diff --git a/AdjointPlugin2GradientChecking.ipynb b/AdjointPlugin2GradientChecking.ipynb index 181efab..8419bc7 100644 --- a/AdjointPlugin2GradientChecking.ipynb +++ b/AdjointPlugin2GradientChecking.ipynb @@ -1543,7 +1543,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.7" + "version": "3.11.9" }, "title": "Adjoint Analysis: Multi-layer Slab Using the Adjoint Plugin| Flexcompute", "vscode": { diff --git a/Autograd18TopologyBend.ipynb b/Autograd18TopologyBend.ipynb index f80c0b3..e77587a 100644 --- a/Autograd18TopologyBend.ipynb +++ b/Autograd18TopologyBend.ipynb @@ -5,20 +5,17 @@ "id": "18c8ebd2-739f-4821-ad99-864c433014df", "metadata": {}, "source": [ - "# Inverse Design of a Waveguide Bend\n", + "# Topology optimization of a waveguide bend\n", "\n", "In this example, we will walk you through performing a simple inverse design optimization of a 3D waveguide bend.\n", "\n", - "In this example, we'll be using a pixelated material grid to define the design region. However, one could also use shape parameterization to do the same problem. If you're interested in that, we have a demo available [here](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd8WaveguideBend/).\n", + "In this example, we'll be using a pixelated material grid to define the design region. However, one could also use shape parameterization to solve the same problem. If you're interested in that, we have a demo available [here](https://www.flexcompute.com/tidy3d/examples/notebooks/Autograd8WaveguideBend/).\n", "\n", - "\n", - "\n", - "\n", + "\"Schematic\n", "\n", "If you are unfamiliar with inverse design, we also recommend our [intro to inverse design tutorials](https://www.flexcompute.com/tidy3d/learning-center/inverse-design/) and our [primer on automatic differentiation with tidy3d](https://www.flexcompute.com/tidy3d/examples/notebooks/AdjointPlugin1Intro/).\n", "\n", - "> Note: to see to the simple, [high level definition](https://www.flexcompute.com/tidy3d/examples/notebooks/InverseDesign/) of the inverse desgin problem using `tidy3d.plugins.invdes`, jump to the 2nd to last cell!\n", + "> Note: to see the simple, [high level definition](https://www.flexcompute.com/tidy3d/examples/notebooks/InverseDesign/) of the inverse design problem using `tidy3d.plugins.invdes`, jump to the 2nd to last cell!\n", "\n", "Before using Tidy3D, you must first [sign up](https://tidy3d.simulation.cloud/signup) for a user account. See [this link](https://docs.flexcompute.com/projects/tidy3d/en/latest/install.html) for installation instructions.\n", "\n", @@ -306,13 +303,13 @@ { "data": { "text/html": [ - "
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17:05:51 EDT status = success                                                   \n",
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13:50:32 EDT status = success                                                   \n",
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fvapNDTmPn5+f0w/i9957D5mZmYiMjGyUzbXRXL/bYyVSpVIJsVgMb29v9tS0Wq2wWq1o06YNBAIBFAoFvL293WqXzWaDTqdj4WcSiQQqlcrtT/aKigoWqigUCqFWq9kDzV1YLBZotVoWHtmY62G1WqHRaJwSKf0cpVLZcGMBt1yjx0qk9KIJhUJIJBIAD+NPjUYjRCIRhEIh/P39W6TbI5FIWKaBgICAGtchuhq5XM5ac7lcDpVK5XYbAMBsNrOlX425HiaTCUKhkL3q+yygcet2AfeI1DM74W7EZDKBEAKZTAaBQICioqImL7FqjA1FRUWQSCSQSCQoKipya1cXeNiiFBUVQSAQQC6Xw2AwoKyszK02AA8XjhsMBsjl8ha7Hg1BIBDU+mouHmuRGo1GWK1WCIVC+Pr6IjAwEGaz2a03hslkgkajgUQiQWBgIAIDA1mr6i6hUoGazWYEBgYiICAAKpUKOp3OrUItKyuDTqeDSqVCQEBAi1yPhmLfYld9NdtnNNuZHjGMRiMsFgtEIhEbd0mlUrfeGPYCDQgIYBc3ICDAbUKtKlCaAE6pVLpVqPYCpeNDd1+PxsBF6iKot1AsFjtkJQTcd2PUJFCKu4Ram0Ap7hJqTQKleLpQuUhdAJ1yEYvFtTpnXH1j1CVQeztdKdT6BEpxtVDrEijFk4XKReoC6Nxofd5TV90YzgiU4iqhOitQiquE6oxAKa66Hk09DxepCyCEOD3319w3RkMESmluoTZUoJTmFmpDBEpp7uvRHEErXKQuoKEXtrlujMYIlNJcQm2sQCnNJdTGCJTSXNfDYrE0S8/EHSJ9rIIZKIQQdnFtNhsIIQ7JpmpCrVajpKQEBQUFDQo5Ax5OmJeUlEAsFkOlUjX66a1SqRxsoAEZzkAIQUlJCSwWC/z8/ACgUTepTCaDt7c3SktLYbFYoFAoGnS8Xq9HeXk5fHx8IJPJGi2Uuq6H2Wx2uMZVsVqtMJlMEAgETY6o4hFHLoDGU1YVKZ0zrQsfHx+YTCbodDpIpVKnw85MJhNkMhmkUmmdGQidwcvLCyaTCXq9nsXX1gchhEXh+Pj4sFDIxiISiaBQKFggiLM3usVigdlshkKhgEgkYlFFjaW262GxWGCz2Wq8PjabDRaLhcVpNzW+lovUBZSWliI6OpqVBTCbzTAajRg9ejTLas95tNFqtdi/fz9kMplDb4P2aLy8vFjr29QHBRepC6DTL/bjMavVCrVaDX9//xa0jNOciMViSCQSdp1NJhO0Wi1kMpmDT6A5HEeu5rETKefxoylOu/rgIuVwGgkda7pSoEDjV880BC5STqvEZDJBJBJBp9O5TKAAb0k5nEZjs9lQUlJSbQza3HCRcjgeDl/0bUdSUhISExOhVCoRHByMiRMn4tatWy1tFsdDEQqF8PPzg8VicWlQPg8LtOP48eOYP38+zp49i0OHDsFsNmP48OEsJw+HY49UKnXL6hkeFmjHgQMHHP7+8ssvERwcjAsXLmDQoEE1HmM0Gh0ifKqWi+e0XqjXlQpVo9GgqKjokZyCeWRa0qrQgrR1BSAkJSVBrVazV9Wy6JzHA1e2qLy7Wws2mw2LFi1C//790aVLl1r3W7JkCbRaLXtlZma60UqOJ+EqofLubi3Mnz8fV69exalTp+rcTyaTtUhqTI5nUlPXt6nw7m4NLFiwAHv37sXRo0cblXGc83jT3C0qb0ntIIRg4cKF2LVrF44dO4aYmJiWNonziGLfota3jrg+eDCDHfPnz8fWrVuxZ88eKJVK5OXlAXi4+NfLy8vp87i7bALHM6FCzc/Pb9J53BG7+8h0d9etWwetVovf/va3CAsLY6/t27c36DxisRgVFRUuspLzKCGVSpu8hph3d+1orgpVFosFer0eMpms0UV6OK0Hnj7FA6F5eWhgA/f+cpoCF6mL8Pb2hkwmg06ng7e3N0QiUUubxHlE4SJ1IbSrW1pa2uCMdxwOhYvUxSiVymbLv8p5POHBDG6Appd0JXXVsKQv6hF0Zl9nzyeTyRAfH48NGzYgLy+P5aOtitVqRUFBAUaNGgWVSgWRSFTreSUSCWJiYrB+/XoYjUaH85nNZly7dg0REREQi8Vuqd3Z0vDYXTdgNptbrACQvTirvprjRiaEQKfT4c6dO9BoNDAajbDZbCzXsD1SqRRt27aFQqGAWCyu9SYjhKCyshIPHjxg5yOEsPN5eXlBoVC4pYXxBPgUjIsxmUwsxYY7EQqFkEgkUCqVCA0NRXBwMJRKJRNVQUEBioqKoNfrYTKZmBCocOm/VBz2IrH/12KxoKCgAJ9//jkOHz6M3r17Y+zYsYiNjUVQUBB8fHwgkUggEAjg5eWFJUuW4Le//S1++uknXLhwAXl5eaioqHBogW02G4qLi7Fp0yYolUqMGTPGIY+xWq3G1KlT8c033yA/P7/W1ru1wMekLoRmkaupRqkrEQgEEIlE8Pf3x+DBgzF+/HjExcXB29ub2ZSWloZz587h119/RX5+PioqKiAQCCCTySCXyyGRSCASiWAymWAwGFBZWQmj0QiTyQSLxQKr1cqEYbVaodPpcO3aNdy5cwfHjh1D27Zt0bt3bwwYMADx8fHw9/eHRCJBUFAQRowYgV69euHKlSv497//jZSUFKSnp7Ns9VT8RUVF+Oyzz3DmzBlMnDgR/fr1YwHrw4YNQ0FBAX7++edWL1QuUhdhsVhQWloKiUQClUrV5NIPDUUkEiEkJAT9+/dH7969ERQUBJFIBIvFAl9fXzYtJJVKce/ePRgMBvj6+iImJgbt27dHeHg4lEolS/ick5OD9PR0pKenIyMjAzk5OTAYDKwrT2vdmM1m3Lt3D5mZmbhw4QL27t2LgQMHYuLEiUys3t7eaNOmDUJCQtCjRw+cP38e77//Pu7cuQO9Xg+LxQJCCKxWK/Lz83H06FFcv34d/fr1w7hx49CxY0eEhIRg8uTJkMlkOHDgALKzs5nIWxtcpC5AIBBAq9VCLpcjICCgyRnMGwMd1xUXF6OsrAw+Pj4Qi8XQ6/UoKipCRkYG0tPTUVBQAKPRCB8fH8TExKBXr15ISEhASEgIvLy8IJFIWMtWWVmJ0tJSZGVl4ciRI7h69Sru3r2LwsJC6PV6mM1mWK1WVu7PaDSirKwMWVlZuHDhAqZMmYI//OEP8PX1hUQigZeXF8LDwzF8+HB4e3tj27ZtOHHiBAoKCpjgaKudmZmJn376CdevX8eIESMwceJEREZGYtKkSVAoFNi1axcyMzPd/jB0B1ykLkAmk0EkErk0zWNd0Js7Ly8PP/74IzQaDWJjYyESiXD//n1kZWUhKysLBQUF0Ov1sNlsUCqVqKyshFqtRmRkJGt5JRIJ+w4+Pj4ICAhA27Zt0a1bNxQXFyM9PR3nz59HSkoKbt68CY1Gg8rKSlZxzGw2Q6vVIjU1lbV2Y8aMQdu2beHl5cUKMw0aNAgxMTHo1q0btm/fjtu3b0Ov17NutdlsRllZGa5fv46ioiIEBgbiN7/5DUJDQzFq1ChYrVZ8//33yMzM9Kgq3UDTiwjz5NguwGazQaVStaj30Wazoby8HNevX0d6ejobExuNRpjNZlYVjHYPtVotioqKkJ2djbS0NDz99NPo0aMHoqOjIZPJ2HSHWCxmY2xfX19ERUUhMTEREyZMwNmzZ7F3716cOHHCQWBWqxUGgwG5ublYu3Ytzp07h2nTpqF///6sJqqXlxdiY2Px3HPPoUOHDvj8889x5swZlJSUOFSnMxqNyMnJwZYtW2Cz2TBgwAAEBgbi6aefRllZGb799ltUVFR4jFBtNluT817xltQF0BKALQkVR2VlJSorKx28tTVBu6darRZ37tzB7t274evriyeffBL9+/dHnz59EBMTA7VaDZlMxrzHEokEcrkc/v7+iIuLw9SpU7Fnzx58/fXXSE1NRVlZGROrxWJBbm4u9u3bhxMnTiAhIQHTp0/H8OHDER4ezhxLo0aNQmJiIvbt24e33noLxcXFbJxKW9UrV64gOzsbqampeOaZZxAdHY05c+YgMDAQycnJbJlhS0ILKjelBCTARdqqsJ8+qWm6pD6oCGh9zcrKSuZ9bdu2LQYMGIARI0YgPj4egYGB1YIJJBIJ1Go1JkyYgKioKGzYsAHHjh1jhYXtRabVanHhwgUUFhYiIyMDf/7zn6FWq1kXOygoCOPHj8eZM2ewf/9+B6ECDx8qxcXFOHr0KFQqFZ599llERUVh5syZeOqpp3D37l0X/crOYV/xvDmWqrkaLlI3QFs3kUgEoVAIq9XKurX2c5zOQlviiooKGAwGFBcX4/bt2zh69CiGDx+OWbNmITg4mH0uFapIJIJarUbfvn3h6+sLf39/7N+/n02T0G4o7QLfu3cPX375JTp16oSnn34afn5+rEvt7++PBQsWAEA1odKWubCwEMnJyejQoQMiIiIQHh6O8PBwJCYmNvtv7Cz2Ag0MDOSlDzkPSUxMhEqlYgEEeXl5SEtLQ3Z2NsrLy9kYtDZqEzEVK617Ul5ejoyMDJSWlmLy5Mno2rUr1Go1C1igQvX29kZ8fDz+/Oc/Izw8HDt37sS9e/eg1+sdWmyTyYS8vDysWrUKJpMJo0ePhr+/PxNqXFxcvULNzs7Gvn370LNnT4dwwZagqkClUikXKechn3zyCRQKBZv/1Ov1uHv3Lg4fPoxTp04hIyODibWqIKlg6NiRitl+PyoKk8mEoqIifPvtt7hw4QLGjx+PESNGICYmBgqFgnmDaVxvTEwMXnzxRXTu3Bnffvstjhw5gvLyciZ8KrQbN25gzZo1AOAgVLlcXqNQad4gm80Gg8GAX3/9FQcPHkTv3r0dPNLupCaBNgdcpK2EhIQEh3hcm82GkJAQtG/fHgMHDkRqaioePHiAsrKyauIzmUwoLCxEcXExSktLHeY8qdPDPjTQarWyaZWMjAwcO3YMY8aMwaBBgxAVFQW1Ws1skUgkCA4OxvDhwxEXFwc/Pz8cO3YMubm5MBgM7MFgMBhw8+ZNp4VaWFjo4PXVarU4ePAg5s6di9DQULeL1FUCBbhIWw32NwW9eQUCAXx8fNC5c2fExMRAKBRCrVazsD8qJCpUg8GAoqIiZGZm4u7du0hLS8P169eRn5+P4uJilJeXw2AwsAADq9WKvLw8FBYWIiUlBb6+vujcuTPmz5+PXr16ISgoCFKpFCKRCEqlEvHx8Vi5ciXu3buHnTt3YseOHQ5B9JWVlbhy5QqWLFmCkydPYsGCBejatSvEYjG8vLzQtWtXJCUlYeDAgViyZIlD19dkMuHGjRv4+uuvMX36dAQGBrJYX1fjSoECXKStCtrKlZWVobi4GHl5eSwuVyaTISQkBL6+vpBKpSw2l7a8crkcSqUSAQEBaNeuHfr37w+DwQCNRsPGt7/88gsuXLiAzMxM6HQ6h+6q1WqF0WhESUkJ8vPz8dRTT2HKlClISEiAUqlk40SFQoFOnTrhpZdeQkhICDZs2IA7d+6wAAjqtd2/fz+Ah2U87Meo/v7+GD16NI4fP479+/ejpKSEtcZGoxHfffcdlEolnnzySZc7j+gDwpUCBbhIWw00bra4uBi7d+/GyZMnkZ6ejvLycgAPF5/HxMRgypQp6Ny5M4KCghxaVCpYkUgEsVgMmUwGHx8f+Pv7o127dkhMTMSoUaNw7do1/PDDD/jhhx8c5kDtgxZu376NvLw8pKamYvr06XjqqacQEhLCPksqlSIsLAyTJ0+GWCzGmjVrcPPmTXbT2wt14MCB1ZxJ/v7+mDdvHioqKpCcnMweGDabDXfu3MGaNWtw4MAB7Nu3z+W/eUFBAUQikcsECnCRthpu3ryJzMxMJCcnY+fOnSgpKWFL0ICHF/rGjRtITU1F+/btER8fj+joaAQFBcHPzw8RERHw9/eHj48PC2u0F61UKoW3tzcCAwPRoUMHlJWVVZsDBcDmQUtKSnDu3Dnk5eUhPT0d06ZNY6GANHIpMDAQ48aNQ0VFBVasWFEt8KG4uLjGMapYLEZ8fDxefvllFBYW4ty5c6isrGRd5vv37yM7O9ttv71MJnPpKicu0lbCa6+9huzsbOTk5ECr1TosJaOYzWakp6cjMzMTKSkpkMvlkMlkbFVKQkICBg4ciB49erA5UPsMCrTFjY6OxmuvvVbrHKh9tBOdB83Ly8NLL72E7t27QyqVOgh10qRJ+PHHH3H+/HkW0keFWpszycvLCz169MCMGTPYg4DaQHsVroYu7TMYDCgrK3NZ+lYeu9tKOH78OHPm1BaGRls5i8UCg8EAnU7HBHjv3j2cO3cOBw8exNChQzFt2jR06dIFSqXS4SahHtua5kArKysdHg50HjQ/Px979uyBRqPB+++/jzZt2kAmkzGhhoaGYu7cuVi5ciWuXbvmINTavL7UGTV06FBcvXoVmzdvZiF47lquRnsXRqORxee6Qqi8JW0lVFZWOr1vTRFIVLharRbp6ek4ePAgpk+fjoULF8LHx8dhekcgEEAul6NDhw5YvHgxpk2bhhMnTmD37t24fPky8vPzq4UBajQa7N+/H1lZWXj++ecxduxYhIaGQiKRQCqVYty4cYiPj8cXX3yBXbt2ITc3l7WM9l7fM2fO4E9/+hPi4uIgEokQFhaGhQsXwmq14ptvvkFRUZHbRErFQ4XpKqHyRGQcB+hKk4yMDHz11Vc4ffo0iouLYTQamRfXfpzr5eWFqKgoTJ48Ge+++y5ee+01dOrUCSqVyiGPERXrtWvX8Mknn2DDhg1IT09nicakUinat2+PefPmYdasWYiNjWWtrf0Ydd++ffjiiy/YEjuhUIigoCBMmTIF8fHxLbawQalUQqVSQafToaysrFnPzRORtRJEIhF72cfSNgY675iZmYn33nsPX331Fc6dO4f79++jsLAQOp3OwSlFs0906tQJf/zjH/Huu+9i8uTJiI6OZmtGqdgMBgMePHiAzZs3Y82aNUhLS4PRaIRAIIBUKkWbNm3w3HPPYcGCBejQoYPDsRaLBRqNBrt378b169dZmlSpVIq4uDiMGzeOCbslcJVQeSKyVkJkZCQL6TMajbXmI3IWKtSLFy8iPT2dBa5HREQgNjYWQ4cORXR0tMMcKF0FM3ToUMTHx+M3v/kNtm3bhtTUVOh0OofAg7y8POzatQtWqxULFixg3VepVIrQ0FBMmjQJIpEIS5cuRWlpqcPi79zcXHz11Vd49dVXERUVBbFYDB8fHwwZMgQrV66E0Whs8vKwxuKKri8fk7YSPvjgAyaA/Px83Lt3Dzdu3MDdu3dRVFQEg8FQY5rNuqApWIxGIzQaDa5du8bWjx48eBDjxo3D6NGjERER4bAaxtvbm3WBO3XqhK+//polDLNPi6LRaPDTTz/B29sby5cvZ2Nf++kZuoi8vLyc2W8ymfDzzz+jS5cuePbZZ9kSt6ioKHTo0MFhoXhLUFWoTc25zEXaShg7diyA/439KisrkZeXh9OnT+P77793aM0aAp1OsVqtEAgEMBgMKC8vx+nTp5Geno4HDx7gxRdfdBhD2reqNDwwKioK27ZtQ1pamsNcqEajwa5duzBp0iT07NkTXl5eDkJ94YUXkJ2djRs3brDxq81mQ15eHrZv346EhAQkJiayqaShQ4ciLS0NxcXFrviZncZeqE1N58odRy6gJcZE3t7e8Pb2hkKhgK+vL0JDQ9GtWze89NJL2Lx5Mz744AP07NmTtXiNwX6JWUVFBe7fv4+NGzdi/vz5OH78OMrKyhxaMLpkrUOHDnjllVfw5ZdfokuXLkyItFXMysrC4sWLceDAAeh0OvZAkEgkGDZsGJYuXYr27duz5XAAYDAYcPHiRfztb39DamoqDAYDxGIxZs6ciSVLlmDUqFHN8rs2BTpG1ev1TToPdxy5AJlM1iIZAu2hwQdSqRTBwcEYP348Xn/9dcTGxsLb25t5XpvyQKFivXz5MtatW4erV6+ioqKiWpeaijUhIQHz5s1DbGwsC2gAHi4Av3XrFjZs2IDU1FQWPUQTavfp0wdPPfWUQ94oGqt79epV7Ny5E4WFhbBarQgMDMTUqVPx5ptvNv7Ha0aUSmWTi3VxkboAunTKE4o00YABPz8/DB06FH/9618xfPhw5vShgfaNxWq1ory8HKdOncKaNWtw7dq1GhNV0+maMWPG4IUXXkBERARrGQkhqKiowPnz51nAPV0ZIxQKERgYiMmTJ6Nz584O3lv7JWpnzpxBZWUlJBIJAgMDkZCQ0KTfrTnx9vZu0vHcu+sCTCYTcnNzkZ+fD41GAwCsxEJJSYlLPrMuhxAVqlKpxLhx49CrVy9cvHgRx48fx7lz55CRkQGtVttgxxKFri9NTk6G1WrF+++/j7CwsGqLr6ngJk6ciJycHHzzzTfQaDQsa4ROp8ORI0cQFBSEBQsWICoqigU7xMfH49lnn0Vubi4yMjIcHFCZmZn47rvvkJCQgC5durB449aCR45JZ8yYgRMnTrjCFrdBA89pwi5PgIbStW/fHuPHj8ebb76Jv//97w4e0sZ0f6lzqaSkBMnJydi4cSMLVKjqZZVIJAgLC8Mf/vAHDBgwgBVeoucoLi7Gjz/+iD179qC4uBiEEAiFQqhUKowaNQoTJkxwyGdMMzNcvHgRx44dY1MvvKpaAz+joQdotVoMGzYMHTp0wHvvvefWFQ0AsHbtWrRt2xZyuRx9+/bFL7/80uBzEEJYK+Hn5+cxNw1Nxenj44Pw8HAMGDAAr776KkaOHMmC1xsrVIvFAq1W6xCoQKd+KDRooX379njuuefQrl07toLEfh5027ZtOHv2LBOdWCxGWFgYSwFadUxbXFyMw4cPw2AwtLpSE+4o79hgke7evRvZ2dmYO3cutm/fjrZt22LUqFHYuXOny1c3bN++HYsXL8by5ctx8eJFdOvWDSNGjEBBQUGDz0WFarVa3V5VrT5oF9jb2xuRkZFYvHgxxowZ0yShAmDZGnbt2oXPPvvMoRAThY5PaVJt+4cY9fimpaVh69atbH6Uirtdu3aYPXs2y9Nrn1ni1q1bKC0t9ZjE2M2FR7akABAUFITFixcjNTUV//nPf9iTNzw8HK+88grS0tKazUB7Vq5ciVmzZmHmzJmIj4/H+vXr4e3tjS+++KJR5yOEoKSkxOVP98ak7QT+17I98cQTSEpKQlJSErp27cqmSRqD2WxGfn4+tmzZgoULF9Y4PSMWixEUFIQZM2Zg4sSJDtMrNPt+cnIyjh07xhYPCIVCeHt7o1evXnjzzTcRExPDjqNzp7/++murK9zksSKl5Obm4tChQzh06BBEIhFGjx6NK1euID4+HqtWrWouGwE8dPhcuHABw4YNY9uEQiGGDRuGM2fO1HgMXaZk/2oJaIWzxobD2acmWbBgATp37swWaDcGunqlrukZmtFg7NixUCgUDp9ls9mg1+uxb98+1hsB/rdUbsiQIXjqqadYlBLw8PpdvnyZTeG0FjxSpGazGd9//z3Gjh2L6Oho7NixA4sWLUJOTg6++uorJCcn47vvvsOKFSuazUgA7GYICQlx2B4SElJr2YKkpCSo1Wr2atOmjcP7AoHALWPS48ePs+5eY2J1affX398fY8aMwSuvvIJu3bpBKpU2+maob3qGLpru2rUroqOjHVpT4OHyubNnz+LXX39l0UbAw5s2ODgYEydORExMDHPMWa1WnD17FpmZmaioqGiUzZ6IR4o0LCwMs2bNQnR0NH755RecP38ec+bMgUqlYvsMGTIEvr6+zWZkY1myZAm0Wi17ZWZmsvcEAgECAwMhEolcXpLvtddewxtvvIEtW7awcoYNFau9UEeOHInXX38dMTExkMvlTRIqnZ5ZuXIlcnJyHFbQ0OpzQ4cOhVKpdPgcQgiys7Px73//u1pNFZlMhvj4eAwcOJC1woQQXL16Fbt378aVK1caZa8n4pEiXbVqFXJycrB27Vp07969xn18fX1x7969ptrmABVUfn6+w/b8/HyEhobWeIxMJoNKpXJ4Af8TqFgsdsuY9ObNmzh27Bg+/PBDrF27FufPn0dhYSFLwens59uXihg8eDAWL16M7t27s/WhDe0R1DQ9c+/ePYfpGalUigkTJlQLVqBBDikpKUhNTa3Wmvr6+mLIkCEIDg6GSCQCIQSFhYXYtm0bPvroowbZ6cl4pEife+45t+VMtUcqlaJXr144fPgw22az2XD48GH85je/adC5aE0TOg3jamhQfW5uLjZu3IjXX38dH3/8MU6fPo2CggKWiNoZ7IMfJk2ahGXLlmH48OEIDAys1iV1hqrTM+vXr8f9+/eZg0coFLJgBXuvLQAWrLBnzx6W8YHaSNeRdurUiXV56YJ1+2v4qMMjjqqwePFizJgxA71790afPn2wevVq6PV6zJw50+lz0ITQhYWFMJvNkEgkLrT4f1AxFBUVQafT4fbt20hOTsawYcMwceJEljHB2YsrFArh5+eH/v37IyQkBFFRUdi1axeys7MdWjVnsVqtyM/Pxw8//ACVSoXZs2cjNDQUIpGIBSukp6dj69at7OFGCIFer8fJkyeRkpKC8ePHs24x7Sr37t0bKSkpbE6WrqVtLXhkxFFL8swzz+DDDz/EsmXL0L17d1y+fBkHDhyo5kyqC6FQiJKSErdkrKsJmv+2qKgIly5dwscff4xnn30WS5cudVjT6Qy0EnfXrl3x1ltv4euvv8aUKVMaPUVDQya/+OILbN++HTqdDoQQSCQStGnTBq+99hqWLVvGgvDpg+fBgwf46KOPcPz4ceYlphn6hwwZgujoaNaa2tez8QSa6sTyyO5uS7NgwQJW/uA///kP+vbt26DjjUYj+vXrh3HjxmHcuHEYOnQoevTogTt37jjUVGnOV03YJ6zOzs7Gzp07sWXLFjx48AAVFRVOO5boONXHxwfdunXDK6+8gg4dOjR62ZvVakVpaSlOnz6NoqIiFqwgEong5+eH0aNHY8qUKfD392cOIbPZjPv372Pnzp3IyclhdotEIoSHh7OlbJ5GWVkZX6rmiXjaRLp9Iq+1a9figw8+QEpKCvLz81FZWen0mJlGCsXFxWH27Nlo27Zto8eoVHQFBQUOc6BisRjBwcGYPHkyunXrxlbo2DuRTp48yWwWCh/Wt3niiSeaNK/rCsrKyqDT6fhSNY5zUKFmZ2fj+++/x1//+lesWrWKOZZqWl5WE1So48aNw7Rp0xASEtIor6/NZkNpaSny8/MdHFrUIRQTE4ORI0c6hP5ZLBYUFBTgp59+cgiMkMvlbLztKVCBqlSqJi9V88jYXY7roF7Wq1evYtOmTXjjjTfw6aefIjc312H+si5oMMHvfvc7jBgxgpU6bAjUIUSXndlDCzslJibC29vbYUqG1iK1F7dIJEJkZCQCAgI8oiW1F2hzJSLj3t3HCDqGNZlMrHJ3ZmYmJBIJ/u///g/R0dEOK0xqQyKRICoqCs8//zwyMjKQkpLCMs87a0dFRQVSU1NRXFzs4HWm3d6IiAio1Wq21hV42ALTpGiRkZEs0MLPzw/BwcEtLtLmFijAvbuPLfbpPwsLC/HJJ59g0aJFOH/+PCtDWBe029uzZ0/8/e9/x5gxY9iaVGegsb0HDx7Exo0bWbEm+/P7+vqysD/74PvKykps27YNOTk5bJqGLr1rSZG6QqAAH5Ny8FCw5eXlOHfuHL7++mtkZWU5NUa1XxtKizE1xHlD14Hu2LED586dQ3l5uYNQJRIJIiIiqi2at9lsuHbtGm7duuXQRffx8WkxkbpKoAAXKee/2OcL+v7771mltPqgLWqvXr0wZ84cxMfHO+1Iss8WuGrVKly4cMGhyywWi9G2bdtq3W9CCAoKCnDy5EmUlJSwZODu9qpTO10pUICLlPNfqPc0Pz8fmzdvZvORzsT90rQsQ4YMwbx58xq0cJwK9cyZMyyul7biAoEAHTt2rNZCUqfTmTNncPPmTZSWlqKkpIQFRrgLk8mE0tJSlwoU4CLl2EEFc//+faxbtw7//Oc/WWijM0L19fXFyJEjHeqIOivUsrIynDp1CgcOHGALxAUCAWJiYlgAvT1msxl3795FcnIy0tLS2JyrO6FpReVyucsECnCRcqpAnUkPHjzAV199ha+//hoZGRn1diftl7ktWLCgwUK1Wq0oKipCcnIysrOz2dg0NDS0xqAJOs968uRJnDp1CleuXEFhYWGLBJK4OlaYi5RTDVr8Ny8vD0lJSZgzZw5OnTrFyg3WBs2a0LVrVyQlJWHFihXo2LGjU5XOaCt+9epVFiwPPFyS2KtXr2oOKdqK0UUEly9fZkWR3YVEIkFwcDAkEgk0Go3LhMpF2goRCh/WUrGvD9oYqNf34sWL+Oqrr5Cdne3UGNU+w8MzzzyDgIAAp6ZmaIGoe/fusRteIpEgKCioxrlb2uprtVoYjcYmJVBrDPTzAgICXCpULtJWhlAohFKpREhICAICAiCXy5slQ31KSgpOnDhRYxmJqtCuL62M1qNHD6dbU4vFgsLCQta9plXaavsOdB9fX18EBwe7XajAw9/clULlIm1F0JxBgwYNwsyZMzFp0qQacwc1FBozu2/fPtaaOmOLRCJBdHQ0RowYAV9fX6duKjp3SvPn0tUxtR1Lo406duyILl26QC6Xt8hcqSuFysMCWxE0Sufll19Ghw4dUFBQwLI1NCXNJR3/paam4syZMw51XOqCtoJ9+vRBbGxstTxFNX2OzWZDUVERtFotrFarU2Pg2NhYdO/eHRUVFdizZ0+19KHuggq1qKgIGo0GgYGBLPF3U3DHQ4e3pG6Atjjh4eHo1q0bwsPDERsbi/bt2zdLmQur1YrCwkLs3r0b6enpTomAdnujo6PRv39/pyKC6OdkZWXBZDLVKWpada1Lly5o37494uLiEBQUBKGwadXimoIrWlTe3W1FiEQiREREOFRLKysra5YcS9Spc+LECbz11ltOL2+j3dHnn38eI0eOrDd432azIT8/H3v27EFWVhb0ej0MBkONN6RQ+LAAVLdu3RAWFobw8HCEhYU1ubJ2U6kq1Kb+/lykrQg6JgX+N41SXFzcoGyBdUHrkf7yyy84dOgQdDpdvS2q/YqW5557jmVQrE2otABTamoqbt68yaZ9qnavaf1VtVoNPz8/SCQS9mBq6ZUwgKNQtVptk8/FRdrMSKXSFsuxQxdIA3BwvFS9cZuSmV6r1eLzzz/HhQsXnMoWbx/fO3LkSPj6+tbZ2tF6MlevXoXJZGLVy6seQwP87XMbtUQMb21QoTa1ZecidQFCodCpVsZV0FX7crkcHTt2REBAALuZJRIJZDIZpFJptfqhzkCnSa5cuYLNmzc7PXdKW73Zs2ejf//+rORhTdAWOycnByKRCGFhYTXmVKKLwEtLS1FZWQmdTofi4mKPSkImFAqbnDGCe3ddAM0eX1RUhICAALd+NhUozfI3ZMgQZGZm4vTp09BqtVAoFFAoFDAajSgoKEBRUVGDcvIC/wtwp/mGQkJCoFKp6mydqU1xcXGYMWMG7t27h5s3b9bqdbZarTCZTPDx8YGXlxcGDRqE06dPs1Uy1BOcl5eHs2fPAnhYJiQ3N7dRZTZcSVPF1JxirI3HTqSEEKjVapSXl6OoqMhtuXfolASdV5TJZOjYsSMWLFiA8ePHo6KiAn5+fvDy8kJBQQGOHDmCPXv2ICMjo8GFnmjQwf79++ttGe3to1XRBg0ahIyMjFqdT7QF8vHxgUgkwpNPPoknnniCJS6jmRALCgrw/fff4/r16yguLmbZB1sTXKQugkbcaDQalJSUwMvLy6WfR1uxyspKmM1m1jX08vJCVFQUIiMjATy84DabDVFRUSCE4MKFC40q0ky9vSkpKfj2228xb948VqajLkQiEYKCgjB27FgcPnyY1R+tuo+/vz/69u3LqqbFxMRgypQpuHz5Muti08prly9fxpUrV1gWQi7SRnyGyz/BQ5FKpQgMDITFYnFLRnWbzYasrCxkZGSgvLwcBoOBvejCaIPBAL1ej/z8fFy6dAmZmZmNniKw2WzQ6XQ4dOgQbty44VTABO320rDFqnOa9uUjunTpwnoFEokEISEhNZZItFgsbCVKaxMowMekLkcqlcLPz6/JCZLrg3p1s7Ky8K9//Qs9evSAn58frFarQ4YFOhZNTU3FL7/8whZ2NwbacqWlpWHPnj1o164dwsLC6g2eoN3eqlXUAMeWNjIystrKl5oeAp40/nQFvLvrBhrjRW0otJup1Wqxfft2/PjjjxCJRLDZbA6tC3XIVFZWwmg0sm5jY6Gt6eHDhzF06FC2hrQu6Nxp1ThbOs/brVs3DBo0iEUo0fFncXFxgzIStha4SN2AXq9vdAVuZxGLxSyAga7FBGpuZeznUZvaCtEpmdzcXFaSwz5Xbm3Q5XRVtykUCvTp0wehoaEO8580tQsNvH+ccEdwxmMt0rKyMpSXlze51EB9UIeQzWar94HQ3Dc5XbBdWFjY5LG3VCqtcf0odRK5+mHnifCW1IXQLHJ0GsHVn+Vu7DPL63Q6bNiwARs2bKhxX/sHg0gkQnR0NLZv3+7U59D436VLl2Lp0qVNN/wRg4vURVRUVMBoNEKlUkEmkzl0QTmchsBF6gLEYjH0ej38/f2hVCpbVUFbjvvhInUBYrEYCoXCpWkeOY8OzbFUzdU8diK1WCxNLnfHaR2YTKZmWarmah5LkXI4JpMJGo2mWZaquZrHTqQcDhWoRCJpctw2FymH08zYCzQgIKDJnn0eYP9f7t+/jxdffBExMTHw8vJCu3btsHz5cu6Z5TSIqgJtDoHxAPv/cvPmTdhsNvzzn/9E+/btcfXqVcyaNQt6vR4ffvhhS5vHeQRwhUAB3t1ljBw5EiNHjmR/x8bG4tatW1i3bl2dIqVLwCg6nc6ldnI8E1cJFODd3TrRarXw9/evc5+kpCSo1Wr2atOmjZus47Q0NNTRlQIF/pcSp6ZXc/FIivTOnTv49NNP8fLLL9e535IlS6DVatkrMzPTTRZyWhqTyeRygQKPQbbAN954o84nkUAgwM2bNx2Oyc7OxsiRI/G73/0Os2bNqvP8MpkMKpXK4cV5PLDZbCgpKYFYLHaZQIHHwHH06quv4vnnn69zn9jYWPb/nJwcDBkyBP369at1RQeH405aveMoKCgIQUFBTu2bnZ2NIUOGoFevXti0aZNbfhzOowtdQqfT6Vj6Vld1d13NI+Hdzc7Oxm9/+1tER0fjww8/RGFhIXsvNDS0BS3jeCpSqZQlm9NoNC4TKhfpfzl06BDu3LmDO3fusPSXlMctXQfHOah31dVC5VMw/+X5559nOX+qvjic+qBCNZvNzZ6gu9V7dzkcd+EqoXKRcjjNiCuEykXK4TQzzS3UVj9P2hIIhUKH0hJmsxkWi6XJK/Q9DT8/P6f3LS4udqEl7ker1cJisThUB6iKWq1GSUmJQ2x3Y+DeXRfg5+eHoqIi9uPSUn379++vMbs7TWpN66A0JSazseeiuXMJIZBKpU7dGL///e9rfY+egxb13bFjh1N20BtfIpHUmwnfVedy5je0WCwoLS1lFcfrOlddQnYGnhzbBYhEIlitVocbgxACmUwGiUTisK/ZbIZOp4NYLIafn1+zXBCJRIKSkhJYrVanzkkIQUlJCSwWCytt7wyVlZW1vmcwGODn5weFQoGSkhLI5fJ6z6fX66HX6+Hj49NsycT1ej3Ky8udPqez18NsNrNiU3WJlCYtbwq8JXUBtMAtLUEIPHyiSiQSSKVSth9NUiWTyZp1bo1W8dZoNNDpdHWe22azsXFTcHCwg331UV8LUVBQgMDAQPj6+jK7aqOsrAwVFRXw9fVt1iyLtMI5FV5d527o9aACrW+/RyHH0WPnOLLZbGxcWtt4xNWrJ5xxXlCBms1mBAYGNkigzkAIgUajgcVigUajqTXLBc30r1KpXJIGValUQqVSQafT1Zrp3x2rWRoL9+66CLFYDLFYXGNtUnfdEHUJ1dUCpVCh0pa96m/haoFS6hKqJwsU4N7dZodGKNHWVCgUsvLxtIivVquFSCSCl5eXW8pP+Pj4QKvVIi8vjy2l0+l0sFqtUKvVsFgsjUpD6uzYFQC8vLxgNpuRn58PtVoNsViMiooK6PV6KBQKiEQiVFRUNNiGhiASiSCTyVBcXAyj0Qhvb2/mdW/o9bBarcwhWF8RKfpwbGz0mjseGgLyGMXWZWVl8ewMnBrJzMysFhfuKTxWIrXZbMjJyYFSqWy0p1an06FNmzbIzMx85BaRP6q2u9JuQgjKysoQHh7ucV1pymPV3RUKhc32tHyUMz08qra7ym61Wt3s52xOPPPRweFwGFykHI6Hw0XaQGQyGZYvX84CIR4lHlXbH1W7m4vHynHE4TyK8JaUw/FwuEg5HA+Hi5TD8XC4SDkcD4eLtJE8ajVT165di7Zt20Iul6Nv37745ZdfWtqkeklKSkJiYiKUSiWCg4MxceJE3Lp1q6XNcjtcpI3EvmbqtWvXsGrVKqxfvx5//etfW9q0amzfvh2LFy/G8uXLcfHiRXTr1g0jRoxAQUFBS5tWJ8ePH8f8+fNx9uxZHDp0CGazGcOHD4der29p09wL4TQbH3zwAYmJiWlpM6rRp08fMn/+fPa31Wol4eHhJCkpqQWtajgFBQUEADl+/HhLm+JWeEvajDhTM9XdmEwmXLhwAcOGDWPbhEIhhg0bhjNnzrSgZQ2HJovztN/Y1XCRNhPO1kx1NxqNBlarFSEhIQ7bQ0JCkJeX10JWNRybzYZFixahf//+6NKlS0ub41a4SKvg6pqpnMYxf/58XL16Fd9++21Lm+J2Hqulas7Q2mqmBgYGQiQSIT8/32F7fn7+I1ORbsGCBdi7dy9OnDjhsQuzXUpLD4ofZbKyskiHDh3Is88+SywWS0ubUyt9+vQhCxYsYH9brVYSERHh8Y4jm81G5s+fT8LDw8nt27db2pwWg7ekjeRRqpm6ePFizJgxA71790afPn2wevVq6PV6zJw5s6VNq5P58+dj69at2LNnD5RKJRtDq9VqeHl5tbB1bqSlnxKPKps2bSIAanx5Ip9++imJiooiUqmU9OnTh5w9e7alTaqX2n7fTZs2tbRpboUvVeNwPBzu3eVwPBwuUg7Hw+Ei5XA8HC5SDsfD4SLlcDwcLlIOx8PhIuVwPBwuUg7Hw+Ei5XA8HC5SDsfD4SLlcDwcLtLHiMLCQoSGhuK9995j206fPg2pVIrDhw+3oGWcuuAB9o8Z+/fvx8SJE3H69Gl06tQJ3bt3x4QJE7By5cqWNo1TC1ykjyHz589HcnIyevfujStXruDcuXOPbcWyRwEu0seQyspKdOnSBZmZmbhw4QK6du3a0iZx6oCPSR9D7t69i5ycHNhsNty/f7+lzeHUA29JHzNMJhP69OmD7t27o1OnTli9ejWuXLmC4ODgljaNUwtcpI8Zf/nLX7Bz506kpqbCx8cHgwcPhlqtxt69e1vaNE4t8O7uY8SxY8ewevVqbN68GSqVCkKhEJs3b8bJkyexbt26ljaPUwu8JeVwPBzeknI4Hg4XKYfj4XCRcjgeDhcph+PhcJFyOB4OFymH4+FwkXI4Hg4XKYfj4XCRcjgeDhcph+PhcJFyOB7O/wOWphpaH0IDTAAAAABJRU5ErkJggg==", + "image/png": 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", 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", 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", 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" ] @@ -671,7 +668,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = -8.3703e-02\n", + "\tJ = -8.3704e-02\n", "\tgrad_norm = 1.0602e+00\n", "step = 4\n", "beta = 6.88\n" @@ -679,7 +676,7 @@ }, { "data": { - "image/png": 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", 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H1TfiJUuWID09HS1btmyUzbVhq+/tqRKpu7s7hEIh3NzcuLum2WyG2WxGUFAQeDwe5HI53NzcHGoXwzDQarVc+JlIJIJSqXT4nb2srIwLVeTz+VCpVNwNzVGYTCZoNBouPLIxv4fZbEZ+fr5VImXfx93dveHGAg75jZ4qkbI/Gp/Ph0gkAvA4/lSv10MgEIDP58PT09Mpwx6RSMRlGvDy8qpxH6K9kUqlXG8ulUqhVCodbgMAGI1GbutXY34Pg8EAPp/PPep7L6Bx+3YBx4jUNQfhDsRgMIAQAolEAh6Ph4KCgiZvsWqMDQUFBRCJRBCJRCgoKHDoUBd43KMUFBSAx+NBKpWioqICJSUlDrUBeLxxvKKiAlKp1Gm/R0Pg8Xi1PmzFUy1SvV4Ps9kMPp8PtVoNb29vGI1Gh14YBoMB+fn5EIlE8Pb2hre3N9erOkqorECNRiO8vb3h5eUFpVIJrVbrUKGWlJRAq9VCqVTCy8vLKb9HQ6ncY1d92Ow9bNZSM0Ov18NkMkEgEHDzLrFY7NALo7JAvby8uB/Xy8vLYUKtKlA2AZy7u7tDhVpZoOz80NG/R2OgIrUTrLdQKBRaZCUEHHdh1CRQFkcJtTaBsjhKqDUJlMXVhUpFagfYJRehUFirc8beF0ZdAq1spz2FWp9AWewt1LoEyuLKQqUitQPs2mh93lN7XRjWCJTFXkK1VqAs9hKqNQJlsdfv0dR2qEjtACHE6rU/W18YDREoi62F2lCBsthaqA0RKIutfw9bBK1QkdqBhv6wtrowGiNQFlsJtbECZbGVUBsjUBZb/R4mk8kmIxNHiPSpCmZgIYRwPy7DMCCEWCSbqgmVSoWioiLk5uY2KOQMeLxgXlRUBKFQCKVS2ei7t1KptLCBDciwBkIIioqKYDKZ4OHhAQCNukglEgnc3NxQXFwMk8kEuVzeoPN1Oh1KS0uhUCggkUgaLZS6fg+j0WjxG1fFbDbDYDCAx+M1OaKKRhzZATaesqpI2TXTulAoFDAYDNBqtRCLxVaHnRkMBkgkEojF4jozEFqDTCaDwWCATqfj4mvrgxDCReEoFAouFLKxCAQCyOVyLhDE2gvdZDLBaDRCLpdDIBBwUUWNpbbfw2QygWGYGn8fhmFgMpm4OO2mxtdSkdqB4uJitG7dmisLYDQaodfrMWzYMC6rPaV5o9FocPjwYUgkEovRBjuikclkXO/b1BsFFakdYJdfKs/HzGYzVCoVPD09nWgZxZYIhUKIRCLudzYYDNBoNJBIJBY+AVs4juzNUydSytNHU5x29UFFSqE0EnauaU+BAo3fPdMQqEgpTyQGgwECgQBardZuAgVoT0qhNBqGYVBUVFRtDmprqEgpFBeHbvquxNKlSxEeHg53d3f4+vpixIgRuH37trPNorgofD4fHh4eMJlMdg3Kp2GBlTh9+jRiYmJw4cIFHDt2DEajEUOGDOFy8lAolRGLxQ7ZPUPDAiuRkJBg8fc333wDX19fXL16Fc8991yN5+j1eosIn6rl4ilPLqzXlRVqfn4+CgoKmuUSTLPpSavCFqStKwBh6dKlUKlU3KNqWXTK04E9e1Q63K0FhmEwc+ZMPPPMM+jWrVutx82bNw8ajYZ7pKenO9BKiithL6HS4W4txMTEICUlBWfPnq3zOIlE4pTUmBTXpKahb1Ohw90amDZtGuLj45GYmNiojOOUpxtb96i0J60EIQTTp0/H3r17cerUKbRp08bZJlGaKZV71Pr2EdcHDWaoRExMDHbs2IH9+/fD3d0djx49AvB4869MJrO6HUeXTaC4JqxQc3JymtSOI2J3m81wNy4uDhqNBs8//zxatGjBPXbt2tWgdoRCIcrKyuxkJaU5IRaLm7yHmA53K2GrClUmkwk6nQ4SiaTRRXooTw40fYoLwublYQMbqPeX0hSoSO2Em5sbJBIJtFot3NzcIBAInG0SpZlCRWpH2KFucXFxgzPeUSgsVKR2xt3d3Wb5VylPJzSYwQGw6SXtSV01LCs/WK+gtcfX9xCLxejTpw/OnDmDioqKWp1vDMMgNzcXvXr1gkQiqdUGPp8Pd3d3xMTEIDc3t9Z2WrVqBYFA4JDanc6Gxu46AKPR6PQCQJUFWlWoTYHNWH/79m3odDqYzeYahcoWDm7Xrh1kMhn3/jVhMpmQkZEBrVZbrS32xqBWqx3Sw7gCdAnGzhgMBi7FhjMQCARwd3dH27ZtERoaivbt23O90d27d3Hv3j3k5uaipKSEExgrjMoiYp+rKhqz2YyMjAzMmTMHO3bsQHR0NIYPHw5fX1/IZDIIhUKuHblcjk2bNiE5ORn79+/HuXPn8PDhQ5SWlsJkMnHvbTAYkJiYiL/97W9Yt24d/Pz8LBJTu7m5ITY2FgsXLkRaWhqXQPtJhc5J7QibRa6mGqWOgM/nQyaToU+fPvjggw8QHh5uUf5Bq9UiPT0dSUlJOHToEDIzM6HT6WAymbieVyAQcBny2b2zJpPJosdkGAYajQa//PILkpOT8dNPP2HAgAF46aWX0LVrV6jVak6snp6eGDhwIMLDw5GRkYGTJ0/ihx9+wNWrV7kRByEEOp0OJ06cwPz58zFq1Cj07t0bHh4eXDvPPPMMZs+ejfXr1+PmzZt1DrWbO1SkdsJkMqG4uBgikQhKpbLJpR8ai1gsRlBQEIKDg6FWq7nwRqlUCrlcDg8PD7Ru3Rpdu3ZFVlYWSkpKuHoyHh4eUCqVMJvN0Gq1+OOPP5CSkoKUlBSkpqZygmZ7QKPRCJPJhCtXruDGjRv46aefEBUVhdGjR6Nr165QKBQQCAQQi8UQiURcDx8VFYUZM2bgypUr0Ol0nFDLysqwd+9enD9/Hv369cNrr72GsLAweHh4QC6XY/DgwVAoFPjiiy9w8eJFlJeXO31aYQ+oSO0Aj8eDRqOBVCqFl5dXkzOYNxZCCMrLy5GSkoKLFy9CJpPBz8+Pc2KZzWauZ2QvfPamolKpIJfLIZVKuWEme3xhYSFOnDiBxMREJCUlIScnB2VlZTCbzVwdFJPJhPv37+Pbb7/FxYsXMW7cOIwYMQKBgYEQCATcnEogEKBjx45Yv3491q9fj/3796OwsJCrtVJeXo4//vgD2dnZOHPmDPr374+3334bAwYMgFwuR//+/SGXy7Fq1SqcO3fuiUx1Q0VqByQSCQQCgV3TPFoDWyTqt99+w6pVq/DTTz+hffv2XLWxqmUQFAoF/P39ERISAolEwnmlWSePSCSCVCqFUqnEmDFjMGLECPzxxx/4+eefceTIEdy4cQNFRUXQ6/VcxTGdToebN29i2bJluHr1KhYtWgR/f3+uEBRbdaxDhw6IjY1Fp06dsHnzZjx8+BAGgwEMw8BsNqOiogJZWVmIj4/Hr7/+imXLliEiIgJyuRw9e/bEhx9+CJ1OhwsXLjSpUJQ9aGrvTpNj2wGGYaBUKl3C+8j2Runp6cjMzMT58+ctPKush5cdhrq7uyMoKAjh4eEYOHAg+vXrB4VCAaFQaOERlkqlkEgk8PDwQJcuXTBy5EgkJSXhxx9/RHx8PEpLSzmxGI1G5ObmYu/evTCbzRg/fjx69+4NpVLJzTGFQiH8/Pzw/vvvo3379lixYgWSkpKg0+m44TQhBBUVFbh//z4WL16MmTNnckPe0NBQTJs2Db/99hu0Wq3LCJVhmCbnvXLEdcQjT+qMvga0Wi0+/vhjhIeHw83NDcBjJ01FRQXefPNNuxVssuXdlnUaiUQiBAQEoE+fPhgxYgQiIyM5T2tN674Mw8BoNOLGjRv46quvcODAAeTl5XHzVvZmIJfL0aVLF4wdOxbR0dFcm8D/6rqWlJTg2LFjiImJQWFhYTXRsek03333XUydOhUtWrQAIQQnTpzAV199hdTUVNy7d89m30lVCgsLsXv3bkil0lqdguzyVEVFBebMmQONRgOlUtng93rjjTdqfW3Pnj0Nbq8mnrqetLlDCOHqiz548ACZmZk4ffo0evbsiXfffRcvvPACWrRowQUTsPD5fEgkEvTs2RMLFixAt27dsGnTJty7d48buppMJpSUlCApKQnp6en49ddfMWnSJPTo0YNrTyAQQKlUYtiwYZg6dSq2bt2K3Nxci7k9wzAoLi7GTz/9hHbt2uHtt9+GUqnEkCFDEBoaivv37zvjq7Owj614boutavbG+WO+pwDWCcOW4qsqoMbCMAz0ej3y8/Nx+vRpzJ07FzNmzMC9e/dQUVFR43xLJBLB19cXo0ePxtKlSxEWFgY3NzfuYmOXdLKzs/H9999j3rx5yMzM5Hpc9vO4ublh6tSpmDlzJlq0aFFty5fZbEZeXh527NiBBw8eAHi8hhocHIyBAwc2+bM3lsoC9fb2tslWNRpx9ATQoUMH9O7dGy+88AIGDBiAwMBAqyuFWwMrrLy8PCQkJCAmJgb//e9/OU9s1RkNG0QRFRWFlStX4tVXX7VwpLG9dUlJCc6ePYtly5bh3r17XJl74PGw28vLCxMmTMCsWbMQEBBQ7YI3Go1ITU3F4cOHUVFRYXGzcgZVBWqL9XEacfSEsGvXLsjlcshkMhQUFGD//v3YunUrsrKyal0CqhznWtk5Uxdsz/rzzz/j7t27eOONNzBu3DiEhIRAKpVaXDhsMEWvXr2wZMkS9OzZEytXroRGo+GEzTq2vv/+exQXF2POnDno2LEjJBIJN/T18PDAmDFjwOPxsHr1aovPxK6nHj58GCNGjEBoaKjNvtOGYg+BAnS4+8TQtWtXtGnThltCee655+Dn51drT8p6VN3c3ODh4QFPT0+4u7tDKpVaeHJrgg3dS09Px9atWzFt2jTs2bMHjx494pZfKr+PSCRCUFAQJk+ejHnz5qFz585c/C7bnkajQXx8PObNm4ekpCSLCCKBQAC1Wo333nsPM2fOhL+/v4VtJpMJ9+7dw9GjR53m1bWXQAHakz4xVPa2ms1mpKamIj09vdaLlu2l1Go12rdvj/DwcM7BodVqkZGRgfv37+P+/fvQ6XTQ6/VcsALb47KRSGfPnsXly5cRGBiIV155BX/961/h6+trsRYqEAigUqkwY8YMjB07FkePHsWqVavw22+/Qa/Xcx7do0eP4urVqxg9ejQ+/PBDtGzZkhvCenl5YcqUKYiIiMBrr73GeX1Zkf/rX//CqFGjuIAJR+2EsadAARrM8MTBMAyuX7+Or776CoWFhbUOXwkhMJlM0Gg0yMzMRM+ePRESEoL27dtzMbIGgwF37tzBb7/9hmvXruHmzZvc7hRWWOx7VlRU4MGDB9i2bRsKCgowZswY9O7dGyqVykIwQqEQnp6e+NOf/gRfX1/ExsZyPSfw+AZTUFCAf//739Dr9fjnP/8JuVzODcslEgl69eqFkSNHYseOHSgpKQHDMGAYBo8ePcKPP/6I9957D2q1GlKp1K7fNTtkt6dAASrSJwqGYVBaWorly5cjJSXFwglTFbYnLCsrw8OHD3Hs2DEIBAK0bt2aCwkUCARo1aoVBg4ciLKyMuTn5+PatWs4dOgQ4uPjUVJSYhG7yy6v7N27F9euXcOoUaMwcuRIBAUFcb0q8Piik8vliIyMRGxsLObMmYPr169zojebzSgqKsLOnTsRHR2NgQMHQiaTcUKVyWT48MMPkZGRgRMnTqC8vBzA4+JZcXFxyM/Px3PPPYeXX37Zrt83G6QhEAjsJlCAzkmfGNgMhadPn8bp06et2hXCClWv1+POnTv44Ycf8OOPPyIvLw+EEPD5fAiFQkilUnh6eqJdu3YYPnw4li1bhg8//BAdOnTg8jexPSXDMCgrK0NqairWr1+P2NhYXLp0iQucZ2HFFhkZiVmzZlnECLPtaDQaLFy4EJcvX7aY6/J4PAQHB2P27Nno2LEj58klhODhw4fYsmULpk+fbuuvuFYkEolddznRJZgnhDt37mDv3r1YuHAhSktLGxQvyjqCsrOz8Z///Afr1q3DgwcPuJQvlUMHJRIJfH19MW3aNCxfvhwvvvgivL29IRKJuPknuyMmPz8fhw4dwrx583Dw4EEUFhZWE6qbmxtefvll9OjRo9qSkdlsxvXr17Fo0SKkpKRY7BsVi8Xo1asX50hi5+Ts7iN23dSesMPviooKlJSU2PV97J19gorUAUyePBmffvopUlJSGu3hNJlMKCwsxM6dOzFv3jxcuHDBYu7JwufzoVar8fzzz2Pp0qWYOXMmevXqBbVabSE0s9mM0tJSJCcnY+HChdi8eTO3ubxqW3PnzkX79u0hEoksLr6KigpcvHgRS5Yswd27d7khPCvwYcOGYfTo0VAqldwNgg3KtzdshgilUgmtVms3odKe9Anh7NmzyMjIaPK+VbPZjOLiYhw8eBDDhw/HxIkTER8fj8zMTJSXl3PeVHYNtEOHDpg1axYOHTqEw4cP4+9//zvatGnDRRixQfF3797F559/jlGjRuHo0aMoLi7m2hIKhRg2bBj27duHqVOnwt/fnwu8Z9dBDx06hHfffRcJCQlcdQA+nw9PT0/MmTMHsbGx8Pb2dmhuI1Yk7u7udhUqXYJ5QrD1Zmc2GmjPnj04c+YMwsLCMHz4cERGRqJFixYWjhyRSAQPDw/06tULHTp0QIcOHfDdd9/h/PnzKCoq4pxLer0ep0+fxoMHDzBp0iSMGjUKPj4+EAgEEAqFaN26NT7++GO0adMGcXFxuH//PjcXNRqNSEtLw4oVK+Dp6Yn+/ftz2+jkcjlef/11XLhwAT/88INT1krZ9K3sjhdbVi6gjiNKrbC9YEZGBg4fPoyPP/4YU6ZMwX/+8x9OfIDlrhmVSoXo6GgsXboUkyZNQqtWrSx2uLC96vLly7Fs2TJkZGRw6VoEAgF8fX0xbtw4LFu2DKGhodxckxX5r7/+inXr1qGsrIy7MfH5fPj6+mLChAk2DYVsKPbqUWlPSqmTyvs4DQYDzpw5g+vXryMjIwPvvvsu2rZtWy1Fp0wmQ7t27TBt2jQEBwdj/fr1SEtL43pFk8mEvLw8bN++HQaDAXPnzkVQUBAnVDbmV6FQYNSoURZBC2VlZTh16hSuX7+OsLAwTpRCoRA9e/aEl5cXsrKynJbvyB49Ku1JKVbDBtnn5+cjLi4OH3/8Mc6ePVvj8opIJIK3tzdGjhyJzz77DD169LAILmDnvrt378bWrVstPLfsfLdfv354/fXXIZfLLXbQFBcXY9u2bcjLy+Pel8fjQalUolu3bk4vPWnrHpU6jp4QKufStTfsGuapU6fwySefICEhAVqtttq8mO0VX3zxRSxevBhhYWEWAmIYBkVFRfjPf/6DjIwMi7kkm/0hJiYGvXv3tvD6ms1mHDt2DMePH0d5eTknbpFIhGHDhnEJz5xJZaE2tQwmFakdcMac6C9/+QtGjBiBiIgI+Pv7Q6lUWhUs31jYoIXk5GR88MEHmDFjBheHWxk+nw+FQoHBgwfj+++/x4ABA+Dm5mYhuMzMTEybNg23b9+2qIrN5/PRuXNnbNiwAX379uWGtoQQZGVlYfHixTh06BDKysq4ZZlRo0ZxmTGcDSvUpiZHo3NSOyCRSByeIXDp0qVcLt2bN2/i9u3buHXrFm7fvo2HDx+iqKiIy45gS8xmMzQaDQ4ePAij0Yi5c+eiW7du1XoyoVDIxerGxsbi8uXLXC/IMAwuXryIL7/8ErNnz7bIaCgQCNC2bVtMmjQJ9+/fR1ZWFpc1IisrC19//TW6dOmCjh07QigUQq1WY/z48RgwYIBNP2djcXd3b/KyGJ2T2gF2OOjIIk0eHh7w9fVFSEgIoqOjMX36dKxatQrffPMNVq5ciWHDhsHHx8cuPzibbOvw4cNYvHgxtwZaFaFQiPDwcCxYsAChoaEWoYDscs++ffu4oHngf8PeqKgovPbaa1AoFNz6q8FgwJUrV/Dtt9+iuLiYW3P19vZGWFiYzT9nY2FzXTUWOty1A2yI3fXr15GQkICTJ08iOTkZ7dq1s1mhpNqKHbFZ/9zc3ODl5YX27dvjtddew6pVqzB37lyLLPC2hA3uP3r0KHbu3FmrUGUyGfr27YtPPvkEnTt35spvmM1m5ObmYsuWLTh79qxF7DEbtDBp0iRERkZy4iaEQKvVcmu5bI/FfgdPCi4p0nHjxuHMmTM2M8AZsOuItshx0xgqx9tKpVIEBQVhwoQJmDp1KrcrxR5C1el0WLVqFXbs2FGjUNklmgEDBuBvf/sbgoODuQB5o9GIu3fvYuPGjdXmp0KhECEhIfjb3/6GTp06cRcoO6f96quvkJGRYdPP4yq4pEg1Gg2ioqLQvn17LFmyBJmZmTYzxho2btyI4OBgSKVS9O3bF5cuXWpwG4QQ5Ofnc9nhnVmKr/L644wZM7B06VJERkZCrVZzgfG2gmEYZGRk1ClU1pk0dOhQTJo0Cb6+vlzPWFFRgUuXLnFLLJV3vkgkEkRERGDWrFlcxBMAbth75MiRJ7LMhEsG2O/btw+ZmZmYMmUKdu3aheDgYLz88sv48ccfLe6u9mDXrl2YNWsWtxm5Z8+eGDp0aI21MuuDFarZbHZaVbXKsMPGV199FV988QXmzJmDiIgI+Pj4WGRRaComkwmZmZn1ClWpVOKNN95AdHQ0N9pgMzTEx8fj+PHj1ZZl3Nzc8NJLL1msh7LD3v379z+RFdZcsicFAB8fH8yaNQvXrl3DxYsX0a5dO4wZMwYBAQH461//ijt37tjMwMqsXr0aEydOxIQJE9ClSxds3rwZbm5u+PrrrxvVHiEERUVFdr9w2NQm9cHnP06V2blzZ3z00Uc4cuQILl++jC+//BLjxo1D586dLTLLNxaTyYT09HR88skneP/993H9+vVqXk6hUIjAwEAu4qjydrP09HT84x//4Ly5le338PDAhg0b0L17d06oJpMJV69eRUZGxhPXm7qsSFmys7Nx7NgxLnPAsGHDcOPGDXTp0gVr1qyxlY0AHg+brl69iqioKO45Pp+PqKgonD9/vsZz9Ho9tFqtxcMZPHr0iKtyZg2VE5EFBgbizTffxLJly7B161Z88MEHaNeuXbWN2A2FXUtNTEzE4sWLcevWrRp7VD8/v2oOIXaJJTExsdoGdj6fj44dO+Ktt96CQqHgzikvL8eNGzdqTDHanHFJkRqNRuzZswevvPIKWrdujd27d2PmzJnIysrCv//9bxw/fhw//PADFi1aZDMjAXBDUz8/P4vn/fz88OjRoxrPWbp0KVQqFfcICgqyeJ3H4zlkTvr555/j4MGDFvM4a2C9wmwFuPDwcMyZMwcrV67Ec889V21/Z0NhnUknTpzAkiVLoNFoqg1hxWIxXn31VYslIjag/ttvv8Uff/xRTdwymQzR0dEICQmx6IETEhKqvUdzxyVF2qJFC0ycOBGtW7fGpUuXcOXKFUyePNmijsagQYOgVqttZmRjmTdvHjQaDfdIT0/nXuPxePD29oZAILB7fdLvvvsOCxcuxL///e9GF9Rld7J4eHhg8ODBWLJkCVq3bt1k73Tl5ZkDBw5UCyHk8/kICwtDeHi4hdeZYRgkJSVhz549KC0ttfhMAoEAQUFBGDp0qEUPfPLkSZw4caLWm2pzxCVFumbNGmRlZWHjxo21JjtWq9U2r/fBCionJ8fi+ZycHPj7+9d4jkQigVKptHgA/xOoUCh0yJy0pKQE9+/fR1xcHK5du2ZRL7Tywxo72J61a9eumDZtmkUEUGNhHUIrVqxAQkKCRcACAPj6+uL111/naswAj3vTkpIS7Nq1C8nJyRbBIexSztChQ+Hj48OJNDMzE//85z+xYsWKJtnrSrikSMeMGWP3dIw1IRaL0adPH5w4cYJ7jmEYnDhxAv37929QW2zQALsMY2/YLWDZ2dn45JNPsG/fPty5cwfZ2dnIzs5GVlYW8vLyuPy59YmVHYa+9dZbGDNmDNRqdZMvCoZh8Pvvv2PZsmU4ffq0xZ5QqVSKZ555BkOGDLHY9cIWI968eTNycnIshrECgQAdOnRAr169uN5er9cjNTUV33zzTZNsdSVo7G4VZs2ahXHjxiEsLAwRERFYu3YtdDodJkyYYHUbbMGkvLw8GI1Gh9UlYYV6/vx5pKWlISgoCCqVikt34uPjg9dffx29evWCj4+PxT7QmmBHA3/5y1+QmZmJffv2NTjJWVUMBgNu376NFStWwMfHB7179+aWf3x8fDB27FjcuHEDly9f5pZTKioqkJiYiH379mHChAmcs4hdxnnxxRdx8uRJ7nij0Wj3pTpH4ojY3WYl0rfffht5eXlYsGABHj16hNDQUCQkJFRzJtUFn89HUVGRUy4U9qLOyspCVlaWxWs8Hg979uyBr68vwsLC8MILL6B3794IDAyEl5eXRcY/FqFQiODgYKxZswZ9+vTBqlWr6qwvY619ly5dwvTp07F+/Xpu87ZYLEbv3r2xevVqTJ8+nRvishniP//8c4jFYowePRoKhQLA4+nG0KFDsWPHDpw/f77OXMPOwhZb1exNsxIpAEybNg3Tpk1r9Pl6vR6RkZHViggvWbLEYUWEa7pQ2WWK9PR05OTk4PTp0/D390eHDh3w1ltvoU+fPmjRokWNhZdUKhXeeecdGI1GrFu3DhkZGU0SA5uz6Pvvv0f79u25JGIikYhbXrlz5w4KCwsB/G/v6ddff41+/fqhZ8+eXNQNm/Po6tWrLteDlpSU2GSrmr156gLsXe1OXhl2DbKiogIFBQW4desW4uPj8dFHH2H27NlITEyssZy9QCCAp6cnxo4diw8//NCi3mhj7SgrK8PRo0eRkpJiEf7n5uaGIUOGoE2bNtUKM6WmpmLHjh0W+ZWkUin69evH9a6uQklJCbRaLeRyeZPacUnHEcX+sPs4TSYT9Ho9srKycOTIESxYsADHjx/nNlJXprJQBw4c2GShMgyDzMxMHDhwoJpDKDAwEP3797cQKSvsgwcPWniHBQIBQkJCHJ7Ssy5YgSqVyiZvVXPJ2F2K42HrhP7222/YsGEDbt26VePQkRXqP/7xD7z00ktQKpWNXp5h56cnTpyATqer1ptGRkZWa5thGKSnpyMtLY3zUrND3tqWyRxNZYHaKhEZ7UkpAP5XbuL69evYtWtXreu7AoEAXbp0weLFi/Hee+9x68GNubObzWY8fPiwWlSRUChEp06dqnnGWWEfOnTIIr+RVCrl1kudia0FClCRUqrAZlnYvn07NmzYgPLy8hqXXCQSCTp06IDly5fjwIEDePXVV6FUKht84RBCUFpaipUrV1bL/scuIVVt02w2Y8eOHfj1119hNBq5c2yZkLox2EOgABUppQbYtJk7d+7ExYsXLUocVobPf5x6s2fPnoiNjcXgwYMbNf9iGMaiGlzlAAcvL68ae8e8vDycPHkSpaWlMJlMMBqNDs8rVRl7CRSgIqXUgslkQkZGBubPn4/t27fjwYMHFgJiYSOTOnbsiI8++gjdu3dvVG+am5uLuLg4pKWlWRRlatWqVY3tVVRU4MyZM8jKykJ5eTlKS0st5rWOgP0u7ClQgIqUUgts5E5SUhKWLFmCuXPn4vTp0zUuz7BZE3r06NHoUg8GgwHJyclYs2YNHj58iIqKCphMJi69StX2zGYz7t69i2vXrqG4uBgajYYrJuwoDAYDiouL7SpQgIr0iYQNmWMfjXWmsI6k3NxcJCQk4NNPP8XRo0drXJxnPbJRUVGN2ppHCIFOp0N8fDw2bdqEe/fuQaPRwMfHBzKZrMbjNRoNrly5gry8PG5njSMdR+x2OqlUatf5MI3dfcJg54lubm4QiUQwGAzQ6XRceF1Dh4Ns8ENZWRlu3ryJ9evXo1WrVoiIiKh2kbAbuDt37oyCgoIGpzRlU6F+//33EAgEGDJkCCQSCRQKRbUULOwN5Pfff0dhYSG3gd0Z6PV6GAwGu2UopBFHTwjsXlBfX18sXLgQ8fHxSExMREJCApYtW4Y+ffrU2CNZC9trXL16FStXrqwxlxAb/TN+/PhG75phU3tu27YNcXFxKC4uhqenZ417Wk0mE3JyclBRUQG1Wm2xG8YRsN+3SCRCfn6+3fIs0570CUEoFEKhUKB///4YNWoUtzeWYRgEBwfD19cXn3/+OW7evNnoXSzsPPXGjRvQ6XQ1Jlfj8XgIDQ1Fy5YtUVhY2Kj3Yvee/vrrrxCLxWAYhhu2V74xsPZIJBKo1Wp0794dEonEYUH27Nqwl5cXCgoKkJ+fD29vb5v3qLQnfUKQSCTw9/fHkCFDuAtFKBRCJBJBrVZjwIABiIqKssnm7fz8fBQUFNQoQB6Ph4CAAPTr169JuX3Z8oi3bt1CUVFRrWJnGAYymQxKpRIhISFQqVQOD2jg8/ncLiJ79KjUcfSEIBaL4eXlhTZt2lhE/7BOJJVKhdDQUJtkry8vL0daWlqt65IKhaLJZS3YyCK2jk1tOYsYhoFEIoFUKoW3tzeCgoIc0vNUxZ5CpSJ9QjCbzTCZTHV6cyUSSZN7UnaI+fPPP9e6AVwkEqF37954/vnnIZFIGn1TYJOYlZeX15pNgmEYiEQiCIVCyGQytG/fHgKBwCnhgfYSKg2wf0LQ6/XIy8vDo0ePql3MbPB8Xl5ek5dl2PZOnTqFe/fu1djD8fmPk3CPHz8eISEhjXbmsJ7lutK9sO/P5/MhFArRqlUrpxYRtodQaU/6hKDX65GdnY2EhAQuMoitzF1YWIhLly7h8uXLcHd3h7u7OxQKBdzc3BrVuzIMg5SUFKxfv75a3iEWsViM/v37Y/PmzVyKlMbcGAghtQqU9ThX3lYnl8udHmRfVahNDVek3t0nBHbd8N69e9DpdBCJRFzwempqKn755Rfk5+ejbdu2kMvlXDB8Tk4Ofv/9dy5TvLVeUYPBgKSkJDx8+LDGbIJsuGCPHj0wY8YMzJ8/H+np6TbPh1teXo7c3FwYjUbw+fxGe5RtDSvUgoICaDSaJrdlb546kbLLBo6E7XHKysqg1+thMpnAMAwKCwuRlpaGzMxMyGQyPP/88+jVqxeCgoIglUqh0Whw7tw5LF68GHl5eVbf9dm2MzMz0adPnxqPYaOQXnzxRSQlJeHLL79s8gVb9TOXl5fj6tWr6NGjByQSCX777TeXyWDPCrWpOYCpSO0An8+HVqttcuaChsB6cd3d3bnse2yWQKlUioCAALi7u+OVV15By5YtuTxGAQEBCAwMxNWrV7Fnz55qiatrg81MWF/Sbz6fD7VajVGjRuHkyZP49ddfbSYg1gN89OhReHp6QqFQ4MaNGy6VvZ7P51skdW9sG/bmqRMpm9u2oKAAXl5eDnlPdnjZuXNnKBQKCIVCLotC9+7d4e/vD7VajVatWnFlAysvz7zxxhu4ePEibt++3aBRgDVOGqFQiLZt2+LZZ5/F9evXGySi+hKsmUwmpKWlYevWrRCJRMjJyXGJ4W5lmioyGsxgBwghUKlUMBqNKCgocMjQSyAQQK1WIzIyknMGsVFIwcHB6N69O0JCQrgetPI6qkAgQJs2bRAYGNig5Qt2uGlNom25XI7+/fs3yEnF7q5RqVRQKpU17oZhi0I9ePAAd+/epaUPG/seNmupGSEUCuHt7Q2j0eiQMhMSiQSBgYHo2LEjJ8LKlb4VCgW3Zlk1tI7NxlBT8rG60Ol0OHjwILKzs+udywqFQoSGhlpVqY2t+Obn54d169bh0KFD+PrrrxEVFWVRPJiFYRgYjcYnUqAA9e7aFbFYDG9vb+Tm5tot+JqF7dXy8vIshpNGoxFlZWXQ6XTg8XhQq9UWBYPZNdSff/6ZyzNkzYXOBjWcP38eu3btwoQJE+Dl5VVrT8xWl3Nzc6tWfKnqcSKRCK1atcLkyZPxzjvvQCwWo7S0FNnZ2bh06ZLD9406GzontTNisRgeHh5NTpBcH0ajEdnZ2Thw4ABCQ0OhUChgMBiQlZWFa9eu4e7duyCEIDw8HO3ateN2lpSVlSEtLQ07d+6sJvD6MJvNyM/Px+bNm8Hj8TBmzBj4+vrWOE9lPb2enp7Iy8ursT12eNulSxfMmTMHL774IpdLVy6XWxRzepqgInUAbPkGe2IymaDRaPDf//6XG2o/evQIKSkpyMjI4G4Su3btQnBwMDp06ABPT08UFxcjJSUFqamp0Ov1DR4ussV+4+LiIJFIMHr06BrzErGOrcDAQNy5c6fGm4FQKES7du3w2WefYdCgQXBzc7NoR6PR2H1E4opQkToAnU5n92UBdl6Wn5+PvXv3gs/no6KigktDwno8dTodcnNzcfPmTchkMphMJpSWltaYv8ga2KWYR48eYffu3ejbty88PT1rHPIKBAKuN6ya05ctZRgdHc2V6GAvTjY8MDMz0+XKSDgCR0RQPdUiLSkpQWlpaZNLDVgLW7CXx+PBZDJxC/tsD2k2m7kek/2XzdrQWFgR5eXlITc3t875ZtXesfJrEokEbdu2rdG5xNYqbUx2ieYO7UntCJtFTqFQ2H0u5YwLt2qdljt37mDEiBE1HksIgVAoRFxcHOLi4hr8PgqFAsuWLcOyZcuaYnKzhIrUTrDheUqlEhKJBBUVFc42idJMoSK1A0KhEDqdDp6ennB3d38qnR0U20FFageEQiHkcrnTyx5QXANbbFWzN0+dSE0mk9PSS1JcC4PBQLequSLOrElCcR0MBgPy8/Ob7DSkIqVQ7AArUJFI1KR8xwAVKYVicyoL1MvLq8mefbpV7f958OAB/vznP6NNmzaQyWQICQlBbGws9cxSGkRVgdpCYHQXzP+TmpoKhmHwr3/9C+3atUNKSgomTpwInU6HlStXOts8SjPAHgIF6HCX46WXXsJLL73E/d22bVvcvn0bcXFxdYpUr9dbpBDRarV2tZPimthLoAAd7taJRqOBp6dnnccsXboUKpWKewQFBTnIOoqzYUMx7SlQgCbHrpW7d+9iw4YN+OCDD+o8bt68edBoNNwjPT3dQRZSnI3BYLC7QIGnIH3K3Llz67wT8Xg8pKamWpyTmZmJl156CW+++SYmTpxYZ/sSiQRKpdLiQXk6YBgGRUVFEAqFdhMo8BQ4jj766COMHz++zmPatm3L/T8rKwuDBg1CZGQktmzZYmfrKJT6eeIdRz4+PvDx8bHq2MzMTAwaNAh9+vTBtm3bnFKdi9J84PP58PDwgFar5dK32mu4a2+ahXc3MzMTzz//PFq3bo2VK1da5OHx9/d3omUUV0UsFnPJ5tiarfYQKhXp/3Ps2DHcvXsXd+/eRcuWLS1ee9oyAVCsg/Wu2luodAnm/xk/fjyXZqTqg0KpD1aobEJ0W2bRf+K9uxSKo7CXUKlIKRQbYg+hUpFSKDbG1kJ94tdJnQGfz4fJZOJ20BiNRi559ZOEh4eH1ccWFhba0RLHo9FoYDKZ6swDrFKpUFRUVG95yPqg3l074OHhgYKCAu7LZXPFHj58uMYSDAzDwGAwcFnemxKT2di22Py7hBCuVkx9vPXWW7W+xrbB5vbdvXu3VXawF75IJLKqrKI92rLmOzSZTCguLubKR9bVVlMTetPk2HZAIBDAbDZbXBiEEEgkEohEIotjjUYjtFothEIhPDw8bPKDiEQiFBUVwWw2W9UmIQRFRUUwmUzw8PCoZmNt1FU4qaKiAh4eHpDL5SgqKoJUKq23PZ1OB51OB4VCYbNk4jqdDqWlpVa3ae3vYTQauaJXdYmUz+fbZLhrb546kbLlBI1GIyQSCYDHd1SRSASxWMwdxyapkkgkNl1bE4vFEIlEyM/Ph1arrbNthmG4eZOvr6+FffVRXw+Rm5sLb29vqNVqzq7aKCkpQVlZGdRqtU2zLIrFYgiFQk54dbXd0N+DFWh9xzWHHEdPneOIYRhuXlrbfMTeuyescV6wAjUajfD29m6QQK2BEIL8/HyYTCbk5+fXmuWCzfSvVCrtkgbV3d0dSqUSWq0WJSUlNR7jiN0sjYV6d+2EUCiEUCi0cCCxOOqCqEuo9hYoCytUtmev+l3YW6AsdQnVlQUKUO+uzWEjlNjelM/nc4V59Xo9KioqoNFoIBAIIJPJHFJ+QqFQQKPR4NGjR9xWOq1WC7PZDJVKxRV2aijWzl0BQCaTwWg0IicnByqViquNqtPpIJfLIRAIUFZW1mAbGoJAIIBEIkFhYSH0ej3c3Nw4r3tDfw+z2cw5BOurmMfeHBsbveaImwaPPEWxdRkZGTQ7A6VG0tPTq8WFuwpPlUgZhkFWVhbc3d0b7anVarUICgpCenp6s9tE3lxtt6fdbNnGgIAAlxtKszxVw10+n2+zu2VzzvTQXG23l90qlcrmbdoS17x1UCgUDipSCsXFoSJtIBKJBLGxsVwgRHOiudreXO22FU+V44hCaY7QnpRCcXGoSCkUF4eKlEJxcahIKRQXh4q0kTS3mqkbN25EcHAwpFIp+vbti0uXLjnbpHpZunQpwsPD4e7uDl9fX4wYMQK3b992tlkOh4q0kVSumXrz5k2sWbMGmzdvxieffOJs06qxa9cuzJo1C7GxsUhKSkLPnj0xdOhQ5ObmOtu0Ojl9+jRiYmJw4cIFHDt2DEajEUOGDIFOp3O2aY6FUGzG8uXLSZs2bZxtRjUiIiJITEwM97fZbCYBAQFk6dKlTrSq4eTm5hIA5PTp0842xaHQntSGWFMz1dEYDAZcvXoVUVFR3HN8Ph9RUVE4f/68Ey1rOGyyOFf7ju0NFamNsLZmqqPJz8+H2WyGn5+fxfN+fn549OiRk6xqOAzDYObMmXjmmWfQrVs3Z5vjUKhIq2DvmqmUxhETE4OUlBR8//33zjbF4TxVW9Ws4Umrmert7Q2BQICcnByL53NycppNRbpp06YhPj4eZ86ccdmN2XbF2ZPi5kxGRgZp3749GTVqFDGZTM42p1YiIiLItGnTuL/NZjMJDAx0eccRwzAkJiaGBAQEkLS0NGeb4zRoT9pImlPN1FmzZmHcuHEICwtDREQE1q5dC51OhwkTJjjbtDqJiYnBjh07sH//fri7u3NzaJVKBZlM5mTrHIiz7xLNlW3bthEANT5ckQ0bNpBWrVoRsVhMIiIiyIULF5xtUr3U9v1u27bN2aY5FLpVjUJxcah3l0JxcahIKRQXh4qUQnFxqEgpFBeHipRCcXGoSCkUF4eKlEJxcahIKRQXh4qUQnFxqEgpFBeHipRCcXGoSJ8i8vLy4O/vjyVLlnDP/fLLLxCLxThx4oQTLaPUBQ2wf8o4fPgwRowYgV9++QUdO3ZEaGgohg8fjtWrVzvbNEotUJE+hcTExOD48eMICwvDjRs3cPny5ae2YllzgIr0KaS8vBzdunVDeno6rl69iu7duzvbJEod0DnpU8jvv/+OrKwsMAyDBw8eONscSj3QnvQpw2AwICIiAqGhoejYsSPWrl2LGzduwNfX19mmUWqBivQpY/bs2fjxxx9x7do1KBQKDBw4ECqVCvHx8c42jVILdLj7FHHq1CmsXbsW27dvh1KpBJ/Px/bt2/Hzzz8jLi7O2eZRaoH2pBSKi0N7UgrFxaEipVBcHCpSCsXFoSKlUFwcKlIKxcWhIqVQXBwqUgrFxaEipVBcHCpSCsXFoSKlUFwcKlIKxcX5PwctecjmfXLNAAAAAElFTkSuQmCC", 