+Zm4WsXYugfMIfz2HRokVYvHgxioqKcPjwYW4ivYcPH1bZX58+fRAQEKCTWJsSxhjUajX334r/1meZ0MevXKZUqfD94WvIKyoDoAYYAJEIYlNL2AV/ASPLNli8LwW+rvaQiCnhJaQcJSMEwL839dw717gykbEJnhq3xLiPF6Pgzx0oqTBiaV3mzJmDuXPn6iJUjkrNsHhfChiA0pw7eLhrEVTPHvHWaeszEc7O7SCXy3Ho0CHeqKvVsbS0xOzZs+nGWkecRHNm3bxhO+ZzGLdyBgOQkVuMxJuP4eHSSujQCGk0KBkh3E1dVVqEskd3uXLj1s7I2h2GkjuXtd7nvHnz0KJFC0ybNq0hQ+VJvPkYGbn/PC5S5edAVVhxxFYRjKztce/wdkw9vE3jfZ44cQInTpxo2EBJs2basQ9kDl14ZQ/zNX/MSUhzIBY6ACK88pt6WfZtAP9+6y3NSq9XIlIuNDQU27Zte/4Aa1Dxgm7asS9a+VWcaZdB+TQDFc+HECGIjKp2mLa1MBEgEkIaL2oZIdxNXebUFW2n/4ri25dRlP4XjG07QmbXCRCJAZEEs/xexNCu9pBIJJBIJBCLxdy/a1p+3rFCalP5gt6ipw8YU8HIyg5gahTdOIeiG+egfJqpsxgaikgkglgshlgs5v7dHMqEPn5DlzGIMOv3S3hSqPy/7iJiGLd2/vf3DMDeygTuHVsK9rdGSGNEyQjh3dQlZlYw7+YF825eVdYb7DkQLzWi59zuHVvCwcoEmbnFXPuHRS8/7udmHfvC7rUP8ZPcCXH7YxETE4NTp07x5t2pbNy4cZg/f75eb6z05k7TInbuhfd/+WcQwIrtcuW/5bBAV+q8SkglImYAvdHy8vJgZWWF3NxcWFpaCh1Ok6NSMwxefpR3U6+o/Ntc/Lxhje4iWt7xFqj+wr/+7b7wd3PgynNzc3Ho0CHExMQgNja2yhs1LVq0wM2bNxv89WPSvFR83bycg5UJwgJdeX+PhDR1mt6/KRkhALS/qTcm9b3wq9VqnD9/HjExMYiJieGGwZ83bx6++uorncdNmraKA/HZWvzzaKaxJfOE6BolI0RrhvxtriEu/BkZGdi/fz9OnDiBtWvX0iiZhBDynCgZIfVC3+YIIYQ0FE3v39SBlfBIxCIajIkQQohe1WuckXXr1qFDhw4wMTHBgAEDqp0wraLff/8dXbt2hYmJCXr06IHY2Nh6BUsIIYSQpkfrZGTXrl2YOXMmwsLCcOHCBfTq1Qt+fn7VzvMBAAkJCXjzzTcxadIkJCUlcdPFJycnV7s+IYQQQpoXrfuMDBgwAC+99BLWrl0L4J83EpydnTF9+nTMnz+/yvrBwcEoKChAdPS/E7ANHDgQvXv3xoYNGzQ6JvUZIYQQQgyPpvdvrVpGSktLcf78efj4+Py7A7EYPj4+OH36dLXbnD59mrc+APj5+dW4PgCUlJQgLy+P9yGEEEJI06RVMpKTkwOVSgU7OzteuZ2dHTIzqx9yOzMzU6v1ASA8PBxWVlbcx9nZucZ1CSGEEGLYGuVEeQsWLEBubi73uXv3bt0bEUIIIcQgafVqb+vWrSGRSJCVlcUrz8rKgr29fbXb2Nvba7U+AMhkMshkMm1CI4QQQoiB0qplRCqVol+/fjhy5AhXplarceTIEXh4eFS7jYeHB299ADh06FCN6xNCCCGkedF60LOZM2ciJCQE/fv3h7u7O1avXo2CggK88847AIAJEybAyckJ4eHhAIAZM2bA29sbq1atQkBAAHbu3Im//voLGzdubNgzIYQQQohB0joZCQ4ORnZ2Nj777DNkZmaid+/eiIuL4zqp3rlzB2Lxvw0unp6e+O233/Dpp5/ik08+wQsvvACFQgE3N7eGOwtCCCGEGCyam4YQQgghOqGTcUYIIYQQQhoaJSOEEEIIERQlI4QQQggRFCUjhBBCCBEUJSOEEEIIERQlI4QQQggRFCUjhBBCCBEUJSOEEEIIERQlI4QQQggRlNbDwQuhfJDYvLw8gSMhhBBCiKbK79t1DfZuEMlIfn4+AMDZ2VngSAghhBCirfz8fFhZWdX4c4OYm0atVuPBgwewsLCASCRqsP3m5eXB2dkZd+/epTlvdIjqWX+orvWD6lk/qJ71Q5f1zBhDfn4+HB0deZPoVmYQLSNisRht27bV2f4tLS3pD10PqJ71h+paP6ie9YPqWT90Vc+1tYiUow6shBBCCBEUJSOEEEIIEVSzTkZkMhnCwsIgk8mEDqVJo3rWH6pr/aB61g+qZ/1oDPVsEB1YCSGEENJ0NeuWEUIIIYQIj5IRQgghhAiKkhFCCCGECIqSEUIIIYQIqsknI+vWrUOHDh1gYmKCAQMGIDExsdb1f//9d3Tt2hUmJibo0aMHYmNj9RSpYdOmnjdt2gQvLy/Y2NjAxsYGPj4+df5eyL+0/Zsut3PnTohEIsjlct0G2ERoW89Pnz5FaGgoHBwcIJPJ0KVLF7p+aEDbel69ejVefPFFmJqawtnZGR9//DGKi4v1FK1hOnnyJAIDA+Ho6AiRSASFQlHnNsePH0ffvn0hk8nQuXNnbNu2TbdBsiZs586dTCqVsi1btrCrV6+yKVOmMGtra5aVlVXt+n/++SeTSCTs66+/ZikpKezTTz9lxsbG7MqVK3qO3LBoW89vvfUWW7duHUtKSmKpqals4sSJzMrKit27d0/PkRsebeu63M2bN5mTkxPz8vJiQUFB+gnWgGlbzyUlJax///7slVdeYfHx8ezmzZvs+PHj7OLFi3qO3LBoW8+//vork8lk7Ndff2U3b95kBw4cYA4ODuzjjz/Wc+SGJTY2li1cuJDt2bOHAWB79+6tdf309HRmZmbGZs6cyVJSUtiaNWuYRCJhcXFxOouxSScj7u7uLDQ0lFtWqVTM0dGRhYeHV7v+2LFjWUBAAK9swIAB7L333tNpnIZO23quTKlUMgsLC7Z9+3Zdhdhk1KeulUol8/T0ZJs3b2YhISGUjGhA23pev34969SpEystLdVXiE2CtvUcGhrKhg0bxiubOXMmGzRokE7jbEo0SUbmzp3LunfvzisLDg5mfn5+OouryT6mKS0txfnz5+Hj48OVicVi+Pj44PTp09Vuc/r0ad76AODn51fj+qR+9VxZYWEhysrK0LJlS12F2STUt66/+OIL2NraYtKkSfoI0+DVp56joqLg4eGB0NBQ2NnZwc3NDcuWLYNKpdJX2AanPvXs6emJ8+fPc49y0tPTERsbi1deeUUvMTcXQtwLDWKivPrIycmBSqWCnZ0dr9zOzg5paWnVbpOZmVnt+pmZmTqL09DVp54rmzdvHhwdHav88RO++tR1fHw8fvrpJ1y8eFEPETYN9ann9PR0HD16FOPGjUNsbCyuX7+OadOmoaysDGFhYfoI2+DUp57feust5OTkYPDgwWCMQalU4v/9v/+HTz75RB8hNxs13Qvz8vJQVFQEU1PTBj9mk20ZIYbhq6++ws6dO7F3716YmJgIHU6Tkp+fj/Hjx2PTpk1o3bq10OE0aWq1Gra2tti4cSP69euH4OBgLFy4EBs2bBA6tCbl+PHjWLZsGX744QdcuHABe/bsQUxMDL788kuhQyPPqcm2jLRu3RoSiQRZWVm88qysLNjb21e7jb29vVbrk/rVc7mVK1fiq6++wuHDh9GzZ09dhtkkaFvXN27cwK1btxAYGMiVqdVqAICRkRH+/vtvuLi46DZoA1Sfv2kHBwcYGxtDIpFwZd26dUNmZiZKS0shlUp1GrMhqk89L1q0COPHj8fkyZMBAD169EBBQQGmTp2KhQsXQiym79cNoaZ7oaWlpU5aRYAm3DIilUrRr18/HDlyhCtTq9U4cuQIPDw8qt3Gw8ODtz4AHDp0qMb1Sf3qGQC+/vprfPnll4iLi0P//v31EarB07auu3btiitXruDixYvcZ9SoUXj55Zdx8eJFODs76zN8g1Gfv+lBgwbh+vXrXLIHANeuXYODgwMlIjWoTz0XFhZWSTjKE0BG06w1GEHuhTrrGtsI7Ny5k8lkMrZt2zaWkpLCpk6dyqytrVlmZiZjjLHx48ez+fPnc+v/+eefzMjIiK1cuZKlpqaysLAwerVXA9rW81dffcWkUimLiIhgGRkZ3Cc/P1+oUzAY2tZ1ZfQ2jWa0rec7d+4wCwsL9sEHH7C///6bRUdHM1tbW7ZkyRKhTsEgaFvPYWFhzMLCgv33v/9l6enp7ODBg8zFxYWNHTtWqFMwCPn5+SwpKYklJSUxAOybb75hSUlJ7Pbt24wxxubPn8/Gjx/PrV/+au+cOXNYamoqW7duHb3a+7zWrFnD2rVrx6RSKXN3d2dnzpzhfubt7c1CQkJ46+/evZt16dKFSaVS1r17dxYTE6PniA2TNvXcvn17BqDKJywsTP+BGyBt/6YromREc9rWc0JCAhswYACTyWSsU6dObOnSpUypVOo5asOjTT2XlZWxzz//nLm4uDATExPm7OzMpk2bxp48eaL/wA3IsWPHqr3mltdtSEgI8/b2rrJN7969mVQqZZ06dWJbt27VaYwixqhtixBCCCHCabJ9RgghhBBiGCgZIYQQQoigKBkhhBBCiKAoGSGEEEKIoCgZIYQQQoigKBkhhBBCiKAoGSGEEEKIoCgZIYQQQoigKBkhhBBCiKAoGSGEEEKIoCgZIYQQQoigKBkhhBBCiKD+P8OJiNJeQSLxAAAAAElFTkSuQmCC", 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" ] @@ -498,7 +507,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -529,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -581,7 +590,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -602,15 +611,15 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/datasets/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n", - "/datasets/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n" + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n", + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/utilities/parsing.py:198: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n" ] } ], @@ -645,19 +654,19 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Tour