diff --git a/test_torch.ipynb b/test_torch.ipynb index 60cbfc0b..add60a08 100644 --- a/test_torch.ipynb +++ b/test_torch.ipynb @@ -875,12 +875,15 @@ " \"AREASOLA1\", \"AREABSCR1\"\n", " )\n", "\n", - " self.normalized_quadrupole_strengths = nn.Parameter(\n", - " torch.tensor([10.0, -10.0, 10.0]) / self.QUADRUPOLE_LIMIT\n", - " )\n", - " self.normalized_steering_angles = nn.Parameter(\n", - " torch.tensor([1e-3, -1e-3]) / self.STEERER_LIMIT\n", - " )\n", + " # self.normalized_quadrupole_strengths = nn.Parameter(\n", + " # torch.tensor([10.0, -10.0, 10.0]) / self.QUADRUPOLE_LIMIT\n", + " # )\n", + " # self.normalized_steering_angles = nn.Parameter(\n", + " # torch.tensor([1e-3, -1e-3]) / self.STEERER_LIMIT\n", + " # )\n", + "\n", + " self.normalized_quadrupole_strengths = nn.Parameter(torch.randn(3) * 2 - 1)\n", + " self.normalized_steering_angles = nn.Parameter(torch.randn(2) * 2 - 1)\n", "\n", " def forward(self, incoming_beam: cheetah.Beam):\n", " self.ares_ea.AREAMQZM1.k1 = (\n", @@ -981,7 +984,7 @@ " magnet_setting_history = []\n", " loss_history = []\n", "\n", - " optimizer = torch.optim.Adam(normalized_ares_ea.parameters(), lr=1e-2)\n", + " optimizer = torch.optim.Adam(normalized_ares_ea.parameters(), lr=1e-1)\n", "\n", " for _ in range(num_steps):\n", " optimizer.zero_grad()\n", @@ -1034,17 +1037,17 @@ "metadata": {}, "outputs": [], "source": [ - "history = train_normalized(num_steps=100, target_beam_parameters=torch.zeros(4))" + "history = train_normalized(num_steps=200, target_beam_parameters=torch.zeros(4))" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABjUAAAEiCAYAAACx91CkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/OQEPoAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1gT2dcH8G86vUgHaQqiIouKir2BYBd7Q7C7rvVn11XsumvFta8vRd21YV87KnbW3nuhKF16L8m8f8TMGhMUFAjo+TxPniR37sw9CTqTmTP3Xg7DMAwIIYQQQgghhBBCCCGEEEIqOa6qAyCEEEIIIYQQQgghhBBCCCkJSmoQQgghhBBCCCGEEEIIIaRKoKQGIYQQQgghhBBCCCGEEEKqBEpqEEIIIYQQQgghhBBCCCGkSqCkBiGEEEIIIYQQQgghhBBCqgRKahBCCCGEEEIIIYQQQgghpEqgpAYhhBBCCCGEEEIIIYQQQqoESmoQQgghhBBCCCGEEEIIIaRKoKQGIYQQQgghhBBCCCGEEEKqBEpqEEIIIYQQQggh38jGxgZDhw5VdRhfdOHCBXA4HFy4cEHVoZSJyMhIcDgcBAcHqzoUQgghKsThcLBgwQJVh0EqCCU1CFEiODgYHA4Ht27dUnUohBDy3ZPtcz9+GBsbo127djh58qSqwyNfIScnBwsWLPhuLpgRQiqXx48fw9vbGxYWFhCJRDA3N4e3tzeePHmi6tDIN4qNjcWCBQtw7949hWW7du2Cv79/hcdECCFf8vDhQ/Tp0wfW1tZQU1ODhYUFOnTogPXr18vVW7ZsGQ4fPqyaIKuQz51LnDhxghIXBADAV3UAhBBCCCEAsGjRItja2oJhGCQkJCA4OBidO3fGP//8g65du6o6PFIKOTk5WLhwIQCgbdu2qg2GEPJdOXjwIAYOHIhq1aphxIgRsLW1RWRkJAICArB//37s3bsXPXr0UHWY5CvFxsZi4cKFsLGxQf369eWW7dq1C48ePcLkyZPlyq2trZGbmwuBQFBxgRJCyAfXrl1Du3btYGVlhVGjRsHU1BRv377Fv//+i3Xr1mHChAls3WXLlqFPnz7w8vJSXcBVwOfOJU6cOIGNGzcqTWzk5uaCz6dL3T8K+ksTQgghpFLo1KkTGjVqxL4fMWIETExMsHv3bkpqFCM7OxuampqqDqPC/GiflxAi7/Xr1xgyZAhq1KiBS5cuwcjIiF02adIktGrVCt7e3njw4AFsbW1VGGnxaD9W9jgcDtTU1FQdBiHkB7V06VLo6uri5s2b0NPTk1uWmJiomqCUkEgkKCgo+Kb9ZV5eHoRCIbjcyjnwDx0LfiyV818hIVXA3bt30alTJ+jo6EBLSwtubm74999/5eoUFhZi4cKFsLe3h5qaGgwMDNCyZUuEhoaydeLj4zFs2DBUr14dIpEIZmZm6NGjByIjIyv4ExFCSOWip6cHdXV1hbttJBIJ/P394ejoCDU1NZiYmGDMmDFITU2Vq3fkyBF06dIF5ubmEIlEqFmzJhYvXgyxWCxXr23btqhXrx4ePHiANm3aQENDA3Z2dti/fz8A4OLFi3B1dYW6ujocHBxw9uzZL8YuG6987969mDNnDkxNTaGpqYnu3bvj7du3cnUvX76Mvn37wsrKCiKRCJaWlvjf//6H3NxcuXpDhw6FlpYWXr9+jc6dO0NbWxuDBw/+qm1ER0eja9eu0NLSgoWFBTZu3AhA2nW+ffv20NTUhLW1NXbt2qXw2dLS0jB58mRYWlpCJBLBzs4Ov//+OyQSCQDp2OayC40LFy5khxT7+G6qZ8+eoU+fPqhWrRrU1NTQqFEjHD16VK4d2bBkFy9exC+//AJjY2NUr14dAJCZmYnJkyfDxsYGIpEIxsbG6NChA+7cufPFvw0hpOpauXIlcnJy8Oeff8olNADA0NAQW7duRVZWFlauXMmWDx06FDY2NgrbWrBgATgcjlxZUFAQ2rdvD2NjY4hEItStWxebN29WWJdhGCxZsgTVq1eHhoYG2rVrh8ePHyvU+9x+rDRxcTgcjB8/Hn///TccHBygpqYGFxcXXLp0SWH9kpyjFOf69evo2LEjdHV1oaGhgTZt2uDq1aslWnf9+vVwdHSEhoYG9PX10ahRI4VjSExMDIYPHw4TExOIRCI4OjoiMDCQXX7hwgU0btwYADBs2DD2+BEcHIy2bdvi+PHjiIqKYstl35+yOTVkx7uYmBh4eXlBS0sLRkZGmDZtmsLvgOTkZAwZMgQ6OjrQ09ODr68v7t+/r7BNOm8jhCjz+vVrODo6KiQ0AMDY2Jh9zeFwkJ2dje3bt7P7sY/nYfrSPlImPz8f8+fPh52dHfu7f8aMGcjPz5er9/Gxw9HRESKRCKdOnSpxW7LzmT179mDu3LmwsLCAhoYGMjIyiv0u9uzZAxcXF2hra0NHRwdOTk5Yt26dXJ1vOZcYOnQoe97y8dDFH3/mj885ZMfUV69eYejQodDT04Ouri6GDRuGnJwcubhyc3MxceJEGBoaQltbG927d0dMTIzCNuk8pPKgnhqEfIXHjx+jVatW0NHRwYwZMyAQCLB161a0bduWvfgFSHegy5cvx8iRI9GkSRNkZGTg1q1buHPnDjp06AAA6N27Nx4/fowJEybAxsYGiYmJCA0NRXR0tNITHUII+V6lp6fj/fv3YBgGiYmJWL9+PbKysuDt7S1Xb8yYMQgODsawYcMwceJEREREYMOGDbh79y6uXr3KDj8RHBwMLS0tTJkyBVpaWjh//jz8/PyQkZEhd8ELAFJTU9G1a1cMGDAAffv2xebNmzFgwAD8/fffmDx5Mn7++WcMGjQIK1euRJ8+ffD27Vtoa2t/8TMtXboUHA4HM2fORGJiIvz9/eHu7o579+5BXV0dABASEoKcnByMHTsWBgYGuHHjBtavX493794hJCREbntFRUXw9PREy5YtsWrVKmhoaJR6G2KxGJ06dULr1q2xYsUK/P333xg/fjw0NTXx66+/YvDgwejVqxe2bNkCHx8fNGvWjL3jOScnB23atEFMTAzGjBkDKysrXLt2DbNnz0ZcXBz8/f1hZGSEzZs3Y+zYsejZsyd69eoFAPjpp58ASI+hLVq0gIWFBWbNmgVNTU3s27cPXl5eOHDgAHr27CkX7y+//AIjIyP4+fkhOzsbAPDzzz9j//79GD9+POrWrYvk5GRcuXIFT58+RcOGDb/4dyGEVE3//PMPbGxs0KpVK6XLW7duDRsbG/zzzz/YtGlTqbe/efNmODo6onv37uDz+fjnn3/wyy+/QCKRYNy4cWw9Pz8/LFmyBJ07d0bnzp1x584deHh4oKCgQOl2le3HSuvixYvYu3cvJk6cCJFIhE2bNqFjx464ceMG6tWrB6Dk5yjKnD9/Hp06dYKLiwvmz58PLpfLJnkuX76MJk2aFLvutm3bMHHiRPTp0weTJk1CXl4eHjx4gOvXr2PQoEEAgISEBDRt2pS9yGZkZISTJ09ixIgRyMjIwOTJk1GnTh0sWrQIfn5+GD16NPt3bt68OSwsLJCeno53795h7dq1AAAtLa3PfmdisRienp5wdXXFqlWrcPbsWaxevRo1a9bE2LFjAUhvlOjWrRtu3LiBsWPHonbt2jhy5Ah8fX0VtkfnbYQQZaytrREeHo5Hjx6x+2Nldu7cyV4bGj16NACgZs2aAEq2jwSk+6zu3bvjypUrGD16NOrUqYOHDx9i7dq1ePHihcJ8HefPn8e+ffswfvx4GBoawsbGpsRtySxevBhCoRDTpk1Dfn4+hEKh0s8XGhqKgQMHws3NDb///jsA4OnTp7h69SomTZoE4NvPJbKzsxEbG4vQ0FDs3LmzxH+jfv36wdbWFsuXL8edO3fwf//3fzA2NmbjBKTJ8H379mHIkCFo2rQpLl68iC5duihsi85DKhGGEKIgKCiIAcDcvHlT6XIvLy9GKBQyr1+/ZstiY2MZbW1tpnXr1myZs7Mz06VLl2LbSU1NZQAwK1euLLvgCSGkipHtcz99iEQiJjg4WK7u5cuXGQDM33//LVd+6tQphfKcnByFtsaMGcNoaGgweXl5bFmbNm0YAMyuXbvYsmfPnjEAGC6Xy/z7779s+enTpxkATFBQ0Gc/U1hYGAOAsbCwYDIyMtjyffv2MQCYdevWfTbO5cuXMxwOh4mKimLLfH19GQDMrFmzFOqXdhvLli1jy1JTUxl1dXWGw+Ewe/bsUfgO5s+fz5YtXryY0dTUZF68eCHX1qxZsxgej8dER0czDMMwSUlJCuvKuLm5MU5OTnJ/A4lEwjRv3pyxt7dny2T/Llq2bMkUFRXJbUNXV5cZN26cwrYJId+vtLQ0BgDTo0ePz9br3r07A4Dd9/r6+jLW1tYK9ebPn898ejqsbF/q6enJ1KhRg32fmJjICIVCpkuXLoxEImHL58yZwwBgfH192bLP7cdKE5fsuHjr1i22LCoqilFTU2N69uzJlpX0HEV2jAoLC2MYRroPtre3Zzw9PeU+U05ODmNra8t06NBBIc6P9ejRg3F0dPxsnREjRjBmZmbM+/fv5coHDBjA6Orqst/9zZs3iz3OdunSRel3FhERobCO7Hi3aNEiuboNGjRgXFxc2PcHDhxgADD+/v5smVgsZtq3by+3TTpvI4QU58yZMwyPx2N4PB7TrFkzZsaMGczp06eZgoIChbqamppyxwmZku4jd+7cyXC5XOby5cty9bZs2cIAYK5evcqWyc5lHj9+/FVtyY4VNWrUUHp8/NSkSZMYHR0dhePdx8riXGLcuHEKx8mPP/PH68iOqcOHD5er17NnT8bAwIB9f/v2bQYAM3nyZLl6Q4cOVdgmnYdUHjT8FCGlJBaLcebMGXh5eaFGjRpsuZmZGQYNGoQrV66w3fH09PTw+PFjvHz5Uum21NXVIRQKceHCBYVhUwgh5EezceNGhIaGIjQ0FH/99RfatWuHkSNH4uDBg2ydkJAQ6OrqokOHDnj//j37cHFxgZaWFsLCwti6sp4QgLSb8Pv379GqVSvk5OTg2bNncm1raWlhwIAB7HsHBwfo6emhTp06cne2yl6/efOmRJ/Jx8dHrkdHnz59YGZmhhMnTiiNMzs7G+/fv0fz5s3BMAzu3r2rsE3Z3aUfK+02Ro4cyb7W09ODg4MDNDU10a9fP7Zc9h18/FlDQkLQqlUr6Ovry33/7u7uEIvFSodC+VhKSgrOnz+Pfv36sX+T9+/fIzk5GZ6ennj58iViYmLk1hk1ahR4PJ5cmZ6eHq5fv47Y2NjPtkcI+X5kZmYCwBd7ycmWy+qXxsf7UlnvwTZt2uDNmzdIT08HAJw9exYFBQWYMGGC3JAXn97Z+jFl+7HSatasGVxcXNj3VlZW6NGjB06fPg2xWFyqc5RP3bt3Dy9fvsSgQYOQnJzM7puzs7Ph5uaGS5cuscOCKKOnp4d3797h5s2bSpczDIMDBw6gW7duYBhG7vjh6emJ9PT0chu24+eff5Z736pVK7nj2qlTpyAQCDBq1Ci2jMvlyvXMAei8jRBSvA4dOiA8PBzdu3fH/fv3sWLFCnh6esLCwkJheFVlSrOPDAkJQZ06dVC7dm25eu3btwcAuXMhAGjTpg3q1q37VW3J+Pr6yh0fi6Onp4fs7Gy54dY/9a3nEl9L2bEgOTmZPS7KhuX65Zdf5Op9PMm7DJ2HVB40/BQhpZSUlIScnBw4ODgoLKtTpw4kEgnevn0LR0dHLFq0CD169ECtWrVQr149dOzYEUOGDGGH4BCJRPj9998xdepUmJiYoGnTpujatSt8fHxgampa0R+NEEJUqkmTJnIThQ8cOBANGjTA+PHj0bVrVwiFQrx8+RLp6ely49N+7OPJ+B4/foy5c+fi/PnzChdyZBenZKpXr64whrmuri4sLS0VygCU+IKGvb293HsOhwM7Ozu58bejo6Ph5+eHo0ePKmz30zj5fD47HvvHSrMNNTU1hbHodXV1i/0OPt7ey5cv8eDBA4X1Zb40GeKrV6/AMAzmzZuHefPmFbsNCwsL9r2yyX5XrFgBX19fWFpawsXFBZ07d4aPj4/chTxCyPelpMmKzMxMcDgcGBoalrqNq1evYv78+QgPD1cYazs9PR26urqIiooCoLh/NzIygr6+vtLtlsWk5Z+2BwC1atVCTk4OkpKSAKDE5yifkt2ApWzIJZn09PRiP9/MmTNx9uxZNGnSBHZ2dvDw8MCgQYPQokULANLzp7S0NPz555/4888/lW6jPCbTVXa809fXlzuuRUVFwczMjB3OUcbOzk7uPZ23EUI+p3Hjxjh48CAKCgpw//59HDp0CGvXrkWfPn1w7949ucTCp0qzj3z58iWePn1a4t/inx5/vmZ/XNJj2C+//IJ9+/ahU6dOsLCwgIeHB/r164eOHTuydb71XOJrWVlZyb2XHc9SU1Oho6ODqKgocLlchc/66bEAoPOQyoSSGoSUo9atW+P169c4cuQIzpw5g//7v//D2rVrsWXLFvYu2cmTJ6Nbt244fPgwTp8+jXnz5mH58uU4f/48GjRooOJPQAghqsPlctGuXTusW7cOL1++hKOjIyQSCYyNjfH3338rXUf2AzktLQ1t2rSBjo4OFi1ahJo1a0JNTQ137tzBzJkzFe44Le4O2uLKGYb5hk/2H7FYjA4dOiAlJQUzZ85E7dq1oampiZiYGAwdOlQhTpFIBC6X+03b+JbPKpFI0KFDB8yYMUNp3Vq1an3288pimTZtGjw9PZXW+fTkQdmdYf369UOrVq1w6NAhnDlzBitXrsTvv/+OgwcPolOnTp+NgRBSNenq6sLc3BwPHjz4bL0HDx6gevXq7JjfnyZrZT6dLPr169dwc3ND7dq1sWbNGlhaWkIoFOLEiRNYu3btZ3sqfImy/VhJ46oIss+2cuVK1K9fX2mdz81fUadOHTx//hzHjh3DqVOncODAAWzatAl+fn5YuHAhu31vb+9iEyeym77K0rf2jvkUnbcRQr5EKBSicePGaNy4MWrVqoVhw4YhJCQE8+fPL3ad0uwjJRIJnJycsGbNGqX1Pr0h69Pjz9fsj0vSSwOQTop+7949nD59GidPnsTJkycRFBQEHx8fbN++nW3/W84lvlZZntPReUjlQUkNQkrJyMgIGhoaeP78ucKyZ8+egcvlyh1IqlWrhmHDhmHYsGHIyspC69atsWDBArmhP2rWrImpU6di6tSpePnyJerXr4/Vq1fjr7/+qpDPRAghlVVRUREAICsrC4B0f3n27Fm0aNHisz+wL1y4gOTkZBw8eBCtW7dmyyMiIso34E98OvwgwzB49eoVe7Lw8OFDvHjxAtu3b4ePjw9b73Pdtj9VFtsoqZo1ayIrKwvu7u6frVfcxTrZHUwCgeCL2/gSMzMz/PLLL/jll1+QmJiIhg0bYunSpXQyQch3rFu3bti6dSuuXLmCli1bKiy/fPkyIiMjMWXKFLZMX18faWlpCnVlPS5k/vnnH+Tn5+Po0aNyd3R+OpSHtbU1AOn+/eO7MpOSkko1LFFJ45JRNpztixcvoKGhwSb0S3OO8jHZRLU6OjpfvW/W1NRE//790b9/fxQUFKBXr15YunQpZs+eDSMjI2hra0MsFn/18eNLy76WtbU1wsLCkJOTI9db49WrV0rr03kbIaSkZD3Q4+Li2DJl+7HS7CNr1qyJ+/fvw83N7av2iaVp62sIhUJ069YN3bp1g0QiwS+//IKtW7di3rx5sLOz++ZziS8t+1rW1taQSCSIiIiQ6xlZ3LGAzkMqB5pTg5BS4vF48PDwwJEjR+SGD0lISMCuXbvQsmVL6OjoAACSk5Pl1tXS0oKdnR3y8/MBSLuI5+XlydWpWbMmtLW12TqEEPKjKiwsxJkzZyAUClGnTh0A0jtjxGIxFi9erFC/qKiIvUAkuxvn47tvCgoKsGnTpvIP/CM7duyQGypl//79iIuLY3/wKouTYRisW7euxG2UxTZKql+/fggPD8fp06cVlqWlpbFJKNmFoU8v2BkbG6Nt27bYunWr3AmejGwIlc8Ri8UKQ2oZGxvD3Nycjp2EfOemTZsGDQ0NjBkzRuF3dkpKCn7++Wfo6Ohg/PjxbHnNmjWRnp4u18MjLi4Ohw4dkltf2b40PT0dQUFBcvXc3d0hEAiwfv16ubr+/v6l+iwljUsmPDxcbpzzt2/f4siRI/Dw8ACPxyvVOcqnXFxcULNmTaxatYq9ieBjX9o3f/q3EAqFqFu3LhiGQWFhIXg8Hnr37o0DBw7g0aNHn92+pqYmAMXjh2zZp/v/b+Xp6YnCwkJs27aNLZNIJNi4caNcPTpvI4QUJywsTOkd/7I59D4eFlBTU1Nh/1aafWS/fv0QExMjt8+Syc3NRXZ29mdjLU1bpfXpsYDL5bI3csn2k996LgF8/jjxtWQ9yD89V1y/fr3cezoPqVyopwYhnxEYGMhOGPSxBQsWIDQ0FC1btsQvv/wCPp+PrVu3Ij8/HytWrGDr1a1bF23btoWLiwuqVauGW7duYf/+/eyJ1osXL+Dm5oZ+/fqhbt264PP5OHToEBISEuQmrCWEkB/ByZMn2Qm8ExMTsWvXLrx8+RKzZs1iL8S0adMGY8aMwfLly3Hv3j14eHhAIBDg5cuXCAkJwbp169CnTx80b94c+vr68PX1xcSJE8HhcLBz584yGzaqpKpVq4aWLVti2LBhSEhIgL+/P+zs7NgJSWvXro2aNWti2rRpiImJgY6ODg4cOFCqu33LYhslNX36dBw9ehRdu3bF0KFD4eLiguzsbDx8+BD79+9HZGQkDA0Noa6ujrp162Lv3r2oVasWqlWrhnr16qFevXrYuHEjWrZsCScnJ4waNQo1atRAQkICwsPD8e7dO9y/f/+zMWRmZqJ69ero06cPnJ2doaWlhbNnz+LmzZtYvXp1mX9mQkjlYWdnhx07dmDgwIFwcnLCiBEjYGtri8jISAQEBCA1NRV79uyRGxN7wIABmDlzJnr27ImJEyciJycHmzdvRq1ateSSBB4eHuwdpmPGjEFWVha2bdsGY2NjuSSskZERpk2bhuXLl6Nr167o3Lkz7t69i5MnT5ZqHo+SxiVTr149eHp6YuLEiRCJROyFl4ULF7J1lixZUqJzlE9xuVz83//9Hzp16gRHR0cMGzYMFhYWiImJQVhYGHR0dPDPP/8Uu76HhwdMTU3RokULmJiY4OnTp9iwYQO6dOnCzoXy22+/ISwsDK6urhg1ahTq1q2LlJQU3LlzB2fPnkVKSgoAaaJAT08PW7Zsgba2NjQ1NeHq6gpbW1u4uLhg7969mDJlCho3bgwtLS1069atxN+5Ml5eXmjSpAmmTp2KV69eoXbt2jh69Cgbj+yOYDpvI4QUZ8KECcjJyUHPnj1Ru3ZtFBQU4Nq1a9i7dy9sbGwwbNgwtq6LiwvOnj2LNWvWwNzcHLa2tnB1dS3xPnLIkCHYt28ffv75Z4SFhaFFixYQi8V49uwZ9u3bh9OnT8vNUahMSdsqrZEjRyIlJQXt27dH9erVERUVhfXr16N+/frsDWplcS7h4uICAJg4cSI8PT3B4/G+eT/s4uKC3r17w9/fH8nJyWjatCkuXryIFy9eAPjvWEDnIZUMQwhREBQUxAAo9vH27Vvmzp07jKenJ6OlpcVoaGgw7dq1Y65duya3nSVLljBNmjRh9PT0GHV1daZ27drM0qVLmYKCAoZhGOb9+/fMuHHjmNq1azOampqMrq4u4+rqyuzbt08VH5sQQlRC2T5XTU2NqV+/PrN582ZGIpEorPPnn38yLi4ujLq6OqOtrc04OTkxM2bMYGJjY9k6V69eZZo2bcqoq6sz5ubmzIwZM5jTp08zAJiwsDC2Xps2bRhHR0eFNqytrZkuXboolANgxo0b99nPFBYWxgBgdu/ezcyePZsxNjZm1NXVmS5dujBRUVFydZ88ecK4u7szWlpajKGhITNq1Cjm/v37DAAmKCiIrefr68toamoqbe9bt1Ga7yAzM5OZPXs2Y2dnxwiFQsbQ0JBp3rw5s2rVKvb4xjAMc+3aNcbFxYURCoUMAGb+/PnsstevXzM+Pj6MqakpIxAIGAsLC6Zr167M/v372Tqyfxc3b96Uaz8/P5+ZPn064+zszGhrazOampqMs7Mzs2nTJqXfDSHk+/Pw4UNm0KBBjKmpKcPlctnjxuPHj5XWP3PmDFOvXj1GKBQyDg4OzF9//cXMnz+f+fR0+OjRo8xPP/3EqKmpMTY2Nszvv//OBAYGMgCYiIgItp5YLGYWLlzImJmZMerq6kzbtm2ZR48eMdbW1oyvry9br7j9WGnjkh13/vrrL8be3p4RiURMgwYN5I5lMiU5R5Edoz5d/+7du0yvXr0YAwMDRiQSMdbW1ky/fv2Yc+fOKY1fZuvWrUzr1q3Z9WrWrMlMnz6dSU9Pl6uXkJDAjBs3jrG0tGQEAgFjamrKuLm5MX/++adcvSNHjjB169Zl+Hy+3HEsKyuLGTRoEKOnp8cAYKytrRmGYZiIiIgSH++Ufb9JSUnMoEGDGG1tbUZXV5cZOnQoc/XqVQYAs2fPHoZh6LyNEFK8kydPMsOHD2dq167NaGlpMUKhkLGzs2MmTJjAJCQkyNV99uwZ07p1a0ZdXZ0BIHfMKOk+sqCggPn9998ZR0dHRiQSMfr6+oyLiwuzcOFCuf3u585ZStKW7FgREhJSou9h//79jIeHB2NsbMwIhULGysqKGTNmDBMXFydX71vPJYqKipgJEyYwRkZGDIfDkdunf3rOIdvnJyUlycUgOz5/fGzPzs5mxo0bx1SrVo3R0tJivLy8mOfPnzMAmN9++41hGDoPqWw4DFPBtywSQgghhHznLly4gHbt2iEkJAR9+vRRdTiEEPJd27FjB4YOHQpvb2/s2LFD1eGUOQ6Hg3HjxmHDhg2qDuWHcfjwYfTs2RNXrlxBixYtVB0OIYQQFbh37x4aNGiAv/76C4MHD1Z1OOQTNPwUIYQQQgghhJAqy8fHB3FxcZg1axaqV6+OZcuWqTokUoXk5uZCXV2dfS8Wi7F+/Xro6OigYcOGKoyMEEJIRfn0WABI58vicrlo3bq1iqIin0NJDUIIIYQQQgghVdrMmTMxc+ZMVYdBqqAJEyYgNzcXzZo1Q35+Pg4ePIhr165h2bJlChe4CCGEfJ9WrFiB27dvo127duDz+Th58iROnjyJ0aNHw9LSUtXhESUoqUEIIYQQQgghhJAfUvv27bF69WocO3YMeXl5sLOzw/r16zF+/HhVh0YIIaSCNG/eHKGhoVi8eDGysrJgZWWFBQsW4Ndff1V1aKQYNKcGIYQQQgghhBBCCCGEEEKqBK6qAyCEEEIIIYQQQgghhBBCCCkJSmoQQgghhBBCCCGEEEIIIaRKoDk1lJBIJIiNjYW2tjY4HI6qwyGE/IAYhkFmZibMzc3B5VL+uaqj4wohRJXomPJ9oWMKIUTV6LjyfaHjCiFE1b7muEJJDSViY2NpZntCSKXw9u1bVK9eXdVhkG9ExxVCSGVAx5TvAx1TCCGVBR1Xvg90XCGEVBalOa5QUkMJbW1tANIvUkdHR8XREEJ+RBkZGbC0tGT3R6Rqo+MKIUSVfrRjikQiwcWLF3H58mVERUUhJycHRkZGaNCgAdzd3av8hRs6phBCVO1HO6587+i4QghRta85rlBSQwlZdzsdHR3aoRNCVIq6/34f6LhCCKkMvvdjSm5uLlavXo3NmzcjJSUF9evXh7m5OdTV1fHq1SscPnwYo0aNgoeHB/z8/NC0aVNVh/xV6JhCCKksvvfjyo+CjiuEkMqiNMcVSmoQQgghhBBCqrxatWqhWbNm2LZtGzp06ACBQKBQJyoqCrt27cKAAQPw66+/YtSoUSqIlBBCCCGEEPItKKlBCCGEEEIIqfLOnDmDOnXqfLaOtbU1Zs+ejWnTpiE6OrqCIiOEEEIIIYSUpZJNJ04IIYQQQgghldiXEhofEwgEqFmzZrnEcenSJXTr1g3m5ubgcDg4fPiw3HKGYeDn5wczMzOoq6vD3d0dL1++LJdYCCGElJ2NGzfCxsYGampqcHV1xY0bNz5bPyQkBLVr14aamhqcnJxw4sQJueUlOR4sXboUzZs3h4aGBvT09JS2Ex0djS5dukBDQwPGxsaYPn06ioqKvumzEkJIZUc9NQghhBBCyBeJxWIUFhaqOgyihEAgAI/HU3UYlYpEIgGXq3j/lkQiwbt372BlZVVubWdnZ8PZ2RnDhw9Hr169FJavWLECf/zxB7Zv3w5bW1vMmzcPnp6eePLkCdTU1MotLkIIIV9v7969mDJlCrZs2QJXV1f4+/vD09MTz58/h7GxsUL9a9euYeDAgVi+fDm6du2KXbt2wcvLC3fu3EG9evUAlOx4UFBQgL59+6JZs2YICAhQaEcsFqNLly4wNTXFtWvXEBcXBx8fHwgEAixbtqx8vxRCPqDzBPIl5XG+wmEYhinTLX4HMjIyoKuri/T0dJokiRCiErQf+r7Q35NUZQzDID4+HmlpaaoOhXyGnp4eTE1NlU6u9yPtgzIyMjBy5Ej8888/0NHRwZgxYzB//nz2JCohIQHm5uYQi8UVEg+Hw8GhQ4fg5eUFQPr/ydzcHFOnTsW0adMAAOnp6TAxMUFwcDAGDBjwxW3+SH9PQkjl9CPuh1xdXdG4cWNs2LABgDRJbmlpiQkTJmDWrFkK9fv374/s7GwcO3aMLWvatCnq16+PLVu2lPp4EBwcjMmTJyv8Hjt58iS6du2K2NhYmJiYAAC2bNmCmTNnIikpCUKh8Iuf7Uf8e5KyQecJpDTK+nyFemqUkeMP4hCVko1BTaygp/HlgwYhhBBSnKyCLFx8dxHZhdno59BP1eGQH5zsRMXY2BgaGhpKf4QS1WEYBjk5OUhMTAQAmJmZqTgi1Zo3bx7u37+PnTt3Ii0tDUuWLMGdO3dw8OBB9sKOKu/pioiIQHx8PNzd3dkyXV1duLq6Ijw8vERJja/xz9MbOPnqKuoY1oCLuQMamteAmoDOWQghpCQKCgpw+/ZtzJ49my3jcrlwd3dHeHi40nXCw8MxZcoUuTJPT092SMKyOh6Eh4fDycmJTWjI2hk7diweP36MBg0alPRjlsqT2AyE3H6LXzvXAZ9HI9v/qOg8gZREeZ2vUFKjjCw78RQxablwtTWAizWdIBBCCPl6j5MfY9blWdAX6aO3fW/wuDSsDFENsVjMnqgYGBioOhxSDHV1dQBAYmIijI2Nf+ihqA4fPozt27ejbdu2AAAvLy906dIF3bp1w9GjRwFApSfc8fHxACB38Un2XrbsU/n5+cjPz2ffZ2RklLrdw8/P40b637icAuAFwDA88MVG0OGbwVTdEjX0bFDP2A5NqteCXTUzpUN3EULIj+r9+/cQi8VK993Pnj1Tuk58fPxn9/VfczwoTTsft/Gpbz2uFBRJ4B1wHSnZBWhopY9uzualWp98H+g8gZRGeZyvUFKjjFjoqyMmLRcxablwsdZXdTiEEEKqsIYmDaEj1EFqfiruJd2Di4mLqkMiPyjZ2LgaGhoqjoR8iexvVFhY+EMnNZKSkmBtbc2+NzQ0xNmzZ+Hp6YnOnTvj//7v/1QY3ddZvnw5Fi5c+E3bcKhWA28yGiGtMBaF3ERwuEUQ8+ORinik5t7F01zgeByA+wAkIggZE+gLzGGhaYma1Wzwk7EdXC1rwVTLgO7CJISQKu5bjytCPhc+zazhf/Yltl56ja4/mdGx4QdE5wmktMr6fIWSGmWkup46bgB4l5qj6lAIIYRUcQKuAG2qt8E/b/7B+ejzlNQgKkcnqpUf/Y2krKys8PTpU9ja2rJl2traOHPmDDw8PNCzZ08VRgeYmpoCkM7t8XHX+4SEBNSvX1/pOrNnz5YbwiQjIwOWlpalandG636Y0Vo6nGGRWIz78ZG4HfsCj5NeIyojCom5b5EliYOElwoONx8FiEaCJBoJmf/iTiYQEgXgJgCJOtRhjGoiM5hrVoedvjWcTGrA2bQGLLTNqGchIeS7ZGhoCB6Ph4SEBLnyhIQEdr/+KVNT08/W/5rjQXHt3LhxQ6Gdj9v4VFkcV3yb2WDrxTd4FJOBq6+S0dLesFTrk+8H/QYlJVXW/1YoqVFGqutLu9HEpOaqOBJCCCHfg/ZW7dmkxrRG0+jHIiGElICHhweCgoLQuXNnuXItLS2cPn0aHTp0UFFkUra2tjA1NcW5c+fYi1YZGRm4fv06xo4dq3QdkUgEkUhUZjHweTy4WNSEi0VNhWUZebm48e4l7sa9xIuUCLzNjEZKQSxymXiAnw5wc5GLKMQURiEmDbiZBuyO+LAyw4OIYwA9gQlMNcxho1cddQytUdvQCuZa5jDSMAKfS6efhJCqRygUwsXFBefOnYOXlxcA6UTh586dw/jx45Wu06xZM5w7dw6TJ09my0JDQ9GsWTMAX3c8KK6dpUuXskO6yNrR0dFB3bp1la5TFscVfU0h+je2RPC1SGy99JqSGoSQCke/KsuIxYekxjtKahBCCCkDzc2bQ8QT4V3WO7xMe4la+rVUHRIhhFR6CxcuRGxsrNJl2traCA0NxZ07d8o1hqysLLx69Yp9HxERgXv37qFatWqwsrLC5MmTsWTJEtjb28PW1hbz5s2Dubk5e6FMlXTU1OFu9xPc7X5SWBaXkYGb717iQfxrvEyNQlz2O6TkxyEPSYAgFRyOGPlIREJhIhLSH+J+OnAk6uMtcKDBrYZqImOYa5nCRs8cVrpmMNEwgbGGMYw0jGCkbgQ1vlqFfV5CCCmpKVOmwNfXF40aNUKTJk3g7++P7OxsDBs2DADg4+MDCwsLLF++HAAwadIktGnTBqtXr0aXLl2wZ88e3Lp1C3/++ScA6R3LJTkeREdHIyUlBdHR0RCLxbh37x4AwM7ODlpaWvDw8EDdunUxZMgQrFixAvHx8Zg7dy7GjRtXpglxZUa0tMXOf6Nw+eV7PIpJRz0L3XJtjxBCPkZJjTJSXV86LhgNP0UIIaQsaAg00My8GS68vYBz0ecoqUEIISWgr68Pff3i57fT1tZGmzZtyjWGW7duoV27dux72RAfvr6+CA4OxowZM5CdnY3Ro0cjLS0NLVu2xKlTp6CmVrkv5pvp6KB7XRd0rys/JKJEwuBdejbuxkTicUIkXqZEIyY7Bil5CciRvAdHkAqOIB0cjhg5kmTk5CbjXe5T3EhS3o4mXxtGGkYw1jCEobohDNQNYKBmAAN1A1RTqwYDNQPoq+lDX00f6nz1CvjkhBAC9O/fH0lJSfDz80N8fDzq16+PU6dOsZNyR0dHg8vlsvWbN2+OXbt2Ye7cuZgzZw7s7e1x+PBh1KtXj61TkuOBn58ftm/fzr5v0KABACAsLAxt27YFj8fDsWPHMHbsWDRr1gyamprw9fXFokWLyvsrgWU1DXT9yQxH7sViy8XX2DCoYbm3SUhZCg8PR8uWLdGxY0ccP36cLY+MjJQbylRfXx9OTk5YsmQJWrVqxZYvWLBA6fw0Dg4OePbsmVzZ7t274e3tjZ9//hkbN26UW3bhwgW0a9cOenp6iIuLk9sH3Lx5E02aNAEAMAzDljMMg23btiEgIACPHz8Gn8+HnZ0dvL29MXr0aMycORNnz57F06dPFeKLjo6Gra0tDh06hO7du7OjQoSHh6Np06Zsvfz8fJibmyMlJYXd5wDA0qVLcfz4cdy7dw9CoRBpaWnFfsfliZIaZYQdfiotFwzD0DAhhBBCvll7y/a48PYCwqLDMNa55N3QCSHkR5eXl6eyJEHbtm3lTjo/xeFwsGjRogq54FQRuFwOrPS1YKVfDz0+ulgHAAVFErxNzcGbpEw8TniHF8nvEJUWi4SceGQWpYDDTwdHkA4uPwMcfgY43CJkF2UiOyMTkRlvvti2Ol8d+iJpgkNPTQ96Ij3oi/ShK9KFnkgPuiLd/x5C6bOWQIvO1QghX2X8+PHFDjd14cIFhbK+ffuib9++xW6vJMeD4OBgBAcHfzYua2trnDhx4rN1ysuY1jVx5F4sTjyMQ3RyDqwMaNJoUnUEBARgwoQJCAgIQGxsLMzNzeWWnz17Fo6Ojnj//j2WLl2Krl274sWLF2wyEwAcHR1x9uxZufX4fMXL7QEBAZgxYwa2bt2K1atXK/2dqq2tjUOHDmHgwIFy61lZWSE6Olqu7pAhQ3Dw4EHMnTsXGzZsgJGREe7fvw9/f3/Y2NhgxIgR2LBhA65du4bmzZvLrRscHAxjY2O54VotLS0RFBQkl9Q4dOgQtLS0kJKSIrd+QUEB+vbti2bNmiEgIEDhc1QUSmqUETNddXA4QF6hBMnZBTDUKt9ufoQQQr5/bSzbgMvh4mnKU8RmxcJcy/zLKxFCAEgvLDs5OYHH42H79u0QCoVYsmQJBg0ahPHjx2P//v0wMTHB+vXr0alTJwQHB2Py5MlydxodPnwYPXv2/OwFakB6p1SHDh3A4/Fw6tQpcDgcpKSk4KeffsLw4cO/m4vXVUVqaiq6du2Kq1evqjqUH56Qz0VNIy3UNNJCh7pmABqzy/IKxYhKzkHE+2xEJmcjIikLb1LeIyotHsl578HhZ4HDzwCXnwUOL+vDe9nrbHA4YuQW5SK3KBex2cqHHFOGx+FBW6gNXZEudIQ60BHqQFuo/d+z6JP3H561BFrQEepAwBOUwzdFCCFVU11zHbSuZYRLL5Kw7fIbLPaq9+WVCKkEsrKysHfvXty6dQvx8fEIDg7GnDlz5OoYGBjA1NQUpqammDNnDvbs2YPr16+je/fubB0+nw9TU9PPthUREYFr167hwIEDCAsLw8GDBzFo0CCFer6+vggMDGSTGrm5udizZw8mTpyIxYsXs/X27duHv//+G4cPH0aPHj3YchsbG3Tv3h0ZGRnQ1dVFw4YNERgYKJfUYBgGwcHB8PX1lUu++Pr64o8//oC/vz/U1aU37gcGBsLX11eubQBs75QvJVzLGyU1yoiQz4WJthriM/IQk5pLSQ1CCCHfrJpaNTQwboDbCbdxPvo8vOt6qzokQsAwDHILxRXerrqAV+q7q7dv344ZM2bgxo0b2Lt3L8aOHYtDhw6hZ8+emDNnDtauXYshQ4Yo3PlUWhwOB9u3b4eTkxP++OMPTJo0CT///DMsLCzg5+f3TdsmpRMXFwcPDw+5oQFI5aQm4MHBVBsOptoKy3ILxIhOkSY8opKzEZmcg8j32YhOyUFsurRnPLj50gQHL0ea5OBlg8PLAV+QCy2NfKiJ8sDn54Lh5aCIyUauOAMFkgKIGTHS8tOQlp/2dXHz1KAl1IKWQItNdmgJ5V9rCf5brinQhJZAC5pCTbZcna9OvUUIId+Nn9vUwKUXSdh36y0mudvT9bAfmKrOE4DSnyvs27cPtWvXhoODA7y9vTF58mTMnj1b6TZyc3OxY8cOAIBQKCx1bEFBQejSpQt0dXXh7e2NgIAApUmNIUOGYOXKlYiOjoaVlRUOHDgAGxsbNGwoP7Tb33//DQcHB7mEhgyHw4GurnR+mxEjRmDWrFlYt24dNDU1AUh7lUVERGD48OFy67m4uMDGxgYHDhyAt7c3oqOjcenSJWzcuFEhqVFZUFKjDFnoqyM+Iw/vUnPhbKmn6nAIIYR8B9pbtsfthNsIextGSQ1SKeQWilHX73SFt/tkkSc0hKX76ers7Iy5c+cCAGbPno3ffvsNhoaGGDVqFADpONWbN2/GgwcPvjk+CwsLbN26FT4+PoiPj8eJEydw9+5dpd3PSfl4+fIlPDw80Lp1a2zatEnV4ZBvoC4sPuGRVyjGu9QcRCXnIDI5B9HJ2YhKkb5/l5qDXDGD3OI2zCmEgbYYpvoSGOqKoadVBC31QohE+RAI8gBuHrIKM5FRkIHMAulzVkEWMgsykVWYJW1fnIe83Dy8z33/1Z+PAw40BZrQEGiwSQ8NgQY0+f+VaQg0oMH/8BD896zOV4cGX/qsLlCXPvPVocZTo0QJIUQlmtUwgHN1Xdx/l47t1yIx1cNB1SERFVHVeQJQ+nOFgIAAeHtLz687duyI9PR0XLx4kZ03ApDOjcPlcpGTkwOGYeDi4gI3Nze57Tx8+BBaWlpyZd7e3tiyZQsAQCKRIDg4GOvXrwcADBgwAFOnTkVERITcvB0AYGxszPYg9/PzQ2BgoELyAZD+5nVw+PL/s0GDBmHq1KkICQnB0KFDAUgTLC1btkStWopzdg4fPhyBgYHw9vZGcHAwOnfuDCMjoy+2oyp0llWGquur43ZUKk0WTgghpMy0t2qPlbdW4nbCbaTlpUFPTU/VIRFSZfz000/sax6PBwMDAzg5ObFlsvFwExMTy6S9vn374tChQ/jtt9+wefNm2Nvbl8l2Scm0atUKrVq1QlBQkKpDIeVITcCDnbE27IwVEx5iCYPYtFy8TclhEx1vU3IQnZKDqORsZOQByRkCJGco3zaPy4G5nhqq62nAspo6GuproHp1dVTX14CZnhBaamJkF0kTHJkFmWyyI7MgE1kFWcguzEZmYSayC6TPWQVZyC7KRlZBFvtawkjAgEFWYRabKCkLHHCgxldjkxyyRIcaX40tl70X8URQ56tDxBNJl/PUIOKLpM88kfzrDw8hTwg1vhqEPCFEPBG4HO6XgyKE/BA4HA5+blMTY/++gx3hUfi5TU1oiuhyI6m8nj9/jhs3buDQoUMApENI9e/fHwEBAXJJjb1796J27dp49OgRZsyYgeDgYAgE8sNQOjg44OjRo3JlOjo67OvQ0FBkZ2ez81cYGhqiQ4cOCAwMVNoDYvjw4Zg0aRK8vb0RHh6OkJAQXL58Wa7Ol4bGldHT00OvXr0QGBiIoUOHIiMjAwcOHFCYqFzG29sbs2bNwps3bxAcHIw//vijRO2oCu1lytDHk4UTQgghZaG6dnU46DvgeepzXHx3ET3sFLuYElKR1AU8PFnkqZJ2S+vTkw4OhyNXJrurWSKRgMvlKpwgFBYWlqq9nJwc3L59GzweDy9fvix1vOTbZGdnw8LCAlwuXWz9UfG4HFhW04BlNQ00V7I8PacQb1P/S3REp+Tgbao0CRKTmosCsQRvU3LxNiUX4UrmKedzOTDTU4OFnjos9DRgoV8d1fXUYaOvDgsjdZjqqkHtM/sqhmGQW5SLnKIcZBdmI6swCzmF0teyR05hDnKKcqTlRdnS+oU5cuWybeQW5SJfnC/dNhh2jpGKwOfyocaTJjmEPCGEXCGb8Pj4/afLBVyBXJmAJ5A+cwUQ8ATss0LZxw+eAHwun30ve83n8sHjlH6oQkLIt/NwNIWtoSYi3mdj941ojGxVQ9UhERVQ1XmCrO2SCggIQFFRkdzE4AzDQCQSYcOGDWyZpaUl7O3tYW9vj6KiIvTs2ROPHj2CSPTfEGtCoRB2dnafbSslJYWdpwKQnns8ePAACxcuVPjd2qlTJ4wePRojRoxAt27dYGBgoLDNWrVq4dmzZyX6rCNGjICbmxtevXqFsLAw8Hg89O3bV2ldAwMDdO3aFSNGjEBeXh46deqEzMzMErWjCpTUKEMWehoAgHeplNQghBBSdtpbtcfz1Oc4H32ekhpE5TgcTqmHgaoKjIyMkJmZiezsbHbM2Xv37pVqG1OnTgWXy8XJkyfRuXNndOnSBe3bty+HaIkyoaGh6NKlC7S1tSvt2L9EtXQ1BNDV0EU9C12FZRIJg8TMfLxNlQ5j9S4l98PrXLxLzUVsWi6KJAyb9ABSlLZhqCWChZ4azPXUYa6nDjNdNblnIy11aAg0YKhuWCafSSwRI0+cJ01oFEqTHXniPOQVScs+fp1flM+W5YvzkVeUJ31dlI9csXR5vvi/R15RHgrEBex7MfPfOOlFkiJkSbKA0uV+yx0HHPC5fPbxcdKDx+HJLeNz+eBz/nv98XIehwcelwceh8euK3v/8XI+h8+Wy8q4HC74HD643A/PHK60jCt9/WldWZnCM1f6zAGHfc8Fl03cyOoW9+CAw26Lw+Gw5YSUBx6Xg1GtamDOoYcIuBIBn2Y2EPLp39uPpiqcJxQVFWHHjh1YvXo1PDw85JZ5eXlh9+7d6Nixo8J6ffr0gZ+fHzZt2oT//e9/JWorOTkZR44cwZ49e+Do6MiWi8VitGzZEmfOnFFoi8/nw8fHBytWrMDJkyeVbnfQoEEYMGAAjhw5ojCvBsMw7EThANCuXTvY2toiKCgIYWFhGDBgAHuuo8zw4cPRuXNnzJw5Ezxe6W8qq0iV+19aFcP21KCkBiGEkDLU3qo9Nt/fjGux15BblAt1vvqXVyKElIqrqys0NDQwZ84cTJw4EdevX0dwcHCJ1z9+/DgCAwMRHh6Ohg0bYvr06fD19cWDBw+gr69ffoETVtOmTXHp0iV4enpCS0sLM2fOVHVIpArhcjkw1VWDqa4aGttUU1guljBIzJTOnxiTmouYtFy8S81BTFoeYlJzEJOWi7xCCd5n5eN9Vj7uv0tX2g6fy4GJjhrM9dRgqitNdpjqqLFtm+qowVhbBD6vZBcDeVweNLma0BRoAuX886BIUiSX5MgX56NAXMCWFUgKkF8kfZaVF4gL/nsvKUChuFCurFBSKH2IC9myIkkRW1e2vEhSxNYpkhSx5RJGIhcjA4ZdRpSTJTs4HA64kCY6HA0dEdwxWNWhkSquV0MLrD37AnHpeTh6PxZ9XKqrOiRCFBw7dgypqakYMWIEe+Ffpnfv3ggICFCa1OBwOJg4cSIWLFiAMWPGQENDemN7UVER4uPjFeqamJhg586dMDAwQL9+/RR6EXbu3LnYthYvXozp06cr7aUBAP369cOhQ4cwcOBAzJ07Fx4eHjAyMsLDhw+xdu1aTJgwAV5eXmwsw4cPx5o1a5Camoq1a9d+9vvp2LEjkpKS5IbQ+lR0dDRSUlIQHR0NsVjM3ghmZ2enML9IeVJ5UmPjxo1YuXIl4uPj4ezsjPXr16NJkyZK6z5+/Bh+fn64ffs2oqKisHbtWkyePPmbtlmWLD4kNd6lSieQoW6vhBBCyoKDvgMstCwQkxWDa7HX4Gbl9uWVCCGlUq1aNfz111+YPn06tm3bBjc3NyxYsACjR4/+4rpJSUkYMWIEFixYgIYNGwIAFi5ciDNnzuDnn3/G3r17yzt88oGjoyOuXLkCT09PSmqQMsXjcmCmqw4zXXU0tlFczjAMUnMKEZOai9j0XMSlSRMfsel5iEvLRVx6HhIy8lAkYRDzYRmQqrQtDkfa48NURw0mOiKY6Kh9eIhg/CHpYaKjhmoaQnC5FXfOKevFoCHQqLA2v0TCSNikhyzZIUuAFDL/lcs9mP9eixmxwjKxRKxQLmEk7HoSRsKu+/FrsUSMIka6XBaXhJGw25Mwkv+elZV9tEz2nmEYtlwCCSSSD+VgpPUgYdsrKQbSbeKjERcLxZQEIt9OTcDD8Ba2+P3UM2y5+Bq9GlhU6D6KkJIICAiAu7u7QkIDkCY1VqxYgYwM5ZNv+fr64tdff8WGDRswY8YMANJr1WZmZnL1RCIR8vLyEBgYiJ49eyq9Pty7d28MGTIE79+/V1gmFAphaFh8j04Oh4Ndu3bhzz//RGBgIJYuXQo+nw97e3v4+PjA01N+CLChQ4di/vz5cHR0hKura7HblW37c20DgJ+fH7Zv386+b9CgAQAgLCxMbk6S8sZhSjq7SDnYu3cvfHx8sGXLFri6usLf3x8hISF4/vw5jI2NFerfvHkT+/btg4uLC/73v/9h5syZCkmN0m5TGVk3nfT09M9mpj6VVyhG7XmnAAB353WAvqawxOsSQsjHvnY/RCqnsvh7/n7jd/z19C90r9kdS1suLeMICVEuLy8PERERsLW1hZqamqrDIZ/xub/Vj3hMSUpKgpGRkarDKBc/4t/ze1EkliAxMx9x6XmIT89DXHqu9DlD+j7+o8RHSfC5HBhqiWCkLYKxtgjGOiIYfXgvexhqSR80ae/3T5YIAQNIIE2OyBIYDMP8txxgkyUMw0ACCfgcPkw0TUrcFu2Hvi9l+ffMyCtEi+XnkZlfhG0+jdChbsn/XZGqhc4TSGmV9fmKSn/ZrFmzBqNGjcKwYcMAAFu2bGG77s+aNUuhfuPGjdG4cWMAULr8a7ZZltQEPBhpi5CUmY+YtFxKahBCCCkzblZu+OvpX7j47iKKJEXgc+niBCGEFOd7TWiQqo3P47JzbRRHImGQnF2AhA+JjoTMPCSk5yEhIx+JmbLnfCRn56NIwiA+Iw/xGXlfbFtdwIOhthCGWiIYaIpgpC2EgaYI1TSFMNCSvpY+C6GvKYSghMNfkcpDYc6Myj0UOvlO6agJMLipNbZcfI3NF17BvY4xjWJCCCkXKrsiUlBQgNu3b2P27NlsGZfLhbu7O8LDwyvNNkvLQk8dSZn5eJeao3QCOkIIIeRrNDBuAH2RPlLzU3E74TZczT7fbZQQUrYcHR0RFRWldNnWrVsxePDgCo6IEPI94nI5bC+Lz51PFoql83ckZeYj8UOi432WNPGRlCktT/qwPK9QgtxC8UeTnH+ZthqfTXBU0/jwrCmEnoYA1TSE0NMQQl9DAH1NIfTUBdDVEEDEp6vohBBgeAsbBF6NwJ3oNNyMTEUTW8V5iggh5FupLKnx/v17iMVimJjId0UzMTHBs2fPKnSb+fn5yM/PZ98XN3ZaSVTXV8e9t2l4R5OFE0IIKUM8Lg9tLdvi0KtDOBd9jpIahFSwEydOoLBQ+Zjjn/72JKqXnJwMPz8/hIWFITExERKJ/HjzKSkpKoqMkLIh4HHZOT4+h2EYZBeI8f5D746kzAIkZ+cjOasA77PykZxdgOSsfKRkF7APCQNk5hUhM68Ikck5JY5JQ8iDnroAOuoC6GkIoKuu+NCRPdQE0FXnQ1tN+lpNwKW7uQn5ThjrqKF3w+rYfSMaWy6+pqQGIaRc0NgVAJYvX46FCxeWybb+myyckhqEEFJaGzduxMqVKxEfHw9nZ2esX78eTZo0KbZ+SEgI5s2bh8jISNjb2+P3339H586d2eUMw2D+/PnYtm0b0tLS0KJFC2zevBn29vZsnaVLl+L48eO4d+8ehEIh0tLSFNqJjo7G2LFjERYWBi0tLfj6+mL58uXg8yv2MOpm5YZDrw7hfPR5zG4ym07+CalA1tbWqg6BlMKQIUPw6tUrjBgxAiYmJrS/JD8sDocDLREfWiI+bAw1v1hfImGQnluI5A8JjtSc/5IdaTkFSMkulD7nFCAtR/o6PbcQEgbIKRAjp0CM2PQvD4f1KT6XA201aZJD+syHlkgAHTU+NEV8aKlJP4O2Gh+awg9lIj40RbwPz9JyDRGPhs4ipBIY07oG9t6MxvlniXgal4E6ZjT3CiGkbKksqWFoaAgej4eEhAS58oSEBJiamlboNmfPno0pU6aw7zMyMmBpaflVMVTX1wBASQ1CCCmtvXv3YsqUKdiyZQtcXV3h7+8PT09PPH/+HMbGxgr1r127hoEDB2L58uXo2rUrdu3aBS8vL9y5cwf16tUDAKxYsQJ//PEHtm/fDltbW8ybNw+enp548uQJOzFVQUEB+vbti2bNmiEgIEChHbFYjC5dusDU1BTXrl1DXFwcfHx8IBAIsGzZsvL9Uj7R1Lwp1PnqSMhJwOPkx6hnWK9C2yeEkKri8uXLuHLlCpydnVUdCiFVCpfLgf6HYadKSiJhkJlXhPTcQqR+SHKk5RYi/cPr9NxCZOQWsa8z8/97n5knTYgUSRik5hQiNUd5j7jSEPK40BDxoCnkQ13Ig4aQB3WB9FnjkzK1D+Vqgg/vhTyo8blQ+7BMTfDhNZ8HkYAL0YdlQh4XXC4lSwkpjo2hJjo5meH4gzhsvfga/gMaqDokQsh3RmVJDaFQCBcXF5w7dw5eXl4AAIlEgnPnzmH8+PEVuk2RSASRSPRVbX6q+odJ32LSKKlBCCGlsWbNGowaNQrDhg0DAGzZsgXHjx9HYGAgZs2apVB/3bp16NixI6ZPnw4AWLx4MUJDQ7FhwwZs2bIFDMPA398fc+fORY8ePQAAO3bsgImJCQ4fPowBAwYAANtTLzg4WGlcZ86cwZMnT3D27FmYmJigfv36WLx4MWbOnIkFCxZAKCz5Sf+3EvFEaGnREqFRoTgXfY6SGoQQUozatWsjN5d+jxNSEbhcDnQ1pPNqWBlolGpd2fBYmXmFH4a8KmSHvsrMK0JWfuGH5yJk5RUhu6AIWfliZOUVIjtfjOyCImTnFyE7X4wCsXSYuQKxBAU5EqSVQYLkc4Q8aZJD+NGDfc+TPgs+1BF89F764Mi95nO5EPA5EHC54PM44HM54PO44HE5EPA44HG54HM5cu95HOl7uQeHAy4X4HE54HJkj4/ec6XvuRwOOB+euRwO+DwOdNQE5fp9kR/P2DY1cfxBHP55EIepHg6wrFa6/QMhhHyOSoefmjJlCnx9fdGoUSM0adIE/v7+yM7OZi9o+fj4wMLCAsuXLwcgvZv2yZMn7OuYmBjcu3cPWlpasLOzK9E2y5tlNWlS421KDhiGoa7uhJAqIy0tDYcOHcLly5cRFRWFnJwcGBkZoUGDBvD09ETz5s3Lre2CggLcvn0bs2fPZsu4XC7c3d0RHh6udJ3w8HC5XnYA4OnpicOHDwMAIiIiEB8fD3d3d3a5rq4uXF1dER4eziY1viQ8PBxOTk5yY+Z7enpi7NixePz4MRo0qNi7jtys3NikxqSGkyq0bUIIqSo2bdqEWbNmwc/PD/Xq1YNAIH+xTkeHhsEgpDL4eHgss+LnRS+RgiIJcgqKPgyDJU10yF7nFIiR++F1bqEEuR/K8oqkdfI/TKae+6Esr1CCvEIx+8gvkr6XMB+1J5ZIEyn5xcdUVThb6uHIuBaqDoN8Z+pZ6KKVvSEuv3yPbZffYFEPuiGLEFJ2VJrU6N+/P5KSkuDn54f4+HjUr18fp06dYi8cRUdHg8v9bzzM2NhYuYtHq1atwqpVq9CmTRtcuHChRNssb7Lhp7Lyi5CWU1iqbruEEKIKsbGx8PPzw99//w1zc3M0adIE9evXh7q6OlJSUhAWFoZVq1bB2toa8+fPR//+/cs8hvfv30MsFivsq01MTPDs2TOl68THxyutHx8fzy6XlRVXpySKa+fjNj6Vn5+P/Pz/znAzMjJK3N6XtK7eGnwuHxHpEXiT/gY1dGuU2bYJIeR7oaenh4yMDLRv316uXHbTkVgsVlFkhJDyIu0tIYReOd4MXiiWIL9IgvwPiY6CIgnyisQo+PA6v0ia6JC9LxR/9CxmUFAkQZH4v/ey14USBoVFEhRJGBSKJSgSMyiSSN8XiRmIJdL3hWIGEkb6Xu7BSOvJln1cR8JI931ihoFEAjCQlok/ytDQrZikvIxtWxOXX77H3ptvMaG9PYy0y2aUFEIIUflE4ePHjy92aChZokLGxsYGDMMorVvSbZY3NQEPJjoiJGTk421qDiU1CCGVXoMGDeDr64vbt2+jbt26Suvk5ubi8OHD8Pf3x9u3bzFt2rQKjrJqWb58OTusVVnTFmrD1dQVV2Ov4nz0edRwoqQGIYR8avDgwRAIBNi1axdNFE4IKTOyIaO0RCq/lFImGIYBwwCSElxnIeRrNKthAGdLPdx/m4agqxGY0bG2qkMihHwnvo8jcSVjqa+BhIx8RKfk4KfqeqoOhxBCPuvJkycwMDD4bB11dXUMHDgQAwcORHJycpnHYGhoCB6Ph4SEBLnyhIQEmJqaKl3H1NT0s/VlzwkJCTAzM5OrU79+/RLHZmpqihs3bii083Ebn5o9e7bc0FgZGRmwtLQscZtf0t6qPa7GXsW5qHMY6TSyzLZLyI9g6NChSEtLY4eqI9+nR48e4e7du3BwcFB1KIQQUmlxZHNrUF8NUk44HA7Gta2J0TtvY2d4FH5uW5PmbyGElAnul6uQ0rL6MPlRdEqOiiMhhJAv+1JC41vrl4RQKISLiwvOnTvHlkkkEpw7dw7NmjVTuk6zZs3k6gNAaGgoW9/W1hampqZydTIyMnD9+vVit1lcOw8fPkRiYqJcOzo6OsX2bBGJRNDR0ZF7lKX2Vu3BAQePkh8hPrvkQ2