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" ] @@ -691,7 +688,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 3.7340e-02\n", + "\tJ = 3.7339e-02\n", "\tgrad_norm = 1.0330e+00\n", "step = 5\n", "beta = 7.50\n" @@ -699,7 +696,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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", + "image/png": 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", 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" ] @@ -751,7 +748,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 2.7809e-01\n", + "\tJ = 2.7808e-01\n", "\tgrad_norm = 1.3119e+00\n", "step = 8\n", "beta = 9.38\n" @@ -759,7 +756,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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ZZHNx2Ou+VSqRqlQqSCQSeHh48KWmyWSCyWRC9erVIRKJ4OnpCQ8PD6faxbIsNBoN734mlUrh7e3t9JI9Ly+Pd1VkGAY+Pj58geYsjEYj1Go17x5py/MwmUxIT0+3SqTc96hUqrIbCzjlGVUqkXIPjWEYSKVSAE/9T3U6HcRiMRiGgb+/v0uaPVKplI80EBAQYHEdoqNRKBR8ba5QKODt7e10GwDAYDDwS79seR56vR4Mw/Bbad8F2LZuF3COSN2zEe5E9Ho9CCGQy+UQiUTIyMgo9xIrW2zIyMiAVCqFVCpFRkaGU5u6wNMaJSMjAyKRCAqFAgUFBcjJyXGqDcDTheMFBQVQKBQuex5lQSQSFbvZi0otUp1OB5PJBIZh4Ovri8DAQBgMBqe+GHq9Hunp6ZBKpQgMDERgYCBfqzpLqJxADQYDAgMDERAQAG9vb2g0GqcKNScnBxqNBt7e3ggICHDJ8ygrhWvsopvdvsNuV6pg6HQ6GI1GiMVivt8lk8mc+mIUFmhAQAD/cAMCApwm1KIC5QLAqVQqpwq1sEC5/qGzn4ctUJE6CG60UCKRCKISAs57MSwJlMNZQi1OoBzOEqolgXK4u1CpSB0AN+UikUiKHZxx9ItRkkAL2+lIoZYmUA5HC7UkgXK4s1CpSB0ANzda2uipo14MawTK4SihWitQDkcJ1RqBcjjqeZT3OlSkDoAQYvXcn71fjLIIlMPeQi2rQDnsLdSyCJTD3s/DHk4rVKQOoKwP1l4vhi0C5bCXUG0VKIe9hGqLQDns9TyMRqNdWibOEGmlcmbgIITwD5dlWRBCBMGmLOHj44OsrCykpaWVyeUMeDphnpWVBYlEAm9vb5tLb29vb4ENnEOGNRBCkJWVBaPRCD8/PwCw6SWVy+Xw8PBAdnY2jEYjPD09y3S+VqtFbm4uvLy8IJfLbRZKSc/DYDAInnFRTCYT9Ho9RCJRuT2qqMeRA+D8KYuKlJszLQkvLy/o9XpoNBrIZDKr3c70ej3kcjlkMlmJEQitQalUQq/XQ6vV8v61pUEI4b1wvLy8eFdIWxGLxfD09OQdQax90Y1GIwwGAzw9PSEWi3mvIlsp7nkYjUawLGvx+bAsC6PRyPtpl9e/lorUAWRnZyM8PJxPC2AwGKDT6dCpUyc+qj2lYqNWq7Fnzx7I5XJBa4Nr0SiVSr72LW9BQUXqALjpl8L9MZPJBB8fH/j7+7vQMoo9kUgkkEql/HPW6/VQq9WQy+WCMQF7DBw5mkonUkrlozyDdqVBRUqh2AjX13SkQAHbV8+UBSpSyjOJXq+HWCyGRqNxmEABWpNSKDbDsiyysrLM+qD2hoqUQnFz6KLvQsTFxSEqKgoqlQpBQUHo3r07rl275mqzKG4KwzDw8/OD0Wh0qFM+dQssxNGjRxEbG4szZ85g//79MBgMaN++PR+Th0IpjEwmc8rqGeoWWIi9e/cK/v7uu+8QFBSEixcv4tVXX7V4jk6nE3j4FE0XT3l24UZdOaGmp6cjIyOjQk7BVJiatChcQtqSHBDi4uLg4+PDb0XTolMqB46sUWlztxhYlsWYMWPQsmVLNGzYsNjjpkyZArVazW/37993opUUd8JRQqXN3WKIjY3FpUuXcOLEiRKPk8vlLgmNSXFPLDV9ywtt7lpg5MiR2L17Nw4fPmxTxHFK5cbeNSqtSQtBCMGoUaOwfft2HDlyBDVr1nS1SZQKSuEatbR1xKVBnRkKERsbiy1btmDnzp1QqVR49OgRgKeLf5VKpdXXcXbaBIp7wgn18ePH5bqOM3x3K0xzd82aNVCr1XjttdcQEhLCbwkJCWW6jkQiQV5enoOspFQkZDJZudcQ0+ZuIeyVocpoNEKr1UIul9ucpIfy7EDDp7ghXFwezrGBjv5SygMVqYPw8PCAXC6HRqOBh4cHxGKxq02iVFCoSB0I19TNzs4uc8Q7CoWDitTBqFQqu8VfpVROqDODE+DCSzqSknJYOmrz8vLCzp07rQrdSQjBtWvX4OnpWeI1GYbB888/j4cPH5Z4rRUrVsDDw8MpuTtdDfXddQIGg8GtEgDZC4PBgOTkZKsn6wMCAuDn51digUUIgVqtRlpaWrGj7SKRCPXq1YOXl9czJcbioCJ1MHq9HllZWS57mSQSCfz9/VG3bl1ERUUhKioKkZGRqFOnDqpWrQpvb28oFApIJBJ+47KBSyQSMAxTrO0GgwHz589H9+7dcfToUWRmZkKn01kskEQiEQICAvD3339j7969GD9+PKKjo+Hn52c2RZGeno53330Xp0+fLrZwa926NXbv3o2YmJgyp7KoaNB5UgfCRZGzlKPUGUilUjRr1gzTp09Hs2bN+OYhy7IwGAzIy8tDRkYG7t27hxs3bsBkMkGhUEChUMBkMiE7OxuXL1/G3bt38fDhQ2RkZECr1fLR27mo/IcOHcLZs2dRvXp1NG7cGB988AEaNWrE54LhRC4SieDv74+2bduidevWKCgowH///YcVK1bg+++/5+PTsiyL27dvo1evXkhMTETDhg3h4eEhKDAkEgmaNm2Kbdu2YcmSJdiwYQM0Go3d5rrdCTpw5CCMRiOys7MhlUrh7e1d7tQPtuDh4YF+/frh1Vdf5QVaGH9/f4SFhaFRo0aCl5s7jhACk8kEo9GI/Px8PH78GGfOnMFPP/2EEydOQK/X8ykV1Go1NBoN/v33X/z8888IDg5G165dMWTIENSuXRtSqZS/LlcLSKVSREZGYsWKFcjNzcXOnTv5+8SyLFJTU9G5c2e8+OKL6Nq1K9q2bYuIiAi+jy+RSBASEoLZs2ejYcOGmDBhAjIyMpx0d50HHThyACKRCGq1mg/z6KqmLsuy0Ol0JT5kbrBGLBbzGycisVgMmUwGDw8PBAQEoF69eujbty+2b9+OZcuWoVGjRnwNx32fyWSCVqvF7du3sWrVKnTs2BFfffUVMjMzi20Ge3h4YO3atRg4cKCgMOESQB07dgxTpkxB27Zt0aVLF+zatQtGoxGEEIhEIiiVSvTu3RvTpk1zygvtbGif1AHI5XKIxWKHhnm0hry8PHz77bdITk4utq9YFkQiEZ9IacCAAdi7dy8WL16MRo0aQalUCn4rIQRGoxEPHjzA9OnT8cEHH+DSpUvF2uDr64svv/wSEydOhLe3t6Bg4zLSZWdn49SpUxgwYABOnz7NN49FIhHkcjn69esHf39/txtMssd9d/QIdqUTKcuy8Pb2dnmpbjKZcPnyZfTu3RtTpkzBiRMn8OTJE2g0GuTl5aGgoAB6vZ6vlcqCRCJBcHAwBg4ciN9++w3Lly9HkyZNzJrVhBDk5+fj4MGD6Nq1K/7991+Lc8YikQgqlQqffvopNmzYgIiICIs+ryzLQq1W4+OPP8bhw4f5kWXu/FGjRsHLy8vl956DZdlyx72iNakD4FIAugNGoxH379/H8uXL0aZNG4SFhSEoKAhVqlRBUFAQQkJCULNmTXTu3BmLFy/Gn3/+CbVabbVwJRIJqlatikGDBuHMmTO4e/cuBg0ahMDAQMFUi8lkwr1799C0aVNERkZiw4YNSE9PN5tjVSqVePfdd3H58mUcP34cgYGBFu/lvXv38NZbb2H48OHIysoCy7JgGAZTpkxBcnIyNmzYUP6bV064hMrlSQEJUJFWGriEt1waxry8POTm5iIrKwupqanYv38/pk2bhjfeeAMdOnRAXFwcLly4gNzcXBgMBphMJn5EtzgkEgkCAwOxfPly7Ny5E6+99hqUSqVZ8t1r165h9OjR6NKlC3bv3m2W0ZtrvkZHRyMpKQl169a1OLeq0+kQHx+PdevW8bWzVCpFREQEPv74YzvdOdsonPG8IixVoyJ1AkUHfsqKyWSCTqdDZmYmLly4gLlz5+KNN97Am2++ifHjx2P9+vX47bffcPHiRdy7d49P7msJpVKJl156CVu3bsWcOXMQFBRk1l/Nz8/H+fPn0adPHwwZMgS5ublm12MYBq1atcL27dvx0ksvWWz+5ufnY8WKFbh16xZ/vj2ya5eHwgINDAy0y1I1Ok/6DBAbGwupVAqj0Yjjx4/j2rVryMvLK1ZIEokEXl5e8PLy4vt5er2erzG5WvfkyZM4ffq0YLRXpVKhZ8+eGDRoEOrUqWNxDphhGPj7+2PUqFFo0aIFxowZgz///FPQH+X6a0lJSahatSqmTZtmNvAjFotRu3ZtxMfHo1+/fjh27Jgg3ychBGlpadi2bRumTJni8m5GUYHKZLIKkZ+U1qROYNGiRYiLi8OCBQuwbds29OrVq9h1rHK5HB07dsSuXbtw5swZnD17Fps3b8YHH3yAsLAwXnSEEH6u1GAwoKCgABqNBikpKVi5ciU6duyI5cuXFzu9AjyNTBATE4Ndu3Zh/PjxUCgUZqOSRqMRa9euxSeffIInT55YrFGrVauGTZs2oVWrVmY1k9FoxK+//uryaBiWBGoPaHP3GYFz5ZPJZKhevTpGjx5tcTpCJBKhWrVqmDNnDl5++WWEhYWhWrVq6Nq1K77++mscPnwYY8eORXBwcIk+tkajESkpKZg5cyY++ugj/P3338U2gRmGQVBQEGbMmIG4uDjUqFFDkMIeAAoKCpCUlISRI0fi8ePHZtcRiUQIDQ3Fxo0bERkZKfiMEIKbN28iJSWlrLfNbjhKoAAV6TOJWCxG1apVoVAoij3Gx8dHIEKGYSCXy1GrVi3MmzcPN27cwOLFi0vsTxFCkJeXh7179+Kll15CkyZNsHHjRuh0Oosik8vl+OSTT3DlyhWcOHECLVu2FLzMOp0O27ZtQ9OmTbF161YzLy2GYVCjRg0cOnQIgYGBggIoOzsbn3/+uUsWMjhSoAAV6TMJIQSpqanIzs42Ewv32U8//VSsqyK3DG3QoEF4/vnnIZFIBEvJJBIJxGKxwDNIp9Ph6tWrGD16NGbMmIG7d+9a7ItxYm3evDni4+PRrl07Qa3KsiwePXqETz75BElJSRZFp1KpMHr0aIEYTCYTDh48aPE3OwpumsqRAgWoSJ9J8vPz8eOPP5pNbXAUFBRg8eLFiI+PR35+fomjtL169UJAQACUSiV8fHzQuHFj9O/fH++++y7Cw8Mhl8t5sbIsC61Wi6VLl6Jjx47YuHEjsrOzLQqNYRiEhYXhq6++Qp06dQSfcYNB48ePR2pqqtn5IpEIw4cPR7NmzQQvqkajwezZs+0S69YaDAYD0tLSHCpQgIr0mYJzn/vxxx8Fq0osHZeZmYnx48dj/vz5yMjIsChUk8nEx44NCQlB165dsWHDBixduhQbN27Evn37MHToUAQEBAiaznq9Hjdu3MDYsWPx4Ycf4vLlyxZFwzAMwsPDMW7cOLO+MyfU4vqo/v7+WLRokaDZy7Isvv76a7z99ttYuHBhme+frcjlcoeucqIifUa4c+cOzp07h7i4OEycOBGZmZklNvsIIcjOzsaCBQvQq1cv3L59G/n5+TAajTAajcjLy8O1a9eQmJjIL8B+8cUXUbt2bXh4eMDDwwN16tTBl19+iZ9++gkvv/yymbN9Xl4efv/9d3Tr1g2JiYkWR1/FYjHat29v8SUnhGDv3r0YNWqU2SJwhmHQrFkzTJs2jY/2ADxtJZw+fRozZ84s5x0tHa7pXlBQUGyrxV7f42jfXTpP6gRiYmKQn5+PgoICq5t6nFPBsWPH0LZtW0RFRaF+/foAgH///Rfnz59HSkoKCCHQarW4ePGi4NrcCpTXXnsNO3bswM6dO7FixQpcunQJJpOJd7K/e/cuRo4cieTkZMydO1ewxhR46lxftWpV3L9/36xpq9PpsHv3bkgkEqxYsUJQc8pkMgwYMAB37tzBmjVrkJ+fDwD8PK+j4VYI6XQ63j/XEXGW6TzpM0JaWhpycnJs6ouZTCbcvXsXSUlJmD17NmbPno2kpCR+8MdkMiEvLw/btm3DiBEjkJWVJTifW/EzYMAAnD9/HsePH0f79u0Fi8yzsrKwZMkSREZGYu3atbh37x60Wi1fqMyaNQutWrUyG3UGngo1MTERL7/8MpKTkwUC9PT0xPz587Fr1y4EBQXZdvNshBOPSqWCt7c3NBqNQ2pU2tylWI3BYMDOnTsxfvz4YqMfSiQSREdHY8uWLZg4cSJ8fX0FTeAbN25g3LhxaNOmDUaOHImdO3fi/v37aNOmDdatW4fvv/8evXv3RlBQkECsLMvizp07vMND0e989dVXMWXKFJctU3OkUKlIKWWioKAAW7ZswaZNm6DVaot1XvDz88OkSZMQFxcncKpgWRYFBQW4ffs2Nm/ejIkTJ2LXrl3w9/dHrVq10LlzZ6xbtw67du1Cq1atBKIzmUw4f/48vv76a7Pvlclk+Oijj1yaLcBRQqUipZQZvV6PcePGYezYsXj48KHFpVhcxIU+ffpgzpw58PPzs7iQ++HDh0hMTOTDoYjFYnh4eCAqKgo//vijmdeUXq/HunXrLM7xcn1bV+IIoVKRUmwiNzcX3333Hbp06YIjR44U68yvVCrRp08fTJ06Fd7e3mafm0wm3L59GwUFBYL9DMMgNDQU48aNE9SOhBA8fvwYV69eNfs+sViMpk2butzJ3t5CpSJ9RvDx8TEbNXU0BoMBf/31F3r06IERI0bgr7/+4kdYC6NUKjF06FCMGzfOoj9wfn4+rl27ZjYiyzAMhg4diqioKMELaTQasWDBArMpHZFIhPbt27tFftjCQi2v4z8VqQNwxeDF/fv38ccff6B3795OTQ7Fsiyys7OxadMmNG/eHNWqVcO3334rCK/JuRlOnToVkydPhkqlMutr9uvXD3fu3LHotBAfH48XXnhBcE5SUhKmTZtmVij07NkTHTt2dIuUk5xQtVptua5DReoA5HJ5udcQlhWVSoV69eph1apVaN68udNrVeCp2DIzMzFq1CgMGzYMjx49EtSOEokEkyZNwtixY82EeuvWLXz++ecWozQEBwfjs88+g4eHB7/fYDDg+++/x/HjxwV9Yl9fXyxbtgwzZsxw4C+1HpVKVe5kXVSkDqDwImpnwjAMfH19sXXrVowePRqhoaGCeLfOIi8vD0lJSejfv7+ZUFUqFSZMmIDJkyfD19eXt81oNGLXrl3YsGGD2aCQRCLBW2+9hY4dOwqastnZ2Zg4cSLvcAH8z9Vw5MiRTvil1lG4cLEFKlIHoNfr8fDhQz6lwqFDh5CcnIzatWs7LHkSh0gkQvXq1TFnzhz8/vvvmDBhAmrWrOmS/uqhQ4cwePBggUsf1/QdPXo0Zs2axYc95Za9LViwACdPnjQbMfby8kJcXBzCw8MF0zlXrlzB3LlzBf0+btnds4JbirRv3744duyY3QxwBVlZWTAajXaJcVNWRCIRFAoF6tWrh5kzZ+LgwYOYNm0aatSo4dSRT4PBgP3792Pw4MGCGpWbnhk0aBDmzZsHf39/AE9Fl56ejgkTJuDhw4dmUfVr1qyJ+fPnC/qbBoMBW7duxeHDh8sdlc9dcUuRqtVqtGvXDnXq1MG8efOcvuJ+1apVqFGjBhQKBWJiYnDu3LkyX4MQgvT0dBiNRrM5QkdgafpDJBJBJpMhPDwcn376Kfbv3482bdo4NSawwWDAvn370L9/f0E6Q87v96OPPsK0adP4wS6TyYR///0XixYtMpuWkUgkePPNN/H+++8L7mdOTg7mzZuH7Oxsp/wmZ+OWwbF37NiBlJQUDB8+HAkJCahRowbefPNNJCUlOXydYEJCAsaNG4cZM2bgjz/+QGRkJDp06IC0tLQyX4sTqslkcnjz6/bt21Cr1cU6FshkMkRERGDbtm1ISEjA66+/DpVK5RSxck3foUOHmg2oKZVKDBgwACEhIfxLp9frsWXLFly8eNHsWkqlEpMnTxasmmFZFv/88w/OnDnj2B/iItyyJgWAKlWqYNy4cfjrr79w9uxZ1K5dGx9//DFCQ0MxduxY3Lhxw24GFmbJkiUYPHgw+vfvj/r162Pt2rXw8PDAt99+a9P1uHwmjo4W8PzzzyM0NBQxMTG4ffs2DAaDxRAmPj4+6NixI3777TfcuXMHGzduRJMmTSCXy/nUh3K5HF5eXvDx8YFCobDLy2AwGPDbb79ZXOeqUqmQmJjIr3DhCrePP/7YbBBJJBIhPDwcffr0EXQjuP7ss5gH1m1FyvHw4UPs378f+/fvh1gsRqdOnfDPP/+gfv36WLp0qb1sBPC0BL948SLatWvH72MYBu3atcPp06ctnsMtUyq8uQJupcoff/yBtm3b4ssvv8T169eRm5trMRq9WCyGv78/PvjgA+zbtw+rV6/GpEmTMGXKFKxcuRI///wz9u3bh5UrV6Jly5YlxkuyFpZlsXjxYqSnp5t9FhkZic6dO/PNXkIIUlJScO3aNYuFzahRowTL1rhgZFSkNn5HWU8wGAzYtm0bunTpgvDwcCQmJmLMmDFITU3Fpk2bcODAAWzduhWzZ8+2m5EA+KZpcHCwYH9wcDAePXpk8Zy4uDj4+PjwW/Xq1QWfi0Qip/RJOQghuHv3LubMmYNXXnkFb775JmbOnInjx49bXAjORZ3v27cvZs6cienTp6N///54/fXXER0djb59+2Lr1q3o3bu3XaIP3Lp1C7/88otZs1yhUGDUqFECX13Os8iSM0Dt2rXRrVs3gag1Go1LUkw6GrcUaUhICAYPHozw8HCcO3cOFy5cwLBhwwS+n23atIGvr6/djLSVKVOmQK1W89v9+/f5z0QiEZ8TxZkvD+e8/uTJE5w8eRLz589Hly5d0LlzZ6SkpJgJhMuWxmX35qLgc5Hgg4ODMXPmTNSqVavchY1Op8Pq1auRmZlpZkO9evXQvXt3vhlLCMGePXssjtwqFAoMHTpUIGq9Xm8WweFZwC1FunTpUqSmpmLVqlVo3LixxWN8fX1x+/bt8tomgBPU48ePBfsfP35c7OoKuVwOb29vwQb8T6ASicQpfdLi4KIj5OTk4Ny5c+jRowfOnDmD/Pz8UnO7cIhEIoSEhKBjx47ldjkkhODq1atISEgwGwRUKBQYP348nnvuOf4F1Gg0mDFjBlJTU82mZF544QXewUEkEsFoNCIxMbHEFBgVEbcU6ccff2yXPlBZkclkaNasGQ4ePMjvY1kWBw8exMsvv1yma/n5+UEikfDTMO4Ay7K4cOECevbsiUmTJuHQoUO4efMm0tLSSn2xJRIJmjZtahe/YJ1Oh4ULF+LGjRsW50InTpzIR3XgpmS++OILM0d1hUKB2NhYvjYlhGD58uXYtWuXxX5vRcUtRepKxo0bh/Xr12PTpk24cuUKhg8fDq1Wi/79+1t9DZlMBrFY7LTQkmXBZDLh0aNHfFS9Vq1aoVWrVpg7dy7u3LlTbIHC1ab2cMzgBoUmTJhgNrcplUrRs2dPxMTE8C+hXq9HQkICDhw4IGj2MgyDhg0bokOHDnzh8ejRIwwdOhRdunQpt53uAhVpEd577z0sWrQI06dPR+PGjfHnn39i7969ZoNJJcEwDLKystxOoBxcnzU3NxdpaWm4ceMG5s6di8jISMybN6/YVRsREREICAiwyyCYyWTCvn370LFjRzNnFV9fX8ydO5dPGUgIgVqtxogRI3Dz5k1B7evh4YGFCxeibt26gnhKtjigOAq6VM0BjBw5Enfv3oVOp8PZs2cRExNTpvN1Oh1atGiBrl27omvXrmjbti2aNGnCv2CO2MoLIQS5ublYvnw5fv75Z4vzk0FBQXjjjTfM8rjYCsuySE5Oxvjx481qcF9fX0GXh4sUf/ToUbNpFn9/f/Tv398t1pEWJScnhy5Vc0cq6qAFF4t36tSp+OWXXyz2ASdNmoTWrVtDKpXyI8DlqVkNBgN27NiBQ4cOoaCggM/g9t9//5mtFTUajTh79qzZSK9YLMZbb70FPz8/m+1wBDk5OdBoNHSpGsW+sCyL1NRUjBw5EnFxccjNzeVHgRmGQUREBDZt2oRPP/0UXbp0QUxMDGrVqmUxFKe16HQ69O3bF0uWLMHff/+N8+fPY9OmTWaFBMuyFnPMcP3lBg0a2Py77Q0nUG9v73IvVaPBsSlmsCyLtLQ0LFq0CBkZGZgwYQKqV6/Oz6FWrVoV06dPh9FohMFgQF5eHq5cuYIlS5bgwIEDZo7x1vD48WPExcVh+/bt8Pf3x5UrVywOYj158sRiX18mk6FFixY4dOiQTb/ZnhQWqEqlskuf1NHQmrQCQghBQUEBvvnmG/Tt2xfXrl2DyWTiS3CpVAqlUglvb29UrVoVrVu3xjfffIN33nnHphKei5J/5coVXL9+HQaDwezl5PygLb30DMOgSZMmLou7y1FUoPaANncpJaLX63Hy5El07twZf/75Z7G+sQzzNFHw0qVLy7XiRyaToU2bNpg8eTLeeecds8GgjIwM/P3332bncR5LrhSpIwQKUJE+M8hkMkgkEoc0jbicpvPnzy91AYGXl5fNImUYBk2bNsWUKVMwaNAgrFq1CjExMQKh6vV6i01akUgEb29vl4nUUQIFqEifGT7//HMMGzYM7dq1Q0hICDw9PXnhisVi3h/XVoxGI/bv34+kpKRS+5y2jm7L5XIMGTIENWvWhKenJ/z9/bFhwwZERETwtrMsi0OHDlms0QvnSnUGnA2OFCjgHJHSgSMn8Omnn4JlWT6x7b1793Dz5k08ePAAGRkZyMjIwL179/D3339Dq9XatKQrJycHs2bNgp+fH95++22LL4nBYLDZicPLywtNmjThR4lFIhFq166NuXPnYuDAgcjNzQUhBLdv34ZerzdzHeWmhJyFXq+HXq+HwWBwmEAB5wwcUZE6Ac7BQC6Xw9PTEzVr1sSrr77KT59w600TEhKwbNky3Lp1q8w+xdz0TGxsLF544QXUrVvXrM+Yl5dns6+yQqEQ5BoFnvoMd+jQAVFRUTh27BhMJhNyc3ORkZGBsLAwwfnOnp8mhECv18PDw8OhcX7p6O4zCDcCyzAMJBIJpFIpFAoF75mzevVqPP/88zbNa3LTMx999BEuX74sqJEJIdDpdDaLRafTWUwC5eXlhREjRkChUPCrXS5evGjWGrB2VY+90el0Dg3fSvuklQyFQoE2bdpgx44daNmypU0ufoQQ/P3333j77bfNos57eXnZ7NSQmZmJH374way5zDAM2rdvj4YNG/KrXdauXevyBd5SqRRBQUGQSqVIT093mFCpSCshDMOgRo0amDp1KmrUqGGTqAghePTokaBGE4lEUKlUNrvnGY1GbNmyBffu3TOrERUKBRo3bgyGeRqj97///jPzieVcFZ0Ft441ICDAoUKlIq2kSCQStGrVCpMnT0b16tVtGnAxGAy4fPmyQFBSqRSdOnWyydmdEIJ79+7x7oiFYRgG1apV4//Ozs6GWq0WHMMFU3M2DMM4VKhUpJUULkB1z549+US/Za1RuczdhQeKGIbB2LFjERwcbLPwExMT8f333wumeoxGIzIyMvgCQafTQa1WCwoIiUTikmABgGOFSkVaieFSPnTv3h0zZ85EjRo1ylQTEUJw6dIlsxqtTp066Nu3r81L2nJzczFjxgxs3ryZn+a4e/cuPz/KhYSxVNt6eXnZ9J32wFFCdcvg2BTnwaWkGDBgAFauXGlxWqU4uDnLAwcOCGpTmUyGgQMHIiwszGY/3szMTIwfPx4LFizA+vXrMWrUKFy9epXv/7IsayZSrtBxpWugI4RKnRkoAJ5GOGjfvj3q1q2L999/H+fPn7cqt0pOTg4fYqZfv358Yqjw8HCsWLEC77//vk3ZrrloDNOnTxfs4zAajbh16xZYlhU4P5R37aY94ISakZGB9PT0ctfudJ6UwsMwDEJDQ/HOO++Uqamam5uLuXPnCkKbiMVitGrVShCryBaKiz7BsiwuXbpkMTypO1C4Ri3aHbDlWrRPamdkMlmFjaQukUgQHR1dpkDYhBA8fPgQ3377rWCOk8tF6ghvHJZlcfbsWcHgEcuyTs8JWxKcUMsbYZGK1AEwDAONRlMhhSoSiVClSpUyD/qYTCbs3btX0E9kGAYtWrRAy5Yt7RIKtDDcXOmRI0dgMBjAsix0Op1gBNgdYBhGENTd1mtQkdoZnU4Hk8mEjIyMCidUbmqmrCLlwnQ+ePBAsN/T0xOjR492SF9Rq9Vizpw5OHnyJFJTU3Hu3Dm3jLdbXjHRgSMHQAiBj48P7whe3pLU2SiVSpvmG/Py8nDixAm8+OKL/D6GYRAdHY3GjRvjxIkTZSq0GIaBWCzmg2QX9c3lMn33798ftWrVQmpqqk2hW9wdOnDkILhESAaDwaVpJmxBpVKhdu3aZR6EMRgMWLhwoZnvra+vL1avXo3nnnvOqutIpVJER0cjPj4e9+7dw40bN/D999+jTp06Zi+s0Wjk51CvXr1aoe6ztdDmrgORyWQIDAyE0Wh0+IBGZmam3XKgSKVSREZGlrkfyUVwePDggVn6iDp16mDSpEmlXlMsFiMmJgbx8fF49913UbVqVVSvXh1vv/02Ro8e7TKPIldCRepgZDIZ/Pz8HF7Cd+vWDWvWrCn3cD/w9KVo3ry5TR5DBoMBS5cuNVuhIpPJ8OGHHwqSMVlCpVJh9uzZCA8PF8x/KhQKvPrqq+UOj1kRoSJ1As5YnXHq1ClMnToV06dPL/dgFcMwqF27tk2CIIQgISHBLB0E8D8BFje5z9W4xSWG8vT0dMso9Y6GitQJaLVaq7x3ygPLssjLy0N8fLxZ5Hdb8PPzs9lTJisrC3v27LHoaNChQwfUq1fP4gsmEokQGRkJpVJp8br2SqlR0aC+uw4mJycHubm5dsufUhp5eXnlDsYMPK39bc3szbIs7ty5Y7FG9/DwKHZpnEgkgr+/f7E1hKsiL7gaOgXjQLgocuWJVmAt9nx5RSIRnnvuOVy/fr3U4yxhMpmwZs0arFmzxsw+T09PJCYm2mRTnTp1zBI8VwacMQVTKUWal5cHnU4Hb29vyOXyZ3L+juIcqEgdgEQigVarhb+/P1QqlVv5k1IqHlSkDkAikcDT09OhYR4pFQdbQ5xyUJE6AKPRWCnn8yjm6PV6uyxVczSVUqQUil6vR3p6ul2WqjmaSidSCoUTKJcisjxQkVIodqawQAMCAso9sk9Xwfw/d+7cwcCBA1GzZk0olUrUqlULM2bMoCOzlDJRVKD2EBh1Zvh/uEh0X3/9NWrXro1Lly5h8ODB0Gq1WLRokavNo1QAHCFQgDZ3eTp27IiOHTvyf0dERODatWtYs2ZNiSLV6XSCFR+lJdmlPJs4SqAAbe6WiFqthr+/f4nHxMXFwcfHh9+qV6/uJOsoroZzdXSkQAHqYF8sN2/exIoVKzB06NASj5syZQrUajW/3b9/30kWUlwNF13fkQIFKsFStcmTJ5dYEolEIly9elVwTkpKCjp27IiePXti8ODBJV5fLpfD29tbsFEqByzLIisrCxKJxGECBSrBwNH48ePRr1+/Eo+JiIjg/5+amoo2bdqgRYsWWLdunYOto1BK55kfOKpSpQqqVKli1bEpKSlo06YNmjVrho0bNzrl5lAqLgzDwM/PDxqNBhkZGQ5t7jqaCjG6m5KSgtdeew3h4eFYtGgRnjx5wn9WtWpVF1pGcVdkMhkfbC49Pd1hQqUi/X/279+Pmzdv4ubNm4JktYB9F1RTnh240VVHC5VOwfw//fr1EyQHKi5REIViCU6oBoPB7pkLnvnRXQrFWThKqFSkFIodcYRQqUgpFDtjb6E+8/OkroBhGEFqCYPBAKPRaJfo8u6En5+f1cdmZmY60BLno1arYTQazfLeFMbHxwdZWVlm0fzLCh3ddQB+fn7IyMjgby4XL3bPnj0WI7BzyW9FIhGfzt5WbL0WIYTPJSOTyax6MXr16lXsZ9w1dDodCCFWh/HkXnypVFruaPW2Xsuae2g0GpGdnQ2RSFTivWJZtkQhW4MzspdXOpGKxWKYTCbBi0EIgVwuNwuSbTAYoNFoIJFI4OfnZ5cHIpVKkZWVBZPJZNU1CSHIysqC0WiEn5+f1YG8S4qUX1BQAD8/P3h6eiIrK8uqREtarRZarRZeXl52y2eq1WqRm5tr9TWtfR4GgwEMw5QqUoZh7NLcdTSVTqSEEL4ElcvlAJ6WqEWjwnNBquRyuV3n1mQyGaRSKdLT06HRaEq8NsuyfL8pKCioTFHrS6sh0tLSEBgYCF9fX96u4sjJyUFeXh58fX3tGmVRJpNBIpHwwivp2mV9HpxASzuuIsQ4qnQDRyzL8v3S4vojjl49Yc3gBSdQg8GAwMBAm9NKFAchBOnp6TAajUhPTy82ygUX6d/b29shYVBVKhW8vb2h0WiQk5Nj8RhnrGaxFTq66yAkEgkkEonF3KTOeiFKEqqjBcrBCZWr2YveC0cLlKMkobqzQAE6umt3OA8lrjZlGAYmkwmEEOh0OhQUFECtVkMsFkOpVDol/YSXlxfUajUePXrEL6XTaDQwmUzw8fGB0Wi0KQxpWZJQKZVKGAwGPH78GD4+PpBIJMjLy4NWq4WnpyfEYrFdEk2VhFgshlwuR2ZmJnQ6HTw8PPhR97I+D5PJxA8IlpYxjyscbfVec0ahISKVyLfuwYMHNDoDxSL379838wt3FyqVSFmWRWpqKlQqlc0jtRqNBtWrV8f9+/cr3CLyimq7I+0mhCAnJwehoaFu15TmqFTNXYZh7FZaVuRIDxXVdkfZ7ePjY/dr2hP3LDooFAoPFSmF4uZQkZYRuVyOGTNm8I4QFYmKantFtdteVKqBIwqlIkJrUgrFzaEipVDcHCpSCsXNoSKlUNwcKlIbqWg5U1etWoUaNWpAoVAgJiYG586dc7VJpRIXF4eoqCioVCoEBQWhe/fuuHbtmqvNcjpUpDZSOGfq5cuXsXTpUqxduxZTp051tWlmJCQkYNy4cZgxYwb++OMPREZGokOHDkhLS3O1aSVy9OhRxMbG4syZM9i/fz8MBgPat28PrVbratOcC6HYjQULFpCaNWu62gwzoqOjSWxsLP+3yWQioaGhJC4uzoVWlZ20tDQCgBw9etTVpjgVWpPaEWtypjobvV6Pixcvol27dvw+hmHQrl07nD592oWWlR0uWJy73WNHQ0VqJ6zNmeps0tPTYTKZEBwcLNgfHByMR48euciqssOyLMaMGYOWLVuiYcOGrjbHqVCRFsHROVMpthEbG4tLly7hp59+crUpTqdSLVWzhmctZ2pgYCDEYjEeP34s2P/48eMKk5Fu5MiR2L17N44dO+a2C7Mdiqs7xRWZBw8ekDp16pDevXsTo9HoanOKJTo6mowcOZL/22QykbCwMLcfOGJZlsTGxpLQ0FBy/fp1V5vjMmhNaiMVKWfquHHj0LdvXzRv3hzR0dFYtmwZtFot+vfv72rTSiQ2NhZbtmzBzp07oVKp+D60j48PlEqli61zIq4uJSoqGzduJAAsbu7IihUryHPPPUdkMhmJjo4mZ86ccbVJpVLc/d24caOrTXMqdKkaheLm0NFdCsXNoSKlUNwcKlIKxc2hIqVQ3BwqUgrFzaEipVDcHCpSCsXNoSKlUNwcKlIKxc2hIqVQ3BwqUgrFzaEirUQ8efIEVatWxbx58/h9p06dgkwmw8GDB11oGaUkqIN9JWPPnj3o3r07Tp06hRdeeAGNGzdGt27dsGTJElebRikGKtJKSGxsLA4cOIDmzZvjn3/+wfnz5yttxrKKABVpJSQ/Px8NGzbE/fv3cfHiRTRq1MjVJlFKgPZJKyH//fcfUlNTwbIs7ty542pzKKVAa9JKhl6vR3R0NBo3bowXXngBy5Ytwz///IOgoCBXm0YpBirSSsbEiRORlJSEv/76C15eXmjdujV8fHywe/duV5tGKQba3K1EHDlyBMuWLcMPP/wAb29vMAyDH374AcePH8eaNWtcbR6lGGhNSqG4ObQmpVDcHCpSCsXNoSKlUNwcKlIKxc2hIqVQ3BwqUgrFzaEipVDcHCpSCsXNoSKlUNwcKlIKxc2hIqVQ3Jz/A1P9oD5FqurDAAAAAElFTkSuQmCC", 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", + "image/png": 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lUpVKBalUCi8vL6HUNJvNMJvNqFq1KhiGgVKphJeXl1Pt4jgOWq1WcD+TyWRQq9VOL9lzc3MFV0WWZeHj4yMUaM7CZDJBo9EI7pGleR5msxnp6ek2iZQ/j0qlKrmxgFOeUYUSKf/QWJaFTCYD8Lf/qV6vh0QiAcuy8Pf3d0mzRyaTCZEGAgICrM5DdDQeHh5Cbe7h4QG1Wu10GwDAaDQKU79K8zwMBgNYlhW24s4FlG7eLuAckbpnI9yJGAwGEEKgUCjAMAwyMjLKPMWqNDZkZGRAJpNBJpMhIyPDqU1d4O8aJSMjAwzDwMPDA3l5ecjOznaqDcDfE8fz8vLg4eHhsudREhiGKXSzFxVapHq9HmazGSzLwtfXF4GBgTAajU59MQwGA9LT0yGTyRAYGIjAwEChVnWWUHmBGo1GBAYGIiAgAGq1Glqt1qlCzc7OhlarhVqtRkBAgEueR0nJX2MX3Ox2DrvlVM7Q6/UwmUyQSCRCv0sulzv1xcgv0ICAAOHhBgQEOE2oBQXKB4BTqVROFWp+gfL9Q2c/j9JAReog+NFCqVQqikoIOO/FsCZQHmcJtTCB8jhLqNYEyuPuQqUidQD8JxepVFro4IyjX4yiBJrfTkcKtTiB8jhaqEUJlMedhUpF6gD4b6PFjZ466sWwRaA8jhKqrQLlcZRQbREoj6OeR1nzoSJ1AIQQm7/92fvFKIlAeewt1JIKlMfeQi2JQHns/Tzs4bRCReoASvpg7fVilEagPPYSamkFymMvoZZGoDz2eh4mk8kuLRNniLRCOTPwEEKEh8txHAghomBT1vDx8UFmZiZSU1NL5HIG/P3BPDMzE1KpFGq1utSlt1qtFtnAO2TYAiEEmZmZMJlM8PPzA4BSvaQKhQJeXl7IysqCyWSCUqks0fE6nQ45OTnw9vaGQqEotVCKeh5Go1H0jAtiNpthMBjAMEyZPaqox5ED4P0pC4qU/2ZaFN7e3jAYDNBqtZDL5Ta7nRkMBigUCsjl8iIjENqCp6cnDAYDdDqd4F9bHIQQwQvH29tbcIUsLRKJBEqlUnAEsfVFN5lMMBqNUCqVkEgkgldRaSnseZhMJnAcZ/X5cBwHk8kk+GmX1b+WitQBZGVlITw8XFgWwGg0Qq/Xo2vXrkJUe0r5RqPR4NChQ1AoFKLWBt+i8fT0FGrfshYUVKQOgP/8kr8/Zjab4ePjA39/fxdaRrEnUqkUMplMeM4GgwEajQYKhUI0JmCPgSNHU+FESql4lGXQrjioSCmUUsL3NR0pUKD0s2dKAhUp5bXEYDBAIpFAq9U6TKAArUkplFLDcRwyMzMt+qD2hoqUQnFz6KTvfMyZMwfNmjWDSqVCcHAwevXqhbt377raLIqbwrIs/Pz8YDKZHOqUT90C83H69GmMHj0aFy5cwLFjx2A0GtGxY0chJg+Fkh+5XO6U2TPULTAfhw8fFv29ceNGBAcH48qVK3j33XetHqPX60UePgWXi6e8vvCjrrxQ09PTkZGRUS4/wZSbmrQg/IK0RTkgzJkzBz4+PsJWcFl0SsXAkTUqbe4WAsdxiIuLwzvvvIP69esXmm7SpEnQaDTC9uzZMydaSXEnHCVU2twthNGjR+PWrVs4e/ZskekUCoVLQmNS3BNrTd+yQpu7VhgzZgwOHjyIkydPliriOKViY+8aldak+SCEYOzYsdizZw9OnTqF6tWru9okSjklf41a3Dzi4qDODPkYPXo0tm7din379kGlUuHFixcA/p786+npaXM+zl42geKe8EJNSUkpUz7O8N0tN83dlStXQqPRoF27dggNDRW2HTt2lCgfqVSK3NxcB1lJKU/I5fIyzyGmzd182GuFKpPJBJ1OB4VCUepFeiivDzR8ihvCx+XhHRvo6C+lLFCROggvLy8oFApotVp4eXlBIpG42iRKOYWK1IHwTd2srKwSR7yjUHioSB2MSqWyW/xVSsWEOjM4AT68pCMpag1LR21yuRyzZs2y+TtgWloaVCpVsfn6+Pjg8uXLRQ7kGQwGTJo0CTKZzOFrd7oa6rvrBIxGo1stAGQvzGYzLl26BJ1OZ9PIuFKpRHBwcLEFlsFgwJ07d4q8ZxKJBA0bNqwQg3L0E4yDMRgMQogNZyOTyeDn54eQkBDIZDLo9XpoNBro9XoYDAYYDAYhyDMvsoI1UP7fCsJxHA4ePIiGDRvik08+Qa9evVC1alWo1WpIpVKLvLy8vHD9+nXcvHkTP/30E06cOIF79+5Bo9GIAmnn5eUhNjYWaWlp+Pzzz61+wpBIJOjbty88PDwwatQopKam2u0TmrtB+6QOhI8iZ22NUkcjl8vRo0cPTJs2DeHh4ZBKpeA4ThCoTqdDRkYGnj59ikePHiExMREKhQL+/v7w9fUFwzDIysrC5cuX8fDhQyQnJ0Or1Vq0CjiOQ2JiImbNmoWFCxfC398f0dHR6NWrF95++234+fmJak5vb2+0bNkSzZs3R0JCAp49e4bly5djxYoVovi0OTk5SEhIgNFoxMCBA1GpUiXIZDLRCyuTydC9e3cEBwdj2LBhePjw4WvZYnGGSBnyuhZxVtBqtfjyyy8RFRWFnJwcyGQyqNVq6PV69OvXz2HBsQvWWmFhYdi3bx+ioqIKbV7yj4UQUmhNyq9pkpWVhStXruC7777D6dOnhbm21mBZFjKZDNWqVUNcXBw++ugjqNXqQl82g8GAoUOHYvfu3RYDbHxroGnTpujfvz+io6MRHBwsihrPcRzu3buHDz74AP/9738trs8RvHz5Ejt37oSHh0exBXBubi4+++wzaDQaqNXqEp+re/fuhf528ODBEudnjQrXJ2UYBhqNRgjz6IpBDJZloVKpiiyF+QEWlmUhkUggkUgs+jwymQxKpRKVK1dGjx49sH37duzfvx9BQUGF5s3X2A8ePEB8fDy6d++OGzduFBrJXS6XY9WqVRg0aJDFC280GpGamoqff/4ZMTExaNGiBebOnSsarGJZFm+88Qa2bdvm9BaLM6ADRw5AoVBAIpE4NMxjcaSnp2Pfvn1lXrwpPwzDwNPTE61bt8YPP/yAJk2aQKFQFFoI8YtUnT9/Hp06dcJ3331X6CJOarUaixcvxqeffiqsoVMwL6PRiKSkJHz99dfYvn27qNZlWRaRkZHo0qWLzQtdOYuyNsGLGgm3FxVOpBzHFdm8cwZ6vR5z587FokWLkJycjLy8PBiNRhgMBuTl5UGn0yE7Oxs6nQ56vb5ELxLLsmjdujV27dqF8ePHo2rVqkUKg+M4pKamIi4uDtu3by90NFitVmPBggWYPXt2kS0Qg8GAMWPGYP369aJCSCKRYPXq1YiJiUFERITN1+NIOI4rc9wrWpM6AH4JQFdCCMHLly8xefJkREREICgoCEFBQfD394efnx/8/PwQEBAAf39/+Pv7o06dOvjkk09w7NgxYQ5kUX06qVSKqlWr4uuvv8bdu3fx6NEjbNmyBR07diy0ds3Ly8PHH3+MsLAwDB06FHfu3LH4xurl5YW4uDg8e/YMu3btglKptJqXVqvFmDFjEB0djZSUFMHWkJAQLF261C1CsfILKpdlCUiAivS1oeDIJw/fTMzJyYFGo4FOpxNqVb5mzc3NxcOHD/Gf//wHPXv2RNOmTRETE4ODBw8iPT0dubm5MBgMwjH5R3hZloWHhwfCwsIwYMAA7NmzBytXrkT9+vWt9g8JIdBqtdiyZQveffddfPnll3j27JmoQOCb1T179sSGDRsQFhZm9drMZjMuXLiA8ePHi6YGMgxTosWPHUH+Fc/Lw1Q1KlIn8O9//xsdOnQo1egh8Ld4zGYzXr16hadPn2LTpk3o168foqKi0LZtW/Ts2RMfffQRYmJiMHXqVFy/fh06nU4QKz8A5eXlhcGDB+PEiROYOXMmQkNDCxVYWloali1bhnfffRdPnjyxaHJLJBL06dMHP//8MyIjI63mYzKZsHfvXpw7d85tPr/kF2hgYKBdpqpRkb4GTJo0Cbt378b69eutDrwUhK9tPD09oVAowLKs0Kzkl5nX6/VITEzElStXcOTIEezevRubNm3CvHnz0LFjR0yYMAHPnz+3Kq6goCDExcXhyJEjiI6OhoeHh9Vmq8lkwpMnT9CpUyecP3/eYgRYIpEgMjISBw4cQNOmTa1+TsrNzcWSJUvcwj+6oEDtMdpMRfqaIJVKoVar0bNnT/Tp06fI0ptlWdSoUQNz5szB4cOHsWfPHnzwwQeCw0BBMfHfUXnxms1mpKenY926dXj//ffxxx9/WP28IpPJUL9+ffzwww9YsGABKleubFWohBDcv38fH3zwAQ4dOmTRT2VZFtWqVcOuXbvQuHFji5eTEILff/8dqampJblldscRAgWoSF87pFIpZsyYUagggP+Noo4ZMwZt2rRB586dsXnzZly6dAlz585F9erVbWqimUwm/PHHH+jWrRs2bdpkddSWd5gfMWIETp48icjIyEL7qqmpqRg2bBh27txpUSsyDIMqVapg+/btqFGjhsXxGo2m2PCrjsRRAgWoSF9LqlWrht69exf6EOVyOerUqSN8NuFntFSpUgXjxo3DnTt38Ouvv6JmzZrFnovjOLx48QKffvopKleujNjYWKtilUqlqFWrFv744w88efIE//rXv+Dn5ycqSPgR6cGDB6Ndu3Z48uSJKA+GYVCrVi1cvHjRYn6uwWBAQkJCoQ4TjsSRAgWoSF9LzGZzkW57WVlZ2LFjR6F9OJlMhqZNm2LmzJk2vwiEEGg0GqxduxZ9+vTB5cuXodfrLcQqkUhQqVIlTJ06FVu3bkWlSpWsuiJeunQJ/fv3t+qM4efnhz59+lj0TxMTE/HgwQOnDSCZTCYQQhwqUICK9LWD79+dOnWq0JfVYDBgyZIl2Lx5M/Ly8qymkUgkaNy4sYUQZDIZQkNDUaNGDSiVSosXxWw24/jx4+jUqRPi4uKQmJho9TuhXC5HdHQ0vvnmG6tRK8xmM65cuYINGzZYbfrOnDkTVatWFQncZDLh448/xq1bt5wSrZF3WXSkQAEq0teGvLw85OTk4OHDhxg6dCiePn1apDOCRqNBXFwc/t//+39ISkqySGsymfDo0SPRfqlUiqZNm2LXrl04d+4cdu3ahebNm1u8nBzHISsrC2vXrkW7du2wd+9evHr1ysIGqVSKzp07IyoqyqqNZrMZEydOxLZt2yyEWrlyZSxcuNBC4FevXkXHjh3xwQcfFHrt9kahUDjUZ5iK9DVh4MCBiI6ORuvWrfHHH3/Y5OWSk5OD1atX491338WxY8fw4sULaLVapKWl4eTJk5g8ebIoH5lMhkGDBqFJkyaoVKkSOnbsiEOHDmHKlClWHe7NZjMeP36MIUOGYNy4cVZHXz08PNCqVatCbdRoNBg3bhz2798vGvWVSCTo2rUrRo8eLZqry3EcUlJScOTIkWKvv6wwDAOFQoG8vDxkZ2c79DyO9t2tsPNJncmBAwdEU85sxWQy4fHjx+jVqxf8/Pzg6+uLvLw8pKWlWQwAcRwnzJYB/rfS9ZdffomePXti+vTpOHr0KLKzs0XT4HQ6Hb777jtcvnwZx44dg6+vL1iWFRzw9Xo9GIYp1PasrCyMGjUKarUa7733nnB+Dw8PJCQkID09HZs2bRLVts6YHSmXy+Hl5QW9Xi/45zoizrIzXExpTeoEioqgUByEELx69QrJycn473//i0ePHiE7O9uiT6vX6zF9+nTcunVLtD//99AXL15g+vTpCA4OFr1cJpMJV69eRZUqVdCsWTNMmjQJCxcuxMiRI7F3715hmlxh31HT09Px/vvvY+7cuSIxqlQqrF69GseOHUNQUFCprr+08NenUqmgVquh1WodUqM6o7lLa9LXiJSUFAwePBgXL160WB+H97mdOHEievTogREjRuDq1auizyKvXr3CtWvXcP36dZEwvb29oVQqIZVKkZ2djezsbAunBr1ej4ULF6JDhw5o2bKlsF8ikaBVq1aYM2cOYmJiXBJGha9BHVGj0pqUUiI4jsPt27eRkJCArKwsq4KQyWRo2LAh9u7diy5dulg4u/N+wvy0OYPBgHr16uHbb7/FiRMncPr0aUyaNAmBgYEWeWdlZeGrr76yqOWlUin69evn0sBkjqpR6cARpcRwHIdly5ahb9++uH//vlUHApZlUalSJXz33Xfo3r17kbNSOI5D27Zt0alTJ9SoUQORkZFISEjAtm3bLI7jOA6XL1+2KgJvb2+EhoaW/QLLgCOESkVKKRVGoxEnT55Ehw4dsHr1aqSnpwsf93kYhkFgYCBWrVqFzp07F+pqSAiBn5+fMA+V94Bq164dGjVqZNFPzcvLw8GDBy1qU5Zl0bx5c5dHZbC3UKlIXxOcEYC7IBzHISkpCfHx8WjdujXmzp2Lu3fvimpWhmEQFBSEtWvXolOnToUK6MqVKxafjaRSKRYsWGDRvyOEYObMmUhPT7fIp1u3bi6fSwqIhVpWxwoqUgfgipL8xYsXuHbtGjp27Oj08xsMBty9exeTJ09GZGQkGjZsiIMHDwoufQzDICQkBD/++CO6dOlitUbdv38/du/ebSHU1q1bY9GiRRZ9zbt376Jbt27IyMgQ7e/duzc+/PBD+Pr62vciSwEvVJ1OV6Z8qEgdgEKhcLqjt7e3N+rXr49t27ahbt26LlttnOM43LlzBx9//DE2btwocjuUy+VYv349OnbsaGFfXl4eEhIS8OTJE1GTmZ/4XbDZSwjB9evXMW/ePJF/r1KpxMKFC7F+/XoHXqXtqFSqMi/WRUXqADiOg0ajcfokZIZh4O/vj6NHjyI2NtamJR0cASEEWVlZ+PLLLy1c+oKDg7F+/Xp07txZ1CwlhODZs2cYO3asRT/Ox8cHs2fPtmj2Go1GrFq1Cr/88otQA/P34P3333fgFZYMLy+vMh1PReoADAYDnj9/jhs3buDw4cP45ZdfcO3aNdSqVcthiyflp3Llypg/fz7Onj2LcePGISwszCU1q1arxfjx47Fnzx5BqAzDIDg4GOvWrUPXrl1FQjWbzThx4gRWrlxpEVf3nXfewaBBgyyuIzs7G59//rnI/5hhmNdqPVi3FOmQIUNw5swZuxngCjIzM2EymewS46ak8KOjtWrVwuzZs3Hu3DmMGTMGQUFBTu+v8i59u3btEvVRg4ODsXbtWnTv3l10f/R6PebPn4/r16+Lmr0KhQIJCQmoU6eORbP38ePHmDp1ql1jDLsTbilSjUaD6Oho1K5dG7Nnz0ZSUpLdjLGF5cuXIyIiAh4eHmjRogUuXbpU4jx4VzaTyWQxudkRWJuWxscxioiIwNy5c3H69Gk0bNiw0HhDjoBv+sbGxuL7778XBS7jP8+0a9dOdExmZibi4+NF8WoZhkGlSpUwb948eHt7i9KbzWbs2bMHN2/edPj1uAK3DI69d+9eJCUlYdSoUdixYwciIiLQpUsX7Nq1y+a1MEvLjh07EB8fj6lTp+Lq1ato1KgROnXqVKr4ObxQzWazwz1h9u/fj8ePHxfaD5bL5ahbty5OnTqFTZs2oWnTpk4TKz8hfMKECaIYufk/zxScyXLp0iXs2rVLlA/LsmjXrh26detmcY7s7GwsXbr0tVxZzS1rUgAICgpCfHw8rl+/josXL6JWrVpCYOVx48bh/v37djMwP4sWLUJMTAyGDRuGevXqYdWqVfDy8ir1aCEhBJmZmQ5/efr06YPatWsjIiICV69etRoVgWEY+Pr6om/fvrhw4QKSkpKwZMkSVK9eXfCjlUgkwupqERERCA4OttuyDVqtFu+9956owGMYBuHh4UhISBD1T/V6PcaNG2fx+cLLywvLli2zKPQ4jsOBAwdcEj7F0bitSHmeP3+OY8eO4dixY8Icwps3b6JevXpYvHixvWwE8PeAz5UrVxAdHS3sY1kW0dHROH/+vNVj+GlK+TdXwPvDPn/+HO+99x6GDRuGX3/9FS9fvrQajZ5lWfj7+yM2Nhbnzp3D9OnT8dlnn2HixIn44YcfcOnSJfz++++4dOkS5s+fj5CQELsI9eHDh9i/f7/oeyjDMBg+fLhFpIWcnBwcP37coinv6+trkRb4O7Tn69gvdUuRGo1G7N69G927d0d4eDh27tyJuLg4JCcn4/vvv8fx48fxww8/YMaMGXYzEoDQNA0JCRHtDwkJwYsXL6weM2fOHPj4+Ahb1apVRb8zDOOUPml++BhGnTt3RpMmTTBkyBAcOnTIatwjqVSK0NBQTJw4EcuWLcP06dPRo0cP1KxZEwEBAQgPD0dsbCy2b99u1eG9pBiNRqxfv94iUkNgYCC++OIL0SASIQT//ve/LRwWJBIJevfubTGCazKZ8PLlyzLb6G64pUhDQ0MRExOD8PBwoUQfOXKkKDp7+/bt3cKrZNKkSdBoNML27Nkz4Td+cEQikTi9hOc4Dq9evcJff/2FHTt2oG/fvujcuTM0Go3VprdEIoFMJoNEIrEoUKRSKVq1aoW4uLgyu9wRQnD79m38+eefFk4LH330EWrXri06/507d7Bo0SKLvvaAAQOsugteu3bNbSLZ2wu3FOnixYuRnJyM5cuXo3HjxlbT+Pr64vHjx2W1TQQvqJSUFNH+lJQUVKpUyeoxCoUCarVatAH/E6hUKnVKn7QoOI5DXl4eLl26hM8++wzJycklXkRIJpPhn//8p10WQdbpdFi8eLFFweXv749Zs2aJPv7zDgunT58W2Vy7dm00adJE9KISQrBy5UpRZIjXAbcU6ccff2zTUgn2Ri6Xo0mTJjhx4oSwj+M4nDhxAm+//XaJ8vLz84NUKhU+w7gDHMdh79696Nq1KzZv3ox79+4hJSVF+KZb3IsdFBSEN954o8xNd47j8NNPP+HChQuiWo9lWXTq1MmiKavRaDBq1Cg8evRISO/l5YVRo0ZZuNydOXMGs2bNctjAoitwS5G6kvj4eKxduxbff/89/vzzT4waNQo6nQ7Dhg2zOQ+5XA6JRCIsIehOmEwm3Lx5EyNGjEDLli0RFRWFFi1aYNGiRXj58mWRQpXL5WjUqJFdXg7eUyg1NVV0Tg8PD8yYMUM0L5QQgr/++gtjx45FZmamEGupXbt2iI6OFvVjX716hW+//RYdOnQos43uAhVpAQYMGIAFCxZgypQpaNy4Mf744w8cPnzYYjCpKFiWRWZmptsJlIcPAJaZmYnnz5/j/v37mDhxIiIjIy1qt/xIJBIMGDCg1Cu3FbTh1q1baN68OW7fvi3sZxgGVatWtej/8vF8J0yYgLy8PGFAbv369ejXr5+F15KzHWCKgk5VcwBjxozBkydPoNfrcfHiRbRo0aJEx+v1erRq1Qo9evRAjx490KFDB0RFReHBgweixY/suZUVQgjS0tIwZswYi9qNh2EYNGjQAD169LCLbywhBElJSfjoo4+Qm5srXIvZbAbHcVYj2585c0ZwwOfXmZkxY4bVTzLuAL+aelmgInUA5XXQguM43LhxA1988QXS0tKs1qgqlQpz585Fjx49UK1aNahUKqsrsZXknLdv38b48ePx8OFDZGRk4Nq1a9i5c6fVvnxmZiZycnKEvxmGQUREhF1Gnu1NdnY2tFptuZiqRqMFliNMJhP27NmDpKQkfP3112jdujWkUqkgQpZlERISgi1btkCr1SIlJQXXrl3Dtm3b8Ntvv1ldrKk4OI7DunXrsH//foSGhiIjIwPJyclWCwl+dfL8SKVS9O3bF/PmzXObZi4vULVaXeZWhzNaCBWuJi3vGI1GnD9/Hj179sTMmTORkpIiEgzDMPDy8kKlSpXQsGFDDB48GHv27MGWLVsQFhZWqnOaTCYkJyfj6tWrePLkSaE+yBzHWe3rBwYGisJ8upL8ArVHaE/a3KVYheM4ZGdnY86cOejVqxceP35caD+VZVl4eXmhW7duWLduXZlenuL62Gaz2WpwL6lUin/84x+lPq+9sLdAASrS14YhQ4agTZs2FpHjy4rRaMSlS5fQoUMHPH36tMi0EokE0dHRZXYfZFkWMpnM6jxco9GICxcuWD2mTZs2Lh08coRAASrS14bVq1fjwIED+PnnnxEVFQVPT0+wLCvMO5RIJJBKpaV6sIQQwW+6OMcMlmUt5nuWBKlUitq1a2P48OEYNGiQhVMLx3E4ffq01drW2T7S+XGUQAE6cPTaoFAooFAoEBUVhYMHD+Lnn3/G/v37kZqaCrVajdq1ayM0NBQXL17E2bNnBacAWzGbzVi/fj0GDRqE6tWrFyoGQkiha54WB8MwqFatGjZv3ozIyEgQQuDr64uVK1cKLoS8fy4hxMIGPm6vs+DvnyMFCjhnmQkqUifCRzAYPHgwBg4cCLPZLKpF8/LycPnyZcTGxuLu3bs2C5X/pjlhwgSsWbMGAQEBVtOZTKYiVxkvCpZl0bt3bzRs2FBY73PKlCm4efMmTp48Kdianp6OvLw8iwBffMvBWRgMBhgMBhiNRocJFKBrwby2SCQSeHp6wtvbG56ensIMF6VSiTZt2mDr1q0IDw8v0UttMplw8OBBfPzxx4V+asnJySn1jB+WZREVFSXqi/r6+mLmzJmiJrTBYEBiYqLF8WVZWa408J5bHh4eDhMoQPukFRKJRIL69etj/vz5Je4/GgwGHD16FKNGjUJaWpqFKKwtmVgSCs4zZRgGjRo1wttvvy28lIQQHDp0yOI81ia3OwO9Xu/Q8K1UpBUUqVSKnj17Yu3atSX2xTWbzdi8eTNat26N5ORkCwf50jY5TSYTNm7caCFUDw8PUQAyQgiWL19uEQXD2XGOZTIZgoODIZPJkJ6e7rDzU5FWYKRSKbp164ZRo0aV2CuGD2Z95coVkUh9fX1L7QZHCMGNGzdw48YNi4WfwsPDRSFc0tLSLOb9OtstkPfECggIcKhQqUgrOEqlEpMmTULr1q1LPDpqMpnw4MED0T6FQoF333231C+QTqfDlClTLBwWFAqFaPqaXq9HYmKiRS3ujEGWgrAs61ChUpFWcBiGgVqtxs6dOzFt2jQEBQXZ/PAJIaIQnXx+M2bMKHVoG47jcPbsWaxZs0b0svMLDvOYzWaL2EcKhcJlkesdKVQqUooQ/zY+Ph4//vgj6tSpY9MLwM9gKfhCRkZGYuDAgaUWTF5eHmbOnInvv/8eer0eubm5OH/+PB4+fFjkwJBUKnXpTBhHCdUtg2NTXINcLkfLli2xdetWVKtWrdiXgBCCy5cvC/NkeWQyGeLi4gr9lmoLWq0W48aNQ3x8PCZOnIjY2FhkZmYKvzMMY/HZg2VZ4fuqq3CEUGlNShEhkUjQsGFDbN682aZR37S0NHTo0AEnT54UrWxWs2ZNLF68uNSR+wkh0Ol0WLFiBZYuXSqKbwT8XRBUrlxZVJDws3NcTUGhljXGFRUpxQKWZREREQEfH59i0xJCkJGRgeHDh+Pp06dCjcqyLLp06YI333zTIV5AUqkUnp6eon0Mw1jscxX5hVpaD6z8eVGR2hm5XF7uY7/yYUxsTfvXX39h/vz5olrDx8cHCQkJDon8SAixOq/UHWpSHl6oZR3MoiJ1ACzLQqvVlluhEkLw8uXLEsXmMZvN2L9/vyiCPMv+HaLzrbfesnttajAY8ODBA4t77G7rkrIsW+bAbVSkDkCv1wufCMqrUJ8/f17iQY/09HTcuHFDtE+pVCIhIcHuzVCDwYBNmzaJvJPMZnOZm5aOoKxioiJ1AIQQ+Pj4wGg0IiMjo1wGJivNEL/RaMSePXtE+1j271W6GzRoYNfalOM4HDlyBFu2bEF2drbg3FDQC+l1gIrUQUilUgQGBsJoNDplmQl75s8wDKKiolCnTp0SHcdxHLZu3WoxC0alUuE///mPzbGLGYaBt7c32rdvj7i4OLRp0wYqlcpC5NnZ2YiNjUVERATq1KmDxo0biyIJvi5QkToQuVyOwMBAmEwmhzt/X7hwAS9fvrRb89rPzw8jR44s8YuQnZ2N27dvW3ghVa9eHRMmTLCpNvXy8sKUKVOwe/duzJs3DwcOHMC6detQrVo1C3vMZjNevnyJp0+fumVT1x5QkToYuVwOPz8/h9eknTt3RpcuXXDlyhW75MfPkilpX5LjOHz11VcWg04ymQwxMTEICgoqUqgsy6JFixYYPnw4fH19IZPJ4OPjgz59+mDjxo2FHl8euxS2QkXqBGQymcMdv7VaLX7//XcMHDjQbsss+vv7lyoy/Llz53D06FGLWt3b2xvTp08v0sFBIpGgf//+8Pb2Fp2XX34xNjbW7YJgOxoqUieg0+lKvNRgaeA4Dk+fPhU5FZQFiURSKmeEvLw8rF271qKwYBgGffv2Ra1atQrNUy6XIzIy0uoLKJPJ0LdvX7dYl9aZUN9dB5OdnY2cnBynlf5ms1m0kHFZCQgIKNXLkJSUZLUf7uXlVWTtLJFICnVI4BdpKks0wvKIM2rSChuIjI8i5+3t7fCP7I7okzEMg7Vr12Lt2rWF/l6YLTdv3hTVeLx9Xl5eOHToUKltCg0NxcOHD0t9fHnEGXNkK6RIc3NzodfroVaroVAoSh3mkkKhInUAUqkUOp0O/v7+UKlUTo+9Q3m9oCJ1AFKpFEql0qFhHinlB3tMVXM0FU6kJpPJrWZjUFyHwWCwy1Q1R1MhRUqhGAwGpKen22WqmqOpcCKlUHiBymSyMs8AoiKlUOxMfoEGBASUeWTfGSItF84Mf/31Fz799FNUr14dnp6eqFmzJqZOnUpHZikloqBA7SEw6szwf9y5cwccx2H16tWoVasWbt26hZiYGOh0OixYsMDV5lHKAY4QKECbuwKdO3dG586dhb9r1KiBu3fvYuXKlUWKVK/Xi3xUC65PQqkYOEqgAG3uFolGo4G/v3+RaebMmQMfHx9hq1q1qpOso7ga3tXRkQIFqIN9oTx48ABLly7FiBEjikw3adIkaDQaYbOnczvFveEXEXakQIEKMFVt4sSJRZZEDMPgzp07omOSkpLQuXNn9OvXDzExMUXmr1AooFarRRulYsBxHDIzMyGVSh0mUKACDByNHz8eQ4cOLTJNjRo1hP8nJyejffv2aNWqFdasWeNg6yiU4nntB46CgoIQFBRkU9qkpCS0b98eTZo0wYYNG5xycyjlF5Zl4efnB61Wi4yMDIc2dx1NuRjdTUpKQrt27RAeHo4FCxYgLS1N+K1SpUoutIzirsjlciHYXHp6usOESkX6fxw7dgwPHjzAgwcPUKVKFdFvr3OQK0rp4UdXHS1U+gnm/xg6dCgIIVY3CqU4eKHyAdHtuXLBaz+6S6E4C0cJlYqUQrEjjhAqFSmFYmfsLdTX/jupK2BZVrS0hNFohMlkeu2WQfDz87M5bf4lEV8HNBoNTCaT1TVSeXx8fJCZmVnmYOV0dNcB+Pn5ISMjQ7i5HMeBEIJDhw5BKrW8HRzHwWAwgGEYyOXyMvlkljYvQggMBgMIIZDL5Ta9GP379y/0Nz4PvV4PQgh27txpkx38iy+Tyazeq5JQ2rxsuYcmkwlZWVlgGKbIe8VxXJFCtgVHrJRekAonUolEArPZLHoxCCFQKBQWQbKNRiO0Wi2kUin8/Pzs8kBkMhkyMzNhNpttypMQgszMTJhMJvj5+dkcyDv/2qAFycvLg5+fH5RKJTIzM21a7Vun00Gn08Hb2xtKpdImG2zJMycnx+Y8bX0eRqMRLMsWK1KWZe3S3HU0FU6khBChBOXXPeE4DjKZDHK5XEjHB6lSKBR2/bYml8shk8mQnp4OrVZbZN4cxwn9puDgYJF9xVFcDZGamorAwEAhSHZReWdnZyM3Nxe+vr52jbIol8shlUoF4RWVd0mfBy/Q4tKVhxhHFW7giOM4oV9aWH/E0bMnbBm84AVqNBoRGBhYIoHaAiEE6enpMJlMSE9PLzTKBR/pX61WOyQMqkqlglqthlarRXZ2ttU0zpjNUlro6K6DkEqlkEqlVtcmddYLUZRQHS1QHl6ofM1e8F44WqA8RQnVnQUK0NFdu8N7KPG1KcuyMJvNIIRAr9cjLy8PGo0GEokEnp6eTll+wtvbGxqNBi9evBCm0mm1WpjNZvj4+MBkMpUqDGlJFqHy9PSE0WhESkoKfHx8IJVKkZubC51OB6VSCYlEgtzc3BLbUBIkEgkUCgVevnwJvV4PLy8vYdS9pM/DbDYLA4LFrZjHF46l9V5zRqHBkArkW5eYmEijM1Cs8uzZMwu/cHehQomU4zgkJydDpVKVeqRWq9WiatWqePbsWbmbRF5ebXek3YQQZGdnIywszO2a0jwVqrnLsqzdSsvyHOmhvNruKLt9fHzsnqc9cc+ig0KhCFCRUihuDhVpCVEoFJg6dargCFGeKK+2l1e77UWFGjiiUMojtCalUNwcKlIKxc2hIqVQ3BwqUgrFzaEiLSXlbc3U5cuXIyIiAh4eHmjRogUuXbrkapOKZc6cOWjWrBlUKhWCg4PRq1cv3L1719VmOR0q0lKSf83U27dvY/HixVi1ahX+9a9/udo0C3bs2IH4+HhMnToVV69eRaNGjdCpUyekpqa62rQiOX36NEaPHo0LFy7g2LFjMBqN6NixI3Q6natNcy6EYjfmzZtHqlev7mozLGjevDkZPXq08LfZbCZhYWFkzpw5LrSq5KSmphIA5PTp0642xanQmtSO2LJmqrMxGAy4cuUKoqOjhX0syyI6Ohrnz593oWUlhw8W52732NFQkdoJW9dMdTbp6ekwm80ICQkR7Q8JCcGLFy9cZFXJ4TgOcXFxeOedd1C/fn1Xm+NUqEgL4Og1UymlY/To0bh16xa2b9/ualOcToWaqmYLr9uaqYGBgZBIJEhJSRHtT0lJKTcr0o0ZMwYHDx7EmTNn3HZitkNxdae4PJOYmEhq165NBg4cSEwmk6vNKZTmzZuTMWPGCH+bzWZSuXJltx844jiOjB49moSFhZF79+652hyXQWvSUlKe1kyNj4/HkCFD0LRpUzRv3hxLliyBTqfDsGHDXG1akYwePRpbt27Fvn37oFKphD60j48PPD09XWydE3F1KVFe2bBhAwFgdXNHli5dSqpVq0bkcjlp3rw5uXDhgqtNKpbC7u+GDRtcbZpToVPVKBQ3h47uUihuDhUpheLmUJFSKG4OFSmF4uZQkVIobg4VKYXi5lCRUihuDhUpheLmUJFSKG4OFSmF4uZQkVIobg4VaQUiLS0NlSpVwuzZs4V9v/32G+RyOU6cOOFCyyhFQR3sKxiHDh1Cr1698Ntvv6FOnTpo3LgxevbsiUWLFrnaNEohUJFWQEaPHo3jx4+jadOmuHnzJi5fvlxhVywrD1CRVkBevXqF+vXr49mzZ7hy5QoaNGjgapMoRUD7pBWQhw8fIjk5GRzH4a+//nK1OZRioDVpBcNgMKB58+Zo3Lgx6tSpgyVLluDmzZsIDg52tWmUQqAirWBMmDABu3btwvXr1+Ht7Y22bdvCx8cHBw8edLVplEKgzd0KxKlTp7BkyRJs2rQJarUaLMti06ZN+PXXX7Fy5UpXm0cpBFqTUihuDq1JKRQ3h4qUQnFzqEgpFDeHipRCcXOoSCkUN4eKlEJxc6hIKRQ3h4qUQnFzqEgpFDeHipRCcXOoSCkUN+f/A0jSiArEzF02AAAAAElFTkSuQmCC", 