lengths: ['7.62', '6.66', '8.06']\n" + "Problem 0 solution | Length = 6.29\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -665,9 +674,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 1 solution | Length = 6.04\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -675,9 +691,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 2 solution | Length = 7.93\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -694,8 +717,8 @@ "out = model(td_init.clone(), phase=\"test\", decode_type=\"greedy\", return_actions=True)\n", "\n", "# Plotting\n", - "print(f\"Tour lengths: {[f'{-r.item():.2f}' for r in out['reward']]}\")\n", - "for td, actions in zip(td_init, out['actions'].cpu()):\n", + "for i, (td, actions) in enumerate(zip(td_init, out['actions'].cpu())):\n", + " print(f\"Problem {i} solution | Length = {-out['reward'][i].item():.2f}\")\n", " env.render(td, actions)" ] }, @@ -708,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -720,7 +743,14 @@ "TPU available: False, using: 0 TPU cores\n", "IPU available: False, using: 0 IPUs\n", "HPU available: False, using: 0 HPUs\n", - "/datasets/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:67: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", + "/home/botu/mambaforge/envs/rl4co-new/lib/python3.11/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:67: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", + "Missing logger folder: /home/botu/Dev/parco/lib/rl4co/notebooks/tutorials/lightning_logs\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ "val_file not set. Generating dataset instead\n", "test_file not set. Generating dataset instead\n", "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n", @@ -738,82 +768,26 @@ ] }, { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ed60cb9f7e1740c98aa92ec999b2a8f4", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Sanity Checking: | | 0/? [00:00" ] @@ -858,9 +839,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 1 solution | Length = 4.36\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -868,9 +856,16 @@ "metadata": {}, "output_type": "display_data" }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Problem 2 solution | Length = 4.25\n" + ] + }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -885,8 +880,8 @@ "out = model(td_init.clone(), phase=\"test\", decode_type=\"greedy\", return_actions=True)\n", "\n", "# Plotting\n", - "print(f\"Tour lengths: {[f'{-r.item():.2f}' for r in out['reward']]}\")\n", - "for td, actions in zip(td_init, out['actions'].cpu()):\n", + "for i, (td, actions) in enumerate(zip(td_init, out['actions'].cpu())):\n", + " print(f\"Problem {i} solution | Length = {-out['reward'][i].item():.2f}\")\n", " env.render(td, actions)" ] },