kRQoB169YhODhY1WGQctaoUSO8fftW1WEQQggpI2lpaQgKCsLw4cPh5uaGZs2aoXv37pg/fz6uXbum6vDIZ7jXMYG9sRYy84vw179Rqg6HEFZ4eDh4PB66dOkiVx4ZGfkh6St9VKtWDW3atMHly5fl6i1YsECunuxRu7Zij6Tdu3eDx+Nh3LhxCssuXLgADocDfX195OXlyS27efMmu92PMQyDP//8E66urtDS0oKenh4aNWoEf39/5OTksPEpu6FT9vnu3bsn957H4yEmJkaublxcHPh8PjgcDiIjI9nyiRMnwsXFBSKRqFQ3jZYlSmqUA8sPSY23lNQghFRBsbGx2LdvHzZs2IA//vhD7lGepkyZgm3btmH79u14+vQpxo4di+zsbAwbNgwA4OPjIzeR+KRJk3Dq1CmsXr0az549w4IFC3Dr1i12+EEOh4PJkydjyZIlOHr0KB4+fAgfHx+Ym5vDy8uL3U50dDTu3buH6OhoiMVi3Lt3D/fu3UNWVhYAwMPDA3Xr1sWQIUNw//59nD59GnPnzsW4ceMgEqlmTFhDdUM4GzkDAM5Hn1dJDIRUVbq6utDT01N1GKScTZgwAZMmTUJwcDBu376NBw8eyD0IIYRUDbGxsRg5ciTMzMywZMkS5Obmon79+nBzc0P16tURFhaGDh06oG7duti7d6+qwyVKcLkcjG1bEwAQeCUCeYU0rxWpHAICAjBhwgRcunQJsbGxCsvPnj2LuLg4XLp0Cebm5ujatavCaBGOjo6Ii4uTe1y5ckVpWzNmzMDu3bsVEhcy2traOHTokMJ6VlZWCnWHDBmCyZMno0ePHggLC8O9e/cwb948HDlyBGfOnCnN18CysLDAjh075Mq2b98OCwsLpfWHDx9eLnOulhhDFKSnpzMAmPT09K9af/+tt4z1zGPMoG3hZRwZIeRH8a37oa8VFBTECIVCRktLi7G2tmZsbGzYh62tbbm3v379esbKyooRCoVMkyZNmH///Zdd1qZNG8bX11eu/r59+5hatWoxQqGQcXR0ZI4fPy63XCKRMPPmzWNMTEwYkUjEuLm5Mc+fP5er4+vrywBQeISFhbF1IiMjmU6dOjHq6uqMoaEhM3XqVKawsLDEn6s8/p7Bj4KZesH1mOGnhpfZNgn5VG5uLvPkyRMmNzdX1aGUWkhICFOvXj1GTU2NqVatGuPm5sZkZWUxvr6+TI8ePdh6GRkZzKBBgxgNDQ3G1NSUWbNmDdOmTRtm0qRJbB1ra2tm8eLFzJAhQxhNTU3GysqKOXLkCJOYmMh0796d0dTUZJycnJibN2+y67x//54ZMGAAY25uzqirqzP16tVjdu3aVaLYExMTGRMTE2bp0qVs2dWrVxmBQMCcPXtW6Tqf+1up6piiShwOR+HB5XLZ56rsR/x7EkIql4rcDxkbGzPTp09nHj9+XGydnJwcZteuXUzTpk2ZlStXlntM35uK+HsWFImZ5svPMdYzjzE7rkWUWzuk4lTl8wSGYZjMzExGS0uLefbsGdO/f3+5390REREMAObu3bts2YMHDxgAzJEjR9iy+fPnM87Ozl9s682bN4y6ujqTlpbGuLq6Mn///bfc8rCwMAYAM3fuXMbd3Z0tz8nJYXR1dZl58+YxH1/C37t3LwOAOXz4sEJbEomESUtL+2x8n34+2fu5c+cy9vb2cnVr1arFth8REaGwrZJ+BwxT9ucr1FOjHFgZ0PBThJCqad68efDz80N6ejoiIyMRERHBPt68eVPu7Y8fPx5RUVHIz8/H9evX4erqyi67cOGCwpAxffv2xfPnz5Gfn49Hjx6hc+fOcss5HA4WLVqE+Ph45OXl4ezZs6hVq5ZcneDg4A+TJMo/2rZty9axtrbGiRMnkJOTg6SkJKxatQp8vmqnpWpv1R4AcDvhNlLzUlUaC/nBMAxQkF3xj1JMYhoXF4eBAwdi+PDhePr0KS5cuIBevXqBUbKNKVOm4OrVqzh69ChCQ0Nx+fJl3LlzR6He2rVr0aJFC9y9exddunTBkCFD4OPjA29vb9y5cwc1a9aEj48P20ZeXh5cXFxw/PhxPHr0CKNHj8aQIUMU5uhRxsjICIGBgWwPtMzMTAwZMgTjx4+Hm5tbib+HH9nHx6+Pj2MVdTwjhBBSNp48eYIVK1YUO+wr8N/8f+Hh4Wwvb1K5CHhcjGlTAwCw5eIbFIolKo6IlAtVnSeU8lwBAPbt24fatWvDwcEB3t7eCAwMVHquAAC5ublsDwahUFjqryUoKAhdunSBrq4uvL29ERAQoLTekCFDcPnyZURHRwMADhw4ABsbGzRs2FCu3t9//w0HBwf06NFDYRscDge6urqljhEAunfvjtTUVLanyZUrV5Camopu3bp91fbKG00UXg5kc2rEpuWhUCyBgEe5I0JI1ZCTk4MBAwaAy6X9VmVnqW0JB30HPE99jgtvL6CnfU9Vh0R+FIU5wDLzim93Tiwg1CxR1bi4OBQVFaFXr16wtrYGADg5OSnUy8zMxPbt27Fr1y42WRAUFARzc8XP17lzZ4wZMwYA4Ofnh82bN6Nx48bo27cvAGDmzJlo1qwZEhISYGpqCgsLC0ybNo1df8KECTh9+jT27duHJk2afPEzdO7cGaNGjcLgwYPRqFEjaGpqYvny5SX6/D8yPz8/9OjRAy4uLqoOhRBCSBmoDPP/kbLRr5El/jj3CjFpuTh6Lxa9XaqrOiRS1lR1ngCU6lwBkA7r5O3tDQDo2LEj0tPTcfHiRbmbG5s3bw4ul4ucnBwwDAMXFxeFG4wePnwILS0tuTJvb29s2bIFgHSu0ODgYKxfvx4AMGDAAEydOhURERGwtbWVW8/Y2BidOnVCcHAw/Pz8EBgYiOHDhyvE/vLlSzg4OJTocyqLr7jkjUAgYBM8LVu2RGBgILy9vSEQCErUVkWjpEY5MNISQcTnIr9Igri0PLbnBiGEVHYjRoxASEgIZs2apepQSAm4WbvheepznI8+T0kNQj7i7OwMNzc3ODk5wdPTEx4eHujTpw/09fXl6r158waFhYVySQZdXV2lJwk//fQT+9rExASAfKJEVpaYmAhTU1OIxWIsW7YM+/btQ0xMDAoKCpCfnw8NjZL/Lly1ahXq1auHkJAQ3L59W2Xz+FQl7969Q6dOnSAUCtGtWzd0794dbm5uX3VXHSGEENU7evRoiet27969HCMh30pNwMPIVrb47eQzbLrwCj0bWIDL5Xx5RULK2PPnz3Hjxg12/go+n4/+/fsjICBALqmxd+9e1K5dG48ePcKMGTMQHByscIHfwcFBYT+lo6PDvg4NDUV2djY7qoShoSE6dOiAwMBALF68WCG24cOHY9KkSfD29kZ4eDhCQkIUJigvLimhjLL4YmJi5D7np+03b94cy5YtQ0hICMLDw1FUVFTi9ioSJTXKAZfLgWU1DbxKzEJ0Sg4lNQghVcby5cvRtWtXnDp1Ck5OTgoH7DVr1qgoMqKMm5UbNt3bhGux15BdmA1NQcnvTCHkqwk0pHdCqaLdEuLxeAgNDcW1a9dw5swZrF+/Hr/++iuuX7/+9c1/tD/kcDjFlkkk0uEUVq5ciXXr1sHf3x9OTk7Q1NTE5MmTUVBQUOI2X79+jdjYWEgkEkRGRirtbULkBQYGQiKR4OrVq/jnn38wefJkxMXFoUOHDujRowe6du2KatWqqTpMQgghJeTl5SX3nsPhyF3Qkx1/AUAspgmoK7vBrlbYFPYKr5OyceZJPDrWM1N1SKQsqeo8QdZ2CQUEBKCoqEiudzbDMBCJRNiwYQNbZmlpCXt7e9jb26OoqAg9e/bEo0eP5G40EgqFsLOz+2xbKSkpUFdXZ8skEgkePHiAhQsXKoyS0alTJ4wePRojRoxAt27dlPY+q1WrFp49e1aiz6osvs8Npe3k5ITatWtj4MCBqFOnDurVq4d79+6VqK2KRuOLlBPZEFRvU2leDUJI1bF8+XKcPn0aCQkJePjwIe7evcs+KuuB7Edmr2cPK20rFEgKcCXmiqrDIT8KDkfatbuiH5zS3cnH4XDQokULLFy4EHfv3oVQKGTvxpKpUaMGBAIBbt68yZalp6fjxYsX3/w1Xb16FT169IC3tzecnZ1Ro0aNUm23oKAA3t7e6N+/PxYvXoyRI0ciMTHxm+P6EXC5XLRq1QorVqzA8+fP2Tmatm7dCnNzc7Ru3RqrVq1CTEyMqkMlhBDyBRKJhH2cOXMG9evXx8mTJ5GWloa0tDScOHECDRs2xKlTp1QdKikBbTUBhja3AQBsCHtVqjvOSRWgqvOEUpwrFBUVYceOHVi9ejXu3bvHPu7fvw9zc3Ps3r1b6Xp9+vQBn8/Hpk2bSvx1JCcn48iRI9izZ49cW3fv3kVqairOnDmjsA6fz4ePjw8uXLigdOgpABg0aBBevHiBI0eOKCxjGAbp6ekljlGZ4cOHf7b9yoJ6apQTS31pBo4mCyeEVCWrV69GYGAghg4dqupQSAlwOBy4Wbsh6FEQzkadhaeNp6pDIqRSuH79Os6dOwcPDw8YGxvj+vXrSEpKQp06dfDgwQO2nra2Nnx9fTF9+nRUq1YNxsbGmD9/Prhcrtydn1/D3t4e+/fvx7Vr16Cvr481a9YgISHhsxOdfuzXX39Feno6/vjjD2hpaeHEiRMYPnw4jh079k1x/Yjq1KmDOnXqYMaMGUhKSsLRo0fZbvgfz3tCCCGkcps8eTK2bNmCli1bsmWenp7Q0NDA6NGj8fTpUxVGR0pqaAtbbLscgUcxGbj4IgltHYxVHRL5gRw7dgypqakYMWKEwoTavXv3RkBAADp27KiwHofDwcSJE7FgwQKMGTOGHVK2qKgI8fHxCnVNTEywc+dOGBgYoF+/fgrnFp07dy62rcWLF2P69OnFzhHUr18/HDp0CAMHDsTcuXPh4eEBIyMjPHz4EGvXrsWECRMUermVxqhRo9C3b1/o6ekVW+fVq1fIyspCfHw8cnNz2Ztg69atW2HDvlJPjXJi+aGnBiU1CCFViUgkQosWLVQdBikFdyt3AMCld5eQL85XcTSEVA46Ojq4dOkSOnfujFq1amHu3LlYvXo1OnXqpFB3zZo1aNasGbp27Qp3d3e0aNECderUgZqa2jfFMHfuXDRs2BCenp5o27YtTE1NS3xyceHCBfj7+2Pnzp3Q0dEBl8vFzp07cfnyZWzevPmb4vrRGRkZYcSIEThy5AglNAghpIp5/fq10otsurq6iIyMrPB4yNeppinEYFcrAMCG89Rbg1SsgIAAuLu7KyQ0AGlS49atW8jIyFC6rq+vLwoLC+WGqHr8+DHMzMzkHtbW1gCkw6L27NlT6c1SvXv3xtGjR/H+/XuFZUKhEIaGhsXeZMXhcLBr1y6sWbMGhw8fRps2bfDTTz9hwYIF6NGjBzw9v+1mRz6fD0NDw88OUzVy5Eg0aNAAW7duxYsXL9CgQQM0aNAAsbEVN/wYh6G9h4KMjAzo6uoiPT1dbnKX0jjzOB6jd97GT9V1cXR8yy+vQAghHymL/dDXWL58OeLi4vDHH39UWJs/gvL8e0oYCTrs74DEnERsaL8BbSzblOn2yY8tLy8PERERsLW1/eaL/FVFdnY2LCwssHr1aowYMULV4ZTY5/5WqjqmVEavX7/GqFGjcP78eZXFsGDBAixcuFCuzMHBocRjI9PfkxCiaqraD7Vu3RpqamrYuXMnTExMAAAJCQnw8fFBXl4eLl68WGGxfE9U8fdMyMhDqxVhKCiSYM/opmhaQ/kd6aTy+hHPE8i3KevzFRp+qpzIJgennhqEkKrkxo0bOH/+PI4dOwZHR0eFicIPHjyooshIcbgcLtyt3LHr2S6cjT5LSQ1CSunu3bt49uwZmjRpgvT0dCxatAgA0KNHDxVHRspDVlZWpbjo5ejoiLNnz7LvP3cnHCGEECnZXc9WVlawtLQEALx9+xb29vY4fPiwaoMjpWKio4b+jSyx898obDj/ipIahJBSo1/P5cRSX5rUSMspRHpuIXTVBV9YgxBCVE9PTw+9evVSdRiklNytpUmNsLdhKJIUgc+lwzshpbFq1So8f/4cQqEQLi4uuHz5MgwNDcutvejo6M/OrfHkyRNYWVmVW/vfsy/1NKwsk4Pz+XyYmpqqOgxCCKlS7Ozs8ODBA4SGhrK92+rUqQN3d/dvnguLVLwxbWpg941oXHn1HneiU9HQSl/VIRFCqhC66lFONEV8GGoJ8T6rAG9TcqBroThWGyGEVDZBQUGqDoF8hQbGDaAv0kdqfipuJdxCU7Omqg6JkCqjQYMGuH37doW2aW5uzk6mV9xy8nUmT54MMzOzYicoLCgoqOCIlHv58iXMzc2hpqaGZs2aYfny5ZTIIoSQEuBwOPDw8ICHh4eqQyHfqLq+Bno1tMC+W++w4fwrBA5trOqQCCFVCCU1ypFlNQ02qVGPkhqEEELKCZ/LR3ur9jjw8gDORp2lpAYhlRyfz4ednZ2qw/guWVtb4/fff0e/fv2ULr937x5cXFwqOCp5rq6uCA4OhoODA+Li4rBw4UK0atUKjx49gra2tkL9/Px85Ofns++Lm7ySEEJ+BNnZ2bh48SKio6MVEtUTJ05UUVTka41ta4f9t9/h/LNEPIpJp2tnhJAS46o6gO+ZVTXpEFRvU2leDUJI5dWxY0f8+++/X6yXmZmJ33//HRs3bqyAqEhpuVm5AQDOR5+HhJGoOBpCCFENFxeXz/a84XA4YBimAiNS1KlTJ/Tt2xc//fQTPD09ceLECaSlpWHfvn1K6y9fvhy6urrsQzaOPCGE/Gju3r0LOzs7DBw4EOPHj8eSJUswefJkzJkzB/7+/qoOj3wFW0NNdHeW9lD949xLFUdDCKlKKKlRjmRJjchkSmoQQiqvvn37onfv3qhbty5mzpyJkJAQXL16Fbdv38bZs2fxxx9/oF+/fjAzM8OdO3fQrVs3VYdMlGhq1hTaAm0k5SbhftJ9VYdDCCEqsWjRIvTt27fY5XXr1kVEREQFRvRlenp6qFWrFl69eqV0+ezZs5Gens4+3r59W8EREkJI5fC///0P3bp1Q2pqKtTV1fHvv/8iKioKLi4uWLVqlarDI19pfHs7cDjAmScJeBJLvRGrGomEbqgjJVPW/1Zo+KlyZG2gCQCISs5WcSSEEFK8ESNGwNvbGyEhIdi7dy/+/PNPpKenA5De0Vq3bl14enri5s2bqFOnjoqjJcUR8ARobdkax98cR2hUKBoYN1B1SIQQUuE+NwE7AAgEAlhbW1dQNCWTlZWF169fY8iQIUqXi0QiiESiCo6KEEIqn3v37mHr1q3gcrng8XjIz89HjRo1sGLFCvj6+qJXr17l2v7GjRuxcuVKxMfHw9nZGevXr0eTJk2KrR8SEoJ58+YhMjIS9vb2+P3339G5c2d2OcMwmD9/PrZt24a0tDS0aNECmzdvhr29PVsnJSUFEyZMwD///AMul4vevXtj3bp10NLSAgBERkbC1tZWoe3w8HA0bVo1hqS1M9ZGFyczHHsQhw1hL7FpsGqHiSQlIxQKweVyERsbCyMjIwiFQnA4HFWHRSohhmFQUFCApKQkcLncYue+Ky1KapQjW8MPPTXeU08NQkjlJhKJ4O3tDW9vbwBAeno6cnNzYWBgAIFAoOLoSEl1sO6A42+O42zUWUxvNJ1+VBJCSCU0bdo0dOvWDdbW1oiNjcX8+fPB4/EwcOBAVYdGCCGVmkAgAJcrHXDE2NgY0dHRqFOnDnR1dcu9F9vevXsxZcoUbNmyBa6urvD394enpyeeP38OY2NjhfrXrl3DwIEDsXz5cnTt2hW7du2Cl5cX7ty5g3r16gEAVqxYgT/++APbt2+Hra0t5s2bB09PTzx58gRqamoAgMGDByMuLg6hoaEoLCzEsGHDMHr0aOzatUuuvbNnz8LR0ZF9b2BgUI7fRtmb0N4exx7E4cTDeDyPz4SDqeIcU6Ry4XK5sLW1RVxcHGJjY1UdDqkCNDQ0YGVlxe7HvxUlNcqRrKdGbHou8grFUBPwVBwRIYSUjGzcblK1tDBvAXW+OuKy4/A4+THqGdZTdUiEEFJhOnbsiAULFnzxztTMzExs2rQJWlpaGDduXAVF9593795h4MCBSE5OhpGREVq2bIl///0XRkZGFR4LIYRUJQ0aNMDNmzdhb2+PNm3awM/PD+/fv8fOnTvZREF5WbNmDUaNGoVhw4YBALZs2YLjx48jMDAQs2bNUqi/bt06dOzYEdOnTwcALF68GKGhodiwYQO2bNkChmHg7++PuXPnokePHgCAHTt2wMTEBIcPH8aAAQPw9OlTnDp1Cjdv3kSjRo0AAOvXr0fnzp2xatUqmJubs+0ZGBjA1NS0XL+D8uRgqo1O9Uxx8lE81p9/iQ2DGqo6JFICQqEQVlZWKCoqglgsVnU4pBLj8Xjg8/lleuMlJTXKkYGmENoiPjLzi/A2JQf2JpRpJoQQUn7U+GpoXb01TkeeRmhUKCU1CCE/FNkcUbq6uujWrRsaNWoEc3NzqKmpITU1FU+ePMGVK1dw4sQJdOnSBStXrlRJnHv27FFJu4QQUtUtW7YMmZmZAIClS5fCx8cHY8eOhb29PQIDA8ut3YKCAty+fRuzZ89my7hcLtzd3REeHq50nfDwcEyZMkWuzNPTE4cPHwYAREREID4+Hu7u7uxyXV1duLq6Ijw8HAMGDEB4eDj09PTYhAYAuLu7g8vl4vr16+jZsydb3r17d+Tl5aFWrVqYMWMGunfvXuznyc/PR35+Pvs+I6NyzGMxob09Tj6Kx/GHcZiYkIladA2tSuBwOBAIBDTCA6lwNFF4OeJwOLA2pMnCCSGEVBx3a+mJ0dmos2AYRsXREEJIxRkxYgTevHmDOXPm4MmTJxg9ejRatWqFxo0bw9PTE9u2bYOVlRVu3ryJvXv3wsrKStUhE0IIKSGGYWBsbIxmzZoBkA4/derUKWRkZOD27dtwdnYut7bfv38PsVgMExMTuXITExPEx8crXSc+Pv6z9WXPX6rz6dBWfD4f1apVY+toaWlh9erVCAkJwfHjx9GyZUt4eXnh6NGjxX6e5cuXsz3zdXV1YWlp+aWvoELUNddBR0dTMAyw7txLVYdDCKnkVJ7U2LhxI2xsbKCmpgZXV1fcuHHjs/VDQkJQu3ZtqKmpwcnJCSdOnJBbnpWVhfHjx6N69epQV1dH3bp1sWXLlvL8CJ9l82EIqsj3NFk4IYSQ8tfaojVEPBGiM6PxIvWFqsMhhJAKJZsj6p9//kFqaipSU1MRGxuLvLw8PHz4EKtWrUKdOnVUHSYhhJBSYhgGdnZ25T53RlVjaGiIKVOmwNXVFY0bN8Zvv/0Gb2/vz/ZGnD17NtLT09lHZfpOJ7lLJ0k/8TAOz+MzVRwNIaQyU2lSQzbR0vz583Hnzh04OzvD09MTiYmJSuvLJloaMWIE7t69Cy8vL3h5eeHRo0dsnSlTpuDUqVP466+/8PTpU0yePBnjx4//bJa6PNkaSpMaEcmU1CCEVG5isRiXLl1CWlqaqkMh30BDoIEW5i0AAKFRoSqOhhDVadu2LSZMmIDJkydDX18fJiYm2LZtG7KzszFs2DBoa2vDzs4OJ0+eBAAEBwdDT09PbhuHDx8u0bivkZGR4HK5uHXrlly5v78/rK2tIZFIyuxzkdLR1dWFqakpDYlACCFVHJfLhb29PZKTkyu8bUNDQ/B4PCQkJMiVJyQkFDuPhamp6Wfry56/VOfT62NFRUVISUn57PwZrq6uePXqVbHLRSIRdHR05B6VRR0zHXSqJ+2t8Qf11iCEfIZKkxofT7Qk61GhoaFR7FiIH0+0VKdOHSxevBgNGzbEhg0b2DrXrl2Dr68v2rZtCxsbG4wePRrOzs5f7AFSXmSThUdRUoMQUsnxeDx4eHggNTVV1aGQbyQbgupM1BkVR0K+RwzDIKcwp8IfXzOc2vbt22FoaIgbN25gwoQJGDt2LPr27YvmzZvjzp078PDwwJAhQ5CT823DhNrY2MDd3R1BQUFy5UFBQRg6dCi4XJV3jiaEEEKqvN9++w3Tp0+Xu7G1IgiFQri4uODcuXNsmUQiwblz59jhsD7VrFkzufoAEBoayta3tbWFqampXJ2MjAxcv36drdOsWTOkpaXh9u3bbJ3z589DIpHA1dW12Hjv3bsHMzOz0n/QSkLWW+P4wzg8i68c830QQioflU0UXh4TLQFA8+bNcfToUQwfPhzm5ua4cOECXrx4gbVr1xYbS3lOkmQrm1PjPc2pQQip/OrVq4c3b97A1tZW1aGQb9DWsi0EXAEi0iPwKvUV7PTtVB0S+Y7kFuXCdVfxJ9Ll5fqg69AQaJRqHWdnZ8ydOxeAdKiF3377DYaGhhg1ahQAwM/PD5s3b8aDBw++Ob6RI0fi559/xpo1ayASiXDnzh08fPgQR44c+eZtE0IIIQTw8fFBTk4OnJ2dIRQKoa6uLrc8JSWl3NqeMmUKfH190ahRIzRp0gT+/v5s709ZbBYWFli+fDkAYNKkSWjTpg1Wr16NLl26YM+ePbh16xb+/PNPANI5WCdPnowlS5bA3t4etra2mDdvHszNzeHl5QUAqFOnDjp27IhRo0Zhy5YtKCwsxPjx4zFgwACYm5sDkN7AIRQK0aBBAwDAwYMHERgYiP/7v/8rt++ivNU21UEXJzMcfxiHtaEvsHVIoy+vRAj54agsqfG5iZaePXumdJ0vTbQEAOvXr8fo0aNRvXp18Pl8cLlcbNu2Da1bty42luXLl2PhwoXf8GmKJ+upEZuei7xCMdQEvHJphxBCysKSJUswbdo0LF68GC4uLtDU1JRbXpm6JpPiaQu10dy8OS6+u4jQqFBKapAf1k8//cS+5vF4MDAwgJOTE1sm+11Z3NCnpeHl5YVx48bh0KFDGDBgAIKDg9GuXTvY2Nh887YJIYQQIh3WUVX69++PpKQk+Pn5IT4+HvXr18epU6fY3xLR0dFyPTObN2+OXbt2Ye7cuZgzZw7s7e1x+PBh1KtXj60zY8YMZGdnY/To0UhLS0PLli1x6tQpqKmpsXX+/vtvjB8/Hm5ubuByuejduzf++OMPudgWL16MqKgo8Pl81K5dG3v37kWfPn3K+RspX5Pd7XHiURxOP07Aw3fpcKquq+qQCCGVjMqSGuVl/fr1+Pfff3H06FFYW1vj0qVLGDduHMzNzeHu7q50ndmzZ8v1AMnIyIClpWWZxGOgKYS2iI/M/CK8TcmBvYl2mWyXEELKQ+fOnQEA3bt3lxtHnmEYcDgciMViVYVGSsnDxgMX313EmagzGFt/rKrDId8Rdb46rg+6rpJ2S+vTeRQ4HI5cmWw/J5FIwOVyFYa4KiwsLHFbQqEQPj4+CAoKQq9evbBr1y6sW7eu1DETQgghRDlfX1+Vtj9+/HiMHz9e6bILFy4olPXt2xd9+/YtdnscDgeLFi3CokWLiq1TrVo17Nq1q9jlvr6+Kv9eyoO9iTa86lvg0N0YrAl9jqBhTVQdEiGkklFZUqM8JlrKzc3FnDlzcOjQIXTp0gWA9A69e/fuYdWqVcUmNUQiEUQi0bd+JKU4HA6sDTXwKCYDkcmU1CCEVG5hYWGqDoGUkbaWbcHn8vEq7RXepL1BDb0aqg6JfCc4HE6ph4GqCoyMjJCZmYns7Gy2l9q9e/dKtY2RI0eiXr162LRpE4qKitCrV69yiJSURkFBARITExUma7eyslJRRIQQQkrj4+NyedQnldckN3scvR+LsOdJuB2VChdrfVWHRAipRFQ2a2F5TLRUWFiIwsJChckYeTyewolMRbL5MARV5HuaLJwQUrm1adPmsw9SdegIddDMTHp8pAnDCfkyV1dXaGhoYM6cOXj9+jV27dqF4ODgUm2jTp06aNq0KWbOnImBAwcqjPVNKs7Lly/RqlUrqKurw9raGra2trC1tYWNjQ3NG0UIIVWInZ0dfvvtN8TFxRVbh2EYhIaGolOnTgpDM5Gqy8ZQE30aVgcArD7zXMXREEIqG5UOP1XWEy3p6OigTZs2mD59OnsCc/HiRezYsQNr1qxR2ee0NfyQ1EimpAYhpPK7fPkytm7dijdv3iAkJAQWFhbYuXMnbG1t0bJlS1WHR0rBw8YDl2Mu40zUGfzs/LOqwyGkUqtWrRr++usvTJ8+Hdu2bYObmxsWLFiA0aNHl2o7I0aMwLVr1zB8+PByipSUxNChQ8Hn83Hs2DGYmZnJDalICCGk6rhw4QLmzJmDBQsWwNnZGY0aNYK5uTnU1NSQmpqKJ0+eIDw8HHw+H7Nnz8aYMWNUHTIpQxPc7HDw7jtce52Mq6/eo4WdoapDIoRUEipNapTHREt79uzB7NmzMXjwYKSkpMDa2hpLly7Fzz+r7mKObLJwSmoQQiq7AwcOYMiQIRg8eDDu3LmD/Px8AEB6ejqWLVuGEydOqDhCUhrtLNuBz+HjZepLRKRHwFaX7k4mPw5lY1tHRkYqlH08j4aXlxe8vLzklo8aNapU7cbExMDJyQmNGzcu1XqkbN27dw+3b99G7dq1VR0KIYSQb+Dg4IADBw4gOjoaISEhuHz5Mq5du4bc3FwYGhqiQYMG2LZtGzp16gQej6fqcEkZq66vgcGu1gi+FokVp5/jcE0DulGBEAKgEkwUXtYTLZmamiIoKKiswisTtobScacj3+eoOBJCCPm8JUuWYMuWLfDx8cGePXvY8hYtWmDJkiUqjIx8DV2RLlzNXXE15irORJ7BGGe6c42Q8pKVlYXIyEhs2LCB9peVQN26dfH+/XtVh0EIIaSMWFlZYerUqZg6daqqQyEVbFw7O+y79Rb336bh9OMEdKynfB5eQsiPReVJjR+BrKdGbHou8grFUBPQ3QOEkMrp+fPnaN26tUK5rq4u0tLSKj4g8s08rT1xNeYqTkedpqQGId/A0dERUVFRSpdt3boVoaGh2L17N7y8vGjoKRXJyMhgX//++++YMWMGli1bBicnJwgEArm6Ojo6FR0eIZWGWCxGYWGhqsMglZhAIKBeD6TSMNIWYXgLW2wIe4XVZ56jQ10T8LjUW4OQHx0lNSqAgaYQ2iI+MvOL8DYlB/Ym2qoOiRBClDI1NcWrV69gY2MjV37lyhXUqFFDNUGRb9Leqj0W/bsIL1Nf4k3aG9TQo78jIV/jxIkTxV4ENDExweDBg0s9sTgpW3p6enJDUjAMAzc3N7k6DMOAw+FALBZXdHiEqBzDMIiPj6cbVUiJ6OnpwdTUlIb6IZXC6DY18Nf1KLxMzMLBO+/Qt5GlqkMihKgYJTUqAIfDga2RJh68S8frpGxKahBCKq1Ro0Zh0qRJCAwMBIfDQWxsLMLDwzFt2jTMmzdP1eGRr6Ar0kUzs2a4HHMZp6NOY6zeWFWHREiVZG1treoQyBeEhYWpOgRCKjVZQsPY2BgaGhp0sZooxTAMcnJykJiYCAAwMzNTcUSEADpqAvzStiaWnXiGNaEv0M3ZnEZBIeQHR0mNClLTSAsP3qXjzfssVYdCCCHFmjVrFiQSCdzc3JCTk4PWrVtDJBJh2rRpmDBhgqrDI1/J08YTl2Mu40zkGYx1pqQGIeT71KZNG/Z1dHQ0LC0tFS7aMgyDt2/fVnRohKicWCxmExoGBgaqDodUcurq6gCAxMREGBsb01BUpFLwaWaD4KuRiE3PQ/C1SPzcpqaqQyKEqBBX1QH8KGoYSufVeJ2YreJICCGkeBwOB7/++itSUlLw6NEj/Pvvv0hKSsLixYtVHRr5Bu2s2kHAFeBV2iu8Sn2l6nAIIaTc2draIikpSaE8JSUFtra2KoiIENWSDZ+noaGh4khIVSH7t0Lzr5DKQk3Aw1QPBwDAxrBXSM0uUHFEhBBVoqRGBalprAUAeJ1EPTUIIZXX8OHDkZmZCaFQiLp166JJkybQ0tJCdnY2TXxbhekIddDCvAUA4HTUaRVHQwgh5U82d8ansrKyoKampoKICKkcaMgpUlKV9d/K5cuX4e3tjWbNmiEmJgYAsHPnTly5ckXFkZGK4NXAArVNtZGZV4QNYXSzFiE/MkpqVJCaRtKkxpukLDAMo+JoCCFEue3btyM3N1ehPDc3Fzt27FBBRKSseNh4AABOR56m4xAh5Ls1ZcoUTJkyBRwOB/PmzWPfT5kyBZMmTUL//v1Rv359VYdJCCHkKxw4cACenp5QV1fH3bt3kZ+fDwBIT0/HsmXLVBwdqQg8LgezO9cBAOwMj0J0co6KIyKEqAolNSqItYEGuBwgI68I77OoixwhpHLJyMhAeno6GIZBZmYmMjIy2EdqaipOnDgBY2NjVYdJvkE7y3YQcoWISI/Ai9QXqg6HEELKxd27d3H37l0wDIOHDx+y7+/evYtnz57B2dkZwcHBqg6TEELIV1iyZAm2bNmCbdu2QSAQsOUtWrTAnTt3VBgZqUit7Q3R0s4QBWIJfjv1VNXhEEJUhJIaFURNwEN1femYlDQEFSGkstHT00O1atXA4XBQq1Yt6Ovrsw9DQ0MMHz4c48aNU3WY5BtoCbXQ0qIlAGlvDUJ+VEOHDoWXl5eqwyDlJCwsDGFhYfD19cXJkyfZ92FhYTh9+jS2bt0Ke3t7VYdJCPkK4eHh4PF46NKli1x5ZGQkOBwO+6hWrRratGmDy5cvy9VbsGCBXD3Zo3bt2gpt7d69GzweT+nv3wsXLoDD4UBfXx95eXlyy27evMlu92NisRhr166Fk5MT1NTUoK+vj06dOuHq1aty9ZTF9/FDxsbGBhwOB3v27FGIz9HRERwORy6B++eff6Jt27bQ0dEBh8NBWlqawnpVwfPnz9G6dWuFcl1d3Sr7mUjpcTgc/NqlDrgc4MTDeNyISFF1SIQQFaCkRgWqaSSdLPxNEk0WTgipXMLCwnDu3DkwDIP9+/fj/Pnz7OPKlSuIjo7Gr7/+quowyTfqZNsJAHAy4iQNQUV+WOvWraM79X8AQUFB0NHRUXUYhJAyFBAQgAkTJuDSpUuIjY1VWH727FnExcXh0qVLMDc3R9euXZGQkCBXx9HREXFxcXIPZXMxBAQEYMaMGdi9e7dC4kJGW1sbhw4dUljPyspKroxhGAwYMACLFi3CpEmT8PTpU1y4cAGWlpZo27YtDh8+zNb9NLa4uDiEh4dDS0tLIcFiaWmJoKAgubJ///0X8fHx0NTUlCvPyclBx44dMWfOHKWfpaowNTXFq1eK8yhcuXIFNWrUUEFERFXqmOmgf2NLAMDiY08gkdC5DSE/Gr6qA/iR1DTSQtjzJOqpQQipdNq0aQMAiIiIgJWVVaWdGJB8m9bVW0Odr453We/w6P0jOBk5qTokQiqcrq6uqkMgFaBXr15KyzkcDtTU1GBnZ4dBgwbBwcGhgiMjhHyNrKws7N27F7du3UJ8fDyCg4MVLtAbGBjA1NQUpqammDNnDvbs2YPr16+je/fubB0+nw9TU9PPthUREYFr167hwIEDCAsLw8GDBzFo0CCFer6+vggMDMTAgQMBSOeg27NnDyZOnIjFixez9fbt24f9+/fj6NGj6NatG1v+559/Ijk5GSNHjkSHDh2gqampEFtOTg5+/vlnNGrUCP7+/nLLBg8ejLVr1+Lt27ewtJRe3A0MDMTgwYMV5sKbPHkyAGkvk6ps1KhRmDRpEgIDA8HhcBAbG4vw8HBMmzYN8+bNU3V4pIJN6eCAf+7H4WFMOg7djUFvl+qqDokQUoGop0YFqvFhsnBKahBCKitra2tcuXIF3t7eaN68OWJiYgAAO3fuVHoXG6laNAQaaGvZFgBwMvKkaoMhpJzt378fTk5OUFdXh4GBAdzd3ZGdna0w/FRmZiYGDx4MTU1NmJmZYe3atWjbti17AQiQDvOxZMkS+Pj4QEtLC9bW1jh69CiSkpLQo0cPaGlp4aeffsKtW7fYdZKTkzFw4EBYWFhAQ0MDTk5O2L17d4li37FjBwwMDNgJUGW8vLwwZMiQb/pefhQ6Ojo4f/487ty5ww7bcvfuXZw/fx5FRUXYu3cvnJ2dFYZ+IeRHwjAMcgqKVPIobY/Rffv2oXbt2nBwcIC3tzcCAwOL3UZubi57UV8oFJb6ewkKCkKXLl2gq6sLb29vBAQEKK03ZMgQXL58GdHR0QCkk1jb2NigYcOGcvV27dqFWrVqySU0ZKZOnYrk5GSEhoYqbWPYsGFIT09HSEgI+Hz5e1JNTEzg6emJ7du3A5AmQPbu3Yvhw4eX+jNXFbNmzcKgQYPg5uaGrKwstG7dGiNHjsSYMWMwYcIEVYdHKpiRtgi/tKsJAFhx+hmy8otUHBEhpCJRT40KJBt+ipIahJDK6sCBAxgyZAgGDx6MO3fusBfU0tPTsWzZMpw4cULFEZJv1cmmE05GnMTpiNOY1mgauBy6v4GUDsMwYHJzK7xdjrp6iXuRxcXFYeDAgVixYgV69uyJzMxMXL58WekFsClTpuDq1as4evQoTExM4Ofnhzt37qB+/fpy9dauXYtly5Zh3rx5WLt2LYYMGYLmzZtj+PDhWLlyJWbOnAkfHx88fvwYHA4HeXl5cHFxwcyZM6Gjo4Pjx49jyJAhqFmzJpo0afLZ+Pv27YuJEyfi6NGj6Nu3LwAgMTERx48fx5kzZ0r2hf3gTE1NMWjQIGzYsAFcrnQ/J5FIMGnSJGhra2PPnj34+eefMXPmTErakx9WbqEYdf1UM8/Wk0We0BCW/HJEQEAAvL29AQAdO3ZEeno6Ll68iLZt27J1mjdvDi6Xi5ycHDAMAxcXF7i5uclt5+HDh9DS0pIr8/b2xpYtWwBI9xPBwcFYv349AGDAgAGYOnUqIiIiYGtrK7eesbExOnXqhODgYPj5+SEwMFBpQuHFixeoU6eO0s8lK3/x4oXCsuXLl+P48eO4evUqDA0Nla4/fPhwTJ06Fb/++iv279+PmjVrKhy/viccDge//vorpk+fjlevXiErKwt169ZV+JuSH8fwFrbYc+MtolNysOH8K8zqpDhHDiHk+0RJjQpU01h6oH2Xmou8QjHUBDwVR0QIIfKWLFmCLVu2wMfHR27iwRYtWmDJkiUqjIyUlRYWLaAt0EZibiLuJNxBI9NGqg6JVDFMbi6eN3Sp8HYd7twGR0OjRHXj4uJQVFSEXr16wdraGgDg5KQ43FpmZia2b9+OXbt2sRe+goKCYG5urlC3c+fOGDNmDADAz88PmzdvRuPGjdmkw8yZM9GsWTMkJCTA1NQUFhYWmDZtGrv+hAkTcPr0aezbt++LSQ11dXUMGjQIQUFB7Pb/+usvWFlZyV3AI8ULCAjA1atX2YQGAHC5XEyYMAHNmzfHsmXLMH78eLRq1UqFURJCSuL58+e4ceMGO38Fn89H//79ERAQILdP3Lt3L2rXro1Hjx5hxowZCA4OhkAgkNuWg4MDjh49Klf28fw7oaGhyM7ORufOnQEAhoaG6NChAwIDA+WGlJIZPnw4Jk2aBG9vb4SHhyMkJERhgnIAX+yZ8mmPkhMnTmDevHnYvXs3nJ2di12vS5cuGDNmDC5dulRsUuV7JBQKUbduXVWHQSoBNQEPfl3rYuSOWwi48gZ9G1VHTSNKchHyI6CkRgUy0BRCR42PjLwiRCZno7YpTV5ICKlcnj9/jtatWyuU6+rqIi0treIDImVOyBPCzdoNh18dxqnIU5TUIN8lZ2dnuLm5wcnJCZ6envDw8ECfPn2gr68vV+/NmzcoLCyUSzLo6uoqnWfhp59+Yl+bmJgAkE+UyMoSExNhamoKsViMZcuWYd++fYiJiUFBQQHy8/OhUcLEzKhRo9C4cWPExMTAwsICwcHBGDp0KM15VEJFRUV49uwZatWqJVf+7NkziMViAICamhp9n+SHpi7g4ckiT5W1XVIBAQEoKiqSSzgzDAORSIQNGzawZZaWlrC3t4e9vT2KiorQs2dPPHr0CCKRiK0jFAphZ2f32bZSUlKgrq7OlkkkEjx48AALFy6US5QCQKdOnTB69GiMGDEC3bp1g4GBgcI27e3t8fTpU6Xtyco/3le9ePECgwYNwqxZs9jEdnH4fD6GDBmC+fPn4/r16woTl38PipsjSZmDBw+WYySksnKrY4x2DkYIe56Ehf88wfZhjen4TsgPgJIaFYjD4aCmsRbuRqfhdSIlNQghlY+pqSlevXoFGxsbufIrV66gRo0aqgmKlLlONp1w+NVhnI48jZlNZkLAFXx5JUI+4Kirw+HObZW0W1I8Hg+hoaG4du0azpw5g/Xr1+PXX3/F9evXv7r9j+/2lZ0oKyuTSCQAgJUrV2LdunXw9/eHk5MTNDU1MXnyZBQUFJSovQYNGsDZ2Rk7duyAh4cHHj9+jOPHj391/D+aIUOGYMSIEZgzZw4aN24MALh58yaWLVsGHx8fAMDFixfh6OioyjAJUSkOh1OqIaBUoaioCDt27MDq1avh4eEht8zLywu7d+9Gx44dFdbr06cP/Pz8sGnTJvzvf/8rUVvJyck4cuQI9uzZI7dvEIvFaNmyJc6cOaPQFp/Ph4+PD1asWIGTJ5XPVzZw4EAMGjQI//zzj8K8GqtXr4a5uTk6dOgAAMjIyECPHj3QunVrpT1DlBk+fDhWrVqF/v37KyTvvwe6urqqDoFUchwOB37dHHH11SVcepGEM08S4OloquqwCCHlrHL/gvkO1TSSJjXe0LwahJBKaNSoUZg0aRICAwPB4XAQGxuL8PBwTJs2DfPmzSv39jdu3IiVK1ciPj4ezs7OWL9+/WeHaQkJCcG8efMQGRkJe3t7/P777+xwAYD0Lr758+dj27ZtSEtLQ4sWLbB582bY29uzdVJSUjBhwgT8888/4HK56N27N9atW8eOzRsZGakwhjIAhIeHo2nTpmX46StOE7MmqKZWDSl5KQiPDUfr6oq9cwgpDofDKfEwUKrE4XDQokULtGjRAn5+frC2tla4g7VGjRoQCAS4efMmrKysAEjnEHrx4oXSXmulcfXqVfTo0YMdA14ikeDFixelGi5j5MiR8Pf3R0xMDNzd3WFpaflNMf1I1q5dCxMTE6xYsQIJCQkApL1p/ve//2HmzJkAAA8PD6UXQwkhlcexY8eQmpqKESNGKFzc7t27NwICApT+P+ZwOJg4cSIWLFiAMWPGsL3kioqKEB8fr1DXxMQEO3fuhIGBAfr166dwl3fnzp2LbWvx4sWYPn260l4agHRejn379sHX1xcrV66Em5sbMjIysHHjRhw7dgynTp2CQCAAwzAYPHgwcnJysHr1anbf9TEjIyPwePK9XOrUqYP3799/tidgfHw84uPj8erVKwDSuUW0tbVhZWWFatWqFbteZRAUFKTqEEgVYGuoiZGtbLHpwmssPPoYLe0MoSmiS56EfM9odtAKVoMmCyeEVGKzZs3CoEGD4ObmhqysLLRu3RojR47EmDFjMGHChHJte+/evZgyZQrmz5+PO3fuwNnZGZ6enkhMTFRa/9q1axg4cCBGjBiBu3fvwsvLC15eXnj06BFbZ8WKFfjjjz+wZcsWXL9+HZqamvD09EReXh5bZ/DgwXj8+DFCQ0Nx7NgxXLp0CaNHj1Zo7+zZs4iLi2MfLi4VP6dAWeFz+ehoIz0pPxFBk7+T78/169exbNky3Lp1C9HR0Th48CCSkpIUJmrV1taGr68vpk+fjrCwMDx+/BgjRowAl8v95mEL7O3t2d4iT58+xZgxY5ReoPqcQYMG4d27d9i2bdsPM056WeHxePj1118RFxeHtLQ0pKWlIS4uDnPmzGEvCFpZWaF69eoqi3Hjxo2wsbGBmpoaXF1dcePGDZXFQkhlFRAQAHd3d6V36/fu3Ru3bt1CRkaG0nV9fX1RWFgoN0TV48ePYWZmJveQzb0UGBiInj17Kt3/9+7dG0ePHsX79+8VlgmFQhgaGhZ73OBwOAgJCcGcOXOwdu1aODg4wNnZGfv378fdu3fRrl07AEB0dDSOHTuG6Oho1KpVSyFOMzMzvH37VmkbBgYGckNmfWrLli1o0KABRo0aBQBo3bo1GjRooDC/CCFV2YT29qiur47Y9DysDX2h6nCAonwg/iHwcD8QvhE4twg4MQM4NRs4Mxe4uAK4swN4GQqkvAE+9PYlhJQMh/nSjFU/oIyMDOjq6iI9PV1u0rCycPpxPMbsvI16Fjo4NoEmJvx/9u47PIrqa+D4d3t6JwkJCQkQAqH3KqCAQVAEFeldEaUKCqI0BQREpAgaUYr6inRRQPkRIgJCQCD03kJCSCG9bLL9/WNhYUnoJJvA/TzPPDt7587M2QR2N3Pm3iMIQtGK833oQWi1Wi5cuEBubi5hYWGWUQvFqUmTJjRq1Mjyh6fRaCQgIIARI0bw0UcfFerfvXt38vLy2Lx5s6WtadOm1K1bl4iICEwmE35+fowdO9ZSrDcrKwsfHx9WrFhBjx49OH36NGFhYRw4cICGDc21JbZu3UrHjh25evUqfn5+lpEahw8fpm7duo/02mz9+yzK0etH6fNnH+zl9vzz5j84KEr/nfdCySsoKODy5csEBwdjZ2dn63Ae2OnTp3n//feJiYkhOzubihUrMmLECIYPH86AAQPIzMxk48aNgLlY+NChQ9m4cSMuLi6MGzeOVatW8cILLzBz5kwAgoKCGD16NKNHj7acQyKR8Ntvv9GlSxeAQu8V6enpDBo0iKioKBwcHBgyZAhxcXFkZWVZzv0g+vXrx5YtW7h27ZrVvPB3utfvqjS+Bz3rVq9eTb9+/YiIiKBJkybMnz+ftWvXcvbsWby9ve+5r/h9Co+irL6fP61iYmJo164dgwcPZs6cObYOp0il8XOlXr16RSaPJBIJdnZ2VKlShQEDBlgSRcKDeZo+V3acSWHgigPIpBL+GN6CGn4lOH2Z0QDx/8GF7eYl+QQY9Q++v8IRfGpAYFMIagmBzcCubP8+BOFBPcr7kBiLVcKqeJsvDF5MycNoNCGViuJFgiCUPkql8qGmSHlcWq2WQ4cOMWHCBEubVCqlXbt2REdHF7lPdHQ0Y8aMsWoLDw+3XCy8fPkySUlJtGvXzrLd1dWVJk2aEB0dTY8ePYiOjsbNzc2S0ABo164dUqmU/fv307VrV0t7586dKSgooGrVqowbN47OnTs/iZduM7W9alPBqQJXc6+y8+pOXgp+ydYhCcITU716dbZu3VrkthUrVlg9d3Z25pdffrE8z8vL49NPP7UasRUbG1voOHfeFxQUFGTV5uHh8VDJi7tJSEigd+/e90xoCIUlJyfzwQcfEBUVRUpKSqHf181i4bby1Vdf8fbbbzNw4EDAfBf1li1bWLZsWZGJfEEQni7169cnKiqK33//nYsXL1K5cmVbh1QmdOjQgW+//ZZatWpZpqg9cOAAx44dY8CAAZw6dYp27dqxYcMGXn31VRtHK9jC89W86VjLlz+PJ/HxbyfY8G5zZMV93S0zHg7/n3nJvmq9zc4VvMPAxR8cPEDlAiYjGHVQkAU5SZB9DVLPgS4Prv5nXvYuBKncnNwI7QjVXwEXv+J9HYJQxoikRgmr6OGAUiYlX2fgakY+gZ7izlhBEEqPgoICvv76a3bs2EFKSoql4O1NMTExxXLe1NRUDAYDPj4+Vu0+Pj6cOXOmyH2SkpKK7H9znuSbj/frc+cdsXK5HA8PD0sfJycn5s6dS4sWLZBKpaxfv54uXbqwcePGuyY2NBoNGo3G8vxu0yLYkkQioWOljiw5toQtl7aIpIbwzDp8+DBnzpyhcePGZGVl8dlnnwHY/GJIRkYG//zzD//88w/ffPONTWMpiwYMGEBcXByTJk2ifPnyjz2d2JP0KIl8QRCePvXq1aNevXq2DqNMSU1NZezYsYVq/U2fPp0rV66wbds2pkyZwrRp02z+OS7YzpRXarDrXCpH4zNZsTeWwS0L10d8ItIvw645cPRXc6ICwM4NqrSDkPbmhISLPzzIdxCDHtIvQkIMXNkDsf9CxmW49I95+Wu8+Xi134QaXUHlXDyvSRDKEJHUKGFymZTK3k6cTszmXHKOSGoIglCqDB48mG3btvHGG2/QuHHjUnURyFa8vLysRoQ0atSIa9euMWfOnLsmNWbOnMmnn35aUiE+sk7BnVhybAl7EvaQWZCJm52brUMSBJv48ssvOXv2LEqlkgYNGrB79268vLyK7XxxcXH3HA136tQpWrVqRUZGBrNnzyY0NLTYYnla/fvvv+zevfuRpw0sTg+byC8LiXJBEISSsGbNGg4dOlSovUePHjRo0IDvv/+enj178tVXX9kgOqG08HGx46OXqjFx4wnm/O8M7ap7U9HT8cmdID8DoqZBzI+3ppcKeg4aDIBqL4PiEab4k8mhXKh5qdvT3JZ6Ac79Bac3Q/w+iN1tXv76CGq9Dg0Ggn/9J/ayBKGssXlSY/HixcyZM4ekpCTq1KnD119/bRlGWJS1a9cyadIkYmNjCQkJYfbs2XTs2NGqz+nTpxk/fjw7d+5Er9cTFhbG+vXrCQwMLO6X80Cq+txIaqTk0C7M5/47CIIglJDNmzfz559/0qJFixI9r5eXFzKZrFAR3eTkZHx9fYvcx9fX9579bz4mJydTvnx5qz43L3L5+voWKkSu1+tJT0+/63nBXP8jMjLyrtsnTJhglQjJzs4mICDgrv1tpZJbJap5VONM+hm2XdnGm6Fv2jokQShx9erVK/ICSXHy8/PjyJEj99xe1JRXwoMLCAgoNOVUWVVWEuWCIAjFzc7Ojr1791KlShWr9r1791rqfhiNRlE3RqBX40C2HEsk+lIa49cfY+VbTR9/+neTCU6sh60fQd51c1vltvD8x1Ch4b33fRReVcBrBDQfARlX4MQ6OLIS0i6YC4zH/AT+DaHJUAh7FeTKJx+DIJRi0kfZKT4+nqtXb80T999//zF69GiWLFnyUMdZvXo1Y8aMYcqUKcTExFCnTh3Cw8MLXWC6ae/evfTs2ZPBgwdz+PBhunTpQpcuXThx4oSlz8WLF2nZsiXVqlXjn3/+4dixY0yaNKlUfahV9TEPEzuXlGPjSARBEKz5+/vj7FzyQ1lv3h0dFRVlaTMajURFRdGsWbMi92nWrJlVf4DIyEhL/+DgYHx9fa36ZGdns3//fkufZs2akZmZaXVB8++//8ZoNNKkSZO7xnvkyBGrRMmdVCoVLi4uVktp1Sm4EwCbL22+T09BEJ4UuVxOlSpV7rrI5Ta/76jMmz9/Ph999FGpTA49bCJ/woQJZGVlWZb4+PiSClUQBKFUGTFiBEOHDmXUqFH83//9H//3f//HqFGjePfddxk5ciQA//vf/0rlKD2hZEmlEma/Xht7hYx9l9L55b+4xztgfias6QvrB5sTGl5Vof9m6LuheBIad3KvCM+NheEHYcCfUOtNkCog4SBseAsW1IZ/55lHkQjCM0JieoRbmJ577jmGDBlC3759SUpKIjQ0lBo1anD+/HlGjBjB5MmTH+g4TZo0oVGjRixatAgwX8AKCAhgxIgRRRbI6969O3l5eWzefOvCS9OmTalbty4RERGAedihQqHg559/ftiXZfEoFdcfRuSpZN7+6SBh5V34c9RzT/z4giCUfcX9PnQ3f/31FwsXLiQiIoKKFSuW2HnBnOju378/3333HY0bN2b+/PmsWbOGM2fO4OPjQ79+/fD392fmzJmAOdHdunVrZs2aRadOnVi1ahWff/45MTEx1KxZE4DZs2cza9YsfvzxR4KDg5k0aRLHjh3j1KlTlmT3Sy+9RHJyMhEREeh0OgYOHEjDhg1ZuXIlAD/++CNKpdIy5/GGDRuYNGkSP/zwg6XA6/3Y6vf5IFLUKbRf1x6jycifXf8kwKX0jSgRbKegoIDLly8THBxcqm4QEQq71++qNL8HFRd3d3fUajV6vR4HBwcUCoXV9vT0dBtFZtakSRMaN27M119/DZj/DgoMDGT48OH3LRT+LP4+hccn3s+Fh1VaP1d++eUXFi1axNmzZwEIDQ1lxIgR9OrVC4D8/HwkEon4d/4QnubPleV7LvPpplPYK2T8Oeo5gr0eYRqqq4dg3QDIjDMnElp9CC1Hg1z1pMN9OLkpcGgFHFgKueZ6kCgczdNgNXsPXCvYMjpBeCiP8j70SLeBnThxwjJF1Jo1a6hZsyZ79uxh27ZtDB069IGSGo9SIC86OtpqOg+A8PBwNm7cCJj/GNiyZQvjxo0jPDycw4cPExwczIQJE+jSpcujvNRiUdXHCYAL13MxGE3IHncInCAIwhPSsGFDCgoKqFSpUolfBOrevTvXr19n8uTJJCUlUbduXbZu3WqZczwuLg6p9NYAw+bNm7Ny5UomTpzIxx9/TEhICBs3brQkNADGjRtHXl4eQ4YMITMzk5YtW7J161arP3J++eUXhg8fTtu2bZFKpbz++ussXLjQKrZp06Zx5coV5HI51apVY/Xq1bzxxhvF9rMoSd4O3jTxbUJ0YjSbL23m3brv2jokoRR6WqbxeZqJ35G1+fPn2zqEexozZgz9+/enYcOGlkR+Xl7eAyfLBUEQnlW9e/emd+/ed91ub29fgtEIpV3/ZkFsO5lM9KU0Rq8+wrqhzVDIHmLSmiO/wh8jwKgDt4rQbTn4Nyi+gB+Gkze0HgctRpunptq7CFJOwr7F8N935tEcLUeb63QIwlPokZIaOp0Olcqckdy+fbulUGq1atVITEx8oGM8bIE8gKSkpCL7JyWZM5IpKSnk5uYya9Yspk+fzuzZs9m6dSuvvfYaO3bsoHXr1kUet6SL7wW4O2CnkFKgM3IlLY9K5ZyK9XyCIAgPqmfPniQkJPD555/j4+NT4oXChw8fzvDhw4vc9s8//xRq69atG926dbvr8SQSCZ999hmfffbZXft4eHhYRmUUpX///vTv3//uQT8FXqn8CtGJ0Wy6tImhdYaKAvGCxc3EplqtFhcJSjm1Wg1QKBn9rCrt79v3S+QLgiAId6fVaklJScFoNFq1l5Y6qkLpIZVKmPtmHTrM38XR+Ey+/vsCY9pXvf+OJhPsnA3/mGcJoNrL8OpisHcr1ngfiVwJdXtBnZ5wIQr2zDcXFD+6Eo7+CtU6QcsxUKGUJGME4Ql5pKRGjRo1iIiIoFOnTkRGRjJt2jQArl27hqen5xMN8GHc/EB79dVXef/99wGoW7cue/fuJSIi4q5JjZIuvieVSgjxduZ4QhbnknNEUkMQhFJj7969REdHU6dOHVuHIpSgtoFtsZfbE58Tz9HrR6nrXdfWIQmlhEwmw83NzVLvzMHBQSS9ShmTyYRarSYlJQU3NzdkMpmtQyo1Ll68yPLly7l48SILFizA29ubv/76i8DAQGrUqGHr8O6ZyBcEQRAKO3/+PIMGDWLv3r1W7SaTCYlEgsFgsFFkQmnm52bPjK61GPHrYRb9fZ5WIV40DPK4+w5GA/wxEo78n/l5i9HQdgpIH6ksccmRSCCknXm5etBcY+PM5ltL0HPQ8n2o/IK5ryCUcY+U1Jg9ezZdu3Zlzpw59O/f33Lx648//rBMS3U/D1sgD8DX1/ee/b28vJDL5YSFhVn1qV69Ov/+++9dY5kwYYLVtFbZ2dkEBBTvnOJVfW4mNXLpUPP+/QVBEEpCtWrVyM/Pt3UYQglzUDjQLrAdmy5tYvOlzSKpIVi5+T3rZmJDKJ3c3Nzu+h36WbRz505eeuklWrRowa5du5gxYwbe3t4cPXqUpUuXsm7dOluHKAiCIDykAQMGIJfL2bx5M+XLlxc3WggP7JU6fvx9JoXfDicw4tfDbBn5HB6OysIdDXrYOBSOrwWJDDp9CQ0HlXzAj6tCQ+jxC1w/C//Oh+NrzKM3YneDb21oMQrCuoDskS4LC0Kp8Ej/etu0aUNqairZ2dm4u7tb2ocMGYKDg8MDHUOpVNKgQQOioqIs9S6MRiNRUVF3vWOpWbNmREVFMXr0aEtbZGQkzZo1sxyzUaNGloJRN507d+6eBW9VKpVlOq2ScrOuxrnknBI9ryAIwr3MmjWLsWPHMmPGDGrVqlVoGpOnrXCccMvLlV9m06VNbI3dyvhG41HIxBQ2gplEIqF8+fJ4e3uj0+lsHY5QBIVCIUZo3OGjjz5i+vTpjBkzBmdnZ0v7Cy+8wKJFi2wYmSAIjyo6OpqWLVvSoUMHtmzZYmmPjY0lODjY8tzd3Z1atWoxffp0nnvuOUv71KlTi5yhITQ0tNAU2L/++it9+vRh6NChLF682GrbP//8w/PPP4+bmxuJiYlWtdoOHDhgudHz9lpHBoOBhQsXsmzZMs6fP4+9vT1NmzZl4sSJtGjRwtLvfhfpbx4zKCiIK1eu8Ouvv9KjRw+rPjVq1ODUqVMsX76cAQMGkJ6ezpQpU9i2bRtxcXGUK1eOLl26MG3aNFxdXe95vtLmyJEjHDp0iGrVqtk6FKEMmtalJkfjM7mUmsf7q4+wfEAjpLfXuDXo4bchcGI9SOXwxjIIe9V2AT8J5UKh67fw/McQvQhifoKkY7B+MER9Ck3ehfp9QeV8/2M9Ar3BSEJmPlcz8rmaoSYpS0Nanoa0XC3ZBTpyNXrUGgM6gxGtwYjJZB4QI5NIUMll2Ctl2CtkuNjLcbFT4GqvwNNJhaeTknLOKnxd7PBxscPdQSGSnM+gR0pq5OfnYzKZLAmNK1eu8Ntvv1G9enXCw8Mf+Dj3K5DXr18//P39mTnTPIfdqFGjaN26NXPnzqVTp06sWrWKgwcPsmTJEssxP/zwQ7p3706rVq14/vnn2bp1K5s2bSpyLnZbquprfsMQSQ1BEEqTDh06ANC2bVurdjGk++nXxLcJ3vbepOSnsOvqLtpWbHv/nYRnikwmExfOhTLj+PHjRdZL8vb2JjU11QYRCYLwuJYuXcqIESNYunQp165dw8/Pz2r79u3bqVGjBqmpqcyYMYOXX36Zc+fOWdWqqVGjBtu3b7faTy4vfFlk6dKljBs3ju+++465c+daJS5ucnZ25rfffqNnz55W+wUGBhIXF2dpM5lM9OjRg+3btzNnzhzatm1LdnY2ixcvpk2bNqxdu9Zyo2dRNUpjY2Np3759oVpBAQEBLF++3CqpsW/fPpKSknB0dLS0Xbt2jWvXrvHll18SFhbGlStXGDp0KNeuXStzo9bCwsJs+h6+ePFi5syZQ1JSEnXq1OHrr7++52wla9euZdKkScTGxhISEsLs2bPp2LGjZbvJZGLKlCl8//33ZGZm0qJFC7799ltCQkIsfdLT0xkxYgSbNm1CKpXy+uuvs2DBApycbk1jfuzYMYYNG8aBAwcoV64cI0aMYNy4ccXzQyjDnFRyFveuT5fFe9h57jrf7rzIsOermDcajfD7sBsJDQV0WwHVX7ZpvE+UWwC8NBtaj4f/vjcXEs+Mg/9NgH9mmRMbjd8G96BHPkVOgY5jV7M4npDFiYQszifncjk1D63BeP+dH5OdQoqfmz3+bvYEeDgQ4O5AoIcDFT0dCPR0wMVO3LD3NHqkpMarr77Ka6+9xtChQ8nMzKRJkyYoFApSU1P56quvePfddx/oOPcrkBcXF4f0tjnrmjdvzsqVK5k4cSIff/wxISEhbNy4kZo1b83f1LVrVyIiIpg5cyYjR44kNDSU9evX07Jly0d5qcWmqo85qXHpeh5avRGlvJTPzScIwjNhx44dtg5BsBGZVMbLlV9m2YllbLywUSQ1BEEo027eQX373dsAhw8fxt/f30ZRCYLwqHJzc1m9ejUHDx4kKSmJFStW8PHHH1v18fT0xNfXF19fXz7++GNWrVrF/v376dy5s6WPXC6/71R9ly9fZu/evaxfv54dO3awYcMGevXqVahf//79WbZsmSWpkZ+fz6pVqxg5cqSl7ijAmjVrWLduHX/88QevvPKKpX3JkiWkpaXx1ltv0b59exwdHQvFplarGTp0KA0bNmT+/PlW23r37s28efOIj4+3TJ+9bNkyevfuzU8//WTpV7NmTdavX295XrlyZWbMmEGfPn3Q6/VFJnVKq9mzZzNu3Dg+//zzEh9Vvnr1asaMGUNERARNmjRh/vz5hIeHc/bsWby9vQv137t3Lz179mTmzJm8/PLLrFy5ki5duhATE2O5hvXFF1+wcOFCfvzxR4KDg5k0aRLh4eGcOnXKkkjr3bs3iYmJREZGotPpGDhwIEOGDLEk7rOzs3nxxRdp164dERERHD9+nEGDBuHm5saQIUOK7edRVlUv78K0LjUZt+4Yc7edpaa/K62rloPtk+HYKvOUU2/+BNU63v9gZZGDB7QZD81HmIuI7/sG0i6YR3FEL4aqHaDRYHPdDem9b2bKKdARfTGNPRdSORCbwZmkbIymwv1UcikBHg74u9nj52aHl5MKD0clrvYKnFRyHFVyFDIpcpkEqUSC0WTCYDSh1RvJ1xrI0+rJKdCTXaAjI09LWp6WtFwtKTkaUrILSMvTUqAzcul6Hpeu5xUZq4ejkiBPB4I8Hano6UiQlwPBXo4EeTmKhEcZ9kifXjExMcybNw+AdevW4ePjw+HDh1m/fj2TJ09+4KQG3LtAXlGjK7p160a3bt3uecxBgwYxaFDpnvPOz9UOJ5WcXI2e2LQ8S5JDEATBllq3bm3rEAQberXyqyw7sYzdCbtJzU/Fy97L1iEJgiA8kh49ejB+/HjWrl2LRCLBaDSyZ88ePvjgA/r162fr8AShdDCZQKe2zbkVDg9VqHbNmjVUq1aN0NBQ+vTpw+jRo5kwYUKR043k5+dbLuorlUXMmX8fy5cvp1OnTri6utKnTx+WLl1aZFKjb9++zJkzh7i4OAIDA1m/fj1BQUHUr1/fqt/KlSupWrWqVULjprFjx7JhwwYiIyMtozVuN3DgQLKysti+fXuh5IOPjw/h4eH8+OOPTJw4EbVazerVq9m5c6dVUqMoWVlZuLi4lKmEBkC7du0A24wq/+qrr3j77bctM4tERESwZcsWli1bxkcffVSo/4IFC+jQoQMffvghANOmTSMyMpJFixYRERGByWRi/vz5TJw4kVdfNU9x9NNPP+Hj48PGjRvp0aMHp0+fZuvWrRw4cICGDRsC8PXXX9OxY0e+/PJL/Pz8+OWXX9BqtSxbtgylUkmNGjU4cuQIX331lUhq3MWbDQM4FJvB6oPxDF8Zw47mx/Ha+7V546uLn96Exu2UDubkRYOBcCES9n8HF6Pg3F/mxTUQ6veDOj3MozxuiE3NI/JUMpGnk4m5koH+jixGBXd7aldwpaa/K9V9Xaji7YS/m731NF9PmEZvICmrgISMfK5m5nM1XU18Rj5X0vKIS1eTmqslPc+8xMRlFtrfw1FJoIcDQZ4OBHo6WkZ4BLg74O2sKjp2TQ7kXYe8NFCnQX6GeSnIMm/TZJs/X7Vq0OeDXmNejDrzqCCTwfwZfJNEak4iSWXmkUIyJciVIFOBXGX+zFTY3Xh0MP/+lE6gdLyxOIPKyTyNmPK2R/nDfwaWJY/0CaZWqy1z027bto3XXnsNqVRK06ZNuXLlyhMN8GklkUgI8XHicFwm55JzRFJDEIRSRa1WExcXh1artWqvXbu2jSISSkIlt0rU9qrNsdRjbLm0hf41+t9/J0EQhFLo888/Z9iwYQQEBGAwGAgLC8NgMNCrVy8mTpxo6/AEoXTQqeFzv/v3Kw4fXzNfiHlAS5cupU+fPoB5utSsrCx27txJmzZtLH2aN2+OVCpFrVZjMplo0KBBoYvfx48ft5q2B6BPnz5EREQA5jqfK1as4OuvzRc4e/TowdixY7l8+XKhkV/e3t689NJLrFixgsmTJ7Ns2bIib648d+4c1atXL/J13Ww/d+5coW0zZ85ky5Yt7NmzBy+vom80GTRoEGPHjuWTTz5h3bp1VK5cmbp16xbZ96bU1FSmTZtWJi9422pUuVar5dChQ0yYMMHSJpVKadeuHdHR0UXuEx0dzZgxY6zawsPD2bhxI2AeEZSUlGRJ1AC4urrSpEkToqOj6dGjB9HR0bi5uVkSGmBO7EilUvbv30/Xrl2Jjo6mVatWVgm88PBwZs+eTUZGhlUdXOGWz7rU4OL1XMrFb8Vr7wJzY/vPoG7Pe+/4tJFKoWq4ebl+Dg4thyO/QFYc7JgOO2aQX6EF0Q4v8E1SdQ6mWCcxgr0caVnFiyaVPGgU5IGPS+Gp+oqbSi6j4o0RGEXJ1ei5kpZHbKqa2LQ8YlPzzI9paq7naCwJjyPxmQDYoaGC5DoVJNepKEujql0mFeWZlJek4WFMx0mXisKQX4Kv8DHIlKB0wqRyxqhwQq9wRC93QCd1QCuzRyOxp0BiR4FEhdpkRz4q8k0K8oxK1CYFaoOCPJMMtUGB2iBFbZSRb5CRb5BQYJBSYDQ/ao2gM0rQGkFvlKAzwfvtQnmrVeVifXmPlNSoUqUKGzdupGvXrvzvf//j/fffByAlJUUUkX0IVb2dORyXydmkHF4W1wkFQSgFrl+/zsCBA/nrr7+K3C5qajz9Xq3yKsdSj7Hxwkb6hfUTBdcEQShzTCYTSUlJLFy4kMmTJ3P8+HFyc3OpV6+e1TzlgiCUDWfPnuW///7jt99+A8xTSHXv3p2lS5daJTVWr15NtWrVOHHiBOPGjWPFihWFpicKDQ3ljz/+sGq7/RpGZGQkeXl5lroHXl5etG/fnmXLlllNKXXToEGDGDVqFH369CE6Opq1a9eye/fuQv1uLxpelDtHlPz5559MmjSJX3/9lTp16tx1v06dOvHOO++wa9euuyZVbpednU2nTp0ICwtj6tSp9+xbGtlqVHlqaioGg8GqPguYR8vcWWT+pqSkpCL7JyUlWbbfbLtXnzuntpLL5Xh4eFj1uTPhdvOYSUlJRSY1NBoNGo3G8jw7O7vI1/A0U8llfB+uxO4nc0Jzq2MXnm88DJWN47KpclWhw0xoO5n8oxvIjl6BT9p/2F/9lxf4l5YmGf8qa3PJoxXOtV+mWZ2aBHo62Drq+3JSyanh50oNP9dbjZpcSL9IQdI5shLOoLt+AVnGZRzV8bjo060PoLux3EFtUpFmciEdZ3IkzuTLXdArnNErnDEpnZAoHZEqHZAqHZAp7ZApVMgVSmRyBXK5HKlUikwiQSoBCUYkJgOYDEgMOjDoMRlujO7QFZhHe+jykejykejVSHVqpPp85Po882JQozKoURnV2BnVqLhxc6pBC/npSPLTkQEyKP5/4xLzsu/SMGj1ebGe6pGSGpMnT6ZXr168//77vPDCCzRr1gwwj9qoV6/eEw3waVa9vHl0xulEUSxcEITSYfTo0WRmZrJ//37atGnDb7/9RnJyMtOnT2fu3Lm2Dk8oAR2COzD7v9lcyLzA6fTThHmG2TokQRCEh2IymahSpQonT54kJCTEMte8IAh3UDiYR0zY6twPaOnSpej1eqvC4CaTCZVKxaJFiyxtAQEBhISEEBISgl6vp2vXrpw4cQKV6tYlHKVSSZUqVe55rvT0dOzt7S1tRqORY8eO8emnn1rV/AR46aWXGDJkCIMHD+aVV17B09Oz0DFDQkI4ffp0kee72V61alVL27lz5+jVqxcfffTRfafelsvl9O3blylTprB//35L4qcoOTk5dOjQwVLg/M6ET1kiRpU/npkzZ/Lpp5/aOgzbyr2O++8DAA3/muowLO11Oqw5xsKe9ZAV41RJpZnJZCImLpNf/4tj8zEPCnSjqSC5ThfZHt60P0Cg7jIvSA7zQuZh2LUAzteFSm3MS0Djhxp9VyL0Wsi8Yq4ZYlkumh9zEgGwu7EUonLB5BZIgaM/WUpfUqVeXDN5EKdz47LGifNqR67mSrmeq0FnuJG01hR1oAclA57ce7IcPQ4U4Ew+jpICnG48ukq1uCs0uMk0uMh0uEg1OEs1OEo0OEg02KNFhRYVGpQmDUqTFrlRi8ykRWbUITPpkBr1SIw6pCb9PWOoW9Hjib2eu7/OR/DGG2/QsmVLEhMTre4aaNu2LV27dn1iwT3twm5kCU8nPntZcUEQSqe///6b33//nYYNGyKVSqlYsSLt27fHxcWFmTNn0qlTJ1uHKBQzF6ULbQPb8lfsX2y8sFEkNQRBKHOkUikhISGkpaWJkRmCcC8SSem7CHUHvV7PTz/9xNy5c3nxxRettnXp0oVff/2VDh06FNrvjTfeYPLkyXzzzTeWmSXuJy0tjd9//51Vq1ZRo0YNS7vBYKBly5Zs27at0Lnkcjn9+vXjiy++uOtI5549e9KrVy82bdpUqK7G3Llz8fPzo3379oD5jvlXX32VVq1aFTkypCiDBg3iyy+/pHv37nedaig7O5vw8HBUKhV//PGHpQh1WWOrUeVeXl7IZDKSk5Ot2pOTk+9aeN7X1/ee/W8+JicnU758eas+N6cQ8/X1JSUlxeoYer2e9PR0q+MUdZ7bz3GnCRMmWE2NlZ2d/WzdAGDQw5p+kBUPHpWRvbAc6a9n2XI8EQ9HJZ+9WuOZGq2erzXw+5EEfoy+YnV9MsTbiW4Nq9Glbg+8Xewg5Qyc2QRn/4KEQ5B4xLzsmW8usO5bCyo0gvK1zevlqoHC/m6nfTIKsiAz3py8yIg1L+mXzMmLzDhz7Yq7cfACz8rgURk8K4FHJXAPAvdgsHdHIpFgD9gDvkDNIg5hMpnIzteTrtaSnqchU60jU60jK19HnkZP7o2lQGckX6dHozOiNRjR6I0YjCb0RhNGowkTJkwmkEokSCTmkgVyqQSZ1PyolEtRyKSo5FJUchkqhRR7hcy8KG89OihlOCrl5keVHEeVDHulHCelHHulDKVcWsSreEQmExgNYNSbf85GA5iM5gWwkxf/58wjV4Xy9fXF19eXq1evAlChQgUaN278xAJ7FlS7MVIjITOfTLUWN4enu4CLIAilX15enmWIs7u7O9evX6dq1arUqlWLmJgYG0cnlJRXq7zKX7F/seXSFsY2HItK9kwPxBYEoQyaNWsWH374Id9++y01axb1Z6ggCGXB5s2bycjIYPDgwbi6ulpte/3111m6dGmRSQ2JRMLIkSOZOnUq77zzDg4O5pEher3eMm3P7X19fHz4+eef8fT05M033yx0QbNjx453Pde0adP48MMPixylAea6HGvWrKF///7MmTOHtm3bkp2dzeLFi9m8eTNbt25FoVBgMpno3bs3arWauXPnFrpQDVCuXDlkMplVW/Xq1UlNTbW8xjtlZ2fz4osvolar+b//+z+ys7Mt0w0VdbzSzFajypVKJQ0aNCAqKspS0N1oNBIVFcXw4cOL3KdZs2ZERUUxevRoS1tkZKRlppPg4GB8fX2JioqyJDGys7PZv38/7777ruUYmZmZHDp0iAYNGgDmm9CMRiNNmjSx9Pnkk0/Q6XSW0TeRkZGEhobeNcmlUqmsRjA9c/6eBnF7zcWVe66iWbnKzOtuz4hfD/Pzvis4quSM7xD61Cc2rmXm82N0LKv+iycr3zy/kp1Cysu1/ejZOJD6gW7WPwPvaual1YeQkwSXdsKlHXB5F2Qn3Epy3M41wJwscA0AFz9w9gF7d7D3MBeyVtiB3M5cKBvMF8YNGvMoC22uueh2QZa5GLc6zVycOyfRfP6sq+aC3PeicDAnLbyqgGeIOYlx89He7bF/hhKJBFcHBa4OCoK9SvdNAk+cRAIyuXmxkUc6s9FotHxo5ObmAuDs7GwpUHXnkEyhaC52CgI9HIhLV3MqMZvmlYsu/iUIglBSQkNDOXv2LEFBQdSpU4fvvvuOoKAgIiIirO4gEoqXyWAg8eNPsK9bB4fGjVFWqlSiX6qblm+Kr6MvSXlJRF2JomOljiV2bkEQhCehX79+qNVq6tSpg1KptJpKBiA9Pf0uewqCUJosXbqUdu3aFUpogDmp8cUXX9y1HkD//v355JNPWLRoEePGjQPg5MmThb7TqlQqCgoKWLZsGV27di3yO9frr79O3759SU1NLbRNqVTetZA3mC96rV27lvnz5zNv3jzee+89tFotHh4eHD58mLAw86jYuLg4Nm/eDFhPR3W7y5cvExQUVKj9bgkVgJiYGPbv3w9QaOqtux2vtLLlqPIxY8bQv39/GjZsSOPGjZk/fz55eXkMHDgQMH/u+Pv7M3PmTABGjRpF69atmTt3Lp06dWLVqlUcPHiQJUuWAOZ/F6NHj2b69OmEhIQQHBzMpEmT8PPzsyROqlevTocOHXj77beJiIhAp9MxfPhwevToYZmOrVevXnz66acMHjyY8ePHc+LECRYsWMC8efOK7WdRpp3bZh5ZAPDqInMdCeDl2n5kqHVM2niCiJ0XMZpMTHip2lOZ2Dh2NZPvd1/mz+OJGIzmqZMCPRzo16wi3RoE4OrwANMgOftCne7mBcwJhrh9cO0wJB03L/np5tEwWfHF+GowJ0ncg8CtovnRs7J5tIVnFXOcT+HvUDCTmO5XsaoIEyZMYOnSpXz66ae0aNECgH///ZepU6fy9ttvM2PGjCceaEnKzs7G1dWVrKysYi98PvTnQ2w9mcTETtV567lKxXouQRDKjpJ8H7rd//3f/6HX6xkwYACHDh2iQ4cOpKeno1QqWbFiBd27dy+xWJ4mD/v7zD9xktg33rA8l3l64tCoEQ6NGuLYuDHKKlWK/Qv2N0e+4duj39LEtwk/hP9QrOcSBKF42eozxZZWrFhxz/fJ/v37l2A0T9az+PsUHl9BQQGXL18mODi4zE499DSJiYmhXbt2DB48mDlz5tg6nCLd69+Mrd6HXFxcOHbsGEFBQVSsWJGVK1fSokULLl++TI0aNVCr1cV6/kWLFjFnzhySkpKoW7cuCxcutIyYaNOmDUFBQaxYscLSf+3atUycOJHY2FhCQkL44osvLEXowTx1zZQpU1iyZAmZmZm0bNmSb775xiqplZ6ezvDhw9m0aRNSqZTXX3+dhQsX4uTkZOlz7Ngxhg0bxoEDB/Dy8mLEiBGMHz/+gV/XM/O5knUVIp4zX2xvPAQ6Fv6/93N0LJN+PwnAwBZBTOoUhvQpqLFhNJr451wKS3ZdYt+lWzd2NKvkyeCWwTxfzfvJ1hIxmUCdbq5fkX7RPJIjOxFykyE/0/w70OaBvsC83Lw0LZGATAVylXkkh8rZvDh6gYOn+dG5PDj5gGsFcPEHldM9QxHKhkd5H3qkpIafnx8RERF07tzZqv3333/nvffeIyEh4WEPWaqU5Bv6wqjzfBV5jtfq+/PVm3WL9VyCIJQdpeWLpVqt5syZMwQGBt7zDjTh3h7296m7do3MjRtR/3eA/MOHMWmsq47J3N1xaNgQh0YNcWjUCFXVqkie8NQB13Kv0WF9B0yY+LPrnwS4PEPz7ArCU6a0fKYIT4b4fQqPQiQ1Sp/Dhw/z+++/07dvXypXrmzrcAopjUmNRo0aMX36dMLDw+ncuTNubm7MnDmThQsXsm7dOi5evFhisTxNnonPFaMBfnwFruyB8nVh8DbzhfMirNwfx8e/HQegU+3yzO1WBztF2Zmm7XYavYHfj1zj+12XOJ9inmlHLpXQuY4fg58LpoZf4VFwgmALj/I+9EjTT6Wnp1OtWrVC7dWqVRNDuR9SWHnzL+rUNVEsXBAE29LpdFSrVo3NmzdTvXp1ABwcHKhfv76NI3v2KPz8KPfee/AeGLVaCo4dQ33ggHk5fARDRgY5kZHkREYCIHV2xr5+PXOio2FD7GvUQKJ8vDpNfk5+NPdvzp6EPWy4sIFR9Uc9iZcmCIJQImQyGYmJiZY6UTelpaXh7e1dbMVkBUEQHlS9evWoV6+ercMoU0aNGkViYiIAU6ZMoUOHDvzyyy+WUeWCcFfRi8wJDYUjdFt+14QGQK8mgdgrpYxbd4wtxxJJyipgSd8GeDqVnTokWfk6Vu6PY/mey6TkmG+Qc1LJ6dUkkIEtgijvWswFvAWhBDxSUqNOnTosWrSIhQsXWrUvWrSI2rVrP5HAnhVhfuakxoWUXDR6Ayp52cz+CoJQ9ikUCgoKCmwdhnAHqVJpSVbw7ruYtFryT55E/d8B1IcOkn8oBmNODnk7d5G3cxcAEjs77GvXxqFhA+wbNMC+Tl1kTg9fuOz1kNfZk7CHjRc2MqzuMORS2xUBEwRBeBh3G4yu0WhQPmbSVxAEQbCNPn36WNYbNGjAlStXxKhy4f6SjkPUNPP6S7PMhavvo2u9Cvi62PPOzwc5dCWDV77+l6971adBxaKLr5cWVzPULN8Ty+oD8eRq9AD4uKgY2CKYXk0CcbF7gHoZglBGPNLViS+++IJOnTqxfft2mjVrBkB0dDTx8fH8+eefTzTAp115VzvcHBRkqnWcT86lpr8Y+iUIgu0MGzaM2bNn88MPPyCXiwvYpZFEqcShXj0c6tUDhmDS6yk4c5b8QwfJO3CA/IOHMGRmov7vP9T//WfeSSrFrlo17Bs0wKF+Pezr10fh43Pfc7Wp0AYPOw9S81PZdXUXLwS+ULwvThAE4THdvOlKIpHwww8/WM05bjAY2LVrV5EjzgVBEISyR4wqF+5LVwAbhoBRB6EdoV7fB961WWVPNrzXgrd/Osjl1Dze/C6aD8NDGfJcpVJVZ8NkMhETl8GyPbFsPZFkKf5d1ceJt5+rxKt1/VHKpTaOUhCevEe6YtW6dWvOnTvH4sWLOXPmDACvvfYaQ4YMYfr06Tz33HNPNMinmUQiIay8C3svpnEqMVskNQRBsKkDBw4QFRXFtm3bqFWrFo6O1nf3b9iwwUaRCXcjkcuxr1kD+5o18OjfH5PRiPbSJdQHD6GOOUT+wUPorl2j4NQpCk6dIuPnnwFQ+PtjX78+9vXq4lCvXpF1ORQyBZ0rd2bFyRWsPbdWJDUEQSj15s2bB5j/wI+IiEB22/uaUqkkKCiIiIgIW4UnCIIgCEJJ2vUFpJwCx3LwykJzIeqHUMXbiU0jWvLxhuP8cfQas/46Q+SpZD7vWotQX+diCvrBFOgMbDp6jf/bd4WjV7Ms7S2rePHWc8G0rloOyUO+XkEoSx75Nlw/Pz9mzJhh1Xb06FGWLl3KkiVLHjuwZ0n1m0kNUVdDEAQbc3Nz4/XXX7d1GMJjkEilqKpUQVWlCu49ugOgS0xEHRND/qEY1IcPozl7Fl1CArqEBLI3bQJA6uCAXZ3a2Neti0PdutjXqYPMzY03qr7BipMr2JOwh6s5V6ngXMGWL08QBOGeLl++DMDzzz/Phg0bcHcv3dNECIIgCIJQTK4dgX/nm9dfngdO5R7pME4qOQt61KVZZU+mbz7FoSsZdFq4m7eeq8S7rSvj6lCyUzqdTsxmzcF41h+6SnaBeYoppVxKl7p+DGwRTPXyT2mxd0G4g5hbpBSwFAtPFEkNQRBsa/ny5bYOQSgGivLlce3UCddOnQAw5OaSf/Qo+YePkH/4MPlHjmDMy0MdvQ919D7SbuynDArCvk4d3lFWZJtTLOtPrWZUk7G2eyGCIAgPaMeOHVbPDQYDx48fp2LFiiLRIQiCIAhPO4MOfh8OJgOEdYHqrzzW4SQSCT0bB9K6ajmm/HGSyFPJROy8yC/7r/BWy0oMaBGEq33xJTeuZebz5/FEfjucwMnbboiu4G5PryaBdG8YUKYKmQvCkyCSGqXAzWLhp69lYzKZxPAwQRAEoVjJnJxwatECpxYtADAZDGguXCT/cAz5R46Sf/Qo2suX0cbGoo2NpS3QFtD+/AOXax3EoXYd7GrXwr52bRQVKojPLUEQSp3Ro0dTq1YtBg8ejMFgoFWrVkRHR+Pg4MDmzZtp06aNrUMUBEEQBKG4/Dsfko+DvQd0nPPEDuvnZs/3/Rqy/VQyc/53lrPJOczbfo5vd16gUy0/ejQOoEGg+2PX3DCZTJy8ls3Oc9eJOp1MTFymZZtCJqF9mA/dGgbQOqRcqarvIQglSSQ1SoHK5ZxQyqTkaPTEp+cT6Olg65AEQXiGrVu3jjVr1hAXF4dWq7XaFhMTY6OohOIkkcmwC62KXWhV3Hv0AECfkUHB8ePkHzmK+ugRUg9F41BgouDwEQoOH7HsK3Nzw65WLexq1sC+Vi3satRE4eNto1ciCIJgtnbtWvr06QPApk2biI2N5cyZM/z888988skn7Nmzx8YRCoIgCA/r2LFjRbZLJBLs7OwIDAxEpRJ3qz/zUi+Ya2kAvPQFOD35v03ahfnwQjVvthxPZPGOC5xJymF9zFXWx1zF01FJ69ByNK/sRQ0/F/M1v3sU6jaZTCRna7iQksupxCwOxmZw6EoGaXm3/haXSKBRkAcv1y7PK7X9cHdUPvHXJAhlzUMlNV577bV7bs/MzHycWJ5ZSrmUUF9njidkcTwhSyQ1BEGwmYULF/LJJ58wYMAAfv/9dwYOHMjFixc5cOAAw4YNs3V4QgmSu7vj1KoVTq1aAbAlZjEb//mW9nkV6WtqSv7x42jOnMGQmUne7t3k7d59a99y5bCrWRO7GjWwqxGGXY0aKLxFokMQhJKTlpaGr68vAH/++SfdunWjatWqDBo0iAULFtg4OkEQBOFR1K1b954jhBUKBd27d+e7777Dzs6uBCMTSg2TCbaMAYMWqrSDWm8U26mkUgmv1PHj5drlORyfycr9cWw9kURanpYNMQlsiEkAzCMrvJ3t8HJS4mKvQCKRYDKZUGsNpOZquJ6jQa01FDq+vUJGiyqetA71pn11H3xdxb9pQbjd3VOFRXB1db3nUrFiRfr161dcsT7V6gS4AnD0aqZtAxEE4Zn2zTffsGTJEr7++muUSiXjxo0jMjKSkSNHkpWVZevwBBt6PfQNUrzk/BQYR86IHgSvXUPVQwcJWrsGn8mTcH3tNVQhISCVor9+ndwdO0hdtIir777HhVatOffcc8S98w4pCxaQvW0b2qtXMZlMtn5ZgiA8pXx8fDh16hQGg4GtW7fSvn17ANRqNTKZzMbRCYLwKKKjo5HJZHS6USPsptjYWCQSiWXx8PCgdevW7L7thguAqVOnWvW7uVSrVq3QuX799VdkMlmRN/X8888/SCQS3N3dKSgosNp24MABy3FvZzAYmDdvHrVq1cLOzg53d3deeumlQqPGiorv9uWmoKAgJBIJq1atKhRfjRo1kEgkrFixwtL2zjvvULlyZezt7SlXrhyvvvoqZ86cKbRvaffbb78REhLCkiVLOHLkCEeOHGHJkiWEhoaycuVKli5dyt9//83EiRNtHapgK8fXwuWdILczTztVAtPkSiQS6ge682W3OsRMas/Kt5vwTqtKNA7ywFklR2cwkZCZz9GrWew+n8quc9fZfT6VQ1cyuJKmRq01IJNKqFTOkQ41fPm4YzXWv9uMI1Pa80P/RvRtWlEkNAShCA81UkMUkC0+tSu4AXEcjc+0cSSCIDzL4uLiaN68OQD29vbk5OQA0LdvX5o2bcqiRYtsGZ5gQz6OPrwQ+AKRVyJZeWYlU5pNQapUYl+rFva1aln6GdVqCs6coeDECQpOnqTg1Ck0Fy9huJ5K3s5d5O3cZekrdXHBrlo17KpXR1X9xmOlSkgUxVdkTxCEZ8PAgQN58803KV++PBKJhHbt2gGwf//+Ii9gCoJQ+i1dupQRI0awdOlSrl27hp+fn9X27du3U6NGDVJTU5kxYwYvv/wy586dw8fHx9KnRo0abN++3Wo/ubzwZZGlS5cybtw4vvvuO+bOnVvkXf/Ozs789ttv9OzZ02q/wMBA4uLiLG0mk4kePXqwfft25syZQ9u2bcnOzmbx4sW0adOGtWvX0qVLFwASExMLnSc2Npb27dvTv39/q/aAgACWL19OjxtThwLs27ePpKQkHB0drfo2aNCA3r17ExgYSHp6OlOnTuXFF1/k8uXLZSrRO2PGDBYsWEB4eLilrVatWlSoUIFJkybx33//4ejoyNixY/nyyy9tGKlgE/kZ8L+PzeutPgCPSiUeglIupXllL5pX9gLM//+vZRWQkl1Aaq6WrHwdABLAQSnDy1mFp6MSf3d7VPKy839REEoDUVOjlKhTwQ2AEwlZGIwmZKLQjyAINuDr60t6ejoVK1YkMDCQffv2UadOHS5fvizuqhfoXb03kVci2XxxM6Prj8ZV5Vqoj9TBAYf69XGoX9/SZlSrKTh7loKTpyg4fYqC06fRnL+AMTsb9X//of7vP0tfiUKBskoV7EJDUVULNT+GhiL38CiR1ygIwtNh6tSp1KxZk/j4eLp162aZY10mk/HRRx/ZODpBEB5Wbm4uq1ev5uDBgyQlJbFixQo+/vhjqz6enp74+vri6+vLxx9/zKpVq9i/fz+dO3e29JHL5Zap6e7m8uXL7N27l/Xr17Njxw42bNhAr169CvXr378/y5YtsyQ18vPzWbVqFSNHjmTatGmWfmvWrGHdunX88ccfvPLKK5b2JUuWkJaWxltvvUX79u1xdHQsFJtarWbo0KE0bNiQ+fPnW23r3bs38+bNIz4+noCAAACWLVtG7969+emnn6z6DhkyxLIeFBTE9OnTqVOnDrGxsVSuXPmeP4/S5Pjx41SsWLFQe8WKFTl+/DhgnqKqqOSQ8Az4ezrkXQevqtB8pK2jAcyjOPzd7PF3s7d1KILw1BFJjVKiircTDkoZeVoDF6/nUtXH2dYhCYLwDHrhhRf4448/qFevHgMHDuT9999n3bp1HDx48L51lYSnX33v+lTzqMaZ9DOsP7+eQTUHPdB+UgcHHOrVw6FePUubSatFc+ECBafPmJMcZ85QcOYMxtxcNKdPozl92uoY8nLlUFWtiio0FFXVEOyqVkVZuTJSUQxSEIS7eOONwvNo33mnsyA8y0wmE/n6fJuc215uf8/aCHdas2YN1apVIzQ0lD59+jB69GgmTJhQ5DHy8/MtF/WVyocvprt8+XI6deqEq6srffr0YenSpUUmNfr27cucOXOIi4sjMDCQ9evXExQURP3bbuwAWLlyJVWrVrVKaNw0duxYNmzYQGRkpGW0xu0GDhxIVlYW27dvLzSixMfHh/DwcH788UcmTpyIWq1m9erV7Ny5s1BS43Z5eXksX76c4OBgSzKkrKhWrRqzZs1iyZIllt+tTqdj1qxZllF4CQkJVqNzhGdE0nE4uMy83vFLkIu/EQThaSeSGqWETCqhpr8r/11O52h8pkhqCIJgE0uWLMFoNAIwbNgwPD092bt3L507d+add96xcXSCrUkkEnpV68XkvZNZdWYV/cL6IZc+2lcJiVKJXVgYdmFhljaTyYQuIcGc4Dh9Bs25cxScPYsuLg799evor18n7/a5p2UylBUrogoJMS9VqqAKqYIyMFBMYSUIgiAI95Gvz6fJyiY2Off+XvtxUDg8cP+lS5fSp08fADp06EBWVhY7d+6kTZs2lj7NmzdHKpWiVqsxmUw0aNCAtm3bWh3n+PHjODk5WbX16dOHiIgIAIxGIytWrODrr78GoEePHowdO5bLly8THBxstZ+3tzcvvfQSK1asYPLkySxbtoxBgwrf8HHu3DmqV69e5Ou62X7u3LlC22bOnMmWLVvYs2cPXl5eRe4/aNAgxo4dyyeffMK6deuoXLkydevWLbLvN998w7hx48jLyyM0NJTIyMhHSvrY0uLFi+ncuTMVKlSgdu3agPl3ajAY2Lx5MwCXLl3ivffes2WYQkkzmeDPcWAyQlgXqNTa1hEJglACRFKjFKlTwZzUOHY1i24Ny9YdE4IgPB2kUilSqdTyvEePHlbz9ApCx0odmXdoHol5ifwT/w/tKrZ7YseWSCQoK1RAWaECzu1uHdeYl4fm/HkKzp5Dc+7WYsjKQnvpEtpLl8j53/9uHUihQBUUZE5wVK6MqnIVVFUqm5MdZeyPd0EQBEF41p09e5b//vuP3377DTBPIdW9e3eWLl1qldRYvXo11apV48SJE4wbN44VK1aguOMmh9DQUP744w+rNhcXF8t6ZGQkeXl5dOzYEQAvLy/at2/PsmXLrKaUumnQoEGMGjWKPn36EB0dzdq1awsVKAfuO43rncmFP//8k0mTJvHrr79Sp06du+7XqVMn3nnnHXbt2nXXpMpNvXv3pn379iQmJvLll1/y5ptvsmfPniLrhZRWzZs35/Lly/zyyy+WRFC3bt3o1asXzs7mG0P79u1ryxAFWzixHuL2gtweXpxu62gEQSghpSKpsXjxYubMmUNSUhJ16tTh66+/pnHjxnftv3btWiZNmkRsbCwhISHMnj3b8qXjTkOHDuW7775j3rx5jB49uphewZNR+0ZdjaNXM20ahyAIz7aMjAyWLl3K6RvT/4SFhTFw4EA8RE0DAVDJVLxR9Q2+P/49P5/6+YkmNe5G6uiIfd262N9256HJZEJ//Tqac+fRnD+P5sJ5NOcvoLlwAZNabW47f976QHI5ysBAVJUroaxU2fwYXAlVpWCkdxTUFARBEISnnb3cnv299tvs3A9q6dKl6PV6q8LgJpMJlUrFokWLLG0BAQGEhIQQEhKCXq+na9eunDhxwlJTB8zJgypVqtzzXOnp6djb34rPaDRy7NgxPv30U6ubfwBeeuklhgwZwuDBg3nllVfw9PQsdMyQkBDL9+o73WyvWrWqpe3cuXP06tWLjz76iG7dut01VjAnePr27cuUKVPYv3+/JfFTFFdXV1xdXQkJCaFp06a4u7sXKnReFjg7OzN06FBbhyGUFto82DbJvP7cWHATNwgLwrPC5kmN1atXM2bMGCIiImjSpAnz588nPDycs2fP4u3tXaj/3r176dmzJzNnzuTll19m5cqVdOnShZiYGGrWrGnV97fffmPfvn1WX35Ks7oBbgCcTsxGozegkstsG5AgCM+cXbt20blzZ1xcXGjYsCEACxcu5LPPPmPTpk20atXKxhEKpUH30O4sP7mcmJQYjl0/Ru1ytUs8BolEgsLbG4W3N04tW1jaTUYjumuJaC6cR3vxojnRcfEi2osXMarVlpEdsN3qeHIfH5SVglEFB6MMCkIZHIwyOBhF+fJIZOLzWBCEJycoKIgrV65Ytc2cOVMUMBdKnEQieagpoGxBr9fz008/MXfuXF588UWrbV26dOHXX3+lQ4cOhfZ74403mDx5Mt988w3vv//+A50rLS2N33//nVWrVlGjRg1Lu8FgoGXLlmzbtq3QueRyOf369eOLL77gr7/+KvK4PXv2pFevXmzatKlQXY25c+fi5+dH+/btAcjOzubVV1+lVatWRY4MKcqgQYP48ssv6d69O+7u7g+0j8lkwmQyodFoHqh/aXL+/Hl27NhBSkqKZdrcmyZPnmyjqASb2bMAcq6BW0VoPsLW0QiCUIJsntT46quvePvttxk4cCAAERERbNmyhWXLlhX5xX7BggV06NCBDz/8EIBp06YRGRnJokWLLPNggrk41IgRI/jf//5Hp06dSubFPKYK7va4OyjIUOs4k5hDnRtJDkEQhJIybNgw3nzzTb799ltkNy7kGgwG3nvvPYYNG8bx48dtHKFQGvg4+tAxuCN/XPyDFSdX8FWbr2wdkoVEKkVZwR9lBX+4bUoKk8mEPjERzcVLaC9dND9evozm0iUMaWnok5PRJyejjt5nfTylEkVggDnRUbHijSUIZVBF5OXKIbnjjk1BEEqPixcvsnz5ci5evMiCBQvw9vbmr7/+IjAw0OqCpS189tlnvP3225bnN6dNEQTB2ubNm8nIyGDw4MG4urpabXv99ddZunRpkUkNiUTCyJEjmTp1Ku+88w4ODubkjV6vJykpqVBfHx8ffv75Zzw9PXnzzTcLFSDv2LHjXc81bdo0PvzwwyJHaYB5Otc1a9bQv39/5syZQ9u2bcnOzmbx4sVs3ryZrVu3olAoMJlM9O7dG7Vazdy5c0lOTi50rHLlylm+o99UvXp1UlNTLa/xTpcuXWL16tW8+OKLlCtXjqtXrzJr1izs7e3vOuNFafX999/z7rvv4uXlha+vr9XvSSKRiKTGsyYrAfYsNK+/OA0UZWcqNUEQHp9NkxparZZDhw4xYcIES5tUKqVdu3ZER0cXuU90dDRjxoyxagsPD2fjxo2W50ajkb59+/Lhhx/a/A+WhyGRSKhdwY2d565z9GqmSGoIglDiLly4wLp166z+WJLJZIwZM4affvrJhpEJpc2AGgP44+IfbL+ynbjsOAJdAm0d0j1JJBIUfn4o/PzguZZW2wxZWTcSHJfRXr6MNvYymsuX0V2Jw6TVor1wEe2Fi4WPaWeHMiAARWAgysBAlIEBKAJuPJYvL4qVC4IN7dy5k5deeokWLVqwa9cuZsyYgbe3N0ePHmXp0qWsW7fOpvE5Ozvj6+tr0xgEoSxYunQp7dq1K5TQAHNS44svviA7O7vIffv3788nn3zCokWLGDduHAAnT56kfPnyVv1UKhUFBQUsW7aMrl27Fkpo3DxX3759SU1NLbRNqVTetZA3mL+DrF27lvnz5zNv3jzee+89tFotHh4eHD58mLCwMADi4uIsxa5vn47qdpcvXyYoKKhQ+90SKgB2dnbs3r2b+fPnk5GRgY+PD61atWLv3r1Fzo5Rmk2fPp0ZM2Ywfvx4W4cilAZ/TwN9PgQ2g+qdbR2NIAglzKZJjdTUVAwGAz4+PlbtPj4+nDlzpsh9kpKSiux/+90Ws2fPRi6XM3LkyAeKQ6PRWA27vNuXopJQJ+BGUiM+C5rZLAxBEJ5R9evX5/Tp04SGhlq1nz59+p5FCoVnT4h7CC39W/Jvwr/8dOonJjadaOuQHpnM1bVQzQ4Ak8GALjHJnOi4cgVtbKz58coVdAkJmAoKiq7dASCToShfHkWAufC5wr8CigoVUFbwR1GhAjJPzyIvmgiC8GR89NFHTJ8+nTFjxliNgnjhhRes5uC3lVmzZjFt2jQCAwPp1asX77//PnK5zQfRC0Kps2nTprtua9y4saUAd1GFuB0cHEhPT7c8nzp1KlOnTr3r8Y4dO3bXbW+++SZvvvkmAG3atLln4e8uXboU2i6Xy/nggw/44IMPAIiJiaFdu3YsX76cOXPmAFCxYsX7FhS/KTY29p7bMzMzLet+fn78+eefD3Tc0i4jI+O+dUaEZ0RCDBz91bwePgPE92pBeOY8dd+cDx06xIIFC4iJiXngiwUzZ87k008/LebIHkydCuY7UI7EZ9g4EkEQnkUjR45k1KhRXLhwgaZNmwKwb98+Fi9ezKxZs6z+2Ktdu+TrKAily8AaA/k34V82XtjIe3Xfw8Pu6SomL5HJbk1ldcfoDpNOh+7aNbRx8WjjrqCLi0cbF4c2Pg5d/FVMGg26q1fRXb2Kuqhj29mh8Pc3jx7x90Ph528ZSaLw90Pu5SVqeQjCYzh+/DgrV64s1O7t7V3kndYlaeTIkdSvXx8PDw/27t3LhAkTSExM5Kuvip7KrzTdgCUIwpNRv359oqKi+P3337l48SKVK1e2dUhlQrdu3di2bZsoFP6sM5lg240bqmp3B/8Gto1HEASbsGlSw8vLC5lMVmiuyOTk5LsOx/b19b1n/927d5OSkkJg4K1pMAwGA2PHjmX+/PlF3tEwYcIEqymtsrOzCQgIeNSX9VjqBZoLe128nkd6nhYPR6VN4hAE4dnUs2dPAMsQ/Tu3SSQSTCYTEokEg8FQ0uEJpUwj30aEeYZxKu0UK0+vZHi94bYOqcRIFApLjQ24I+FhNKK/fh3d1ato4+PRxZuTG9qEq+iuJqBPTsZUUID2RgHzIsnlKHx8UJQvj7x8eRS+vsjL+6LwLY+ivC9yX19kbm5itIcg3IWbmxuJiYkEBwdbtR8+fBh/f/8nfr6PPvqI2bNn37PP6dOnqVatmtXfHbVr10apVPLOO+8wc+ZMVCpVof1K0w1YgiA8OfXq1aNevXq2DqNMqVKlCpMmTWLfvn3UqlULxR1TfT7obB1CGXduK1zZA3I7aCvqqAjCs8qmSQ2lUkmDBg2IioqiS5cugLkeRlRUFMOHF31hpFmzZkRFRTF69GhLW2RkJM2amedq6tu3L+3atbPaJzw8nL59+1qKkd9JpVIV+QeELXg4Kqni7cSFlFwOXcmgfZjP/XcSBEF4Qi5fvmzrEIQyRCKR8FattxjzzxhWnl5J/xr9cVaKYrcSqdSckPDxwaFB4TvHTFotusREdNeuoUtIQJuQgP7aNXQJ18ztycmg16NLSECXkHD38yiVyG+cR+7jg9z3xrq3943FB7l3OaRKcYOE8Ozp0aMH48ePZ+3atUgkEoxGI3v27OGDDz6gX79+T/x8Y8eOZcCAAffsU6lSpSLbmzRpgl6vJzY2ttD0j1C6bsASBEGwpSVLluDk5MTOnTvZuXOn1babxeGFp5xBD9unmtebDAXXCjYNRxAE27H59FNjxoyhf//+NGzYkMaNGzN//nzy8vIsCYh+/frh7+/PzJkzARg1ahStW7dm7ty5dOrUiVWrVnHw4EGWLFkCmAtk3VkkS6FQ4OvrW+QfCaVRoyB3LqTkcjA2XSQ1BEEoURUrVrR1CEIZ0zawLVXcqnAh8wIrT6/knTrv2DqkUk+iVN42yqMwk8GAPiUFXWIS+qREc6IjMQldYiL6pCR0SUkY0tLMyZH4eHTx8fc8n8zVFbl3OeTlrBeZl5d53csLuZcXUmdnMfJDeGp8/vnnDBs2jICAAAwGA2FhYRgMBnr16sXEiU++BlC5cuUoV67cI+175MgRpFLpXQv2lqYbsARBEGxJ3IAlcHQlXD8D9u7Q8n1bRyMIgg3ZPKnRvXt3rl+/zuTJk0lKSqJu3bps3brVUgw8Li4OqVRq6d+8eXNWrlzJxIkT+fjjjwkJCWHjxo3UrFnTVi/hiWtY0YNf/4vnQGz6/TsLgiAIT5/8DNj1pfnLuoMH2Hvc9uhpXpeXjgtcUomUt2u9zfjd4/n59M/0CeuDo8LR1mGVaZKbRcbLlweKnpbCqNWiT0m5keRIRp+cjD4lGV1KCvrkFPPz69cxabUYsrIwZGWhOX/h3udVKpF5eSL39ELu6Wle9/BE7uWJzN0DuacHMk9PZO7uyN3dkdwx5YMglCZKpZLvv/+eSZMmceLECXJzc6lXrx4hISE2jSs6Opr9+/fz/PPP4+zsTHR0NO+//z59+vTB3d3dprEJz4YHLUQtCOLfilDqaNWw43Pz+nMfgL2bTcMRBMG2bJ7UABg+fPhdp5v6559/CrV169aNbt26PfDxi6qjUZo1CjIXWj2ekEWBzoCdQhQKFQRBeKZkJ0L0onv3UTrdSnbcTHQ4eJoXe/db67cv8uKZhig8KJxvjn7DlewrrD67mkE1BxXLeYRbpEolygoVUFa4+5B7k8mEITMT/fXrRS6G1DTzeloaxpwcTFot+muJ6K8lPlgMLi7I3d2ReXggc3dH5u5mfu7ujszN/Fzmdtvi4oJEXiq+egrPkMDAQKtae7amUqlYtWoVU6dORaPREBwczPvvv281vZQgFIebtQfUajX29vY2jkYoC9RqNUChuhUlbcyYMUybNg1HR8f7vld+9dVXJRSVYBP7IyAnEdwCofHbto5GEAQbE39ZlkIBHvZ4O6tIydFwND6TJpU877+TIAiC8PSwc4HmI0CdAfnpoE63fjQZQZtrXrLiHvy4Kpfbkh9e1skQR69bbY43Hu1c4QGmI5JJZbxV6y0m7ZnEjyd/pEdoDxwUDo/xAyhaToGO8ym5XEzJJTYtj6QsDSk5BWSotai1BvK1BvRGE1IJyCQS7JUynOwUuNjJKeeswtvZjvKudgR6OhDoYV4UMun9T1xGSSQS5DdGVVC16j37GgsK0KemYUhLRZ+aal5PTzM/ZqSjT0tHn5aKIT0DQ2YmGI0Ys7PRZmfDlSsPHJPUxQWZq6s5yeHqemNxQerqiszFFZmLi/m5i4t53cW8LnV0FFNjCff1MIkBW134ql+/Pvv27bPJuYVnm0wmw83NjZSUFAAcHBzE+6pQJJPJhFqtJiUlBTc3N2Qy295kefjwYXQ6HQAxMTF3/Xcr/j0/5fIzYM988/rzE0vNqHVBEGxHJDVKIYlEQqNgD7YcS+TglQyR1BAEQXjWuFaAF6cXvc1oBE3WjQRHBqjTbizpNx5Tb1u/8XgzEaLJNi8ZsQ8Wh1R+KwHi6Hnbutet0R831juVa8R3ThW4mnuVlWdW8lattx77x5CSU8Duc6lEX0rjaHwmF67n8iRnQpBLJQR7OVLV15mw8i7U8HOhlr8rnk7P3h9JUjs7lBX8oYL/ffuaDAbzlFYZGRjS09FnZJiTHRnp5pEhGRkYMjIxZN5ajDk5ABizszFmZ9+3DkjhAKVInZ2ROTtbPzo5IXV2RurshMzp5qMT0puLoxMyJ0ekjuZFTJn1dDt8+PAD9RMXvoRnla+vL4AlsSEI9+Lm5mb5N2NLO3bssKwXNZOH8IzYsxAKssA7DGq9YetoBEEoBURSo5RqVNGdLccSRV0NQRBsJjc3F6PRaNXm4uJio2gEC6nUPL2U/UPMvW40QkHmjSRHqjnRkZd6W0Ik7ba2G0kRbS4Y9ZCbbF7uQwG85+jAx95eLDu0gG7/rcbVodyNZMjtiRAv8+iQm8+V1vU3YlPz2HzsGn8eT+JUYnah8/i62FHZ25FgL0f83Owp56TCy0mFg1KGg1KOTCrBaDJhMJpQaw3kavRkqrWk5mpJySkgISOfuHQ1celq1FoD51NyOZ+Sy5Zjt6ZcCvCwp04FNxpWdKdhkAfVfJ2Rl7ERHSaTiVxdLpmaTNQ6NVqDFq1RiwQJMqkMuVSOo9wRJ6UTzkpnVLIHT+RIZDLkHh7IPTygcuUHi0evt9T2MGRmmZMd2eZHY3a2uS07G0N2FsasbPN6Tg7GrCxMOp15ZEhWFsasrEf9kZhjV6ksCQ6poyPSmwkPBwfzYlm/rc3BHqm9PVIHByT2tz23t0dib49EqRQXyUuJ2y98CYJQmEQioXz58nh7e1vufBeEoigUCpuP0LiTTqfD3t6eI0eOPFU1VYUHkJNsnnoK4IVJIC1d/zYFQbANkdQopRreqKtx6EoGBqMJmVT8sSwIQvG7fPkyw4cP559//qGgoMDSbjKZkEgkGAwGG0YnPDKp9MY0Ux5AlQfbR5dvPfoj7+Zj6m2P6bfW8zPomKdmmVbLBaWSFblnGRX/3/3PI7fH6OBBlsSVWLUdVwrscDC58ILJmXoyZ5zcfQkKDCA4MJCQ4CA8vXxB9vhfX4xGE4nZBZxPzuFMUg4nr2Vz8loWl67nEZ+eT3x6PptvJDoclTIaBHnQJNi81K7ghlJeOpIcWZosTqef5nzGeS5kXuBqzlWu5V4jSZ2E3qh/4OM4KZzwsvfCx8EHX0df/J38CXAJoKJzRYJcg3BWOj9WnBK5HLmnJ3LPhxt9ajKZMGk0GG6M8DDk5GDMzTU/z8nFkJONMTcPY04Ohtwc83pu7q31nByMeXmYtFrz8TQaDBoNhvQneNOIVGpJcEjt7G6tq1RI7O2Q2tkjtbdDorKzPErsVEhvPtrd2GanQqJSIVGqrNdVSvP6zUWhEEmUh3T16lUAKtyjBo0gPEtkMlmpu2AtCPejUCgIDAwUf488i3Z/CTo1VGgEoS/ZOhpBEEoJkdQopar5OuOkkpNToOdsUg5hfuLuaEEQil+fPn0wmUwsW7YMHx8fceHsWaawB1d/8/IgjAZk+RmMvPQXI2O+4BcPL3o3/gAvrcY6GaJOu5UgMWhBn480OwF3EnAH6t15jSUXOHVjucnO7Y4i6LcVTLf3uKPd09z/jkSIVCrB380efzd72oR6W9qzC3Qci8/icFwGB69kEBOXQU6Bnl3nrrPr3HUA7BUyGga506yyJ80re1HTz6XERnJkabKIvhbNvsR9HE45zKWsS/fsbyezw1HhiEqmQikzF4rXG/VojVrUOjV5ujxMmEd15Opyic2OLfI43g7eVHatTBX3KoS6hxLqEUpl18ooZMU7nZNEIkFiZ4fUzg68ve+/w12YtFoMeXkY89QY8/Iw5uXetp6HUa2+9XhzPT8fozoPkzr/VntBAcb8fExqtXkECZhHkeTlQV4eJXWZRaJUUvl/W1GUL19CZyx7jEYj06dPZ+7cueTm5gLg7OzM2LFj+eSTT5BKS0diUhAEQXhwn3zyCR9//DE///wzHh4etg5HKAkZV+DgcvN628kPVO9PEIRng0hqlFJymZR6gW7sPp/Kgdh0kdQQBKFEHD16lEOHDhEaGmqT8y9evJg5c+aQlJREnTp1+Prrr2ncuPFd+69du5ZJkyYRGxtLSEgIs2fPpmPHjpbtJpOJKVOm8P3335OZmUmLFi349ttvCQkJsfRJT09nxIgRbNq0CalUyuuvv86CBQtwcnKy9Dl27BjDhg3jwIEDlCtXjhEjRjBu3Lji+SGUVVIZOHrRpmYf6sT/j6PXjxIhyWZi64mFuiZlFbDo73NsOXQBR0MWnmRT1UXLS8EKmviYcDRk3TYS5LY6IfkZgMk8lVZBJqRffPD47NzMSQ57jyIe3c2P9u64OHjQspw7LQPLwwtVMJrgbHIO+y+lsf9yOvsvp5Oep2X3+VR2n08FzuKsktM42INmlT1pWsmTsPIuSJ/gCMukvCQir0QSeSWSo9ePYjRZTwsX4BxAVfeqhLiHUNGlIv5O/vg6+OJu546d3O6exzaajORoc0grSCMtP42kvCQS8xJJyE3gSvYV4rLjuJ5/nRR1CinqFKIToy37KqQKqrhVIcwzzLJUda9qSZ7YlMlkTpoZtKDXIjFokaMBOx0odOAEGBRgcACD/MajCxh1YNDd2PfGuvHmc/2t7UY9Jp0WY34BRo0WU4EGY4EGk1aHUaPDqNGb17V6jFo9Jq0Bo06PSWfEqDPceDRi0hsx6kyYDCZMehNGPTfWwWgAk95cDsdksP73ZNJqkeiyAZHUuJtPPvmEpUuXMmvWLFq0aAHAv//+y9SpUykoKGDGjBk2jlAQBEF4WIsWLeLChQv4+flRsWJFHB2tpzGNiYmxUWRCsdn1hfn7V6U2ENzK1tEIglCKiKRGKda0kie7z6cSfTGN/s2DbB2OIAjPgEaNGhEfH2+TpMbq1asZM2YMERERNGnShPnz5xMeHs7Zs2fxLuIO7b1799KzZ09mzpzJyy+/zMqVK+nSpQsxMTGWeXa/+OILFi5cyI8//khwcDCTJk0iPDycU6dOYWdnvtjbu3dvEhMTiYyMRKfTMXDgQIYMGcLKlSsByM7O5sUXX6Rdu3ZERERw/PhxBg0ahJubG0OGDCm5H1AZIZFIGFV/FIP+N4h159bRI7QHVdzNU15lqXV8u/Miy/dcRqM3AiqCA6vyXpsqvFDN+/6JAKPhVnH0vFRzAXTLesat4uj5txVKL8g073szEcK9RzZYkSmR2rtT/cYywN4dU003MkxOXM5TcCZTxrE0KYlaFalnHfn5rBOLTI5I7FxpWKncjemqPKle/uFrchToC4i8EsmG8xs4mHzQalsVtyq08GtBA58G1PWui7vdQ9RXuYNUIsVV5YqrypVKrpWK7JOjzeFi5kUuZl7kXMY5zmWc42z6WXJ0OZxOP83p9NOsP78eALlUTohbCGGeYdTwqkEN9+qEOPqhMOrN0wboCsyP+gLzFGdFPeoLzP30BaDXgD7/xmPBHY83FoOm8HOD9pF/Jg9KAshuLEVS3lieAJPpRnLDKMFkMC8yZ8f77/gM+/HHH/nhhx/o3Lmzpa127dr4+/vz3nvviaSGIAhCGdSlSxdbhyCUpLSLcORX8/rzhW+UEgTh2SYxmUwmWwdR2mRnZ+Pq6kpWVpZNi+Ieic+ky+I9uNjJOTz5RVFXQxCeIbZ6H7p48SJDhw6lT58+1KxZE4XCemqZ2rVrF9u5mzRpQqNGjVi0aBFgnjokICCAESNG8NFHHxXq3717d/Ly8ti8ebOlrWnTptStW5eIiAhMJhN+fn6MHTuWDz74AICsrCx8fHxYsWIFPXr04PTp04SFhXHgwAEaNmwIwNatW+nYsSNXr17Fz8+Pb7/9lk8++YSkpCSUSvMVyo8++oiNGzdy5syZB3ptpeVzpSSN+nsUf8f/TbPyzfi2bQTrYq4y668zZKjNU/Y0CnJnTPtQmlbyKN5pzgx6c8IjP/22hMeNpIelLeNGUiT9Vt/HvCieY7InC0eyTY7kSRyROLjh4OyJq4cXXl7lUDm6g50r2LmAysXymGDIZ+Xlzfx26Q9ytDmW49X3rs+LQS/SNrAtvo6+j/tTucVoNCcNtHnmRacGrdpcKL6odV0eaNWYtLkkaLM4rc3gtCGbU8Z8Tkp0ZEoKf62Um0yEaHWEabVU02ipptVSVavDoSS/gkpkIFOCXAkyFcgU5ucyxW3Pb2uTKsx9pYpbz2XyG49K88gkmQKk8tu23ViXyszrMsWN895ok9xol8rNdW6kt7ff9lioTWp+lEitt9m7P3ChzGfxPcjOzo5jx45RtWpVq/azZ89St25d8vPzbRTZ43sWf5+CIJQu4n3o6VJqf58bhsCx1RDyIvRea+toBEEoRo/yPiRGapRitfxdcbaTk12g53hCFnUD3GwdkiAIT7nr169z8eJFBg4caGmTSCTFXihcq9Vy6NAhJkyYYGmTSqW0a9eO6OjoIveJjo5mzJgxVm3h4eFs3LgRMBc9T0pKol27dpbtrq6uNGnShOjoaHr06EF0dDRubm6WhAZAu3btkEql7N+/n65duxIdHU2rVq0sCY2b55k9ezYZGRm4uz/6XfJPsw8afsDuhN1EJ0bT4fvvOB8bCEAVbyc+6lCNttW9S6Zmi0wOTuXMy4MymcwX+G8mO/LTIT/ztscb7QWZN55n3ljPMCcAAGdJPs7kgyTVfMz8G0tK0ac8rVTwg6sL2x0dMN74ufgZjHTRSumCE+WvJULqOjj6p7neidzuxgV4pfWFbaPh1hRJN0c53Bwdocu/kZzIs358BBKgwo2l/c0fG5Aol3FSqeSESskplZJTSiXZMhmnVUpOq5RwW73xCkYJlYxygk12BJjsKG9yoJzJCbCjwCQn36Qk3yRHbVKSb5STb5SjNipQ31jPN8opMMnNz00KCkxyNCY5WpO5XYsCHXJ0mBMJEkBqkCA1SpAZJMhlEmRSCXKpBIVMilwmRSmTIJdKUcilKPVSVHIpCpkEpVyKEilKZCilUlQSqflRbl6UNxeZDOXt+8ikN55LkUgM6Ez5aIxqtIY8NMZ8CgxqNMZ8tIYC87pBg8ZQQIG+4Ma6Bq1Ri86gQ2fUoTfqzYtJz7w283BVuT7S7+9ZUKdOHRYtWsTChQut2hctWkSdOnVsFJUgCILwuDIzM1m3bh0XL17kww8/xMPDg5iYGHx8fPD3f8BacELpd/0sHFtjXn/+Y9vGIghCqSSSGqWYTCqheWVP/ncymX/PXxdJDUEQit2gQYOoV68ev/76a4kWCk9NTcVgMODj42PV7uPjc9fREElJSUX2T0pKsmy/2XavPndObSWXy/Hw8LDqExwcXOgYN7cVldTQaDRoNBrL8+zs7CJfw9PMx8Gfag6dOJ67kWvSNTipPmB0u+r0bx6EooSKaj8yiQRUTubFLeDh9jXooCDrRqIjC4M6g8SkRK4mJXI9JYWszFQkBdm4SPJwJp80uxw2u+s46Hjr/1rT/Hz6ZuXQMr+AEv1JKRzMi9LRvBRadwCF443HG9sU9uilduSalGTpFWTqFMh1cgK1Mhw1MioWSIjPzyBeE0eGIZZ8STx6+VUk8myuSk1clerYhQ64NSrFqHPFqPXEqPPApHXHqHPDpHexPGJ62OLkRuBJTEdlAokOiawAiTQfiSwfZGoksnzLc8ti2Z6PRFpwo033BGK4JSErG1dvkdS4my+++IJOnTqxfft2mjVrBpiT4fHx8fz55582jk4QBEF4FMeOHaNdu3a4uroSGxvL22+/jYeHBxs2bCAuLo6ffvqpWM77IDX47lRQUMDYsWNZtWoVGo2G8PBwvvnmG6u/TeLi4nj33XfZsWMHTk5O9O/fn5kzZyKX37pU988//zBmzBhOnjxJQEAAEydOZMCAAZbtU6dO5dNPP7U6d2ho6AOPKC+1/pkJmKDay+BXz9bRCIJQComkRinXMqScOalxIZXhL4TcfwdBEITHcOXKFf744w+qVKli61DKtJkzZxb64+JZcjYph1GrDnMmpR6OlbcjVaUy+OV43mrUydahFT+ZAhy9zAvmegsVqppHNNx0PUfDtnPHWXLhO2IL9gESTCYJ+uw66NJasU/jxknUOEoKcEZNeXsDFZxM+Dno8VYZcFcacZXrcJSDg9yInQyUcgkKqQTJzemNZArzaA6FPchVtyUsikpMOGCU25OvN5Gn0ZOj0ZNToCc7X0d2gY5MtY6sfB0ZeVoycnRkqLWk52nNj7lacjT6216d4cZi9UMBgm8sZhJZHjK7JBydUlDYXwdFMnpZEgZJHlJFFlJFFnerf2Inc8BZ4YGTwgVnhSvOCmcc5I44KByxl9ujkqlQSlXIpXJkEjkSiRQJ5qSR3mhAbzSiM+rRG3VoDDq0Bg35+gI0eg35BjUFhnwK9DceDXloDGo0xjw0xjyM6IuM6WGYjApMRjswqDAZVZiMSjCqMJmUYFSYn5sUmIxyMMkxmcyPmGSYTDIwycAkxUnufP+TPcNat27NuXPnWLx4seXCzmuvvcZ7772Hn5+fjaMTBEEQHsWYMWMYMGAAX3zxBc7Otz4HO3bsSK9evYrtvPerwVeU999/ny1btrB27VpcXV0ZPnw4r732Gnv27AHAYDDQqVMnfH192bt3L4mJifTr1w+FQsHnn38OmEeed+rUiaFDh/LLL78QFRXFW2+9Rfny5QkPD7ecq0aNGmzfvt3y/PakSJmUfApO/mZebzPh3n0FQXhmlfF3uqdfyyrmiyKHrmSg1upxUIpfmSAIxeeFF17g6NGjJZ7U8PLyQiaTkZycbNWenJyMr2/R9QN8fX3v2f/mY3JyMuXLl7fqU7duXUuflBTr+YD0ej3p6elWxynqPLef404TJkywmhorOzubgICHvOO/DDKZTPzf/jimbz6FRm/E3cGJLpWGsi7uS/7v7A+8FtqRQJdAW4dpUxkFGXx3cjHrzq3DYDIgQcLLlV7m9cr9yc314HxyDueTczmfkkNsmprzeVpQY17uQyoBB6UcO4UMO4V5yiO5VGJVk8tkAr0xD70xF63eiEZvJF9rIF/3eFPLSSXg4agsYlHh7qDAw1GJm4MSDwclbg4KXB0UOCnlhYrDZxZkEpsdS3xOPFdzr3I15ypJeUkkq5NJyktCY9BQYFBTYFBzveCxQn5kMokMZ6UzLkoXnJXOuKpccVG64KJ0ubWucrFsd1G64KR0wlnhjJPSCbnU/F3OaDShN5owmsyPeoMRg9GEwWTCaASjyYTBaK47YjKZn5sw/z8zAX6uDrb5AZQhfn5+