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" ] @@ -791,15 +788,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 4.9170e-01\n", - "\tgrad_norm = 7.9113e-01\n", + "\tJ = 4.9171e-01\n", + "\tgrad_norm = 7.9108e-01\n", "step = 10\n", "beta = 10.62\n" ] }, { "data": { - "image/png": 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+ "image/png": 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", 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" ] @@ -812,14 +809,14 @@ "output_type": "stream", "text": [ "\tJ = 5.2233e-01\n", - "\tgrad_norm = 6.9752e-01\n", + "\tgrad_norm = 6.9758e-01\n", "step = 11\n", "beta = 11.25\n" ] }, { "data": { - "image/png": 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", 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kyROEhYWVy2ZL2Ou6VSmRKhQKiMVieHp6Gt6aHMeB4zjUrFkTDMPAy8sLnp6eTrWL53mo1WqD+5lEIoGPj4/T3+wFBQUGV0WWZaFUKg0vNGeh1+uhUqkM7pHluR8cxyEzM9MqkQrHUSgUthsLOOUeVSmRCjeNZVlIJBIAL/1PNRoNRCIRWJZFtWrVXNLskUgkhkgD/v7+ZuchOhq5XG6ozeVyOXx8fJxuAwDodDrD1K/y3A+tVguWZQ1LWccCyjdvF3COSN2zEe5EtFotCCGQyWRgGAZZWVkVnmJVHhuysrIgkUggkUiQlZXl1KYu8LJGycrKAsMwkMvlKCoqQl5enlNtAF5OHC8qKoJcLnfZ/bAFhmEsLvaiSotUo9GA4ziwLAtfX18EBARAp9M59cHQarXIzMyERCJBQEAAAgICDLWqs4QqCFSn0yEgIAD+/v7w8fGBWq12qlDz8vKgVqvh4+MDf39/l9wPWyleY5dc7HYMu5VUydBoNNDr9RCJRIZ+l1QqdeqDUVyg/v7+hpvr7+/vNKGWFKgQAE6hUDhVqMUFKvQPnX0/ygMVqYMQRgvFYrFRVELAeQ+GOYEKOEuolgQq4CyhmhOogLsLlYrUAQifXMRiscXBGUc/GKUJtLidjhRqWQIVcLRQSxOogDsLlYrUAQjfRssaPXXUg2GNQAUcJVRrBSrgKKFaI1ABR92PipZDReoACCFWf/uz94Nhi0AF7C1UWwUqYG+h2iJQAXvfD3s4rVCROgBbb6y9HozyCFTAXkItr0AF7CXU8ghUwF73Q6/X26Vl4gyRVilnBgFCiOHm8jwPQohRsClzKJVK5OTkID093SaXM+DlB/OcnByIxWL4+PiU++3t4+NjZIPgkGENhBDk5ORAr9fDz88PAMr1kMpkMnh6eiI3Nxd6vR5eXl427Z+fn48XL17A29sbMpms3EIp7X7odDqje1wSjuOg1WrBMEyFPaqox5EDEPwpS4pU+GZaGt7e3tBqtVCr1ZBKpVa7nWm1WshkMkil0lIjEFqDh4cHtFot8vPzDf61ZUEIMXjheHt7G1why4tIJIKXl5fBEcTaB12v10On08HLywsikcjgVVReLN0PvV4PnufN3h+e56HX6w1+2hX1r6UidQC5ubkIDw83pAXQ6XTQaDTo3bu3Iao9pXKjUqlw4MAByGQyo9aG0KLx8PAw1L4VfVFQkToA4fNL8f4Yx3FQKpWoVq2aCy2j2BOxWAyJRGK4z1qtFiqVCjKZzGhMwB4DR46myomUUvWoyKBdWVCRUijlROhrOlKgQPlnz9gCFSnllUSr1UIkEkGtVjtMoACtSSmUcsPzPHJyckz6oPaGipRCcXPopO9iJCUlITIyEgqFAkFBQRgwYADu3LnjarMobgrLsvDz84Ner3eoUz51CyzGqVOnkJCQgHPnzuHIkSPQ6XTo3r27ISYPhVIcqVTqlNkz1C2wGAcPHjT6e/369QgKCsKlS5fQqVMns/toNBojD5+S6eIpry7CqKsg1MzMTGRlZVXKTzCVpiYtiZCQtjQHhKSkJCiVSsNSMi06pWrgyBqVNnctwPM8Jk+ejPbt26NZs2YWt5s+fTpUKpVhefLkiROtpLgTjhIqbe5aICEhATdu3MCvv/5a6nYymcwloTEp7om5pm9Foc1dM0yYMAH79u3DiRMnyhVxnFK1sXeNSmvSYhBCMHHiROzcuRMnT55EnTp1XG0SpZJSvEYtax5xWVBnhmIkJCRgy5Yt2L17NxQKBZ4/fw7g5eRfDw8Pq8txdtoEinsiCDUtLa1C5TjDd7fSNHeXL18OlUqFLl26IDg42LBs27bNpnLEYjEKCgocZCWlMiGVSis8h5g2d4thrwxVer0e+fn5kMlk5U7SQ3l1oOFT3BAhLo/g2EBHfykVgYrUQXh6ekImk0GtVsPT0xMikcjVJlEqKVSkDkRo6ubm5toc8Y5CEaAidTAKhcJu8VcpVRPqzOAEhPCSjqS0HJaOWiIjI/HixQurbUxJSYFEIimzXA8PD1y4cKHUsggh2LdvnyHnqyNzd7oa6rvrBHQ6nVslALIXKSkpyMjIsHpUXKlUQqFQlCkgvV6Pa9eulXrNGIZB/fr14enpaZPNlREqUgej1WqRk5Pj1Dc7y7IICAhAdHQ0+vbtiw4dOqB+/fqoVq0aZDIZRCIRWJatsE3Pnj1DixYtMHXqVDx48AAFBQXQ6/UWRevt7Y1Hjx7h6NGj+OSTTxAdHQ1/f3+TVoZer0dCQgKSk5NLFWrDhg1x/vx5vPbaa05pEroK+p3UgQhR5MzlKHUk7du3x3/+8x+Eh4dDJBKBEAK9Xo+ioiKkpqbiyZMnuHHjBi5evIibN28iPT0dGo0GEokECoUCAQEBhhQT2dnZSE9PR3p6OvLz802i0ufl5WHx4sVYsWIFAgMDUbt2bXTp0gVvvPEGmjdvjoCAAIjFYsMLwcfHBzExMejSpQs4jkNOTg7Wr1+PGTNmGJWt0Wgwffp0KBQKDBw4ED4+PiZiFmrTX375Be+99x6OHz9eoaj57oozXkAMsZeXQCVArVZj2rRpiIiIwIsXLyCRSODj4wONRoN33nnHYcGxBREwDINTp06hffv2pd5cnufB8zyKioqQn58PnU4HDw8PeHh4QCKRGPYVBJ6dnY0tW7YgKSkJOTk5pTZxGYYxpIlo27YtZs2ahdatWxv6jyXhOA5xcXHYsWOHSc0pFosRGBiIbt264f3330fr1q2hVCpNzi0vLw/Dhw/Hzp07Desc+dhlZ2dj+/btkMvlZb6ACwoKMHr0aKhUKvj4+Nh8rL59+1r8bd++fTaXZ45Xtx1iAYZhoFKpDGEenT2I4evrW+YxhTwlXl5eCAwMRGhoKPz9/eHp6QmJRAKRSASRSASxWAy5XI6QkBB89NFH2LdvnyEZkyUEYatUKhw5cgTdunXDqFGjkJ6ebnZ7kUiENWvWICoqysRuvV6PZ8+eYePGjejduzeaNm2KefPmmdSYCoUCa9euNaT2eJWgfVIHIPT7HBnm0RKEEGzdutWqmRdCVjBraxyRSISoqCjMnj3bJnsKCwvx/fffo1OnThbjRSmVSmzfvh1169Y1+4IRstI9e/YMc+bMwbJly0w+a/n6+mLatGkWa2xXUdFBw9JGwu1FlRMpz/Pw8fFx2WDGt99+i7lz5yI9Pd0wsiwsGo0Gubm5uH//Po4dO4YtW7bgxx9/REpKiiGDWWmIRCK8//77Nvuj8jyPe/fuYdCgQUhPTzd7nNDQUBw+fBjNmjUr9ZMVx3H45JNPMG/ePBOhzpgxA6tWrUK7du1sss9R8Dxf4bhXtCZ1AEIKQFeRn5+Pzz//HMHBwVAoFFAqlfD19YVCoYC3tzf8/f3RoEEDdOvWDcOGDUNcXBzCw8Ph5+eHrl274uTJkygoKLAoWE9PTwQHB9v8JieE4MCBAwgLC0NsbCzu3btn1GxlGAZ169bF1atX8fjxY3z00UcWa0WtVou5c+fi9ddfN5oKJpPJMGzYMJw5c8Ym2xyBkFC5ooNZVKSvCMIoanGEmvPFixfIy8szfCIx1/zieR4FBQU4deoUevTogaioKGzYsAGFhYWGJrHQ10xNTTXkDBWJRIbBsVq1aqFBgwaGDN+WRKzT6XDixAlERkZi9uzZyMnJMfqdZVmEhoZiwYIFOHz4MCIjI80mMyaE4O7duxgzZoxJTlZXN3eLZzyvDFPVqEidwG+//YYxY8bYlJnbHEIy4Js3b2L06NGIiIjApEmTsHHjRuzYsQNfffUV4uLikJmZCeBlwuE2bdpg06ZNuHTpEq5evYo7d+7g2LFj6NOnj8XJ8oQQqFQqfPnll2jTpg2ys7NNam6RSISOHTvixIkTSE5ONvuwE0Jw+PBhXLp0qULnbU+KC9Tcy9NW6HfSV4R69eohKSkJly5dwu+//26XMjmOw507d3D37l2sWLECAAw1KiEEDMNAJpPhjTfeQKdOneDj4wOGYeDp6YkOHTogKioKp06dwujRo/HkyROzzWeO4/Dnn3+iffv22LFjBxo2bGj08AnljR07Fo0bN8Y777yDrKwsozI0Gg0WL16Mtm3buny2UUmBSqXSSpGflNakToBhGCgUCkyePNnqfcRiMQICAhAeHg5fX1+DX21JCCHgOA4cxxmNBhNCUFBQgN9++81sJAqpVIrY2FicPXsW3bp1K7WWv3PnDjp37oxff/3VbHNcJBKhc+fOWLt2rYkrICEEv/zyi01+xI7AnEDtAW3uvkIwDIO2bdta1R+TyWQYO3YsLl++jJs3b+Lu3bs4ffo0Jk6ciLCwMKtrJJ7ncfHiRUybNg0qlcqktmQYBqGhodi5cycWL15scQI8IQQZGRno378/9u/fb3awhWVZ9OrVC8OGDTP5LTs7G9euXbPKZkfgKIECVKSvFIQQaDQaq25evXr1kJiYiJo1axocGtq1a4dvvvkGjx8/xl9//YWoqCirjqvT6bBp0ybUqFED/fv3Nzsy7OnpiYSEBOTk5ODYsWOIjo42+yCrVCoMGDAAb7zxhtkAXhKJxKzYdTodhg8f7pKJDI4UKEBF+spQVFSElJQUrFixwirnhLS0NGRlZZndlmVZBAcHY+nSpRZrZXPrNRoN9u/fj44dO+LcuXNmHSo8PDwQExODo0ePYvPmzQgKCjIpS6ide/bsabY/J5PJzGYV+Ouvv/DXX3851B2wOMJkAkcKFKAifWXo0aMHYmJisGrVKqtqk5ycHEyYMAG5ublmf2cYBjVr1jQRkEgkQv369TFixAg0aNDAZOSSEILLly/jzTffxIgRI/Ds2TOzTWAPDw+8/fbb2L17t8VR2z/++AMbN240afoyDIPPP//cRBAcx6FPnz64efMmioqKyrwGFUWn0xkcRhwlUICK9JXh9OnTuH//PgoLC63anud5HD16FLGxsbhx44aJkHiex927d03W16pVC3v27MHKlStx/vx5TJ8+3eycTsEVsE2bNti3b5/ZWpVlWbRp0waDBw82ayMhBBMmTMDOnTtNhNqlSxfExMSYvERu3bqFDh06oGvXrlZdB3sgk8kcOsuJirQKw/M8rly5gjfeeANbt25FRkaGYVbM5cuXMW7cOCORMgyDDh06oF69epBIJPD19cWsWbPw008/ISQkxGyzNTU1FYMGDcK0adPM+u2KRKJSBVVQUICRI0fi2LFjRi0EuVyONWvWoF69ekbHFb6//vbbbxW5NFYhfIIqKipCXl6eQ49DfXerMIQQvHjxAsOHD0ejRo3QqlUrREREoEuXLrh165bJ9nl5eUYPh1gsRo8ePXDhwgUMHTrUbK1aVFSEJUuWoH///ia+thzHISUlpVQb8/LyEBcXh8uXLxu9NEJDQ3Ho0CE0btzYJW6YUqkUvr6+8PHxgVqtdphQaU1KAQDDnNFbt27h3r17yM/PN2nqEkLw888/Y+/evUbrGYZBSEgINm3ahNzcXCQmJsLPz89IzBzH4fjx46hevTrGjx+PEydO4OTJk5g2bRoWLFhQZqSInJwcw2R2oUYVfH2vXbuGo0ePOmyuriUEkSgUCocKlYqUYhMajQZjxoyxmEZDIpFgxowZuHDhAjp27GgysJSbm4tVq1ahZ8+e6NmzJ5YuXYrMzEzI5XIEBQWhYcOGCAsLM/s9VavVYtq0afjzzz+N1guODhs2bHCZz64jhUpFSrGZrKwsvPvuu2b9bYGXoqlXrx7279+Pjz/+2GQiNs/z0Gq10Gg00Gq10Ov1iIiIwL59+3DhwgVcv34dW7ZsQfXq1U3Kzs3NxYcffmhyXJZl0a1bN5dmC3CUUKlIKeViz5496NChAy5dumRxgrm3tzcSExORnJxcZnDwsWPHIiIiAgqFAr6+vhgwYAB27Nhh8iASQnDq1CmLboihoaHlPyk74AihUpFSygXP87h16xa6dOmC4cOH49KlS3jx4oXJpxKpVIqRI0di5cqV8Pb2NlsWIQQNGjQwckVkWRZt27Y1mylbq9Vi06ZNJt+DGYZBq1atXD5Nzd5CpSJ9RZDJZC4Z4czPz8f333+PDh06oFmzZhg1ahSePXtmJFaJRILBgwdjxYoVFm28ffu22alqY8aMMbvPzJkzTfqmAPDmm2+6dMK9QHGhVjQNJhWpA3DFmzw3Nxf/+9//0LFjR6cfmxCCoqIiPH78GBs2bEDNmjURGRlp5KInFosxdOhQrF+/3mzT96OPPsLt27dN1s+cORORkZEm1zQrKwutWrXC6dOnjcQ9ZMgQtG/f3qkhVC0hCNVSXCdroSJ1ADKZrMJzCG1FLpejYcOGOHDgABo1auTSeZUcx+Hq1avo168fMjIyDOsZhsGQIUOwYsUKk6avSqXCkCFDTKI0yOVyLFy40Ozk8by8PAwdOhQPHz40CNXb2xtbt27FV1995YAzsx2FQlHhZF1UpA6A53moVCqXJGny9vbGuXPnsGDBAtSsWbPCUQHKCyEEN27cwNChQ40CcYnFYsTFxZn0UQkhuH79OsaPH2/kdytMvxs2bJjZF09qairee+89wzFYlkVISAgmTpzowLOzjYqmwqAidQBarRbPnj3DtWvXcPDgQRw/fhxXrlxB/fr1HZY8qThKpRL/+Mc/cO3aNYPrnCvEyvM8Tp48ifj4eKMJ2WKxGIMGDcJ3331n9ADzPI8dO3Zg5cqVJn3aL774As2aNTM5V0IILly4gDVr1hjt4+oIDfbELUU6fPhwnD592m4GuIKcnBzo9Xq7xLgpDyzLwtfXF8OGDcPly5exbNky1K1b1+mDKhzH4aeffsJ7771n1JQV+qhz5swx6j/qdDrMmjXLxOnf19cXW7Zsga+vr8kx9Ho9Fi5ciOzsbIeei6twS5GqVCrExsaiQYMG+OKLL8r07bQ3S5cuRe3atSGXy9G2bVucP3/e5jIIIcjMzIRerzdxkXMEeXl5ZvvBDMPAx8cHo0ePxtWrV7Fo0SJ07doVwcHBTgsizXEc9u7di169ehl1ASQSCSZMmIBBgwaZnMsHH3xgNODCMAwaNmyIGTNmmK0lMzIy8PPPPzvuJFyIWzrY79q1CykpKRg/fjy2bduG2rVro1evXvjxxx+tisxeEbZt24YpU6Zg9uzZuHz5Mlq0aIEePXpYTJFQGoJQOY5zuCdMREQEJkyYgCdPnpj9XYiBNGnSJBw8eBA3btzAnj170KlTJ4u2sSwLT09PeHp6GiVdKg88z+P8+fNYvny50T2Uy+VITk42in8k9E/XrVtnVIZIJMLIkSPNeiJxHIdNmzaV2z53xi1rUgAIDAzElClT8Mcff+D3339H/fr18f777xtykty7d89uBhZn0aJFiI+PxwcffIAmTZpgxYoV8PT0xNq1a8tVHiGkzARH9uDBgwdYuXIl6tSpg1GjRuHPP/+ETqczO+FaIpGgWrVq6N69O06cOIGUlBT069cPtWrVQq1atdC7d2/s2rUL6enpyM3NRU5ODtLS0rBhwwaEhoaWW6yEEHz88ceYO3euUf/R398f//73v41qSL1ej08++cTkG6Ofnx/Gjx9vtvxLly45LSqDM3FbkQo8e/YMR44cwZEjRyASidC7d29cv34dTZo0weLFi+1lI4CXAz6XLl1CbGysYR3LsoiNjbU4P1Gj0UCtVhstroTjOKxbtw4tW7ZE9+7d8d///hcpKSkWWyAMw8Df3x/bt2/H1atXce3aNezatQv9+/eHv78/JBIJpFIpqlWrhiFDhuC///1vmQmbyrJv7dq1Jp44CQkJCA4ONlqn1Wrxww8/mHgWNWzY0GzZQiDvVw23FKlOp8NPP/2Evn37Ijw8HNu3b8fkyZORmpqKDRs24OjRo/jhhx+QmJhoNyMBGJqmJZtT1atXx/Pnz83uk5SUBKVSaVhq1qxp9DvDME7pkxaHEIK8vDycPHkSo0aNQpMmTRAXF2fWQ0dAJpPBz88PSqXSYmhPsViMDh06YPjw4RWyLyMjA//73/+M1gkTyEsOss2YMcPo2gtJpsyh0+le2fykbifS4OBgxMfHIzw8HOfPn8fFixcxbtw4o9yOMTExZkf6nM306dOhUqkMS/E+IcMwCAgIgEgkMkmD4Cw4joNarcbOnTsRHR1d4di0UqkU48aNq9ADotPp8OOPPxqJjWVZDBkyxOQzS1paGsaMGYPc3FxwHIeioiJcvHjRbLk8z7s89q4jcEuRLl68GKmpqVi6dClatmxpdhtfX188fPiworYZIQiqZCjJtLQ01KhRw+w+MpkMPj4+Rgvw/wUqFoud0ictC0II0tLSMHz4cGRnZxsEUjwivbWEh4dbTB9hrS07d+40EZSXlxfWr19v9DLmeR6HDh3C2LFjce7cORw9ehQHDhwwWy7P8/j9999dfq3tjVuK9P3333dJMlipVIrWrVvj2LFjhnU8z+PYsWN44403bCrLz88PYrHY8BnGXdi9ezc6d+6MlStX4tixY9i5cyeWLVuGq1evWu0hJZVK0aZNmwo14Z8+fYqffvrJqDZlGAbNmzfHokWLjL6d6vV67NixA3FxcZg2bRoeP35ssdwZM2YgMzPzleqbuqVIXcmUKVOwevVqbNiwAbdu3cL48eORn5+PDz74wOoypFIpRCIRMjMzHf7JyFY4jsPNmzcxceJE9OrVC4MGDcKkSZMQExOD5ORkq+xlGAbz589HQEBAuYWq1+sxY8YMk2/gLMvi3XffRb9+/YzK1uv1SElJwcOHD0t9mVy/fh39+/fHtm3bymWXO0JFWoLBgwdj4cKFmDVrFlq2bImrV6/i4MGDZr/NWYJlWeTk5LidQAWE3C7CQIvgazxz5kysW7fOquZiZGQk7ty5gzlz5iA0NNTiYFNpPH/+HM2bN8fZs2eN1stkMiQlJRk1ewW79Xo9FAoFatasCU9PT5NjchyHc+fOYejQoTbZ4kjoVDUHMGHCBDx+/BgajQa///472rZta9P+Go0G0dHR6NevH/r164euXbsiIiIC9+/fN+oD2nOxB3q9HvPnz4dKpSpzW2HUevr06bhw4QKWLVuGNm3a2NxXFdJKqNVqw3kIEQTNdRNEIhF69uyJQ4cO4eeff8bbb79dYQd2R5KXl0enqrkjlXng4tGjR/j888+tjgAvFosRHBxsiI27evVqm+dyZmRkICYmBgcPHsTDhw9x+vRpfPLJJ2YDfXt6emLq1Klo1KgROnbsiC1btmDnzp0ICgqy6ZjOIC8vD2q1mk5Vo9gXjuOwZMkSjBkzBo8fP7b6hcOyLBQKBQYPHox+/frZPAvlypUrGDBgAFq2bIk+ffrgypUrZgd//Pz8ULduXYPvqpBecdOmTRUacbY3gkB9fHwqXNO7pe8uxbVotVps3rwZLVu2xOrVq42aomUhFovx+eef2/wNW8gwrlarS/UcEolEJnlOWZZFp06dEBkZadMxHUVxgSoUigqXR2vSVwR/f38olUq7zWzheR65ublISEhAr169jCIslEV4eDgaNGjgEC+rvLw8s44hUqnUYk4ZZ2JvgQJUpK8MGRkZyM7ORl5eniH1gj0mPuv1epw9exbt2rWzakAJeFmbBgYGVui4lh7C7OxsnDp1ymQ9wzCIjo6u0DEriiMEClCRvjIwDAOWZSGRSBAbG4vTp09j6tSpCAsLg4eHByQSSYVE++TJExw5csSqZq9Op8ODBw/KNYAmpFxMSEjARx99ZNKf4zgOS5cuNbuvK0d5HSVQwDkidU2QnSqM4JI4d+5cTJkyBWlpacjIyMCdO3cwb948pKam2uyRo9frMW/ePPTo0aPMh1BI5lseatWqhcOHDxsGh5o1a2YU94gQgnPnzoHjOJOXjrOjNArX0JECBWBXMVo8hsOPQDGL0Oxs1qwZYmJiMHbsWFy+fBlDhw41GXyxhhs3biApKanMHKgbN24s1wd8lmUxbtw41K9fH2KxGCKRCEOHDkXPnj2NBJifn2/iXw3AKYmDi6PVapGbm+tQgQK0uVulYBgGgYGBWLVqFUaPHm1z7CW9Xo+vv/4acXFxyM3NNVsbE0KwZ8+ecvnOsiyLVq1aGT18UqkUM2bMMPr2yvO82Yzm5YmeUREIIdBoNJDL5Q4TKEBFWiXx8PDAggUL0LVrV5ubiFqtFnv37kVERAS2bNliMtJKCCl3QDBhpk7Jvmzjxo1N3DLXrFmD3Nxco30fPHhQruNWFCHxlKOgIq2ieHl5Ye/evRg3bpzNA0qEEDx69AjDhw/Hu+++ayRUhmHQunXrcvUPOY5DYmKiiRudp6cn4uLijMp89uwZ5s+fbwgRo9frzUbAdyQSiQRBQUGQSCTIzMx0mFCpSKswUqkUX331lVG4GFvgeR4XLlwwCWY9c+bMcjf/Hj9+jL179xrVpgzDoGnTpkYi5Xkex48fNzq2s9MeCsHZhDAzjhIqFWkVR6FQ4Pvvv0dgYGC5aj9CiElN3KpVK4wcObJcn3x0Oh2mTZtmNDBECEFhYaGJfcXn6jIMgwYNGth8PHvAsqxDhUpFSoGvry9++eUXtGjRwuYbr1QqTQagJBIJpk6dWm6n99TUVAwbNgzZ2dngOA4qlQo7duwwGSgSXAQZhoFIJMLrr79eruPZA0cKlYqUAgB47bXXcOLECQwZMsSmUV9LgcGCgoLQvXv3ctXOQlP2zTffxObNm5GQkGCSPQ14GSBOGPUVnCBcmZvUUUKlDvYUAC8fBF9fX6xevRpjx461WqgpKSl4+vSpyXqRSIS///3v5fZy4jgOf/zxB+Lj4/HDDz+YfANlGAYtWrQwslOhULg8gbAjhEprUooRHh4e+Oabb5CUlGSVwHJzc9GuXTucPn3aJF5Rx44dK+TDK8yMMRemU3gJlPymWh4nDXtTUqgVjXFFRUoxQfD0KRm+xBI5OTl4++23cfnyZaMmqUKhQI8ePRxSu4nFYtSqVctoHcuybpE8GDAWqrUTE0ori4rUzkil0kofrc7Pz8+mgZ+srCyjPKHAS7F/8sknDnF8F4vFJomIhXw37oIg1IrORqIidQAsy0KtVldqoYpEIpubqg8ePMDevXuN1r322mvo1auX3WtTYdZPyXXuFkaFZVmrWySllUFFamc0Gg04jkNWVlalFSrLsmjUqJFN++j1eqxYscJonUQiwbx58yoc58fcscwF+LIlqqOzqKiYqEgdACEESqUSOp0OWVlZlTIwmUgkwjvvvGNzDXjjxg2TF1OdOnXQrVs3u9amOp0O169fN5s17lWDitRBiMViBAQEQKfTOSXNhKUkwuWFYRi8+eabaNSokU0PvlqtxqNHj4zWSSQSrFmzBqGhoXazT6/XY/z48Xj06BF4njfMSLGUJ6YyQ0XqQKRSKQICAqDX6x06SwIAWrRogUmTJpmdZ1leRCIRvvnmG5t8YgkhmDdvnskLw9fXF59//rlNxxc8iViWNfuieP78OQYMGIAjR47g1q1b+O6778o9A8edoSJ1MFKpFH5+fg6vSR8+fIiVK1eiU6dOdo2cHx0djdq1a9u0z/fff4+LFy8anTPLshg8eDCUSqXV5SgUCkyYMAH//Oc/ERMTg2rVqhk9mDzP4/r16xgwYACio6MxY8aMSjsGUBpUpE5AIpHY9YJagud53Lt3D4cPH7bbS0EulyMqKsqmJm9BQQHGjh1rMrAjl8vx5ZdfWuVwIBKJ0LdvX3z55ZeYO3cufv75Z1y9ehUjRowwqtkJISgqKoJKpXJ4a8VVUJE6gfz8fKcltyWEIDEx0W75UFmWRd26dW3e786dOya1KQAMGTLEqppZJBIhLi4OcrkcIpEIUqkUNWvWxOLFi9GhQweb7anMUN9dB5OXl4cXL1441V0tNTXVrkmLy+OMYGkStoeHB2rXrl3mA8ayrNlvnp6enjanoazs0JrUgQhR5Ly9vW2OJ2QrxZM3PXnyxKa+X2kwDIOpU6caRlCtTRLFcRzGjx9vMugjlUpx+PBhs+UVXwoLC80myhKLxZg7d67Tkli5A84QaZUM6VlQUACNRgMfHx/IZDKnR7KjvDo4YzyjyolULBYjPz8f1apVg0KheGUHNCjOgYrUAYjFYnh5ebmVszfFddhjqpqjqXIi1ev1bp3YluI8tFqtXaaqOZoqKVIKRavVIjMz0y5T1RxNlRMphSIIVCKRVDi5MRUphWJnigvU39+/wiP7zhBppfhO+ujRI4waNQp16tSBh4cH6tWrh9mzZ9ORWYpNlBSoPQRGv5P+H7dv3wbP81i5ciXq16+PGzduID4+Hvn5+Vi4cKGrzaNUAhwhUIA2dw307NkTPXv2NPxdt25d3LlzB8uXLy9VpBqNxsgFr3iMH0rVwVECBWhzt1RUKhWqVatW6jZJSUlQKpWGpWbNmk6yjuJqBNdDRwoUoA72Frl//z6WLFmCsWPHlrrd9OnToVKpDMuTJ0+cZCHF1Wi1WocLFKgCDvaffvppqW8ihmFMZmukpKSgZ8+eeOeddxAfH19q+TKZDD4+PkYLpWrA8zxycnIgFosdJlCgCgwcffzxxxgxYkSp2xSfL5mamoqYmBhER0dj1apVDraOQimbV37gKDAw0Or4sSkpKYiJiUHr1q2xbt06p1wcSuWFZVn4+flBrVYjKyvLoc1dR1MpRndTUlLQpUsXhIeHY+HChcjIyDD8VqNGDRdaRnFXpFKpIdhcZmamw4RKRfp/HDlyBPfv38f9+/cRFhZm9NurNIGYYj+E0VVHC5V+gvk/RowY8crP8Kc4DkGoQkB0e0YtfOVHdykUZ+EooVKRUih2xBFCpSKlUOyMvYX6yn8ndQUsyxqlltDpdNDr9RWeoe9u+Pn5Wb3tq5b+QaVSQa/Xl5otQKlUIicnp8LhVenorgPw8/NDVlaW4eIK4SsPHDhgNrQnz/PQarVgGAZSqbRCPpnlLYsQAq1WC0IIpFKpVQ/GoEGDLP4mlKHRaEAIwfbt262yQ3jwJRJJhcOglrcsa66hXq9Hbm6u2TypJcuqaNoPZ2SKq3IiFYlE4DjO6MEghEAmk5kEydbpdFCr1RCLxfDz87PLDZFIJMjJyQHHcVaVSQhBTk4O9Ho9/Pz8rA7kXVhYaPG3oqIi+Pn5wcvLCzk5OZDL5WWWl5+fj/z8fHh7e9stn2l+fj5evHhhdZnW3g+dTmeIKVyaSFmWtUtz19FUOZESQgxvUCFvCc/zkEgkkEqlhu2EIFUymcyu39akUikkEgkyMzOhVqtLLZvneUO/KSgoyMi+siirhkhPT0dAQAB8fX0NdlkiLy8PBQUF8PX1tWuURalUCrFYbBBeaWXbej8EgZa1XWWIcVTlBo54njf0Sy31Rxw9e8KawQtBoDqdDgEBATYJ1BoIIcjMzIRer0dmZqbFKBdCpH8fHx+HhEFVKBTw8fGBWq1GXl6e2W2cMZulvNDRXQchFoshFovN5iZ11gNRmlAdLVABQahCzV7yWjhaoAKlCdWdBQrQ0V27I3goCbUpy7LgOM6QiVpI0ycSieDh4eGU9BPe3t5QqVR4/vy5YSqdWq0Gx3FQKpXQ6/XlCkNqSxIqDw8P6HQ6pKWlQalUQiwWo6CgAPn5+fDy8oJIJEJBQYHNNtiCSCSCTCZDdnY2NBoNPD09DaPutt4PjuMMA4JlZcwTXo7l9V5zxkuDIVXIt+7p06c0OgPFLE+ePDHxC3cXqpRIeZ5HamoqFApFuUdq1Wo1atasiSdPnlS6SeSV1XZH2k0IQV5eHkJCQtyuKS1QpZq7LMva7W1ZmSM9VFbbHWW3vVJROgr3fHVQKBQDVKQUiptDRWojMpkMs2fPNjhCVCYqq+2V1W57UaUGjiiUygitSSkUN4eKlEJxc6hIKRQ3h4qUQnFzqEjLSWXLmbp06VLUrl0bcrkcbdu2xfnz511tUpkkJSUhMjISCoUCQUFBGDBgAO7cueNqs5wOFWk5KZ4z9ebNm1i8eDFWrFiBGTNmuNo0E7Zt24YpU6Zg9uzZuHz5Mlq0aIEePXogPT3d1aaVyqlTp5CQkIBz587hyJEj0Ol06N69O/Lz811tmnMhFLsxf/58UqdOHVebYUJUVBRJSEgw/M1xHAkJCSFJSUkutMp20tPTCQBy6tQpV5viVGhNakesyZnqbLRaLS5duoTY2FjDOpZlERsbi99++82FltmOECzO3a6xo6EitRPW5kx1NpmZmeA4DtWrVzdaX716dTx//txFVtkOz/OYPHky2rdvj2bNmrnaHKdCRVoCR+dMpZSPhIQE3LhxA99//72rTXE6VWqqmjW8ajlTAwICIBKJkJaWZrQ+LS2t0mSkmzBhAvbt24fTp0+77cRsh+LqTnFl5unTp6RBgwYkLi6O6PV6V5tjkaioKDJhwgTD3xzHkdDQULcfOOJ5niQkJJCQkBBy9+5dV5vjMmhNWk4qU87UKVOmYPjw4WjTpg2ioqKQnJyM/Px8fPDBB642rVQSEhKwZcsW7N69GwqFwtCHViqV8PDwcLF1TsTVb4nKyrp16wgAs4s7smTJElKrVi0ilUpJVFQUOXfunKtNKhNL13fdunWuNs2p0KlqFIqbQ0d3KRQ3h4qUQnFzqEgpFDeHipRCcXOoSCkUN4eKlEJxc6hIKRQ3h4qUQnFzqEgpFDeHipRCcXOoSCkUN4eKtAqRkZGBGjVq4IsvvjCsO3v2LKRSKY4dO+ZCyyilQR3sqxgHDhzAgAEDcPbsWTRs2BAtW7bEW2+9hUWLFrnaNIoFqEirIAkJCTh69CjatGmD69ev48KFC1U2Y1llgIq0ClJYWIhmzZrhyZMnuHTpEpo3b+5qkyilQPukVZAHDx4gNTUVPM/j0aNHrjaHUga0Jq1iaLVaREVFoWXLlmjYsCGSk5Nx/fp1BAUFudo0igWoSKsYU6dOxY8//og//vgD3t7e6Ny5M5RKJfbt2+dq0ygWoM3dKsTJkyeRnJyMjRs3wsfHByzLYuPGjfjll1+wfPlyV5tHsQCtSSkUN4fWpBSKm0NFSqG4OVSkFIqbQ0VKobg5VKQUiptDRUqhuDlUpBSKm0NFSqG4OVSkFIqbQ0VKobg5VKQUipvz/wCV6mkvFiHRWAAAAABJRU5ErkJggg==", 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" ] @@ -832,14 +829,14 @@ "output_type": "stream", "text": [ "\tJ = 5.5150e-01\n", - "\tgrad_norm = 4.8258e-01\n", + "\tgrad_norm = 4.8257e-01\n", "step = 12\n", "beta = 11.88\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -852,14 +849,14 @@ "output_type": "stream", "text": [ "\tJ = 5.6870e-01\n", - "\tgrad_norm = 5.2501e-01\n", + "\tgrad_norm = 5.2504e-01\n", "step = 13\n", "beta = 12.50\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -871,15 +868,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 5.8872e-01\n", - "\tgrad_norm = 4.5345e-01\n", + "\tJ = 5.8873e-01\n", + "\tgrad_norm = 4.5341e-01\n", "step = 14\n", "beta = 13.12\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -891,15 +888,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 6.0137e-01\n", - "\tgrad_norm = 3.6628e-01\n", + "\tJ = 6.0139e-01\n", + "\tgrad_norm = 3.6620e-01\n", "step = 15\n", "beta = 13.75\n" ] }, { "data": { - "image/png": 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stoSj7luNEqlcLodQKIS3tzf/1dTr9dDr9ahbty4YhoFMJoO3t7dL7eI4DiqVinc/E4lEUCgULv+yFxUV8a6KLMvC19eX/6C5Cp1OB6VSybtHVuR56PV6ZGdn2yRSw3nkcrn9xgIueUY1SqSGh8ayLEQiEYBn/qdqtRoCgQAsy6JWrVpuqfaIRCI+0kBAQIDZeYjORiqV8qW5VCqFQqFwuQ0AoNVq+alfFXkeGo0GLMvyW3nnAio2bxdwjUg9sxLuQjQaDQghkEgkYBgGOTk5lZ5iVREbcnJyIBKJIBKJkJOT49KqLvCsRMnJyQHDMJBKpSgpKUF+fr5LbQCeTRwvKSmBVCp12/OwB4ZhLG6OokaLVK1WQ6/Xg2VZ+Pn5ITAwEFqt1qUvhkajQXZ2NkQiEQIDAxEYGMiXqq4SqkGgWq0WgYGBCAgIgEKhgEqlcqlQ8/PzoVKpoFAoEBAQ4JbnYS+lS+yym8PO4bCcqhhqtRo6nQ4CgYBvd4nFYpe+GKUFGhAQwD/cgIAAlwm1rEANAeDkcrlLhVpaoIb2oaufR0WgInUSht5CoVBoFJUQcN2LYU6gBlwlVEsCNeAqoZoTqAFPFyoVqRMwDLkIhUKLnTPOfjGsCbS0nc4UankCNeBsoVoTqAFPFioVqRMwjI2W13vqrBfDFoEacJZQbRWoAWcJ1RaBGnDW86hsPlSkToAQYvPYn6NfDHsEasDRQrVXoAYcLVR7BGrA0c/DEU4rVKROwN4H66gXoyICNeAooVZUoAYcJdSKCNSAo56HTqdzSM3EFSKtUc4MBggh/MPlOA6EEKNgU+bw9fVFbm4usrKy7HI5A54NmOfm5kIoFEKhUFT4661QKIxsMDhk2AIhBLm5udDpdPD39weACr2kEokE3t7eyMvLg06ng0wms+v4wsJCFBQUwMfHBxKJpMJCsfY8tFqt0TMui16vh0ajAcMwlfaooh5HTsDgT1lWpIYxU2v4+PhAo9FApVJBLBbb7Ham0WggkUggFoutRiC0BS8vL2g0GhQWFvL+teVBCOG9cHx8fHhXyIoiEAggk8l4RxBbX3SdTgetVguZTAaBQMB7FVUUS89Dp9OB4zizz4fjOOh0Ot5Pu7L+tVSkTiAvLw8RERH8sgBarRZqtRoDBw7ko9pTqjZKpRIHDhyARCIxqm0YajReXl586VvZDwUVqRMwDL+Ubo/p9Xr4+vqiVq1abrSM4kiEQiFEIhH/nDUaDZRKJSQSiVGfgCM6jpxNjRMppeZRmU678qAipVAqiKGt6UyBAhWfPWMPVKSUaolGo4FAIIBKpXKaQAFaklIoFYbjOOTm5pq0QR0NFSmF4uHQSd+lWLp0KSIjIyGXyxEUFIRhw4bh9u3b7jaL4qGwLAt/f3/odDqnOuVTt8BSnDp1CnFxcbhw4QKOHDkCrVaLfv368TF5KJTSiMVil8yeoW6BpTh48KDR31u2bEFQUBD+/PNPPPfcc2aPUavVRh4+ZZeLp1RfDL2uBqFmZ2cjJyenSg7BVJmStCyGBWmtOSAsXboUvr6+/FZ2WXRKzcCZJSqt7lqA4zjMnDkTPXr0QOvWrS2m+/DDD6FUKvktNTXVhVZSPAlnCZVWdy0QFxeH69ev448//rCaTiKRuCU0JsUzMVf1rSy0umuG6dOnY9++fThx4kSFIo5TajaOLlFpSVoKQghmzJiBXbt24eTJk2jQoIG7TaJUUUqXqOXNIy4P6sxQiri4OGzbtg2//fYb5HI5Hj9+DODZ5F8vLy+b83H1sgkUz8Qg1MzMzErl4wrf3SpT3V2/fj2USiV69+6N0NBQftuxY4dd+QiFQhQVFTnJSkpVQiwWV3oOMa3ulsJRK1TpdDoUFhZCIpFUeJEeSvWBhk/xQAxxeQyODbT3l1IZqEidhLe3NyQSCVQqFby9vSEQCNxtEqWKQkXqRAxV3by8PLsj3lEoBqhInYxcLndY/FVKzYQ6M7gAQ3hJZ2JtDUtHbwKBwK5wnQUFBQgICLA5f4lEgoyMDIv5EUJsyq+6QH13XYBWq/WoBYAqiyGGsK1IpVI0bdrU5vQ6nQ537tyx+DvDMGjRokW1EqI1qEidjEajQW5urktfKENpZ5jvKBKJwLKs3TZYKpEIIXjhhRdsXgZCKBTi+PHjSEhIQHh4OBQKBWQymcXg3xzHoV+/fvjvf/9rMc+TJ0/i2rVrmDVrFjp37oyAgIBq2zlHRepEDFHkzK1R6ixEIhE2bdqEBw8eIDMzE1lZWcjIyMDdu3dx/PhxDB482OrYLcMwCAsLw/vvv4/9+/fj4MGD+Pe//43WrVsbierChQto27Ytjh07BrVaXe4Ys1QqxejRo/HgwQNkZWXhyZMnSEtLw/fff88vSVEarVaLUaNG4cSJE2bd6oRCIVq3bo0vv/wSFy9exD///IM1a9ZUy9LVFSJliKO8BKoAKpUK77//Pjp06ICCggKIRCIoFAqo1WqMGDHCacGxGYaBWCzG1q1bMWrUKIvp9Ho97ty5gxdffBEPHz40+o1lWUyYMAFff/01vL29TY67ffs2XnnlFdy9e5evvhtCiPTq1QsvvvgiGjZsCIFAAJ1OB4VCgdDQUNSqVQsSicRiSZeRkYG6deuabRKwLIuQkBAMHz4cY8aMQfPmzeHj42M2L71eD7lcjuLiYgCOc04xx9OnT7Fz505IpdJyP8BFRUWYPHkylEolFAqF3ecaPHiwxd/27dtnd37mqHElKcMwUCqVfJhHV3zdBQIB2rVrh2HDhpWbrlGjRnjxxRdNvsRyuRyffvqpiUANx7Vs2RKnT59G7dq1+f2GVdR+/fVXxMbGIiYmBn369MELL7yAbt26oXHjxujWrRvOnTtnMZJ7WFgYunXrZvY3juOQkZGBr776ClFRUahTpw4mTpxotuNKIBAgNDTU6vVXRWh11wkYSg1nhnk0h5eXV7nnI4QgJycHFy5cMCm5bFkYKSgoCEuWLLGav2HjOA5qtRpJSUmIiYnB559/bvG43377zWy1tzQcx6GgoAA//PAD5s6da1b0rVq1spqHO6hsp6ErerBrnEg5joNCoXCpQPV6PS5fvoyzZ88a7TcsuZiXl4fk5GR89tlniIqKwrVr10zyKCgowLp168p9qYYPH263fRqNBp988gnOnj1rthoaGBiI48ePw8/Pz6b8VqxYgWnTppkIdeTIkS697+XBcVyl417RktQJGJYAdDVFRUV4/vnnERAQgDp16sDPzw9isRgSiQT+/v5o0qQJPvroI6SkpJgVIsdxWLhwIUJDQ3H9+nWLbTovLy+zX3GWZeHn54eIiAizU/s4jkPPnj3h7++PHTt2mDh4tG/fHtnZ2Xj8+DHftg4ODja7RirHcfjuu+8QHBxsNKY6atQorFmzxiOqvYamQGWWgASoSKsdhBA8ffoU6enpUCqV0Ol0dnegZGVloVOnTli0aJHZY82VDHXr1sWZM2fw6NEjJCcn459//sHo0aPNvkhKpRJjxoxBs2bNsH//fqMxV4FAgODgYIwfPx7btm1DamoqHjx4gEmTJpntoHn69Cn69evHdxYJhUJMnTrV6jirKyi94nlVmKpGRVoF0Wg0iI+PxwcffACVSsUvhFxcXIz33nvPSLyBgYG4cOECoqKiIJVKIRQKERgYiISEBLz77rsWx0JTUlLw0ksvoUmTJnj69KnJB4FhGIhEIoSHh2PTpk04c+aM2d7Rmzdv4sSJE/zfLPtsIWN3UVqggYGBDpmqRkVKMQshBMuXL0e9evXQv39/TJgwAa1bt8bWrVuN0kVGRiIoKMjkeIFAgGXLliEqKsriOTiOQ2pqKpo3b46kpCSLpT7DMOjSpQsuXLhg0vvMcRxWrlzpEV5dZQXqiPFxKtJqQlRUlF0hXkpj8FAy99AJIVAqlTh69CgSEhJw//59EzHcu3fPYhwfkUiEffv2ITg42KoNT548Qffu3XH+/Hmr1fMWLVrgu+++M9l/5cqVSscSqizOEChARVptOHnyJM6cOWN3JIjw8HBs2bIFd+/eRWJiIlasWIH27dvb9YIlJydjwYIFFkXi5+eH8+fPG42vmsPQ8XX+/Hmr6V599VWTF1SpVFp1ync2zhIoQEVabRCJROjUqZNdHijNmjXD3bt3MX78eDRo0AAdO3bErFmzcPXqVRQVFWHjxo025cNxHL744gt4e3tjwIABZqflNWjQAJmZmTh27BgGDx6MoKAgs722JSUl6NmzJ3r37o2SkhKz5xOLxSaC1+v16Nevn032OhpnChSgIq1WGMZEbUUmk5kVCvCsPTlu3DizLwLLsmad43U6HQ4dOoQmTZrg2LFjJmOYDMOgb9++2LNnD9LS0pCSkoJ3333XJLwMIQSnT59G//79LVZ9mzRpYrLv3r17Ll2Lx9Bz7kyBAlSk1QatVosHDx5g1qxZNh9z69YtpKWlWfxdJBKZCFEoFGL69Om4du0a5s6da/al/Oeff9CvXz907NgRd+7cMWnDGnptw8LCsGLFCmzYsMEkD0IIzpw5g3Pnzpm1LTo62uwx0dHRePLkiUs6kbRaLbKyspwqUICKtNrQsGFDtGrVCklJSTYfU1RUhN69e1uMC6vRaExe9qZNm+Kzzz5Ds2bN8Omnn+LkyZNmQ8NwHIekpCS0adMGixYtshiZgmVZDB8+3OKUuJiYGLNCffnll82+pNeuXeN9k12FRCJx6iwnKtJqQlpamsU2nDUePnyIZs2amYxT6vV6fPvttybVzWbNmkEqlQJ4ViJ2794dV65cMTsEAzwT+uLFi/Hiiy9ajEVsqcoNPGujPv/88zh37pyRLW3atEFERITZY/Lz83H48GGLeToKQxSJkpISm+fWVvQ81He3hqNUKhEREYGZM2fi8uXLuHTpEiZNmoT33nvPJG1SUpJJW7Np06a4e/cuRo4caVZwhBAcP34cPXr0MNvGzMvLs2pfSUkJYmJikJiYyB8vkUiwd+9et8Y1FovF8PPzg0KhgEqlcppQaUlKAfDMuf6rr75CZGQkunbtioSEBLOdUMnJyRg4cKCJ2BQKBXbs2IGSkhKsXLnSrGfQX3/9hdDQUBw6dAj5+flQqVQ4c+YMBg0axEeOsFRCFBcXo3v37li2bBk4jgPDMGjVqhVyc3Oxbds2t0RjNIhELpc7VahUpBS7OXbsGPbu3WvWcZxlWbz77rt4+PAhxo0bZ+ISl5mZiYEDByIsLAz16tXDgAEDcO3aNfj6+qJPnz7YuHEj9u3bh4kTJ5r0+nIch/j4eH6NHuBZL/To0aPxv//9DyEhIc65YBtwplCpSCl2QwjBK6+8gvHjx5sd8mAYBn5+fti8eTP27t1r4kdrmBeqVCpRVFQErVaLt99+G/v378ebb76JgQMH4rvvvsP3339vkndxcTHmzJljsr9evXpG/rvuwFlCpSKtJnTr1q3CboEVQa/XY9u2bWjYsCE2bdqE/Px8k55ggUCA/v374+zZs1ZnghBCMG3aNL5DynDsiBEjzL6Iu3fvNtu2bdKkiduDkTlDqFSk1YQzZ84gMTHRaTGULJGTk4PY2FjUqVMHAwYMwK5du4yGWxiGQZs2bXD06FGzYVkMmBOxSCQy++EpKSkxO2wkEAis9hS7CkcLlYq0miAUCtGqVSscPXrU5ecmhEClUuHIkSN49dVX0aJFC5w5c4ZvszIMg44dO1pcQpIQYrGH19Iwy7hx48y2iT1lbdjSQq3sMphUpE7AnWElO3TogI8++sht1T5CCO7fv4/nnnsOISEhuHPnDgghYFkWgwYNwvr1682Wdp06dTIr1DVr1ph9GY8ePYru3bubOElUdoK1IzEItbCwsFL5UJE6AYlEYjEynitYtGgR/v3vf7ss1q8lsrOz0bNnT9y/fx+EEDAMg8mTJ2PLli1G7U/gWa9vz549TV7oHj16oHHjxmbzv3z5Mt59912je/388887/kIqgVwur/TwEBWpE+A4Dkql0m2LNAmFQnzwwQc4e/asW4clgGfzRHv16oXU1FQ+GuFrr72GgwcPmjgi3LhxA3379jXynJJIJDhy5IjZtjYhBBs3bsT27duh1+tBCMHChQtRt25dh77AlcVaW9wWqEidgEajwaNHj3Dt2jUcPHgQx48fx9WrV9G4cWOnLaJUFoZh0LlzZyQnJyM2NtatpWp6ejp69uzJB+MWCASIjo7GH3/8YVI9TUxMxBtvvGHU3qxXrx6SkpLQqFEjk2vV6/WYMWMG0tPTATxrw169ehWbNm1y8lW5Do8U6YQJE3D69GmHGeAOcnNzodPpHBLjpjLIZDJ8++23uHPnDsaNGwd/f3/IZDI+FpGr2s+pqano3r07H3SMZVm0adMGR44cMar6EkLw888/Y+/evUbHh4WFISkpCaNGjTJ5OVUqFRISEvi2b0BAACZOnOj0a3IVHilSpVKJmJgYNGnSBEuWLOG/kq5i7dq1qF+/PqRSKbp27YpLly7ZnQchBNnZ2dDpdPD393e6GP7zn/8gLS3N7BQthmEQERGBrVu34tGjR8jKykJmZiaSk5OxevVq1K1b1yb7DFPMZDIZ5HK53cMdjx8/xr/+9S/e3ZBhGHTq1MkkaLZer8ekSZNMHCW8vLyQkJCA2bNnG+0nhGDPnj1OXVbCnXikg/3u3buRnp6OadOmYceOHahfvz5efPFF/PLLL06PY7Njxw7Mnj0bCxYswJUrV9CuXTv0798fWVlZdudlEKperzdxcXM0EydORKNGjTBkyBCL98gwa8Pb2xsKhQIRERGYMWMG7t69ixkzZiAiIgIKhQJyuRwBAQFo0KAB+vbti8mTJ2P16tU4deoUHjx4gEePHiE9PR2JiYmIioqy64u+fv16fPfdd0Zrybz11lsmvdF5eXmYN2+eyfECgQCffvqpSfrSroLVDY8sSQGgdu3amD17Nv7++29cvHgRjRs3xrhx4xAWFoZZs2bh7t27DjOwNCtWrEBsbCwmTZqEli1b4ptvvoG3t7dZFzVbIIQgNzfX6V95Qgg0Gg0OHDgALy8vNG3aFFu3bsWTJ0+g1Wqtnl8ikWD16tVISUlBXl4elEolsrOzcf/+fRw7dgwbN27EO++8g+joaISHh0Mul0Mul6Ndu3Y4ffo03nnnHZu/6nq9HtOnT8exY8f4fWKxGMuXLzfJY+3atWY738RiMerUqWPjnan6eKxIDTx69AhHjhzBkSNHIBAIMHDgQCQlJaFly5ZYuXKlo2wE8KzD588//0RMTAy/j2VZxMTEWAyOpVaroVKpjDZ3o9frcffuXUyaNAnh4eGoX78+/vWvf9lUG7C3GiUQCDBs2DC7qr4cx2HevHlGVfMpU6aYrAXDcRx+/fVXs3m4c4jL1XikSLVaLf773/9i8ODBiIiIwM6dOzFz5kxkZGRg69atOHr0KH7++WfEx8c7zEgAfNW0bPjJ4OBgi9WppUuXwtfXl9/q1q1r9DvDMC5pk5rDEPMoIyMDK1asQOPGjflI747Ez8/P7mGG69evG42Jent748svvzS5T3FxcSgoKDDaZ2hGlKakpMQj4u46A48UaWhoKGJjYxEREYFLly7h8uXLmDp1qtEcxT59+ti8uI8z+fDDD6FUKvktNTWV/41hGAQGBkIgENi1fL2zyM/Px1tvveXQUogQAplMhoiICIsrd5ujpKQEly9fNto3ZswYtGjRwmjf06dPTRZmevz4scn9LCgocNu4tLNxhUjtHn9YuXIlRowYYeKVUho/Pz88ePCgUoaVxSCoss7bmZmZFp0CJBKJ2U4hg0CFQiFyc3M9wvEbALZv34727dtj2rRpkEgk4DiO9y318fGx+8EzDIOQkBDMnz8fhw8fRkpKCi5duoS8vDyr7WCO47B48WL06tWLP6dYLMbRo0fRvHlzo2bD9u3bwTAM3n//fTx58gSTJ082ya+kpAT37t1D27Zt7bK/KuAKxwy7zzBu3DirAnUWYrEYnTp1MurU4DgOx44dQ/fu3e3Ky9/fH0KhkB+G8RR0Oh0++OADREZGon///mjSpAlCQkJQt25dLFy4sEK2ymQyDBkyBF999RX27NmDa9euoX///uWWqmfPnkVycrLRvtDQUJw+fdpo9oter8cPP/yAzp07Y8CAAbh//75JXhzHWV3/tCrjkdVddzJ79mxs3LgRW7duxc2bNzFt2jQUFhZi0qRJNuchFoshEAiQnZ3t9qUPzKHT6XDjxg0cPXoUKSkpKC4uhkqlwtKlSys0i8YwfioWi/me123btpW7tIRGo8HIkSNNqqlt27bFTz/9ZDTMQgiBWq22WqXdtWtXtWyXUpGW4bXXXsPy5csxf/58tG/fHn/99RcOHjxY7gtXGpZlkZub65ECtYZOp8Prr7/ukM4lf39/xMXFlZvu77//Rtu2bY2qxgzDYNCgQejbt6/F48yV0kVFRYiOjsbDhw89qvZCp6o5genTp+Phw4dQq9W4ePEiunbtatfxarUaUVFRGDJkCIYMGYK+ffuiQ4cOSE5ONlqu3pGbo8jLy8NPP/3kkBLJ1ibLnTt3cPnyZaPrUKvVyMnJMUkrEAgQFRWFPXv2YOPGjejWrRskEgkv2vPnz6NFixZmI9y7g/z8/CoxVc0zZuG6kKrsnsZxHGbMmAGlUonRo0fzbWt7XwhCCG7evGlz2ueeew4zZ87ElClTAADLly/HtWvXjNIxDINhw4bhxx9/5Dvr3njjDSQnJ2Po0KF8tPzi4mKkpKTYZa8zMEREdMRUNWdT5UrSqohh+UIvLy94eXlValy2sLAQc+bMQUREBMLDw/Hcc8/h3LlzdpWuhBBcuXLF5vQlJSVYtmwZmjZtimbNmmH9+vUmVVahUIhly5YZ9aazLIumTZvi1KlTLg8dYw2DQBUKRaWnqnmk7y7Ffv7zn//gypUrSE9Px/379/HRRx9Vanoax3FQq9XIzs7G2bNn0bt3b2zevNnmWoJer7e6zow5CCHQ6XQW3RhZljUbzxcAgoKC8Mknn9h1PmdRWqCOCN5N26TVhLFjx6Jt27bw9/dHSEgI4uPjsWnTJofNI9VqtZg1axaUSqVN6TUaTaXbYuZssFaFHjNmjEPPVxEcLVCAirTawrIsxo4di9zcXCQkJOCVV15BVFQUwsLCKjy/taCgAPv377cpbV5eXqV6t1mWNZnpwnEchgwZgqdPn5o9xs/Pz63xpZwhUICKtNrj7e2NsWPH4pdffsGZM2dw7949/P777wgMDLQ7L0IIbty4YVPanJycCvUQC4VCjBw5EomJifjrr7/QsGFDI+GpVCqMGzfO7LHVUaAAFWmNgWEYsCwLqVSKmJgYXLx4sUIdLcePH7dpDDIlJcXuXm6WZbFixQps27YNHTt2ROvWrZGYmGiyYtuhQ4fMriBnWNTXVRg+Qs4UKEBFWmNp2LAh9u7da/dkdINzR3ncvn3bbpuCg4MxefJko2purVq1sGzZMqNSUq/XY9asWSYl9aNHj+w+Z2XQaDTIy8tzqkABKtIaTbdu3bB48WK7HrZarcbw4cOxYcMG5OTkmC25DEvU21uqhYSEmO3oGjJkiMkEhY0bN+Lbb7/le4KLi4sxY8YMu85XWQyuilKp1KlLMFKR1mBYlsXMmTMxZMgQu45Tq9WYOnUq6tWrh0WLFpmt/gYHB9vdRnz06JHZqPQKhcJkQrher8c777yD/v37Y8mSJejXrx9+//13u87nKMrzKa4sVKQ1HJFIhF27dqF9+/Z2iYoQgqKiIsTHxyM+Pt7E93bs2LEmq6mVR2ZmJj766COTElggEKBBgwYm6XU6HU6cOIF58+bhjz/+MCtwZyISiRAUFASRSITs7GynCZWKlAKGYXDq1Cn07NnT7tLPsKxEWQICAjBs2DC78/r6669Npq9xHFfuauDuwBASNSAgwKlCpSKlAHhWpTx8+DCmTp1q1zgqwzBmxc2ybIWWulCr1ejVqxcfHoUQgpSUFD6wtifCsqxThUpFSuGRSqVYs2YNtm/fbnNVlWVZREdHm/0tLCzM4qpo1nj06BHatGmD7du3Y//+/ejXr59TYjM5EmcKlYqUYoRAIMCrr76KS5cumYxPWkpv7bfIyMgK2fH48WOMHTsWw4YNM1udNsCyLHx9feHj4+NWZwaDLc4QKnWwp5jAMAxatGiB06dPl/si6HQ6bNy40WwPryFyfkXhOK7czqAePXrg5MmTOHjwYKXO5SicIVRaklIs0qxZM4SGhlpNw3EcVq9ejbCwMFy6dMmkZ9bSsoWOQKFQYN++fWjfvj169OiBU6dOOe1c9lBWqJWNEkFFSrFKeSI18OTJE/Tu3dtkDmmXLl2ctqBxSEiI0YRqe0LcOJvSQrV15pC1vKhIHYxYLK42AbHsWTm7uLgYr732mtG+Jk2aVMiZ3xaaNm1q9KKKRCKXRDGwFYNQK/uRoiJ1AizLQqVSVQuhtm3b1q4OipSUFKPrNqwz4wzxREdHG9nm6M4UR8Cylieq25MHFamDUavV0Ov1FZ6u5UlMnTrVKAZueej1epMZKq+++io6dOjgULtYlsULL7xgtM8w08fTqKxNVKROgBACX19faLXaCjmaexJNmjTBhg0b7HJKKLvinVAoxJ49eyodkKs0YrEYjRo1MtnvaSWpI6AidRJCoRCBgYHQarUuWfqwffv2WLlyZaVjvJaFZVm8/vrrSE1NtXn+6YgRI0x6NMPCwvDw4UOHdSIFBASYBPgihLjcf9cVUJE6EbFYjMDAQOh0OqcvJvT3339jzpw5aNmypVNe1Nq1a9s8W+b+/fu4ePGiyf6AgAB88MEHFQ7fUpri4mKT8CxqtbrKNy/MQUXqZMRiMfz9/V1S5SWE4OHDh1i6dKnDz8cwjM0L9+r1eowePdrsSnKLFy/Gr7/+Wu78S8NCUG3btjVb1VYqlTh27BgvSo7j8MMPP1TppoUlqEhdgKuHBuLj4/G///3PoXkSQvDXX3/ZnD4tLQ0JCQkm+1mWxZAhQ3DlyhWr1eeIiAgkJiYiMTERZ86cMRkK0uv1GDNmDNatW4crV65gwYIFmD59us32VSWoSF1AYWGhS9tKWq3W7LzMyqDT6ZCUlGRzekIIPvvsM4veNo0aNbI4NMMwDObOnYvw8HCIxWJERkZi+fLlJu3Z/Px8zJkzB3369MFnn33mEWvAOgPqu+tk8vPzUVBQ4PL1SW/fvu3Q9pler7c7jm5OTo5FkTIMgy5dulhsn7Zu3Zp/CRmGQVRUlNl7qNVqUVBQ4FELNDkaV5SkNW4tGAOGKHI+Pj5Oc40z4Oy2mFQq5ed4GijvS56Xl8ePsZqzr2nTpjaXfi1btvT46WrOwhVNpRop0qKiIqjVaigUCkgkErMhKCkUW6AidQJCoRCFhYWoVasW5HK504dfKNUbKlInIBQKIZPJnBrmkVJ1cMRUNWdT40Sq0+kqvdwdpXqg0WgcMlXN2dRIkVIoGo0G2dnZDpmq5mxqnEgpFINARSKRXbOIzEFFSqE4mNICDQgIqHTPvitEWiWcGVJSUvDmm2+iQYMG8PLyQqNGjbBgwQLaM0uxi7ICdYTAqDPD/3Hr1i1wHIdvv/0WjRs3xvXr1xEbG4vCwkIsX77c3eZRqgDOEChAq7s8AwYMwIABA/i/GzZsiNu3b2P9+vVWRapWq428ZlQqlVPtpHgmzhIoQKu7VlEqleVOdF66dCl8fX35rW7dui6yjuJuDK6OzhQoQB3sLZKcnIw1a9bgrbfespruww8/hFKp5LfU1FQXWUhxNxqNxukCBWrAVLW5c+da/RIxDINbt24ZHZOeno4BAwZgxIgRiI2NtZq/RCKBQqEw2ig1A47jkJubC6FQ6DSBAjWg42jOnDmYOHGi1TQNGzbk/5+RkYE+ffogKioKGzZscLJ1FEr5VPuOo9q1a6N27do2pU1PT0efPn3QqVMnbN682SPDQ1I8B5Zl4e/vD5VKhZycHKdWd51NlejdTU9PR+/evREREYHly5fjyZMn/G8hISFutIziqYjFYj7YXHZ2ttOESkX6fxw5cgTJyclITk42CbhVHYNbUSqPoXfV2UKlQzD/x8SJE0EIMbtRKOVhEKohILojQ9dU+95dCsVVOEuoVKQUigNxhlCpSCkUB+NooVb7cVJ3wLKs0dISWq0WOp2u0jP0PQ1/f3+b0z59+tSJlrgepVIJnU5nstRFaXx9fZGbm1vpeMC0d9cJ+Pv7Iycnh7+5HMeBEIIDBw6YjTPLcRw0Gg0YhoFYLK6UT2ZF8yKEQKPRgBACsVhs04sxcuRIi78Z8lCr1SCEYOfOnTbZYXjxRSJRpdeMqWhettxDnU6HvLy8cpdb5DjOqpBtwRUrxdU4kQoEAuj1eqMXgxACiURiEuBZq9VCpVJBKBTC39/fIQ9EJBIhNzcXer3epjwJIcjNzYVOp4O/v7/NgbytxcEtKSmBv78/ZDIZcnNzIZVKy82vsLAQhYWF8PHxcdgyiYWFhSgoKLA5T1ufh1arBcuy5YqUZVmHVHedTY0TKSGE/4JKJBIAz76oIpHIaPEhQ5AqiUTi0LE1sVgMkUiE7OxsqFQqq3lzHMe3m4KCguxah7S8EiIrKwuBgYHw8/Pj7bJEfn4+ioqK4Ofn59Aoi2KxGEKhkBeetbztfR4GgZaXrirEOKpxHUccx/HtUkvtEWfPnrCl88IgUK1Wi8DAQLsEaguEEGRnZ0On0yE7O9tilAtDpH+FQuGUMKhyuRwKhQIqlQr5+flm07hiNktFob27TkIoFEIoFJpdm9RVL4Q1oTpboAYMQjWU7GXvhbMFasCaUD1ZoADt3XU4Bg8lQ2nKsiz0ej0IIVCr1SgpKYFSqYRAIICXl5dLlp/w8fGBUqnE48eP+al0KpUKer0evr6+0Ol0FQpDas8iVF5eXtBqtcjMzISvry+EQiGKiopQWFgImUwGgUDg8FXKyyIQCCCRSPD06VOo1Wp4e3vzve72Pg+9Xs93CJa3Yp7h41hR7zVXfDQYUoN869LS0mh0BopZUlNTbV6I2dXUKJFyHIeMjAzI5fIK99SqVCrUrVsXqampVW4SeVW13Zl2E0KQn5+PsLAwj6tKG6hR1V2WZR32tazKkR6qqu3OsrvsSuWehmd+OigUCg8VKYXi4VCR2olEIsGCBQt4R4iqRFW1vara7ShqVMcRhVIVoSUpheLhUJFSKB4OFSmF4uFQkVIoHg4VaQWpamumrl27FvXr14dUKkXXrl1x6dIld5tULkuXLkVkZCTkcjmCgoIwbNgw3L59291muRwq0gpSes3UGzduYOXKlfjmm2/w0Ucfuds0E3bs2IHZs2djwYIFuHLlCtq1a4f+/fsjKyvL3aZZ5dSpU4iLi8OFCxdw5MgRaLVa9OvXD4WFhe42zbUQisP4/PPPSYMGDdxthgldunQhcXFx/N96vZ6EhYWRpUuXutEq+8nKyiIAyKlTp9xtikuhJakDsWXNVFej0Wjw559/IiYmht/HsixiYmJw/vx5N1pmP4ZgcZ52j50NFamDsHXNVFeTnZ0NvV6P4OBgo/3BwcF4/Pixm6yyH47jMHPmTPTo0QOtW7d2tzkuhYq0DM5eM5VSMeLi4nD9+nX89NNP7jbF5dSoqWq2UN3WTA0MDIRAIEBmZqbR/szMzCqzIt306dOxb98+nD592mMnZjsVdzeKqzJpaWmkSZMmZNSoUUSn07nbHIt06dKFTJ8+nf9br9eT8PBwj+844jiOxMXFkbCwMHLnzh13m+M2aElaQarSmqmzZ8/GhAkT0LlzZ3Tp0gWrVq1CYWEhJk2a5G7TrBIXF4dt27bht99+g1wu59vQvr6+8PLycrN1LsTdX4mqyubNmwkAs5snsmbNGlKvXj0iFotJly5dyIULF9xtUrlYur+bN292t2kuhU5Vo1A8HNq7S6F4OFSkFIqHQ0VKoXg4VKQUiodDRUqheDhUpBSKh0NFSqF4OFSkFIqHQ0VKoXg4VKQUiodDRUqheDhUpDWIJ0+eICQkBEuWLOH3nTt3DmKxGMeOHXOjZRRrUAf7GsaBAwcwbNgwnDt3Ds2aNUP79u0xdOhQrFixwt2mUSxARVoDiYuLw9GjR9G5c2ckJSUhMTGxxq5YVhWgIq2BFBcXo3Xr1khNTcWff/6JNm3auNskihVom7QGcu/ePWRkZIDjOKSkpLjbHEo50JK0hqHRaNClSxe0b98ezZo1w6pVq5CUlISgoCB3m0axABVpDeO9997DL7/8gr///hs+Pj7o1asXfH19sW/fPnebRrEAre7WIE6ePIlVq1YhISEBCoUCLMsiISEBZ86cwfr1691tHsUCtCSlUDwcWpJSKB4OFSmF4uFQkVIoHg4VKYXi4VCRUigeDhUpheLhUJFSKB4OFSmF4uFQkVIoHg4VKYXi4VCRUigezv8DZP/nfIIF8X0AAAAASUVORK5CYII=", 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", 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" ] @@ -911,15 +908,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 5.9710e-01\n", - "\tgrad_norm = 4.9288e-01\n", + "\tJ = 5.9712e-01\n", + "\tgrad_norm = 4.9320e-01\n", "step = 16\n", "beta = 14.38\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -931,15 +928,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 5.8032e-01\n", - "\tgrad_norm = 1.5782e+00\n", + "\tJ = 5.8031e-01\n", + "\tgrad_norm = 1.5795e+00\n", "step = 17\n", "beta = 15.00\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -951,15 +948,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 5.5875e-01\n", - "\tgrad_norm = 1.1480e+00\n", + "\tJ = 5.5869e-01\n", + "\tgrad_norm = 1.1483e+00\n", "step = 18\n", "beta = 15.62\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -971,15 +968,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 6.1763e-01\n", - "\tgrad_norm = 4.7004e-01\n", + "\tJ = 6.1762e-01\n", + "\tgrad_norm = 4.7042e-01\n", "step = 19\n", "beta = 16.25\n" ] }, { "data": { - "image/png": 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", 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fxIsWLUJ2djaaNGnilM3WcNV5a1AilclkEAqF8Pf355+aBoMBBoMBTZs2BcMwCAgIgL+/v0ft4jgOKpWKdz8TiUSQy+Uef7JXVFTwroosy0KhUPAPNE+h1+uhVCp590hnrofBYEBhYaFdIjUeRyaTOW4s4JFr1KBEarxoLMtCJBIBeOB/qtFoIBAIwLIsQkJCvNLtEYlEfKSB0NBQi/MQ3Y1UKuVbc6lUCrlc7nEbAECn0/FTv5y5HlqtFizL8kttxwKcm7cLeEakvtkJ9yBarRaEEEgkEjAMg6KiojpPsXLGhqKiIohEIohEIhQVFXm0qws8aFGKiorAMAykUimqqqpQVlbmURuABxPHq6qqIJVKvXY9HIFhGKuLq2jQItVoNDAYDGBZFkFBQQgLC4NOp/PojaHValFYWAiRSISwsDCEhYXxraqnhGoUqE6nQ1hYGEJDQyGXy6FSqTwq1LKyMqhUKsjlcoSGhnrlejhK9Ra75uKyY7ispnqGRqOBXq+HQCDg37vEYrFHb4zqAg0NDeUvbmhoqMeEWlOgxgBwMpnMo0KtLlDj+6Gnr4czUJG6CeNooVAoNIlKCHjuxrAkUCOeEqo1gRrxlFAtCdSIrwuVitQNGD+5CIVCq4Mz7r4xbAm0up3uFGptAjXibqHaEqgRXxYqFakbMH4brW301F03hj0CNeIuodorUCPuEqo9AjXirutR13qoSN0AIcTub3+uvjEcEagRVwvVUYEacbVQHRGoEVdfD1c4rVCRugFHL6yrbgxnBGrEVUJ1VqBGXCVUZwRqxFXXQ6/Xu6Rn4gmRNihnBiOEEP7ichwHQohJsClLKBQKlJSUoKCgwCGXM+DBB/OSkhIIhULI5XKnn95yudzEBqNDhj0QQlBSUgK9Xo/g4GAAcOomlUgk8Pf3R2lpKfR6PQICAhzaX61Wo7y8HIGBgZBIJE4Lxdb10Ol0Jte4JgaDAVqtFgzD1NmjinocuQGjP2VNkRq/mdoiMDAQWq0WKpUKYrHYbrczrVYLiUQCsVhsMwKhPfj5+UGr1UKtVvP+tbVBCOG9cAIDA3lXSGcRCAQICAjgHUHsvdH1ej10Oh0CAgIgEAh4ryJnsXY99Ho9OI6zeH04joNer+f9tOvqX0tF6gZKS0sRExPDpwXQ6XTQaDQYMGAAH9WeUr9RKpXIzMyERCIx6W0YezR+fn5861vXBwUVqRswfn6p/j5mMBigUCgQEhLiRcsorkQoFEIkEvHXWavVQqlUQiKRmIwJuGLgyN00OJFSGh51GbSrDSpSCsVJjO+a7hQo4PzsGUegIqU8lGi1WggEAqhUKrcJFKAtKYXiNBzHoaSkxOwd1NVQkVIoPg6d9F2NxYsXIzk5GTKZDOHh4RgyZAiuXbvmbbMoPgrLsggODoZer3erUz51C6zGjz/+iPT0dJw5cwYHDx6ETqdD3759+Zg8FEp1xGKxR2bPULfAauzfv9/k702bNiE8PBy//fYbnnzySYv7aDQaEw+fmuniKQ8vxlFXo1ALCwtRVFRULz/B1JuWtCbGhLS2HBAWL14MhULBLzXTolMaBu5sUWl31wocx2Hy5Ml44oknkJSUZLXc9OnToVQq+SU7O9uDVlJ8CXcJlXZ3rZCeno5Lly7hxIkTNstJJBKvhMak+CaWur51hXZ3LTBx4kTs3bsXR48edSriOKVh4+oWlbak1SCEYNKkSdi1axeOHTuGZs2aedskSj2leota2zzi2qDODNVIT0/H1q1b8e2330Imk+HevXsAHkz+9fPzs7seT6dNoPgmRqHm5+fXqR5P+O7Wm+7up59+CqVSiZ49eyIyMpJfMjIyHKpHKBSioqLCTVZS6hNisbjOc4hpd7carspQpdfroVarIZFInE7SQ3l4oOFTfBBjXB6jYwMd/aXUBSpSN+Hv7w+JRAKVSgV/f38IBAJvm0Spp1CRuhFjV7e0tNThiHcUihEqUjcjk8lcFn+V0jChzgwewBhe0p3YymHp6qV3795226XT6fg8oPYsLMvixx9/tFgXx3EICQmxu66HBeq76wF0Op1PJQCqKzdv3rS7rMFgcGjUnBCCnTt3WtzHngDjDyNUpG5Gq9WipKTE4092gUCAsLAwDBo0CKtWrcLRo0dx8uRJjB8/HoGBgbXuGxkZiYSEBPj7+5vZnpOTg7t379plx86dOx0Oably5UokJSXxs5CMZGZmWpzbK5VKERsby0fNf9igInUjxihylnKUupNp06ahqKgIBQUF2LNnD9LT09GzZ0907doVa9euRV5eHh555BGL+4aHh+P27dvIycnB5cuXoVQqcenSJSQlJfE3BcdxaNOmDfbt22dVgAaDAceOHcOkSZNMehGBgYEYPXo0Dh48iOPHj2P06NEWU1lcuXIF4eHhyMzMxO3bt7Fhwwa88MILJi0sy7KYMmUKSkpKcPPmTfz9998OpcWoL1BnBjeh1+tRWloKkUgEuVxe59QP9sAwDMaPH4/FixfbLCeTybBp0yY89dRTZjf90aNHTebECoVCJCQk4OLFizh06BCGDRsGlUqFoqIiPPPMMwgMDET//v3x4osvIiYmBhqNBhs3bsTu3btx//59E4FKpVJkZ2cjKCiIX9e9e3e89dZbFqcDarVaDBw4ECzLghBi1gUeMGAAli5dyt+sMpkMkZGRuHPnjkPnzdeho7tugGEYKJVKSKVShIaG1jmCuT2wLItu3bph1apVdpeviUgksjppnWEY9OnTB8eOHUPnzp35HC1lZWXYvn07tm/fXusxmzZtaiJQI4mJiZBIJFYfZJbe5xmGwdSpU81+R2VlZa121Dfo6K4bkEgkEAgEbg3zWJPo6GisXr261lFkQggKCgrw2muvmbVMWq0WFy9etLl/27Zt0a9fP6dsLCwstLrtqaeecqguQgh+//13k3XGtIu+Rl0HDT0xgt3gRMpxHORyuccECgBhYWEW3Q8NBgOuXbuGGTNmIDU1FbGxsWjatKnFEVpCCJ5++mncuHHD6nEYhsGHH37olI2lpaVWJx6kp6c7fNPNnj0bV65cgV6vh0ajwbx583xuFJ3juDrHvaLvpG7AmALQk2RlZWHkyJF47733kJSUhL1792LGjBkoKSlxqJ7y8nLEx8dDIBCgV69e+P77780cxC11WYEH768dO3bE448/jp07dyInJ8ektSaEQCaT4c0338SiRYv4rHOEEJSXl0Mmk/GJg1mWRUBAAEQiEUpLSy2mUVSr1UhMTOTF7aoJEq7C2LLXJQUkQLu7Dw1arRaXLl3C0KFDERsbi7S0NIcFWh2DwYBDhw4hLi4Ot27dMsm5un79erPyCoUCt27dwunTp7F8+XLcvn0bS5cuNWsdOY7D8uXLERISgqeeegorV67EmjVr8P7770MikSAiIgIjR45EVlYWP0J97949dO7c2aqtlgaVvE31jOd0qhoFwAORlJWVoaKiwqU3bHZ2Nlq2bInu3btj5MiROH78uNn8WoZh8M0335gMOgkEAkyZMgV79uzBsWPHzOqtrKzEkSNHcOTIEQAPbkSxWIw+ffpg9erVJjd2WFgYTp06hfT0dKxbt87nBFmT6gINCwujqQ8pD9i5cydmzpxZa+A0ZzB+87QkNuCBIFu2bGm2nmEYbNq0CXFxcbW+K3Ich6qqKuTm5vLd4OqwLIs1a9ZAKBTaHMFu2rQpJkyYgOTkZNs/yk3UFKhYLK4XIqXdXQ/QvXt37NmzxytJig0GA7Zt22axhYuMjKzVw6k6f/zxB3JycixuYxgGn3zyCUaMGGFxu0gkQlZWFmbMmIE+ffrYfUxXYUmgroB6HD1EKBQKfPXVV07vLxQK4efnB4lE4tANQAjBjBkzsGrVKou+tTExMXbXpdPp0L9/f6s+ugzD4IsvvrC4LS4uzmsT7N0lUICK9KHjqaeecvhTRkhICLRaLXQ6HSoqKlBVVQW9Xm+1e2sJvV6PN954AxKJBCkpKfjuu+9w5coV7N27F2Kx2GyEmGVZiEQii991s7KyEBQUhIKCAovHMuYCrcn9+/fttteVuFOgAB04eihhGMbuwRWGYZCRkWHm88owDJ588kkIBAKHPiEQQnD27FkMGTIEEomEd9CXyWQQi8Xo168fxowZg7Zt28LPzw8ajQZr1qzBjBkzTOqpqKhAixYtoFQqLT50LN2gJSUl4DjOY5+/9Ho9CCFuFShA30kfOlQqlUMf9FmWRVxcnMVtDMNYDaLFsqzNFpsQgqqqKhQXF/OzgMaNG4eNGzeiZ8+eCA4OhlQqhUKhwLvvvmuxm1pWVoa0tDSLDwlLDgKEELvcE12FTqdDQUGBWwUK0O7uQ4PBYEBubi5SUlIc3u+jjz6yut3SyKREIsH69euxaNEiuwaqjF43RnfJmhgdFyyxbt06pKammkxRKysrsxrp4uWXX0ZmZqZH551KJBK3znKiIn1IiIiIQGxsLK5fv+7wvmvXrkVWVpZZF/nevXsWW7GWLVti1KhReOedd3Dr1i0MHjy41htGr9dbdIIwUl5ebnXbsWPH0KRJE3z88cc4ffo03n//fZvHeeaZZzySHoRhGEgkElRVVfGeUu46DvXdfQgoLCx0+nscx3Fo3bo12rdvj8OHD+Ovv/5CRkYGWrdubbG8Uqnkn+QKhQJff/01tm/fXmuwtTt37liM5l5eXl5ry1daWoqpU6eif//+2LRpk82JBBzHWR10ciVisRhBQUGQy+VQqVRuEyptSSkAHtzYFy5cQGpqKpo1a4YRI0aYRUYwcufOHXz00Ue8sIRCIf75z3+itLQUx48ftznxOjIyEikpKfjpp59w7tw5TJw4EZGRkXwrzrIsZDIZFAqF2U3IcRyUSiVUKhW2bNmCkydPYsmSJYiKivJKTKPq81jdKVQqUopTvPvuu3j66adRWFjIC0wgEKBLly5YsmQJGjdubFE4xtHfHj16oFOnTli9ejXKy8shEAjw2GOP4erVqyguLkZ+fr7V7rFQKMRzzz2Hrl274p133kF2djaOHTvm1SDk7hQqFelDQo8ePTwaOoQQgiNHjiAmJgYLFy7EvXv3UFlZCY1Gg/79+2PFihUYNmwYgoODrYq1+jtwq1atcObMGcTHx0MoFEIikWDMmDEW9+U4zmTUmWVZPPnkk8jMzHTPj7UTdwmVivQh4ciRIzh16pTHY/xUVFRg9uzZiI2NRVJSEoYNG4Y9e/YgIiICCxcuxMmTJzFv3jz4+/vbrGfBggVmmetYlrX4Ccha9IUnn3zS+R/iItwhVCrShwSWZdGpUyd8/vnnXjm+RqPB7du3sX//fsycOROLFy+GUChEfHw8Zs6cib///hsdOnSwun+rVq0srrfklKHX6y1+C/aVVB6uFioV6UPGiBEj6jx/sa7odDocOnQIa9euBfDf8KI///yz1SxzlrqqhBCLn4AIIcjKyjJbX9fJ1a6kulDrmgaTitQNeDN6OsMwKC0txS+//OLVtIscx2HJkiVYunQp3xoKhUIolUq89dZbZudo2rRpmDNnjonQ7t69a9W9MSEhAbt27TKZjF5blERPYxSqpVjBjkBF6gYkEolHIgTaIjk5Gbm5uUhISPCqHbNnz8bt27f5vxmGwZIlS/DMM8+YlCOE4N///jf69euHa9euITc3F//5z3+s1stxHIYOHYrBgwfj8OHDeP/997Fo0SK3/Q5nkclkdU7WRR3s3YDxe55UKvVoUOyayGQy/P777xg9ejS++uorrwTp0uv1aN++Pe7cucN3w1mWRUZGBuLi4kwi4RNCcPjwYXTs2BHx8fGoqKiwOVmA4zjs2bMH+/btA8MwPtXdrU5tg2a1QR3s3YBWq8Xdu3dx8eJF7N+/H0eOHMH58+fRokULtyVRsoZIJMKXX36Jc+fOoX///ggJCfF4vlSVSoW4uDiTkJ5SqRS7du2yaIdarcbFixeRl5cHhUIBsVhs8zdyHOezAnUFPtndHTVqFI4fP+4yA7xBSUkJ9Ho9wsLC6pyOva4wDIO2bdti3759KCgoQGlpKQoLC/HVV18hOjraI+/QxcXFaNq0KcrLy/lvpImJiejUqZPF8hzHQaPR4LXXXsP333+PAwcOID09vdZBsejoaD5q4sOCT4pUqVQiNTUV8fHxWLRoEXJzc11mjD2sXr0asbGxkEql6Ny5M3755ReH6yCE8P601j7ou5JRo0YhMzMTVVVVVsswDAOBQACRSISgoCAMHz4cd+7cwY0bN/Doo4/yKQrdRVVVFaKiorBnzx6Ul5eD4ziMGTPG6rddvV6PF154AT179kSfPn2watUq3L9/H7Nnz7ZY3t/fH1lZWdiyZQtmzZrltt/haXzSwX737t3Izc1FWloaMjIyEBsbi/79++Prr792+xSkjIwMTJ06FXPnzsW5c+f4iO3OOGwbhWowGNzusvbFF19g4MCBCAoKwk8//WT3wJVxPunly5ehUqmQl5eHjIwM9OvXD2FhYXz0BKMXkEKhQJMmTfDII4+YOR/YQ1lZGZ599lm88soruHr1Klq2bGnzG2nNFkMkEmH+/PkWz+f48eOdssnX8cmWFAAaNWqEqVOn4sKFC/j555/RokULvPzyy4iKisKUKVMsfidzBcuWLcPYsWMxZswYJCQkYO3atfD398fGjRudqo8QgpKSEo+FodRoNHjyySchEokgFovRokUL/Pvf/8adO3dsvrcxDAORSISIiAg8//zz2L9/P+7fvw+tVgu9Xg+dToeqqiqUlpYiOzsbf//9NyoqKlBcXIxGjRo5ZCPHcdi9ezdee+01/txaa03Hjx9vdu4YhkFaWprJOqFQiIULFzpkR33BZ0Vq5O7duzh48CAOHjwIgUCAAQMG4I8//kBCQgKWL1/uKhsBPBjw+e2335CamsqvY1kWqampOH36tMV9NBoNVCqVyeIr6HQ63Lx5k3fbi46Odnl2t+DgYJw5c8apgajbt2/zWdteeukli2XOnz9vsRdTc/6pv7+/Vx3s3YlPilSn02Hnzp0YNGgQYmJisGPHDkyePBl5eXn4/PPPcejQIWzfvh0LFixwmZEA+K5p48aNTdY3btwY9+7ds7jP4sWLoVAo+KVmVjKGYTzyTlobhBDk5+cjLi7O5bM04uLiMG7cOIf3q6qqgkajgVQqxfLlyxEVFWVWRq/XY8yYMWat6TfffGPyt5+fn9fPsbvwSZFGRkZi7NixiImJwS+//IJff/0VEyZMgFwu58v06tXLak4STzJ9+nQolUp+yc7O5rcxDIOwsDAIBAKP5Ce1h7y8PMTHx+POnTsu/W76ySefoE+fPg4JxWAw4PfffwfDMJDL5RbzzgDAgQMHsGvXLhgMBnAch7y8PBQXF5uU8WS4FE/jkyJdvnw58vLysHr1arRr185imaCgIBNPFldgFFTN6AH5+fmIiIiwuI9EIoFcLjdZgP8KVCgUevSd1B7y8/MRHx+Ptm3bom/fvujatSuGDx+OP//802k7hUIh9u/fj+3btzsk1DVr1sBgMIBhGCQlJWH69OkW88c8//zzSE5ORmpqKpo3b25Wj1qt9rqXl7vwSZG+/PLLFlMNuBuxWIyOHTvi8OHD/DqO43D48GE8/vjjDtUVHBwMoVBYp7Am7sSY4OngwYM4ffo0tm/fjjZt2tgMSlYbLMti6NChWL58ud030NWrV/mcqCzLYubMmRZdGQ0GA86fP4+jR49a/Myk1Wo9/qnOU/ikSL3J1KlTsWHDBnz++ef4888/kZaWBrVajTFjxthdh1gshkAgQGFhYb3qhhkMBsyYMaPOQaYnTZpkdy4Wg8GA5557jm/BJRIJvvnmG4fnxRJCMHnyZEdNrRdQkdZg+PDhWLp0KebMmYN27drh999/x/79+80Gk2zBsixKSkrqlUCN6HQ69O7du05udizLYsOGDXZ3e+/cuYOlS5fy80TDwsKsvl7YYs+ePSa+wL5CfZiqVu8c7CdOnIiJEyc6vb9Go0HXrl15x2qtVouqqiq749Q6gytHNq9cuYKNGzfi1VdfddrH19HXlenTp+PSpUsYPXo0MjMzLUYVNCIQCNCtWzfo9XpcuHABarUahBBwHIeEhATMnTsXI0aMcErorqasrMwlU9XcTb1qSV2BLw0SOQPHcUhLS0Pbtm1x+PBhKJVKh39TcXGxQ/sYDAZ88cUX6NOnD5YtW2Y1+DXLsli3bh2OHj2KEydOoKSkBNu2bYNcLufn0k6ZMgXR0dEO2esOysrKoFKp6sVUtQYnUm/DsrZTQNiDwWDA5cuXkZqairCwMPTu3duhbpszQbqNx7X1aSgwMBAvvPAC//uEQiGGDx+OEydOmDgzeGNaXnWMApXL5XWequaTvrsUx5HL5Wjbti2++OIL3Lt3DxcvXkRqaqpLnrbGDGuJiYl2v2dfuXKlzse1hLXjt2nTBm+99ZZbjuko1QXqiugYtCV9SCguLsbvv/+Ol19+GY0aNUJSUhJ++OEHnD17FmFhYS45xl9//WV3/lN3RZCvrKw08zYy4gszX1wtUICK9KHB0gAPwzDo0KED7t+/D51Oh9u3byM+Pr5O3aQpU6bY1ZUMDg52+hhGZ39rn2FeeeUVq4mk6tq1rAvuEChARdpgEAqFiI2NxdWrV7Fv3z6n4/PaO4nA3u+kNVEoFPjpp5+gUqlQWlpqMQwoIQQ7d+60uH9kZKRTx60r7hIoQEXa4GBZFv3798fFixedmjWi0+mwdOnSWst16dLF4RZbJBLh0qVLeOKJJyCVSuHv748TJ06Y+GwbSUtLs9iaejIsjLFH4U6BAlSkDZbWrVvjypUrTt1US5YswYULF2w6PERERDgcNiYmJsZsJoyfnx+GDx9uVrakpMRia+pJ10CtVovS0lK3ChSgIm3QxMXFITc3F7169XJoP71ejw4dOiA6Ohrff/+9xe+hYrEY4eHhDtVLCLHY+nbt2tVi+dGjRyM7O5s/flFRUZ0dBxyBEMJPtXNnjGMq0gaOTCbDoUOHMHToUIcuOsdxyM/Px6BBg7Bhwwaz7QzDoGfPng7ZkpOTY3FKn7W5vFVVVYiPj8ewYcMwZswYNGvWzKHjuQqNRmPV+cIVUJFSwLIsduzYgRs3bjjszsdxHF5//XWLE8kXLlzo0HupRqNBly5dTEaPdTodlixZYnOfnTt3YtOmTW7Ntm0JkUiE8PBwiEQiFBYWuk2oVKQUnmbNmlmNxGcLjuMsZjqLjo522CXu4sWLJs72s2bNQmlpqcM2eQKhUAiGYRAaGupWoVKRUkx4++23HfZ7ZRjG4iCRUCjEhAkTHKqLEIJp06ahVatW6N69Oz788EOH9vcGLMu6VahUpBQTRCIRzp4961C3l2EYqzfmrFmzHB7lJYTg1q1bOHXqVL2ZrOBOoVKRUsyIjIzEhQsX7M5jw3Ecjhw5YnGbXC5HixYtXGmexWMkJibWebZJXXGXUKmDPcUiLVu2tDtyPyEE6enpFt8dGYbB4MGDXWzdf4mKisKtW7dw4cIF5OTkeGTupS3cIVTaklKs0rZtW8THx9tVtrS0FKGhodi2bZvZth49erjaNAAPHgAHDx5EaGgoBAIBgoKCMHbsWLccyxFqCrWuMa6oSCk2cSQwGcdxGD16tNn6Zs2auS0mbk2Hieeee84tx3GU6kJVKpV1rouK1MWIxWKvTzp2Fb1793bIGV+r1ZpNDo+JiXHL+yLLsma5X7yZ3bwmRqHW1Z+YitQNsCwLlUr1UAjV39/f4e7qqVOnTP728/PD/PnzXd6a+vv7m41CW/NO8hYsy1qcIOBoHVSkLkaj0cBgMKCoqKjeC5VhGGzbts2hGTOWcvS8+eab6N69uytNw+DBg81aqRMnTrj0GK6grmKiInUDhBAoFArodDoUFRXVm2991ggLC8OyZcvsLn/ixAmzGTICgQAHDhxwWWsqEAjw8ccfm60/cOCAS+r3JahI3YRQKERYWBh0Op1H0kywLAuZTGZ3eBNHSUtLs9uBXaVSWQxxIpVK8fPPP7vk5lq1apXF8KhXr16tc92+BhWpGxGLxQgLC4Ner3frLAngQetdXl6OkSNHIicnx+X1MwzjUNSDSZMmWezqJycnY9asWXa1qLY+2A8aNMhsXWVlZZ2CevsqVKRuRiwWIzg42GNdXkIIWrdu7fI8qYQQ/PXXX3aXLygowIULFyxumzdvHubPn2/zJouNjcXx48dx8eJFDB061GSEmWEYM4d+juMwcuRIu+2rT1CRegCRSORRTxi1Wo0+ffq49MFQUVHhUARAQghGjx5t0QaGYTB79myzWLlGQkJCcOnSJXTr1g1JSUnYsWMH7ty5gzZt2kAkEkEgEGDdunUoKyuDwWCAWq3GSy+9hG+//bZOv9FX8YRI612aCVejVqs93g07d+4cysrK6jz8b+Ty5csOe85cvXoVOp3Oqg/w448/jo0bN+Lll1826Rq/8847Zt9VIyIicPjwYaSmpuLatWvYvHkzsrOz0aJFC+zcuRPXr1+v9wN01vBEcuQG3ZKWlZWhvLzc6eh8zmIwGMwS7daFrKwsp2yo7V28Z8+eZl3ZlJQUi2WDgoKQmJgIlmVRVlaGEydOYMuWLbh9+/ZDK1CAtqRuxRhFLjAw0O1R7Nx9k7744ot48cUXTdbV9oQ3GAy8B5A1+6KioizmG7WESCTC1q1b7Sr7MOGJV6UGKdKKigpoNBrI5XJIJBK7b0QKpSZUpG5AKBRCrVYjJCQEMpnM7Z9fKA83VKRuQCgUIiAgwKecvSnewxVT1dxNgxOpXq/3ak4Siu+g1WpdMlXN3TRIkVIoWq0WhYWFLpmq5m4anEgpFKNARSKR2ZxXR6EipVBcTHWBhoaG1nlk3xMirRfODH/99Rdee+01NGvWDH5+fmjevDnmzp1LR2YpDlFToK4QGHVm+H+uXr0KjuOwbt06tGjRApcuXcLYsWOhVqvtSvVHobhDoADt7vI8/fTTePrpp/m/4+LicO3aNXz66ac2RarRaEySDLl69gmlfuAugQK0u2sTpVJpcWJxdRYvXgyFQsEvTZs29ZB1FG9jdHV0p0ABGhzbKjdu3MDKlSsxfvx4m+WmT58OpVLJL9nZ2R6ykOJttFqt2wUKNID5pNOmTbP5JGIYxizkRm5uLp5++mkMGzas1mDLEokEcrncZKE0DDiOQ0lJCYRCodsECjSAgaN//etfFgM2VycuLo7/f15eHnr16oWuXbti/fr1braOQqmdh37gqFGjRmjUqJFdZY2p6Tt27IjPPvvMo9EUKPUPlmURHBwMlUqFoqIit3Z33U29GN3Nzc1Fz549ERMTg6VLl+L+/fv8toiICC9aRvFVxGIxH2yusLDQbUKlIv1/Dh48iBs3buDGjRto0qSJybaHedY/xXmMo6vuFir9BPP/GINmWVoolNowCtUYEN2VmQse+tFdCsVTuEuoVKQUigtxh1CpSCkUF+NqoT7030m9AcuyJqkldDod9Hp9nWfo+xrBwcF2l3VleFFfQKlUQq/XQ6fTWS2jUChQUlJi4tvtDHR01w0EBwejqKiIP7kcx4EQgszMTAiF5qeD4zhotVowDAOxWFwnn0xn6yKEQKvVghACsVhs143x/PPPW91mrEOj0YAQgh07dthlh/HGF4lEFs+VIzhblz3nUK/Xo7S0FAzD2DxXHMfZFLI9eCI4doMTqUAggMFgMLkxCCGQSCRmQbJ1Oh1UKhWEQiGCg4NdckFEIhFKSkpgMBjsqpMQgpKSEuj1egQHB9sdyLtmPpbqVFVVITg4GAEBASgpKTFL9msJtVoNtVqNwMBAl2UGV6vVKC8vt7tOe6+HTqcDy7K1ipRlWZd0d91NgxMpIYR/ghpznXAcB5FIZJJywRikSiKRuPTbmlgshkgkQmFhIVQqlc26OY7j35vCw8OtpoSwRG0tREFBAcLCwhAUFMTbZY2ysjJUVFQgKCjIpVEWxWIxhEIhLzxbdTt6PYwCra1cfYhx1OAGjjiO499Lrb2PuHv2hD2DF0aB6nQ6hIWFOSRQeyCEoLCwEHq9HoWFhVajXBgj/cvlcreEQZXJZJDL5VCpVCgrK7NYxhOzWZyFju66CaFQCKFQaDE3qaduCFtCdbdAjRiFamzZa54LdwvUiC2h+rJAATq663KMHkrG1pRlWRgMBhBCoNFoUFVVBaVSCYFAAD8/P4+knwgMDIRSqcS9e/f4qXQqlQoGgwEKhQJ6vd6pMKSOJKHy8/ODTqdDfn4+FAoFhEIhKioqoFarERAQAIFAgIqKCodtcASBQACJRILi4mJoNBr4+/vzo+6OXg+DwcAPCNaWMc/4cHTWe80TDw2GNCDfupycHBqdgWKR7OxsM79wX6FBiZTjOOTl5UEmkzk9UqtSqdC0aVNkZ2fXu0nk9dV2d9pNCEFZWRmioqJ8rittpEF1d1mWddnTsj5HeqivtrvLboVC4fI6XYlvPjooFAoPFSmF4uNQkTqIRCLB3LlzeUeI+kR9tb2+2u0qGtTAEYVSH6EtKYXi41CRUig+DhUpheLjUJFSKD4OFamT1LecqatXr0ZsbCykUik6d+6MX375xdsm1crixYuRnJwMmUyG8PBwDBkyBNeuXfO2WR6HitRJqudMvXz5MpYvX461a9dixowZ3jbNjIyMDEydOhVz587FuXPn0LZtW/Tr1w8FBQXeNs0mP/74I9LT03HmzBkcPHgQOp0Offv2hVqt9rZpnoVQXMYHH3xAmjVr5m0zzEhJSSHp6en83waDgURFRZHFixd70SrHKSgoIADIjz/+6G1TPAptSV2IPTlTPY1Wq8Vvv/2G1NRUfh3LskhNTcXp06e9aJnjGIPF+do5djdUpC7C3pypnqawsBAGgwGNGzc2Wd+4cWPcu3fPS1Y5DsdxmDx5Mp544gkkJSV52xyPQkVaA3fnTKU4R3p6Oi5duoSvvvrK26Z4nAY1Vc0eHracqWFhYRAIBMjPzzdZn5+fX28y0k2cOBF79+7F8ePHfXZitlvx9ktxfSYnJ4fEx8eTESNGEL1e721zrJKSkkImTpzI/20wGEh0dLTPDxxxHEfS09NJVFQUuX79urfN8Rq0JXWS+pQzderUqRg1ahQ6deqElJQUrFixAmq1GmPGjPG2aTZJT0/H1q1b8e2330Imk/Hv0AqFAn5+fl62zoN4+ylRX/nss88IAIuLL7Jy5UryyCOPELFYTFJSUsiZM2e8bVKtWDu/n332mbdN8yh0qhqF4uPQ0V0KxcehIqVQfBwqUgrFx6EipVB8HCpSCsXHoSKlUHwcKlIKxcehIqVQfBwqUgrFx6EipVB8HCpSCsXHoSJtQNy/fx8RERFYtGgRv+7UqVMQi8U4fPiwFy2j2II62DcwMjMzMWTIEJw6dQqtWrVCu3btMHjwYCxbtszbplGsQEXaAElPT8ehQ4fQqVMn/PHHHzh79myDzVhWH6AibYBUVlYiKSkJ2dnZ+O2339CmTRtvm0SxAX0nbYDcvHkTeXl54DgOf/31l7fNodQCbUkbGFqtFikpKWjXrh1atWqFFStW4I8//kB4eLi3TaNYgYq0gfH222/j66+/xoULFxAYGIgePXpAoVBg79693jaNYgXa3W1AHDt2DCtWrMDmzZshl8vBsiw2b96Mn376CZ9++qm3zaNYgbakFIqPQ1tSCsXHoSKlUHwcKlIKxcehIqVQfBwqUgrFx6EipVB8HCpSCsXHoSKlUHwcKlIKxcehIqVQfBwqUgrFx/k/+qbG3RkXCLYAAAAASUVORK5CYII=", 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" ] @@ -991,15 +988,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 6.1152e-01\n", - "\tgrad_norm = 1.4769e+00\n", + "\tJ = 6.1151e-01\n", + "\tgrad_norm = 1.4768e+00\n", "step = 20\n", "beta = 16.88\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1011,15 +1008,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 6.2107e-01\n", - "\tgrad_norm = 7.8201e-01\n", + "\tJ = 6.2112e-01\n", + "\tgrad_norm = 7.8133e-01\n", "step = 21\n", "beta = 17.50\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1031,15 +1028,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 6.2295e-01\n", - "\tgrad_norm = 6.5727e-01\n", + "\tJ = 6.2297e-01\n", + "\tgrad_norm = 6.5706e-01\n", "step = 22\n", "beta = 18.12\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1051,15 +1048,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 6.5138e-01\n", - "\tgrad_norm = 3.9320e-01\n", + "\tJ = 6.5136e-01\n", + "\tgrad_norm = 3.9299e-01\n", "step = 23\n", "beta = 18.75\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1072,14 +1069,14 @@ "output_type": "stream", "text": [ "\tJ = 6.5978e-01\n", - "\tgrad_norm = 7.2811e-01\n", + "\tgrad_norm = 7.2633e-01\n", "step = 24\n", "beta = 19.38\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -1092,14 +1089,14 @@ "output_type": "stream", "text": [ "\tJ = 6.5951e-01\n", - "\tgrad_norm = 3.4906e-01\n", + "\tgrad_norm = 3.4862e-01\n", "step = 25\n", "beta = 20.00\n" ] }, { "data": { - "image/png": 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TP+1otVqfb8Rz5szB1atXkZqaGpDNngjV79asRKpSqSAWixEbG8vfNe12O+x2O9LS0sAwDBQKBWJjY8NqF8dxMBqNvPuZRCKBWq0O+529urqad1VkWRYajYa/oYULm80Gg8HAu0cGcj7sdjt0Op1PInV8jkql8t9YICznqFmJ1HHSWJaFRCIBcNv/1Gw2QyQSgWVZtGjRIiLDHolEwkcaiI+Pd7sOUWjkcjnfm8vlcqjV6rDbAABWq5Vf+hXI+bBYLGBZlt8a+iwgsHW7QHhEGp2D8DBisVhACIFMJgPDMCgvLw96iVUgNpSXl0MikUAikaC8vDysQ13gdo9SXl4OhmEgl8tRW1uLysrKsNoA3F44XltbC7lcHrHz4Q8Mw3jcQkWzFqnZbIbdbgfLsoiLi0NCQgKsVmtYLwyLxQKdTgeJRIKEhAQkJCTwvWq4hOoQqNVqRUJCAuLj46FWq2E0GsMq1MrKShiNRqjVasTHx0fkfPhL3R67/hayzwhZS40Ms9kMm80GkUjEP3dJpdKwXhh1BRofH8+f3Pj4+LAJtb5AHQHgVCpVWIVaV6CO58Nwn49AoCIVCMdsoVgsdopKCITvwnAnUAfhEqongToIl1DdCdRBtAuVilQAHK9cxGKxx8kZoS8MbwKta6eQQm1IoA6EFqo3gTqIZqFSkQqA491oQ7OnQl0YvgjUgVBC9VWgDoQSqi8CdSDU+Qi2HSpSASCE+PzuL9QXhj8CdRBqoforUAehFqo/AnUQ6vMRCqcVKlIB8PfEhurCCESgDkIl1EAF6iBUQg1EoA5CdT5sNltIRibhEGmzcmZwQAjhTy7HcSCEOAWbcodGo4Fer0dZWZlfLmfA7Rfmer0eYrEYarU64Lu3Wq12ssHhkOELhBDo9XrYbDZotVoACOgilclkiI2NRUVFBWw2GxQKhV/Hm0wmVFVVQalUQiaTBSwUb+fDarU6neP62O12WCwWMAwTtEcV9TgSAIc/ZX2ROt6ZekOpVMJiscBoNEIqlfrsdmaxWCCTySCVSr1GIPSFmJgYWCwWmEwm3r+2IQghvBeOUqnkXSEDRSQSQaFQ8I4gvl7oNpsNVqsVCoUCIpGI9yoKFE/nw2azgeM4t+eH4zjYbDbeTztY/1oqUgGoqKhAeno6nxbAarXCbDZjyJAhfFR7SuPGYDBg27ZtkMlkTqMNx4gmJiaG732DvVFQkQqA4/VL3ecxu90OjUaDFi1aRNAySigRi8WQSCT8ebZYLDAYDJDJZE5zAqGYOBKaZidSSvMjmEm7hqAipVACxPGsKaRAgcBXz/gDFSmlSWKxWCASiWA0GgUTKEB7UgolYDiOg16vd3kGDTVUpBRKlEMXfddh7ty5yM7OhkqlQmJiIoYPH45ff/010mZRohSWZaHVamGz2QR1yqdugXXYt28f8vLycOTIEezcuRNWqxUPPvggH5OHQqmLVCoNy+oZ6hZYh+3btzv9vXLlSiQmJuL48eO477773B5jNpudPHzqp4unNF0cs64Ooep0OpSXlzfKVzCNpietjyMhrTcHhLlz50Kj0fBb/bTolOaBkD0qHe56gOM45Ofn495770WnTp081ps2bRoMBgO/Xb16NYxWUqIJoYRKh7seyMvLw6lTp3DgwAGv9WQyWURCY1KiE3dD32Chw103vPzyy9i6dSsKCwsDijhOad6EukelPWkdCCGYPHkyNm3ahL179yIjIyPSJlEaKXV71IbWETcEdWaoQ15eHtasWYMtW7ZApVLhxo0bAG4v/o2JifG5nXCnTaBEJw6hlpaWBtVOOHx3G81wd+nSpTAYDOjfvz+Sk5P5bd26dX61IxaLUV1dLZCVlMaEVCoNeg0xHe7WIVQZqmw2G0wmE2QyWcBJeihNBxo+JQpxxOVxODbQ2V9KMFCRCkRsbCxkMhmMRiNiY2MhEokibRKlkUJFKiCOoW5FRYXfEe8oFAdUpAKjUqlCFn+V0jyhzgxhwBFeUkg6d+7Mh5wMx/aXv/zFL/vOnDnjU7sNzaSbTCafbWwqUN/dMGC1WgVPADRx4kSkpqaG7eL87rvv/Kp/6NAhn+p99tlnXvfr9Xq/PrcpQEUqMBaLBXq9XnDxTJo0CZcuXYLNZkNNTQ1MJhOMRiN0Oh1+++03FBUV4aeffsKlS5fwyy+/YNasWUHNOp84cQLvv/++T3V/+ukn5OXl+VR369atGDZsmNvXYYQQdO/e3alMLpfjsccew+jRo/1yOGlMUJEKiCOKnLscpULBsizkcjliY2OhUqkQHx+PNm3aoFOnTrj77ruRkZGBDh06oKCgALdu3fIq1C5dumDBggVISUlxu//VV1/FvHnzPL5frqysxMiRI9GzZ09+zW18fDxWr14NvV4Pk8mEX375BZmZmU7Hffnll8jMzERNTQ1fRgjBhAkTcPPmTb6sX79+qKqqwsaNG/H555/DaDQ2qWGuAypSgbDZbHyYR3/zuoSL2NhYvPDCC273iUQivPfee8jPz8eVK1ewcuVKt8/VU6dOhUKhwKRJk7B7927s3bsXo0aN4hMvbdy4kQ8OLZFIcOPGDYwdOxZxcXGIjY1Fhw4dcPHiRZeb2OXLl6FWq/HFF1/wol22bBm/v1WrVti3b5+TTWKxGHfddVcofpqogopUABiGgcFg4MM8RqNAHXiadbbb7fj555/5hEPjxo3DzZs3ERcX51K3pqYGS5cuRW5uLgYMGIAvvvgCVVVVLvXi4uI8et988sknLmU2mw2jR4/GsGHDcPnyZad9+/fvd/u79u/f3237jRkqUgGQyWQQiUSChnlsCEIIiouLMWvWLIwZMwbz5s3DlStXnIamZWVl+PTTTz22MWXKFKcUCVqtFjdu3Aj4na+31SAjRoxwW+5pKF1/iOxg165d/hsmMMFOGoZjBrvZvSflOA5qtTpiAq2srERmZiZ0Oh1f9t///hdTp06FXC5HWloabDYbfv/9d6+Zz2w2G3JycrB//37+u8hkMhw8eBBdu3b12y5HOBp3iEQiMAzjIkp3ZZ4ghODixYt+2yUkHMcFHfeKvicVAEcKwEjguEHUFWhdamtrcf78efz2228+pSY8dOgQ5HK5U0Lf9PR0t3UZhkF+fj7MZjOqqqowY8YMp7s9IQStWrVy26MWFBQ4iTE2NhZXrlyBxWLBN9984/J7Dhw4EDU1NSCEoLa2FlOnToVEIgnZIolQ4EioHEwKSIAOd5scu3fvDnmbVqsViYmJOHnyJHQ6ncfXKUeOHMHChQshlUqhUCjw1ltvYefOnU51SktLoVQqsWbNGtTW1sJms+HSpUuYN28eX0cqleL69eu44447IBaLMXjwYGzZssWpnX379kGlUvEz2fPmzQtaDKGkbsZzulSN4sT06dMFabe2thY9evSASCRym8ovJSUF2dnZLuX3338/H6HAgcViwZ/+9Cf+uar+M9uYMWOgVqudyh5++GEMHz4cmzdv5ss8JSqOiYnx2NuHg7oCTUhIaBSpD2lPGkauX78uWNuEEI8XnLdZ7LFjx3psz92kysiRI93W37hxI/r06ePVxqNHj8JkMuHMmTNe6wlFfYGG4v04He42MZKTkyPyuWfPnvUYjcLfiHnHjh1zW84wDA4cOIBZs2a53T969GhkZ2dH7JWXEAIFqEibHL6633kjkAvAarUiPT3dyUsIuN1brl271q+23n33XY/PlwzDoKCgAO3atXMql0gkWLVqlV+fE0qEEihARdrkGDNmTEDH7dmzB3a7HYQQ/lmPEILExESf29DpdIiNjUVqaioWLFiA2bNnIyEhAWfPnnWqJ5PJ8NJLL+H8+fO4ceOGiyNDdXU15HK5V2f6X375xcmxQqFQQCKR+GxrKBFSoACdOGpyBBJP584778SAAQPc7tuwYYPHPDieKCkpwWuvveZ23+rVqzFmzBinIemzzz6Lr776Cps2beLLbDYbEhMTPTpAcBzn1GsbDAb8+uuv6NChg1+2BoPNZgMhRFCBAnTiqMkRyGuIP/7xjx73tW7dOhhznNBoNBg7dqzbZ8alS5e6lNlsNowcOdLtu8/Jkyc7JcoihKBXr14hs9UXrFYrysrKBBUoQIe7TQ5/13kCwBdffOHkrFCX2bNnezyOZVm/Jmm8TWp5cp3buHEj2rdvj4qKCn4ofurUKSdnewdVVVVBx7gNBJlMJugqJyrSJoTFYsGjjz7q93HV1dWIi4uDWq3GU089hcuXL6OmpgbFxcX4z3/+4/aY2NhY/Oc//0FRURGefvppny6Y3377zeO+SZMmedx37tw5tGjRAjExMVAqlbj77rs91k1LS8PBgwfD4tjAMAxkMhlqa2s93uRC9TlC++5SkYYBs9mMCRMmBByUm+M4VFZWYvXq1cjIyIBSqcQdd9zh0c0uKSkJI0aMQFZWFj799FOUl5c3uEzMbDa7zTpntVrx1VdfeT2WEAKz2Yza2lqvrn9WqxV9+/YNywJwqVTK39yMRqNgQqU9aROhtLQU+/btC1l7HMd5FcNvv/2G9957j68TFxeHs2fPguM4t55HDhyufp07d8bAgQOh0Wggk8n4ni8uLg47duyAXq/3+n2mTZuGyspKWCwWlJSUoFu3bk77g82/4gsOkTjWzgolVCrSJkJaWhpWrVoVVsf+adOmoaCgwOl5kmEYHD58GAUFBR5tcTxXFhYWwmg08kK/8847UVZWhgceeABxcXG477773ApeKpVizpw5UCqVkEgkSElJwYkTJ/DUU08J80V9QEihUpE2ERiGQZ8+fZx8W8PB7Nmz0b59e6dlaCKRCG+88Qb+9re/+fzuUiwW4+TJky713Tko5OTkuG1j5cqVvhsuAEIJlYq0ifHII49g1KhRYXWNO3/+PLRaLbp27YrCwkLo9XrU1NTg2WefxTvvvIOWLVs22EZmZiaUSqVLuVardSlr06aN2zaiIUuAEEKlIm2CrF+/Hjt27AjrRUsIwU8//YSBAwciKSkJ9913Hw4fPoyRI0fi5MmT/BI2T3hateLOj/ebb74Jmd1CEGqhUpE2UXJzc/Hjjz9GZPG51WrF6dOn8dJLL+H69etITk7Gq6++ivLyco/2HDt2zO1E1SuvvOJSVlJSEnKbQ01doQabBpOKVACiJfBYp06dYDabkZWVxZeJxWKMHTsWx48fx5o1awRNzWgymdC3b18+6rxSqYTNZsM999zjUreiogLZ2dlOQnUsCK+PpwgP27ZtC/2XCAKHUE0mU1DtUJEKgEwmC3qhb6gQi8UoKipCSUkJDh8+jNraWqxevRrdu3fHmDFjcPr0aUF7W4vFgkGDBvHiYxgG+/fvd/usefz4cfzhD3/A6dOncebMGfTo0cNju6WlpVCr1Vi+fDnOnTuH+fPnY/To0YJ9j0BRqVRBJ+uiDvYCwHEcDAYD5HJ52IJie4NhGKSkpLgNcp2Wlobc3Fzs2LFDsM8/fPgw5syZw0eNEIvFOHToELKyslzcAS9cuIBOnTr5FICstrYWL774olMZwzBgWTaqotnHxsYGdTx1sBcAi8WC69ev4+eff8b27duxZ88enDx5EnfeeadgCZSCYcOGDYIP0WfMmIEJEybwf2dmZnqNslBfoCzL8hEFvdG/f3/o9fqgI/RFE1E53B03blxAjuLRhF6vh81mQ0JCQtDp2IVGpVLhwIED6N27N1q2bIm4uDhBMsF9/PHHyM/Ph16vh9VqxcyZMxvs8UQiEebPn4/q6mpYLBZUVVVhypQpHuvv2LEDKpUqauYFQkFUitRgMCA3Nxft2rXDnDlzwj6bt2TJErRp0wZyuRy9e/fG0aNH/W6DEAKdTgebzRaWNBMajQbdunXDt99+G1BYyz59+uDIkSMoKyuDXq9HZWUlqqurMXr06JCK9b333kPbtm2xZcsWpKWl4bXXXvPafv/+/fHaa69BJpOBZVnExsbi3XffRUJCgktdpVIZ9TfEQIhKB/vNmzejpKQEEydOxLp169CmTRs89NBD2LBhg+A+mevWrcOUKVMwa9YsnDhxAl26dMGgQYNQVlbmd1sOodrt9qAymPmC0WjEjz/+iMGDB0OhUGDatGkwGAwBx6FlGAZSqRSff/45TCYTvvjiCzz00EPo3bs3Ro8ejZUrV2LJkiXIysry+2LR6/WYNGkSDAYDXn31VRQUFHis6ynSxJEjR1zKhIqUGGnC0ZMyJMiIxSdOnMCKFSvwr3/9C0qlEk899RQmTZrkEucmFPTu3RvZ2dn44IMPANyeBEpLS8PkyZMxderUBo83Go144403UFNTw99QpFIpNBoNVq1aFbH8mmKxGO3atcOxY8eCnm2sj9VqhVar9ftVw8SJE/HBBx+AZVn06tXLreNC69atUVxc7FJusVggl8udZo3NZnPYQqjcunUL69ev92lysLq6Gi+88AIMBoNLqFJfeOuttzzu+/vf/+53e+4ISu7Xr1/Hzp07sXPnTohEIgwZMgRFRUXo2LEjFi5cGBIDHVgsFhw/fhy5ubl8GcuyyM3NxeHDh90eYzabYTQanbZoxGaz4cyZM1CpVBgxYkRI11tKJBKXINi+sG3bNr4X3rt3r9ueoaSkBFeuXHEpv3jxotMoQSKRNMmhLhClz6RWqxVffPEFHn74YaSnp2P9+vXIz8/HtWvX8Omnn2LXrl34/PPPvUYNCATH0DQpKcmpPCkpCTdu3HB7zNy5c6HRaPgtLS3NaT/DMFGV+pAQgk2bNkGpVKKoqChk7d5zzz1+x0IqLi7mRxuxsbGYOXOm23pZWVkujzl9+/Z1+tvfKBGNiagUaXJyMsaPH4/09HQcPXoUP/zwAyZMmOA0VBgwYIDbNHzhxvHs59jqLmpmGAYJCQkQiURO8XiigdraWtx9991ISkrCpk2bQpL5q7CwEPn5+T4fY7fbsWfPHv7v6dOnu53tNZlMSExMxIkTJ1BeXo533nkHt27dcqrjCArWFIlKZ4aFCxdi9OjRkMvlHuvExcV5DccRCA5B1Y+TU1pailatWrk9RiaTuZ0UcghULBZDr9dHLNxkQ5SVlWHEiBEQiUTo0qULtm/f7tOqFXewLIuFCxeiS5cueP75530S/siRI2EwGCAWiyEWi7Fjxw7069fPpV5FRQV69Ojh0cnBZrPBaDQGnXclGolKZ4Y///nPXgUqFFKpFD169HBKesRxHHbv3u01op47tFotxGIx/xom2rHb7Thx4gSSkpIwYcKEoHqlZ555hp94a4jq6mqnGdzevXu7dRl04M2uRx55xHcjGxFROdyNJFOmTMHy5cvx6aef4syZM5g4cSJMJhOeffZZn9uQSqUQiUTQ6XRhCeMRSggh+Pjjj9GuXTuPWcB94YUXXvD5ItqwYQMfoYEQgrZt2wb0mfv37w/K5miFirQeTzzxBObPn4+ZM2eia9eu+PHHH7F9+3aXySRvsCzLe9U0Vi5evAiZTIaJEycG9D3EYrFfF5FGo0HLli2RmZmJ48eP+/15DmQyGTQaDcaNGxdwG6GmMSxVC/o9aWPCaDTir3/9K3r27Mk7VlssFtTW1mL06NFo0aKFIJ8r5MymRCLB5s2bMWTIEJ+PsdvtkEqlQU9IuYNhGAwbNgy3bt3yGr5TyMvO1/eklZWVuHXrFj/BGMh70sWLF3vcN3nyZL/bc0ej6klDQVO7J1mtVgwdOhQPPfSQz9/NZrMJIlAA6Nq1KzZu3Ih9+/ahoqLC76xt4aKyshJGo7FRLFVrdiKNNCKRSJAZwe3bt+OPf/yjT0IVSqAAkJqayo8clEoliouLIzLR6A2HQNVqddBL1aLSd5fiPxqNBoMHD8alS5dgsVhQU1ODxYsXh3wly/fff4/XX3+9wXoSiUSwVwf1YxzJ5XIcP348apwZ6go0FJEvaE/aRKioqMA333yDjIwMsCwLqVSKl19+GUajkV9EHSoWLFjQYB2xWOzifRUqbDYbnn/+eacevUOHDh4zhIeTUAsUoCJt8sTGxqKoqAgcx4HjOFy8eDFo8RBCMHHixAbrnT59OqCeXKvVYteuXbh06ZLH/KiffPIJJBIJfvnlFwC3h4QrVqzw+7NCiRACBahImxUMwyAzMxNXrlzBAw88EFRby5Ytc3HNq49CoUDnzp39alehUOD69eu4//77kZGRgatXr3p83rTb7ejSpQuOHTsGs9kckYxqDoQSKEBF2ixhGAbffvutX1m868NxHNq1a9fgahpvURTckZub6+RmKZVKMWLECI/1HdEHe/TogYEDB/r1WcHimBwTUqAAFWmzhWEYXL58OajlXbdu3UL//v291vGWptAd165dcylrKDkwx3E4ffo0fv/9d78+K1gsFgsqKioEFShARdqsiYmJwdmzZ4OaVDpw4AA2bdrkcb+71BHe+Pnnn11e8Zw4cSIg24TGkY5RLpcLGr+YirSZ07ZtWxw4cCCoNp588kmP70X9FanZbHaJXhFtQa/rYzabBfUZpiKloE+fPtizZ0/AParFYsG8efPc7ktMTPS4zM8TdVfhFBYWQqfTBWSX0EgkEiQmJkIikUCn0wkmVCpSCoDbi+gLCwsDFuqiRYvcljMMg59//tmvNaqbN2/GoUOHUFpaikGDBgVkTzgQi8VgGAbx8fGCCpWKlMKTk5OD48ePB3Tyb9686TH6RMuWLXH9+nVs2rTJp5uA1WpFTk4O0tLSfFqBwzAML5hIwLKsoEKlIqU40a1bN5SWlvqdpoEQ4jWkpkgkwvDhwzF06FCf2rPb7T4JVC6X48KFC6ipqYlotjUhhUpFSnEhISEBRqPR79cnCxcuRFVVldc6BV5i7AbC1q1bkZmZCbFYjOTkZL+dJ0KJUEKlDvYUt4jFYr/zm3Ich7vuustrHXepDIMhOzvb6e9Qh3n1FyGESntSikcYhsH58+f9OubatWteg2SPHTs2WLOc+PHHH53+zszMDGn7gVBfqMHGuKIipXglPT3dbyf5GTNmeNwX6qBs9d0Oa2trQ9p+oNQVqsFgCLotKtIQI1TYkEggEoncJkfyxr///W+35UJErCgqKnJqN5oCkTmEGuyaXipSAWBZFkajsckI1ZOjgieqqqrc9pgMw4Q8/rDVanVy8o+2CA0sywYU16h+G1SkIcZsNsNut6O8vLxJCPXPf/6zXyFACCEeX4fs3LlT0PeZwQpCCIIVExWpABBCoNFoYLVaUV5eHpbAZFVVVYLdEFiWxalTp/w65p///Kfb8pycHBw9ejRkYV0kEolTW8HGE4pGqEgFQiwWIyEhAVarFXq9XnChqlQqiEQiSKXSkGZMc5CRkeHXzOyyZcs82tGzZ0+YzWa/fXrd8cMPPzj1zNGaziMYqEgFRCqVIiEhATabLWwTGlarFcnJyYIItXv37j7X5TgOBw8e9LhfJBLhzJkzQa1nfeaZZ1ycF1i26WVXoyIVGKlUCq1WG9ZYvDdv3kSfPn1C3u7GjRv9qv/UU0953R8XF+d29Q3LsujUqRPmzp2LIUOGQKVSOdVhWRZffvml25hGYrG4yfWm4RBp08zs6gdChrf0xNGjR3Ht2jWkpKSEpD2O43D06FG/jikpKYHNZvPaW/br1w9bt27lky21a9cO33//PZ8dzZFd3Wazobq6GoQQKBQKj22KRCL0798/oKTG0Uo4rp1m3ZMCt/NrCjH8bIiXX345ZG2Vl5f77YjAcVyDwcoAYMiQIVi+fDnWrFmDoqIit+kLxWIx1Go1NBqNV9EzDIP58+cLFk40EoTDd7dZ96SVlZWoqqoKOtVAIIQyk3dxcXFAx5WXl/sU8GzYsGEhG6qmpqY2GBepMRGOnrTZitQRRU6pVIY8knx9hH7m7datm8tn+HIn79ixI4CG7QtlPhetVov169eHrL1IQ0UqENXV1TCbzVCr1ZDJZFHjU0ppfFCRCoBYLIbJZEKLFi2gUqmiyp+U0vigIhUAsVgMhUIhaJhHSuMhFEvVhKbZidRmszVJ9zSK/1gslpAsVROaZilSCsVisUCn04VkqZrQNDuRUigOgUokEr+DutWHipRCCTF1BRofHx/0zD71OPofly9fxvPPP4+MjAzExMSgbdu2mDVrFp2ZpfhFfYGGQmDUd/d/nD17FhzH4eOPP8add96JU6dOYfz48TCZTJg/f36kzaM0AoQQKECHuzyDBw/G4MGD+b8zMzPx66+/YunSpV5FajabnSK3G41GQe2kRCdCCRSgw12vGAwGtGjRwmuduXPnQqPR8FtTcuymeMfh6iikQAEaHNsjFy5cwOLFi/HSSy95rTdt2jQYDAZ+u3r1apgspEQai8UiuECBZrDoe+rUqV7vRAzD4OzZs07HlJSUYPDgwRg9ejTGjx/vtX2ZTAa1Wu20UZoHHMdBr9dDLBYLJlCgGUwcvfbaa3jmmWe81qkb9fzatWsYMGAA+vTpg2XLlglsHYXSME1+4qhly5Y+58YsKSnBgAED0KNHD6xYsSLs0RQojQuWZaHVamE0GlFeXi7ocFdoGsXsbklJCfr374/09HTMnz8fN2/e5PeFIqodpekhlUr5YHM6nU4woVKR/o+dO3fiwoULuHDhAlJTU532hTOIGKXx4JhdFVqo9BXM/3jmmWdACHG7USgN4RCqIyB6KAOVN/nZXQolXAglVCpSCiWECCFUKlIKJcSEWqhN/j1pJGBZ1im1hNVqhc1mC3qFfrSh1Wp9rutL/N3GhMFggM1mg9Vq9VhHo9FAr9c7+XYHAp3dFQCtVovy8nL+x+U4DoQQbNu2zW1gZ47jYLFYwDAMpFJpUD6ZgbZFCIHFYgEhBFKp1KcL4/HHH/e4z9GG2WwGIcTnEJuOC18ikQSVJyaYtnz5DW02GyoqKsAwjNffiuM4r0L2hXDktml2IhWJRLDb7U4XBiEEMpnMJfiz1WqF0WiEWCyGVqsNyQmRSCTQ6/Ww2+0+tUkIgV6vh81mg1ar9TlAdU1Njcd9tbW10Gq1UCgU0Ov1PiX3NZlMMJlMUCqVIQsmbjKZUFVV5XObvp4Pq9XKJ4fyJlKWZUMy3BWaZidSQgh/B5XJZABu31ElEgmkUilfzxGkSiaThfTdmlQqhUQigU6ng9Fo9No2x3H8c1NiYqKTfQ3RUA9RVlaGhIQExMXF8XZ5orKyEtXV1YiLiwtplEWpVAqxWMwLz1vb/p4Ph0AbqtcYYhw1u4kjjuP451JPzyNCr57wZfLCIVCr1YqEhAS/BOoLhBDodDrYbDbodDqPUS4ckf7VarUgYVBVKhXUajWMRiMqKyvd1gnHapZAobO7AiEWiyEWi93mJg3XBeFNqEIL1IFDqI6evf5vIbRAHXgTajQLFKCzuyHH4aHk6E1ZloXdbgchBGazGbW1tTAYDBCJRIiJiQlL+gmlUgmDwYAbN27wS+mMRiPsdjs0Gg1sNltAYUj9Sa4UExMDq9WK0tJSPjNadXU1TCYTFAoFRCIRqqur/bbBH0QiEWQyGW7dugWz2YzY2Fh+1t3f82G32/kJwYYy5jlujoF6r4XjpsGQZuRbV1xcTKMzUNxy9epVF7/waKFZiZTjOFy7ds0lO7U/GI1GpKWl4erVq41uEXljtV1IuwkhqKysREpKStQNpR00q+Euy7Ihu1s25kgPjdV2oex2lxg5mojOWweFQuGhIqVQohwqUj+RyWSYNWsW7wjRmGistjdWu0NFs5o4olAaI7QnpVCiHCpSCiXKoSKlUKIcKlIKJcqhIg2QxpYzdcmSJWjTpg3kcjl69+6No0ePRtqkBpk7dy6ys7OhUqmQmJiI4cOH49dff420WWGHijRA6uZMPX36NBYuXIiPPvoIf/vb3yJtmgvr1q3DlClTMGvWLJw4cQJdunTBoEGDUFZWFmnTvLJv3z7k5eXhyJEj2LlzJ6xWKx588EGYTKZImxZeCCVkvP322yQjIyPSZrjQq1cvkpeXx/9tt9tJSkoKmTt3bgSt8p+ysjICgOzbty/SpoQV2pOGEF9ypoYbi8WC48ePIzc3ly9jWRa5ubk4fPhwBC3zH0ewuGj7jYWGijRE+JozNdzodDrY7XYkJSU5lSclJeHGjRsRssp/OI5Dfn4+7r33XnTq1CnS5oQVKtJ6CJ0zlRIYeXl5OHXqFP773/9G2pSw06yWqvlCU8uZmpCQAJFIhNLSUqfy0tLSRpOR7uWXX8bWrVvx3XffRe3CbEGJ9ENxY6a4uJi0a9eOPPnkk8Rms0XaHI/06tWLvPzyy/zfdrudtG7dOuonjjiOI3l5eSQlJYWcO3cu0uZEDNqTBkhjypk6ZcoUjBs3Dj179kSvXr2waNEimEwmPPvss5E2zSt5eXlYs2YNtmzZApVKxT9DazQaxMTERNi6MBLpu0RjZcWKFQSA2y0aWbx4MbnjjjuIVColvXr1IkeOHIm0SQ3i6fddsWJFpE0LK3SpGoUS5dDZXQolyqEipVCiHCpSCiXKoSKlUKIcKlIKJcqhIqVQohwqUgolyqEipVCiHCpSCiXKoSKlUKIcKlIKJcqhIm1G3Lx5E61atcKcOXP4skOHDkEqlWL37t0RtIziDepg38zYtm0bhg8fjkOHDuGuu+5C165dMWzYMCxYsCDSplE8QEXaDMnLy8OuXbvQs2dPFBUV4dixY802Y1ljgIq0GVJTU4NOnTrh6tWrOH78ODp37hxpkyheoM+kzZCLFy/i2rVr4DgOly9fjrQ5lAagPWkzw2KxoFevXujatSvuuusuLFq0CEVFRUhMTIy0aRQPUJE2M15//XVs2LABP/30E5RKJXJycqDRaLB169ZIm0bxAB3uNiP27t2LRYsWYdWqVVCr1WBZFqtWrcL+/fuxdOnSSJtH8QDtSSmUKIf2pBRKlENFSqFEOVSkFEqUQ0VKoUQ5VKQUSpRDRUqhRDlUpBRKlENFSqFEOVSkFEqUQ0VKoUQ5VKQUSpTzf6AJaLsqr0RlAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -1111,10 +1108,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "\tJ = 6.4354e-01\n", - "\tgrad_norm = 1.0729e+00\n", - "CPU times: user 40.4 s, sys: 4.04 s, total: 44.5 s\n", - "Wall time: 6min 45s\n" + "\tJ = 6.4355e-01\n", + "\tgrad_norm = 1.0723e+00\n", + "CPU times: user 50.1 s, sys: 5.16 s, total: 55.3 s\n", + "Wall time: 19min 27s\n" ] } ], @@ -1175,7 +1172,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", + "image/png": 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", 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17:12:42 EDT Created task 'inv_des_final' with task_id                          \n",
-       "             'fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49' and task_type 'FDTD'.  \n",
+       "
14:10:08 EDT Created task 'inv_des_final' with task_id                          \n",
+       "             'fdve-28649374-bfee-4411-a261-66d5fd49c82a' and task_type 'FDTD'.  \n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m17:12:42 EDT\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'inv_des_final'\u001b[0m with task_id \n", - "\u001b[2;36m \u001b[0m\u001b[32m'fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m. \n" + "\u001b[2;36m14:10:08 EDT\u001b[0m\u001b[2;36m \u001b[0mCreated task \u001b[32m'inv_des_final'\u001b[0m with task_id \n", + "\u001b[2;36m \u001b[0m\u001b[32m'fdve-28649374-bfee-4411-a261-66d5fd49c82a'\u001b[0m and task_type \u001b[32m'FDTD'\u001b[0m. \n" ] }, "metadata": {}, @@ -1258,14 +1255,14 @@ "data": { "text/html": [ "
             View task using web UI at                                          \n",
-       "             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae\n",
-       "             0-4542-8cb8-d67fd1c35b49'.                                         \n",
+       "             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfe\n",
+       "             e-4411-a261-66d5fd49c82a'.                                         \n",
        "
\n" ], "text/plain": [ "\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mView task using web UI at \n", - "\u001b[2;36m \u001b[0m\u001b]8;id=841039;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=140800;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=841039;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=602737;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=841039;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[32m-884a3ead-8ae\u001b[0m\u001b]8;;\u001b\\\n", - "\u001b[2;36m \u001b[0m\u001b]8;id=841039;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[32m0-4542-8cb8-d67fd1c35b49'\u001b[0m\u001b]8;;\u001b\\. \n" + "\u001b[2;36m \u001b[0m\u001b]8;id=216634;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[32m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=956519;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[32mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=216634;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[32m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=985719;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[32mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=216634;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[32m-28649374-bfe\u001b[0m\u001b]8;;\u001b\\\n", + "\u001b[2;36m \u001b[0m\u001b]8;id=216634;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[32me-4411-a261-66d5fd49c82a'\u001b[0m\u001b]8;;\u001b\\. \n" ] }, "metadata": {}, @@ -1274,7 +1271,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "2446f42613ad4ffbb12344552213b980", + "model_id": "dbe0f65ca4f640f9ac3dff26e49051d3", "version_major": 2, "version_minor": 0 }, @@ -1311,11 +1308,11 @@ { "data": { "text/html": [ - "
17:12:45 EDT status = queued                                                    \n",
+       "
14:10:11 EDT status = queued                                                    \n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m17:12:45 EDT\u001b[0m\u001b[2;36m \u001b[0mstatus = queued \n" + "\u001b[2;36m14:10:11 EDT\u001b[0m\u001b[2;36m \u001b[0mstatus = queued \n" ] }, "metadata": {}, @@ -1357,11 +1354,11 @@ { "data": { "text/html": [ - "
17:12:50 EDT status = preprocess                                                \n",
+       "
14:10:15 EDT status = preprocess                                                \n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m17:12:50 EDT\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess \n" + "\u001b[2;36m14:10:15 EDT\u001b[0m\u001b[2;36m \u001b[0mstatus = preprocess \n" ] }, "metadata": {}, @@ -1380,12 +1377,12 @@ { "data": { "text/html": [ - "
17:12:52 EDT Maximum FlexCredit cost: 0.328. Use 'web.real_cost(task_id)' to get\n",
+       "
14:10:17 EDT Maximum FlexCredit cost: 0.328. Use 'web.real_cost(task_id)' to get\n",
        "             the billed FlexCredit cost after a simulation run.                 \n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m17:12:52 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.328\u001b[0m. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get\n", + "\u001b[2;36m14:10:17 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.328\u001b[0m. Use \u001b[32m'web.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32mtask_id\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get\n", "\u001b[2;36m \u001b[0mthe billed FlexCredit cost after a simulation run. \n" ] }, @@ -1421,7 +1418,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6e8e7f49a63a4cf8b7578264f97b8504", + "model_id": "edf138fc5d774e0e8b292ef6f783eaee", "version_major": 2, "version_minor": 0 }, @@ -1435,11 +1432,11 @@ { "data": { "text/html": [ - "
17:13:13 EDT early shutoff detected at 4%, exiting.                             \n",
+       "
14:10:38 EDT early shutoff detected at 4%, exiting.                             \n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m17:13:13 EDT\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m4\u001b[0m%, exiting. \n" + "\u001b[2;36m14:10:38 EDT\u001b[0m\u001b[2;36m \u001b[0mearly shutoff detected at \u001b[1;36m4\u001b[0m%, exiting. \n" ] }, "metadata": {}, @@ -1498,11 +1495,11 @@ { "data": { "text/html": [ - "
17:13:17 EDT status = success                                                   \n",
+       "
14:10:44 EDT status = success                                                   \n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m17:13:17 EDT\u001b[0m\u001b[2;36m \u001b[0mstatus = success \n" + "\u001b[2;36m14:10:44 EDT\u001b[0m\u001b[2;36m \u001b[0mstatus = success \n" ] }, "metadata": {}, @@ -1522,14 +1519,14 @@ "data": { "text/html": [ "
             View simulation result at                                          \n",
-       "             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae\n",
-       "             0-4542-8cb8-d67fd1c35b49'.                                         \n",
+       "             'https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfe\n",
+       "             e-4411-a261-66d5fd49c82a'.                                         \n",
        "
\n" ], "text/plain": [ "\u001b[2;36m \u001b[0m\u001b[2;36m \u001b[0mView simulation result at \n", - "\u001b[2;36m \u001b[0m\u001b]8;id=611766;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=454618;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=611766;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=491961;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=611766;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[4;34m-884a3ead-8ae\u001b[0m\u001b]8;;\u001b\\\n", - "\u001b[2;36m \u001b[0m\u001b]8;id=611766;https://tidy3d.simulation.cloud/workbench?taskId=fdve-884a3ead-8ae0-4542-8cb8-d67fd1c35b49\u001b\\\u001b[4;34m0-4542-8cb8-d67fd1c35b49'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m \n" + "\u001b[2;36m \u001b[0m\u001b]8;id=448522;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[4;34m'https://tidy3d.simulation.cloud/workbench?\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=35938;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[4;34mtaskId\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=448522;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[4;34m=\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=611436;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[4;34mfdve\u001b[0m\u001b]8;;\u001b\\\u001b]8;id=448522;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[4;34m-28649374-bfe\u001b[0m\u001b]8;;\u001b\\\n", + "\u001b[2;36m \u001b[0m\u001b]8;id=448522;https://tidy3d.simulation.cloud/workbench?taskId=fdve-28649374-bfee-4411-a261-66d5fd49c82a\u001b\\\u001b[4;34me-4411-a261-66d5fd49c82a'\u001b[0m\u001b]8;;\u001b\\\u001b[4;34m.\u001b[0m \n" ] }, "metadata": {}, @@ -1538,7 +1535,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "cb3af6a5770542cdb4335e3353394f52", + "model_id": "c2408556b7ef43d189a70ab7f27f6ef9", "version_major": 2, "version_minor": 0 }, @@ -1575,11 +1572,11 @@ { "data": { "text/html": [ - "
17:13:19 EDT loading simulation from simulation_data.hdf5                       \n",
+       "
14:10:48 EDT loading simulation from simulation_data.hdf5                       \n",
        "
\n" ], "text/plain": [ - "\u001b[2;36m17:13:19 EDT\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5 \n" + "\u001b[2;36m14:10:48 EDT\u001b[0m\u001b[2;36m \u001b[0mloading simulation from simulation_data.hdf5 \n" ] }, "metadata": {}, @@ -1600,7 +1597,7 @@ "outputs": [ { "data": { - "image/png": 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", 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+973vZez33HPPZevWrVx00UU88sgjKd/NmTOHOXPmAD2LVZkwYQLnn38+N910E9FolD333JMnn3ySV155hb/+9a8pLlEXX3wxf/nLX1i3bl283tsxxxzDXnvtxUknncTatWupqKjg7rvvxrIsrrzyypR9rVy5kpUrVwJOfFZrayvXXHMNAN/61rf41re+lfP4FQqFYrig5nk1z2/r8/xNN93E4YcfzkEHHcRxxx3HBx98wJ133smpp57aoQSOQpEzg5FSWOHw9ddfyxNPPFGOGjVK+nw+OW3aNLlkyRIZDoellInU9JnS10vppKLfYYcdpMfjkaNHj5ZnnnmmbGhoiH//5ZdfypNPPllOnz5d+v1+WVZWJg844AD5n//8J97m+eefl0cccYQcN26c9Hq9cty4cfL444+Xn376aZdjz3a7SCQib7zxRrnzzjtLn88nS0tL5dy5c+WVV14pm5qaUtr++c9/lrvttlu83X777Sefe+65+PfV1dVy4cKFsrCwUALxNPXpqeldHn300Xh/ZWVl8kc/+pHcuHFjSpvFixfL/Pz8Dsd3+eWXy2z+PF577TW51157yUAgIMeNGycvuugi+cwzz3QYT0tLi/zhD38oS0pKJNBlmvr99tuv0zTzl19+ebdj6g7LsuR1110nJ0+eLL1er9x5553lQw891KGdm7Z/3bp1Kevr6+vlKaecIsvLy2VeXp7cb7/9Mv6Ouuewv45DoVAohjpqnlfzfCa2lXleSimfeOIJueuuu0qfzycnTJggf/3rX8tIJNLrY1AohJTd+JwoFAqFQqFQKBQKhUIxQKiYVIVCoVAoFAqFQqFQDBmUSFUoFAqFQqFQKBQKxZBBiVSFQqFQKBQKhUKhUAwZlEhVKBSKYcINN9yAEILzzz+/y3bLli1jhx12wO/3M3v2bJ5++umBGaBCoVAoFApFH6BEqkKhUAwD3n77be677754aYLOeP311zn++OM55ZRTWL16NYsWLWLRokV88MEHAzRShUKhUCgUit6hsvsqFArFEKelpYXdd9+du+++m2uuuYZdd92VW2+9NWPbH/zgB7S2tvLUU0/F1+21117suuuu3HvvvQM0YoVCoVAoFIqeYwz2AAYS27bZvHkzhYWFCCEGezgKhWIIIKWkubmZcePGoWm5O5eEQiEikUjO+0y/B/l8Pnw+X8b2S5YsYeHChSxYsIBrrrmmy77feOMNLrzwwpR1Bx98ME8++WROY1QohhtqjlcoFOn0do5XDB4jSqRu3ryZO+64A8NIHLYQIuWXVkqJbdvxzw0NDQyEsdnr9cbHYdt2zg+9fYFhGCnnJhwOD8ixJyOESHlQN00T0zQHdAygrofLULoehmGQn5+PEALLsvq0/+uuu44NGzYwYcKEnLYLhUIEAoGc91dQUEBLS0vKussvv5wrrriiQ9tHHnmEd999l7fffjurvqurqxk9enTKutGjR1NdXZ3zOBWK4cTmzZuZOHHiYA9DoVAMQXoyx/eEUCjE3Lk7sPCw+fz2xof7fX/bMiNKpBYWFmIYBnl5eSnCNFmAeDye+BtYKSVTpkxB1/V+H1skEqGpqQmA4uJivF5vv+8zHdu2qaurAxxRUFxcPOBjAGhqaopfk/Ly8kF586WuR4Khcj0aGxuJRCLout6nf5PuS6nCwsIejasntLS0sGHDBoqKiuLrMllRN2zYwHnnncdzzz2H3+/v0b4UipFC4m9YA5QlVaFQAEjA7tEc3xNuv+MC2tsj3HH7/3HmT9cxderUAdnvtsiIEqmu+NQ0DY/HAzjWKXedlBLLsuIPi7Zt4/P5+l2guA/grkWmra2NvLy8ARVGriDyeDz4fD5CoRCWZQ3YH7VLc3Mztm1TUFBAOBymvb19wIWRuh4JhtL18Pl8mKaJZVkdrMy9IRqNAvTKPVAIkfX2UkqklBQVFaWI1EysWrWKmpoadt999/g6y7JYuXIld955J+FwuINgHzNmDFu2bElZt2XLFsaMGZPl0SgUw5PE36BAiVSFQpHMQIQA1NfXc/11D/HIo1fwt4f/wyWXnMrf/vZ8v+93W2VEO2eHw2FM08QwDAKBAF6vFynlgLpVRiIRamtr8Xg8VFRUUFFRgcfjoba2dsBcTF1BFI1GqaiooLy8nKKiIoLBIM3NzQMyBnAEUTAYpKioiPLycioqKohGo9TV1cWtXf2Nuh4Jhtr1KC0tRdd1hBBEIpFBcTvuDFekZrtky4EHHsj777/PmjVr4ssee+zBj370I9asWZPRojxv3jyefz51UnzuueeYN29er49ToVAoFApFZq66+gy++c2dWLBgLldedTL/+MfrvPPOO4M9rGHLiLKkJpMsUF3LqWuZiUQihMPhPrPUdEbyA3iydaq8vJy6ujpqa2upqKjoVwteuiBy9+Va7ILBYMrP/UWyIHL35fV6qaiooLa2lrq6un634KnrkWAoXg/TNNE0DZ/PRyQSib806O+/02zIVXxmS2FhIbNmzUpZl5+fT3l5eXz9iSeeyPjx47n++usBOO+889hvv/24+eabWbhwIY888gjvvPMOv//97/t8fAqFQqFQKGDdunXcd+8/eOPNewCYMGEU5553ND/7+am89OJqlcytB4xIS6qb/CVZoLoYhhG3qFqW1W8Wo84EETiux+Xl5f1uwetMELkUFhYOiAUvkyBycYVRf1vw1PVIMNSvh5vMaShZVPvLkpoN69evp6qqKv7z/Pnzefjhh/n973/PLrvswuOPP86TTz7ZQewqFAqFQqHoGy6++FSOP/5AZs+eFl930UXHs/bDr1JKwimyZ0TVSQ0Gg9x0003xeLbOyj2AE6cWjUYpLCyksrKyTy1GXT2AJ9OdaOkNufTdlWjpLdn2ne056wnqeuTe92Bcj0gkQlVVFZqmoWkatm3HXfPd7L89IRqNcskll9DU1NRtjGg6wWCQ4uLilIRr3SGlJBqN9mh/CoWic9y/R9BRMakKhcJBAla/zrlvv/02++//LT76+P8xfvyolO/uuusJ7r1nOf/73+dDwvNrODHiLKluyZmuBCqArusYhoFpmn1qMcrl4b6/LHi5iq3+suDlIrb6y4KnrkeC4Xg9hopFdTAtqQqFQqFQKAYHKSU/+/mpnHf+MR0EKsDpp38P07T44x9/OQijG96MOJEqpcz6TYamaZSWlvbZg3hPrE99LYx6ag3sa2HUE2tgXwsjdT0SDOfrMVSEqkKhUCgUipHFP//5Tz7+aD2/+MVxGb/3eAyuu+40rrji/g710RVdM+JEaq4P0m6W194+iPfGPbKvhFFv3VX7Shj1xl21r4SRuh4JtoXrMdhCVVlSFQqFQqEYWZimyS9/eQ6XXb6YoqL8TtstOnJfps8Yz29vOnsARzf8GXEitSf09kG8L+L3eiuM+iqesrfCqC/iKdX1SKCuh8NgC1UlUhUKhUKhGFn84Q8XYduSU089rMt2QghuvPGn3HLzoymJDhVdo0RqlvT0QbwvE8z0VBj1dcKfngqjvkz4o65HAnU9HHoqVPsid5wSqQqFQqFQjByam5u58soHuO660/B4ug8jnDdvZw4++BtcfvnpAzC6bQMlUnMg1wfx/siAmqsw6q+MtLkKo/7ISKuuRwJ1PRxyFaq2bRONRnu9XyVSFQqFQqEYObz++usEAj6OWLRP1tucf8Gx/N//rezHUW1bKJGaI9k+iPdniY5shVF/lkyB7IVRf5ZMUdcjgboeDtkKVbeETV+gRKpCoVAoFCOLvDwfQkqw7ayW/IAPUGVoskWJ1B7Q3YN4fz6Au3QnjPpbELl0J4z6UxC5qOuRQF0Ph+6EanKN1b6oW6ZEqkKhUCgUIwxJ1gIV2wbZN+X6RgpKpPaQzh7EB+IB3KUzYTRQgsilM2E0EILIRV2PBOp6OHQmVJMFqtfr7ZMxKJGqUCgUCsVII3sranxRZI0Sqb0g/UE8HA4P2AO4S7owCofDAyqIXNKF0UAKIhd1PRKo6+GQSagmC9S+sKKCEqkKhUKhUIxIpMxhGezBDi+UY3QvcR/Et27dOuAP4C6uMKqtraW2thaAUaNGDZggcnHFTzAYBBhQQeSirkcCdT0cXKEaCoXiMag+n6/PBCqgxKdCoVAoFCMN19036/bKkpoLSqQqFApFL1EiVaFQKBSKEUguIlW5++aEcvftJW6MnWsxMk0zpzqRfYEb82iaZtylNJe6nX1FsktpT+p29gXqeiRQ18MhOYuvz+dD07Sc6qhmg3L3VSgUCoVipJFrTKry980FJVJ7QXoSGJ/Pl1OdyL4gPSmPz+fLqW5nX5Ee85hr3c6+QF2PBOp6OKQnSTIMI6c6qrmgBKpCoVAoFCMIld23XxmR7r5Sym4fkG3bRkpJNBrN+H00GqWhoQHDMCgqKkp52C0uLqahoYGamhpKS0v77cFUSklDQwOmaVJaWgoQF0FFRUUpY/B4PP0yBoDW1lZaWlooKCjA5/PFx+Dz+cjLy6OxsRHTNMnPz++3MajrkWBbvR7RaDSrv10X27aJRCIpWXzdbT0eD5FIhHA4jK7ruR9gGrkIUCVUFQqFQqHYRlDuvv3GiBOpUjqm9mxFajgcxrKsDt9FIhF8Ph9erzfuSphMQUEBkUiEYDCI1+vt8wdTKSWRSARN0ygoKMCyrA7jDAQCRCIRWltb+6zURjqmaRKNRsnPz0fXdUKhUMr3uq6Tn58fFwt9mazGRV2PBNvy9TBNE9u2s2orpYwLY4/HgxCiw9+8x+PBNM0O16knKJGqUCgUCsVIQyKs7D2yhN37542RxIgTqY2NjUyePBm/399lu2g0Sjgc5tBDD6W4uHiARqdQKDqjqamJp59+Gp/P16UlOt2i3V3brVu39npsSqQqFAqFQjHCkOQWZ6piUnNixIlU27YxDCOrciCWZVFcXExZWdkAjEyhUHSHYRh4PJ5O/37dmGDbtqmsrMzq77ykpKTX41IiVaFQKBSKkYbM0d1XidRcGHEiVaFQbJukJ63Kti5tX7hdK5GqUCgUCsUIRNVJ7TdUdl+FQjHs6alA7StUCRqFQqFQKEYYEkd45rL0ghtuuAEhBOeff358XSgUYsmSJZSXl1NQUMDRRx/Nli1bUrZbv349CxcuJC8vj8rKSn7xi190qG7w0ksvsfvuu+Pz+ZgxYwYPPPBAr8baF4w4kdofiWIUCsXgMdgCFZRIVSgUCoVi5DFwdVLffvtt7rvvPubMmZOy/oILLuCf//wny5Yt4+WXX2bz5s0cddRR8e8ty2LhwoVEIhFef/11/vKXv/DAAw9w2WWXxdusW7eOhQsXcsABB7BmzRrOP/98Tj31VJ555pkej7cvGJEita2tLau2A1HHUaFQ9JyhIFBBiVSFQqFQKEYktsx+kT0TqS0tLfzoRz/iD3/4Q7zEITgJJf/0pz9xyy238O1vf5u5c+dy//338/rrr/Pmm28C8Oyzz7J27Voeeughdt11Vw455BCuvvpq7rrrrniJwnvvvZepU6dy8803s+OOO3L22WdzzDHHsHTp0t6fn14w4kSqaZq0trbS3NzcZbtoNBq/eAqFYugxVAQqKJGqUCgUCsWIQ5KjJdUxfgWDwZQlU6m+ZJYsWcLChQtZsGBByvpVq1YRjUZT1u+www5MmjSJN954A4A33niD2bNnM3r06Hibgw8+mGAwyIcffhhvk973wQcfHO9jsBiRIjU/P59gMNipUI1EIjQ0NKiHSYViiDKUBCookapQKBQKxYgkR3ff9vZ2iouLU5brr7++0+4feeQR3n333Yxtqqur8Xq9HaoUjB49murq6nibZIHqfu9+11WbYDBIe3t7zqekrxiRAZp5eXn4fD6CwSAAhYWF8e8ikQi1tbVZl6lRKBQDi5RySAlUUNl9FQqFQqEYeUhEDqGBQtoEAoG4OHTx+XwZ22/YsIHzzjuP5557Dr/f36uRDkdGnCXVpbCwkKKiohSLqitQPR4PpaWl6mFSoRhiSClpaGgYUgIVlCVVoVAoFIoRh8SJM81lAYqKilKWzkTqqlWrqKmpYffdd8cwDAzD4OWXX+b222/HMAxGjx5NJBKhsbExZbstW7YwZswYAMaMGdMh26/7c3dtioqKCAQCvT1LPWbEilRIFap1dXVxgVpeXq4eJBWKIUgkEsE0zSElUEGJVIVCoVAoRiT9mN33wAMP5P3332fNmjXxZY899uBHP/pR/LPH4+H555+Pb/PJJ5+wfv165s2bB8C8efN4//33qampibd57rnnKCoqYqeddoq3Se7DbeP2MViMSHffZAoLC4lEIoRCIQDKy8vRtBGt3RWKIYtt25SUlAwpgQrK3VehUCgUipGHjCdDyq55blVDCgsLmTVrVsq6/Px8ysvL4+tPOeUULrzwQsrKyigqKuKcc85h3rx57LXXXgAcdNBB7LTTTvz4xz/mt7/9LdXV1fz6179myZIlcQvuT3/6U+68804uuugiTj75ZF544QUee+wxVqxYkdN4+5oRL1IjkUhKVq3W1taUGFWFQjG0aGlpIS8vb0i9TFIiVaFQKBSKEYYETCv79mbfl7ZcunQpmqZx9NFHEw6HOfjgg7n77rvj3+u6zlNPPcWZZ57JvHnzyM/PZ/HixVx11VXxNlOnTmXFihVccMEF3HbbbUyYMIE//vGPHHzwwX0+3lwY0SI1OQa1vLyc1tbWeDKlzvzDFQrF4OHz+WhpaaGurm5IeT0okapQKBQKxQikHy2pmXjppZdSfvb7/dx1113cddddnW4zefJknn766S773X///Vm9enWvx9eXDI0nvEEgXaBqmpYSo9ra2jrYQ1QoFGlomkZpaSnRaJS6ujrsXCaHfkTFpCoUCoVCMdLIMWmSzC0mdaQzIkWqaZodBKqLK1RbWlowTXMQR6lQKDLh8XioqKgYtkJVoVAoFArFNoCkXxMnjXRGnEgVQtDU1JRRoLoUFhZSUFBANBodhBEqFIru8Hq9Q0qo9qcl9Z577mHOnDnxVPXz5s3jX//6V6ftH3jggQ77G4n11RQKhUKh6Hdsmf2iLKk5MeJiUn0+H7qudxvPlp+fj1S/TArFkMUVqrW1tYMeo9qfMakTJkzghhtuYObMmUgp+ctf/sIRRxzB6tWr2XnnnTNuU1RUxCeffNLjfSoUCoVCociCXF6SDxHPr+HCsLGkXn/99ey5554UFhZSWVnJokWLUh7CssW2bYqKirJ6mDWMEafhFYphxVCxqPanJfV73/sehx56KDNnzmS77bbj2muvpaCggDfffLPL8YwZMya+jB49ureHqFD0O301zysUCsWAIGWO7r5KpObCsBGpL7/8MkuWLOHNN9/kueeeIxqNctBBB+Wc4CgSiQyZjKAKhaL3DAWhOlCJkyzL4pFHHqG1tbXLItstLS1MnjyZiRMncsQRR/Dhhx/2eJ8KxUDRV/O8QqFQDBg5ufsO9mCHF8PGVPjvf/875ecHHniAyspKVq1axbe+9a1BGpVCoRgKDLbrb0/cfd1yVy4+n6/T0lfvv/8+8+bNIxQKUVBQwBNPPMFOO+2Use3222/Pn//8Z+bMmUNTUxO/+93vmD9/Ph9++CETJkzI4agUioFFzfMKhWLYkUtZmT4oQTOSGLYmxaamJgDKyso6bRMOhwkGgymLQqHYNhlMi2pPLKkTJ06kuLg4vlx//fWd9r/99tuzZs0a3nrrLc4880wWL17M2rVrM7adN28eJ554Irvuuiv77bcff//73xk1ahT33Xdfvxy7QtFfdDfPqzleoVAMKpLcLKkqu29ODEuRats2559/PnvvvTezZs3qtN3111+f8hA4ceLEARylQqEYaHoiVNva2nq9356I1A0bNtDU1BRfLr744i6Pa8aMGcydO5frr7+eXXbZhdtuuy2rsXk8HnbbbTc+//zzXh+nQjFQZDPPqzleoVAMLjnGpKqErDkxLEXqkiVL+OCDD3jkkUe6bHfxxRenPARu2LBhgEaoUCgGi1yEanNzc5/Eu/VEpLolZdylM1ffTNi2TTgczqqtZVm8//77jB07tkfHplAMBtnM82qOVygUg46ypPYbwyYm1eXss8/mqaeeYuXKld3GV3UV46VQKLZdsolRbW5uJhgMkp+f3+v99WcJmosvvphDDjmESZMm0dzczMMPP8xLL73EM888A8CJJ57I+PHj4+7CV111FXvttRczZsygsbGRm266ia+//ppTTz01t4NSKAaJbOd5NccrFIpBRaJK0PQjw0akSik555xzeOKJJ3jppZeYOnXqYA9JoVAMYboSqq5ALSoqQtf1Xu+rP0VqTU0NJ554IlVVVRQXFzNnzhyeeeYZvvOd7wCwfv36FAHe0NDAaaedRnV1NaWlpcydO5fXX3+900RLCsVQQc3zCoVi2JGLdVS5++bEsBGpS5Ys4eGHH2b58uUUFhZSXV0NQHFxMYFAYJBHp1AohiKZhGpra2tcoBYWFvZpTGq2bXPhT3/6U5ffv/TSSyk/L126lKVLl+a0D4ViKKDmeYVCMbyQYFnZN7eUJTUXhk1M6j333ENTUxP7778/Y8eOjS+PPvroYA9NoVAMYZJjVKuqqlIEal8xUHVSFYptGTXPKxSKYUWu2X2VJTUnho0lVaoLq1AoeojX68Xn8xEKhQD6JA41mf60pCoUIwU1zysUimGHikntN4aNJVWhUCh6SnNzM6FQCL/fjxBiwOuoKhQKhUKh2NbIMbOveuzIiWFjSVUoFIqekJwkqbCwkEgkkhKj2hcoS6pCoVAoFCMM19036/bKWyQXlEhVKBTbLOkCFTomU+qLhCxKpCoUCoVCMQJR7r79hhKpCoVimySTQHVJFqrRaLTX+1IiVaFQKBSKEUgu1lFlSc0JFZOqUCi2OboSqC6uULVySR/fCSq7r0KhUCgUI4ycs/sO9oCHF8qSqlAotimyEaguXq+X4uLiPtmvEp8KhUKhUIwkZG4xqbm0VSiRqlAoth1yEaguhtH726By91UoFAqFYgSiYlL7DSVSFQrFNkFPBGpfoUSqQqFQKBQjDJXdt18ZcSJVPSAqFNsegylQQYlUhUKh6C2Cru+NsocBfZn67WlfnfXZl2PLtc++6EPRC5S7b78x4kSqz+fDNM2s2kr1xkOhGPIMtkAFJVIVCoVCoRiR5GRJ7b9hbIuMOJFq2zZNTU34/X68Xm+n7aSURCKRARyZQqHIlaEgUEGJVIVCsW3RnVUzmd5Y63LZT3Lb7vbZXb+5WFezGWO2/fX0eHtKf1iRFUlIibSyjzPNpa1iBIrUSCSCruvU1tZSUVGRUajatk1DQwOapir0KBRDlaEiUEGJVIVCMXzprRjqqetrh/12dm/M4NXmbpu+r26PJX0fSX1ndR56MMa+6i/rfrrZtrNzp+ghKia13xiRKqyoqAiPx0NtbW0Ha6lt29TV1WGaZpeWVoVCMXgMJYEKqk6qQqFQKBQjklzqpKqY1JwYcZZUAE3TKC8vp66uLsWi6grUaDRKaWkplmUN9lAVCkUara2ttLW1DRmBCsqSqlAohh85Wx2z7TfpObxbF9qUfWSym9iJNn1mrUzaj8jgfpm8n4znIMM43X6ytZR1d9xdjau765KlVVUglDW1t+Sa3Vd5++bEiLSkQkKouhbVcDgcF6gVFRV4PJ7BHqJCoUjDNE1aWlqGlEAFZUlVKBQKhWJEkosVVbn75sSItKS6uEK1traW2tpaAEaNGoXX61VJkxSKIUg0GqWgoGBICVRQllSFQjH06XmMZI72jCSrYpf7FCLed2ftJBpx85MQvYvVzLgvPc2aaHdpee12nF1YfTuOKTYeoce2SZjZZHyfdobtMo+tI92b7VR8am+RyBwsqbm0VYxwkTqSeO+99zjxxBP58MMPh70bsxCCI444gkceeQSfz9enfX/yySfstddeNDY29kl/o0eP5rXXXmP69Ok92t40TXw+H7bdtz4iqrxS36JEqkKhGDgy378DgQBTpkwhEAhATllkM63shSDqbn7p1sXX6a+xsZF169b1bv6Lj8URkQKBz+9lp513zLKD7o/ZNE3ee+/9lHXZjQk0oTFxwlgqRpV327YDXcwl7767uvtxKHpPzu6+6tkrF0asuy+kJkly41IzJVPaFiguLmb06NHouj7YQ+kTgsFgn4ttKSXBYDDrOrrZEIlEaG5u7rEolFIqQZmEx+OhpaWF5ubmwR5KCsrdV6FQDDaWZWGaZs5zhkxaEitlYoljJy3p63LZYWd9pvav6x6cx9TkJVec7UTsPwRoei79dDa+xDE79/Xk/WU7LseCqWmknu+kJfnadLhOnWyT+dp1Tfz8KHJHufv2GyNWpCYnSaqoqMDn86XEqEaj0cEeYp8yevRoTjjhBMaMGTPshaqUkq+//pqWlpY+7de2bVatWtWnLylaW1t57bXXevwmeFt8YdIbDMOgoKCAYDA4pISqEqkKhWKwiUajsecak86srd3RQaxChgdrLe1zmoAUovvkPhn7TCwCHZ/Xh67raQIql8fWNPdeIRBCIy8vv/uxZS3yNDTNgJzGmOQ+LAQ+vz/zMLoaYjffKwYQld233xiRIjVdoLqlZpKTKTU0NPS5i+Vg4vf7Oeqoo7j55pv55je/SVFREYZhDNsH5qqqKlatWtWnVsZgMMj//d//9aklNRqN8sc//jEe85wrVVVVypKaRn5+PkVFRUNKqCqRqlAoBhspJY2NjWzcuIHW1lZ6I2W6F6qZSBOsrljN4Z6XLEg9Xi/5+QXx7XsiVFOzCGtomqC0tKTjWF3Sj7NTwZrYVgiBxzB6NEaPR3fClnI8T/2FsqjmiCQ7i3Z8GewBDy9GZExqMBgESBGoLq5Qramp2aasWEIICgoKWLRoEQcccAAff/wxr7zyCm+//TZfffUV9fX1tLW10d7ejm3bcWGU/mBt2zamaRKJRAZVPIVCIZYuXcree+9NUVFRr/uLRCI89dRTvPvuu316XFJK1q5dyy233MKVV16Jv5M3ppmwLIsnn3wyq7bu9RkpgtZNnOT+LQ92IiUVk6pQKIYCtm3T1NhES3MLFRUV5Ofn4/V6MQwDTdOyu1cJ5z4lyTLZUsqmblmTZJHWSUIhKTMLs9g6TWhUVo6hqak5noxJSJL678qQoHUQqEJAcXEReXn5mcuvdDd/djZeoHJ0JVWbq7BtmXYO0seYZN0VUFJSkurd1mlyqOR1nVyT5LH1JMmUokfIHOxZ6pLkxogTqV6vF8uyGD16dAeB6qJpGqWlpfEH4G0JwzAoLy9n/vz57LXXXvEYlnA4TDgcpqmpiUgkgmVZCCEwDCO+SCkJh8NUV1fzq1/9ig8//JBQKDQowsi2bV599VUefvhhTjnllF6VDAqHwzz//PNcc801NDU19fnxRCIR7r77biZMmMDpp5+edbKnTZs28cc//rHT74UQ5OXlMXXqVGbNmkVrayv/+9//qKqq2qZesHTGUBKqSqQqFIqhgSMuTctiS00N4MRLugJV03SEcMWqs4VtJ3IfaJrA4/GQn59HSXEx/kAArZt7VrqQTf65W0EZF342Ha2Pzst1555pIKUNws5CqKa5HqMhhE1hYSFjx46Ni8LO6oRmegLo6gwIBKNGjSISiVJbuxVpp4t1d4yp7scej05FRUXHOSEuMCW2bROJRGhvb8eyLDweD4FAAI/HgxDpx5k+MCVUBwSVOKnfGHEiVdM0iouLOxWoLkKIbtsMZ4QQ6LqOrut4vV7y8vIAGDNmTLfb7rTTTjz77LM8/vjjXHbZZWzZsmVQhGp7ezu/+c1vmDhxIgcddFCPhKpt29xxxx3cfvvtVFVVdZmMyev14vf749bQUChEKBQiGo12e/wtLS1ccskltLS0cO6555Kf33VMTEtLC1dddRXr1q3L+L1hGMyePZurr76a+fPnk5+fj23b1NbW8uCDD3LLLbdQV1e3zVtWh4pQVSJVoVAMLh3vKzImdKTU4uFLotuSJhAKRWlpaWPr1jpKSkoYN25M0vzajRtrWp8iNgWllGjJ5FLbSdkXTdPi4R3x9VkIVVcICiSaDuXl5VRWjsHr8Wa2DsfGJKXElnb8fOm6HrMqZ7Ypu2s1TWf8+HFoGtTU1KaFi3U8Z5oOY8eO7fSltQTa20Ns3rSJ1tZWLNuG2GkyDIOy8nIqKyvjbsadooRq/yJzjDNVIjUnRpxIDYfDGN39UcdQD5OZEUJQWlrK4sWLKSsr47TTTqOhoWFQxlJXV8dJJ53EjTfeyPe//33y8vK6vW5SSizLor6+nhUrVnDZZZd1ahF2rcmjRo3izjvvZKeddqKoqAgpJU1NTaxevZr/9//+H6+//jotLS1dikJXeH788cfccMMNjB07NuPYWltbufnmm3nkkUcyWkS9Xi+HHXYYd9xxB2PGjEHTEhPghAkT+NnPfsbOO+/MKaec0uNY2OHEUBKqCoVCMXDk7oqb+KHrEjNSgmVBfX0TtmUxafIkdD0LQZTST7ooTRWUsssjSFhWp0yZxMaNG2iob0g84wvRiVDV4sMwDJ3i4iJGjRqF3+9H04yYm22q67GUEtM0aW5upqGhgVB7O6ZlIQQUFBRSXl5GQUEBuqZ36fKraTrjxo3D7/ezadMmTNPqoA8dqzaMrqykrLQ0ad5IrYva1NTE+vXrO2RrlhIi0Shbtmwh1N7ulLdTc8+gIQFpZi88paVEai6MOJG6rVuWBhKv18shhxzC4YcfzkMPPTQo9VellGzdupWzzz6b5cuXc9FFFzFr1qwkF6FEGZdoNEpTUxMffPABjz32GP/+97+prq7u1DVW0zQKCgo49NBDufTSS9l5551ThMi4cePYfvvtWbRoEa+++irnn38+n3zySZcJt0KhEA8//DCrV6/mlVdeIT8/Py4yo9EomzZt4rrrruORRx6JJb5IxTAM9ttvP+655x5GjRqVURh5vV6++93vcuGFF3LFFVco198BQFlSFQrFwJHLPSQtwy1kVac02ZW0KdhKU1Mz5WVlGd1jM+0v5XOK5TOVuFCVEoSNRHOsr0ljNAyDSRMnUVxczJYtVbHcGYCQSUclEEJH1zUCgQClpSUUFRXF3GJjLr/p500IbNOiKdhEVVU14XAIKe24BRqgoaGexsZGCgoKmDRxYrd5JYQQlJWVkRcIsHnzZppbWlKeCbweD2PGjqGstCzlBXPyOZPSYv36DTGRm/l8SylpCgaRUqbNKd3F6ir6FElup1tdmpwYcSJV0bf4/X6+//3vs2zZMtra2nrcT/JDfk9qg7a1tfHPf/6T559/nhkzZnDyySdTVlYWd4H99NNPef/99/niiy9obGwkEol0m73Z7/dzzDHHcN1111FZWZlRXGiaRl5eHgsWLGD58uX84Ac/YPXq1V32a5omH3zwAcceeywLFy5k6tSptLW18frrr7NixYr429N0hBCMGzeOpUuXdipQXbxeLz/+8Y+57777+Prrr7scz7bCYApVJVIVCsVA0FkcZWY6lmBJ/y7er8gsmMDRj42NQcrLy5PcdzsfQ/o9TkrXRTfzVl1bVGMj0TRKSoopKiogHArR2tpKe9zi6Xg8lZSU4PP5MlQu6BijCmDbJg2NTWzevJloNJIiTlPHb9PS3MwXX3zB1GnT4uFRXR1/IBBgytSptLa2Ork+wmE0TWPc+HF4vd5Ui27atYhG3Xq3XZ8TKSVR08wQmjYiC3cMGjIXF15lKMsJJVIVvcIVTl6vt1ci1ev1EggE4m8p3UzDuRQmt22blpYW1qxZwwUXXNBB9OYifjVNY+LEiZx//vndCkK3/fTp0/nDH/7AHnvs0W3/UkpeeOEFXnvttXgyr1Ao1OXxejweTjrpJLbbbrushE5FRQVz5sxh/fr1I8aDoCdCtS9KDimRqlAo+pvcMu2mZ7d11sX7yihKU9skt4tGc51D3Iy1joiU0onrtCyJbTv3XCfeE+ISNdmaSloyJSEQ0ikhE8jLIxAIOJvEx9nZuUnOppsQqCCJRExqarY6c0CHwxMkr5Q44WJff/01M2fOxDBSY1szvTzQNY2iwkIK8vOdOdhNYEVmAS0Q2NKmrq4WpLv/ri2j7e3tSSK19+I0+xcgijjKktpvKJE6gnFjM0OhEM3NzbS2tmIYBgUFBfG09Smp0TMQCoX461//SktLS6/GMnHiRE466SQWLVrE2LFj8Xg8RKNRNm7cyH333ceDDz6YU7bl3roea5rGwoUL2X777Ttxycm8zdy5cykpKaGxsTGrMba1tWUl7oUQ7L333vzyl7/MOkGUpmndJmjaFslFqEYiEZqamnq9TyVSFQpFf5G9OE23nGoIJEIT6Joey/ALtpTYtkwqN+dkik11CU4tIVNWVoqbtCjdGiQ7pBWKZc+NZ+V1xFY02k5tbT0NDfVEoxHAwmPoVIyqoLy83In5jHcq08S1nRSHqiWVpJGJ9iknrfNz5ohmnWCwnnA4gpSdtU2zCANtbSE+/fRzdth+++5jdN1eNC3eU7xHkSpw3T20trSyZcvW+PruRGOqR5hSQINCLrpevQPICSVSRyBSSkKhEGvXruXhhx/mhRdeYPPmzYRCIXRdp6CggClTpnDggQdy6KGHsv3225Ofn58iWKWURCIRVq5cycMPP9xra5SUkokTJzJu3DgKCwvjwrC4uJjrrruOHXbYgUsvvXTAygLZtt3jcjRjxozJSqTmghCCuXPn5pRxurW1lQ8++GDEWFGTyUaoRiIRamtru30Rkw1KpCoUisElXaBCIOCjrMyNzfTGSs+4L6htopEIweZmamq2YtuWIzVFLLmQtGMCSVJYmE9paRG5iKDk+5wjCiWgE4mYmKYVK3tjY1kWmzdXEQqFGD9+vCNUhU3CEutaUxMWRUe8dZEtGLopbePg3Ps1wEoVwJ0eZ8yqHIkSjZpZidSuZ990N2RBW3t7zOraecKpZLqtvT4C5/8BRebm7qsuR24ox/URhmVZfP755/zkJz/hwAMP5NZbb2XNmjXU1NQQDAZpaGhgw4YNvPLKK1x99dUccMABzJs3j0svvZTXX3+d6upqgsEgX375Jffccw9nnHEG1dXVvR5XY2MjLS0tHQqOa5pGYWEhP/nJTzjjjDP64Axkh5SSVatWZUxe1B3ZuAfnihCCysrKrNvbts3rr7/eaQmbkUBhYWG8dEFzc3PKd65A9Xg8FBUV9Xpf7u9rtotCoVBkQy4uvvGyKwJ8Pi/bbTeD0aNHEwjkYxgedF1H03QM3YPP66OgwKkbusP22zFu3Bjy8/3ougUiAoTxGDYVFUVMmjgWjyeLl3kykUUm/eWoEFqs7B2O66+UsdSoAtuW1Nc3sHXr1vh2EpnhiV7r0kLaIaK0C0Xg1hl368amivzO43OFW4fWjKbvrddI6cSjprsAd4YAfH1UKlHG/lP0ADvHJQfuuece5syZQ1FREUVFRcybN49//etf8e9DoRBLliyhvLycgoICjj76aLZs2ZLSx/r161m4cCF5eXlUVlbyi1/8ooNh6aWXXmL33XfH5/MxY8YMHnjggdwG2k8oS+oIwjRNXnrpJU477TTWr1/fbeIgy7JobW1l7dq1fPzxx9x+++2UlJRQVlZGY2MjdXV1hMPhPrHUBYNB3nrrLY477rgO3wkhyM/PZ8mSJdx000293lc2SCn5/PPPee2111i4cGHWLr9ATm1zobbWqb3WneVPSkl1dTW/+c1vehUnvC2QyaKaLFDLy8sJhUK93o+ypCoUisEjOdZUUFCYx+TJk5MshQnSs/wKBP5AHmMCeVSOGoVpmViWiZQ2hmFgGB60TuNXE6S6/FokLKHxXaHrOvn5+dTXNyGEhnSf2CXYtmTr1lpKS0rxdWcd7HYs7rGSIWtwop3P56OgIEBTUyQxSCmTLLVJ40+J79W6lnNxod0dHa28KSUSu7CmCsDwePrteUORPTIH4Znr4/KECRO44YYbmDlzJlJK/vKXv3DEEUewevVqdt55Zy644AJWrFjBsmXLKC4u5uyzz+aoo47itddeA5zn+IULFzJmzBhef/11qqqqOPHEE/F4PFx33XUArFu3joULF/LTn/6Uv/71rzz//POceuqpjB07loMPPji3Afcx6rd7hGDbNq+++ionnHACX3/9dbcCNdP27e3tVFVV8eGHH7Jp06ZOa4v2BNM0efHFF9mwYUOn9UpHjx7dqxtyrpas1tZWLrvsspwtxdnUJhVCxGN/s6nba9s2b7zxRgeLYDpuSZ5zzjmH999/f0S6+qaTbFGtq6tLEah9NcH3pyW1uzepmVi2bBk77LADfr+f2bNn8/TTT/fm8BQKxZAlYeETAvILAkydOjUWGpLb/U3TdbweLwF/HoFAPh6PD03oafGp6eTmAlxYWIjX6855MQtmTPiZpkmwmzku1lEnFkZJsj01PvulzIN2fF7UdaeuqVOmxh2LHu8/+T9EIvGSm024O6SU2LaFbVvdjCl+WE49Vj1h2YWO1lSBW5ZnYqd9ITNZohV9jus80E+W1O9973sceuihzJw5k+22245rr72WgoIC3nzzTZqamvjTn/7ELbfcwre//W3mzp3L/fffz+uvv86bb74JwLPPPsvatWt56KGH2HXXXTnkkEO4+uqrueuuu+LlCe+9916mTp3KzTffzI477sjZZ5/NMcccw9KlS/viDPUKJVJHCBs3buT000+npqZmSAoXKSWbN2/m/vvv77Sup+MqlFv8oOvSs9122/Hd736XY489lgMOOICJEyc6aeC7ch2Skg8++IBzzjmH+vr6rI+jurq6y3NsGAbTpk3jlltu4aqrruKggw6iqKio27G89957rFixgnA4nLFNNBpl7dq1nHDCCTz11FN9krV2W6GwsBC/3x9/sdKXAhX6V6S6b1JXrVrFO++8w7e//W2OOOIIPvzww4ztX3/9dY4//nhOOeUUVq9ezaJFi1i0aBEffPBBXxyqQqEYohgeD5MnT44JqMz3txSXzkzzVEyMOfGrye613QtV10XXmf8y1/j0eLyUl5fG7oVakqutBlLL4uV32jhibW3bpjnYTGNDIy3NLbGSMnbS8dppLsQWYBEIBJg4cTy6njaemFhNFacGQmj4/V48hgdSrKtJQ8LJBFy7dSsbN26ianMVwWBzTKx2JHlcgYCP4uLixJciXaAK/H4/U6ZOSW3nitIcxaly8+090s5tAce7K3np7LkuGcuyeOSRR2htbWXevHmsWrWKaDTKggUL4m122GEHJk2axBtvvAHAG2+8wezZsxk9enS8zcEHH0wwGIw/Q7zxxhspfbht3D4GE+XuO0K44YYb+PLLL4ekQHUxTZMHH3yQ73//+3zjG9/oIEhzzdjr8/nYe++9ufjii9l9993Jz89HCIFlWTQ0NPD0009zww038MUXX3Q5pn/+85+cccYZPPbYY90KjObm5i6TO/n9fo488kiuvPJKpk6dim3bLF68mMcff5zf/OY31NbWdnqNmpubufTSSwFYuHBhSoKpSCTCjTfeyP3338/mzZuVQE0jEomkTAKtra19Wke1P919v/e976X8fO2113LPPffw5ptvsvPOO3dof9ttt/Hd736XX/ziFwBcffXVPPfcc9x5553ce++9Oe1boVAMEwSMGVOJz+enu6qjKa65KVl000kXpunJi1ItlI4brERgI6WGEBZSdnT7LSsrp76+gba2cGyd06/jEuwhpXxON0igpaWF6upqWlpanMNBohsGRUVFjBkzBp/Pm+bqm0jMJAQUF5cwaZLNhg2bME0LIQwyueKChq7DqIryxPNJukCVkoaGBqqqqolEokjpPLfU1dVRUlrCpEmTEmc/5ooc34+UMevuWJqaGrHMmLAWoAnweHyUl5VRVl4eq7WqGBLkYh2VTtmglBcMwOWXX84VV1yRcZP333+fefPmEQqFKCgo4IknnmCnnXZizZo1eL1eSkpKUtqPHj067gFYXV2dIlDd793vumoTDAZpb2+Pl3saDIaVSF25ciU33XQTq1atoqqqiieeeIJFixYN9rCGBY8//nivy7IMBPX19Zxzzjn87W9/Y+rUqfGJwLZttm7dmvUx5Ofnc8EFF/Czn/2M4uLiDsIgEAhw0kknsd9++7Hjjjt22W80GuXJJ5/krbfeYrfddstogZVS0tLSwh/+8IdOBaLP5+Pkk0/muuuuS7GclpeXc9JJJ1FSUsIZZ5zRaUkUKSUbN27k7LPP5g9/+APz5s2joqKCmpoaVq1axWuvvUY0Gh3SLyIGg/QY1NbW1pzqqGbDQMWkWpbFsmXL4m9SM/HGG29w4YUXpqw7+OCDefLJJ3u8X4ViIFBzfM/xer2UlpbTUaCmP0E7gqhj2ZiObVySa47HVnQSK5ks7BJCNT0+1TAMJk2awCeffJk0XseFtrCgAC3DPbLDGADbhi1baqjZUoNly9iQbMcDMxqlvq6O1pYWJk+ZTEF+Qey7jgJYCEFJSRler48NGzbS3h6KjV1DxkxfjpVVUF5eQklJSSwZb/pzgE1tbT2bN23Gsl1LsjNe07Koq6tj/PgJ6LpOanhs0rikxOsxmD5tKi2tLZhmFMMwyAsECAQCsdqyfSNPlQW1D8jRq1pK5/kzPYzM5/N1us3222/PmjVraGpq4vHHH2fx4sW8/PLLPR3xsGJYidTW1lZ22WUXTj75ZI466qjBHs6wwbZtGhoaBnsYWSGlZM2aNSxevJjrrruOnXfeGY/HQ319PX/961+zjqU99dRT+dWvftVlnVBd15kxYwYzZ87kk08+6VLcmabJoYceyhFHHMEZZ5zBdtttRyAQQAhBOBzmyy+/5I477uDvf/97xn4Mw+Bb3/oWV111VYc3aOA8YBx55JF8+umnXHPNNZ26PEspCQaDvPrqq7z++uvxde6iSCVdoLrZoiGRTGmwStCkW9x9Pl+nE1Vnb1Iz0dlb0b7Iwq1Q9Cdqjs+VWDyqcMq1ZXcvc+dQLS5SHCtj5vtXx/taVyVaYv1L10U2Waim9hkI5JOf7ycUigICXdcoKysmL7+Qztxo3W2l1JBY1NXWsmVLLVJmHpPrdvvVuq+YMWMGftciJB0XV/fY3H/z8wuYOXMGjY1N1NY2ODVUbR2hCXxeHxWjSigpKcx4nqWUNDe3ULV5M5Ztx45BdmizZcsWxo4dE7Mek2LJTrw4EOQXFJBfkJ/oI8v5Xcb/7eolhKKvkOSWOMn9Nc2lqoDX62XGjBkAzJ07l7fffpvbbruNH/zgB0QiERobG1OsqVu2bGHMmDGAUxLxv//9b0p/bvbf5DbpGYG3bNlCUVHRoFpRYZiJ1EMOOYRDDjlksIcx7DBNc1hYUV0sy+K///0vP/zhD/nGN77B6NGjWbduHe+++25W2wshuOCCC8jLy8uq7dVXX82JJ55Ie3t7l20bGhr4f//v//H4448zZswYJkyYgMfjoaamhg0bNhAMBjNaUZ23tCX8+te/pqysrNP+vV4v5557LitXruSFF17oUpA7de5yu6bpE/K2TiaB6pIsVLt6g5ktPRGpE92kFzG6cvfp7E1qZ0JVoRiOqDm+p4hO8hp0IyaBZFdTp6vU2qJSyk7vbR1dfmNdIR3hC05mXal16EPTNKZOnUpbWzvRqIXP5yMvz09c/3VTPiYUilKztSFFoKbUT42PxZkLNm/ezJSpUzvNReCOzzA8lJdXUFpagWlaRKMWhq7j8RpomsCJZU3HqfdaXV2NaUHnQl5QU1NDYWEBhYWFGd1+U89nktBNsV53RfdtlAW1D5Egc4iukn3wKG7bNuFwmLlz5+LxeHj++ec5+uijAfjkk09Yv3593NNq3rx5XHvttdTU1MTLGD733HMUFRXFnx/mzZvXIbnic88916m31kAyrESqomc0NzcPOyubZVlUVVWxfPnynLf1eDyMHz8+a9GwaNEizjjjDG6//fZuLbW2bdPS0sLnn3/O559/nlX/uq5z8sknM3/+/G7HVFxczL///W+effZZTjzxROrq6np87bxeL1OnTuWUU07hyCOPZOzYsd0mi9pW6EqgurhCNdukWF3RE5G6YcOGlLepXYnlzt6k3nfffR3advZW1H1rqlAoti10Xe/kpWx3Vk9w3WOTxaojnayEhU9mEHadufzGS77E1ksZk7KJzLixUeP1BvB6XUuNFdtcpvYFSX6xjqurtAX19TWYJmhCjwlTE4mNkGQUqo2NjdRu3Url6NGkux9nLpfjeEC51XAS83DH+7yUGrV1ToytEAYyployiWbbtvjss88oKipiypSpGIbutIwlm0pNVNW9iS4UDlNXW0tDY6MT7mM7MaxCaCq77wCRq7tvLlx88cUccsghTJo0iebmZh5++GFeeuklnnnmGYqLiznllFO48MILKSsro6ioiHPOOYd58+ax1157AXDQQQex00478eMf/5jf/va3VFdX8+tf/5olS5bEnzl++tOfcuedd3LRRRdx8skn88ILL/DYY4+xYsWK3AbbD2zTIjUcDqckS+kqoc22zHATqL0lV9dXXdfZfffd0XU959I82SCEYMKECVlnk9V1nQULFnDHHXdwzjnnZFXSJp38/HyOO+44LrvsMsaPH98nLq3DhWwEqkthYWFWWfW6oyci1S0p0xPcN6mZmDdvHs8//zznn39+fN1QeSuqUPQlao7PhuzETtduwGlW1yQyWlPj4jI5mVLy/dFNWpQcZ6qT2UqZAQGGbiCEHhOmdkwMas4+paTDcQtBW3s7UooMXsQd42YT40pvl2E4QmCaZlzMJ8eydkYw2MyGDeuZOHEShqGnWVWTz3l8MImPsX9t2+KzTz91xGlK28yps5QFtZ+wc3jxn+MjZk1NDSeeeCJVVVUUFxczZ84cnnnmGb7zne8AsHTpUjRN4+ijjyYcDnPwwQdz9913x7fXdZ2nnnqKM888k3nz5pGfn8/ixYu56qqr4m2mTp3KihUruOCCC7jtttuYMGECf/zjHwe9Rips4yL1+uuv58orr0xZd8YZZwzSaAaPbOp5bUtYlkVbW1vG2M/O6K4ETG+QUuZcU9bj8XD00UdTXFzMYYcdlpN4zs/P5+c//zk///nPKSgo6MmQhy25CFSXbNzCu6M/Eyd19SYV4MQTT2T8+PFcf/31AJx33nnst99+3HzzzSxcuJBHHnmEd955h9///ve5HZRCMcTJNMePRJJfzLpiMFWQJN8Hu7esutukuu1mEE7dDyyRvda1sEqtg0h04kwTpWLcmNH496RupwmN/PwCdK0O04qC0GKS1I5n93W2TxWqltXVHNy5QO5s7k62CrvlaZz2sWMWmSy7rguvpKGhEcuymDRpEl6vN4NQjQ8g8dE9S7bFli1biESjXRyTYiDIJSY1V5vRn/70py6/9/v93HXXXdx1112dtpk8eXK3tdL3339/Vq9endvgBoBtuk7qxRdfTFNTU3zZsGHDYA9pUHCKeo8cbNvmzTffzDpmU0pJfX19v1hR3fF88MEHOceQejweDjroIL797W9nfQ0Nw+C4445TArWP66B2R3/WSXXfpG6//fYceOCBvP322ylvUtevX09VVVW8/fz583n44Yf5/e9/zy677MLjjz/Ok08+yaxZs/r0mBWKwUbN8Q6ZchR0nbk3fUnpLPbBxq0tmlpfNL1dcr8kJQFKbmenieZO6oV26DPN7ddthyQ/P4+8/EA80RCx+qZObVfdycYbczF2FhFzre18f8lJCJ3FipWQsTMsqeTl5aO5yZAyPlonr3OvjZMI8bPPPouFZdmp563TmqdOmZv0sA7FICBBSpHTosiebdrE1lW2zJGEx+NJe1O57fPLX/6SZcuWMWPGjG5FgWmavPnmm/0qUl999VVqa2sZN25cTtvqus7jjz/O7bffzs0330wwGOzyre6kSZO45JJLusxqvC0ymAIV+teS2t2b1JdeeqnDumOPPZZjjz02p/0oFMMNNcc7SCkJh0MdMnFmk901owtohiRKKVbV7raPf0eSZTDpX9z7YKJcTUeSy9rosX8t3MdWXdeZMH4cX4a/JByOAhqasLFlUrissOPnQOB4GWlCpFgpU+fTzkWx00fS+UxLCFVYUIjh8RKNhJ3jFlpiDLLr8xQOh/niiy+prKxk9OjR6HpXdWIlkUiEqqoqJ/40C5Sbb/+SkyW1fx4zt1mGlSW1paWFNWvWsGbNGgDWrVvHmjVrWL9+fdZ9eL3efhMjQxVd1wf8oT0dIQS6rmMYBoZh9Gmtr0x88MEHnHDCCXz00UfdWjCrq6t56aWX+lXEb9y4kYceeohoD1xziouL+eUvf8l9991HRUVFp+fNMAwWLlyYU9KobYHBFqgu/WFFVShGEn0xx49MnPInxO2eGeYyV5ylLQlrY6ZuXUteqlVVdroftwar+//JLbJ/7krpN8n1N9mtWSLx+31MmTIZn89w9id0NOG63iYW0PB4PN3Uxbbjx5v4z0KSsKQ6Pydblu34eDweL2WlpbH7fJJVF62T85w6Fzjuu9WsX/91p7XWYwdOU1MTZtRU0nMI4JagyXZRFy03hpUl9Z133uGAAw6I/+wWrF+8eDEPPPBAVn1omkYwGCQvL6/bh9kubxTDCE3T8Hq93ZZY6Wvc0iuTJk1izpw5zJ49m7FjxwKwadMm3njjDd566y22bt3a5yVyLMvinXfe4bDDDuPGG2/k0EMPJS8vr4NIkFJy1113sX79+n4VqZFIhKVLl7L//vuzxx575Cyk3DqqjY2NXHTRRRkThPj9fubPn4/H4+mrYQ95hppAzbatQqHoSF/M8SMRKaG1tQXblrEyKWl1MlMyxqYhQEgrETeZqdRJeoxkylcSadtEIhHa2ttpb28jGgljeAwKCgrIz8/HY/RwTpKpYjWh69yYT0FeXj4zZsxg46ZNNDW14MahCpxjktJG1wWjKitiYTOZjiM5DjazNTWBk4FXosUSSznrhCYYPbqS5uZm2traIH4aE+LcSTKVTGotVSkljY2N6LrOpEmTMyc/kpLWltYR5Rk31MnFhVe5++bGsBKp+++/f6//MMPhMJZlUVdX1+VDbWtra4+sXkOVkpKSAROpQgj8fj877LADDz30EBMmTCAQCKRYT+3YpPbZZ59xxRVX8MQTT/T5OGzb5quvvuKkk07i29/+NhdddBGzZ88mEAgghCAajVJVVcUf/vCHrDO8uoK/sLCQwsJChBA0NzcTDAYJh8Nd/n7W1NRw8skn8+STTzJ9+vScxYrX6+WYY47hH//4B88++2yHlyidlyHYNhkqAhWUSFUo+oK+mOO3JTK6fMZFZOr9LhyOYFlWF/dBN/NshhIqiIylW1IbuUmQHGzbJhyKUt/QRDDYSjQair1stp0SLFKytWYrPr+fcePGUVxc0pnOTTo0EdOiMTGXsTZowuXXaaLh9fqYMnkKn3/uuP7ato0tBQIbw9CoKC+hvKLciRkViVI48XI3GQSqG+drWRa6rjsZ8kXsmsTL7GgpSZ10Q2fylEl88cUXhMPhuCXVdfvNmHW4w2l24k0nTZpE5nI3csR5Aw5ppFMSKevmuWQCVgwvkdoXSCkpLi6mpaWlU6Ha3NxMS0vLNhXXN2nSpJTkKv2FrutMnTqViy66iCOOOIJRo0ZlnBR1XScQCDBr1izuvvtu/vnPf/aL5VpKSWtrKytWrODFF19kxowZ7LLLLpSUlLB582bWrFlDY2Njtw9GQgimT5/OYYcdxuGHH86MGTPivx/Nzc2888473HHHHbz11luEQqGMfdi2zUcffcRxxx3HsmXLmDp1as7HU1hYyIEHHsjLL7/c4XxFIhHWrVuHbduD7t7d3wwlgapQKBSDiUDEXvyG8Hjc5EAZysUkZaNNRaZmoo0LqsyEw1G2bKmlORjCsmyktHDCI0WqS24ss/369RuZPEmnuKQkJruyKYmWZNnt9LgTJV90XWPmzJmEIxHa29odcWmA32/g8WhogqTkSp1ZhSESiRJsaqKxKRgzakTRNEF+Xh6jKkfF4lrdbMXE/5VSIoTA5/MydeoUvvjiC6JRM7Y/0oRq6lGk+4Dath2bx/UOMlUIgdfn60TAKwaD/qyTOtIZcSIVnNi9iooKamtrOwhV1ypWUFCwTdWWnD59Ov/973/79S21ruvssMMO3Hrrrey99974/f5urUaaplFZWUlJSUmP6oFmi23b8Xin//3vf/G3qNnUVPX5fMyaNYtnn32WoqKiDvG0ZWVlTJw4kQMOOICbbrqJG264octxrF69mmOOOYZ33nknZ6uapmlxC2464XCYFStW8JOf/CSn8jvDjWg0SlNT05ASqMqSqlAo+p0MbrvxkjNSEg6Hk16uu5a+9PtNxxqlznyokZJ1N10ExdqHQmE2btxCe5vphHC6SYXitUGTMwbbSCmwTJPqLVspKCzG48l0/9MQwkZKnQ6CObsT4xyZrpMXMMgLBOJWUluaqceFHp//hbBiYag27aEwW7bU09LchmVbTqZdaSNtGxOLaCRCc3MzlaNHU1lZia65FlE3qVPiXAYCAaZPn8KXX35JOGyTLFSd8jjp1tR0t9/ko0o7U5pGcXExdXV1WYdJZS5LpOgrcnL3zSKZmSLB4D/dDRJer5eKigqi0Sh1dXXYth0XqEVFRduUFRXoVNj0FZqmMWPGDG677Tb23XffuEttttvutddeA/bwbts2lmVh23anAlUIwahRo7j//vtpbGzknXfeoaysDMMwMo5T0zTKysq47rrrKCkp6Xb/7777LnvssQfr1q3L+sWBlJJ169Zx44030tra2uF7y7L4z3/+w7777jsgVvPBwLZtGhoahpRAhf4tQaNQKIY3ApFBLHa/TeqKjtunt7Etq0PZko5JftJK1QiBK9wSpVt03JjP+IJGOGyyaVMdoXY79mCeKP8iEB0SFgnhdRIXCR/t7VHa2sKJfaEhYouDFrs/GgihJ8YiEmVl4scUL2vjCj3XchsTllLi5hYWQo+Nw4sm/GjCi8CDJrxYpsaGDbWsXbuRdV/U0dpsxoRyUvkaIRDoSDRMS1JVVcXnn3+O1cHlNnFehRDk5eWx886z2GGHmXi9Ruz4jI7nOH78Avc3xe/zoWudG0mKCgvZfrvtRlT+iaGMtEXWS66lhkc6Q+MJb5BIFqpVVVVxgdp1BrjhyRdffNHvsT6u0DdNM+d9ZRJdg4mbKffII4/E7/dnvZ0QgsrKyqzarlmzhmOPPZYvvvgiqxiTYDDI5Zdfztdff93p+ZVS8tFHH/GrX/1qyJ3TviAcDmMYxpASqKBEqkKhyEyykMxVqCY2TN5OSxW9bpZeIVPL8cSz8mYWqtnN0am1VIUw0HXDORJXQBITXEJHZMiuq2leNKGjaZ1XGUgXqo6QjYnVlP1niqdNFqrJS+K7hBgWaJqOrnnQhEFLS5jW5gg6/pgQTu0/PTuvE4+qEQ5HMU2Lrh+hdYRw6qdOnz4Nn8+XENwpGX+Tz7PzwntsFqXq/IEA48ePJ1XoKgaa5HK22S6K7Bnxv9lerzflxr6tWVBdPvroo34VqVJKtmzZwpNPPsnnn39Oe3t7TsH9X3755ZBKmOH3+znkkEMoKCjIedtsrciu6++iRYt45513Ok3UJaWkrq6OSy65hCeeeKLb2F3TNHnssce4/fbbs04INZwoKCgYUgIVlEhVKBQdySRKeyxUgZRHtriF08EwjE5eqCbNwxmEavK8G69dmiKgEuP2eDyUlJTESr44ZVlc4aUJIy5WNc0TX1zroaEbMaGWVKM0JfOtKyS1mPUz2TLb8b4ZT3oUs6hmWlJxBKoQBkLT0TQf7S0muvDGYj9dwS2cccStw66o1GPnXEdKDWnHHDfdc5YRR6gGAnlMnz6VvLwAmUrTOPuRGLrO+PHjKe3KGyv+UkJQVlYWz+aczeN8Tyz6iu6RUuS0KLJnRMakJtPc3EwoFMLv9xMOh+Mxqj0haAb5T+N/UtYtKFlAkVHUF0PtMZZlsXXr1n7dh5SSlpYWli9fzsaNGzn22GPZZ599mDlzJoZhdCkqIpEI1dXV/Tq+XNE0rdOkT92RTSImFzeZ0hFHHMEFF1zACSecQEVFRTzu1bZtXn/9da655hpWrlyZtegMhUJcd911FBQUcNppp+VkDR7KaJpGY2MjXq83Vk5gaKBiUhUKRbaIWGRiV98nfkgVIQJB4jnXXWdRXFSEYaQ90sWDG+14fKeIJfBxMtK6LqoZXEuFk/E3GSceshCPx6CpMUhLSwuRaBRpJ9x/NWF0OAZJlOKSwrTxufGr6ceesKpKbJxYVfdwZOz+acV+duNrEzGhqYeQEJBxq68QaMTqp0oDDS9S2M7iim6kE18rNAQJQe5aLXVdRzd84B5rzPrbEcs9lfj9eUyfPp2PP/6EaDSC644skWga5AXyGTN2LIUFBYjk56UuniWEEFRUjKK2tjZmFEiKdVWJlQYMy8p+TrdVdt+cGNEiNTkGtbCwMJ4xtK6ujqKiwRWWfYWUkk2bNg1IOR3btmlsbOSll17ijTfeoKioiEMPPZTvfve7zJs3j1GjRuHxeOIP6W6ih5UrVxKJRHLen64n3IfcGNO+IhKJsHnz5pytu7Zt55wAyrZtqqur+c1vfsN9993HPvvsw6xZs/D7/WzcuJE///nPNDY25pz9uKWlhUsuuYSNGzdy4YUXUlFRgaZ1ntlwOOD1erEsi9raWioqKoaMUFUiVaFQ5EJ3QrWzbRwSwktKG8OjUzm6svN7S1L5mER9TzuWLIkkseqSoWaqEAjhzLuFhYUUFORjWTbRaIT2thDBYAutrW2xecrpVwqJtKPkF/gYPXpUxpfVEjtJmLqWS/cnHSltbOmKxIQQzSRW0+NtpdQdkRvry+lTc9yPhRe/N0C7FsGSJkKYCOlYceNpn6QZs3LqCZGPRl5ePh6PHyEkHcVp5mRGQth4PB622246zc1B2tvbkLaJx+skegoEAuiZcl6ki820mrXjx4/F6/WwZcuWmAtyrLSOEqgDhqqT2n+MWJGaLlAhEaNaW1tLQ0MDgUBgkEfZO6SUBINBrrnmmgF1pbUsi7a2Ntra2njggQf461//SkVFBfvssw9HHnkkO+20E4FAgPr6ep5++mn+9Kc/5Tw+j8dDWVkZkyZNoqCggNraWjZs2EBzc3PWGe+6IhwO88QTT3D44YfnFKMcDAY7LUHTHZFIhC+//JKvvvoqLibdWm09vX4tLS3ceuutPPvss5x66qnsvffeFBYWMn369B71N9gIISgtLSUYDA4poapEqkKhSKZv3SqT3XxTM/ZqmmTsmLH4fN14y6RZVR0rqQWxzL4d70sdS8C4GXHBeUGsaRoej5e8QAFlZeWYpklraytVVdVYdhRdlxQVFVNePirrJD9CJNxtpZTYlkm4XSI0MDyO9TdR4zRdrKZbUq2YUCVmGU0ISl0zKCkpJdjUCpZECiNuTZXYCOlYhd1X3/HiPRpUVlbGXIeTT6/M+Dn5uMDC5/Pi9ZYhZUm8PqtIN1l3R5JQdSokjKKoqJDa2lpaWlqwTJNIpP8NE4qEq28u7RXZMyJFaltbG+FwOGOSJFeo1tTU9Mi6NxRwiz23tLTw0EMP8dhjjw3aWGzbJhwOs2nTJpYtW8by5cvJz88nEAgQDocJBoM5n2chBPn5+cybN4+jjjqKadOmYVkWa9eu5e9//ztvvfUWwWCw1+P+z3/+wzPPPMOiRYs6ulFlIBwOc//99/daJLs10vqKSCTCe++9x4UXXkh+fj5er3fIuVfnghCC8vJy6urqhoxQVSJVoVDkSrfW1KR7hYhl0XXEo3RCE7EpKyuhtLQ0IVvdbTp7sRmzqqa6/6ZbKN2fUy2fnd27nLhU8Hp1vF4/BYX5WFYkZnnV0DSdRFbfZFzrbiwmNeaSi9DQhQcpIRyWBOskNhaGxyKv0IM/oMdcfGXcBTghDBNzZ8KluaM7rsSmoLCAgsI8mhobEcJAE7F4XQG2BqLDOTQpLSuhoKAwdpoTpXYc3BfKHedv12odO2Np5yLTebXdDTN8R4pQdcveTJgwATv2Uvt//3s/83aKPsfOQXjaKiY4J0acSDUMg9bWVsrKyjq1kHm9XkpLS4dtdtRgMEh7ezsrV67kjjvuoLm5ebCHBDjiKxQK9djS6OLekHfZZRf23HNPxo4di8fjYdddd+Xggw/mxRdfZMmSJYTD4V5ZkIPBIOeddx4FBQUceOCBXb4JDoVC/P3vf+e3v/1tj/fXn0gpiUQiw/bFSzqapg0poapEqkKhcMnFipouVLvbVggNLZaINj8/n1GVlU5N927cRN1PAjq6/2aID+3uPpWID009GgCP4cMwPCTEWsJVNpHQqPMXsVosS7AtdOyIxAgVYmNhhy2a2kK05YUpLPHh9Ym4q3KqUHVxXZoda2UiqZKMxYIKxk0YTdQKEQw2OfvWdGdowhGyGmBLCymduNoxY8aga0aSi7J7bpMEasbnDivjNUo2onZ4YdHd80ua668QwvldSOpfuf32PzKHOFOpStDkxNBKkTkAGIZBfn5+ty6cHo9n0K0zPeXTTz/lrbfe4rHHHmPjxo19apUbCrixrNFolEAggM/nw+fzUVBQwMSJEzn++OO5+uqrmT59elYW0K72U1VVxQknnMDNN9/cwUIqpcQ0Taqrq/nd737HhRdeSE1NTZd99pVAUZliE0LV4/FQW1s7qAJcZfdVKBTQMzffpByvGb6NPabFrag6Pp+H/DwfZWUlznNKSnKlpCUpA7Bb1TROl+JF72TJ4lhELDsvOgJPbNFjMaEi9tkZXyK7cEw8yqSSMUKLlYrR0KSBbnsxLB+eaD52cwH1my0atkawTGcfyfVXMyFjWY2dxUZKE4mF4TGYNHk8oyrL0XSQ0sImkf/BliZCM6kcXcqECePweLxJcbPJZzT2fCBdEWwlLTKpDFCHE5Z0jTr/3elYYKfTC5D6b6YmKstvn5JT+Rn1ziAnRpwl1TRN8vLysmo71MpcZMumTZv46quv2LRpU87JdoYDbibh//73vyxatCiehdd9i6jrOkuWLOHQQw/l7rvv5pFHHqGhoaFHYt0t/3L55Zfj9Xr59re/TUVFBQA1NTW89NJLPPzww3z00Ue0t7dntNzquo7f76eiooKSkhLa29upqamhsbExp7EIITAMg6KiIsaMGUNFRQW2bbN161aqq6tz7m9bYKhYVJUlVaEYWWT9kJ/p7z0b61a6qy+uANTweAy8Xk9KIsLk7L/x3cQFbleuozZIASI1S23GmqQyk1B1ExMlJTwSAk109DxKCMXUudixytrxfbtZdjWhEcjz0UwEDYElnSPULB1p+wg3mlS1tlBUYlBYnIemC8CMWU8zudzajogUjiB2rbq6rjF67GiKSwqprd1Kc0sr0WgIS1qUFBVRWlpEIBCIldRx6q0mcGJoLVvDNKOYZhghJIaho8efIWOxv/GkVRnKxsSukZASO/Yi3nl+c0rTGB4jZiWNuWO7n9KsqbELkPpZWVP7DUmO7r4qJjUnRqRI3dbZZ5992GWXXcjLy6O6upr169dvc9bUSCTC888/z6GHHsp5553HqaeemlK6JRAIsNNOO3H77bdzww038MYbb/Cb3/yG1atX98jiFolE+NnPfpZ1eyeZQSUXXXQRJ510EkVFRSkvPaSUXHLJJdx6661ZuT8XFxfzm9/8htNOO43CwsKMDxCrVq3itNNO47333tvmrndXDAWhqkSqQqGI093feNb3gMwvyltbI7S3h7BtK+b15dR6d+JWEwLI+RRz5Y3FWjoupcnzg9bBZZR4zdJ08WORqLOaHMeaKlSd+E49bhF1kdLGxkTaFpYNEouUDL3CwpYaSA3LjiI0jUCBF++oKI11QXQ7gG4b2MLGJpa7IeyhYUuE+pp6xk8txefLQwoTKRN9JyOxsaWFaYfj43XFqi/gYdyEsTFrqI1tW7Exxg4/dk7cY5LSJmpGqdlSw5YtW5DSjLkGO+JS02DM6FFO5mVHZuOWrQEt5aUAgGVFqKraQm1tA6YZxnUddq+Z+2wzefIkAoEA0n0lkUmoKgYGqbL79ifD01So6JLS0lImTJjAUUcdxRlnnJFTdtrhhGvlXLp0KXfeeSdbtmzpkAnXvanPnTuXJUuWMG3atF65AGeDEIJRo0Zx8803c9ZZZ1FSUtLBKi+E4Be/+AXf/OY3uxUthmFw1FFHcfrpp1NUVNRp+912241HH32U7bfffsQJocF2/VXuvgrFCMN108y0xNGyXDKRZBkVqe1sC0xT0NjYwtatdVhW+ktJLel+oyOEDsKJWxUxl9vM+06UaXHFmBMDqyeSGtExE3B6siA3Q68bW5qyYCA0PZZMKXl7CymdBWnHSs+Y2FiMqiynuCKPiBakXTRjJydHipemgca6FqJRO+n4jdgiEoJUSpCOULUxsWTU+SwtpG3F3IATQlzEBHsmgWqaJps2bqa2tiHh0htPeGRjWRZbtmyJ5TeJCfsUf089aU5wrmddbRDbzmz5lFLS3tbGl19+GXu53ZWFVD3eDxS2FFkvUrlZ54T6Ld4G0XUdj8dDeXk5Z555JkuWLBnsIfUbUkrq6+u57bbbuPjii/n0008zJkzy+XzMmjWLefPmdbBq9jWBQICzzz6bo446Cp/P12m7kpISzjnnnC7bABQVFXH22WdTUFDQZTtN05g+fTpLly7ttu22SE+Fal9YnZVIVShGGplEZmbxKbr5L5NwjX8nUucqx1VWOv+zdWprG9i6taaT+5iOEEb83xSxKpL2QbKHR6IGq+O2q8cFpxCJeFIHK75IKVPiShN9aGjCcBYtycKaJnbjQpWEgHRjRzVDY9SoUVSOLUUa7bTJWqK0JyVhcmhvb6ettQ3blilCXGCQIjBx3H5tO+qIUmli2zGxajuLY4lNTjeVWsPVCbWppampOdYs+ZkjMS7LsqipqYmdnwTJ51tgIG2o3dqAbSdZf+NW1KRVQCQc6SbfSHbPNyoutS8Q8TI02S6K7FEidRtGCEFxcTEXX3xx1nG4w5WWlhYeeeQRfvSjH/H4448TCoWIRqNYloVpmvFES2VlZZSUlGBkKprdR+y4446ceuqp+P1d163TNI099tiDoqKiLttNnDiR6dOnZzVeTdPYd999mT9//ogUQ7kKVdu2e12uCJRIVShGGplFZsfv4kKzi8URf0n/CT3xfdx66SRNSh2EBnjZsqWerTXpQjWRSMi1piYsizEBF7f8usLUvTeJhPVRaAhNdxbXMpvBVdURq4myMIlzkbp/R6g61lQ3EZSDG68as6jaMetmLI5U1zVKS0uYOGUseUUGEdlIm72VdrueiN1C1G4harcRjrRhmlEnzjVuNU4ITPcYnb5lTJQ67sG2jMYSHUWRmCki2BXtzvaSUChEXV0djkjpTCw6btBtbe0ZS9Mln+9IxHlOATL0lxbDi6S5uYWWlpZO9qsYKFzbeS6LInuUSB0BFBQUcM0111BSUrJNPyBHo1Hee+89zjrrLH7/+9/z5ptv8vHHH/Pxxx+zatUqXnnlFT799FNM04zHrvYHP/zhD+PJlbqjsLCwW3fsysrKbq2tyfj9fk488cSsi6dva2QrVG3bpq6urtd1bV2UQFUoRhDpIjNpSRWhBlm5/AojscSFqRG3RjqiMynGMyXDrJfqLQ1srqpKup9ZuLGlicXILFaTD4vUfbhiVcTH4+YJTs2xEF/SH8OFhpvdV8PZb9ztN2PG4FRrqi0T92dN08kP5DNhwjgmTh5DUYkf3Wtia61IrRWfHzxegSMOXVdnx13ZdTdOjNd2xDAWEtMRqNJCykjMuhoTzGnHI2LCurGxCTu59Ii0M4hL5xzZlpXBJTu5PzDNRKhSssW2M6S0qaurz/CNeqwfaHKzpA72aIcXIy5x0khlyZIlzJw5k/POO4+vvvpqm02sI6WkubmZX/3qVxQVFVFeXk5eXh6WZdHS0kJzczNtbW3Yth0XDb2ppZqJ/fffP7VWWRZj7opoNJrTGDVNY7fddsPv928zdVFzpbtkSq5AjUajFBcX93p/KnGSQjGyECLx+NSZJS1VbOhdfJfaT6bvUupyimQ3VPc7L/V1rYTDm5g4cTxerzcpPFak9OMkmLWRUsetM9phfKQL1JjgAjQNJ25S2GkP3Zazr1gG3WS0+BgMZzthx1yOdRx3YTcjrw4xt2FpW9iaiST1hauheygsLCKQ58c0I0SjYSw7iq6DrvswdE/cwp0i7AEhiZeGSSSBSs5l4Y7brQObyHbsWpalbdLaGnKyIifXuBVaF78LGVcnNYj1IzSQ2b04bW9vy6qdon/JJWOvcvfNDSVSRwher5dDDjmEGTNmcO655/Lyyy9v0wImFAoRCoXYunVrl6IgWaj2lVitrKzMWoi0trbS3NzcZZuNGzfS3t5OIBDIegzFxcX4/f4+cWUdrnQmVJMFakVFRZ9k/FYiVaEYWWjCF7eyOVU+OoqTuItpSnmWdAGaXIYku31LaXfo03ET9tDeZvPlFxuZMHEsRUVe0mMpnQ5IEaqZsuAmhqQlxa9qaAJsaSOEHjtmHWJ1RWWsEKRMrnsq7cRxCQ1N2tjxWFU9Zq3s2Edypl/bNpPcdTWc9DMauu5B05zSbK7VM+5erOlorvUZt2xLcoRnukC100q1WDFrbCw7cmz8QgiwNSwzTZSmiEsNhB0TxBqapnWaB8Mds9fjRdM07Kw8exxx3Jl1tmPz2AXI8IyTfG4UuSMlWHb2c7qlRGpOKL+AEYSu62y//fY88sgjnHvuuSMiuY4Tc2JnXFxR6vF48Pl8+Hy+fo1VzTS2zz//vFuRWl1dzaeffpqTiFZCyCHd9TccDqcI1L4qVaNiUhWKkYWmedE1P5rwogkvutZxcb/TNGfRdX/is+aPLV4M3Z9xydSnrnnRhadD1lwnZlRHFz6E7Wfj+q1IO9nKl3zvcbPdpidlSiQ/SonHjAndeNIjNz4VLcM9zU085Oa7tVPKuABoOHGpCDdjrttHckKmhMiVJGqrxq3NSZZeLXbsmvA4/2q6E/cqXBdlI/ad60ot4vtJFqjOf64LsHTWpc27zvEb6KIzb6n0TP7g8/szelfFS/lgYxgaPp+R+p4iLZlVKqr+6VBBJU7qP5QldYQhhKCsrIyrrrqK6dOnc8kll9DQ0DDYwxoU3AkiLy+P8vJySkpKsCyLrVu3xgVNT6yrtbW1TJgwodt2lmXxj3/8o1uLdltbG/fddx+77bZb1rGpwWAwq/qrIwFXqNbW1lJbWwvAqFGj+rSWqrKkKhQjB4HA0J3EeOniKaVdkvXP2U6LxYGmWlS1LuwFKeVWYvswSReRrrXTEZK65gX8VFfVM2ZsBbqebHV1xGDCtdiNk7NwXW1dUSRjtVWTj0cDxxIrJEK44jHNEircMi8mmtST3JNJWBxdS6qmY9lWxz6SrKm2NB1Rm8mVVmgICUK48ZwJ8azhCGENDWlrSMvCMiWWtBBOPqUusJE4tU0lupOISTjn2tDA4/ESirTH3KcdN+dENmbNOafCRiAoKS6OjSuB25/rXiw0KK8oo239ptTDQ3Rq5cwlrEjRf9g5ZElWJWhyQ4nUEUogEODkk0+msLCQc889l/r6TAH42z5SSvx+P7vtthsHHHAAEyZMoK2tjbfeeot//vOffPXVVzm7g77wwgvMnj272wkkGAzy1FNPdRsfbNs2y5cv54wzzsiqrqqUkrVr1yqROoAokapQjCx8hpPwTqYlzEkWlVpSLGci/pK4oHQFa3ciVcbcSBMutGZHC59wrZ0GuvAgMAg1S6plA2PHVaAb2dx3LMf9V9jYtoWuaUjhijXQhIGNiUCiocdiUm0QNk6W24Rl0JYWAh1bWmjSxhImukx95EwkdNI79OHGt8pYTVO3vUuHhEYiKT43XtM1VsxHaNhApN2kvTVKJGKBP0pevo4RD3dNLf3idNZxbpbYCE0nryCPlrYWx/VaaDH/adflV4u5gIOuO+E3KRI1Lv6tWFyw475bXFzM1sAW2tq6d/kVgD9jCFCSe7JiQMjFlqGM37mhROoIxuv18qMf/Yhjjz2W+++/n1/+8pc0NTUN9rAGnLa2NqZPn87hhx/OqFGjMAyDY489lhtvvJH6+nruuOMObrvttqzTvV988cVEIhF+9rOfdZlh96CDDuKLL77Iqs+Ghgb23XdfFi1axH333UdZWVnGdlJKPvzwQ84+++xtOuY4F9wYVNM0qaioIBgMZkym1BuUSFUoRhBCZ7yxqyPG3Gy0wvmcjoaOJmNWThx3WQMjaZ3myLQ0AWfjJBeykdjCEXlRIlhEaWKjU0c0Q11SDcPZg/Dil3loQYP6ljB6WYjS0b5YjCW4CX8S+Rjc9TGrpjCIhzxqsdhFTYtl6NUQtohrIcvRl0AiK66d1BU26JrHsb4mJ3GKlbfRsGOJmJw+XByrrIVtRx3B2CG21o19lQmx6MaCuomOYscqhKQ13EJTYyvC9GIGLRpkCFuEKSw1KCsvQNOsuAU0MYZYHVg0pBSOBBQwftxYBJItNVuwbdCFxxHTQsSsrxqaZjJj5tSEB1TKvd9GSg0hrLhw0XXYbruZNDbW8+WXXyXOU+y1QNzqipPFf+LECRn6hQ7FTrJQRio2tWdIRE6Jk3Jpq1AiVYEjVk866STy8/NZvHhxl5Y99wG7rzPiDiZtbW189tlnmKaJpiVibDTNKSD+s5/9DIBrr702q/4ikQi/+93v2HXXXVmwYAGG0fHPLBQK8cEHH+R0Hk3TZPny5di2zR133MGYMWNSkjE4xcW3cu2117J169as+92WSU+S5PV6OyRT6guUSFUoRg4CwTg52om2lI6QdARrSlqeuJ1QuEJUxP5FYAjH2qaLmC1RS0iquFy0nYhO05ZEpUVU2oSJYtOGiYmFidTsuPVWQ0NIDR0DTep4pR8vBoadT7TOpFW2UzRGYItwTHzZiT3G56IkmSI0bJmwALvrHPdaZ1/EkiA52XndbMEJK6iboVfYAme6ipXmSRbXKXGi6YmcHCHu6OBEwqhkcRoft4xZEYUNMmEFRjrZ/D0egUkEgWMplljYtqSprh2JTUVFQexYkq8CkOzyi+0IYKFROXoUrW1O1QA3oZPrCo2MUFFR5iQ87PSeb8fOW9LpFZKSkhI8Hh3TzBATKwSGrjNm7Bg8xsgsMzfUyM3dV5ELSqQqAEeoHnfccfz973/nlVdeobm5OV5vTdM0/H4/JSUljBkzhqKiIj777DNqamoIhULDXrCapsk777zD119/zdixY1NEpaZpFBcXc84553DjjTdm7fpbX1/PKaecwm233cbBBx9MXl5ePItwS0sLTzzxRLxwdy5Eo1H+8Y9/8OWXX3LVVVex9957k5+fjxCCTz75hFtvvZWnn366TzLWDncyCVTomPW3LxKIKZGqUIwghMHUggCW7Qg6W4IlJbZMNVq5f+q6EGgCdAG6Jpx/BRgCdM39nHpfkDh9WhKiNkQsCFmSkGUTbSshGpOplrTi6YncHLzCsd/iw4OBwKPpFGkeZFOAUJvAGG8hAm1E7RYsIkjpSFPLMjGjTuIjoYHPK/F4Yi7NsThTkt2X41mFRUywJkrSuFbQZGustGU8+VL8HMVjOp1G6RmHndjNhACV8fVJ4jRuOdRiF0CPi0kZG7MA8vIC6IZNKNqOhoYVs4JLW9BY347Pa1BY5E+yXCYTq6sqhKPphUTXNSZPnsSGDRuob9jqfC8thGZRXFzA6NGj0u73SX1KGfsFyRTLLJgxYzqbN2+mtaXFidmVoAkNr9dL5ehKiotLnL4zzSfD/JlsuKHcffsPJVIVcQzD4KGHHmL9+vX873//o6qqCo/Hw6RJk5g2bRqjRo0iEAgghGDjxo08+eST3HPPPWzcuDGpgPjwQ0rJ5s2befDBB9l5550pKytLmVg0TaOsrIwpU6bwxRdfZCXKpZRUVVVx6qmnsmDBAo488kjGjRtHbW0tTz/9NCtWrOjxeE3T5L333uOHP/whM2bMYO7cuRQXF7NixQo2bNiwTbw46C2dCVSXZKHaFy7uSqQqFCMHITzMKXEEpBVzAbWkiIvUJF2GECQEqgBdSDwCPJqMfZYYGhjCRku6NVhSYElB1BaEbUGbJWi3BM1RgzbbS8gyCNsSy3asucl3fIFzn/FoGoYQGMKx1Ho1KBaC6CaNNkqx/UWYvjYa2qsIhduIREOYVjQmBCWGoVNUXEhFRTmaz3GtTcmBRKKOanIWIkdYuq6zxEvJxLdLSjaVKOOjxTLsumcvYb11y7SkJqdKiNOUOFZhQ+waaDbYGmjSSaDk8XgoKS2iOlSDJY14rC9IpCWpq2vGH/Dh9YpY+ZiES7STyMmxwGpaLDeU0NANjUmTJmDJMJFICF23KSrMo6i4GMPoJjtTpjcasfV5gQBTp04hHA7T2tqCZVl4PR4CeXl4PZ5OS9okvSUgHhibBcrNt2c4L6mUu29/oUSqIoW8vDx22GEHtt9++/iNP9MD+Hbbbcf555/PPvvsw5lnnsmHH37YbQKgoUw0GuX//u//2G+//Tj66KPx+/0px6zrOt/73ve45557sk5IJKWkqamJJ554gqeffjpeozMUCvXa0ulaZN977z3+97//OfXVYqV1RjrdCVQXV6hWV1f3ep9KpCoUIwdd87LfmDpsKbBsgSW12L9OfJoTp+aIU4FE1ySGsDE0G4/u/mvh8VgYho1u2BgeKx5yKW2wLQ3L1IhGNUJhD20RL8GIl/qwlwZT0GoahE1JRELUisk1CQmHQoGbK0nXHEuuK5o9QEDaRELQ1hIgEq0E0YwkiKQNGcsfbJnQVB8i1F7DhAljMPI8cc0lY6VhXJJdft3YVMf1VzgxqjaOpVWz48I2PfmRg2tNTRVNktTasKkC1UpqL4iVEe0gVIXQKCktIdgcpKUpFD8OdzsrAs3N7ZSV5SNEqiB3cKy1rlB1XZY1XTB58iRsO+pYUoXtuP52EueZSRCm70sCmqYTCOQRCPhjrsbpG6WtSRekI/xl9UCRS8bebTW777vvvsuyZcu46KKLKC0t5de//jXXXHNNr/tVIlWRke4euoUQ+Hw+9tprL+6//35OOOEEPv3002EtkhobG7n00kspLy9n//33jwtVd/L75je/ybJly9i0aVNOlkrbtmlvb6e9vb3Px+wmvegujlgIp+C51+vNGCO7rZCtQHXRNI2ioqJe71eJVIVi5GDoeex4vERGTTBtpOn440pLOkrRlvGQS2EIRMyvV3h18BsInwF+P/g84POC3wsBP3FTqi3BNKE97CzN7ci6Vswt9bR+JdgcFjRGDFpMjbAtCNkC03atr2CliNVUYsPDxE0yK+MOwrrw4sHGkk7cphYTk1a7ZNPGWqbN9KHJTix4HfcUE61mimgUth2rXepaU9NtwLFPsbk3+X6ZKmrTBarbX1JXGYSqrmmMGzeGjxo/ASlSSgGBINQWwSrOxzC0tOy+iczHIiZUU8oICQ2h60ipIaUZHw8yNVlUR4EaG3c3GXnj5yHuJtwRSeyZYBg/hw07pPtyKOvm2ySnn346Rx55JEceeSTLly/nhRde6JN+t92n1S5YuXIl0Wi0yzYej4dAIMDFF1+cdR1RvVCnZEFJyrrG/zRiNQ+sK+xAunrqus6uu+7KH/7wBxYvXsxXX301bIWqlJINGzbw05/+lGuvvZZDDjmEwsLCuJUyLy+PUaNGUV1dPWxiPnVdp7i4mN13352jjz6auXPn9okoG4rkKlBdOnWbygElUhWKocMuu+zarzUki/Nn0PR5OdIW2LbAsoST+dV2MsC6U7CmOfGUumajGxLdsNAM0D02mhc0LwhDgieC8DjPJNKSEJXYYYndDuEWD22tBTS1T6Ah7KU66mXXef+k+QtBU3OA1oiHNtOg3dKJ2BoRGyK2k2IoajuWGyvmhmzGlqgtELbE0gWmFHgxMKUPiY0mNEyMhBsuTlkbwhIzYqF7ErYgt9RMepbh5IRMce9Tx76MkDpCOLGpJPXjfoqdOcDO/V4ZL4ETe+bKIFQFGl6Pl6LifIJNzVjSSikVJCVYlnREagfhmJz9VyPZUplSt1aImEC3u3C5Tcu+26HcTXoarXjnHXqyLJu2tjYaGhppa2vFssxEu26eB5Wbb+9R7r5OtulLL72Ugw46iFNOOaXPdMiIFKmKvkXX9bhF9ayzzuKTTz4ZNiIuHVeonnvuuRx99NH8+Mc/ZvLkyRiGwcaNG9F1HV3X++X4krMKa5qGlBLLsnos+g3DYNq0afz617/msMMOo6ioKJ69eFujpwK1r9jWRKpt2zzwwAOcfPLJgz0UhWJI8vb60TiGU8fN10l0hCNSY200IWNJkaSzaODRbDzCxhN3AZZomkSPiRELDdMShG2DdkujxdQJRjUaIoKGCAQjFpOOmUXJTlsprmnC3tJItN4m3KzT3u4lFDUImwZhS6PNNIjaGqYURGyBaQvCUhCyIGQ5MbJSagQ0A2x/LDOwjok3VlrHsQLq0sCwPTRuMikdb6B7JDZR50FUuhbN5DI2MVJEY+ysCBukgeWWjIk37X6eS87s2wEpE4IrJdaTFKHqhs9OnDiR+oJ66uvqiERNkCaa4cHwGCAFbqbieO3XuFXXrW3qxtN2Iiad34CU9c74ZGx4Mj68jmPOnFApE+FwhKqqKpqamrAsO96/U3pVCdT+xrmiyt03EKvZu+eee3LIIYdw5pln9km/I06kbsuujoOJYRjsvffe/P3vf+fGG2/kqaeeoqGhAdPsWHR8qCOlpKGhgb/85S8899xz7LHHHsycOZMvvviCxsbGuCDpq+NyXacnTpzIAQccwF577UVZWRnBYJB3332X++67L+dkSEIIxo4dy9KlS1mwYMGAi7aBZLAFKvSfSL3++uv5+9//zscff0wgEGD+/PnceOONbL/99p1u88ADD3DSSSelrPP5fFnHUoNjXb7vvvuUSFUoMiClzYS8dkzpWFJtnLhUJ0tuwv1PiydNstGQeHUbXdh4DNsRqIaNrlvouiNUnb4FlimImgZhUycUNWiJemj2ue69GvaUKTBlCgCiPYR/82b8NXUUbQ1i17dhBy2iLdDW6CMS0R3Raupxi2ubpdNmClpMDV0IQpaBYWoYlkZYGkQwsbFSMgYbGPiaPUS/BG2chlEQwRZhTJnpvqJBLCmRRDrxlsKOucHGYkbRknwfXTHbmdBLCFT3s4SkTMAxy6FMeK118CJOFqpCQzd0ysvLKSoqpLWlJZ5t3+vzoOt6zEXXQAgz1l+iHExybVM3wVP6M0H6zzJWIqe+rp6W1lZM00TXBXmBAIWFhfj8PrR4UHLnLr3pbNiwkWAwmLSv5LRdmVHitG/Jyd13Gz3111xzDaZpYhgGp5xyCuXl5X3Sb86KbfHixZxyyil861vf6pMBDDSGYZCfn09jY2O3bYeDxSMTyQmPBhJd15k5cyZ33nknF154IS+++CKPPvooLS1OZjp3PNFolLa2NoLBIG1tbUSj0SHpIhyNRlm/fj2bN28mLy+PvLy8uFjsK5EqhKCkpITTTjuNJUuWMGbMGAzDiJ+r448/nr333pvf/OY3fPbZZ1lnUfb7/Zx77rkceOCBSqAOAP0lUl9++WWWLFnCnnvuiWmaXHLJJRx00EGsXbuW/Pz8TrcrKirik08+6dE+XfbYYw/uvPNOzj777Jy3VQxvhvs8399IaTOmrDnm4iucREcy4fLrtHF0hhASTbPRhETTJZpuY3gkmuEswgDhAc1I1CCXFtiRCHYEzJBGJGQQNQ0sS+D1mnxNpTsSCPixp0+D6dMA0IJN6Fvr8NQ3Efh6K3YwjNXchtksCLcatLV5aYklYQpGDQKmRtQWtOo63qggZOtELAPTkVVJ9V41ApqO19aQGyFq+JCFBRiFJrYRQooolgxjWWFM2wbhCG9Ni4lP6RR2kbHESqB3kvg2Q0mWuOASKeucGdiKzceQarm0OxWqTj5mZ571er14SkqwbRvLdgSpe92cM5ypbqu7LwAztv/O3cvd8j61tbVs3rwFYmWDQFJPLDdCYSFjx40j4PfHNnItz53fu23bprk5k0AloxpS4rQ/cDwpssXaRi/BN7/5zZSfFy1a1Cf95ixSm5qaWLBgAZMnT+akk05i8eLFjB8/vk8GMxCYpklBQQGWZdHc3NxpO8Mw8Pl8/T8gPxCmT6OpfT5fPFFOQUEB06ZN45577mHGjBnk5eX1SQxeZwghCAQC7Lzzzuy8887dPuC62W5//vOf88QTT1BbWzukXIWllESjUZqammhqakoRI70Vqk4ttBn861//Ytq0aRmFhGEYHHPMMRx99NF8/vnnHHLIIXz55Zdd7tfr9XLXXXexePHifr3Wg81QEajQfyL13//+d8rPDzzwAJWVlaxatapLASGEYMyYMVnvJxMbN27kX//6F7/73e+YP38+s2fPZvbs2Rx22GG96lcx9Bnu83x/E7VDlHynFOIvV2WSNpLxrK8pJhZNgNAS5lVDjxVJ1UDTwNCIp/e1bLAs59+ICaYFERNpWmDqFD67nvrqAHWtfhpCBuFwmHyrCn/eBsRYG7nrFOw9d4M9idkDncXfHqK0qgqqtyKrm7Cq22mr1viyqpSGiJfGqE4watBmeQibkrANpp2cOTiB17awGiBaLwhZXkJS0IZNm9ZO0G7EskPYtoWNBZgYXo3y8hKKi/PRddca6dZczXRPdC2UCR/d1CRHxBMfOS6UOsRqvnYQqlIihYUQJgIDpIYmnJfNAicExg3lkbGETI77sSNpE9OtneTCHBO07veic+NAJBzms88+JxwxkwRqQlBalkVDYwMNjQ34fD5mzJiJ333+7ESsuqFJtt39i2slTvsPx3MiB3ffbTAmdeXKlT3absqUKUyaNKnLNjmL1CeffJKtW7fy4IMP8pe//IXLL7+cBQsWcMopp3DEEUfg8Xh6NNiBwjRNWlpa4sljMglVj8dDaWkpkUikfwfjAxYDbcBa4DMg2Ptu3aRQkUiEtrY2ampq2HfffZk5cybHH388hx9+OJMmTcLn8w26iNE0jby8PJYuXcrZZ5/NAw88wJNPPsnmzZsJh8PYtp1iGTYMA8MwnMlESkzTjFtiB8KtOHksbtxoshtQLggh2HXXXRk7dmy3wkUIwbRp0/jVr37FkiVLuvzdHDNmDAsXLhz0a9ufDCWBCj0TqcFg6h+7z+fr9sWYW9O1rKysy3YtLS1MnjwZ27bZfffdue6669h5552zGp/L8uXL4319+OGHvP/++/znP/9RInUEMNzn+f7GtqMwdVw3jWRCYCR7Crn3ZbeAqtBACKTHSNvWRli2k+U3EoFIFBGKQFsYT2k7xZGI4y7qlYQsD1FrMsHINKwN7RSu+xpP+TOYR++JLE+6VwT82NOmwrSpEDUxNmygaEM1271WQ7A2QF1rHvVhL8GoToul0WpCxNaI2tLRy7FMppYtMaVAYmNJiR2LB3XddbVYbmCnjIsAPMioxtYtLTTWt1FSWkBRUQEerxN7mZg+JY4gdUWi42qs6wmB6t4/HY8mp3aqwABhIqUWs9amWVTRYnVPXUGnx9ro8YRFnZXEccamJ4lqK0X0uZ9FSnyqe4kdC2tbe4So2ZW3WKK/cDhMdXU1kydPTjU0p7kAuy/Pu0MJ1P4nlzO8LV6NxYsX57yNEILzzz+fc889t8t2PQrQHDVqFBdeeCEXXngh7777Lvfffz8//vGPKSgo4IQTTuCss85i5syZPel6QGhtbcWyrIxC1ePxUFFRgWVZ/S9SDRyhWgRUAvOB9cDHwJdA1wmIc6KlpYXVq1fzv//9j+uuu47Zs2fz/e9/n+985zuMHz+eQCAwqEl1fD4fO+64I9deey0/+9nP+Pjjj3n33XdZt24dra2t+Hw+KisrmT9/PuXl5fj9fqLRKBs2bODZZ5/lqaeeYuPGjQNihXXdfQ3DQNM0LMvCNM2cXZaFEIwbNy7rBz5d1zn00EMZPXo0GzZsyNhG0zS++93vditihjNSyiElUF1y/duZOHFiys+XX345V1xxRaftbdvm/PPPZ++992bWrFmdttt+++3585//zJw5c2hqaopbQj/88EMmTJjQ6XYLFizgZz/7GYccckjK+ry8PL75zW92cOdRbNsM93m+P5HSwp402flBy+LvPsW6aqc+qbqb62mPY9J2SomYJkRNRDiEaA9Bcwt6sA2/3o7hbyfQHCEcMgiFPRR4dKIBD+3mdjS2bY/v3o/xlbwN4w3kduOxd9qR+M49Rlyw5hX/j8C6GkrX1dGyxUt9c4DGsJ9g1KDFFIRsjZAFbZYgakuitpM5GASmBE0IhIxZJaUWs07qManqvtx1ytzYUY2GrWGa6sMUFPnweA2EBnZsHo1EIkQiEUzLRNrOXFtRUUFJSQlerz9x2uIlarSYoHWeXyTOflOsnyRiYyWWE76KDrFEV0Kkl5tJvtZuUqj4jpNcaZPiP2MZeqVMfo7SAYlpOsfvjLV7y2cw2BQbcyce0TgvObt63lHidODIKbvvNpg4ad26df3Wd6+yCFVVVfHcc8/x3HPPxR+g33//fXbaaSd++9vfcsEFF/TVOOPcdddd3HTTTVRXV7PLLrtwxx138I1vfCPnflxhmixUXYFqmiZNTU34/f6uuug72nAEqQ+YAUyPrfsktlTRZ69fLMuisbGRV199lTfeeIP8/HymTJnCt771LRYsWMD+++9PIBBA1/UBt8QJIfB4PIwePZrKykr23XffuJXStVSlW6x22WUXDjroIH7605/yy1/+kueee67/Xy7E8Hq9lJaWYhgGjY2N3U4a6UgpaWxszMkKW1paysyZM9m4cWPG7bxeL9///vf7tfzCYOImtbJte8gJ1FwtqRs2bEgpB9SdFXXJkiV88MEHvPrqq122mzdvHvPmzYv/PH/+fHbccUfuu+8+rr766k63e+edd5gSS8by9ddfM3my8xD+xz/+kVdeeYUHH3ywy/0qtk2G8zzfX9gymp04ddFcd1Qg63uz7rT1eCAAkkJkJIooaEG0hTD8zWgFrRgNUXzNYfLao0RCOpGIQThqkO81aDR2pDa8E21rI2irG8kzVxHw1+GtCKNNyIPp47BnzsDedQ7sCr7PPsf32UaKvwrSurmFxqY8msJemqMeWkydxqgeywwsCFmO1dOWNpbUiFo6BgYGHnThjVslJRYyyVpJ7JNtCZobTCQRQGJLE0ua2LbpvASQFrY0AcnGjW1s3bqVCRMmUlxcnDHURqCBMICYRTWW3Ta5/miyUAUrlsMpIXJTkbFwnwggYs9E7r5Emgi0E9c3+fq5n3Q91n9nAjUWMBvDeY7oXKK682DndCVvFX1JhpzW3bZXZE/OIjUajfKPf/yD+++/n2effZY5c+Zw/vnn88Mf/jD+wPXEE09w8skn9/nk9eijj3LhhRdy77338s1vfpNbb72Vgw8+mE8++YTKysruO0gjWah6PB58Ph+m6QS391UWYHuW7VhKM5G+i3Bs0XAE61xgF6COPnUHBuKusk1NTbz33nu8//773HfffUyZMoVZs2ax7777svfeezNt2jSKiopSkvkMBNk+9LuZcXfccUfuvfdefvzjH7Ny5coBScSUl5fHLrvswnbbbUd9fT1vvPEGX375ZdYi2bZt3nvvPdrb27MWW7quU1FR0en3JSUlzJo1a9gm/eqOSCSCaZpUVlYOGYEKPROpRUVFWdesPfvss3nqqadYuXJll9bQTHg8HnbbbTc+//zzLttFIhEKCwsBmD17NmvWrGHatGnMnz+/SwuvYttjW5rn+wMpB+ZFaAe8HmRZKYRDiDw/Wr4PragNrTGE0WLibYtitkUxQxr5IQOP5ifP8NDu89BmjabVHEttBEJbTcyNbXhXNlFov8fEb9bCPrOxZ86AmTMw1q+n+LP1FHzZQEVVC82NfoLtPja3BWi1NFpNjTZLYJjEM9LaUseyPdjST7vwxwRgBEtYsay+6ch4xltbmnFRmi5QkY5LcXt7K19//SVTpk6jqLAobkVNIHCsqYbTtzRB2DFRmkkauDVPE0I1USvVFdhO/dFIxMRjeMjL9+P1pidSShxNIouxhhAW4Lzsd178G5hmdokPu8M0Tdrb2zO8qFYSaMCRucWZbosxqQCPPfYYixYtij+Xbdy4kXHjxsWNXW1tbdx5551cdNFFOfWbsxIbO3Ystm1z/PHH89///pddd921Q5sDDjiAkpKSXLvulltuuYXTTjstXl7h3nvvZcWKFfz5z3/mV7/6VY/6dC2obo2f2traPo1tlDtJqKDzF2gSR5gmYwPtscUARgH706/uwLZtE4lE+PTTT/nss89Yvnx53MV2v/32Y/HixcydO5eCgoIhGeuoaRrjxo3jxhtv5LDDDmPr1q39vs/CwkL2228/9t13XzweDwcccAB33XUXb731VtZ9fP7557z//vvsvffeWYkcKWWnCb+EEEyfPp3i4uKs9z/csG075vY1dAQq9F/iJCkl55xzDk888QQvvfQSU6dOzXlslmXx/vvvc+ihh3bZbubMmfz3v/+lsLCQ1tbWeLxTYWEh9fX1Oe9XMXzZ1ub5viabmp79uv+xYyHgR+QHoCCIVtiK1hxCtkbQ26J422x87RGMeovCsEF72Et71KDV9NDi0Wn3ewhZJYStEhrNydSurqf0zQ1MGPcunsNmYu+wPUyahD5zA/nrNhJYX09JVTveDRZNYR/BiIdgVMevaRhCoAvNCa+NCrAhRAFh4bj9IiNIIbCRSa6ubrkdOyZM3TzCNlLasfPrCFRXyCIgHAmxccN6Zs6ciWF4Yv11zPjrJFsycOJHLTenUUKsxmJonVuxjeuMnOm6trQ00dYaRQgDX7OX8opiAoGkR+d4YqNOrpWU+Hw+/H4fLS1hECImnFNrqKZbU7siHA5nyPSvBOpgkcvdYOjVsegbjj/+eKqqquIvEnfaaaf4i25wtNbFF1/c/yJ16dKlHHvssV26wpaUlPS5j3IkEmHVqlVcfPHF8XWaprFgwQLeeOONHvfrWlBdCgoKusz62yPCOO67PcEEWmKfB8AdGJybqmVZtLW18dVXX7F+/XqWLVvGTjvtxM9//nMOOeSQrC1AA4mmaeyyyy4ceeSR/P73v+/3/RUUFDBnzhxmzJiBz+dj8uTJjBkzhu9+97tZW3Lb2tr47W9/y9/+9rcuS4q4tLa28sUXX2R8kSKEYPbs2dt8UpOWlpZ+z1KdK/0lUpcsWcLDDz/M8uXLKSwspLq6GoDi4uL4i7UTTzyR8ePHc/311wNw1VVX8f/Z+/M4yar6/h9/nnO32qu32RcYQBFBdlCMGvBDAKMkRIMxiRH8ClED+lF8JEaNqLhgEgnuoBLFRI3Rz88lUQMiSJAlGkFUQJBlYGD23mqvuss5vz9uVXX1OlU93dM90+c5jwvVVXc5VdV973nd9/v9er/gBS/gqKOOYnx8nH/8x3/kqaee4pJLLpnzWG95y1u49NJLOfzwwzn++OP553/+Zz796U/zk5/8hDVr1nQ9ZsPBz6F2nV9wuqgrXPQh9PWjvQQimUCky5CpIKp1rJqPrvrIeoCV9okqDTI1H79qUa87VBpOU7DGPVMrkaRoD1IKB3i4/Cz6v/QkG474PvzJ76A2b4LNmxA7d5F48mk2/O8O+vdUKRUTjNYTjPkunmXjBQJbyLg2NXCpRykEgoaQSGwifCIdgrCImnfstY46UoLVPoR/63VJtVZhdGyEoaEhREsIA7HIE9N6qMb1p3FSpph22Yza68xGrVaj0dAIFA3fx/frrN+wimTCmTLtmjBomimaumbNKqrVMpO15cxCNb62zTCopnnS9CiqEahLSS99UntZ92Bi6px0oYJ9Pc/y/uIv/uLA1Wp2MDw8TBRF0yZLa9asaU/cptJoNCgWi5OWTjprUHfs2EGxWCSXy7VT3pYdDaBELFATwOnAq4HzF/ewSsUpL/feey8XX3wxL3/5y6nXZ2rgvfS4rnvA+jpalsXq1atJp9MkEgny+TxnnHEG/f39Xe9DKcVtt93GD37wg332QNVac9999/HMM8/M+LoQgmc/+9mHbKov0E7JHxkZWVa9dafWTO9r6ZbrrruOQqHAmWeeybp169rLv//7v7fX2bZtGzt37mz/PDY2xqWXXsoxxxzD7//+71MsFrn77rt57nOfO+exLrnkEr7whS9w4YUX8qMf/YhHHnmEI444gksvvZRXv/rVvX8ohoOWg+U6v69r/GKxbOaZySR61Rr06lXoNatgzSCs6UesH0Bu6MfenMU9PEXicJvMYYr+DTXWrC6zrr/MhmyZ9aka6xI+q7yIoQTkMmmqA8/lqb0vpv7xB7Fujevf9bq1qDNOwznzSPJnpFl3XI0j1o9xZK7IYak66xIRaxIw4En6XYsMKdI6Q0pncEnhiBSOSGAJFwsHiWgaK+17CjpZvCqUCtizZwdBUG8K3bApdlvfStPACRshLGJn3jgVuNkAtb2vmfqLCiGbab/xfsIQNCKWuVFEtVpn1669hFG3158IIRS5XJZ8Ptceh5ijZjSVSs25x0ajMWMfVMOBJ7bVEl0vvdYKX3311Zx22mlks1lWr17NBRdcMKkHOkC9Xueyyy5jcHCQTCbDq171Knbv3j1pnW3btvHyl7+cVCrF6tWr+eu//utpHiq33347J598crMN0lHceOON8/hEFpaFKbxcplx99dV84AMfmPTcG9/4RmCyQG2l+HbWqFqWtawmwW0sYoEqidOBdwAPHphDa62p1+vcddddXHbZZbz73e/msMMOW7D63YWgJdQcx2m34lkMtNZUq9V2b7VWVC+VSvGa17yGz33uc12bKFWrVd75zndy7LHHcswxx8wqYgqFAldffTW1Wm3G11suiIeySJVS0t/fT6FQYGRkhMHBwWURUV3MdN99cfvtt0/6+dprr+Xaa6/t+hidvPKVr2w//q//+i++/e1v4/s+r3nNa+a1P4NhMZnpGr/ikAKdz0MiAbUk1OoIP4hdgXNVRBAgaj6y5mNVGzjFBoliQLrkUy81yNVc7FKKWmRRVxb1SBC6WYbDF5D7n530PXITnH0k0bOfhTr+ODhOYz35JJmt20k+MUbu6Tr5kQy7qkk8y8GTgmpoY4cCS8eRVJ86obAJdB0hJEpLBCG6GQkVk1x6J9N6vvO1Wq3GyMgwq1evRkonjpoCom1W1Oxljmw+FLQMlUBN6zk6E+2WN9gI3Yr+xqK5XKoyNjbO4GB/26Cp7e47LZoaH6tVktRZOhEbME2OplqWNWePa6014SLObQy9s5iR1P/+7//msssu47TTTiMMQ9797ndzzjnn8NBDD7Wz797+9rfz/e9/n29+85vk83kuv/xyXvnKV3LXXXcBccnPy1/+ctauXcvdd9/Nzp07ed3rXofjOHzkIx8BYofel7/85bzpTW/iq1/9KrfeeiuXXHIJ69at49xzz+1t0AvI8lEX+2BoaAjLsqbdHdi9e/esf9Dvete7uOKKK9o/F4tFPvShD2HbNn19fZMEaouWUM3n81Sr883RnUKzHdeMdGMNJoiFqd1ct0AsTH8LzGXwtkhorfnyl7/MzTffzJve9CYuvvhi1q5du2zEqud5nHrqqfzsZz/bZ3RyvrTaoIyNjbXdhyEWIH/1V3/FzTffPGta7kz7euqpp3j961/PV77yFY444ohJ7rwtQXzNNddw1113zbnP5SDYFpvWDabh4eFlI1QXS6QuJbZtc+GFFy71MAwriF6v8zNd46e2dloxeB7a8yDZQAcBIoogl4UwRARhLF7rdUS5hixVkYU69nhAolhDCE21Wbdai2z8SODbktBdx97aELlvbiWx/ibC158HUrRb18ijnyH3yJOkHhklt7VOppAlIT3KgYUtBVYgsJVFVUsaxJHTUPhE+M3Ap99sV6ParWsQccxp9vTfuL3Mnj27yGRSpFKZZvs8m3iyNdFTNe6h2kr/nXD+3RdCNNOGhcBxPAJ/Yi6o0USRYu/eMXLZNK43tbxmulCd+IpcPM/D9+vx229fyyVCxPOINWvWkMlk5hyfiaEuL3QP0dFev7ubbrpp0s833ngjq1ev5t577+UlL3kJhUKBf/7nf+ZrX/saL33pSwH40pe+xDHHHMP//M//8IIXvIAf/vCHPPTQQ/zoRz9izZo1nHjiiXzwgx/kne98J+9///txXZfrr7+eLVu2cM011wBwzDHHcOedd3Lttdd2LVJvvvnmtieKUopbb72VBx54AIDx8fEe33nMQTOjdV2XU045hVtvvbX9XOtD6Gy30InneW0HzdYihKC/v39GgdqiVCpRLpcXRnQFxL+ViVmWLLPfKnCbr2ea+/kV8P8DvgT8lCURqC2iKGL79u1cddVVvOhFL+K9730vDz74INVqdVlEoD//+c9z+umnL2p9ZrFY5L777iMMw0m/R1u2bOGNb3zjPluKdKKU4t57722nWhYKBYIgIAxDtm3bxnve8x6uvfbaOM1nFrTWjI6OLqjx13LFdV2GhoYIgmBZpP4uVrqvwbCS6PU6P9M1/kCwrP+GPQ8yGXQ+j161Cr1uHWrdWtTmjehNG9GHrYct65GHr8I+PI+72SO/us5AX4WhbIVVySqDiQaDboM+N6IvIQmyz2J49HcR//RDrO/ehtixAwC9cSPq/7wI+7znMfRCm6M2jnBUrszaZCv11yZruWRIkdIpEjqFoz3sZuqvLdw47bcVURUTqbCxYJ19ihoEAU899RTVahml1IzXvc603Zbzb+d3N9P32BKoiHj9dCqNkK0xNlOJhcD3A/YOj03Oup06Bj01CiE48sgtZLNZLMtqXw+kjG++rl+/jtWrV09xLZ4yPsA+RFvMHawo3f3S+hWZWqYw19yuk5ah4cDAAAD33nsvQRBw9tlnt9d5znOew+bNm9t1/Pfccw/Pe97zJpVRnHvuuRSLRR588MH2Op37aK3TixfARRddxAUXXMAFF1xArVbjjW98Y/vniy++uOv9dLI8Ql9dcsUVV3DRRRdx6qmncvrpp/Pxj3+cSqXSdgHsBs/ziKJony6+lUplQaIz8ocSNUuTaJLAK5icot6ZzhsATwG/AR5jugvwMqB1ofjoRz/KRz/6UYQQ2LbNwMAAZ511FjfccAOpVOqAX9SPO+447r77bhqNBr/97W/59Kc/zbe//e0FFTT1ep33vve9DA4O8sd//Md4nocQgkQiwWWXXcbAwABvf/vbu66TiqKIX/7yl5x33nlIKdsXsSAIuhKeURTxxS9+kYsuumhZGlstNC2huhwiqodiJNVgWAoW4jq/2AixvNzF94njgOOgk0kY6J+o3iwUkOMFEmu3441X0MUGquQTVjRRTRA0JIFvEQQ2jdBmtH4mlW2SyhOCYiNE1wrkGlsZOmIX4o9eQPKPhnjWrx4ge+MOnhrPsaPuMtywGW1YlAObcpigplPUdYOGqFMVEkmdSPhEIiBS8blRSZCqmRopmhFRMbk+VWtNrVbj4YcfRgiLZDLJ0c8+DseJbw5PZDdZ8fVTi46Iqmb2lgs0BWosSDduPAyl4lr/WKhqlFagYXh4jCgK2LBhLVbr2tNO+wVaEdXWsYQgmUjwrKOOIu4N2zR0it/cxHvrGEpnx9PW84NDgwyPDKMPVReegwhN7+m+tVptWheG973vffts9aaU4m1vexu/8zu/w3HHHQfArl27cF13mtN6Zx3/rl27Zqzzb7021zrFYpFardY2apxrbIvBQSVS/+RP/oS9e/dy5ZVXsmvXLk488URuuummnpwnlVIUi8WuJv3d1hTOhaiI2OxoJlpmrpJYsC6TdN79IW5+HbB7926+8Y1vMDIywgc/+EFOOumkJWkb4nkexx13HJ/85Cd5wxvewDvf+U7uvvvurnuZ7otyucw111zDySefzLOf/ex2mm6rJc3zn/98brvttp7TjpVS8/qjf+yxx3jggQc444wzVoQYWk5C1WAw7D8LcZ1fbKT0EONjECkm2bUKAVKCJdG2A8kkLOOol87n0a6LrNcRCReRqiIydWQlQFUinHqEqkeE9ZCwIZFCUwtsUqFDwrKouAOMBQOM7igxeM1vWPU7v0L9/u+y6vgnsR4cxx7LI3GRQmIJC4HAigRCCYQWBLJ5512DEhopmhFREf/cSvuN61JhQstNvjZqHVGr1XnsscfYuGkzuWx+simTiJ2B49YzMFmgRoCNRnXUtE5gWw5r1qylWq1Sq9cQWrTTkjURpVKVaqVONtthdtQabDP1F+J47lQhGl+jZ4jmMl2oduJ5HslkkmqlalJ/lxzRY7qvIJlMTjOC6ybz7rLLLuOBBx7gzjvv7HmUBysHlUiFuKn9/ri3+r6//NIhPWLH3oeIW8o8zSFRdKCU4kc/+hE///nPectb3sLb3/528vn8ARdPQoh2neq//uu/8qY3vYmbb755QW5CaK158MEH+ehHP8rVV1/NmjVr2kZKg4ODvPKVr+R///d/552P3yutljZf/epXu2ppcyiwHISqiaQaDAvH/l7nFxspHMQzO2NzoiiCUHX0yxRgS4RlgeeC6zZFqw2ODdJqC9l4/Wb9pJAgRSxqpQTbPjACN5lEDw0iPBeSHiJTQ1TryGqArgWoWohdV6h6iLQqpOo2ybpH0nIoBTautClbeUa80yjds53Dtv4X1suew6D1CNaDY1gjeWzpYQkrFqtB3E9VKkFDJyeFCYPWaVuBFqotM5WOYJKx0tTWLXGUtVIt8+TWJzn88C3kc30znGsnvCM6p4Gxr0Q8CK3jdjOIic8+mUyydu06tm9/Bt+vN3uqxrmbUaQZLxQmi9R4p22hCnKiR+sCIKVk7dq1bN26tRlN7b7HqmFh0UDYw0ffuj3Sa7bb5Zdfzve+9z3uuOMONm7c2H5+7dq1+L7P+Pj4pGhqZx3/2rVr+dnPfjZpf626/851ZvICyOVy+4yibtmyZV7zmre97W289a1vnXOdg06kHlJUgV8AoyzbdN79RWvN2NgYH/3oR7n33nu57rrr2Lhx45JM1Fvuen//93/Pgw8+yFNPPbUgNyyCIODb3/42mzdv5vLLL2f16tVorbFtm+c+97ls2rSJYrF4QOomlVLccsstfOMb3+C1r33tId8ztcVSC1UjUg2GlYNlufDUbnQYQaDQkYpnqpOEqkAkbIRtgW0hbAmOFQtPS078XzaFU+t8JZutUmwrFqqOg/YcSCTRiURcc9pJ0HTybeUc2hY4bnu/3aD7B5rHchHJKtTqUGsgGj5WI4R6LFil3cAt+3jlkETVxau7eJaLGzg40qJibWLbWIYtjCJfcDR99mPIX49jD+exRQIpLKxWnWgItag5+W0OVWkVBzxRaGWjAKFVnH6rm4ZEzXUnR1QnzvVB0OCZ7dtJJtO4rjstxhUbKc10LW6KSa3QQoCeOJYUFv19ffh+g917dhMGPioeHQC12iyTt0lCtUXndWm+cwJBNpujv7+fkZHR9nNGqC4BGrTuxbG/t+u/1pq3vOUtfPvb3+b2229ny5Ytk14/5ZRTcByHW2+9lVe96lUAPPLII2zbtq1dx3/GGWfw4Q9/mD179rB69WoAbrnlFnK5XLs13RlnnMEPfvCDSfu+5ZZbZvX86WS+rWoOP/zwfa5jROpSooGfLPUgDgy+73PTTTdxwQUX8JWvfIWjjz56SdIypZQcddRRvOIVr+C6665bMPffcrnMddddRyKR4IorrkBKSRAEWJbVdqw8UOY+rZY2q1ev5pxzzjFC9QBgRKrBsHKwhEv4ZAkVapQPRKBCgVYTk1AhNJbbQNggHJB2U7g6gCVj0SpBtIRq53lBAlJMCNyEAwkXkU5CKonONLNktIIgRLR6dgqBdmzwEuh0arqgnY1WGxvbgYQH9Qai0YgFcL0Bfoio1bGcMrLsYxcjnEIdtxThVSJsqXCFgy1tKrKf6lfuJ3V+H/L5R5N3HsX61Rhydx9SJJHNvqW2sKhFCaSOu5q21KSvqxM6ToGWChFZaBE/rZFoHbZTgDvRWqERNOo1CuPjrFq1Ci26EW4RWlsgVDtKKpoytKX1pWWxatUqIhWbboYhKEUzlXhy7eiUQU08niZYZ1inS6SUbNiwgdGRsQWN0hp6p5eZXa+zwMsuu4yvfe1rfPe73yWbzbbThPP5PMlkknw+zxve8AauuOIKBgYGyOVyvOUtb+GMM87gBS94AQDnnHMOz33uc/mLv/gL/uEf/oFdu3bxd3/3d1x22WXtNOM3velNfPrTn+Zv/uZv+P/+v/+P2267jW984xt8//vf3+cYf/d3f7fHd9U9RqQaDhhRFHH//ffzh3/4h/zLv/wLp5122qRWKwcK13U555xzuOGGGxa0Rc3Y2Bif+MQnOPfcc1m9ejW1Wo0nnniCcrm8YMfoluHhYS6++GI++MEP8md/9mdks9kVIY7mI1QXotWUEakGw8rBkg7l7RZhIImUJAglSkkUgkgJtBaxSJUaica2FJalsKTCsjXSUlh2iJA6zvYVmqmnhWbAEWGD9ECmJDLjIvJJxFA2XiFSsVJqiRzLQrh23DO1mkSvW9dbynA6hXYdSAQQNCAIwQ8QgQ+NAOHYiHIdkaojknWkF2DZEVZZY0uNbGhsYTOcOIPst+6n/3eeRJz8LLLeVg77xThyh0aSakdUK6GNFRLXeeqWu28sVLWI2lm9WkSxM6poRVbttpnSTCilKBQLzb7hM/WbnrgmTLSQi4jrCwEtmnFV4qhq63u3LFavXoMlJSNjI3Hqr4jwvOZUeooB0jS6FKPdSk7bthkcGmBsdCx2OO5yO8PC0otxUq/3I6677joAzjzzzEnPf+lLX2o75l577bVIKXnVq15Fo9Hg3HPP5bOf/Wx7Xcuy+N73vseb3/xmzjjjDNLpNBdddBFXXXVVe50tW7bw/e9/n7e//e184hOfYOPGjdxwww1L2iMVjEg1HGCUUjz22GO88pWv5JOf/CTnn39+T61aFgIhBJs2bVrwvq6t3qnvfve72+1vfvnLX7Jt27YD3iJFa83w8DBXXHEF3/rWt3j729/OKaecQiaTwbKsA/6ZH0h6EaqlUolKpbLfxzQi1WBYOQhhs2csQ6gkgZKEWhIqCLVENQUONLt2Co1NLFgtobGFigWdjB+3xGwnndFYAThWhOuEJDI+3mAdu9pML1VMr4X1LEh5iHQCLAudzcI++m5OouUErJIQhRCG6CBEhGEc2U1VEMkqVsJGuDWkEyDtOrKosFBYAipugrHcKZT/+7es3/YA1u9sIaV3s1EVkLs1lkjiSJtKaGEJEKFAajERjmyeIsPmhxhpv+32OyFUp0dSJ1q3CPzAR+kwNmmasaWLRatCsCVU4/83xZ5uJgArJrXCsSzJ0NAQXtKlUi4SRj7JpN08Riu9l3lFR5uH7YF4LtPf38+e3XuoVquEUURcWzuvwxt6RNPbd9br19JNSVoikeAzn/kMn/nMZ2Zd57DDDpuWzjuVM888k1/84hc9jnBxMSLVcMDRWrNz507e8IY3cPnll/OOd7yj3fPpQOE4zqKIBa01d9xxB/fddx+e51Gr1ahUKgsase2FWq3Grbfeyl133cW6des47LDDyOfzfOtb31qS8RwouhGqpVKJYrG4IAZTRqQaDCsHic3uWpJIQ6AEoW4uShDR7InYVFqSOEpqAZbQWAJsqbGbj6XQbTELsUCdekvTFpqEpciVGwzVq2SoogPQ0UTZo7BAugISApmqIVJxPabIlNG5DDqdgXSq+8iqFCBjwUqS2KBHAokEIuGBYyNtC6wKCStAiEYsqgWUQpsiDpWB5/LIU/2sefI39B9TJ7lJsJ4izrDCqyYpBR62sJBCIAPRjqhOFaqWcIlkp1AVTU9VMSnVVSAmjKhUhNZRswXN7DeJW+I0Fqhx2u+EUNXNytPJ2wsJmXSaZMIhUiFCqGZF6NS+qDFTZcZsV4D56EohJNlslnQ6QxAE+H6DKIp44omt89ibYT6oHupMe1nXsEJF6kte8hJSqdSc6/i+T71e5yMf+UjXAqoYFvnR+I8mPXd239nk7APbs/JgmQQXi0U+9rGPcccdd3Dbbbcd0NrJer2+aMLR9/1mT7WJi99SopSiWq3y+OOP88QTTyzpWA4kcwnVlkDN5XILknJuRKrBsHz45S/vZ3YpsP+szXscf1hIFErCQBKGkjCyCMM4/Vd3pIvGkVIVR1IthZQKy4ojqdKKU1aFnH6NEEIjbbBchZ0Ge9DCOmED9GUp/JeiXnOIItnsehOnEttuhO1q7JSPnQqwlELkyoh0EpFNQyaNTibQiWTsPNyLwZIU6L5+8BLg2AjbBlsipQBZwcNHSB8hNEXfRWAjhUWxfz27a3kyT/+cxKmQ7vdxnyqS3t6gGAzhyjj1ty1U1fSIqpIBKNpCVSNROmwbKk18aE1TJhGnDmt0s7WMnNgZrRYyKq5DJWpfq2M6haqaZIwjOhyGhQDLspuaOAIdNUVzM0d5jtTfdp/a7j75LhBIGXcx8Dy349nJIt6wOJhPePFYkSLVsHzwfZ+77rqLq666ire+9a0HxOymlZa7EC1o5jrGQotTKWVbUEVRNK8U4qUWzAeamYRqpVJpC9RsNmtqUg0GQ09Uw1Fyv3Mcuh5CI0TVA7TfiLVKR4Ga9GRsluRKhNVMx7WbRkmd4lBpUBqtNKL1mmshkg5kk9CfhTWrUOvXg+Pw0A2/bXb1jGtBbamwpcKTEZ4d4bkhnheSrFexMnVkrozMlSCTQGQSiEQCkgl0MgGui06lmq1yurhhl0yirbg9TusdtK7YLj4Q0F9rxKnNUpOQkshN0eAF9D/+EP7pGrFlDUMP72DLHRVcmcIWNrYUSGGB7zbTmGkL1VDU2/WpSoZo3UrTVR01o/EGsQ2TaJbztCKbU+cUApCxEO0QqhNETX1pgQgntm9eP9vuwELF0dtWr8z29XV6i5yZmNlsSU+YAs9LxoopPxmhutj0UpPay7oGI1INywCtNR/60If48Ic/TC6X461vfSvveMc7yOVyi5aSe/fddy+qSF1IBgcH+b//9/9y8cUXs2rVKizLIooidu/ezWc/+1muv/56isXiUg9z2dIpVHfu3AnQFqgLiRGfBsPKoO6P8LlPryHQgkBBpONF6clRFUu0oqlNA1+mBy5bk9ZoSgcbS4AjwZOatNUg6zxFn/MYq1I1bpbHkrAkiWZXm4QFnoSEpUlIjScVrqXJ7IlIWiFJJyTpBiSSFbx0hJ0DmbVjI6aMh1jbH7sGp1LNaGsK3Dkym1wHPTiITqUQ2QwiV0T2lZADZeRohbWySF/JoVT2KDZcxnyP8cDj3sopNG7VZGTEsQnNsy8KOeK+7ex9NMmThSzP1Fz21B1GGxYF36GsElSooqUi0FVC4aN0QKQChA6bkU7ddPWN03+FkEhhkU6nmOra24qyAs0vykIIjcYC1KRoKoDWYVMwiolNZkB3fHFCMyEKm9HU2ZrDdP4qhFHEnt272zfQNRrHcVi1ahWrVq1CygNvMmnYNzMneM/OgXUnOfgxItWwbNBaUygU+Pu//3vuvfdePve5z7Fhw4YFn/xrrdmzZ89BE1U8+eST+fM//3PWr1/fjqQ6jsPmzZt573vfy6ZNm3jPe95jhOocuK6L53nU63WABalD7cREUg2GlUOkfB4YFwRKt8VppOMIWKfHqkR0CFQxq0DV6Niot7ltaztHClxLkLAs0rZNn+syWEmyK18jIWwSloVnSZJ2LFgTliBhC2whcaVmXFp4lkPSUqStiEw1IFUMSBd8vFSIk6li9dWxtYJsCpGtQ+CD76MzGUgm5/4gvAQ6iiCKEKo1dnDGA4QVxCnL7RYwsVlfKZQUQ5u7yyfwAut++J0jWO1sRfxGAzm0dmPzKW2jfYi0oiIS7ehly0xJKIkiRBE2o6cxQlgIYWHbFrGEiF17O6Op8fnampgDaNHaKbFYnZwGvBhzhc5fBU3sMj86NkYQhu3jBX7Arp278H2fDRs29CRUxSKmuxsm08uvx8Ex61w+GJG6QmhNoi3LQkqJUmreKaOLje/73HzzzVxwwQX827/9G0cdddSCTuy11jQaszTfXoZs2bKFgYGBaWnQQgjS6TSve93rePjhh+d0dlvplEol6vU6iUSCRqOx4H1UjUg1GFYOWgdsLdcIiQWMQhM1o29TG4HIVg1k83GL1noahUITEk3ZTuJg4wiLpLBJ2hZZR9LvSfYM7CShMyTCBMnQIxnaJCxJ0pKkojgCKwFLSmwJnrRIWTZp2yZnu6TrHtlKQLrUIFkISFLCyvuIagNqDUSfD34AmaZYnS0NWIq4F2sUxanKzaetoTrYdZJW3GYHoUGAFC5SWEgsSqFk921HsO6FD9M440hW8TjqwRKRzqGaQjVSFlHgUtZJtJiYq4ToiYxaEX+GrdrTVj2q3EetbbxuvG1bsDYj4Z1pwK1va4Y3P/2p/RCzvu8Ths03RNxPVRN7SoyOjJJIJBgaWmWuH8sQ1cMNAW1uHvSEEakrACklz3nOczjjjDM4/vjjSaVSbN++nZ/85Cf84he/YHx8fNmJ1SiK+MUvfsErX/lKvvWtby2oUG2Ju8lmCcuX3bt3EwTBjK8JIchkMrzxjW/ks5/97EHxfg40nSZJ2WwW3/cn1aguBEakGgwrCcUOsTeWl0KhiGKx2RRSqiluJLG4k3rmm2Gqc1sdTdQ6EosoSzg42iOp0yT8JLkgQSlwKUfD+LJCzUpR1UmSKkUi9EhEGies4wR1BAqR7iOZSuHaFklbkLZtirZFxrLJhg7Zhkuu7rPKKuOWa1iVAFn1EXUfka9DowGNRuwMnEzObLLkOOhEAqFjUSWkQFTrWLZENIWqlHUsGbsaW7hNV2PJI/U84d3PZdMLH6Jx+hZWB08Q/MYiUBJf2wRKorRNIUy2TZB0y9Ao/oCbfVQnnmvVpEYqbg6iW/1kRFzF21qn5QIskKBVM4pqdURVw6ZQna0sqLc5U2fK79RPUYi4hnama4MGlNYM7x0mn8/juu4MezAsJT1FUs0UrSeMSD0EaUVLHcdhaGiIM888k3/6p38im81iWRZCCKIoolqt8r//+79cddVV/OxnP1t20UWlFA899BB/+qd/yne+850FS/0VQrBly5Z2RHm587Of/YwHH3yQF73oRTP2dhVCsHHjRmzbnlXMrlSmClSYbqaU3FdKWxcYkWowrCC0YowdsWjSrQjqxOOptMRRe/NWzaNqiVqF0sGUbWSctio8qiKJJ7PUVZ6anyUMCwSiEkcmIxdRTmGPCNIqJG9rco4iZWlqxVH2yBSZobVk02nKjkXKFqTtOJKZcyzKoY0Umky1QbLs45YryLKPrNTjqGq1hsjW0akkuq8vbkkzFdtGe4lYiEmB6K8jbAvLiYWqcHykXcMqRlgobN/DwqYU2jzuZ5F3P4d1L30CTlrH2soO6k/Y1KMUfmQRaotUmCDSCiWanxtqQqdJaF3GO0V+4AcdBkQTn3z78+18QVigJYLYiEmpCIHdNE0SaN2FEVLbVGkeKkRr0uk0yaRHuRw1xzn5mEEYUi6V6R8YwFxClg+mJnVxMSL1EOQ973kPfX19HHvssRx33HEMDQ01775NIKUkn8/z0pe+lOOOO46rr76aG2+8cdnVNSqluP/++3njG9/I1772NfL5/H7vUwjBySefjOd5B4V50p49e3j3u9/Nl7/8ZY444ogZW6Y4jkMymTQitYOZBGqLTqG6EJ+ZEakGw8pBo6lGI+12JG3ROUc/zmn70BMCVesJgTspIigsbOniSw9f1ghEXFM/tuNphLZRvo3lZ+nzB1lle7hebA7UiOKaxKwdQFRi19N1RvqGWDU4RMq1qdiSii2oRhZlW2KLJPnAJlO3yVQbJMo+djXEqgZxRLVSQ2RSsRDzPLTrgm2DbEYkhYyFKgmQNiIIwbHBtpCOjXCqCLuBsBpxX9iqRogE46GF1oLH/D5SP15L9vwC3vMqrCsVqQQ2NZWgoSRJaRMqr+nmq+PUXw2q2WO2U6i2qNX85iNFZ11qyxF4UlQV4pY0SISO31ZLqGpa/VNlx/72RUs1dy9YHdtmw/r1PPnUUzQaQTMrakKoaq2pVqv09fchhDFRWjY0TdO6xbj79oYRqYcgV155JRAL0X1NiKWUrF27lo985COceOKJXHrppYvWP3S+RFHEj370I6655hquuuqq/d6fEILnPOc5rF+/nkcffXQBRri4RFHEz372M/70T/+UT33qU5x00km4rtv+bpVSBEFAKpWiVCqZlF/mFqgtWkJ19+7d+308I1INhpWEohGWAKaJyxZaqwkn2Sm0xW1b5LaEake6b7O2MoxqWNIlshpoO8ITKSqjFjYuKZ0nr3OkpU1dKfbUdOwMDDiWoN+TpG3IyYA9e3cxXi6zZt1acl6SmmNRi2KxaguXamSTCx1qvkO25pOuNHCLNez+BrK/jshV4+BlOgnJRCxWbSeOrEoZL03xqlUm7qXquuA57aiqa9WRlo+0NFLAaMNGa4sCgt8E63jBTbtRL1tPes+jrC1WqIQ29chht2URKocIRUREJGLDJEsrIgFCq2YdafPb0Qq/EeH7EZ4nm9dEDSKMhWfTDKnzXNzunTpVqArR7JsaTROO077XzrjaPK7D6XSaLYcfztPPPEOl0mqN1nIlFiitUUo1vRTMdWQ5EKdjd7++Eam9YUTqIchMkbZ9kU6nee1rX8stt9zCLbfcwvj4OFEULRvB4/s+n/zkJ3n/+9+/IGY3AwMDXHDBBVx77bUHRTQ1iiLuu+8+zj//fP7iL/6C17/+9WzatAnHcQjDkJ07d7aF0nL5zpaKbgRqC9d1Fyw6b0SqwbByCKNaW5jOJ4IaM7H91H21BK4UNkqHKB3G69mKlO7DxkUiKFOh3LFLgUQisEObcT9B2rJIO5KkBcVykccfq9C/dpCh3AA5N0HNtrCFpBpJyqGkHFrkQ4dswyFXq5Msh7ilKlafj4WAXBqRaQrVVGoistrqs2pZcQ2r44HrImwbbBvhWFhSIqwqKRFnr/TXEkQIlLYoBIJfN47npPv+m9qzVzOwYwelhkc1kmRci1DbRCFEOpaq7TpUrdDCQqCgI906ihTFQpmhVdmmgA0BO6491TOfg6cKVSE0Wk/0U50sVCe+vxm+5OlPzf1r0SaVSnHkkUfy29/+liBoOf0KHMfGdRxjD7sMMTWpi4cRqYY2juPwhS98gYcffpjvfOc7/PCHP+Txxx+nVCoRBMGSi59iscjIyAirVq3a733Zts3FF1/Mv/7rv7Jr164FGF33tHuu9fh5aq0ZGRnh05/+NN/61rd46Utfyumnn04mk+Hpp5+mVqstxnAPKnoRqC1mqvPtFSNSDYYVhNZEqt7xYw8itUPYTGwXTdvHRHeUACEcdFOoRjqkIYtYOMhJbVU6HiOR2JTJkQiTpMMkacsh61gkopDxp3dTcEfJ9uVZle/HsXI0lIgjq5GkGkrKoU0tsMnWA7K1OolyQMIuIas+5OuxWA3CuFdqWqFbqb9SxNFVx0E7DlgSLNk+R0rA1lVSOiBfaBAqQaQh1BbVyOKZZ05mzYaHcDfYrBovUwst+t00kZKE2iKMvLg+lQhF2HTnjZDotgmVbvY8HR0dp68/iWM3xemktN8J0SqY+ca3EAKh5STHX9Gqi52ajttzdeLs2JbFUUcdRalUolKpoJTCdV0ymcyCOdIbFo5evnWjUXvDiFTDJNLpNCeffDInnHACf/3Xf83OnTv5yU9+wte//nV+/vOfUyqVlsxsSGvNJz/5Sa688kqcmcwbekAIwZFHHskf/dEfcd111y3QCOc+nuu6rF27liOOOIJ0Os3//M//MD4+3nMkNwxDnn76ab761a/yn//5n/T19SGEoFarLfmNhKVkPgJ1oTAi1WBYWbQim70xuZRmYvs4IjgTul1HGacDKxUSSjtOB0a2Bdak1NXma74sUxUpyiJFMspQitJkLZe0LVFhQG14mN3j46hSP/0D/QxkM9RcSd2xqESSSijpa4rVXL3BgFuNa1UbYVx3GkQI1XT1FRItJLgd12bXQYtM+zUBCK2x0BDWyO1tEGlJiGiKVcn2KM+q/80gNhfIrKmzISrxRCWJryShBqUdlFJxj1TRckYOJ7XwaUWm/SCiUCgxONDXdNfVQBi3rWk592qJFnqO83Ln5yqm9VCdWjca+D6NRoNIRTiOg+d6WFNuhOpJe50Z13EYGBggn88TNecILVNMw/Kip3TfxRvGIcmKE6lmgrhvWnbouVyOXC7H0UcfzSWXXIJSir179/KOd7yDr371q0sytg9/+MPcfvvtfPe732VgYGC/9uV5Hh/72Mf43Oc+t2jCWwjBhg0buOGGGzjrrLMmGVgppdizZw9/9Vd/xX/8x3/0VAustSYIAkZGRhgZGVmMoR9ULKVABSNSDYaVhEaj1DwyV2YQohNusB2vtW42CtFOYdU6iHssCkkYxdFA0W6jMuWc0k4VduK+pNLBEg6W9HCjFJ7OkdIZ0jpNNvTIFUeo1kaoAmVl07dmI4MD/WQcu7kk6HNSHF73yCcbZLJ1vMEa9mAJOZRC9GehLwd9WXQmB+nUxFgcB53PQzIFCQ+RTiJSCexUkf76KIm9AalCkoydINNwKQYWj+vnMfzrIxgav48t5ytO/d4YjxdyPF2z2Vt3SNQlbuhQ0g5VYTU/hypKBijVFMxagYId20ewbZt8Po3QcZ9KreM+q0Lb8acnpgv9iRu+GoFsfktqVqH62GOPUiqV0apVoxxHVgVxts6mzZvo6+ujJU+7EaqCOKpqW1PdoQ3LhWa1c0/rG7pnxd2S6cXRdSVHpWZCSsmaNWv41Kc+Na+614VAa83PfvYzrrnmmgVpmZNIJPY7KjsXruvyhje8gZe85CUzOiyvXr2a97///QuSwrxSWWqBChMitdvFYDAc5GjV+wLNfp8T/2JxqmJh2lrax+h8TsVb6AitQ7T2USpeItUgUg2UDuJFNVAqIFJ1QlUnCKv4YZlGWKQajlKKdjGin2G32M52vZetJZ+nyopKCEkRsnP70+wYGWO0ETHSgJEGDDcs9tYTjFQSFMaT1PZahHsD1HAVxkowXkQUy4hKeebPy7bRnodOJmIRm01i5S28fEQ20yDv+fS5IVknivuoJtLsdI+ifFeJNZvLbExXWONF9LmQdS3Slk2SBJ5O4ogEjkggRdxrtBVhFk3n4UKhHJsl0fFZao0mRBM1P9MIpSaWluNyK314OhNzIK0VlUqNWPm2zu+t75u2b8TUued8ZphmVrr8ULr7xciK3lhxkVSlFIVCgUQiMU00dKK1xvf9WV9fyfT393Psscfy61//ekmEvO/7fPrTn+akk07ij/7oj/ZLMEspSaVSi9YjNpfL8fu///t4njfr8Z/1rGfx/Oc/n//4j/8wN0Z6ZDkIVDCRVINhpTGvfphtpoiejvP+TPsVcX4qEIEQE4HWKeu2+7S2fQ9k0yXYRmtBpAOUCAh1HUu4BLJCQxbRQlNqZCn6SQY8m7Qd8cy2p1G2TX86TaAsAiVIWTahjtNylRZoXSNFgE212QomTunV6Qwkk3F9aot2raoHCR9SCWTeww7qJIKATCgII0GoINSCjLJQfWt5bORoTjzjGTbUi/hP24QqSagsQiWJtItSzTRoobCEE7enYaL2V2qo13y0FhP6sSlQ41il1axXhZnjNlNrhVuf+WSTJqXihOKZvkMNNOoNKpUK+XzftNfMFeHgRvfwDfayrmEFilTf97Esi+Hh4Rn7h0IsZMfGxkzu/xxcf/31vOIVr2B0dHRJjl8sFnnrW9/Kxo0bOf300/fru8rlcoyNjS3g6CbwPI+BgYE5hYnrupxxxhl873vfW3btf5Yzy0WgghGpBsPKY4FKRPYhUDufnxCrLTEEMwor3Vpft9vbCCHj1GERgbZQIiRSDQJZQ9uKmshRIU+13seg7WFJxdannoSjjiTUCUItydiSCAul3WaaowCqk4WqUohMGsIAnUw1+6mKicI9S6ITLsJPIHIJrECB3yAVBkSRRaQlgZY0IkHgSOoDW9DDvyV5fJrN/hihFoQ6gcKKa1T92EgpIsIXCZAQNr+a2AVYopQiijRSxp9IKz06bkMTNT+uOIV3PrTKheaqUdZaUylPF6kwc3R06lXC3L5evpgWNIvHilRhuVwOx3EYHh6eFi1VSjEyMkIYhnNGWlc6p512Gu985zuX9DPatWsXr3vd63jkkUf2KwKZSqX2vdI8qdVq+3TdlVKyYcMGI156YDkJVDDpvgaDoQdmSO3tJjI78zpq1iVOD45bs7RShCPVaKYIT6QC18JxKtFexvVOdsud7AjLVMKIWqXK1p1PUQirFPyQUR9GG4IR32K44TJW9ygUU1SHm6m/eyswUkSMFxCFIqJUhGoFajUIfFAqNleSFngepJOInIfsc3DymlS6QcZrkLMDco4ia2tcx+aJ/10NGjInJjhsaJyNKZ/VnmLAE2QciwweSZ3GJoEtEtjSw5IednOROGg9tX53wuwoXsIZl1i4zrRMRFXje+T77o8aBME+v+OJ73ry0iv7F+k3dIvuIdXXpPv2zooUqVJKBgcHpwnVlkANgoD+/n4TSZ0D27Z585vfzNlnn71kn5PWmscff5zXvva1PPPMM/MWqotZk1qpVHjooYdMGu8CUqlUlpVABSNSDYYVR6fQ7HXZn8P2JFtaYrXZ4kbrpmBt1bM2iJpCtREWqYWjlNVeRsQO9qgiodYM7x1hZ3kXRVWn2IgoBDDmC0ZnEKrBnpBobxVGCtAWqiVEtYqo1yEIEVqBZaMdG1IJyKaQfQmsPhuvT5FJ++QSPnknIOdEZBwY7zuOp3+cROST5E+0OXxwnA1Jn1Ue9LuSrGOTJkGCDI5I4YgUtkjgyGS8WCkE1oRAnVQ3OvcS16vqGZcWUlp0G1lfirO/aP4zLA5TbyjsazF0z4pVYVOFaqPRaAvUoaGhRRUuhwrZbJbPfvazPOtZz1qyibdSil/+8pe8+c1vplAoLMkY5sL3fb797W/PeQdVa83OnTuNkO2CMAwpl8vLSqCCEakGg2H+zC/q1evUtylWO6OrKmhGV+uEUZUgqlIPxqiqEcbEDsbEOEJptm17mlF/mFIYzClUayM2wZ4QPVKCkSKMjSOKJUS5AvUaIvAhaoo5244NlDJJyCaQfQnsfkkiH5JL18l7DfJOSM6OEG6SXennsffmBuLINfSfAIf3FdmQDBhKQN61yNo2SZ0iodN4IoMnYsHqigyuTCOEHYvT9vlXdiydH+tMNxU6hev0z1XK7s7prXmluQIcWvQSSTXpvr2xYkUqTAhV27bbEdXZ6lQNM7N582a+/OUvs3r16iUbQxRF3HLLLVx77bXzMrtaTHGolOLOO+9k7969s64TRRG//vWvl6z/7MFEEARkMpllJVDBiFSDwdA7Ew6/C7O37oRrR3S1KVi19lG66QYc1amHBWrRGAX2UBEV8DVbn9xKSdcnCdVCIBgLYqE6UkswXkpSHXGIdtXQI2UYLcNYEUplRKUG9QZETYdby0YnEpBJQz6D6E8hB5PYQ5JkLiCfqtPnNsjbEWlHIJI5noiOxf/xNuSJW1h1TIPN2TJrEhEDXixU0yRJ6jQJnSJBhgRZEmTxRAYpHVqiVAhryrm4ORXWE8ZHkxyYJ0XAp0Zb4+0cx2buaKogmUz2+qXOsJfJi2Hpmfr7sq9/hu5Z0SLVsP8IITj11FO54YYb6O/vX7Jx+L7Ppz71KX7xi1/0LDoXu53O8PAw99xzz6witFar8atf/cpEUg9yjEA1GFYO+zMJPXCT1X1FWVsprQqtgjgFWPuEUZ1GVGoLVR+fsBJR0iVKuk45DCn6EQUfxv1YqI76DqO1BIVyEn9YEe2po4bLMF6GQhnKlTjl1w/idjwSSCbRmRRkM02hmsYaSOAMSlJ9Pvl0nb6ET85WZByByq3ht09tgb1jWKcdxtrNJTYka6zyFH2uIGM5pEmQ1Kl2VDWlM6R0Hku6Hedgq71MPDfRPmZqauw0sTq1TRCQTqWmuS13IuX+iVQjSpcnGoh094uJpPbGihapnSZJrQjqTGZKhrmxLIvzzjuPT3/60+RyuSUbx/j4OO9973upVqs9bZfJZBZVPARBwE033TRjf16tNc888wzbtm1btOMfSjiOQ7lcplQqLfVQJmEiqQaDocXyi6TsK8KqmiIsQikfrUPCqI4fVairAiVG0Rq2bnucsi5R1g3KQUjRV9OFaj1BZdzFHwU1GqBGalCqQqUGtXoz5TcCIZt9U9PobAb68tCXRQxmsIYSuIOCdM6nL1mnzw3J2Iq0K6nktlC+dRy