oiC4IAjCU+TAgQN89913hdr9/f0to6yftNOnT7N161arGnxff/01HTt25MsvvywyUZ6VlcXSpUtZuXIlL7zwAgDLly+nevXq7Nu3j6ZNm7Jt2zZOnTrF9u3b8fHxoW7dukybNo3x48czdepUlEolERERBAcHM3fuXACqV6/Ov//+y7x586ySGnK5/K5/l5RJO2ebH8NeBd+ato1FEIRSS1whL+WCPB3wd7MnITOf/y6n0ybU+/47CYIgPKJXXnmF999/n+PHj1OrVq1ChcI7d+5cLOdVKpU0aNCAqKgounTpApgLhUdFRTF8+PAi92nWrBlRUVGMHj3a0hYZGWmZZiQ4OBhfX1+ioqIsSYzs7Gz279/Pu+++azlGZmYmhw4dokGDBgD8/fffGI1GmjRpYunzySefoNPpLD+PyMhIQkND71pPQ6VSoVKpHutnUtZkF+j4cO1R/nfSnPBpXbUcX3arg5eTkvjI3exP3M9n+z7j+/bfl9i0ZqWJzqhj1ZlVfHvkW3J05qmW2lRow8j6IwlxvzUSs3VV69ofWWodcelqEjLVXM3IJzm7gORsDcnZBaTnmUdMZObrMBhNGE2Qq9GTq3n00QRSCTip5DjbKXCxV+BiJ8fFXoG7gwK3GwkJc2JCiafTjcSFgxJXe0WhBMWjcLNzo65dXep61y20zWQykavLJTU/lfSCdDI1mWRpssjR5pCjzSFPl0e+Pt9Si+JmDQqjyXgjEWBCJpEhlUiRSWQoZArkUjl2MjtUMhV2cjsc5A44KBywl9vjpHDCUeFoTkgonXFWOOOicsFB7vBE/g1LpRKUT+BnJtxdRkYGS5cu5fTp0wCEhYUxcOBAPDw8bByZIAiC8ChUKlWR07qeO3eOcuUeon7aQ3iQGnx3OnToEDqdzqq2X7Vq1QgMDCQ6OpqmTZsSHR1NrVq1rKajCg8P59133+XkyZPUq1eP6Ohoq2Pc7HP73z8A58+fx8/PDzs7O5o1a8bMmTMJDCyjNxIln4JTG83rrcfbNBRBEEo3kdQo5SQSCS2reLH6YDx7LqSKpIYgCMVq6NChAHz22WeFthVnoXAwDyfv378/DRs2pHHjxsyfP5+8vDxL0fJ+/frh7+/PzJkzARg1ahStW7dm7ty5dOrUiVWrVnHw4EGWLFliiXf06NFMnz6dkJAQgoODmTRpEn5+fpbESfXq1enQoQNvv/02ERER6HQ6hg8fTo8ePSx3XfXq1YtPP/2UwYMHM378eE6cOMGCBQuYN29esf0syprTidm8+3+HiE1To5RJGf9SNQY2D7Jc5J7cdDKv/fEa+xP3s+nSJjpXLp7kWGl1MOkgM/bP4ELmBQCqeVRjXKNxNPJtdN99XR0U1HJwpVaFu9dOMJlM5OsM5BToLaMu8nUG9IYbd/+bTJa+MsmN4tgyCSq57EahaxkOKhkOShn2ClmpTTpJJBJzckHpTLBr8P13EJ5pu3bt4pVXXsHV1dVyIWrhwoV89tlnbNq0iVatWtk4QkEQBOFhde7cmc8++4w1a8wFpCUSCXFxcYwfP57XX3+9WM75IDX4itpHqVTi5uZm1X5nbb+iav/d3HavPtnZ2eTn52Nvb0+TJk1YsWIFoaGhJCYm8umnn/Lcc89x4sQJqym6bleq6//dPkrDp4ZtYxEEoVQTSY0yoEWIOamx+3yqrUMRBOEpZzQabXbu7t27c/36dSZPnkxSUhJ169Zl69atli/ycXFxSKW3yiY3b96clStXMnHiRD7++GNCQkLYuHEjNWveGqI8btw48vLyGDJkCJmZmbRs2ZKtW7diZ2dn6fPLL78wfPhw2rZtayn8t3DhQst2V1dXtm3bxrBhw2jQoAFeXl5MnjyZIUOGlMBPpfT74+g1xq07SoHOiL+bPd/2qU/tCm5WfQJdAnm3zrvMj5nPFwe+oFn5ZpRzKJ676UqT9IJ0vjzwJZsubQLATeXGqPqj6FqlKzKp7ImdRyKR4KCUiykqBeE2w4YNo3v37nz77bfIZOb/bwaDgffee49hw4Zx/PhxG0coCIIgPKy5c+fyxhtv4O3tTX5+Pq1btyYpKYlmzZo99HSDH330EbNnz75nn5sj/Uqzl156ybJeu3ZtmjRpQsWKFVmzZg2DBw8ucp9SW//PapTGRzYNRRCE0k/89VsGNK/sCcCZpBxScgrwdra7zx6CIAhl0/Dhw+863dQ///xTqK1bt25069btrseTSCR89tlnRY48ucnDw+OeRf7A/AfC7t2779nnWWM0mpi3/Rxf/20effBciBcLetTDw1FZZP9+Nfrxv9j/cTr9NBP3TOTbdt8ilUiL7FvWmUwmfr/4O18e/JIsTRYSJHSr2o2R9Ufiqrr7iAtBEJ6cCxcusG7dOktCA0AmkzFmzBh++uknG0YmCIIgPCpXV1ciIyP5999/OXbsGLm5udSvX7/QFE0PYuzYsQwYMOCefSpVqvRANfju5Ovri1arJTMz02q0xp31//777z+r/e6s23e32n4uLi7Y29sXeW43NzeqVq3KhQsX7vq6Sm39P6tRGmG2jUUQhFJPJDXKAC8nFbX8XTmekMWOMyl0b1RG50YUBKFMyMvLY+fOncTFxaHVaq22jRw50kZRCaVJvtbA2LVH+PO4eWj8kFaVGN+hmlVB6jsppApmPTeLNze/yd5re1l5eiV9wvqUVMglJj4nns+iP2Nf4j4AQt1DmdJsCrXK1bJxZILwbKlfvz6nT58mNDTUqv306dPUqVPHRlEJgiAIT0LLli1p2LAhKpXqkafNLFeu3APV4XiQGnx3atCgAQqFgqioKMu0WGfPniUuLs5S/+/m6JKUlBTL9FaRkZG4uLgQFhZm6fPnn39aHfv2GoJFyc3N5eLFi/Tt2/eufUpl/b+UM3Dqd/O6qKUhCMIDEEmNMqJ9mA/HE7KIPJUskhqCIBSbw4cP07FjR9RqNXl5eXh4eJCamoqDgwPe3t4iqSGQlqvhrZ8OcjguE4VMwudda9Gt4YPd2VXJrRIfNvyQ6fun89Whr2jk24hQj9D771gGGIwGfjn9C4uOLCJfn49KpuK9uu/RN6wvCqnC1uEJwjNn5MiRjBo1igsXLtC0aVMA9u3bx+LFi5k1axbHjh2z9K1du7atwhQEQRAegtFoZMaMGURERJCcnMy5c+eoVKkSkyZNIigo6K7TLT2OB6nBl5CQQNu2bfnpp59o3Lgxrq6uDB48mDFjxuDh4YGLiwsjRoygWbNmls+kF198kbCwMPr27csXX3xBUlISEydOZNiwYZaEw9ChQ1m0aBHjxo1j0KBB/P3336xZs4YtW7ZY4vvggw945ZVXqFixIteuXWPKlCnIZDJ69uz5xH8WxWr3l4AJqr0samkIgvBARFKjjGgf5sNXkefYfT4VtVYv5s0WBKFYvP/++7zyyitERETg6urKvn37UCgU9OnTh1GjRtk6PMHGYlPzGLD8P2LT1LjaK/i+X0MaB3s81DHeDH2T3Qm72Xl1Jx/s/ICVnVbirCy6iGFZcTHzIpP3TubYdfNF0ka+jZjabCqBLuImBEGwlZsXc8aNG1fkNolEgslkQiKRYDAYSjo8QRAE4RFMnz6dH3/8kS+++IK3337b0l6zZk3mz59fLEkNuH8NPp1Ox9mzZ1Gr1Za2efPmWfpqNBrCw8P55ptvLNtlMhmbN2/m3XffpVmzZjg6OtK/f3+raXODg4PZsmUL77//PgsWLKBChQr88MMPhIeHW/pcvXqVnj17kpaWRrly5WjZsiX79u17oFEopUbqBTix3rzeuvDntiAIQlEkJpPJZOsgSpvs7GxcXV3JysrCxcXF1uEA5vm5n/tiB1cz8vmubwPCaxQ9d6MgCE8HW70Pubm5sX//fkJDQ3FzcyM6Oprq1auzf/9++vfvz5kzZ0oslqdJafxceVgnErLov+w/0vK0VHC3Z8XAxlTxdnqkY6UXpPPmpjdJVifTqkIrFj6/8IkWzi4pOqOOFSdW8O3Rb9EZdTgpnBjTcAxvhLzxyFMhCEJxeBregx7WlStXHrhvxYoVizGSJ+9Z/H0KglC62Op9qEqVKnz33Xe0bdsWZ2dnjh49SqVKlThz5gzNmjUjIyOjxGJ5mtj8c+W3d+HoSqj6EvRaVfLnFwTB5h7lfUjc7l9GSCQS2of5sHxPLJGnkkVSQxCEYqFQKJBKzcWbvb29iYuLo3r16ri6uhIfH2/j6ARb2Xcpjbd+PEiuRk9NfxeWDWiEt7PdIx/Pw86DBS8soP9f/dl1dReLjyxmZP2yNbXZmfQzTNoziTPp5kRfqwqtmNR0Er6O4vNZEEqDspaoEARBEO4vISGBKlWqFGo3Go3odDobRCQ8tvTLcGy1eb31h7aNRRCEMkUkNcqQm0mNqNPJ6A1G5DKprUMSBOEpU69ePQ4cOEBISAitW7dm8uTJpKam8vPPP1OzZk1bhyfYQNTpZN79JQat3kiTYA9+6N8QZ7vHrxFRw7MGU5tPZcLuCXx//HuCXIPoXLnzE4i4eGkMGr47+h3LTyxHb9LjqnJlfKPxvFzpZTE6QxBKkZ9++ume2/v161dCkQiCIAhPSlhYGLt37y6UuF63bh316tWzUVTCY9kzH0wGqNwW/BvYOhpBEMoQkdQoQxoHeeBqryBDrePQlQyaVPK0dUiCIDxlPv/8c3JycgCYMWMG/fr149133yUkJIRly5bZODqhpP15PJGRvx5GbzTRrroPi3rVw07x5KaJernSy5xLP8fyk8uZvGcyjgpH2ga2fWLHf9IOJR9i6t6pxGbHAtAusB2fNP0EL3sv2wYmCEIhd9aB0ul0qNVqlEolDg4OIqkhCIJQBk2ePJn+/fuTkJCA0Whkw4YNnD17lp9++onNmzfbOjzhYWUlwOFfzOuiloYgCA+pVNzqv3jxYoKCgrCzs6NJkyb8999/9+y/du1aqlWrhp2dHbVq1eLPP/+0bNPpdIwfP55atWrh6OiIn58f/fr149q1a8X9MoqdXCblhWreAESeSrZxNIIgPI0aNmzI888/D5inn9q6dSvZ2dkcOnSIOnXq2Dg6oST9dvgqw1fGoDea6FzHj4g+9Z9oQuOm0Q1G82rlVzGYDHy480P2Je574ud4XFmaLKbuncqArQOIzY7Fy96LeW3mMe/5eSKhIQilVEZGhtWSm5vL2bNnadmyJb/++qutwxMEQRAewauvvsqmTZvYvn07jo6OTJ48mdOnT7Np0ybat29v6/CEh7V3IRh1ULElBDa1dTSCIJQxNk9qrF69mjFjxjBlyhRiYmKoU6cO4eHhpKSkFNl/79699OzZk8GDB3P48GG6dOlCly5dOHHiBABqtZqYmBgmTZpETEyMJXPfuXPpn9LiQbQP8wHgrxNJGI2ixrsgCE+eXq9n+/btfPfdd5ZRG9euXSM3N9fGkQklZd2hq4xZcxSjCbo1qMC87nWLbcpDqUTK1OZTaRfYDp1Rx4ioEeyM31ks53pYRpORPy7+QeeNnVl/fj0Ar4e8zu9dfqddxXY2jk4QhIcVEhLCrFmzCo3iEARBEMqO5557jsjISFJSUlCr1fz777+8+OKLtg5LeFi5KXDoR/N6qw9sG4sgCGWSzZMaX331FW+//TYDBw4kLCyMiIgIHBwc7jrNyYIFC+jQoQMffvgh1atXZ9q0adSvX59FixYB4OrqSmRkJG+++SahoaE0bdqURYsWcejQIeLi4krypRWL50O9cVLJScjM5+CVDFuHIwjCU+bKlSvUqlWLV199lWHDhnH9+nUAZs+ezQcfiC+bz4L1h67y4bqjmEzQu0kgs1+vjUxavLUi5FI5s1vN5jn/5ygwFDBqxyjWn1tfrOe8n5NpJ+n3Vz8++fcT0gvSqexamRUdVjC1+VRclC42jU0QhEcnl8ufihHcgiAIz6JKlSqRlpZWqD0zM5NKlSrZICLhkUUvBn2+uY5GpTa2jkYQhDLIpjU1tFothw4dYsKECZY2qVRKu3btiI6OLnKf6OhoxowZY9UWHh7Oxo0b73qerKwsJBIJbm5uRW7XaDRoNBrL8+zs7Ad/ESXMXimjQ01f1h26ym+Hr9I42MPWIQmC8BQZNWoUDRs25OjRo3h63qrb07VrV95++20bRiaUhA0xV/ngRkKjT9NAPutcE2kxJzRuUsqULHhhAVP3TuWPi38wNXoq8TnxDKs3DIX08QuTP6jE3EQWHVnEpoubMGHCXm7PO7XfoV9YPxSykotDEITH88cff1g9N5lMJCYmsmjRIlq0aGGjqARBEITHERsbi8FgKNSu0WhISEiwQUTCI8nPgAM/mNef+wAkJfP3hiAITxebJjVSU1MxGAz4+PhYtfv4+HDmzJki90lKSiqyf1JSUpH9CwoKGD9+PD179sTFpeg7K2fOnMmnn376CK/ANl6r58+6Q1fZfCyRKa/UKJY5zgVBeDbt3r2bvXv3olQqrdqDJcmc0AAAPRFJREFUgoLEHwpPuT+OXuODtbZJaNykkCqY3mI6Pg4+fH/8e5aeWMrB5IPMbjUbfyf/Yj13an4qK06s4Nczv6I1agHoVKkTYxqMwdvBu1jPLQjCk9elSxer5xKJhHLlyvHCCy8wd+5c2wQlCIIgPJLbE9X/+9//cHV1tTw3GAxERUURFBRkg8iER/Lf96DNBZ+aEPqSraMRBKGMsmlSo7jpdDrefPNNTCYT33777V37TZgwwWr0R3Z2NgEBASUR4iNpWsmT8q52JGYV8PeZFDrWKm/rkARBeEoYjcYi7366evUqzs7ONohIKAlbTyTx/uojGE3Qs3GATRIaN0kkEkbWH0lVj6p8tvczjl4/Src/uvFe3ffoXq37Ex+1cS33Gj+e/JH159ejMZhHbTbybcSYBmOo6VXziZ5LEISSYzQabR2CIAiC8ITcTFRLJBL69+9vtU2hUBAUFCQS1mWFJhf2fWNeb/m+GKUhCMIjs2lNDS8vL2QyGcnJyVbtycnJ+Pr6FrmPr6/vA/W/mdC4cuUKkZGRdx2lAaBSqXBxcbFaSjOpVMKrdc13rG6IEXdOC4Lw5Lz44ovMnz/f8lwikZCbm8uUKVPo2LGj7QITis2OMymM+DUGg9HE6/UrMKNLLZslNG7XIagDazuvpU65OuTocph9YDav/f4a22K3oTfqH+vYeqOefxP+ZcTfI3hpw0usPLMSjUFDba/afNP2G5a+uFQkNAShDNPpdFSuXJnTp0/bOhRBEAThCTAajRiNRgIDA0lJSbE8NxqNaDQazp49y8svv2zrMIUHEfOjefopj0pQo6utoxEEoQyz6UgNpVJJgwYNiIqKsmTejUYjUVFRDB8+vMh9mjVrRlRUFKNHj7a0RUZG0qxZM8vzmwmN8+fPs2PHDqt54Z8Wr9X3J2LnRf45m0J6nhYPR+X9dxIEQbiPuXPnEh4eTlhYGAUFBfTq1Yvz58/j5eXFr7/+auvwhCds36U0hv7fIXQGEy/XLs8Xb9QuFQmNm/yd/Pmxw4/8duE3vj78NbHZsYzdORZvB29eD3mdFyu+SGW3ykge4A6vPF0eh1MOsyNuB9vjtpNekG7Z1qR8EwbXHEzT8k0f6FiCIJRuCoWCgoICW4chCIIgPGGXL1+2dQjC49BrYO/X5vUWo0EqplIXBOHR2Xz6qTFjxtC/f38aNmxI48aNmT9/Pnl5eQwcOBCAfv364e/vz8yZMwFzEdvWrVszd+5cOnXqxKpVqzh48CBLliwBzAmNN954g5iYGDZv3ozBYLDU2/Dw8Cg0T3xZVdXHmRp+Lpy8ls3vRxIY2CLY1iEJgvAUqFChAkePHmX16tUcPXqU3NxcBg8eTO/evbG3t7d1eMITdOxqJm/9eBCN3ki76t7M614XWSlKaNwkk8p4o+obdAjqwPKTy1l3bh0p6hS+Pfot3x79Fk87T+r71CfAOYDyjuVxUjphNBnRGXQkq5NJyE3gfMZ5zmacxWi6NR2Nq8qVlyu9zJuhb1LJtZINX6EgCMVh2LBhzJ49mx9++AG5vOT+5JkxYwZbtmzhyJEjKJVKMjMzC/WJi4vj3XffZceOHTg5OdG/f39mzpxZonEKgiCUJdHR0aSlpVmNxvjpp5+YMmUKeXl5dOnSha+//hqVSmXDKIX7Ovor5CSCiz/U6WnraARBKONs/s25e/fuXL9+ncmTJ5OUlETdunXZunWrpRh4XFwcUumtWbKaN2/OypUrmThxIh9//DEhISFs3LiRmjXN00QkJCRYikjVrVvX6lw7duygTZs2JfK6SkL3RgFM/v0kP0VfoX+zoFJ1d60gCGWXXC6nd+/e9O7d29ahCMXkQkoO/Zf9R65GT7NKnizqVR+FzKYzUt6Xk9KJEfVG8E7td9h+ZTu/X/ydmOQY0grSiLwS+UDH8Hfyp2n5prxY8UUalW/0xOtzCIJQehw4cICoqCi2bdtGrVq1cHR0tNq+YcOGYjmvVqulW7duNGvWjKVLlxbabjAY6NSpE76+vuzdu5fExET69euHQqHg888/L5aYBEEQyrrPPvuMNm3aWJIax48fZ/DgwQwYMIDq1aszZ84c/Pz8mDp1qm0DFe7OaIB/55vXmw0H+dNxw7EgCLYjMZlMJlsHUdpkZ2fj6upKVlZWqa6vkavR0+zzKHI0epYPaMTz1bxtHZIgCE+Ird6H0tLSLFP2xcfH8/3335Ofn88rr7xCq1atSiyOp01p+lxJyMznjW/3kphVQJ0AN355qwlOKpvf4/BItAYtx64f42TaSa7lXuNa3jUK9AXIJDJkUhnl7MtRwbkCAc4B1C1XFx9HH1uHLAg2UZreg0rKzVHfd7N8+fJiPf+KFSsYPXp0oZEaf/31Fy+//DLXrl2z3MQVERHB+PHjuX79+gONKn+k36euAKRykJXN93tBEEqXkv5cKV++PJs2baJhw4YAfPLJJ+zcuZN///0XgLVr1zJlyhROnTpV7LE8jUrk93liPawbBPYe8P4JUDrefx9BEJ4Zj/I+JL7VlmFOKjlvNgpg6b+XWbbnskhqCILwyI4fP84rr7xCfHw8ISEhrFq1ig4dOpCXl4dUKmXevHmsW7fOUv9IKJvScjX0XbqfxKwCqng7sWJAozKb0ABQypQ09G1IQ9+Gtg5FEIRSpriTFo8qOjqaWrVqWRIaAOHh4bz77rucPHmSevXqFdpHo9Gg0Wgsz7Ozsx/+xEf+D/4aD+7B4BUCnpXBMwQ8q5ifO5YDUVNIEIRSKiMjw+p9c+fOnbz00kuW540aNSI+Pt4WoQkPwmSC3fPM602GioSGIAhPROmea0K4rwHNg5BKYPf5VC6k5Ng6HEEQyqhx48ZRq1Ytdu3aZRna3alTJ7KyssjIyOCdd95h1qxZtg5TeAx5Gj0DVxzg0vU8/N3s+XlwY9wdxbBvQRCEkpSUlGR1YQ6wPL9ZB/BOM2fOxNXV1bIEBAQ8/InTL4NRD2nn4eyf5kKtm0bCio7wZQjMqghLnof1b8POL+DEBkg8Btq8hz+XIAjCE+bj42MpEq7VaomJiaFp06aW7Tk5OSgUYlrRUuvCdkg+DkonaPy2raMRBOEpUXZvzxQACPBwoF11H7adSmb5nlhmdP3/9u48rqo6/x/46y7cy3KBC7KJgoCSiKKSKF1bZ+Irpu1WZi7oVD40NbdqdEptGdOaNi2tX80Y1uRYTo2NjtkwuJRGoKiZiGYK4cIi4r0XZL/38/vjwIXLoqgX7sLr+Xh8Huecz9neH8DzxvvmnBNn75CIyAnt27cPO3bswODBgzFkyBB8+OGHeOqppyzvNJozZ47VfxzIudTWmzHj79k4fMYAfy8VPnl8BHr68sXvRORa4uPjIevg3QYHDhzo8HEXLVqE11577bLb5ObmIiYmpsPHvBqLFy/GggULLMtGo/HqCxv/9wpw00yg9ARw4dem6YUTgP40UGMAzh2QWks+vaQ7Ohpb450evuF8nBURdYkxY8ZYrsWbN2+Gp6cnbr31Vsv6w4cPo2/fvnaMkC7r+7ek6bCpgKe/XUMhItfB30JdwLSbI/Hfo8X46sBZLPi/G9BDo7Z3SETkZMrKyhASEgIA0Gg08PLygp+fn2W9n58fyst5N5gzMpsFnvvnT/j+RCk83BRYN3U4+gZq7B0WEZHNNX9EYnV1NdauXYvY2FjodDoAwI8//oicnBw89dRTV3XchQsXYurUqZfdJioqqkPHCgkJQVZWllVfcXGxZV1b1Go11Orr/P1eLgd8e0ut7++s19VVA2WnpALHhV+BCyebih5VZYDxrNTydrc4phvgH9lQ7OhrXfjQBPNxVkRkM6+88goefPBB3H777dBoNFi/fr3VO4jWrVuHUaNG2TFCaldBJlDwA6BQSS8IJyKyERY1XMBNUf6I6+WLn88asGbnSSy9J9beIRGRE2r5160d/WtXcmwrtx/D5kPnoJTL8P6kGzE0TGvvkIiIOsWyZcss80888QSefvppvPLKK622udrnrgcGBiIwMNAmMep0OixfvhwlJSUICpLeh5eWlgYfHx/Extrpd3g3dyA4VmotVZY1u7PjhFTwuHASKDsJ1FcDpb9IrSWVpqnQ4d+3WeGjL+Dh13p7IqLLCAgIwHfffQeDwQCNRgOFQmG1ftOmTdBo+Ec7DmlPw7s0hjwK+PS0byxE5FJY1HABMpkMzyb3x5R1Wfj7j7/hD7dEoLefp73DIiInM3XqVMtfglZXV2PGjBnw8pJe4tb8BaXkPNbtycOH350CALz+0GDc0T/IzhEREXWNTZs2Yf/+/a36J02ahISEBKxbt65TzltQUICysjIUFBTAZDLh0KFDAIB+/fpBo9Fg1KhRiI2NxeTJk/H666+jqKgIL7zwAmbNmnX9d2N0Bk9/wHMEEDbCut9sBoxnpGJH2ammwkfZSUBfANRWAIU/Sa0lD/+mIod/X6BHVMO0L6D27ppxEZFT8vX1bbPf35+PNHJIxUeBX74BIANunmfvaIjIxbCo4SJujQ6ALqoHMk5dwDv/O4E3Hh5i75CIyImkpKRYLU+aNKnVNlOmTOmqcMgG/nO4EK/85ygA4LnR/fHgjb3tHBERUdfx8PDA3r17ER0dbdW/d+9euLu7d9p5ly5divXr11uW4+PjAQA7d+7EHXfcAYVCga1bt2LmzJnQ6XTw8vJCSkoKXn755U6LqVPI5YA2XGq403pdfQ1wMb/hro6GuzsaCx/lhdIjrc5kSa0lr6CmYod/ZMN8lNRY8CAici57V0nT2Puk6zkRkQ2xqOEiZDIZ/nhXDO5fsxdfHTiD6bdF4YZg/uJPRB3z8ccf2zsEsqGsvDLM/+IQhACm6Ppg5u38TwQRdS/z5s3DzJkzceDAAYwYId1lkJmZiXXr1mHJkiWddt7U1FSkpqZedps+ffpg27ZtnRaD3SnVQGB/qbVUUyHdzdH4CKsLp5qWK0uBSyVSK8hova9XkFTc6NFQ8PCLbCp4eGg7fVhERHQV9AXAz5uk+Vvm2TUUInJNLGq4kKFhWoweGILtOUVY/p9cpE4bzmfiExF1M7+WVODJT/ajtt6MUbHBWHbPQOYCIup2Fi1ahKioKKxatQp///vfAQADBgzAxx9/jEceecTO0XVjag3Qc4jUWqo2NN3V0dgal5sXPE7/2HpfD/9mhY4WU+8QvrSciKir/fAuIExA1O+A0Hh7R0NELohFDRfz7Oj+2HGsBLt/OY8vD5zFQ8P4uBEiou6ipLwaUz/OgqGqDvHhWqx6NB4KOT/IIaLu6ZFHHmEBw5m4+wK9bpRaS1V6qbhxMU+6u+NiXlPho6JYeqTV2TLgbHbrfZUegF9EQ5EjQip0+EVITRsuvSidiIhs51IpcOBTaZ53aRBRJ2FRw8X0DdRg/v/dgNe2H8NLW3Jwc78e6OnrYe+wiIiok1XW1uOJ9ftx5mIV+vTwxF+nJMBDpbB3WERERNfPQ9t+waOmQnqHR1nzYkeeNG84A9RXAedzpdYW71DAr0+zQkcfaVnbB/DuKb0/hIiIOi7z/0nX3tB4IPJ2e0dDRC6KRQ0X9OStkfg2pwiHTuux6Muf+RgqIiIXZzILPP2Pgzh8xgA/TzekThuBHhq1vcMiIrIbk8mEt99+G1988QUKCgpQW1trtb6srMxOkZHNqTVAyCCptVRfCxhONxQ78qTix8V84OJvUl9tBVB+TmptvcdDoQJ8w5qKHNpw63mvQD7aioiouZoKIOtDaf7mebxGElGnYVHDBSkVcrzx8BCMWf09dv9yHn/9Pg9P3hZl77CIiKgTCCHw8pYc/C+3BCqlHH9NSUBkgJe9wyIisquXXnoJf/3rX7Fw4UK88MILeP7555Gfn4/Nmzdj6dKl9g6PuopSJb1YvEff1uuEACovNBU4LuYD+t+aih6GM4CpVnqRednJdo7vLhU9tGFSkcO3+TSs4U4P3jVJRN3IgU+Aaj3g3xcYcI+9oyEiF8aihovqF6TBn+6KwYtbjuLVb3IRqvXA2ME97R0WERHZ2Lq9+Vif8RsA4O1HhmJYH387R0REZH+fffYZPvroI4wdOxYvvvgiJkyYgL59+2Lw4MH48ccf8fTTT9s7RLI3mQzwCpBa72Gt15vqAeNZqdChL5AKHfqCpmXjOaC+GrhwQmptkSsBn1CpyOEbBvj2bmiN870AtXfnjpOIqKvU1wIZa6T5kXNY1CWiTsWihgtLGRmBvNJLWJ/xG+Z/cQiB3mqMiOSHXUREruLbnCL8+T9HAQCL74ph8ZqIqEFRURHi4uIAABqNBgaDAQBw9913Y8mSJfYMjZyFQtnwro0+ba+vrwWMZwD96YZiR4H0qCv9acDQUPQw1zeta4/aVypu+PRqmDYUO3xCpXmfnoCKd2ASkRM48k/puqgJBoZMsHc0ROTiWNRwYTKZDEvvGYhCQzX+e7QYj6/fhzWP3Yjbbgi0d2hERHSdDp/RY+7GgxACeCwxHNP5mEEiIovevXujsLAQ4eHh6Nu3L/773//ixhtvxL59+6BW851DZANKFeAfJbW2mE1AeaH0GCvDmYa7O85KRQ/jWakAUm0AagxAiQEoOdr+udx9paKHd8+GYkdo03zj1LMHn11PRPZjNgN7V0nzN80E3NztGw8RuTwWNVycQi7D6gnxmPK3LGTll2Hqx1l4YWwspt0c0aUvD683mVFRU4+qOhOq68yQNcSmVsrh4+EGdzfelkhE1FFnLlbi8fX7UV1nxu03BOLlewd26TWdiMjRPfDAA0hPT0diYiLmzJmDSZMm4W9/+xsKCgowf/58e4dH3YFc0fS4qfbUlEt3dBhOA4azDcWOhqnxnDStrZCKH9VXKHwoVIAmBPAOke7u8O4p/bW0d0/AO7hpnYcfix9EZHsnvgXOHwNU3kDCH+wdDRF1AyxqdAPubgp8+sQI/OmrI/jywBm8vPUoMvMu4E9jBqBPD9vdymysrsPxonL8UlyOvPOXkH+hEmcuVuJ8eQ3KKmshxOVilCNAo0ao1gO9tB6IDPBCvyANooM0iAzwglIht1mcRETOzFhdh8dT9+N8eQ1iQrzx3mPxvEYSEbWwcuVKy/z48eMRHh6OjIwMREdH4557+OJSchBqbyCwv9TaU21sKHKcBYyFUrGj/Jw03zitLJVeam4okNrlKFSAV1CzQkewVPzQBEn9mmBAEyjNqzxtO14icl2Nd2kkTJPuLiMi6mQsanQTaqUCbzw8GAN6euPVbbn4NqcYO46VYGJiHzyWGI7oIM1V/ZVvibEaOeeMyDlnwJGzRvx81oCz+qor7uemkEGtlO7KqDebUVtvhlkA1XVmnLlYhTMXWx/D3U2OAT19ENfLF0PDtIgP90NED0/+VTIRdTv1JjNmbziI48XlCPRW429Th8Pb3c3eYREROTydTgedTmfvMIiunruP1IIGtL9NfS1QUQSUF0lFj4pi6dFX5Q19jctVF6Xih/GM1K5E5d1Q4GjWNEHWy14B0tRdC8j5RxZE3VJBJlCQIRVNb3rK3tEQUTfBokY3IpPJ8MStUbglOgArth3D7l/OI/WHfKT+kI+oQC/cFh2IqEAv9OnhBS+VVHioNZlxvrwG58tr8NuFSvxaUoETJRUorahp8xw9fd3RP8QbfQM1iOjhid7+ngj2dkeQjxo+7m5QKa1/0TWbBSpq62GorEOxsRpn9VJh4+T5Cpw8fwknistRWWvCwQI9Dhbo8UnGbwAAfy8Vbgz3Q0KEH4ZH+COul2+rYxMRuRIhBJb9Owff/XIeHm4KrEsZjl5aD3uHRUTkkD755JPLrp8yZUoXRULUBZQqQBsutcupr5EKHBUlDcWOIqDifENfQ39FCXCpBKivBmrLgbJyoOzUlWOQKaT3engFWE89Axrm/RuWG5qHP5+5T+Qq9r4jTQePlx5/R0TUBVjU6IZiQnyw/g8j8P2J80jdm4/vT5Ti1PlLOHX+UoePIZcBUYEaDAz1waBQXwzs5YOBPX3h63l1fzEsl8vg4+4GH3c3hPl7IqHFepNZIP/CJeScM+Kn03ocLLiII+eMKLtUi//lFuN/ucUAALVSjiG9tRgW4YfhEX6ID/ODn5fqqmIhInJkf9uTh88yCyCTAe88OhRxvXlbNxFRe+bOnWu1XFdXh8rKSqhUKnh6erKoQd2TUt2x4ocQQI1RKnhcaix0nAculUrLjfMVJdKjr6oNgDA1rCvpeDxuXg1FDj+pyOHpbz318GuY92tq7r7S+0qIyDGUHAOObwMgA26ee8XNiYhshUWNbuzW6EDcGh2I8uo67DhWgiNnDci/UImCC5WoNZkhhIBcLkOARo1gH3f00nqgX5AG/YI06B/sDQ9V5/8yqZDL0DdQg76BGtw7JBQAUFNvwpGzRmT/Vob9+Rex/7eLKLtUi6z8MmTll+H9hn2jArwwNFyLwb18Eddbi9iePl0SMxGRrf03pwjLt+UCAJ4fMwDJA0PsHBERkWO7ePFiq74TJ05g5syZePbZZ+0QEZETkcmk4oG7LxDQ78rb19cClRekAsel88ClxvnSpv7Ki83my6QiSN0lwHDpyu8BacndV3rclYcf4KFtmG9r2rCdZeoDKPjYTiKb+uFdaRozFgiItm8sRNStOERRY82aNfjLX/6CoqIiDBkyBO+++y5GjBjR7vabNm3CkiVLkJ+fj+joaLz22msYM2aMZb0QAsuWLcNHH30EvV6Pm2++Ge+//z6io3mBbYu3uxvuG9oL9w3tZe9QOkStVGBYHz8M6+OH6bdJ3++T5y9ZihzZBRelO09KpfbVgbMApLtLIgK8MKCnD6KDNJZiSXgPT2jUDvFPgYiolSNnDZi78RCEAB5LDMfjt0TaOyQiIqcUHR2NlStXYtKkSTh27Ji9wyFyHUqV9MiZjj52xmyW7gSpvCC956PyglToqCprmF5sMX8RqNJLj8MCpDtDqg2A/rerj9XNs6lg4+4LqBveWWI1bd7vLc03nyr5RIDupqysDHPmzMGWLVsgl8sxbtw4rFq1ChqNpt19qqursXDhQmzcuBE1NTVITk7G2rVrERwcbNmmoKAAM2fOxM6dO6HRaJCSkoIVK1ZAqZQ+nygsLMTChQuxf/9+/Prrr3j66afxzjvvtDrXlT4j6zSGs8Dhz6X5W+Z3/vmIiJqx+ye5n3/+ORYsWIAPPvgAiYmJeOedd5CcnIzjx48jKCio1fY//PADJkyYgBUrVuDuu+/Ghg0bcP/99+PAgQMYNGgQAOD111/H6tWrsX79ekRGRmLJkiVITk7G0aNH4e7O53a6GplMZrmDZPxw6Vbqi5dqcei0Hj+d0ePwGQMOnzGgtKKm3cds9fBSoZefB0J83BHi644AjRo9NCr4e6rg6+EGHw83eLsr4aFSwFOlhLtSDqWC7/Agos5VaKjC4+v3oarOhFujA/DSvQMhk8nsHRYRkdNSKpU4d+6cvcMg6t7kculOCg/t1e1nqmsqcFTrm+arLjYsN/Q3Fj2qGuf1QG2FdIy6SqmVF157/Ep3QKVpKHQ0NMuypmlepWmx7NVi3kt6BBdfsO7wJk6ciMLCQqSlpaGurg7Tpk3D9OnTsWHDhnb3mT9/Pv7zn/9g06ZN8PX1xezZs/Hggw9i7969AACTyYSxY8ciJCQEP/zwAwoLCzFlyhS4ubnh1VdfBQDU1NQgMDAQL7zwAt5+++02z9ORz8g6Teb7gLkO6HMz0Lvlw8SJiDqXTAgh7BlAYmIihg8fjvfeew8AYDabERYWhjlz5mDRokWtth8/fjwuXbqErVu3WvpuuukmDB06FB988AGEEAgNDcXChQvxzDPPAAAMBgOCg4ORmpqKRx999IoxGY1G+Pr6wmAwwMfHx0YjJXsrKa/GscJyHCsy4teSCvxaUoG80ku4WFl3TceTywCVUg43uRxKhQwKuQwymQxyGSCXySADLB8+ymRSAwAZZNIyGrZr2F4uk0Eul0Epl47VOFUp5VDKZXBTyOGmlEOlkMNNIfWrFAqolHKolfI2p43rVQ37qZQyqBQKuCml40nHkuJvPo7Gc/PDU/vhdci1XMv381JNPR7+IANHC424IViDf84cCR93PjKBiK5ed8wp//73v62WhRAoLCzEe++9h7CwMHzzzTd2iuz6dcfvJ9F1M9VLd4dU64FqY1Pho8YoLVumhhbL5dJ8TYX0uKzO4ObZVORQaVose1kvN867eQIqT2na2FSegJuHVChx85D6Oqlg0p2uQ7m5uYiNjcW+ffuQkCB9cL99+3aMGTMGZ86cQWhoaKt9DAYDAgMDsWHDBjz00EMAgGPHjmHAgAHIyMjATTfdhG+++QZ33303zp07Z7l744MPPsAf//hHnD9/HiqV9R1Bd9xxB4YOHdrqTo0rfUbWEdf0/azSA28Pku6gemwTcMOoju1HRNSGa7kO2fVOjdraWmRnZ2Px4sWWPrlcjqSkJGRkZLS5T0ZGBhYsWGDVl5ycjM2bNwMA8vLyUFRUhKSkJMt6X19fJCYmIiMjo0NFDXJNQd7uCPJ2x203BFr1G6vrUHChEkWGahQaq1FkqMKFilqUVtTiYmUtjFV1MFTVobLWhEu19WgsA5oFUF1nRjXMdhhN11DIZVDIpAKHXCa92F2al5bbKuI0FnCs+gCgoZAjs/Q3FXjQrF8ul/rlDRs1bitvvl/L/mbHshynxXZoVkyy3l6ab4wPaLlfQx+aFamad8J6HM3XN++7P74XRvYNuK7vB3UfJrPA3I0HcbTQiACNCn9LGc6CBhHRVbj//vutlmUyGQIDA/H73/8eb775pn2CIiL7USill457+l/7MUz10ge4NRXWxY4ao3QnSGN/4zaNfbUt5yulbUTD/yMb7x65dN42Y21O6S41q6KHZ1OfW8PUPwq47Rnbn98FZGRkQKvVWgoaAJCUlAS5XI7MzEw88MADrfbJzs5GXV2d1edSMTExCA8PtxQ1MjIyEBcXZ/U4quTkZMycORM5OTmIj4/vcHyX+4ysLTU1NaipqbEsG43GDp3Lyv510s9xUCwQ/X9Xvz8R0XWya1GjtLQUJpPJ6iIOAMHBwe0+57aoqKjN7YuKiizrG/va26Ylm1zQyWn5uLthUC9fDOrle8VthRCoqTejps6MmnoTaurNqDcL1JvMMAkBsxkwCwEhAIHGqbQf0DgvzQkhFUaEEDA17GMyC0urNwvUmcyoN5tRZxKoN0nLtfVm1DZMa+obl03StFmfZdqwrWXfeumYNQ199SbpXG0xmQVMEIDJZl/ubiuut5ZFDeqwrYfP4X+5JVAr5fhwSgLC/D3tHRIRkVMxm133j06IyE4UyoaXk/td/7GEAOqqpGJGTbk0rb1kPd9YAGlctvQ3zlc2FUQaj1VbCdRXNZ2nvlpq1frLx9MrgUWNdhQVFbV6NLpSqYS/v3+7nzEVFRVBpVJBq9Va9bf87Kqtz60a111NfFfz+RcArFixAi+99FKHz9FKfS3w4/vS/Minrf+aj4ioi9j9nRqO4Lov6NRtyGQyuLsp4O6mAOA6fzUthGgozgjUmc0wmwXqTAJm0VRkaZxvLNq0VcRpLNI0FnKaijrN+5sVfNoo/jTUfJod1/qY5ob9zM36gGZ9DfuYG2asj9/83NaFplbLzb421l+rpmNY+lqsl/qE1XJ8mPY6v0vUndw7JBSnyyoREeCFG8Nt8B9nIqJuqrS0FCqVyuUfj0JETkYmk+6cUHkCXjb+wyezWSpsNBY46qqaih51lUBddcPyJWm+vgrwav0+U1e3aNEivPbaa5fdJjc3t4ui6VqLFy+2urvDaDQiLCys4wdQqoDxnwIHPgHiHuqECImIrsyuRY2AgAAoFAoUFxdb9RcXFyMkJKTNfUJCQi67feO0uLgYPXv2tNpm6NChbR7zui/oRE5OJpPBTSGDmwLwgMLe4VA3VFZWhjlz5mDLli2Qy+UYN24cVq1aBY1G0+4+1dXVWLhwITZu3IiamhokJydj7dq1Vn+pVFBQgJkzZ2Lnzp3QaDRISUnBihUroFQ2pb9du3ZhwYIFyMnJQVhYGF544QVMnTrVsv7FF19sVfju379/u3cU2oJMJsPs30d32vGJiFyZXq/H888/j88//xwXL14EAAQGBmLatGlYsmQJPD159xsRuTC5vOkdHNSuhQsXWv3O35aoqCiEhISgpKTEqr++vh5lZWWX/dyqtrYWer3e6m6Nlp9dZWVlWe3X+FlXe8dt71xX85kaAKjVaqjV6g6fo03hN0mNiMhOOuetUR2kUqkwbNgwpKenW/rMZjPS09Oh0+na3Een01ltDwBpaWmW7SMjIxESEmK1jdFoRGZmZrvHVKvV8PHxsWpERNR1Jk6ciJycHKSlpWHr1q347rvvMH369MvuM3/+fGzZsgWbNm3C7t27ce7cOTz44IOW9SaTCWPHjkVtbS1++OEHrF+/HqmpqVi6dKllm7y8PIwdOxa/+93vcOjQIcybNw9PPPEEvv32W6tzDRw4EIWFhZa2Z88e234BiIjIJsrKypCYmIj169dj3LhxePPNN/Hmm2/i3nvvxbvvvovbbrsN1dXVyMrKwurVq+0dLhER2UlgYCBiYmIu21QqFXQ6HfR6PbKzsy377tixA2azGYmJiW0ee9iwYXBzc7P6XOr48eMoKCiwfC6l0+nw888/WxVM0tLS4OPjg9jY2A6P40qfkRERuSxhZxs3bhRqtVqkpqaKo0ePiunTpwutViuKioqEEEJMnjxZLFq0yLL93r17hVKpFG+88YbIzc0Vy5YtE25ubuLnn3+2bLNy5Uqh1WrF119/LQ4fPizuu+8+ERkZKaqqqjoUk8FgEACEwWCw7WCJiDqoO12Hjh49KgCIffv2Wfq++eYbIZPJxNmzZ9vcR6/XCzc3N7Fp0yZLX25urgAgMjIyhBBCbNu2Tcjlcks+EUKI999/X/j4+IiamhohhBDPPfecGDhwoNWxx48fL5KTky3Ly5YtE0OGDLmuMXan7ycROZ7udA2aO3euGDRokNW1v1FhYaGIi4sTDz30kPDx8RGpqal2iPD6dafvJxE5pu52HRo9erSIj48XmZmZYs+ePSI6OlpMmDDBsv7MmTOif//+IjMz09I3Y8YMER4eLnbs2CH2798vdDqd0Ol0lvX19fVi0KBBYtSoUeLQoUNi+/btIjAwUCxevNjq3AcPHhQHDx4Uw4YNE4899pg4ePCgyMnJsazvyGdkV9Ldvp9E5Hiu5Tpk1zs1AGD8+PF44403sHTpUgwdOhSHDh3C9u3bLY8PKSgoQGFhoWX7kSNHYsOGDfjwww8xZMgQ/POf/8TmzZsxaNAgyzbPPfcc5syZg+nTp2P48OGoqKjA9u3b4e7u3uXjIyKiy8vIyIBWq0VCQoKlLykpCXK5HJmZmW3uk52djbq6OiQlJVn6YmJiEB4ejoyMDMtx4+LirB5HlZycDKPRiJycHMs2zY/RuE3jMRqdOHECoaGhiIqKwsSJE1FQUHDZMdXU1MBoNFo1IiLqfJs3b8Ybb7zR6qWpgPSIjtdffx1ffvklFixYgJSUFDtESEREzuazzz5DTEwM7rzzTowZMwa33HILPvzwQ8v6uro6HD9+HJWVlZa+t99+G3fffTfGjRuH2267DSEhIfjqq68s6xUKBbZu3QqFQgGdTodJkyZhypQpePnll63OHR8fj/j4eGRnZ2PDhg2Ij4/HmDFjLOs78hkZEZErcogXhc+ePRuzZ89uc92uXbta9T388MN4+OGH2z2eTCbDyy+/3CoZEBGR4ykqKkJQkPXLCZVKJfz9/VFUVNTuPiqVyuoZtQAQHBxs2aeoqKjVh1qNy1faxmg0oqqqCh4eHkhMTERqair69++PwsJCvPTSS7j11ltx5MgReHt7txnfihUrWr2Hg4iIOl9hYSEGDhzY7vpBgwZBLpdj2bJlXRgVERE5M39/f2zYsKHd9RERERBCWPW5u7tjzZo1WLNmTbv79enTB9u2bbvsuVsety1X+oyMiMgV2f1ODSIick2LFi2CTCa7bOvMl23byl133YWHH34YgwcPRnJyMrZt2wa9Xo8vvvii3X0WL14Mg8FgaadPn+7CiImIuq+AgADk5+e3uz4vL69VIZ2IiIiIiJyLQ9ypQURErmfhwoWYOnXqZbeJiopCSEiI1QvyAKC+vh5lZWUICQlpc7+QkBDU1tZCr9db3a1RXFxs2SckJARZWVlW+xUXF1vWNU4b+5pv4+PjAw8PjzbPrdVqccMNN+DXX39td1xqtRpqtbrd9URE1DmSk5Px/PPPIy0tDSqVympdTU0NlixZgtGjR9spOiIiIiIisgUWNdrQeHsfn4FORPbSeP3pyO3GjiowMBCBgYFX3E6n00Gv1yM7OxvDhg0DAOzYsQNmsxmJiYlt7jNs2DC4ubkhPT0d48aNAwAcP34cBQUF0Ol0luMuX74cJSUllr/KTUtLg4+PD2JjYy3btLzlOy0tzXKMtlRUVODkyZOYPHnyFcfWiHmFiOzJFXJKR7388stISEhAdHQ0Zs2ahZiYGAghkJubi7Vr16KmpgaffPKJvcO8LswpRGRv3SmvdAfMK0Rkb9eUV2z9tnJXcPr0aQGAjY2Nze7t9OnT9r4kdonRo0eL+Ph4kZmZKfbs2SOio6PFhAkTLOvPnDkj+vfvLzIzMy19M2bMEOHh4WLHjh1i//79QqfTCZ1OZ1lfX18vBg0aJEaNGiUOHToktm/fLgIDA8XixYst25w6dUp4enqKZ599VuTm5oo1a9YIhUIhtm/fbtlm4cKFYteuXSIvL0/s3btXJCUliYCAAFFSUtLh8TGvsLGxOULrLjnl1KlTYvTo0UIulwuZTCZkMpmQy+UiOTlZnDhxwt7hXTfmFDY2Nkdp3SWvuDrmFTY2NkdpV5NXZEKwtN6S2WzGuXPn4O3tDZlM1qF9jEYjwsLCcPr0afj4+HRyhF3DFccEuOa4OCbncDVjEkKgvLwcoaGhkMtd//VHZWVlmD17NrZs2QK5XI5x48Zh9erV0Gg0AID8/HxERkZi586duOOOOwAA1dXVWLhwIf7xj3+gpqYGycnJWLt2rdUjq3777TfMnDkTu3btgpeXF1JSUrBy5UoolU03Ku7atQvz58/H0aNH0bt3byxZssTqsVmPPvoovvvuO1y4cAGBgYG45ZZbsHz5cvTt27fD42NekXBMzsEVxwS45rg6OqbullMaXbx4ESdOnAAA9OvXD/7+/naOyDauJacA3fvfgDPhmJxDdx9Td80rror/V5G44pgA1xwXx+QcOjuvsKhhI0ajEb6+vjAYDC71w+dqYwJcc1wck3NwxTFR53HFnxeOyTm44pgA1xyXK46JOo8r/rxwTM6BY3IOrjgm6jyu+PPiimMCXHNcHJNz6OwxsaROREREREREREREREROgUUNIiIiIiIiIiIiIiJyCixq2IharcayZcugVqvtHYrNuOKYANccF8fkHFxxTNR5XPHnhWNyDq44JsA1x+WKY6LO44o/LxyTc+CYnIMrjok6jyv+vLjimADXHBfH5Bw6e0x8pwYRERERERERERERETkF3qlBREREREREREREREROgUUNIiIiIiIiIiIiIiJyCixqEBERERERERERERGRU2BRw0bWrFmDiIgIuLu7IzExEVlZWfYOqcNWrFiB4cOHw9vbG0FBQbj//vtx/Phxq22qq6sxa9Ys9OjRAxqNBuPGjUNxcbGdIr46K1euhEwmw7x58yx9zjqes2fPYtKkSejRowc8PDwQFxeH/fv3W9YLIbB06VL07NkTHh4eSEpKwokTJ+wY8eWZTCYsWbIEkZGR8PDwQN++ffHKK6+g+at+HH1M3333He655x6EhoZCJpNh8+bNVus7En9ZWRkmTpwIHx8faLVaPP7446ioqOjCUZCjYU5xbMwrjnMNbol5RcK8Qi0xrzg2V8krzCmOOSbmFeoMzCuOjXnFMblCXnGonCLoum3cuFGoVCqxbt06kZOTI5588kmh1WpFcXGxvUPrkOTkZPHxxx+LI0eOiEOHDokxY8aI8PBwUVFRYdlmxowZIiwsTKSnp4v9+/eLm266SYwcOdKOUXdMVlaWiIiIEIMHDxZz58619DvjeMrKykSfPn3E1KlTRWZmpjh16pT49ttvxa+//mrZZuXKlcLX11ds3rxZ/PTTT+Lee+8VkZGRoqqqyo6Rt2/58uWiR48eYuvWrSIvL09s2rRJaDQasWrVKss2jj6mbdu2ieeff1589dVXAoD417/+ZbW+I/GPHj1aDBkyRPz444/i+++/F/369RMTJkzo4pGQo2BOcWzMK451DW6JeUXCvELNMa84NlfJK8wpjjsm5hWyNeYVx8a84ljX4OZcIa84Uk5hUcMGRowYIWbNmmVZNplMIjQ0VKxYscKOUV27kpISAUDs3r1bCCGEXq8Xbm5uYtOmTZZtcnNzBQCRkZFhrzCvqLy8XERHR4u0tDRx++23Wy7mzjqeP/7xj+KWW25pd73ZbBYhISHiL3/5i6VPr9cLtVot/vGPf3RFiFdt7Nix4g9/+INV34MPPigmTpwohHC+MbW8oHck/qNHjwoAYt++fZZtvvnmGyGTycTZs2e7LHZyHMwpjot5xbGvwUIwrwjBvEKtMa84LlfKK8wpEkcfE/MK2QLziuNiXnHsa7Cr5RV75xQ+fuo61dbWIjs7G0lJSZY+uVyOpKQkZGRk2DGya2cwGAAA/v7+AIDs7GzU1dVZjTEmJgbh4eEOPcZZs2Zh7NixVnEDzjuef//730hISMDDDz+MoKAgxMfH46OPPrKsz8vLQ1FRkdW4fH19kZiY6LDjGjlyJNLT0/HLL78AAH766Sfs2bMHd911FwDnHFNzHYk/IyMDWq0WCQkJlm2SkpIgl8uRmZnZ5TGTfTGnOPYYmVcc/xrMvMK8QtaYVxx7jK6UV5hTJI4+ppaYV+hqMa849hiZVxz7GuzqeaWrc4rSNmF3X6WlpTCZTAgODrbqDw4OxrFjx+wU1bUzm82YN28ebr75ZgwaNAgAUFRUBJVKBa1Wa7VtcHAwioqK7BDllW3cuBEHDhzAvn37Wq1zxvEAwKlTp/D+++9jwYIF+NOf/oR9+/bh6aefhkqlQkpKiiX2tn4WHXVcixYtgtFoRExMDBQKBUwmE5YvX46JEycCgFOOqbmOxF9UVISgoCCr9UqlEv7+/k4xRrIt5hTH/ZlnXmniyONiXmFeIWvMK477M+9qeYU5pYkjj6kl5hW6Wswrjvszz7wCy7KjjsnV80pX5xQWNcjKrFmzcOTIEezZs8feoVyz06dPY+7cuUhLS4O7u7u9w7EZs9mMhIQEvPrqqwCA+Ph4HDlyBB988AFSUlLsHN21+eKLL/DZZ59hw4YNGDhwIA4dOoR58+YhNDTUacdERE1cIacAzCvOhHmFyLUxrzgu5hQickbMK46LeYWuhI+fuk4BAQFQKBQoLi626i8uLkZISIidoro2s2fPxtatW7Fz50707t3b0h8SEoLa2lro9Xqr7R11jNnZ2SgpKcGNN94IpVIJpVKJ3bt3Y/Xq1VAqlQgODnaq8TTq2bMnYmNjrfoGDBiAgoICALDE7kw/i88++ywWLVqERx99FHFxcZg8eTLmz5+PFStWAHDOMTXXkfhDQkJQUlJitb6+vh5lZWVOMUayLeYUxxwj84rz/DwyrzCvkDXmFcccoyvmFeaUJo48ppaYV+hqMa845hiZV5o48phcPa90dU5hUeM6qVQqDBs2DOnp6ZY+s9mM9PR06HQ6O0bWcUIIzJ49G//617+wY8cOREZGWq0fNmwY3NzcrMZ4/PhxFBQUOOQY77zzTvz88884dOiQpSUkJGDixImWeWcaT6Obb74Zx48ft+r75Zdf0KdPHwBAZGQkQkJCrMZlNBqRmZnpsOOqrKyEXG59GVIoFDCbzQCcc0zNdSR+nU4HvV6P7OxsyzY7duyA2WxGYmJil8dM9sWc4phjZF5xnmsw8wrzClljXnHMMbpiXmFOkTj6mFpiXqGrxbzimGNkXpE4+jXY1fNKl+eUa3/HOTXauHGjUKvVIjU1VRw9elRMnz5daLVaUVRUZO/QOmTmzJnC19dX7Nq1SxQWFlpaZWWlZZsZM2aI8PBwsWPHDrF//36h0+mETqezY9RX5/bbbxdz5861LDvjeLKysoRSqRTLly8XJ06cEJ999pnw9PQUf//73y3brFy5Umi1WvH111+Lw4cPi/vuu09ERkaKqqoqO0bevpSUFNGrVy+xdetWkZeXJ7766isREBAgnnvuOcs2jj6m8vJycfDgQXHw4EEBQLz11lvi4MGD4rfffhNCdCz+0aNHi/j4eJGZmSn27NkjoqOjxYQJE+w1JLIz5hTnwLziGNfglphXJMwr1BzzinNw9rzCnOK4Y2JeIVtjXnEOzCuOxxXyiiPlFBY1bOTdd98V4eHhQqVSiREjRogff/zR3iF1GIA228cff2zZpqqqSjz11FPCz89PeHp6igceeEAUFhbaL+ir1PJi7qzj2bJlixg0aJBQq9UiJiZGfPjhh1brzWazWLJkiQgODhZqtVrceeed4vjx43aK9sqMRqOYO3euCA8PF+7u7iIqKko8//zzoqamxrKNo49p586dbf77SUlJEUJ0LP4LFy6ICRMmCI1GI3x8fMS0adNEeXm5HUZDjoI5xfExrzgm5hUJ8wq1xLzi+FwhrzCnOOaYmFeoMzCvOD7mFcfjCnnFkXKKTAghru7eDiIiIiIiIiIiIiIioq7Hd2oQEREREREREREREZFTYFGDiIiIiIiIiIiIiIicAosaRERERERERERERETkFFjUICIiIiIiIiIiIiIip8CiBhEREREREREREREROQUWNYiIiIiIiIiIiIiIyCmwqEFERERERERERERERE6BRQ0iIiIiIiIiIiIiInIKLGoQ2VFERATeeecde4dBREQugDmFiIhsiXmFiIhsiXmFbIlFDeo2pk6divvvvx8AcMcdd2DevHlddu7U1FRotdpW/fv27cP06dO7LA4iIrIN5hQiIrIl5hUiIrIl5hVydUp7B0DkzGpra6FSqa55/8DAQBtGQ0REzow5hYiIbIl5hYiIbIl5hRwJ79Sgbmfq1KnYvXs3Vq1aBZlMBplMhvz8fADAkSNHcNddd0Gj0SA4OBiTJ09GaWmpZd877rgDs2fPxrx58xAQEIDk5GQAwFtvvYW4uDh4eXkhLCwMTz31FCoqKgAAu3btwrRp02AwGCzne/HFFwG0vvWuoKAA9913HzQaDXx8fPDII4+guLjYsv7FF1/E0KFD8emnnyIiIgK+vr549NFHUV5e3rlfNCIiahNzChER2RLzChER2RLzCrkqFjWo21m1ahV0Oh2efPJJFBYWorCwEGFhYdDr9fj973+P+Ph47N+/H9u3b0dxcTEeeeQRq/3Xr18PlUqFvXv34oMPPgAAyOVyrF69Gjk5OVi/fj127NiB5557DgAwcuRIvPPOO/Dx8bGc75lnnmkVl9lsxn333YeysjLs3r0baWlpOHXqFMaPH2+13cmTJ7F582Zs3boVW7duxe7du7Fy5cpO+moREdHlMKcQEZEtMa8QEZEtMa+Qq+Ljp6jb8fX1hUqlgqenJ0JCQiz97733HuLj4/Hqq69a+tatW4ewsDD88ssvuOGGGwAA0dHReP31162O2fzZhBEREfjzn/+MGTNmYO3atVCpVPD19YVMJrM6X0vp6en4+eefkZeXh7CwMADAJ598goEDB2Lfvn0YPnw4AOnCn5qaCm9vbwDA5MmTkZ6ejuXLl1/fF4aIiK4acwoREdkS8woREdkS8wq5Kt6pQdTgp59+ws6dO6HRaCwtJiYGgFQZbjRs2LBW+/7vf//DnXfeiV69esHb2xuTJ0/GhQsXUFlZ2eHz5+bmIiwszHIxB4DY2FhotVrk5uZa+iIiIiwXcwDo2bMnSkpKrmqsRETUuZhTiIjIlphXiIjIlphXyNnxTg2iBhUVFbjnnnvw2muvtVrXs2dPy7yXl5fVuvz8fNx9992YOXMmli9fDn9/f+zZswePP/44amtr4enpadM43dzcrJZlMhnMZrNNz0FERNeHOYWIiGyJeYWIiGyJeYWcHYsa1C2pVCqYTCarvhtvvBFffvklIiIioFR2/J9GdnY2zGYz3nzzTcjl0s1PX3zxxRXP19KAAQNw+vRpnD592lKpPnr0KPR6PWJjYzscDxERdS3mFCIisiXmFSIisiXmFXJFfPwUdUsRERHIzMxEfn4+SktLYTabMWvWLJSVlWHChAnYt28fTp48iW+//RbTpk277MW4X79+qKurw7vvvotTp07h008/tbw8qfn5KioqkJ6ejtLS0jZvyUtKSkJcXBwmTpyIAwcOICsrC1OmTMHtt9+OhIQEm38NiIjINphTiIjIlphXiIjIlphXyBWxqEHd0jPPPAOFQoHY2FgEBgaioKAAoaGh2Lt3L0wmE0aNGoW4uDjMmzcPWq3WUn1uy5AhQ/DWW2/htddew6BBg/DZZ59hxYoVVtuMHDkSM2bMwPjx4xEYGNjqJUuAdAvd119/DT8/P9x2221ISkpCVFQUPv/8c5uPn4iIbIc5hYiIbIl5hYiIbIl5hVyRTAgh7B0EERERERERERERERHRlfBODSIiIiIiIiIiIiIicgosahARERERERERERERkVNgUYOIiIiIiIiIiIiIiJwCixpEREREREREREREROQUWNQgIiIiIiIiIiIiIiKnwKIGERERERERERERERE5BRY1iIiIiIiIiIiIiIjIKbCoQUREREREREREREREToFFDSIiIiIiIiIiIiIicgosahARERERERERERERkVNgUYOIiIiIiIiIiIiIiJwCixpEREREREREREREROQU/j9KGPmsZrrXHQAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -1058,6 +1061,7 @@ "\n", "plt.subplot(1, 4, 1)\n", "plt.plot(history[\"loss\"])\n", + "# plt.yscale(\"log\")\n", "plt.xlabel(\"Iteration\")\n", "plt.ylabel(\"Loss\")\n", "plt.title(\"Loss\")\n",