9aQPeCf1sGCqwLuEz4CmyjiRj26RxSZEgRYIkCZIqicRjsjBt/d9uPze5z+lMn+IUcdohVnP5LJNl5MT0WgiB67rzztKb64phriZLT0/pvks92IOMFStSO02ShoaG8DxvUo1qLy5shthI6c/+7M8YHh7mhhtuWJJ0TK01t956K5dccklP2/3Jn/wJtr143ZiUUvzgBz/g0UcfnRRN1Vqzd+9eXvva1zI+Pr5oxz+UsG2bTCZDsVhcVkJ1sUTq1VdfzWmnnUY2m2X16tVccMEFPPLII/vc7pvf/CbPec5zSCQSPO95z+MHP/jB/rw9g8FwSDFTanDLYClERTWUqhOEJar+CIXgGfbwGMGI4uH7H+GBp3/NbjXKbr/KzmrAMxXFU2XBkxWbJyoeT432sWNHjrEnHepP+oRPldA7xmNDpWIZUW/E0dR0CnJZ9KpVqPXr0IdtQh+xCfGsddhHD5E82mXw8BqbM2U2pxpsTEYM5TM8Gr0A9Y27Uee8hPz5azn2yD0cm6uwLiVYlbAYTLj02y59VoK85TFoJaCQxpKJWJxiN42UHAQ2UjgI4SKEjRAWCCvuLzuDBJztxkMulyeR8KZpXCEEtm1z+JYt7aytbm5TmJTeg4eePNNMJLUnVlyfVJguUFt3t1o1qiMjI4yNjZHJZHrab87O8cqhVy7GkA8aHMfhda97HQBvf/vbD7iQUErx4x//uKdtzjrrLPr7+9mzZ88ijSru63rnnXeyZcsWkskkQgjq9Trf/e53efjhh02qbw+k02ls26ZYLAIsi/rUxeqT+t///d9cdtllnHbaaYRhyLvf/W7OOeccHnroIdLp9Izb3H333fzpn/4pV199Na94xSv42te+xgUXXMB9993Hcccd1/WxDQbDSkITSyKFRoIO46iPghBBA0nJGadPD1AbrvMkT3LExiMRSiBCFyFACgkIxmwbIcCSGsvSSDtAeA2sZNPRNwgmDJRaOA46m4tFmdKgFDKMIFBkMw0CJQmUwNcOtVSO4rYMeT9AP+covK3DDI1WyBfTBEo2UyolMtIorePzc8FBDHkIIkDEfWOZ6G0qkLTa0Ma9UyUIhdDdGVtZlkU6k6bR8BFEzf3E14V8Pk8ikej6m5h2hWhdM2aZJwiM9lkqWrZa3WIiqb2xIiOpxWJxmkBt0WmmZNJ+50dLqF577bVLcvzR0dGeTIiOOOIIXvGKVyxqNLXRaPDNb36TRx99lGq1SqPR4K677uIf/uEfqNfri3bcQ5VsNksul1s2EdXFiqTedNNNXHzxxRx77LGccMIJ3HjjjWzbto1777131m0+8YlPcN555/HXf/3XHHPMMXzwgx/k5JNP5tOf/vRCvFWDwXDIE7er0TpE6YhI+4SqRlWPUhBjuNqJheozW6noKpUooBIoSoGmGEAhtBj3bQoNl3LFo1GyUMUIXfahWo8NlMIZstWkQGdz6FwGclnoyyD7kySyAdlkg7wbkHci8p6kynrkg79B9/Uhj1xFbnWDPkeRsTVJG1wpsKRAijgemgwkQcVm6rS3JVbjSlTZrlltp/8yvUZ1plY1Ugr6+/vxEi5CSKQUSCnJZDKsXbMG2Tzv70tMTjrSJDfiGX6ecz/T1zOtaBYH4+67eKw4keq6LlEUzeniK6Wkv7/f1I7tBy2huhQ1qmEY9iT8EokE73znOzn66KMXredrFEXce++9XHvttdxyyy3ceeedvO1tb2Pr1q0mijpPlpNQPVA1qa02SwMDA7Ouc88993D22WdPeu7cc8/lnnvumfdxDQbDSkB3PNJtoap1RKga1FWBKmMURAFX29SH62x9eisVVaUaBVTCiEqgKQaCYmBRCByKvku14hEUBVHJh3Id6nVEY5aSKinQqUxcp5pLQz6FkxckUwEZ1ydrh+RdRZhai/71M/FYtxyGu9El58S1qwkLPAl2U9MprXEENHbLGbXxhFAFpgrVWcyUZvrsUqkkq1evIpfLkMmkGRocZNPGjXie19WnP02g9oCZrS4RPaT6LkCb5BXHikv3lVKSz+f3WcDeKnQ3zB/Hcbjuuuu4/PLLGRsbO2DH1VqzdetWjj322K7WF0Jw5JFH8tnPfpbXv/71PPnkk4vSDqZYLPLtb3+bu+++Gykljz32GFEULfhxVhKtVN+lTv2dT7pva8wtPM+bczKjlOJtb3sbv/M7vzNn2u6uXbtYs2bNpOfWrFnDrl27uhqfwWAwtNJ+BQqtY9O/IKrF0UZLIoSkX+dpjNTZqp7kiE1bECKNBMqhjSUEUljYwsWVCrcUYiV9ZKqOzNQhU4vDSjP1GHUddDKJSNYhU0fmLNxaSMr3qYc29UhSS6aItjtIQK8aQh4+SN6tUQxsyiHULbCUAKWJgFBpErUEw7v20r/WotmyFCFkO+W3FU3VgBAKrS1Ag1BdqQvLsujr6yOTTqMBx7a77h6wPwJ16j6MDjpw9Jrua76b3lhxkdRGo9F1WqeJpO4/r371q/mXf/kX1qxZc0A/z6985SszuunOhmVZvPCFL+TLX/4yz372sxcloqqUolQq8fjjj/Poo48uqEC1bZu+vj5SqdSit9RZbiyHiOp8IqmbNm0in8+3l6uvvnrOY1x22WU88MADfP3rXz8Qb8lgMKxIOqfRzfY0OkTrkEj5BKrWdPzdS0EUsbWFP1rn8ScfpxCUqUQhJT9O+y2FkmJgUfRdylUPvyBRhQCKNShXoFabfRiuh04mIJlAZFysjMBNRqS9gLQTkvegEW3B+tl98ag3ryefqpO2Q5K2xhairX+1hkDFfWGtSppd28eIpYXuEKhT33svH9lEmMySEs/zSHjeggpUrTVKKaIo2udNdDNzPbCYSOriseJEqkmtPLDYts3LXvYyvvvd7y6a+JuJf/u3f+s5cmTbNmeccQZf+cpXOPbYYxdF7LUuNAsVqZVSsn79et72trfx4x//mG9+85u89rWvXXHp6kstVOcjUp9++mkKhUJ7ede73jXr/i+//HK+973v8eMf/5iNGzfOOZa1a9eye/fuSc/t3r2btWvX7v8bNRgMK49WfapqTGpNU2SYcVHAQiKKIVsfe4KxepFKqCgHmkIAhcBiPLAp1F0qZY9wXKMKdRivIKqV2ERpJmwbHBs8F5HykGkLJ61IJGKRmrQVQXID/Co2PNQbN5LJN8g6IUmpcKTGal4CI60J0QSEWNpG1RPUanW0jojjrDPbrk69hk5L+Z2H6ph6Ve7mKh0EAXv27OGxxx7jt7/9LU888QQjIyMmE2uZML1Cee7F0D0rTqQaDjyWZXH66adz8803c9555x2QNOodO3Zw44039hRNhXisJ554Itdddx0bN25c1kJPCMGmTZv44he/yFVXXcUJJ5zAeeedx2c/+1m+8IUvHPDo9VKzlEJ1PiI1l8tNWmZK9dVac/nll/Ptb3+b2267jS1btuxzLGeccQa33nrrpOduueUWzjjjjIV5swaD4RBnSjS1WXindITSQVuo1tQ4JUYZp4jW4NU1Tz26lXIQGymVAygEMBZYjAUuxZpHreAQjQbo8RqiWEJUynHf1JlGIW20bUPCQSQdrKTASUQknJCEFZF0Lfw9m7F++WsAEmsFea9O0lLtmlQp4vraCEXY/Gdph+3bd+P7QRwpJkSj2ksn3fRPnZV9GB3N6uILtKbnvu/z5JNPsmPHDsrlMrVajWKxyLZt23jqqaf2ffwZj2sMlBYSrXXXi0n47Y2DRqR++MMf5oUvfCGpVIq+vr6lHo6hR4QQHHbYYXz961/ngx/8IAMDA4sqoIIg4Prrr9/3SXwGLMvi1FNP5c1vfnNPtvEHGs/zeNvb3saZZ57ZbmsjpSSVSnH++edz1VVXLevxLwbzEaq93siYicUyTrrsssv4yle+wte+9jWy2Sy7du1i165d1DrS5F73utdNisL+3//7f7npppu45pprePjhh3n/+9/Pz3/+cy6//PL9fp8Gw2JhrvHLmVioxtHUAKUDoqhBEFWpqlGKYphRigRakdWCbTueodhoUAqiOJrqC8Z8i7GGS7GcoDEqiUbrUCghCiVEeQahqlWsMC0LXBvh2YikwPYUrhvi2SGeDRVvC/rO7QBYGzJks3UydkTC0tgSWlIwFqoRESGKkKCuGR4eRamobQ41Nd7Vc+ZdS5Tuw5V3xv6nMwhUrWHPnj2UyxWU6hBDxGZQ44UCymQHLinxd2HcfReLg0ak+r7PhRdeyJvf/OalHophP8hms1xxxRV873vf43nPe96i1k/u2rWLj3zkI/Nq8eK6LhdccAGrV69ehJEtDIODg5x//vkzRqZd1+WP//iPOfbYY1dUNBV6E6q+77cdc/eHxRKp1113HYVCgTPPPJN169a1l3//939vr7Nt2zZ27tzZ/vmFL3whX/va1/j85z/PCSecwP/7f/+P73znO6ZHqmFZY67xy42ps+lYvLWEaqR9wqhGEFWp6QIlMcqILlGLFLJQYNsTWxktVyj7UdyWJpCMBQ7jdY9y0SMcVTBWgkIRSiVEqQh+0DGbb0Y0myK1JVRlEmwnwrMiHBHhOA6lwrFY378dDltDcigi5/okLIUtROzwi4hFtlBEImxGSyXFYoUwDJtiNOqIds30cejJ/VIXTRxOTMvDMGR8vDjrmLTW1KfW9c4kkg2Liu5xMXTPQePu+4EPfACAG2+8cWkHYthvWrWfv/zlLxkbG+Mtb3kLX/3qVxf8OFEU8aUvfYnf/va3fP/73++pHY4Qgo0bN/KsZz2Lbdu2Lcta5r6+PlatWjWr6Onr6+OjH/0oL3/5y2k0Ggd4dEtLN66/vu8zPDy8IDdK5uPu2w3d/N7dfvvt05678MILufDCC7s+jsGw1Jhr/HKkdf5pRiO1asq92FdBi4hIB0SqQSAr1O1xygzxnOBwNrgN0rsfZdszFmNrNlIfGqAeWdSjBL6S+IHF+r4xrHIdUarCQA6yFUgm0Y4bR1GVjkVqKgm5EBlGWEGE50dEoU8jsmgoi9HkBrbdn2fDeWncWoONlacpP+lQCSWVUFAJBbayEFoiRav3qSSKJPV6Hcd20bFPMEKIpqsvtITr5ErCWZx+Z4iETkbF68y57eTtoihqimiYrZpx+/btHHXUUZPa5XRLS7wb9o9eoqMmktobB00k1XBo0t/fzzXXXLNohkpaa37+85/zX//1Xz2bFWmtp7UJWU6Mjo5SrVZnfV0Iwdq1a7t2sz7UmCui2hKojuMsSC/fA9Un1WAwGJaOifrUluOv1iGhahCqWrtOdTSsM1yPqEawORFQH95OoVyhGmrKoaQQ2BQbLuGYQo3VoVCBYgVRqUK9gQj8idm8JcF1wXMhYSOSNpYXR1MdqXCkwpbQcLLIu/8XffgmvPWSvOeTtjSeJXCkwEZiEQtVgUSIuA/qzDcpo+YyNzNHxnqcy8xwPWjVi1qWvc+5URAEy/Im+kpBExtzdbuY9OzeOKRFaqPRoFgsTloMy49Vq1Ytan/LRqPBxz72Mcrlck/b1Wo1du3atWwvAOPj4zzxxBNzruN53gFzVF6OzCRUOwXq4ODggnw+RqQaDAcec40/UMxspNQSqeiISAUEqoavShREgeFGwJ46NJRgjRNQ2LOTWqCohFAKLAqBS71oExWi2O23XIVaHdFoQBggVAhSxOZJngtJD1IJZMpFpCV2QuG5YdyDVcZitHLrKDg21qY8fZkaGSciaWkSlsCREgcHGwdLuNjCxRI2juNwYJq27Os6M/l1QSygPW9uo8m26DHXlaWhx3pUE0ntjSWdvf7t3/7tPidzDz/88Lz3f/XVV0/qQ7hp06YFHL1hoZBScuqppy7a5F1rzUMPPcS9997bk+Dcu3cv4+PjizKmhaDRaPAf//Efc9rQG0E0WaiOjIwsuEAFI1INhpkw1/hDidmFqtIBWgcoFUdVK4xRoMxIPWRXXSDRuEGFQrlMLdJUIkEptChXXIKCQBVDdLkBlTo0GhA2s56EjCOoqTSkUpBKQMpFpmzsFLhuhGeHOEJhC9hR2IT4zaNw+Doyq3z63ICMHQtYV0pcbBztxYtI4TjuHOUec5eB7GsmMV8H3c5tpBTk830IMcfRlulN9JVETz1SzdfVE0sqUt/xjnfwm9/8Zs7liCOOmPf+3/Wud03qQ/j0008v4OgNC8lrXvOa5h3NxaFer/PlL3+5aydXrTVPPPHEvEyXDhRKKf7zP/+TSqUy6zoTphArm2w2SyKRoF6vo7VeUIEKRqQaDDNhrvGHMp1CVbXb00RRg7ouUZbjjKsaI3XFWCDRWlEYG4tTfgMoh5Ky71GvOEQlhS4HUG+AHyBaN14dBxwXnUygM2nIZiCXRuYSyIzETcYuvwk7wpOKUmIDwf/uRA8O4qx36fMaZG1FyhZ4lsQVFh4unk7iihSJRCK+Doi4zczEubk3n4K5rrD71+pF0NeXn/NaZa4nS89E86LuFkP3LGmx2qpVq1i1atWi7d/zvBl7DxqWHy9+8YvJZrOMjIwsyv6VUvz3f/83xWKRwcHBfa6vtWbbtm0917EeaJ566ikeeeQRTjvttBlfNyI1xvf9SeZRlUplQVPMF8s4yWA4mDHX+EMNzeTUWIVGIpquv1pLIgLCqEqDIiWRYNx3Ga575F1BrVKh0ghJWC7lUFD2HVJVF68SYpVDZD0EPwQVxVFUS8YGSskkWkpQChEEUKsjcw3sYoNkJSThxy1nIi/L+NNZhoIGckMffbkRcuU0GduibAsakUUYurHTLxrl+TO8R2vK4/1vUTaJ2cyTZsF1PRKJxKw3o9vXE61Nyu8SoOktmG1mY71x0BSrbdu2jfvvv59t27YRRRH3338/999/f891hoblybp16zjyyCMXdQK/Z8+efdZwdhIEwaKNZaGo1+v84Ac/mDXl14jUyTWo69at67mPqsFgWHzMNf4gpumA22mk5OsKNYoUqDDaiKhHmrrvM1apUQk05RDKoUU1cGhUbVRVoWsBhGGHaVKHYPQ8dC6HzjSjqVkPKyfxkiFJOyRhRSRch0LQj9g1DIetI7k6ot/1ydqKpC1I2pKEtEjgklJJHJlACMlEFHXxWuJN/qy6J075zc86NzI3PZce1eNi6J6DRqReeeWVnHTSSbzvfe+jXC5z0kkncdJJJ/Hzn/98qYdmWABSqRTnnHPOovZNbTQa3HXXXV1FR4UQrFu3blHHsxBEUcStt96K7890R3gezcgPMWYySeqlj2q3mHRfg2H/MNf4g4Xp/VM70361VkTKJ4hqNHSRiihRCH3KgaYWRgyPj1EOIioBcV1q4FCr24RV0K1I6mw+C56Hzucgl4V8GplzcDKKpOeTtENSDtScAXh6D2rDRpx1CfqSdTK2Im1rkpYgaTWFqnCRYbLp9Dv5nNzreXohz+jTW8IIstmsuW4sW3S7v243i6kh7o2DRqTeeOONM37hZ5555lIPzbAAWJbFBRdcQF9f36IdQynFT37ykzmNhloIITj++OMX1XV4oXjyySdnTQWyLGvFXtzmcvHtFKpztfHpBSNQDYb5Y67xBzMtoRo1jZTCuHeqqlFjnCJlCn7cX7QwXqDs16kEikoo42iq7xLULFQtikVqGIKe5WZyJoPOZiCbQuYTWFlJIhmQdkI8CcrLEW2vgGMj1ubJ5ur0uSFZW5O0BZ4lSEiJKyR2NQm03HNnviE9awSzy09mvn1IO7dzXXfWutSVfiN6OWDcfRePg0akGg5thBA85znP4fd+7/cWLXqpteaBBx6gVqt1tf7mzZt58YtfvOxbuJTL5VlT4ua6uB3KdNNmpiVU5zKe6hYTSTUYDCuHuWbacdpvpII4mqrKVGSR8ahOpED5PnuKo9TCaCLlN7Rp1Jspv1UfghCi2TOedC4HuaZQzdm4GUXSDUhYCttLEo42z/cbVpMYUuTcBhlbxe1obIFjCWwhSfoeYd1Ca0lnX9R21Iu5RaBgdrHauzideL+Tt1VYljXrvMiI1KWlmejew2LohZU3ezUsW9LpNF/+8pf5whe+QC6XW5RjPPnkk9x+++1dndhTqRTf+MY3+PKXv0w+n1+U8SwEURTN6lqcz+dJJpMHeERLSy99ULPZLOl0er+PaUSqwWBYWcyU9hvFTr/KJ1J1gqhCPRynGG5np9jGjqCMK6C2fQ+PPPkEww3Y05DsrruMllPU9lqosRqMlxDlCszmC+F5qKEhWD2AXJvHXW+TG6wx5IWszdiUy+uRTz+NOvIInJPXsn5tibXJBoOuIufEtalCQEJI5NY+RnYFKCXinq9EU5apyK4NiqaKzcUgiqKJEqap6aRGwB4QTAuaxcOIVMOywnEcXv3qV3PxxRcvimtjGIb86Ec/6tq117ZtXv3qV/P3f//3Cz6WhSKRSMwqtDzPI5VKHeARLR29CNQWC/H5GJFqMBhWHjPNuFU77VfriCjyCVRcn1oWJYpBQMoWyEqZWhBRjaAaWlRCB79hocoRVBtQrUJtjhZwrodOJiDlIVIudgbSTkDS1gTOanjimXi9NYO4A4qMHZCwNI7U2E2D3UhpXCys4gB7dhVRSk2vIZxNXHaex9uPF3pKHR9baz3rnGXG10zt4wFlsVvQ3HHHHZx//vmsX78eIQTf+c53Jr2utebKK69k3bp1JJNJzj77bB599NFJ64yOjvLnf/7n5HI5+vr6eMMb3jAtA+9Xv/oVL37xi0kkEmzatIl/+Id/6HmsC40RqYcge/bsYXR0lFqt1lX95XIjnU7zrne9i9NPP33BU1WVUtxxxx1dp/xCnDL7+te/noGBgQUdy0Kxfv36WWtnPc9btuNeaOYjUBcKI1INBsOBwrbtZeQ3MH3S3Vmfqpu9UwNVo8o4RerUI8WQJyiVK9RDTU0JapGkVneJKqDLPlRriNocpRi2Da4LSQ+RdpApSdIOSVoKknl4ugCAWrMGa9AjnfBJWQpXgiViYRFqhU9EUqUJSyl2bB9tZiVN8WKdTfAJMSWqOtvN726jqDOvF/j+rCJVKdV1//epzLde1tBBD1HU+d47qFQqnHDCCXzmM5+Z8fV/+Id/4JOf/CTXX389P/3pT0mn05x77rnU6xM3ef78z/+cBx98kFtuuYXvfe973HHHHfzlX/5l+/Viscg555zDYYcdxr333ss//uM/8v73v5/Pf/7zvQ94ATEi9RDkxBNP5OSTT+b3fu/3+PCHP8xvfvObpR5Sz6xevZorr7xyUYyUnnzySbZv397TNq7r8slPfpL+/v4FH8/+IKXkpS99KYlEYsbXbdvm8MMPXyaTmcVjKQUqGJFqMBgOHMcc81yOOeYYnv3sZ7Nu3ToSicQSn1em5jHGRkqxiVJEpINmW5oyVVGm6EcoDaXhXfhhhK+gHkkaoUVQkaiyD+U6olyF2VoQSRG3qPFc8Fxkyibp+STskKTnwnDz88hlkaszJFM+SSuKI6myGUlFExASEpLS/fhVjx3b9xCFwf6piknMIVDn/M4mtiuWSk2ROv26pmFWd3/D4tNrTep8bgy87GUv40Mf+hB/9Ed/NP34WvPxj3+cv/u7v+MP//APOf744/mXf/kXduzY0Y64/uY3v+Gmm27ihhtu4PnPfz4vetGL+NSnPsXXv/51duzYAcBXv/pVfN/ni1/8Isceeyyvec1reOtb38o//dM/7c/Hs9+sOJHqum7XqZ4HKzt37uSpp57i7rvv5qqrruJFL3oRTz755EH1vqWUnHbaaZx00kkLLjgqlQq33HJLz5/HhRdeyEc+8hEymcyCjmd/yGaz/Nmf/dmspgqWZXHaaact+1Y6+8NSC1QwItVgMBw4HMfBdT3S6TTr1q3j6KOPZvPmzbiuu++NF5VOsaqabWlC0BFR1CBUDeqUqei4JU1WV2nUqgRKEyhBI7LwGza6oqBYg1IZMVubMKXBknFENeEgEjauF5J2QrKOxq+sRT7e7Iu+qo9EPiJlh7hCI5vn4AhFSIgv6viijkeGekWyY+ceIhU2JcXEv+7YR1fM1vl/1uvA5O2iMGR0dJS5/IQrlYqJiS4hSuvul+Y3VSwWJy2NRmNex966dSu7du3i7LPPbj+Xz+d5/vOfzz333APAPffcQ19fH6eeemp7nbPPPhspJT/96U/b67zkJS+ZdA4599xzeeSRRxgbG5vX2BaCFSdSpZQUi8WuBMp8UyiWC1proihidHSUl770pfzgBz8gmM2IYBmSSqV48YtfvOACK4oivvGNb/R8UnBdl4suuog3velNy2AyEP8un3vuuTz3uc+dVfhIKXnxi198yNalLgeBCkakGgyGpSD2l7Usm8HBQZ797Gc3Tf6WxzlGN+NMSkdxRFUFhNRp4FMNFUkREdUqCCDUgoay8X2bsKxRxQYUK4hiCfwZ5i2tFjWWBNeORWpSkXBCEnZE3dmE+NXWeNW1q7H7JEknJGE1a1LRKBShCAiFT6TjxZIpioWI4eHRWQwWF+Bmf7fXAK0pFovU6/U5A7rlchmloq6Fam+i2zAXmjgi38tSq9XI5/OTlquvvnpex9+1axcAa9asmfT8mjVr2q/t2rWL1atXT3rdtm0GBgYmrTPTPjqPsRSsOJHaaDSIooiRkZE5hWqlUjmoBN2+2Lp1K6997Wv5/Oc/P+87Ngcay7LYsGHDggsPrTW//vWv2bZtW8/bJpNJ3vWud/G7v/u7S9raRQjB5s2b+dCHPjRrqm9rvec85zkcd9xxh1w0dbkIVDAi1WAwLDUC1/U4/PAtrFo1tAzSf6EVTW0lRCpCIu0TCB9faSKtsZQPWhNpCCJBI7QIaxJVDqFUj4VquTxdqLbmb9JqRlNtpKdx7BDH0gg3jd4WBxr06tXIoSQpz8eVGkvo5ug0ERERIRE+ET5ah9giwd49RUqlEvuMjC4WWuP7Pjt27uwQqNOPr7Wm3mg0fTb0tMRrw2LTm2mSJp5HFgqFScu73vWupX4jy5IVJ1K11uTzeYIgmFWolkolyuUyjuMswQgXj0KhwDvf+U5uuOGGg0KAa62pVquLkqZcKpX4j//4j3ntu7+/n09+8pNLVusphGD16tV84Qtf4IgjjtjnGPL5PG9/+9vZsGEDruseEmJ1OQlUMCLVYDAsD1o3d4eGhpZ6KFPQaB1P1UNCAqVoKIGQEo0g1IJAS+qhjV+3UFWFKjegXINqBVGrQqMBURQvGhAS3apNtW0sD2w3wrMi0g7UShuRv/gVAGJVlkQyIGFF2LI9ojiiqkOi5qJ0iNYagcf27T1GkBbQMScMQ5566ikajWCfm0ZRxJ7de/D9AK1V+50ZDgxTHaH3tQDkcrlJy3y7WaxduxaA3bt3T3p+9+7d7dfWrl3Lnj17Jr0eNtPIO9eZaR+dx1gKVpxIhTjMPTQ0NKNQLZVKFItFMpkMtm0v4SgXh0qlwnve8x5uvvnmZV+jGkURv/rVrxbFoTiKIv7t3/6NarXa87ZCCJ71rGfxiU98Yl79U4UQSCnnJVYsy+Koo47i61//OmeeeWZXgtO2bc477zw++MEP8ru/+7sce+yxPR93OREEwbISqGBEqsFgWD5IabF+/YalHsaMxDI1Qmsoh5LQSuIrga8E9Ujgh5JGwyGsgq4EUG0gavVYoAYBRCqOomqFFjIWqI4dp/x6EtvVOFaIa2kqzmb0L56OD7yqHy8X4UmFK0A0U6IVUTPGFbfMUSquVNVowsAmCsPuBGa363S5PPHEE5TK1Y6w6OzzNa01xVKJnTt2UC6XZ+1eYNJ8F4fFbkEzF1u2bGHt2rXceuut7eeKxSI//elPOeOMMwA444wzGB8f5957722vc9ttt6GU4vnPf357nTvuuGNSAOuWW27h6KOPXlLD0ENPhXWJ67oMDQ0xPDzMyMgIg4ODVCoVisVi+65Gp33zoUShUOCtb30rxx13HIcffvhSD2dWSqUS99xzzyx1IfvPo48+ymOPPcaJJ57Y87aWZXHOOedw5ZVX8nd/93f7FLtCCBzHYdWqVRxzzDEceeSRlEolHn/8cbZt28b4+Dh+02Z+6vsVQmBZFv39/fzxH/8xf/u3f8vGjRt7EmfpdJoLL7yQl7zkJRQKhZ7f73JBKUWxWMTzvGUjUIGexKcRqQaDYbGxLAvXdZed86tEILFQaEqhoN9JUQ01SVtQV5KGsuKU37rErWl0PUT4AQQhIoriSKGQ8dKMoOI4TZEqsJwIx1ZYQiHdBP6OFO7oGHrdGpz+R0g7IY7Uk8pC41Rk3ZYRSsfCVCDZuWs369etnXytmeUcrrUmCAPq9Tp+I76e27aN53lxFpNtt02bZtye2ChpbGyMcqUKWnQtKpVSjI2PUy6X4/ZEy6Qu+VCnlcze/fq9z2fL5TKPPfZY++etW7dy//33MzAwwObNm3nb297Ghz70IZ71rGexZcsW3vve97J+/XouuOACAI455hjOO+88Lr30Uq6//nqCIODyyy/nNa95DevXrwfgz/7sz/jABz7AG97wBt75znfywAMP8IlPfIJrr7225/EuJCtWpMJkobpz504gDsFns9lld2JfaLZu3copp5zCnXfeyTHHHLPUw5mG7/tcccUVPPzww4smUsvlMm9+85vbDmi94roub3/727n00ku5+uqr+cxnPkOpbRUfmxZls1le/epX83d/93ds2LBhzsinUoooigiCAN/3CcMQIQTZbBbbtvdLkAkhSCaTy/qmRDc0Gg1s215WAhWMSDUYDMuPY445hkceeWQJbri3znGyKegkIBAilqiS+DpYGHIZkyFWI0IIG1dKkpZN0nfI1G28mo/0Q0RzDqBF0823dR11HbQdPxZRhMx72OUqXiUgWQ/JOA47OI3N/347vPkVWM8eYvDRAn2VFJ4U2JGFxEI0kwpb6chojdKxIB4ZCRgZ+S1r1vSzamgovoZrPUmoRlHEQw89RBBE0wpCJ4sSNWNWjdYapeJqUq07rw/dZ5G1UkkbzbmrELId3TXR08VF91CrPJ/v4uc//zlnnXVW++crrrgCgIsuuogbb7yRv/mbv6FSqfCXf/mXjI+P86IXvYibbrppkl/JV7/6VS6//HL+z//5P0gpedWrXsUnP/nJ9uv5fJ4f/vCHXHbZZZxyyikMDQ1x5ZVXTuqluhSsaJEKsdDojJqm0+klHtGBo1Ao8M1vfpP3vOc9y65OcXh4mNtvv33RU5KfeOKJ/d5HJpPhb/7mb8hms3zuc59j586d2LbNxo0bectb3sJrX/tacrncPsWJlBIpJY7jHLJuvAtBJpNZVgIVjEg1GAzLj1YGTusm/FIimjFUkEgEdR2SyNaoyRq1yKMRWdQjQUMJIiVRnWJNCLBlnNY7da7ieehkElGrIzwbkWym/EqFLTWWmyAYtXEaDVjVTzIz3KxLdbCZEKmyKaJn1hAOu3ePEkURq4aGsG0bIUS7R+nevXunCdTpYiSey3TWJU7Qup6JaevPjZ6yTedLRpgeGHpL4Z1Puu+ZZ545Z7BGCMFVV13FVVddNes6AwMDfO1rX5vzOMcffzw/+clPeh7fYrLiRWqpVKJer5NIJGg0Gu3U35WAUoof/vCH/PVf/zXJZHKph9NGa80DDzzA8PDwoh+rPFuj8B7J5XJccskl9Pf3c+ONN7JhwwZe/epXc+6553YlUA3dIaVkfHwc13WXRRugFkakGgyG5Ugul2PXrl2LlpG0b2Qs/qApBiVCS0qiTJ+0qYsqdZWhETk0lCBQgkgLhNAIC0SrF6rtxP+fiWQSnW4g0glkoo6d8HGdCE9GpByJqiURxRJ67RrcvkfIOgGe5eIIia0dpLQR2p4Q0kJMEasCgcvISJEoUuTzOWzbJggCRkdHKRbL7fVnE6dz0+vNeD3D4+nXFRNBXXwORLrvSmZFi9SWSVJnim+rRjWXyy318BYdrTXPPPMMtVptWYlUpRQPPvjgAXEgDsOmk99+CgchBPl8nnPOOYdarcaWLVt4/vOfTyaTMaJkAXFdlyiKGB4eZmhoaNkIVSNSDQbD8iP2QpBSLooB4b6PPnGuawnVFjVZIiKFryvURaMZTZWEzQiqbWuEQ9wHVYr4/7N1XLAsdCKJSLiIlI2V9PG8kGQtJGNbSMsBx0b39WGt8hhI1ElaaTxp4UYOtnaxhE0oZDv1VyBoJcu2/iu0TalUJYoUjmPTaPhUK1V0M+NramrvwjOXwNFz/GRYTFQP33Uv6xpWqLsvTBeoMFGjGgQBY2NjS3jn8cDRqn1cboyPjx8Q9+GF/I5bNaiHH34469evJ5lMLru01IMdIQT9/f04jsPw8PCyqR037r4Gg2E5IsT8nOQXmla9p0KhhSLSAaFu4OsaVVGmrkIakSZUAktokvkA4cmOTNh9XEvTKUgnESkPmZG4yZC0F9Dv+fRvCdF9sUOpXJ9nzbMrZB1I2gIPBxsHiY0QcRqvmGlqrBVag1KSIAjxGwFhEKBUqzdpR2/YAy5QDUuJFqqHxXyPvbAiI6nVapVGozFJoLZoCdU9e/Ysmwlwrxzs4tqyLD7wgQ/wgQ98YNZ1FuqiGwTBNCE538/PsiyGhobajmqGxUEIweDgICMjI8smomoiqQaD4UBx3333zWOrA3PeEYi2WVL82EIIGyldpPSwrSQJOUhWr2P7QzsZ0DYJobGyY6zuU5ywepTnnB0iTj6J6IEdaD+K3X2jLoRfKglpD5F2sNMNEtUApWHtMUdhK0Hhuzu456kXcNiehzgxP4jUAlQDpdMgXVAWDSEhsolEA6FDlPKbjsJxLaxWUK2GaN2ApslSnCIcJ35Oiv0swFxMz5HOa1gO9FaTatJ9e2PFiVTbtqlUKgwMDEwTqC1c16W/v59KpXKAR2cwGLpBSrksharBYDAYJqO1QmuF0gGBqlGQuxhiM8dxLGtSDodlBMflfZ6/aRdrXpVDveaV8Mw4le88Q2IoxD2iDo19OxTrZAKRSiBTLlbaxy1FNBoOT92f4Zm7Ah4obOCxos8Re4dY5YakbZuEtPBCDwsHCwcpHISYHqDodHCNU5dlU4OqpvCYIqJnEagziZSZ2sUYMXNwEH/zJt13sVhxuYi2bZNOp2cVqC0cx1nySa/BYJidllBdDqm/Jt3XYDAYZkIBEVqHKBUSqBpVNc6o2ElRNSgGijEf9jZs9o5nUM+MAyB27mXHcJ7qbhuKFUS1Bo3G3IdKJiDpQcpBJC3shMK2QwJlESiBLSBpWQw4EVknImULEpaME361FwvUlrmTmNKWpvVYB81ljrTeGQSqbv6bcfUZ/hkOHlr9dbtbzHfbCytOpIZh2HV7D1NPePBz7vHwhUtm7b1tOMhZLkLViFSDwbDSmSki2EKjUDokUg1CVaWui5RFhVIQUPQ1o75kpJ7AfzpA7NhBeP8zDNc9CqUkuliDShWxj36v2kvEQjXhIZM20gPL0kg0loCEBVlHxgLVikhIjWsJHGFhYTfFqdXu5zpp37olttWEQNUziI5ZBKrh0ESjCUXY9RKx/DxgljMrToUtR5Mgw+Lx+pfA2cfBSYct9UgMi8VyEKpGpBoMBkMnEwKuJeza0dSojq/KVEWJim5QDhSlQDDqO1SHbcRTT+Pv1hQCi1LDQRV9qNSgXpv7kK6LdlxIOODZSFdg2QpLKhypSFqatCPocwISVoRrgSPBRmBrG4mD7JgWTxaqUVOcxu9tskBtPn+Q+4EY5ofq6Z/5HemFFSdSDSuHI9fAaUdCPgV/cMpSj8awmCy1UDUi1WAwGGagnRYbNSOpdcKoRiMsUWaEcVlgNPDZW1fsqNk8szuPvu8JRvcmKQQWY75HsCdE7ykiRsehUp39WJYF6SRk0oiMh8hYuKmIlBuStUPyTsSAC2vTVXKeT9rSeJbAlRYODpaIa1LjulRr4i3ozrTe3gSqiaIe6uge031NTWovGJFqOGR5xUmQdKFQhT84OX5sOHSZr1BdiFZHRqQaDAbD7ExEU+O0X9VqQUONhg6pR5pKKCgHLtFInXrgEChoKIFqCGiEUGsg9lGXqm0HbBscC+FKhAO2HeJIhSvBlRrPCXGtCEdqbAGWEAgtkVhz7rvn92wE6opAEXW9GJHaG0akGg5JLAl/fDqEEYxXYXUe/s+xSz0qw2LTq1BVSlEsFvf7uEakGgwGQxM9EWXU6EnRVI2a7PYrGjTwqUeauhKUA5uooPAji0hDqAWRL9CNEPwAgn2YJzktkWojHAvpxnWpdjPl1xHguiGOFWEJjSXBFk27JD1hmtRaDIa5iHvkmkjqYmH+Ag2HJGc8Cw4bigVqGIEU8EenLfWoDAeCboWqUoqRkRGiKNrvYxqRajAYDHPTaTqkdEikAyIdEIiAQCnqkaYaSYIy+EoSaeIllChfgR8gGgGoOSKUUqIt2RSqEmGBtOK6VAuNLTWOG2HbCkfEhkpCiGZXVzkpzddg2CdCo4TqaTF0jxGphkOSPzwFHAsaQfxzuQYvPhrW9y/tuAwHhn0J1ZZADYKAfD6/38dbTJF6xx13cP7557N+/XqEEHznO9+Zc/3bb799xmPu2rVrP96hwWAwzI+JaGrz546035AGkQjxlcKPYnHql21CJVEalBZEkYRAQxBCEMBcBphWHEXFsRC2hbAFUmosGQtUKXRspmQpbBmn+sZdT83NQ8P8MOm+i4cRqYZDjlwSXnYCVDuygop1yCTg5Scu2bAMB5jZhGqnQB0aGsK27f0+1mKK1EqlwgknnMBnPvOZnrZ75JFH2LlzZ3tZvXp1T9sbDAbDvNFTjIXajydSfpUO0DoiwCfSikBBPZIEvkWoBLoZSVUKdKghiGKBGgSzH1cKkBZICZYAS8Q/ohHEk15paSxLIZrPCUGzP6oVR1PN1NjQNcY4aTHZ/9mZwbDMOPd4GEjDrsLEc7p5obvw+XDD7cYpfqXQEqojIyMMDw8zODhIsVhsC1TXdRekLVUv4rNXkfqyl72Ml73sZT2PafXq1fT19fW8ncFgMMwHjZ6zVyrEUdT4FBgL1YgARUSIjoOlGoLAIkTE9X5aoJRER8SKNYwQYTC3JZGUsdOvZSEsEM0IqhCxIJWWjoWq0LGmbUrTSbtoCtVWz1St978sxHDooTWoHn43lDYitRfM7SLDIcermrWn0ZRzwXgVnr3O9ExdabSEqm3b7YhqS6AuFMuxJvXEE09k3bp1/N7v/R533XXXATmmwWAwzERnym+rpYtqCVUREmlFpDSBEviBRaRFc7tYqOoQdKggiqZf3KdiyWZENX4sJCB0U/aCkCBlU6A2hStM7YuKMU4ydIWJpC4eJpJqOKRo9UYtzNDzu+bDYCbumXrfkwd8aIZDmPlEUqe6Cnueh+d5+z2WdevWcf3113PqqafSaDS44YYbOPPMM/npT3/KySefvN/7NxgMhtmYFE3VuqkAFZNjItEkoaqI4n8aAi0IIyuOUDXXVkrEalWpeIn2kf0iZDPl12oLVNkWohqkRloK2fqZiZpUacyTDD2h0fQSZTcitRfMbSLDIUWrN2q5PvPr9cD0TF1ptGpQwzBsR1B76aPaDfOJpG7atIl8Pt9err766gUZy9FHH80b3/hGTjnlFF74whfyxS9+kRe+8IVce+21C7J/g8FgmD9TDZTiGlWFJtI6FqpKtiOpE+s2N40iUHOLAi1akdQ4TNq6fyhFM5IqYh0rxEQ01WCYL6rHf4buMZFUwyFDZ2/U2ejsmfq9Xxy4sRmWhqkmSa7rTqpRHRoaWpDjzCeS+vTTT5PL5drPL0QUdTZOP/107rzzzkXbv8FgMMxIO5o65WlUu85T6ShOhNRxd5lITV5ftQRqK7w6VwsaaApUSWeZaecQhGwGW6duZuI2hh7RTeOk7tc3IrUXjEg1HDJ09kadjc6eqUakHtrMJFBhuplSJpPZ72PNR6TmcrlJInUxuf/++1m3bt0BOZbBYFjZzGygpNBIhI7r8lqny1adXlyXqgkV+JGF0h0iUsfpvjpSiChq1qVGsTnSTMRh0qZQFbRKS5Vu+fm2oqhNd18WxytAIOJaXMMhTaTncJuegmL/jRpXEkakGg4ZpvZGnY3Onqk7xg7M2AwHltkEaotOoVooFGbZS/csprtvuVzmsccea/+8detW7r//fgYGBti8eTPvete72L59O//yL/8CwMc//nG2bNnCscceS71e54YbbuC2227jhz/8YU/HNRgMhsWk1Yqm/XMrUDqDQ3B7Na0RSqOVml2kdpG/azyRDAtDbzWpJpLaG0akGg4JZuqNOhvFeixQX34ifOHHiz40wwFmXwK1RUuo7tq1a7+PuZgi9ec//zlnnXVW++crrrgCgIsuuogbb7yRnTt3sm3btvbrvu/zjne8g+3bt5NKpTj++OP50Y9+NGkfBoPBsJjMbKA027qTJ/mtFnHTtuhM891XgLIlVOXkfZr2c4aFRvfQVqaXdQ0HiXHSk08+yRve8Aa2bNlCMpnkyCOP5H3ve9+CGp8YDm7OPT527o0UpD1Ii6ejjwABAABJREFUOtPXsWT8WsoFW8Y9Uw9QNxDDAaJbgdpCSrlgKbeL1X7mzDPPRGs9bbnxxhsBuPHGG7n99tvb6//N3/wNjz32GLVajZGREX784x8bgWpY9pjr/Mpi6mRdNVXn1HLT/b5EdxxG7//eDIZJ6KbtV/f/zF2SXjgoIqkPP/wwSik+97nPcdRRR/HAAw9w6aWXUqlU+NjHPrbUwzMsA45aA+VGXILiSsgm41TeThOltXmoNuc7xRoMZeMIbGGOGlbDwUOvArWFlPt/r24xI6kGw0rAXOcNXcWYlN6vcKgiTh02AS3DQtEyAOtu5V7a1RgOCpF63nnncd5557V/PuKII3jkkUe47rrrzMXLAMDf/yfccHv8+PhN8KU3Tk8TEAJu/hW8/1vxz/UASjP0UzUcfMxXoC4URqQaDPuHuc4fesxsoLRvlI7bxrRPlWIGUdpLimUXq2qtFyBsa1iJ9Obua+L5vXBQiNSZKBQKDAwMzLlOo9Gg0ZgoUiwWi9j2QfuWDXOgNOwtxo9HK7Ov1wgn1jMcGiy1QAUjUg2GxWBf1/mZrvGGg5fWjWXZIUpFq7fpfia8dAZgW/+P3X4xDryG/UCbmtRF5KCoSZ3KY489xqc+9Sne+MY3zrne1VdfTT6fby+bNm3Ctm2q1e7yO5Uyv0wGw3JmOQhU6L4edb51qQbDSqOb6/xM13jDoUMXJr09o7WY9P9O1CI4r84nkmw4uNBEPS2G7llSkfq3f/u3+5zMPfzww5O22b59O+eddx4XXnghl1566Zz7f9e73kWhUGgvTz/9NGEYUqlUKJVKc24bBIExbDAYljHLRaCCEakGw2ws5nV+pmu84eBENsVcS5i2M32nrdjl+XOqA9Ok1+J9qFlW66nG0LCi0c1IaveLidr3wpLmvr7jHe/g4osvnnOdI444ov14x44dnHXWWbzwhS/k85///D7373kenudNei4MQ9LpdDstKJvNTtvO933GxsambWswGJYHy0mgGgyG2VnM6/xM13jDwYdgcr9TMUWoymkPekDrOL23ndrbfLojaKp0h7uw6WNp6AXdYwqvSfftiSUVqatWrWLVqlVdrbt9+3bOOussTjnlFL70pS/tlyNnKpXC87wZharv+wwPD2Pbtpn4GgzLEK31shOopibVYJiZpbrOG5Y3ollkKjqKTYXorEud/P9JIVUh5i5SbYVHZynZarn7ai2MjY1hv+nlxoZpQdMbB4WL0Pbt2znzzDM57LDD+NjHPsbevXvbr61du3Ze+2wJ006h2hKojuOQy+UmGTIYDj4GMhB2nDu8GXqnGg4utNaMjY2hlFo2AhWMSDUY9pfFuM4bljeiKUkFEqElktjV1xYKgY61KM3IqmyeO+dz/tQCpUUcMdWxOFWRbKf76mYktdOlVaGMyY2hC3o0TjKR+p44KETqLbfcwmOPPcZjjz3Gxo0bJ722P/ndnULV930ajQaO4zA4OEgYhvs1ZgPgjy3arvtSs79WbcBvtkN6ShbY9lF4fPfc2wKLOm7c/sXb9wrA933CMGT16tXLRqCCEakGw/6yWNd5w/KmJVRl6/9NHdoSqDDh8NsTU618O19STWGqp6b6RmjUJCFhhKphX/RSw2x+n3rjoBCpF1988T5rWuZLK4Jar9cBGBwcNClGC8W2by7ari98/tyv/7+fzX/bxRw3R/3l4u17BaCUoq+vb1kJVDAi1WDYXxbzOm84OGidGiW6nfY7k0DV3damzqJtZ0r1nSvCZYSFYTbiOmcTSV0sDgqRupi0IqgtKpXKjGZKBoNheVAul0mlUsvqZpIRqQaDwdAFQnbUo8aGSVJYSEQcRWVCmLadfoVupvx2pPv2eBrViKYwbf6s4vRfzYzBVoOhSzRKdZ95qZVxju6FFS1SO2tQBwcHqVQq7RpV4xhoMCw/PM+jXC4zMjKyrLIejEg1GAyG7mnXo4rJzr5StLRoU6jOZ+dTIp9TA6FaC7SOhWuc7jtRk9pK3Wy1DDEY9oWJpC4eK1akThWoUspJNaqpVArLsvaxF4PBcCCRUtLf30+hUFhWQtWIVIPBYJgfgqZpUlO6ChEn4k6qSW05KEk5t7PvFGbSmVrFUdXZWqnOLk6NwDBMpUfjJHPjoydWpEgNw5Dx8fFJArVFS6iOj4+TTqeXaoiHBpsvXLRdf/Onb5z1tXV98IVLIJ2Y/tpX7oR/vn3ufX9+Ecdt2H8cx2FoaIjh4eFlI1SNSDUYDIbJCNr5ujO/PkVstrJ5pdDIZmLurKfLfZ3zZ2k/A03TpHa6r0brpl2SULPWsU5sbESGoYMe+6Rq04KmJ1acSBVCUCgUSCQSs05us9ksYRji+/4SjPAQYhGdbMers7+2ZTVsHopd+6KOc0dfCjYMzL0tYBx4DwJc111WQtWIVIPBYJgbMUMhqUQiseJoqohNk2aKpApJnPsr6Wieug86QqW6tei48LVVh9py+G1vMku01ETADLPTy++G+T3qhRUnUj3Pw7KsfU5q0+m0sb0/yClUwO+oUU8tL0NYw36ynISqEakGg8EwF3Ofm2VTkgoxeU2xAJEnrcW0n1vuvq29KxSKZj0q0URtqhEVhjnQPab7xpF4MwfolqUv5jrAKKXI5XJdTWZte8VpeIPhoKIlVIMgYGRkBDVHitdi0hKp3S4Gg8GwcrEQIo6hCiGRummiRDwptaRCCD3h7gvTI6jd1qXO2CdVECk5rU8qxAJ14rERqIZ90+qt291igl+9sOJEqu/7S16/ZjAYFo7lIFSNSDUYDIZumHn+1WpB03L2benRaWsL2X267yxo3WxB0/mzUHOI0sltQ3RH/HWfxzKi5JCn5QTd7WLoHqPWDAbDQc/BJFQNBoPhUGem+tNp6wiJaNajCiGwhMASGttWHT1SY10anzpbKrZ3oaq1QDXTe7UWREoQaUHUjKS2oqltMWGiqIau0MQ3MbpdzO9VLxiRajAYDgmWUqiaSKrBYDD0gux4ZMUtaEQz5VfE1aITQlWDBNGrYVLrGjAlmKk6WtAo3XT7RaH0lIipiXoZusBEUhcPU3RpOCRwLNg4ED9eP4c5b9qDLavix+UG7C0u/tgMB475mClVq/uye943xjjJYDAYZkBMryPtbD0Td0iVk4x743TfWdJkuz1/ztYElViURko2o6pTNmOykJh4bMSFYSY0xt138TAi1XBI8Ld/ABe/ZOL6lXCmX6OUht97XrwAlGvw4g9CYf81imEZ0YtQLZVKVCqV/T6mEakGg8HQG51itZUeLAEp9UT7mfa6nWK3h3PoLGJVAarp+hvb2UxO8Z0x4mWiYIaZ6Mndd341yp/5zGf4x3/8R3bt2sUJJ5zApz71KU4//fR57etgwqT7Gg4JHngaki74AVQbsHMcwinnjV3j8WvVBmQ8eGbUCNRDlW5Sf0ulEsVikXQ6vd/HM+m+BoPBsG/EFFdeIaxmHLVZfyo0UsYTedlep/kgDrPu9xgmWtC0xOrcwmHmFE3VucLM2xnTpBWB7vFfr/z7v/87V1xxBe973/u47777OOGEEzj33HPZs2fPIryb5YURqYZDglsegOESuDbUfPDD6esoHb/WCGIB+82fHfhxGg4ccwnVlkDN5XKkUqn9PpYRqQaDwTAbcpqRUss0qb2GiN19bdGKpDaF6tSQKsA8OzS05EFcjyra9agASqh2f1TVFKAziVMjPA2T0aCj7pd5pPv+0z/9E5deeimvf/3ree5zn8v1119PKpXii1/84sK/nWWGEamGQ4JyHb73C0i4+143m4RSDX5w/6IPy7DEzCRUOwVqNptdkOMYkWowGAwx+3L2FchJj2W7MhUEGiGbNamdxknxyvOm7aVEnOYbu/3GP8fJvpPFgzG4MXRLb1HU+BexWCxOWhqNxoz79n2fe++9l7PPPrv9nJSSs88+m3vuuedAvL0lZcXVpEopCcMQ3/fnXC8IAsIwpFAoHKCRGXqhv3+6O9Itj8D5z4fQgsYMkdQWWQd+9AD4EmbYDaOjows4UsNCUSgUCMOQIAh63jafzzM2Nsb27dsByGQyeJ6H7/uE4Ry/LF1ialINBoNhfkgtoZnJK5uR1LZAbUUuW7p2HlHUmfRmpETcH1VPVKKqVjOaSRtE0zfu5pgm4nrIMzQ01Hyk6f4OimZ0dJR8Pj/p2fe97328//3vn7b28PAwURSxZs2aSc+vWbOGhx9+uOcxH2ysOJHa19fHyMjIPh0/lVJorfnBD36Abc/9MWmtqdfrAFiWhet2Ec5bBHzfJ4riE2oikViSybBSqn1HyPO8fX7O8+XVr371jM/fVADPgppKACBQ2EzckBCAXYCnUjDLLvjmN7+5IGNcSd/HXCzU30cYhoyPjyOEmNf7CIIA3cztiqKIYjG2dl6IVjVGpBoMBkP3CCERQk6qR5XtNqi66fbbiqC2hGpLue7fdUyruGeqQrTrUadGUrvfmRGjK5VTTjmFeFapoCN1fXbiKugvfelLvPKVr5z0iud5Cz/AQ4AVJ1JbE8RuJrlaazzPw3GcOdcZGxsjDENc16VWq2FZ1oKYsfRCpVKhVqu1o0Naa/r7+w/ohDgIAorFIpYV/7GWy2X6+/vn/PzmS61Wm/H50YJgoL+fCAsLn4AEkhCX2MHVtSCIYHh8ooXaVBKJxH6Pb6V9H7OxkH8fQRAgpZyXSPV9H6UUQgi01gRBgOu6SCmNSDUYDIbFYNq5TjLTZF40030FzXTfhWhBA0xrkNp6Vk8sELv7xmtPvRZ0miOpmZ83rGh+/etf8bznPY/uoqnx79nrXve6rucwQ0NDWJbF7t27Jz2/e/du1q5d2/uADzJWnEgFup7kKqVwHGfWyI9Sql3ntnr1alzXbde72ba9YPVu+6JUKlGtVunr6yObzeL7PsPDwxSLxa76RC4Evu9TKBTwPI/BwUEARkZGKBQKDA0NLXh0eaaUTyEEDYZQSPrkXlABdbLUySGJSFDCtWDHKMyS/g+w32Ndid/HTCzG30frb7eXz7DRaBBFEbZt43leO90/CAI8z1sQ0WhEqsFgMPSGYMI8qTOSKhdkZtoUnk0hOsnRVwtCLZv1qPHNVC0mzJK0jqYI1uZrXabwmlTflcNxxx1Hd9HUOIp622239TR/cV2XU045hVtvvZULLrgAiOdWt956K5dffvn8B36QsCJF6kLQmoAHQTBp0t+aeLdSCRdbqM5kAtNLn8iFoCXCHMeZdKzBwUFGRkYYHh5edGEkhIjrA6SNbgyTSAfUFSQoAcRCVYCrSuxexDJj833ELJe/j0ajQRiGbYEKtNP3fd+n0Wi0I837gxGpBoPBMAWtp0Q+FRChkSgVEqoaDVmmIgqMhxn21GyeqjpsfWqAXeuT7K4LQu0wsKeP1bUq+dEC7o4S1ppdiMEs5DOQSqHdODtIFEswXoKxEtHuCsHOkOKwx55iml31BHsaNiMNeGhkgFHfZlsF9tQCxkSBMsPUowJ+VCFSPkr5KB2idQhadQhPNfHepr5dI05XJNu3P8OGDRuYO5qqAMFZZ53V8/6vuOIKLrroIk499VROP/10Pv7xj1OpVHj961+/H6M+ODAidR7MNgFvcaAm4nO5lB4oYTSbIII4pfpACKOWQLVtm+HhYXQ6YHU6vjZqPVmo+g0o1koLPgYw30eL5fL3MZNAbdEpVOdjxDQVI1INBoMhRqMnHH61BtFMqNU6FnwiXupBgUiHhHaDwGrQqG6iHuWohP1YSZud1Tq7bYein6avmCa/JyL3aETWDkg5ZRLOGK4TtVOD/cCm1lxKwSDjgU0hsBj3oRBAyY8ohAGP73aphponKmV2yZ2Ms4NaMIIfVQijelOgNtpR1ZiZxakRpob169cTi9OIOJo69Rofu/o+8MAD89r/n/zJn7B3716uvPJKdu3axYknnshNN900zUzpUMSI1B7Z1wS8xWJPxLtpo7HYwmguQdRisYXRVIEaBAHDJfAjcKyJfqlJUcKRsCfKkc3Gn99CYr6PmOXy9zGXQG3REqqzWb/3ghGpBoPBMEGneJsoL43QQoCO0DqgEQT4YZG6HKNs7WTEfoyt/iD3713PEetHqOpxnDDJw6UBXJ3E0x6ednGEhStcpBBYYkIShBqU1vg6ItAhDVGlIRr4ooavK/i6RqgbbC2NE9KgovbQ8EsEYRWlfbQOpkRO1SRRagSpYTaKxQK5XI6Zo6lxFPXYY4+d9/4vv/zyFZHeOxUjUnug2wl4i8WaiPfS53GxhFE3gqjFYgmjmQQqQBjB7gJsGpxY15JgUWJkjOaJZOGEqvk+YpbL30c3ArWFbdttB+b9wYhUg8FgmJlJ4k53pM3qCC0aKFUmCCX1hqAgbPZIj3TluW039lFhN8+bE91UhWi5AouOXbfqUCe6n4JqPh81/6/YVnyguU4rUjo5SmrEqKFXstksn/3sZ/mrv/oraFqAxcRR1B07dizd4A5iDnw/ioOUXifgLbLZLLlcjmKxuCCiqBdB1KIljIIgaBvZ7A+9CKIWLWHkOA7Dw8P77FO7L2YTqC12F+LrTWtotgUjZRgb7/3zmwvzfcQsl7+PXgRqi4W4SdASqd0uvXDHHXdw/vnns379eoQQfOc739nnNrfffjsnn3wynudx1FFHceONN87vjRkMBsMiodHNlFqF1iFKByhVIwzHiaI6SjVQqkEUVQjDMmFYJAzHCcMxgmCEIBjB94fbS+u5MBwjCMeb65eJokrH/gKiqIJSNZRqoHU4MYbmP4NhPlxyySXNR7rj/xEgWLdu3dIM6iDHiNQumO8EvMVCTcTnI4haLJQwmo8garFQwkgpNadABRirQKURp/y2alN3jcev7c/n2In5PmKWy9/HfATqQrGYIrVSqXDCCSfwmc98pqv1t27dystf/nLOOuss7r//ft72trdxySWXcPPNN8/nrRkMBsOyQXe5GAwHGsdxmjeR277RQJwKbJgfKy7dt9cJ4v5OwFvsb2rjQgir/U013R9B1GJ/U01b38dcArXFznF41lpw7bg2dbg88VpLDM039dd8HzHL5e9jKQUqLG6678te9jJe9rKXdb3+9ddfz5YtW7jmmmsAOOaYY7jzzju59tprOffcc3s6tsFgMBgMhu74gz/4g+ajWKhed911B6wd5aHIihKpWmuklIRh2NW6Wut2lCufzxOGYVfbzoZlWXiex+joKI1Gg1Qq1dV21WqVSqVCOp3Gsiyq1eq8xwCQyWQoFArs2rWLXC7XlbgJw5BCoYBlWSSTSer1+n6NIZlMEgQBu3fvJp/Pt01s5kIpRbFYJIoixsfHgfjO1WyMVGBzFKf67iyCZcVLi3q9jmVZ5PN5LMuiUqkA7PPzNd9HTOf3cSD+PqIoQqm4vqizjjQMQ/7/7P13nCxXeeePf55T1WHy3Bx0lQkiSiAkoizAWrCXJIOxzdprDDYYLPDK2jULC18EcpBtbMBBEusENgYM+AViDWuSEIi8JPEjKaFw89wwd/J0qDrP749zTtWp6uqe7ok99z7v16vvne6ucCp0PefJWuukf2qv1XqdF5sLWgp0y+zsbNfKpzOIOIXcUalUVkXB/vrXv46rrroq89lzn/tcXHvttSvetiD0M+lvWHxpm53VqBXQHrk/zixcrvLaX3ciwje/+U08+clPBuCHAAvL4YxSUmdnZ/EHf/AHGz0Moc/553/+540egrABzM7OYmxsrKd1yuUydu/ejbPPPrun9YaHh1vWuf766/G2t72tp+0UcfTo0ZbS9Lt27cLMzAwWFxcxMDCw4n0IQj+SRsSsLM9f2Hi+//3vbPQQhNOM5cj45XD55ZcDUPj617/alcFfaM8Zdfb27t2LAwcOYGRkZEMrbM7MzODss8/GgQMHknDTfmczjhmQca83m3HczIzZ2Vnb66w3qtUqHnjggZ7zeZm55Rm0EWHKgnA6ITJ+Zci414/NOGZgc457JTJ++ftcy0iAM4czSklVSmHfvn0bPYyE0dHRTfMjd2zGMQMy7vVms417JdbVarWKarW6iqNZGbt378bExETms4mJCYyOjooXVTitERm/Osi414/NOGZg8417PTyowuoj1X0FQRBOI5761Kfitttuy3z2uc99Dk996lM3aESCIAiCIAi9IUqqIAhCHzM3N4c777wTd955JwDTYubOO+/E/v37AQBvetOb8Ou//uvJ8q95zWtw//334w1veAPuuusu3HzzzfjIRz6C3/u939uI4QuCIAiCIPSMKKkbQKVSwfXXX7+pctA245gBGfd6s1nH3c98+9vfxhOe8AQ84QlPAABcd911eMITnoC3vvWtAIAjR44kCisAnH/++fjUpz6Fz33uc7j44ovxF3/xF/j7v/97aT8jCOvEZn0OyrjXj804ZmDzjlvYnBCvR01mQRAEQRAEQRAEQegC8aQKgiAIgiAIgiAIfYMoqYIgCIIgCIIgCELfIEqqIAiCIAiCIAiC0DeIkioIgiAIgiAIgiD0DaKkbiAPPvggfvM3fxPnn38+BgYGcOGFF+L6669Ho9HY6KEtyR/90R/haU97GgYHBzE+Pr7Rw2nLTTfdhPPOOw/VahVPfvKT8f/+3//b6CF15I477sALXvAC7N27F0SEW2+9daOHtCQ33ngjLrvsMoyMjGDnzp24+uqrcffdd2/0sARBEDYUkfFrz2aT8YDIeUHoFlFSN5C77roLWmv87//9v/GjH/0I73rXu/Ce97wH/+t//a+NHtqSNBoNvPSlL8VrX/vajR5KWz784Q/juuuuw/XXX4/vfve7uPjii/Hc5z4Xx44d2+ihtWV+fh4XX3wxbrrppo0eStd86UtfwjXXXINvfOMb+NznPodms4nnPOc5mJ+f3+ihCYIgbBgi49eWzSjjAZHzgtAt0oKmz3jHO96BW265Bffff/9GD6Ur3ve+9+Haa6/F1NTURg+lhSc/+cm47LLL8Dd/8zcAAK01zj77bLz+9a/HG9/4xg0e3dIQET7+8Y/j6quv3uih9MTx48exc+dOfOlLX8LP/MzPbPRwBEEQ+gaR8avHZpfxgMh5QeiEeFL7jOnpaWzdunWjh7HpaTQa+M53voOrrroq+Uwphauuugpf//rXN3Bkpz/T09MAIPexIAhCDpHxq4PI+I1F5LywHoiS2kfcd999+Ou//mv89m//9kYPZdNz4sQJxHGMXbt2ZT7ftWsXjh49ukGjOv3RWuPaa6/F05/+dDz2sY/d6OEIgiD0DSLjVw+R8RuHyHlhvRAldQ144xvfCCLq+Lrrrrsy6xw6dAg/93M/h5e+9KV41atetWnGLQg+11xzDX74wx/iX//1Xzd6KIIgCGuCyHjhTEbkvLBehBs9gNOR//7f/zt+4zd+o+MyF1xwQfL34cOH8axnPQtPe9rT8Ld/+7drPLr29Drufmb79u0IggATExOZzycmJrB79+4NGtXpzete9zp88pOfxB133IF9+/Zt9HAEQRDWBJHxG4/I+I1B5LywnoiSugbs2LEDO3bs6GrZQ4cO4VnPehYuvfRSvPe974VSG+fc7mXc/U65XMall16K2267LSlIoLXGbbfdhte97nUbO7jTDGbG61//enz84x/HF7/4RZx//vkbPSRBEIQ1Q2T8xiMyfn0ROS9sBKKkbiCHDh3CM5/5TJx77rn48z//cxw/fjz5rt8tgfv378fk5CT279+POI5x5513AgAe9rCHYXh4eGMHZ7nuuuvw8pe/HE960pNw+eWX493vfjfm5+fxile8YqOH1pa5uTncd999yfsHHngAd955J7Zu3YpzzjlnA0fWnmuuuQYf/OAH8YlPfAIjIyNJPtDY2BgGBgY2eHSCIAgbg8j4tWUzynhA5LwgdA0LG8Z73/teBlD46nde/vKXF4779ttv3+ihZfjrv/5rPuecc7hcLvPll1/O3/jGNzZ6SB25/fbbC8/ry1/+8o0eWlva3cPvfe97N3pogiAIG4bI+LVns8l4ZpHzgtAt0idVEARBEARBEARB6Bukuq8gCIIgCIIgCILQN4iSKgiCIAiCIAiCIPQNoqQKgiAIgiAIgiAIfYMoqYIgCIIgCIIgCELfIEqqIAiCIAiCIAiC0DeIkioIgiAIgiAIgiD0DaKkCoIgCIIgCIIgCH2DKKmCIAiCIAiCIAhC3yBKqiAIgiAIgiAIgtA3iJIqCIIgCIIgCIIg9A2ipApnDMePH8fu3bvxx3/8x8lnX/va11Aul3Hbbbdt4MgEQRAEQVgJIuMF4fSCmJk3ehCCsF783//7f3H11Vfja1/7Gh75yEfikksuwYte9CK8853v3OihCYIgCIKwAkTGC8LpgyipwhnHNddcg89//vN40pOehB/84Af41re+hUqlstHDEgRBEARhhYiMF4TTA1FShTOOxcVFPPaxj8WBAwfwne98B4973OM2ekiCIAiCIKwCIuMF4fRAclKFM46f/vSnOHz4MLTWePDBBzd6OIIgCIIgrBIi4wXh9EA8qcIZRaPRwOWXX45LLrkEj3zkI/Hud78bP/jBD7Bz586NHpogCIIgCCtAZLwgnD6IkiqcUfz+7/8+/u3f/g3f//73MTw8jCuvvBJjY2P45Cc/udFDEwRBEARhBYiMF4TTBwn3Fc4YvvjFL+Ld73433v/+92N0dBRKKbz//e/Hl7/8Zdxyyy0bPTxBEARBEJaJyHhBOL0QT6ogCIIgCIIgCILQN4gnVRAEQRAEQRAEQegbREkVBEEQBEEQBEEQ+gZRUgVBEARBEARBEIS+QZRUQRAEQRAEQRAEoW8QJVUQBEEQBEEQBEHoG0RJFQRBEARBEARBEPoGUVIFQRAEQRAEQRCEvkGUVEEQBEEQBEEQBKFvECVVEARBEARBEARB6BtESRUEQRAEQRAEQRD6BlFSBUEQBEEQBEEQhL5BlFRBEARBEARBEAShbxAlVRAEQRAEQRAEQegbREkVBEEQBEEQBEEQ+gZRUgVBEARBEARBEIS+QZRUQRAEQRAEQRAEoW8QJVUQBEEQBEEQBEHoG0RJFc54vvjFL4KI8MUvfnGjhyIIgiAIQg6R04Jw5iFKqnDGcPPNN+N973vfRg9jWXzwgx/Eu9/97o0eBgBAa40/+7M/w/nnn49qtYrHP/7x+NCHPtT1+lNTU3j1q1+NHTt2YGhoCM961rPw3e9+t3DZ//N//g+e+MQnolqt4pxzzsH111+PKIpW61AEQRCEPkLk9Oogclo4HSBm5o0ehCCsB4997GOxffv2Fkus1hqNRgPlchlK9afd5vnPfz5++MMf4sEHH9zooeBNb3oT/uRP/gSvetWrcNlll+ETn/gEPvWpT+FDH/oQfuVXfqXjulprXHHFFfj+97+P3//938f27dtx880348CBA/jOd76Dhz/84cmy//Ef/4HnPe95eOYzn4mXvexl+MEPfoCbbroJr371q3HLLbes9WEKgiAI64zI6dVB5LRwWsDCGcXc3NxGD2HDeMxjHsNXXnnlRg9jWTzvec/jc889d6OHwQcPHuRSqcTXXHNN8pnWmq+44gret28fR1HUcf0Pf/jDDIA/+tGPJp8dO3aMx8fH+WUve1lm2Uc/+tF88cUXc7PZTD5785vfzETEP/nJT1bpiARBEPoLkdNXbvQwloXIaYPIaWG1ECV1E3Pw4EF+5StfyXv27OFyucznnXcev+Y1r+F6vc7MzO9973sZAH/xi1/k1772tbxjxw4eHx9P1r/pppv40Y9+NJfLZd6zZw//zu/8Dp86dSqzj3vuuYdf/OIX865du7hSqfBZZ53Fv/zLv8xTU1PJMp/97Gf56U9/Oo+NjfHQ0BA/4hGP4De96U1Ljr+b9Wq1Gr/1rW/lCy+8kMvlMu/bt49///d/n2u1Wsv23v/+9/Nll13GAwMDPD4+zldccQV/5jOfYWbmc889lwFkXk4Q3n777QyAb7/99sz2PvKRj/ATn/hErlarvG3bNv7VX/1VPnjwYGaZl7/85Tw0NMQHDx7kF73oRTw0NMTbt2/n//7f//uSgoCZ+dZbb+X//J//c3INL7jgAr7hhhsy61555ZUtY+8kCF/+8pe3LO9e119//ZJj6sRNN93EAPhHP/pR5vMPfvCDDIC//OUvd1z/pS99Ke/atYvjOM58/upXv5oHBweT6/qjH/2IAfBNN92UWe7QoUMMgP/gD/5gRcchCIKwHoicziJyOh2TyGlB6Ey4Vh5aYW05fPgwLr/88iRv4KKLLsKhQ4fwb//2b1hYWEC5XE6W/Z3f+R3s2LEDb33rWzE/Pw8AeNvb3oa3v/3tuOqqq/Da174Wd999N2655RZ861vfwle/+lWUSiU0Gg0897nPRb1ex+tf/3rs3r0bhw4dwic/+UlMTU1hbGwMP/rRj/D85z8fj3/843HDDTegUqngvvvuw1e/+tWO4+9mPa01XvjCF+IrX/kKXv3qV+NRj3oUfvCDH+Bd73oX7rnnHtx6663Jsm9/+9vxtre9DU972tNwww03oFwu45vf/Ca+8IUv4DnPeQ7e/e534/Wvfz2Gh4fx5je/GQCwa9eutuN73/veh1e84hW47LLLcOONN2JiYgJ/+Zd/ia9+9av43ve+h/Hx8WTZOI7x3Oc+F09+8pPx53/+5/j85z+Pv/iLv8CFF16I1772tR3Pw/ve9z4MDw/juuuuw/DwML7whS/grW99K2ZmZvCOd7wDAPDmN78Z09PTOHjwIN71rncBAIaHh9tu87d/+7dx1VVXZT779Kc/jQ984APYuXNn8tmJEyc6js0xMjKCSqUCAPje976HoaEhPOpRj8osc/nllyffP+MZz2i7re9973t44hOf2BKudfnll+Nv//Zvcc899+Bxj3scvve97wEAnvSkJ2WW27t3L/bt25d8LwiC0K+InBY53Q6R04LQBRutJQvL49d//ddZKcXf+ta3Wr7TWjNzaqF9xjOekbH4HTt2jMvlMj/nOc/JWMr+5m/+hgHwP/7jPzIz8/e+972WkI8873rXuxgAHz9+vKfxd7Pe+9//flZKtVj93vOe9zAA/upXv8rMzPfeey8rpfgXfuEXWix/7lwwtw8jyltoG40G79y5kx/72Mfy4uJistwnP/lJBsBvfetbk8+cNfSGG27IbPMJT3gCX3rppZ1PAjMvLCy0fPbbv/3bGWsl88rCiO69914eGxvj//Sf/lPmPkAbK27+9d73vjczjgsuuKBlH/Pz8wyA3/jGN3Ycy9DQEL/yla9s+fxTn/oUA+BPf/rTzMz8jne8gwHw/v37W5a97LLL+ClPeUq3hy8IgrAhiJwWOd0tIqcFoZX+zD4XOqK1xq233ooXvOAFLRYsACCizPtXvepVCIIgef/5z38ejUYD1157bcZS9qpXvQqjo6P41Kc+BQAYGxsDAHzmM5/BwsJC4VicpfITn/gEtNZdH0M36330ox/Fox71KFx00UU4ceJE8nr2s58NALj99tsBALfeeiu01njrW9/aYvnLn4tu+Pa3v41jx47hd37nd1CtVpPPn/e85+Giiy5Kzo/Pa17zmsz7K664Avfff/+S+xoYGEj+np2dxYkTJ3DFFVdgYWEBd911V89jzzM/P49f+IVfwJYtW/ChD30ocx987nOf6+r13Oc+N1lncXExsdb6uPO0uLjYcTzdru/+b7fsUvsRBEHYSEROi5zuFpHTglCMhPtuQo4fP46ZmRk89rGP7Wr5888/P/P+oYceAgA88pGPzHxeLpdxwQUXJN+ff/75uO666/DOd74TH/jAB3DFFVfghS98IX7t134tEYy//Mu/jL//+7/Hb/3Wb+GNb3wjfvZnfxYvfvGL8Yu/+IsdK/B1s969996Ln/zkJ9ixY0fhNo4dOwYA+OlPfwqlFB796Ed3dT6Wot35AYCLLroIX/nKVzKfVavVljFu2bIFp06dWnJfP/rRj/CWt7wFX/jCFzAzM5P5bnp6uteht/CqV70KP/3pT/G1r30N27Zty3yXDzXqhoGBAdTr9ZbPa7Va8v1qrO/+b7fsUvsRBEHYSEROG0ROL43IaUEoRpTUM4CVPCj+4i/+Ar/xG7+BT3ziE/jsZz+L3/3d38WNN96Ib3zjG9i3bx8GBgZwxx134Pbbb8enPvUpfPrTn8aHP/xhPPvZz8ZnP/vZjEUwP6al1tNa43GPexze+c53Fm7j7LPPXvZxrSbtjnEppqamcOWVV2J0dBQ33HADLrzwQlSrVXz3u9/F//yf/7Mni3cRf/mXf4kPfehD+Jd/+RdccsklLd8fPXq0q+2MjY0l99CePXtw++23g5kz1u8jR44AMLkondizZ0+yrE9+/T179iSf56/zkSNHktwaQRCE0wGR02uLyGmR08LmQ8J9NyE7duzA6OgofvjDHy5r/XPPPRcAcPfdd2c+bzQaeOCBB5LvHY973OPwlre8BXfccQe+/OUv49ChQ3jPe96TfK+Uws/+7M/ine98J3784x/jj/7oj/CFL3whCfNpx1LrXXjhhZicnMTP/uzP4qqrrmp5OQvqhRdeCK01fvzjH3fcX7chRe3Oj/ssf36Wyxe/+EWcPHkS73vf+/Df/tt/w/Of/3xcddVV2LJlS8uyvYZDffnLX8b/+B//A9deey1+9Vd/tXCZPXv2dPX68Ic/nKxzySWXYGFhAT/5yU8y2/rmN7+ZfN+JSy65BN/97ndbBPs3v/lNDA4O4hGPeERmO9/+9rczyx0+fBgHDx5ccj+CIAgbichpkdNLIXJaEDojSuomRCmFq6++Gv/+7//e8nAAAGbuuP5VV12FcrmMv/qrv8os+w//8A+Ynp7G8573PADAzMwMoijKrPu4xz0OSqkkvGNycrJl++7BVBQC4uhmvV/6pV/CoUOH8Hd/93ctyy4uLiYVEK+++moopXDDDTe0PFT94xsaGsLU1FTbMTme9KQnYefOnXjPe96TOYb/+I//wE9+8pPk/KwUZ9n1x9hoNHDzzTe3LDs0NNR1WNGRI0fwS7/0S3jGM56RVB4sYjm5Li960YtQKpUyY2RmvOc978FZZ52Fpz3taZlx3HXXXWg2m8lnv/iLv4iJiQl87GMfSz47ceIEPvrRj+IFL3hBktvymMc8BhdddBH+9m//FnEcJ8vecsstICL84i/+YlfnQhAEYSMQOS1yuhMipwVhaSTcd5Pyx3/8x/jsZz+LK6+8Min7fuTIEXz0ox/FV77ylUzp9Tw7duzAm970Jrz97W/Hz/3cz+GFL3wh7r77btx888247LLL8Gu/9msAgC984Qt43eteh5e+9KV4xCMegSiK8P73vx9BEOAlL3kJAOCGG27AHXfcgec973k499xzcezYMdx8883Yt29fxxLn3az3X//rf8VHPvIRvOY1r8Htt9+Opz/96YjjGHfddRc+8pGP4DOf+Qye9KQn4WEPexje/OY34w/+4A9wxRVX4MUvfjEqlQq+9a1vYe/evbjxxhsBAJdeeiluueUW/OEf/iEe9rCHYefOnUlxB59SqYQ//dM/xSte8QpceeWVeNnLXpaUtj/vvPPwe7/3e8u9bBme9rSnYcuWLXj5y1+O3/3d3wUR4f3vf3/h5OXSSy/Fhz/8YVx33XW47LLLMDw8jBe84AWF2/3d3/1dHD9+HG94wxvwr//6r5nvHv/4x+Pxj388gOXluuzbtw/XXnst3vGOd6DZbOKyyy7Drbfeii9/+cv4wAc+kAmpetOb3oR/+qd/wgMPPIDzzjsPgBF+T3nKU/CKV7wCP/7xj7F9+3bcfPPNiOMYb3/72zP7esc73oEXvvCFeM5znoNf+ZVfwQ9/+EP8zd/8DX7rt36rpbS+IAhCvyFyWuS0yGlBWAEbUVJYWB0eeugh/vVf/3XesWMHVyoVvuCCC/iaa65paRJeVP6e2ZSyv+iii7hUKvGuXbv4ta99baZJ+P3338+vfOUr+cILL+Rqtcpbt27lZz3rWfz5z38+Wea2227jF73oRbx3714ul8u8d+9eftnLXsb33HNPx7F3u16j0eA//dM/5cc85jFcqVR4y5YtfOmll/Lb3/52np6eziz7j//4j/yEJzwhWe7KK6/kz33uc8n3R48e5ec973k8MjLSVZPwD3/4w8n2tm7d2rFJeJ7rr7+eu/l5ffWrX+WnPOUpPDAwwHv37uU3vOEN/JnPfKZlPHNzc/xf/st/4fHx8SWbhBc1FXevlTYJZ2aO45j/+I//mM8991wul8v8mMc8hv/lX/6lZTlX9v+BBx7IfD45Ocm/+Zu/ydu2bePBwUG+8sor296jH//4x/mSSy7hSqXC+/bt47e85S3caDRWfAyCIAjrgchpkdNFiJwWhKUh5iViTgRBEARBEARBEARhnZCcVEEQBEEQBEEQBKFvECVVEARBEARBEARB6BtESRUEQRAEQRAEQRD6BlFSBUEQBEEQBEEQhL5BlFRBEARBEARBEAShbxAlVRAEQRAEQRAEQegbREkVBEEQBEEQBEEQ+oZwowewmdBa4/DhwxgZGQERbfRwBEHoA5gZs7Oz2Lt3L5Rae7vf/Pw8Rh/5bJz68ecwOjq65vsThM2CyGhBEPKst4wGgPC8Z+Lbt74bl1xyybrs73SFmJk3ehCbhYMHD+Lss8/e6GEIgtCHHDhwAPv27Vvz/QR7ngh99HtQuy5GfPTONd+fIGwWREYLgtCO9ZLRd955J57whCcA1S2I5o4jCII13+fpinhSe2BkZAQAcO999yV/C4KwOaAu7HG8DO/L7OwsHv6wh63LM2FiYgL62A+g9l4OffS7OHToEM4666w1368gbAbWWkYXPUOW88wQhM1GN/KzF9bzd7OeMhoAnvgzz4Pa/ijomQOonP9MRPu/vC77PR0RJbUHXPjQyMiIhNkJwiZjrZTUZPvrIHT3PuZK0MhZCHY+BrxwHGc//lnQJ+9Z8/0KwmZgrWW0KKnCmcpmVlId6yGjP/OZz4AXTiI495mgoZ2ID38LCwsLGBwcXPN9n46IkrpKrPYPeKVslOBcz/Mgk4OlOV2vx1odl9tuP95bd911F/TkfQgf+SIAQLDnUkR3fRw/+MEP8LjHPW6DRycI/clqGafabWelz6L1etacrrJgLVnved16n7f1OL61Oqb82PvhnovjGD939cugdl0MCivA+PmgYz/CyMOuQHz4Oxs9vE2JKKmrhP8DOZOFAROt2/F3u59+O0erzUYYSNbjnG5mAboWPPrJz4Ha9nBQdQwAQJURqO2PxMVP/3nomYMbPDpB6E/cb7zT82Q1njX9/izJj28tn69LbbsfztVGOhZOR2UUWPvj6uY3vJH3VuX8ZwK6CbX9IjMmIqizLkN8/+dx/Phx7NixY8PGtlmRFjSCIAh9zh133AGeOwq1+wmZz9Wui8ELx3Hbbbdt0MgEQRAE4cxmYWEB8dHvIthzKUilhZLU8G7Q8G7sfvSVGzi6zYt4UteATpac1bZorXeOTL+FNXfD6ZJHtFHnfiOto6vJivJNvTGu973DzHjmz78EatfjQGE1O66wCrXr8bjqBb+EeO74upXXF4TNxlrL5Xbb6AdZ029yeyOep6er/MxzOkQg9dv92g0jD7sCVBoEjZ/f8l2w90mI7v4/uOeee/CIRzxiA0a3eZEZjSAIQh/zkY98BNxcgNrxmMLv1fZHAVEdH/jAB9Z5ZIIgCIJwZnPs2DHoiR9A7b2ssDgTVcehtj4MF13+nA0Y3eZGlNR1hokKX6sJMbd9rXS7wvqyWteuF9b73lxtVvM3VjTG9bwe9Xodv/Lrv4Vg9xNBqjjwhVSIYM+l+PXffC1qtdq6jEsQTifWUi6vxzNvqX2fqZxu8rOI9bq31vKYVuMY1ut8F7HnMVeChndDDe9uu4zafQl49hC+9rWvrePINj+ipAqCIPQpgxf8DKBKoK0XdlyOtlwAhFUMXXDFOo1MEARBEM5s7rnnHuiT9yLY+6SOy1FpEGrnY/GM/3Q1+Aw2HPWKKKl9wnpZ3jp5WZd6nS70Q45Qv7LWntO1ZrW9H+32sR730KlTp6An7kSw9zIQdX5UExGCvU+Cnvj/4eTJk2s+NkE4E1grr9jpKlt7ZS3bk2xE+5j1bsO2Xp7TpY6LufXVLR2PgXX21YdcdPl/gtr6MFB1fMll1Y7Hghtz+NjHPrb2AztNECVVEAShD9n+6GeDBrZBjZ7V1fJqZC9oaAd2PubZazwyQRAEQTizufPOO8Gzh1uq7reDghKC3U/AL/7ab63xyE4fREntI047q2reCrbS12oMqUdLZ5GFcDVf3Yx3M3p+NyoP6HTi1Vc/BTTUW181GtqB33he57AjQRCWx1rm5J0JrEe+Zr+fy9WYF3TewdrNq3oZ71LLZOYIbcZGuVfReNvdS+txH0xMTADlYVBpoOt1aGgHtg6K6tUt0oJGEAShb6FMz7Ull14iLFgQBEEQhNWBgJ5kNIuM7glRUpfBWvZU65k+jdN30DLHV/hD7rStJX74nay2nS6FXmNrnEKH3n3eV/7418pCuK6eyF7vixU82Dudrl4OeSM8tUSqJwHY0wEJgtA3rHbv0H7wKG7EM5OJujv25c6d2sgiYm57vL1eCn/5rk/hGs0Fi8bey7xI2QNwq3Q6npb5ontvzzmxRrLnLuYE6/Mb6NGQ3Is8F0RJXS7rKgA2QBFdrnK5VvtfrvWpSGi0u3TtHrxreaXb7VMRtRVUq62wrsVEwm1z1Y0xPdwHXc1TuhCcGwmpACos97S8IAidlYaVbnetcftYzvg3WjntdsyrMcx2u1pSUV3J/Ca/rieTlnPP5ecAKrd+VzKqzfG0m8dl5lM9yNb8WNudYX+obp38cbXsv9NnPYxx3e9/op5kNAJRu3pBzpYgCEK/oggUSLivIAiCIPQjPcnoHpYVREntT1Zg5dtoD+hqs6QHtc33vYTddApd6WST0ysw2Ckq3r4bdd76uNpe1W6svb0aJIs22dajSmpdw5O6XccdQ37cG1WUiUhB9ZST2qcuYUEQeqbX589GeVGXm07TjqW8i+22XSQbezkn3c6fOnkii64ZUetY28072nkemVuPLzm2Anna6Vjcd8uOUOvh+3Z3RnJ90MNcgHXLnG/jZTT1JKMlJ7U3REkVBEHoU4h6y3dZSe6uIAiCIAi9ITmpa4coqf3EGe5B7crC1GGZ1bbmLoWi5XtTNafeVB9Gaz5Htzkq+ePPW5DXwnvabt12Y8uMyV3Ldbp3iyzXbfNkLBve1qbHwkniSRWEtWNJr1y3z7IejUlrlV+7ElYib3stSNipdkN+v0Wyp5tInl7mUP6y7MuxDvmpRd7UThR5VDt6U5cBsc6OH2j1VLroomXuxq2WHI+d4XR1O3dylefYuFzsXgsniSG5F0RJFQRB6FOIehRqfTaRFQRBEITTlh5ltNSN6A1RUvuFFXqT8l7I1aqOu6GsoK1MskwXxjVF1NZS6++haIm8N7Rbz2qRF9Xfz1LeVKDYapz5vkeFpZtz1a03cilv70Z6VH2WrDy40fTsSd2Ev3NBWGXWwqvSdpvLeW71WK28X7yoS41jvdu5+dvs1OpkpR7HTmTyOwvyU9t5UzvNO3za1adouRTLrPPQkp9q3xOU/Xzpe69o3tNpjnN6IZ7UtUSUVEEQhD6l95zUM2ZmIAiCIAgbTm8yWnJSe0GU1NOUvvac9ji2XqzIyzWWFnnS8lbOtlXqMttZ3v672c9ashILeJE1O7/djdSderHg98N4M4gnVRCWzWrkcq5Zv80u6Un+raHHcDk5qN0+e3sZcbtR5COOlqrY3jWdrnEmB1UX5qeuVj5x0fER9XjNi44lGWf3FX/dKHrpfuDmRvncVBClXlu3/cQj3ZoQu9LKxKtNr4Zk8aT2hiipgiAIfQpRb31Sz6AYK0EQBEHYcKRP6tohSmq/sIF5eRvdtmI9PKXLoZs8Rc28pOez2yH3o3qx3CqMS3lU21ZcBDr/BnrM5eqWvs1NFU+qIPQf6ySnl+OBW7bHcBnjWGkO6nJG2KkHZ08VcXM5nEyqtcLvUte5JQd19byp+doUQHF+amaz3jFljmc5MjWXmwqixPu5kvzifLXfoOi8rNJ8eF1yuXv1pIqM7glRUvuNdjfwcn+sK/hBbESxhvVSQlfr0NQSqmU3SmzH7Xcqub7Gl2clgmi9lT6/oXc+QsiNIX88RZOA5exzLZGcVEHYOAp/432soObXX+kzarltZrqVHYTlKarJGFD8DG8XGpu8b6OoLn8gGoVhs54C6BTVpYoncZu/OxVTXJUw70QpddtcwdzRD89N5K95nw/2YUZycWijusisEOmTunaIkioIgtCnECkosdIKgiAIQh9CIqPXEFFSNwtrcGOvxFK7Xh7PXr153Xju2i2yHEtkanUs3uhSntblsNQhdjqOduMsajTebYn8XvDDflcUlrZKYb9JoYYVbWUNUQoqLHe9uFhpBaEzLVkGffbj3wztZlZTLHQ62pXsZjmtW1pCfnvxtHYK/XWbW0ERpbysautN7WbMRRcwCUHKeVST/SosJy6Mc/vSdht+IaUk5JfaFFDqY4ioJxmtwhL6/6j6B1FSBUEQ+hTqOSe1Pya4giAIgnAmIDmpa4coqac53Vrt1rMgEbA2jb397RZ5VPMfrWa+ETEKvXqE5RWdaNnOCrynRcsVjanIm7oU+cW7KWSxqnRonl5QvX7z0XNOqghAQWhH4SM/X3zGsqzImpz86JjXV/Bdv3hR+4XVOBtdtW7p5E0topM7PpefmuSm+u1q2sjabu44Pw9XM0OBuo8G6NhOaen+a+4rFyEWr6huhfk/8M9FPjc1OWd97HvsuQWNRDv1giipgiAIfYp4UgVBEAShf+lJ8ZQ+qT0hSuoG0a3FtFtr7mq3cVkrT2e3rHbbFv/0tJzTnNV02XkQbZpMF3lZ/Sq0K2G5Ff389fx7J2/hbVcZt+/oIkc1fyzLrSy5HlV905312CdVPKmCsHa0kQ09y4wevKidHjdLyZBVqfq6DFYrcma15E671i2Zugi9elN9WsoHL+1NdXSq/aAzstjbvP0/yRvNe4ft/pY8jnz+rduY2Xt2HwBAWVnkvkvzS4vH7qPs6J1BlVHQjmYD29H1Tm8yWjypvSFKqiAIQp8inlRBEARB6E+Iem1Bs9FK9eZClNQ1ZjV6na14DEsYIzfKS7Yae11RdVbPSpexNrY09O5ipL43sshimqv0lzTIzg9pievdtVW8nQWyKG82l6faS6Xflfa564ZOluCinK+i4wHaFDRc+fDWFslJFYRVYa3E3Fp4Ubt+zC+dRrip6eSRXc68xc9P9Z2fGQ8kkPVCdlvht0tvKkG19EstHmv7985z6byQiqg417btWAuOp+WzXD6o7fVq/vYG0CNJv1S7sgalx+M274aU6z3bn/SYk0riSe0FUVIFQRD6FOq1KIMoqYIgCIKwbognde2Qs7VGMNGGVupjTl9FaObk1bLuOr3Wi5Z8VNaJ1ZBYGytd5sW5V/77gpeOs+vouGWZZF9A6/re+Dq92tJme70s52+fqNU6386qTdg4j2TmnAKF5zKPIlq7asOrDBFBqe5fm+SwBGFdWNXq9gXP1dX2onaS2Z1YCy9xJ3nTy3PGyZLVejncc7zXZ7k/7/HPd2bO5vp1uuuVv27t9pm/gO2itVZIq5c1PZ50h91N78mbm3QaIxXMG7o5/+3mfZrNy++j6q5Ny/yZVM9RQus2/yb0JqNVb+O68cYbcdlll2FkZAQ7d+7E1VdfjbvvvjuzTK1WwzXXXINt27ZheHgYL3nJSzAxMbGaR7lhiJK6ynSrnLboQQWvnvbbxbrdKqanE50KJmUURiAnsVqVy6VercorF26zUCB0o2AWsZx1itZPlHbuqKx2Ekqd7vp2910nlhKabZdtp/gXHEtv41nCULAWEEBWsHXzEi1VENaHpZ5NHdvPJMtkFdQifLnd6TlamM6wwufVUoqq/0xdSql022v70nH21cZI20lhLaLd3KaTsmp2tISi2ok2iqp/HtyxuPED7WUoMyevdPxWyfOOJ1m+68KcxYYXKpzHLG0A7obia5EeC8O7HnnltE8jhXqR0b3WjfjSl76Ea665Bt/4xjfwuc99Ds1mE895znMwPz+fLPN7v/d7+Pd//3d89KMfxZe+9CUcPnwYL37xi1f7MDcECfcVBEHoUwi9CTXRUQVBEARhfVhrGf3pT3868/5973sfdu7cie985zv4mZ/5GUxPT+Mf/uEf8MEPfhDPfvazAQDvfe978ahHPQrf+MY38JSnPKW3HfYZoqSuEp0sV8s1Zq6m06aTF2utfUNL/SZXe//deMgKvaj+e+SsjF149Py9ckuxBd8C6BciKGhb001p9aXCcrqkZb9JoQJrYe5QTGnV6ao4ReeCUEmBCn/ZfEsgr0hDv4f9kg0l6n75/j4eQdgI/GdXvh2Jv8ya/nwK2pD5+3Z0E3HiFwBaNv6ztIOsIRt+2Yl2Xxd621rSTNo80wtkY0s7tyU80fmPMtGw9n//fnD3QCL3kGvl4sv1pYSif0PZdYm1beWiujqvZjPc9r3fxoXssSh4aR9kyhN13YbGIylelHzizVeSzZtcTOpibpAPUfbb1rgiSm7gSZs4t1BRAaV+8ar2KKN7WbaI6elpAMDWrVsBAN/5znfQbDZx1VVXJctcdNFFOOecc/D1r3990yupfXKV155u4roFQRD6CuohjEjR0hYhQehjRE4LgrDZWE5KzszMTOZVr9eX3I/WGtdeey2e/vSn47GPfSwA4OjRoyiXyxgfH88su2vXLhw9enTVj3W9OWOU1G7iupdDuxzU5eaWng5Q7tXr8r2s69ZfchnPU9qTF7Uo57Nd8aFMbmf7gj5FnxVaOpewMBfRa3GGlvzYgnzO5G8vD2ilxYd6/l10WxAKbc4968J8235HKUIQqK5f/e4ZFoROrKacLpLLvpdyOXnyjpUWTCryovY6nmWNvV3tgyVqIvSaf9iSs9iuxoOOWuVp7kU6alv7IZ+r2svzL5+rmhTtyeendspNXWp/+ZoU/vnoYhN5L2rR90W5qcxYceGhloKPXdTNUJR6SJfCH7f7u5vcVCbVMd97vYuWEtCTjA4ChcXFRYyNjWVeN95445L7uuaaa/DDH/4Q//qv/7r2B9YnnDHhvkvFdQuCIPQd5IU8dbW8KKnC5kXktCAIm4oeZTQRYWBgoMXLWalUOq73ute9Dp/85Cdxxx13YN++fcnnu3fvRqPRwNTUVMabOjExgd27d3c9rn7ljFFS8+TjuntlLXJQ1xJFtGyrcTd0+on2Yt3Mj3Ejptw9eTX97/xcyHY5kr1YM9st26a5+HLyTpDJ9ynO5+yUn7qq91V+38shd+4BtFhd88eT+a6X3Kp1gKi3kvWiowqnEyuV0z7tnlOrkt/ZA91U9O30tPFH2mnsLZ7MrgfYo5xaalvJeAo8ifkTkB9nIhPi5OFG3viK8jvbyaR8TqSP/4hNclThVdylDrmp7cafqffgkl01CKlM6mbcS44dDCIyuZ1exofxQFLnfNEe6m4QAOZcbqh97+7BuAs56bzDLp/Wjdv/rp0g66Zi9vrTY1sZewijo6NdLc7MeP3rX4+Pf/zj+OIXv4jzzz8/8/2ll16KUqmE2267DS95yUsAAHfffTf279+Ppz71qd2Pq085I5XUorjuIur1eiZOfGZmZj2GJwiCAEAKJwlnLt3IaZHRgiBsNGtZOOmaa67BBz/4QXziE5/AyMhI4oEdGxvDwMAAxsbG8Ju/+Zu47rrrsHXrVoyOjuL1r389nvrUp276oknAGZST6tNtXPeNN96YiRk/++yzAbT3onbKQS3qdbas3pG09Ksdy+lv2XYcuZe/j/yrl3G3W79b+jonr6UhePq+xUK4lMWwIMekrZWxm1zOLnJpN8qbWIif9F1kjc9Z8Isakfu9U5f67WwYlF7qbl69/pjP9EbhQv/SjZxuJ6OXS9tH3FL1AzqRec4Xe1GTfp3o7EVFF98D2RoMRdV0C/t8Z3ZStF53z//Mvr19Zrbr9950eae53FPyPgdrQMet6+XzU9s8//KeyHzf0aJ8yOSauBzHfG5qnqXyfP16CBmZmx33Uo/w/D2iGZnj8MduNpjLoc2fpHb5wEt97597J0Pt+Lsxlub7vrrxZ182T3id80x7okcZ3eth3HLLLZiensYzn/lM7NmzJ3l9+MMfTpZ517vehec///l4yUtegp/5mZ/B7t278bGPfWyVD3RjOOOUVBfXffvtt2fiuot405vehOnp6eR14MCBdRqlIAgCkh5s3b962/6Z3ihc6E+6ldMiowVB2EicUt7Lqxd8g4r/+o3f+I1kmWq1iptuugmTk5OYn5/Hxz72sdMiHxU4g8J9l4rrLqJSqSyZzJxuv/Wz1cwB7eW+9pfND8H3NPrjW4mNKu+9LBprN1ZYk6vRurLKjW4555WJzBj8vmEur8QlWebzTjKDa5OD4n9f8Hdbq2u7ZXrNuVhqXMvMRcrkc2Y+N1ZNd5mY0+u/3Ps9yXVdye8lYzl2g8vmCud7vHVzrjfce7zG4b5neqNwob/oVU53I6OZs55Kx0b6Zdp5UX187183j4BOP/1uvL/tcvh7JZG1+X3nPYpcUGm/09g8+Zz6V7wcT9YAmb6d7fI7fc+dy4XM9x11511Rtu8oEyV9U83CuflDx5Pijk8BMMfi90x1FI3bjSe/B/ee3LHYTzQoM3Z4XuCeogAK5kDJPdImN7Xj5tqcI2a2V7E1N9XNDdJU1SXmOxtETzJ6hX1SzzTOGCV1qbju1Wa1FNSVRjh0o7D2OtaikNpMuMpyCzYArc26vY37xXocrQ/0bCEJV68AyArPlgII7RRVygmljoNfQvF0AykKG2oTEtZxd8mTOx1ji4Kdf6h3uta2sIM/nqSYUoGiuhz8xulrRr74Qrvrx9pMOtB6zjdcObX0WjgJBMRx3JKb163B7UxrFC70F6slpwvbwhW87+qXtZJQ34IxdVJQ2xXI8RUnt3y7sRe2W7PvO7JEsb+lCj519UjPj60otLTd2OxYyC6XKqupokpW4GfPsds1Z97n/3bjc+c4r+z5impi6C4aapvPEzlaoKgSVMu4M+t6f+fHnIzX3SPgzNgDT0ntCt3uGhQVvspedCfXGYx4qd3467lr4xerApKiTwQ3b0DbY9mwcGDqTfGUuhG9ccaE+3YT1y0IgtBXWAHY9YsI3//+95fVg+1MbBQu9BcipwVB2Gz0JKPPGK1rdThjPKlLNUVe2baz71fDi9rO2LIcD4/fOiTzeYFnslvyqxR5T3tq5ZIp164zXkaCagkxdRSHx2S9dS3eVLTxlnbypnZJTx7ULgpqtMNZdQEkYcxm5Tbhyl0N3j9R2dDfvDd1NVii2rxXpn91w3uKwtpW8rtaSwi9FQ8jABdffDG+9KUvZT7vxovqCtV85Stf6XWYgrAqrKWcLtwflhn2240cW4JuvajZdTqH/hYVLWot6NPGDVr0zM/R6fK0PM87tGlpDQHW7T14QNad4nlUOfky29qldWxZL2qnU93OI+m8qck2Pa9uN2TTTdp7UxWWbkXj/05iTr1zZqzZsTN793hyfjw/pxu/Lp63tbSl84+Fs9+RCuAO0t2ncX5+XHhkWdwq+ZY0+VDyfqBXGd3XxT37kDNGSRUEQdhsUI+hRCBCEARd92BznKmNwgVBEARhJfQqo4XuESV1lVnt/M7ks7bJCktbdPPrFnlWu/XetR1TUd5Ot7mQAMBxZif5ht1+7mA3dQqArEe10MoLZIoP2LXs/57Xs1tPXr7Ue+7zvAc1k6PE2TEvRaaYVN6jmvemumPoZtttvKm9kt9T/pYuakKf3Jdotdwib80tcqu3DKKL3NRu8403ih5zUnuVf2d6o3DhzKOTNzIJeinwSHZV5KcLb2Rm8aLP2jzTnLesaPyZ370fyZQvVuR9n66s0ud+m2e+HzWylIxKivUAnfM3/fHpDvmzpIDYnst8uQrkPJMd8L2onbzWmRxPUxmwpRBRpoCSP54u7pGWMXcpezKtZvJj9nI6895UAqcyxN2b3ezT3Uf+W5X9Lh81xwgy63QDM6Apexx5Qcbesn2n4vWakyqFk3pClFRBEIQ+hWhtq/ue6Y3CBUEQBGEl9CKje1lWECV1VenFi9qNB7XFe7qS8uGAZ+FNt9suX7UTXXlQO1mi2w2ZlOfaVMa7SuRZHrP5qS2np2isyF4X38rrtuevS/6KiZctWNoLWeA5TY7J+4z9Cn6cHVsvPviYORlr4lX1PZFFuan5k9buHvGtmS7/Z4V5qa0ea++7LnJTVzsvFejO07HR9NxXrUf5d8sttwAAnvnMZ2Y+f+9735v0YXvXu94FpRRe8pKXoF6v47nPfS5uvvnm3nYkCH1AN3mfRXTbKiVZpm1upBtHvo7C0vm4zNzyLPDnES1tX7qQw9lIIdXZm2rlVbtKs2kOIiPwZFLiTQXSiCkfrdt7fd06dh5Q5FHN5KKyhmtDU4TvRTWtT7zxw43fPHf9dihFbV3aeVPzXsYikjmNcTPDTX38vNS4XV4qWk9RDCs/ma1TnOymrSfYydiWgRTcpy05zKlHNfmKch7UxKOaRq/loxKSe9flYvtTEfe7SNbJjte9D/K1OIB1qQ2xFL3IaOo/X3BfI0qqIAhCn0IKCMK1s9J2U6jGNQq/6aabetq2IAiCIJzOEPUoo0Xr6gk5XRtA3ovaqwe1V69SUXW2vFe1G2tU1zmozC25Ckv2QivIoSzqg+bGsdR4k0bdLZ9zcT5nUQ5qZkwdd5eu6x1P+nk297STNdos115x8C12ae6My3DJNR0H0nygln6pbe6hFVbwXUrl8T2q7Xqmrnpuajf0aW7qcvqkCoKQJZ+HuFSVXLNSGxnW7lnTo0fHbSX//C/y9vpevY5eG857JTvIYaSyIdPDs01UkBtzUYVZzci2zFTmUdTidSTzaUsuahuvb2aDfmSVnx+Z6T9acEqYzfjQmtfpX8rEGwmTG+k8qmbEqTc1s21X4Rc6K/y68aa6c29X972pnHuQu3G7MRddA3dfMAEE41ENFIHtsQCAynccyI8nc3Ats6c0P7Xdb8KLPks8623PQHu4zbw06fta8N3G0WvdiH4Z9+ZAlFRBEIQ+RkKJBEEQBKE/6UlGi5LaE6KkriPd9Edq560033XIf2jZkF/dN5eDkl+PVGGeajfjapeHWmTNzezT74mmst7Ljn3QcsfmeyXz1kVnPcx7H4vyOdnvgUaB52HuzbNW1O9U24G1G6f/2dI7cN7H1tyZjJfY6ye2VE5nYY5SFxUf07H37sVMcpSQ9QTboecGqFIPbN7jmfeorgPracEloh4LJ63hYAThNKalsi96zUVtzeXvlnwfzzxLVSQmG72UrZDLxXK4ZecaZGMQfXmbr6OgmRHrdJx5eZZ66wAds/HigUHWowcVgnQEcNxeJnFBD1Xv+Z+dC/h5qNluBk7Ct4tS0gDiotPhZLMtXaFs1Fa+Wm7iIfa2n3qEvfEX9n7VZs7jIsPcbn1vqgoSGZ8df9ar6j4z20lzPYnInipz47hxsnIytjjqqxA/Z9nt1R0XFXvsSQXJuWzXL7VwV36oVeZz77fVZ/Rc3FAKJ/WEKKnrxFKFkjqF+LYtzd6J/HJeWXygs/LVbQhwu1DeTg/rwmPR8ASiSpVWUiBS4KBcuH+dU/JcWE8LzJkHZV6xc/hhwH64TduCPoX7Ki6GlCnWwNnvkFumE5njsIMwAjUt7JAcS7viDvkQMI+WAkl+Sxp/EwVj7RTCnB+/v3x+66mgyhZIAOCFfLdRVk8ziHoUan0oxAVhI1mOEa0wNaJjOCq8Z1HOuJdTovJyK/93frTkfa/ITtiXCPlNUm7ysjivNCk7Lh2ZMeaM2+55q23IqGYje4qUpGQ9qx85Q2SgCKxNmKZSoTkeT+b7422ZO9jvyY4tUaLJHosCMoX9/NOQ+9udXxcy27adC9J5Apu8FAQqVVSN0mrDTtu1qLNznsL5TqaljkrmOe74SAFgMxshr9ihRjrPib15RnKcdk5g0n0YHFvjgGYESbi4C5VNCzq23Ent7nMvpLq1YFL+fT5g2Q9ZN//7YcDu2iTzMvu5XzCpn5Fw37VDlFRBEIQ+hchONLpEjLSCIAiCsH70IqOD/ip70feIkrqKKGth89+3o60XtVOI75KJ7R12kvM8ZSyPBaFJeS8qe+GjfmGjjk26i4oj+OPOhByzHbIGWGXLzCcFHdKxJNY4z4PqW0t9ktBY996G7bjvHHGB9c/ssOjDzl/lQ3rbNRLPhPy22ZZ/ZfIhzPnG3eln2VL5DIB0nPWitvEIJMURgNZQIDItgNyBL1UEKk/eYpr9ztrJi+69XBGlth5Vb5nTAUXUkwA098UyPEeCIBSH+gJLe1Hdd8tpz1UQeZP53o0HXRR8ynslddQaxZQ5LhvBFJipIOkIrEL4bVzYylZmRqQ5CZX1C/nkCQgI2LYMse+N15OgSBk578bkxqujzLyhyDtqPIVm/pGE/ObOuy+fgNaWMy5k1h97JvrJtU9h284loIw3ldxxcTqelnlQp7Y6tg0PkU48yhyEiVfTeaBB6fSc7Vh8L6qZ+wA6d9coGEWIYOcUipJ5g2tr08tdmkkHSk9Scpxmg61zO2XvoUScr6C4oT9/6jbyt5sCm6tBz4ZksST3hCipgiAIfYp4UgVBEAShX+nNkBxIuG9PiJK6yixVHKnj1+3yUHPfdW2RKjI5eVbHIksl0OpFzX9OzNlcjHZ5GYCxKOooY2Fr68Xz8lKJFMCB+VuF2TxJ+JbENFcm35y79TRkG3STLYiwWuRbx+RzjNoVPFiKfAl3Z+V1uTOBtZSSzb3NNx7PX83CnOHkSy8nKRl76sVOxrScok8evkcgn5taVEipXVuaFo9q7hhWk40oeU/iSRWENSfz084X78l5UdsVoSvK5W8rY9Gaj+rLiTyunVo+PzVzDN6YfS9qpsVLy9jj1IPnvKmswZw+87WNVIrtq6lNASWG8ag6T54/3QiIEFjvY8l6HkMGEACkguS8kBuvjgAd2XGn59x5XDn06lKwznh6O9ESyeTNFdwxtBRXgrkYZE987AK5OM0JbpEFRZE8uXNedN8wmQ0n7WgCc70YZQSlElhzIv+d9zdmRqzN/+a6cKZ0hILzYpvCVQqAtjdLcqwuF7ljbZJOUQOcWaalJU0XdNM9rp8LJjlc3nW3iCe1N0RJFQRB6FOUeFIFQRAEoT+RcN81RZTUdaTIGEQ5K635bBW8qJn1uWtLVEsuam53zqvlvKlcNF4Amep2RZX7WLesx1Rc6Y7dOhSYz70cmZiBOJcnkx0vJekTgc3bDGjpCmv57QC9ewzbeVBd6fuiffi0HaO16Lrm464CXj4/1XlTyZWg9y3szmLt9pVY/HVreXzPQ5C2I2g9hpVWrct7VJPPvdt3KY+qO5bTBUWEsCclVQSgIHSL/2vpVGG/0BvWrs5Dxpvaef/tom/yJJV97d+u2mlSZdbLffTlbBLFtEQEk/PSchB6UTZ+Xqrx2jW1yUuNtfmb2Xn0sgMvKYVAGe9prBnlwNT7VdbLmvGiWplEcQToOB0nqWROkD/XS7FURWcNtHiCHTGbKB6yScBKAczGK5mfR7HXhsbPTW3xarfxNCZb846Tlcm3pbCS3Zf1/jovqvNoN2NOIpsCIlvHwFyDMgha+ffZMuSDPzdNjrvzdSDWpg0NUsOpW5c6uFCTmhX5HfZAy+94jSGgJxkdiojuCVFS14mOCmonulVQVxLuWBSOlAlFsuGXXsEieMpCGoakWyMN84V6ktCeXPgRKRBi2KZTYFuqnv1j80N9daqg+v+3FK5iTkriQxECO1r/mVKkcPmfA62HlV8m/yD2v88XbFgq5NfdKwFSxdMPr007xblS/zakKVFMzYaT1jR2ruQrqBRHdgA544hfHt+Gf+XDqzQzGrG7J9JjVuBVLa9edN8V9VDNH0dLsY1O4Xl9Tq85qaKjCsIKyBtPiwoptTMi+61QcsV8OpG0RmkjhwAkqSlOUW1dQKXGRzcmK2MzBYlySlRiGAZSRRUwrd+84/RDZJuaEcVAU2s0Y0ZTa6PseeMeLAUoBYSSUggDwKiFRnGNmaH8dj1WQaW4aUOUY7Ar9hSWwGG1q/OYp11LH4cfMpuXL0yMwMxIEMAYgp1BmJCq75k5nArSQlXWOJ83zJt1CuRRHANBYJYJGKxccSg750F6LBqpglqLNOqRzswPUkU1xtaBEpjJm2/Y0GzPCL0skvuMMu9bwn9XifVVO3tHPKlrhyipq4DXyqrt9y2fZaq9rfAHvUoPhKKcO796a2FPUb96bE4wZ/N6WhVU8oUqkFpOmbNCk12eBqwnz+Zi5BVVzvZJjW2OJjGShtZkFbfAVvCL7AqZKrttlNN2jcHNvtx2s71MnUJaVA2xqJ8q2TeKjPZnCwsm4wyIoMk0GXcTl6QvHaceVDdetucgcApqHHXOUbInyZ13dx2Z7QQMARQRFiOTKTMQqmX3MOtU6XcpMvnRQKGymi7bxWRxiWU2Ih8V6L26r3hSBaE3Cn8zRR7TNcQ9/9tF1/g1FFxepIsKShy2tiK+ySe1tRyUAutSS6XZzF6ITEVfF0GjQlvh1zwTnWcOAKqhQqAZsWJEOoAuMWIdZKrMKpjlA0r/DxWh5JU2YCKQCsClCqACcFBO5gPkVSRm5XlT2+F/t5SHz8pKRQSExkMKtFaWd8uRdwzKyuNAke1his45v+0ixwp61XJYAoIyWIXgoAQoMzUPFKHkFrPvQ80oKzPnGSgpO7coOE4yHr4lRUIvxtoePNp5J4w/Lzqd6NWQLIWTekOU1DWm1/txPUMV20/eySrebLxY9tO77/oJFhdrntnR/scMgJOiB6Sb1pIbm+90bB/gkVVO48TSWxzyS0ZwqQBQJSPIgpJ5gKsQMYzSF2kgBkNrV0iJWyxuhDR0RxFBKaBEhO3bxnHB+RcAsA9Pr4hS0vga2Yd/i5e04OIu1mu47+67EcWxCYWyRRicwpjfZj7UCN54Q0WolEJc+IiLUA5LYHgC1hOi9m0SImMUces9BXDk0EGcnDgKimrZ61LkMSBKBBCrwF6LEEyBEaYUgIlw4WMuTs/dMmm3bj4wSdv7MD/MQjoV8dqEKEUoh90VCQF6E5aCcKbS1c+kkxe1KHLJGmnbFUvqhfwTzBkhXaRKoCgxJlLywC9hcWEeDzz4IOoLCzZNhq1HzrkV2zwbSSFpwOZksA3LNYZjI8ui2Eb2WLnmig8VKUlubEoBgTWeBsqce2WLSlEcgTi2XmA7ViebmDE+NoILzjvPPO/JSjk7PwARSIVmrkCBTRMisN0Xk9EHAwIUI/EoMoBGvYa7f/Sj7Ji9Qn3mvT33lJWpprWbmfcQm7lNKVC4+LGPMmspBVDJjMd5RJNrwcYN6xn0mRT2Hz2O4ydP2TmPOR4ERu4yCBqpx9e1nmGkxnogKzeJCI+/5AnGUI8OLWeWMtDkP88VKmTnU863osmc19XDD3XvFwi9yeiwh2UFUVLXlHYT6VWPmV9GzkYe9pSAduMOwxKIap3TYj0lx7Qwi01ugo4BhABZtYydt44K12cnFTrtxgofa0ZOPZSeRTdZNrd+sxmbh3vBPvKHl1UqOy3HaDRjNLVOhLqvoPpjdyjv+IsON2YG6xgKRkkt2idZQ4IJqMqiCNBRlBEwcDkq/r5zF7XQc8hs3dKEkp3lEbxQ5w2wELZ4VIGOXtXNxvL6pAqC0AttZXLRM6Qo3Lddz/Eewn6TSrQF37lnu/OgutoDsJFFsD2xg7CEchigTrBWVqugtijZ/vMyfZYjCfN11V/NuXEKrFNQfcOwU558g6uLVArsd1BWdmljXU2CTT0vpG+8Boyyqhs1IG7Y1JN8lfncefW+K5LhTkEFM6IozkZGkVlLAalcLJg35LZqNxyDOQLHMQjescDzoDoF1SnhAMCx7enKiBu1pLoxw07pCqbnaQhzqqBqe+59JVVxNkVoRXSSo21/N6eZu7QTPXtS13AspyGipK4S+ZDfdZ8rdgyH6X0wSe6C99m2bVtRr9XQaDYLHkKuGII2VkBnl3QKEZHnvTNZlUlT7iIFyYX4tCirDAUFJraeQoKylQtS2eIpX8kpyIbB1uoNRHGMMMz+BPyROLkCZHNC/O/98xUzY25+HlpzUsa+RUHNn7V2hgz7RRxrzM3NYXxbtUXyphMXe/+5z3xpxYxGbcGOnZKiVElhjMQiitZr6hsc/I+ZMw/aIsVotR16+XCs1hyiZSqrfZ6XSug132XtxiIIpzVtnhNtc1Hz6+afJTaX3yke3bRNyRhBc/OJIiOkfYonhGGArVu3ora4iGajjozQcMpS/lhciE6yL6uourF742ZPQY04/du10HF707AFh2zEjxk8JQqUJk7H7YfFag0XccWs0ajXoZsRgqDNVDUne9gJQu8E5sWaZmBhYSHxQBIlZfisDs0gZ/QmZLdR8CgmMLTLqSWreDtltUhB5URdBjHAmtFYnAfp2NaRSJXXJEcpM9cwp9Odc2c0yJwHZXJWXdTVsli1NLTsXaty5zTfYs/HbaEb3+N6F0xK9gvJSV1LREldRbrRBTfqh5QOoP0sNpFfbcY4Pr4FgVKYOHYMCwuL0NpYaZNqv05RVQCYTG6MZ8lNwo+UfVhTbKyJvnU3ibWxQSqFCb0A2IQOQQOaraLa6cdvv3JHX280Mb+wgLHR0Y7nAvAssLnP85bvZhRj8tRU+nmbS+0rzIUCJLePEydOYHR8HEqF2WV8y7F36pyiSgTEcYR6bdHuS6WFqNzEw5uAENiEXRWRm7S4h7J/jKv97O0wL2i/TnIvehRNHnvY3kaiiHrKYWntiisIQre0rYDr6FJR7SXkl1FU76D1faKoep5Ntz7BzC2ICFvGRhFwjImjR7GwMG+LEKWKksM9J1OFiLLKdiJUUmFjaipYD6o2tRI0rEfPOzVhQGZXVi6nfzI0U1p4KFHWnEXYC1FmRrNRx8LCAkYr5bT6fIvK4hm1kZ2/ZIzK9pBiHePk5Kn0O87Wcki22uZRqsFpTY5kE4y4WUdQKqfH4s9rfAXVyli2F72pgUatZqLK3DVoMwdzhbOU8wwzMoYCtwy0ja5iU/05f9d2jobrcN+2idjrVDDJz/Ntt3PfgbAZ6UVGS05qb4iSuo6sWEHNu2u7XaeARIC60NqiZVo2RRgbG8fIyAhqtRrmZmcxv7iIer2OOI6htbGEam1sY+Q9bMkKSYZ5qrI2D+skxMd3W7pxE9m8SJURymZ75p/EKudNz1szU9066TY0axw9OoGhoWGEQfuHcpGC2hKWZT+fPDWNhYWF5H1RexaT/2rzSXM5MMk+yFqs7bZrtRqOTRzDrj173JFnxueKKPmWX8DsY3ryBGJb5Cg1AASF9wWzPctuota2IEV6NdbbKLiUR7Ur+tx76tNrUQYx0gpCd3T8qbRoiQUhvpmNLS/E15+UJ9E63Pqd8vRIf90WxQpGFoyPDmO0ejZOTBzGwuwM6vUadNyE1hps6yUkctLlThIBFIJVBB2EYITJoZhqs3Z8QKIAOQU10ozI01I1lGnLYQdOZJRUDaOgZs5uKlgT2eMUOmZg4vgxjI6PZY2rbchHPuXPLVhjdnoas/MLHVOb0vPZbkfptyZCiTAxcQx79+6xRvR8+71UQWVXWV+bk3tqZgFRHNt7ptPxEdAyE3Jh1/l5imlVE6jsueikBKYVfzv5NrvkNEi16RbqMSVHihv2hiip60S3OS9+ry2zYi5kMX+Dt9tuoQdyaS+q5rQ4g859mQhFUigPDGLrwCC25vZnlC/3UaqEOesieaE8J0+ewuEjh9Fs1FNl1e3P86iaoj2pYkVsw1gYIMWJ0MsH+WasqJ4cdGEys7Oz+MEPfojzzjsP42MjpggRsg97Z33128bAO1cMoNGMcPzkCRw7fDit+pc7D05eK6VQLYXmPCaC2FOrGbZIAiEyqa2IwTh+bALHjx/Dzl17sGPnTgReXKf2DtB4UAmBYkwceBAnT5yAVqndGnDeQUK1WsXes/ZiaGgYgVIgIsRxhFPHJ3Ds8EFEzUahgQAoftAu1ZsuT7dL53TvzL6KlNW80aUX49BGe07zSE6qIGwQnG9H0yHsN9Hm2iuofm4nkDVipp95eYfe9656PBhJQSBlcz20F67qjzlQhD1bRkAjZej6IrheA6IGuFE3ipJOlRGqVEBhCQjLoFIFVKkCpQoiVcbkfAOHTkyhAVfH3+w/ZqAZMRo6RuS8qnbw5RAoBwQ3I1AAWCEZP+A9a/PPLFIAx0nkz/TcPKbmFzE6Om4Mu6SMshoEAAVJZWKGSmWp51kkAhBHOHniJA4dPYZavdFy7jPGYyIjD5Uy/cij2ESMcTo1cS1q4LXKO3piEsdOTmLPzh3YuWO7UTeTIoUxOIrM/42G2Wl1EPsnTuDkiROFMhYqRHVwCLv37kF1YAgMQsSESGs0mhFOnDyJiYkJRJHOeLKVAlgRmtpITlcBupBuqiZ3ystOvmtVrpPfTs6wkD9S3/eyWY2sPeWkbtaD3CBESV0HViXEt13V0m4npd7DyPei+vhKhq/4+P3GorYGMk7DkaympqxnjtnE4ZuHeQgiDWLCtm1bEZTKeOihhxA3G8hUIYRnM7QKqhm3d7zkFR5y/+XOta90aNjeoZxOBnQc4cGHHsRZZ52FbVu3ZJQ/dwryCqqxIJsiSVPTUzhx7Djq9RrcFERxGjrkrGzlUogtY6PYunULxoeHATIFjRYW5jF54jjm52YRxxogApFp88LkvKmEmMwEYOLoEdRqNew5ay/KpVIycfHPQYk0Th0/hsnJSWjvnCV5m0QYGR3DWWefjTAIzXWzE50gCLF991moDgzioZ/eizhqugPxrkGB9xedLYRFCmzq+V49iqzjhfmqmwTXRqCX5QVBSFFEbYvIdOXVWKZXyLXsWg7FCmzahsa8T+WtqfuAnqJEMpE+WoNjDQq0URCt9y8kxvaxYQTlCh48cjy7PqxB1SqoGU8qm0rAodNT243BxhMxkTWwGQXVpW24Z/eD+w/irLMVtmzZClIhyLbLMd0AYEoeWVloRmFSgJpRhKmpaRydOIa5xRoiG1XkG5LJ7lsFIcZGRzC+ZQsGqlUEgbl283OzmJycxML8HHRsLMfKCHqrqAbmGFQArWMcnjiGxXod+/buRjkIwXEEcqdaa1C5DA4rODI5bdKDChNdCePjY9h37nlQQQjNjGYMW6hQIQhL2Lp9J4JyFffce58J+U2s52amxYnB2x1pG9Y4smipuhsrLbK00XKd0JuM7hC4JxQgSuoy6PZH0dVyBcpnize1w7LdDaQHwYXs4ywpiMCpUMx7KJMHvv3C9Ap1QtMoP1obAUuuNjwUKNAYGxvF2JYtOHXiBJgpLeDjP9k85aj12HwvbS5s2HpG3foBCEzUqqxGEQ4eOICZ6Sns3LUbAwMDUKS8sGG2uSwacawxv7CIyclTmJmZRrPZTIS9Umn7GMBYzIIgwLYtYzhrzx5Uq1WEiuCKykMFqJZGsGV4EHNzczh4YD8W6w0QMaBM3ieZmYA5Z6aOPqZOTWJhYQG79+7F8PAwSrakuWKAdISjR45ieuoU4vzsgM25GBwaxt59ZwMqTHOFkLXID42OY9fes3D44H605ganeZ9mctF6WfK3fn4y6CutK1FW8x7VTnRSVvvNg+qQUCJBWFuStMtucPLXT8BUnscpX+XXKY9LbZY540V15KV90h8bVhxYKzATWcXOzh/yO9A2aid2qTZxxpPKWoNUnKTikJfHStAYHx7A+MgwZuozAIyRlhODrZHvmdBlO5HQSL3HNoAnO7YklzS2SqYCSMNKpOR8RlGMAwcOYmpuAbt278HA4BCIQms8dUZsgtYaOo6tjJ7E1PQM6s0mYq3ttCJ12yXtfIIAY2Oj2L17DwaqlURpdYxv2YLRsXHMzc/h0IEDqNfr5thjAAEjsOWKSQXmNtKmNsXiwiLO2rsbw0ODCFQIUqagUj1mHDl2EqcmTyLWuvD2IBXg3LPPRhAoaHu9iVJ11tiMCUPDI4gZiFinrdrIzEO0n0vsORrMe/PXqjVD6aK4WNIndbX22Sf0npIjMroXREldJr6Vr933KyHxWHXKfQE6K60Fil2RspcfqvOi5hXUOPk7zZfM7s8aTZXJj2Rlz4PvWXWCgsgodEGALVu34dSpKbBu9/jyQqQKFQ3XozW2DcHZDM4KQIZpHA5rqVW275smo6xCA1przExPY3Z2FqVyBUODg6gMDECTQrMZYXGxhoXFRdTqdURRbISePQFJqxtY4QHbdDtQ2LFtC/addRYq5ZLp0woGxVESluWax4wOVXDh+efggQcexEKtATBDhWVzHLZeBCWCB6jXFrH/oQcxNDiEHTt3gFhjcWEBC7PTiKJmxiOdnkHj0d1z1j6QCozgcuFL7pzah60iwvj2XTh+/DgajYZ332Tvef86+L+HpaLSFVGLd7WTsppzFnfED/0t/H4TeVZ7FYAi/wRhDfDlbL6UahJ76y3bJke1G4U4X/PAf56lhZOQGBg1YKOKjEfR9Qt1DwNXoMfE6DaBuAmOIxN+ChivZNyE6+lpFNXYpOAo55cEto6PYv+JmZbxusgi97ePAmXkooI13hIZGUVkzo0KrELPSAWep0JZb/jU1DRm5hZQGRjE0PAoKoODCMMSmAjNZoSTk5NYrNcRRVESAstOUrv5iedGVUphy/g49u07C+UwzCinaX4rQSnC6MgIKhdeiPvvfwCLiwtQIEROUbVpSUTaGAugsFir4f6HDmBoaAhjY2OoVCrQWuPQ4cNo1BaBOEpzVXPzslIYIFSAi1BLTpXTO+17pQhBGKJur6U7/1pT5hhWxDJauiUVrc8QJNx37RAldQXkFdW1mPT6SmVb7+py6CksCBlrqcvFdApssklKczqc8udOj3KFgKyyCjjHHqFULoOUKgxxyjzpCn/bqQc1hIYiYwHWVtBqUrZPK6fKqpFUSV4rFCde1TjWiBYWMb9gCitEDNtSxh43e2E1/tAoFciBMuG+A5Uy9uzelSqorEEcgXTTWrKNZRU2LLoaKJx71h7c+8CDiHQMYm2boBMocDkn1jscGMV6fm4Wiwvz9jxnG3enIcf2MBVhy9btCEsVREzepMc7v07IkTEgVIdHUZ+a6kradfJQFkX2OItiL8pqO3rxqObH1s/0mpMqVlpBWAYrLfTiFNUeiiZ13JwblvcQTJQm5wy0/yfeVCDVBhNF1SkYsfWkmsI93Ggkx8wxbBhQAEQKFIRGXmo2cxy7XKlUajGCZVKE2siIREklQilQKIWB6bPNjJhjMAfW6Ww9hS2XQqUeVyLEmrGwWMNCrQ6o0HiRrfE80k5Z9g2baS5tJluICNVyGWft2Y3BcnpsidfRLeuc5yCUyxWcc+65uPfeexFHEQCy9Y8YSqUloVx/eK01ZufmMD8/bzytzNBRE9C2d7nvgSTTEo6IsG3bdqPo2bBrlQ4jU/cDAMqVKhZq9SQfWOXco13LUWdo0SJDesHN+bpFWtD0hiipK2RN801zLKmw9rB++hm1fYr5SqhR0pA07445LSTgSrIbyx6gNNucDULAaYiw0aO88CersEbNKFF+3b58kp80W68loaXVCAEYrFYwUh1COQzAWmOh1sDMwiIaUWRb44RGeNh9u8d9AJPzCRhLpVPAAWOFTiyxORIPKvkvSvIIh4cGMVCppAqqtgpqVIeLFzLHkF7LwXKA7aPDODo5BdJpOFNABLLKdOy8qsp5tLVXFdgIUyJbbMOdNwKUCjA6vsUo3mAoNg9MX1FNcortpEcFYZoz4z9bl7r/kkiA3Jlz1v1l/mxW06O6GRBPqiD0znLkctJ+Zp0jLNpVXE2U0gLvJNsHfmyNwU5zMX3DQ4A0XPIGKTLFB8MyqKwTzyU36kCzbrYVRSa3MgiNws2x1V5Tr1gU646nxkXHKCsDlS0arLzoolIYYnRoAMMDFZTDAPPz85idn0ejVjNjskqa6eGdPsDZCli/iCKTCa/VWmfmKhkFldyUI2ssdeMZGxnEyEAFQZAayRVlo8m8CGGACNXqALZu3YYjExOwIVk2UtmMOXU8xuYa2FBcc14Z0KbPfHKPuvBjZjCzSREaHzPbtgdmrqv1MVsvtDuWUrmUyMNe+2QXhoavFm3mCEnYrz18c0x2ldz9tSnSN3s0JEsLmt4QJbVfKLK+dlAE2uVoFimv3fZra4eG9TLah3akbZ80q6iCGU02uSAA0CyFKIcByoECAoXAU3R95cl5V6dnphHFcaYgROaY0sglq1xRoZYyOjyELcMVlK2w5tEYdb0Fx6fmcHJ6FrGOQKRs/zZlcj+dEmgV1XwfsiL8x3qinMIIaaWQCJRquYwgUEZBjRtGQY1jG+YTG+Hj+pI6QQVg+9gwTpycRFPH6ThVkPGqMgOxtvm+ORWabb6QDahKzvlItQoVltC0Tb61Fz7k5zi5Ks5aM+rNCDEzyJ13N0j/+nj3HLcLDcorrdb6DayuR/V0QzypgrC6LNuRsQJvazd9U7X1Bjp5az5rNdy6npjKmn7dc1xrhlYAKQViBQQBOKyAVQAuDSCOosSLR3EEiptQURPcqIHnpwEdm6q/UQQEEaiUevoYhOnZ2US2tMN//hhl1QjHgEyIbykMMDpUxfjIMEoBsHWwhMbWURw/NYPJkycRJ0YC71wTGcVUhQApowwaNS2N6nIG84KxkTddUJ5BOSDCYLmMErStvKwShVg5RZeQhksnoouwZetWHDl2DLHWUIGRxWFoKgKzBoi0qQHlKarJIF2Ir/8ZkfGiMmGgUkI5VMkyBG3ybwEzF2B7btnaJjQnDoIilrrd09YzbT4v6o3aw5xyM6TVrATxpK4toqT2M+0eBMtQXtvugrNl8Vu2lyiORhjE7Bp5M2o1U5xgZmYWTVucAGCUwhCVSgUjIyPYMj6OkcEqqmGAMFC2RQqSAkkL83M4fnLS5I8wChUS2w88KbxQ1EwbBJRLIUphiCDpUaYRKqCybRTVahWHJo6nhQpciXsyoUZOUYVi6NhaXsk+/NnmguZ36ZRT50UmWEXSDEhrDbJhu0ZBbRoFNW7Yljts/gcy17RCjFJAiDgGwGC2XmNb0TCELZJhldVI23An7+y5qYVCakmuDgwaj7U99wqEGLZCIaUGeUfTFolylSOLznveKJJ/36K0+tEAbaynKyEpHnGaIJ5UQdgAlqOQFuWmrgCngOVhOOWV4MUoJeuQBkiVgIAxjwpOnZrFzMwMmrUFcNw0CirHUIpQCQOMDQ1ix85zQHEzKaZEoW3rogLEQQWztSZOTk23jEXZhEll5aUzcIZWQVVWGSQYBUvBhA2XAxg5jQihAvZtH0e1XMLhw4cQ69gaTwlJH3cVGs9pEIJJ2XPDbZVTyozRfkZZma10BN2oAXEDpM2+QFbRhDK9YTUnkWC2vBOYGaVyGaVSCc16PTXqMoMoABGbeQWQVVQ9xbtFcXNGah1jqFqB4tiEP7uQX4Vk7qQIiD1lu9motRoHckUcV8QyclILN5N7n/eoZpbdZHKst5zUNRzIaYgoqZuRZSivHTdH7RUF/zsnDJqNBg4fPoyp6WlEUWwsu96um80GavUGZmfnMDExgWq5gvHxMWzbsgXDgxWUggAhAdNTJ3Fs4hhqjUZS4ABoVZZMGJHLd3XHmjt0OzaV5KjG4NiELAVoYMfQABpbxjBx8lRaoIm0KXTAganRYAVLYI2YyumlnqLqPzydEDACmBJF2v2/sLAAHccIuAFEDVMwSTdBkVVSdWSstDasyp1EUiZnZzGyllRSANi0CHC5RipIlFXXqkYzgV3urz1Hyd/EUEGQWJ1NlXozuWA70UmutfW8zszNoVavpxUAvWNPlNEl7rnkcuUEHUG15IR28qiuRI/dzGG/gSJjVe9heUEQVshyK+k7Mn1TA++zIGmJQ50Er0eRd9AZjF2dIWaAbZyqJkZMhGaTcc/9+8Fx08qfGBRZGRRHiHWMJjMWZqYxOTiEsfFxjI+OoVyuGFkRlhBxgFPTC5g4eQpNXRxd5JQiaJdWYt6HKi2aFNgQpVjH4KgJigPjC7XG2pAj7BiporF9G44dPZrdgTUm+wqq9pRT//R0o5wafdoUWlyYm4GOtkFZ5dSEHAfmbx1CKZUUqkrTm8w+wzBEs14318NF5lrZTMyp+cDl22pY43haiTl7UY0WWiLYmhWRLSgFkNYgG7Ts6k6QPcZmo5EcF+wxKqKkTkbXtLQmPN3q8K4NROhJRpeWoaXecccdeMc73oHvfOc7OHLkCD7+8Y/j6quvTr5nZlx//fX4u7/7O0xNTeHpT386brnlFjz84Q/veV/9hiipfcpSRV0KQyh6qfxbgMspIdjKgcjbaRmLc3N48KEHsVhveJXkzLeZsFNtvJKINRZqi6gdreH48WMohyEqpRChIkQ2H8Z4Ve1q7n8gabCdhKRy+ncRcwsL2DZUAlibyoVxM2mgrbTGrvEhnJqZRWNxITlfrIK0d3gAKBXC+ZbJWSKtJzHww3zd/1Y5dSFNLhcnANBo1DE/N4exwRAqbhhLdRwBjRqYjbCGVVLZ1/KDkgkHTgoYuLDf1NoLHdsQqMCEj2jnnaa0SJV3PsFAvRmlOcRMSWEIDTNe9tapNZo4ePBwEn4WJMtaq3mipHawbgCeUmrfFhhYluNRdYue7iqZq4bZ9fKbURMXhH6BrLa1kvCOHosnKWr1JuW9qPnhJLmSsOGoRKbAn81XnJubwUMPPQSlI4TIPSdtuKmJ4tFgZtTmZ1BbXMDEiQqCchVBuQqoABETIg1oUmBqnS66ivWuBoU7nlApU0BQIYnUUQToKML8/Dy2DpYA0jZP08iIIGbs3DKO6RPHUY9NGoxT+pyCGluDeMzFl8g9/goVVDIRSUkUE8eoLy5gbm4O40ODdtJhaleAQ2spD1ut+FYhVV4+J9uIJ7tXuJoXxiFsjBXJ1IVjOJmeGKhhFWcGombdFlZiI+cpSEJ+jXOXU6O4jsCsE89pck08Y7l7n7kFMietXZxwFx7UFsV2ZWxG8UVY+5Sc+fl5XHzxxXjlK1+JF7/4xS3f/9mf/Rn+6q/+Cv/0T/+E888/H//f//f/4bnPfS5+/OMfo1qt9ry/fkKU1NWmKH5/qVWWuGmLHsaZ3mMFmNYvHZRW72+yjzcmyjzojLZqd64Id//wx1is1RBr9/g1elQY2HYiBVXhtPXWaWJwzGDdQL3ZSBS6ItwYtDMOBkbfVTaPseWYrYlzcnoOIQFnbxkE6ovgZh1wpfZ5GuHoVuwaG8SBmZP2wG3lXwqAIARQMZWHAxMqFcUwZeBVgHKphEqlgiAIEEcRGvU64ijKFFsIlBOEpkgS1xv46b13Y3x0GOfv2opSYx56cQFcm0+UZ/O/0/JjICihVjLV+igResqTtgogoFKpYmxsCANDw5icb2J6bh6NKE7aBMFZmT0r8KGjx4BSFWPj49AKsGUhTT6u/X9mYREHDx7E/JzJPzK9ZdF63l1YWBsBxi3CK6esAnCFPbrxqPrrnUn02ieVVup2FoQzEbIKxVIT8uV4V12OJakkvabTL9qX94nH0P6o3XeR514lApo2yqdeb+C+e+9F3KwjIMJQSYED25Ym2YFTDm0OqnuWByGgI0TNBpq1BSCoAEEIDstAUM5ousZbxwgVQQcmP9JFOysiVEOFQAEVpVAKCCUiE6HEGicnTyHUTZy9ZcgUEQRM/3QVokKxkdFH54xSTAqsSohAaEaMyCqpTq4ZT60zFCsMDg8jDAKwjtGs18A6ttFVtv6D1tYAbPJyGcD9996Hsa3bcN5ZuxHGDXOKgjLIHncQVEykEsx+Y2Y0FmuIG7Xk2axhCxoGbOY2SqEchhgbG8PA4ADiKMbszDTmZ6ehazYZxxVxtLmpDAUwcPz4cQwMDGF8z4A5N7BKcaAQkgIrRqNew4GHDuDk9AxCq6C68+GM5qEiBJQamAspyDNNclFJZ9/79+gKlNKkzY8Lce4yoqBvobXPSf35n/95/PzP/3zhd8yMd7/73XjLW96CF73oRQCAf/7nf8auXbtw66234ld+5Vd63l8/IUrqalKkBC7zx9ztb7aoyBCAluq3yViKhCynAhRkGlmz02ystZaYEdmwElZWISVTITaGm0y3H499bmbGrb3vfZxATgokdfCe+mGnzBonp2exbbiCQSKjoDbr4GbDCOJGHboOUNRMlD5mDQQAaQLryFgt2YTWKALGRkexZ88eVAcGQEolvUXjOMLszAyOHzuKZqMBBnsKqu3Xaq2hMycX8WBjAefu3IogbkIvzie96lzzdCfhuQycWGhAN3XqNSUN91MlBYyPj2Pv7l2olEIgrGBs+wAmZ+fx0IFD0I1mkk/rlBU3ydFxjEOHDiFmxsjoGEqhCxoy13Gh2cRP77sPzabts0pAuylVUvCp5YtssYX0dmhVVlNvqFNoKRmvYHAFProlaaskCEIhLofQYcXchlDkRW2Hn3vpnpEa6XNea8ahI0exWKsbxUQxYgYCl6dfKGxdKzSAEVk5bQsIqQhgb87geSfdW0WEkBQ0MTSZ/TjlKFSpRy8x4Noe4SenprF1pIqhZs2eiAAIjIdXN+rWYBsmcjqKgYgZcWwUVT+SJiBCdXAIO3buwcjIcKqYscbC7AxOHj+KuNEAtPGeIm7adJs07Wd66hQeUgHO3rsLZZgaEhybuZAqVZO2eRpGts1OnTQyzgkyRmLMVYHC+Og49uzbh1KpbA5Bx9i2fTtOTZ7EgZ/ebWtM2KmNdls2xAwcOnoEIzv3QqkSXK93zRr1RhPHTpzExPETWKg3wNYJkPaRS9OQAkoNvh1FyFLyxSmvWMKI0yP+XrOzg82Fuwe7paPRYBk88MADOHr0KK666qrks7GxMTz5yU/G17/+dVFSBUu7H+8SoT95L1K7CXq7HmQOlZvgE7VRVNsOxCoPDOtdpKTvJwho1Bum8i2Z8IZY2XxGp8x6YbpFoZjJpCAfdlI0PGqdNGg7tny+qtsIwYTGRLHGQ0eO42G7xhEwg5sN41FlIFpcwNypWVBkyt2bvmRO4JkQWlKxEcwUIAwDXPSIh4FIIYaZBLjLFQQlbNu2DWOjIzjw0INYWFgAcZxRUMlaqVk3MX1yHj+dm8LZ20ZRrs0nijOzyTW1G8XkYgNTDZiQXxWaUCcVmHOiFLZv3Yqzdm1DCA3XHCcMAmzfuhVECvc/+BDqzTg55/4EiBmoNxrYv38/BgcGMTQ8hFIphI4i1BYXUK/VoaMmiNoXXFCw91SRkrrM6n/LoZfn/GqHELnf1Hr0WSWbX9T98oIgrDorzVEFkgq/LtrBfz4bb6BRKvPRENoWCPIVVD+1Rlsv5mK9jhMnJ+H6jRJTKppdFI6PVdKckZTCEKysIsdBEqGUvJDKXld7wUbIApqS3NRAmeiPkAhBQEnUlMsDBWtEcYz9R07gUXvGTBscHYNIobm4gLnZaW8nIViFiCNGZBXUyEtEDYIAW7ftxPadO1EKwkR2mbzYANu2bcOWsREcfOhBLMycMnJZmwr7YCvDKASiBqZOnUQ9inHOWXsxUC6baDHmxHivyPRin56exOLsdDLviV1/UjJnaMvWbdi5ey9iIrBmqzQHCMoBtu/YgcP7H7CRZ0gUVbjiiHa+2GhG+On992NwfCvC8gCamjG/WMf8Yg31ZoSmdbGTPf9p1JU1bHohqNSt/HD3hyv+xe7/NCR5JR5UJ8fi09AK3YuMdsvOzMxkPq9UKqhUKj3v+6jN4d61a1fm8127diXfbWbOqDpTd9xxB17wghdg7969ICLceuutGzqepRRUUyCAl1RQ/WXz2+o0kSZbBbf1FYO0NrkmVtjMzc6YMvKBsZSWlEJI5ruSIoSBeZUC876kzHLu5crRKxihtdRv2gRItR53S6SEe7AnHswYi/PzeODAESzERuhH9Roa9UWcmJjA3MljqeJqq+yaHJUoKWYEZoRKYfeO7aZKoTK+PuUKQdhXoICBagUXXHA+qtWKzSmx43GCMG6YQkmNGhamTuLeu+/GfK2BZr2GxtwCGrMLaMwtYn5mFgeOHMGRo8cQL8yBa/OmIrCz9iqF4ZERnLVjC0pxIxUcLr8IwJYtW7B79y6TC+RfZ99rYD2qc3OmqNWhQ4cwMXEMs7OzaDQbNjSY2/buS7YZR8kLzhPMrS93T7WU3O9iwpe0MPD3izNLEVPWIt7tq1e9ealnIjPjrW99K/bs2YOBgQFcddVVuPfee1fvAAXBY71ldDeytcX41mszygL851ovP1lfQdUM42GMGU2tcWpqCvVGhFhzkrOZVMAlL1qljaJhlNWsXCmyIpPdDCjNmQ8DQim08p7S6r4hEcLA1DxwVYWdojq/WMOcDhFXhsGlKupRhJOnTmFhsW7SmVzBJBCaMaOpGY2I0YyBesxoaGBwbCuGt+5AzMqEAiPrZSUCqpUKzj/3bFTK5VQuuwKGcQTENgc0amJhbhb3PHgADx47hTkdoEkl463UGrpRw+TEYZycOILYtsyLtVWcmREzYWBoGOM7dmMxBuoaaMRAMwaamhExwGEFO/fsA8JyaihXAVwVY1aBLYaoMDc7i4nDh3Ho4AFMHD2K2bk5NKMmYJO9TM6p6fPu5mLu5aoqL3WndmVo9VONks9clFdO6LjPzzB6kdEKwOLiIsbGxjKvG2+8caMPoy85ozypSyUfrxldFFIoUlAz33exG/LW84VgkUc1E7aRVxgYIFuJh0hBQ2FuZtrkPtiCO5oZ2sUCg5L8R/dRy/EUHEGnYyJkK9NlKvsWbSGx0sbguImFegP3Ty5gIG4gjOuo1+tYjBmxCkDlAZuDar3G2hYiolSJqpRK2L19CyjXeMWUmnd5H+bTcrmCs/buxQP33ZOMw1d8ySqrul6DbtRw79GHEDRrUDEDkUYzakIHBC5XQNVBk0OjY1CpDFBoFOIgwN4d21DSDVO1uBxkzgRBQ6kQO3fuxPTMLKZmZk0BJaIkJEiTKZikiZNzR0wAefk9cFb94qtCZDyJZHOJOEgbiXOhm9utWlAwyYUEb5BQ838T6+EVXQ7OK9D98r0dx5lckEHoPzZMRhfRTZ7qUpuwBXPyFX6T73P5eL1U/NXayOGINaKYMTU9jZg12Ho1/Sq4rUoGGeUozkXEOEVVlQqOxRsnXKVcTkJdneLkCvWEyrwCIlDcTNqwmZBf4528f/8hDA1UUUaExsIsFhYWEHEAhDaCSCnEMEqgU1RrUYxIG+VzYHwb6trVtFcoB2kYljMsK0UISiHO2rUdD86dAuumGU/cMEuRyVNia+zVACZPRJicmkGpFKJaLiOKIjRri4h1jJiCZCwRM2J7HYKQMLZ9FxZiAhEjYJhaHC5J1MrcnXv2Ym5uDrNTk2aoTm46b2imAERqLCAdtRR2VCrtW1v07NeADVXOfpcxQrfkoube+/d/OwNHJxmehIsH7ZexbEb11nize/CkKsLAwECLl3M5XlQA2L17NwBgYmICe/bsST6fmJjAJZdcsqxt9hNnlJLaKfl4RawwDKiTgpoXV0UeLvf7yIfZthS7adlxrkJr4XEYJa3ZbJi8kmTblA1Bsp+Zv7NtUMy47XcuVNLbbaHH1BWGajd2LySKMsmXRkFkHSFqNjG9OAc0jUeSSYFCsgqpSgQyUWC+VxEoVoAKMTo0gFKHB0/STN2e4NGRkXQsSWEKtpZpbfJP4wgcNRFHEeJGE3GzAY7MWJQKoGwzdW7UzQQpjkCBOTsDAwMYLClwfcEUdvJPBadnMAwCnHvOOajdey9q9QaUzR/WSaktm+vr1nVGUmSNAplrQYRSKcRgtYKBSgkhvHBfFSLJJOkgqFpyVH2B5bWlSQaFruZqy6IoBH49Q3h7gWzkQbf0KuTP5IIMQv+xZjK6gNapu5lsm88KvIh+yK9SyPRdc5+13RknO8sXT7LdWTJhvq5NTTucgqphq91qjcXFOqKYEQYussoYjzWb5xqD0hZm7VjCS+wq3iurgAHeM4eMDAkUMmG+SkcmBSZumnoQnBZriuIGZhZngNikyTAROFCJh5EpQGQ9kU3NWGjEqEUaTWaUhgdQ04CONBAa9XKAVToPsl4rt//RwSqqIaG20DA5pw2T9mMMA2UkFXhZAyUN1jEacYhGvZ7cCzEUmhHb8Wg0Y+MhjTWjGlbBpSrmmzHKgUJIgA6QiEcN0+6tWqrg7PPOx31319FYnLfFk8jeTzpzU5JTnjmG65dOyLbJgzLXmYIApVIZpUoFSgWYa8YoWyW93a1UnG6l2rz3fhMrkJNJf1Tvfbd52b2wbrKcllE3AsDo6Oiq7P7888/H7t27cdtttyVK6czMDL75zW/ita997arsYyM5o5TUXqnXjQfOkY8hXwvaKaidwi+9ArzJetoWSyhSVLNeVE7CMs17bYWl9hYJwM06Ak+sc04zTqoPwlNWW5TY9Jg0kFTpc5Xp/AdmZsxkhSNShaojbkNKgcKyzZu1DWRyD2CTv+MplGSKJlRLKrFMJuN2lmmkYzC5sgylVGsYqx/e6k1oKAjBQWjavgS2sqIN+TG7sdcjEVqEoYEqAphqwKpUbrVcsk4EWKVSwbnnnIP7H3gQ3Gwa77abI1HB/QCv2IJKT3BAhMFqBbt37sC2rVtQDgIojo3AXJhqOe3EOj38/FynZbzcxYXsnfVswdJ1vvdK9kG9HRMRIY7jVcl3Od0LMgibn9WS0aZ1S4e806Kc1KXCfvMRVNZT1y4vFbAKK9tihO4zmOrryWY8AeTSfGKtUY8i2y/bVsBVsFVwnRas7HEitU4WoTwDYi4iy5+VuNzHjFJoJ+x+mK9Je7EKqvVimiq7rmau3T4Ahgl3BVES6huzRqyBRqxRi8yroTUGEaAWaRPRBQBhgJgZLrYneXbGGoiaCDnCWLWE+qkGuL5o6kKQAisFCiNQuZqMgwAgNCkqHJaT/qzNGGh6Xt2mBmpRjEbMqKoSpuoxAmW82GUVmAl24N86hKZmlAaGcPZ5F+DBn96LuAGTK2tOcqvm6IVeE8ct3tRSuYzxrdswMjYOFZqGQwxgMdImRQtAJx9m3oOa3gf2fezd9y2Th5XkqNrNM7y51trL1NWm17oRy5mjzM3N4b777kveP/DAA7jzzjuxdetWnHPOObj22mvxh3/4h3j4wx+eRDzt3bs300t1syJKagduvPFGvP3tb1+TbRdZeZZSUDv9gImoRVl1imrxADylyc8ZBLyKf87DZQsreKFByVbt9pX3t3noGWWHyQhIlyvie2BjlYYMaysZ/GN0Yacu1LedYzNjIfZfYcmM25w8U5zB9hZt3Qhbq2UEighxo24EFAVwvUKdVdrs07wCsO3llvohM8qLO//KhhUpBYQhCAPGU+oVJUBQAgVhGm6jddLXrRza9gWKbA6Ld5zwd0cgBYyMjOCcc87G/v0H0Gg2AUWZFCM/iNkp/knvNRDCQGH7ti3Yd9ZeVMtlMw6Xt2sbkrvzlp7DZLoAzmupK6x2vRxajTMrE4D59dfDUqvQWzVAAvD9738fY2Njmc+vv/56vO1tb+tp36d7QQZh87OWMhoAWkJ+u+kduRQ25Nd5S8mm4yik3qW8Euvrh+6xky+eZP5naE3QyqgxeeNv5hgA40lU1oOoVE62qA5yBknPcvcVwfUKt61PQCBtwnyNYmrzQLXpF+6q28Pul4LQCiKVvGIYw3CkGY2Y0dAa9ShGPWYsRhFm6xEGnHObXNpROh4iZAoZDioG1xbAjZpRUpVpQ8e6bNYp20sEp6gC4BAMlcj/OCngZBRUpzjPRcB0rYlyoFANA+gQKLviQ75HVQNaEYbHt+Ds8y7AwQd/iqhh91mUC8waprBSqzdVQeGChz8cKgzN9eb0vihza9pOx1oTyYVUmf8zLWjWWY73mr6yUfQio5fRgQbf/va38axnPSt5f9111wEAXv7yl+N973sf3vCGN2B+fh6vfvWrMTU1hWc84xn49Kc/fVqk5IiS2oE3velNyc0AGCvt2WefvbyNdZGXmizq/d1OQW3xntrvnbLqOcTM9wV5qX7RoeSlbX3eJFTV6lYcG+HShXAmK2B85VGRKQZgLKQ201OTKfAAQJENEebcL9haQxOBQ7mw1CTXho2A5djksnAJSe9xpcBRlK6llBHIoVEK4fqQAjavlbEwfQp6926gQraBuBGWGas3m+GGikEaRohkxu6EvBXAoQa4AlWJwKEGxU3TAsdfJQgBSr2qptBDEzoJVy4hnRm485m9rxQABApbxscRBgEe2r8fi7W6uQZwIVrpOUyMAfZclwKFvXt2Y/euXQjDAKQ1iKPsveFTFALkPMdBdmyZPNQNUFyXopew3/XxpFKPOanAxRdfjC996UuZz5eb7yII/cxyZbTfhkYzt4brkUJLyG/+mdXJ65rHJew7PaAg5JeIQDBKq2Jj/DRKLIq9rrZiAmB+94z2zwkN14ZGIcnDhIkWYmdgVS56yMotF92jQrcDryxRdv8uEse0oLE2Wdg5hHZ9SZtJmC03GkjqSCjTp5wqZHJh7RwBStlQZlPRtxFpRC4PlBlzc3MYHtuW+GJDIrO852om2w/WKMoNqKgBNGpmDFHTrljyChQGxqNOyvRp1akR2Xi4OSmY1IyM4lyLNBaaMVSticFGjIHQGbRdMcvAyNvAzBNibSoFEwhj27YjUIQDD96PRm0RrCOb9uKisDQIyszvXL0LIigVmmr/O3ZioFpJ5ie+8Vkrals8yc0Xze8gF12W74uqnNEcLXdYMvdYhWJim5meclKXoXg/85nPXNJJdcMNN+CGG27oedv9jiipHVhuSejVIq+gFlnB/M+U9UTmrU9d5aZaBdWEmZINHzUKmyKFQBEoaqTLuw37OwE8a5xRUNmzyJIy1j5SAUgFUEqZ4j7a5Kw6y6wvCF2Yb+D0vczAyYZOMRjGQ0psbukkBClUpkhSGGUFUSKEg0R5Tg4FwMLsKcxPn0J1YBxam+IIsT3M5Hq40Kmk8IFTwEx/NadAswpACJOJAEgZy7L17pqNpblOrgWQOa0Mipuozc8BW8ZMqLAKwMr8n0w4PEFjpxlAoDA2OoqHP+zh2H9gPyanZ4qNAO48ExAGhB3btmLP7t0IFSUN0JP7weur1xV9qIgm9GA4Klx9Hay8ywn3DYJgVfJdTveCDMLmZ9VldFGxJP8z35OaC+V1y7Zs0raeccsRkIT8KpunaD9N6uc47yk5Y7QN+SUyNQWUsvqdNTAGSiEIAji9qxuYrKxJ0mNcHqhKZAsrE3LLFBgFLbcNp5wmkTjKjCkAmcgb25YNtoAgR02joEaNVEm0SnJSg4HZKolGSWUAkdZJ+5nYKoC1hQVwVEMcDqFGJg+0oWNUOEzGSdC2WJNRjpu2sj836oknleMIFFaMR7WhjKHYFT7kMCkIaU6aUVRjBiLWaEQajVijGWucnJpDZbiOrcOVVHkngiINRYQKEXRg5hHKznVCEEbGt+Bhj7gIBx68H3OzM+C4aUPPvSgr500lBdYaihhbtm3FWXt2m5xYZedPnI7TdVHo1FLO3Acuosrdu65/bGvUwJJFDnPe18xX3jnMfJ5ZJp33bBYIvcrotRvL6YgoqasI9fBjJmspdbhQX07e2+14CupSP9vEu2qFnqlEWxDy67VKcaG+rsk2dGzDe1Pholhjx/gIDkyfgCsfT87T6jy4OatymudAVvCRVQ5DIxhUAIQVk19hBWNajTA73qQRuPMGW0spE5nwYWvFU07guNYtOjZl9TnyjjdVMM0AnfZrLcxm0IgA3HfffXjUyFZwdRSLkYZGa48v01IHGFAxNNns2qBkC2GQscZCg7mSTga8c6X8fBNbZMn3YpvBxjh19BAGSgF2nnU2EJbBQdkUUFL2fEIlodWAp6gqwvBgFY9+5CNwcvIU9u/fj0bThG0741+iTwPYs3MHzt67x0wwmhHgCkHF3tiAwmOBswDDl+k5QbdGymqmpUNeD2/x/Oriv4FkfHmP6np4TYswIXTdL7+aZ/d0L8ggCM7nZkQKeb/7XAGlIkU12UgbY5fztpLyituZZyTpyHopAwRWQQ3IPm+sm5fYLc7GtqhN1dhYm2d3GBC0JiDQYATYunUbjhw+mB1Cy5jMw55VYOQNBaaGnY3gYRWAgxAIKuCwBA7K4LCMCKaViivYlGwKqXIa2DmHUVSdF5MT2cZRHTw/A724AI7qQBQZBTUIzYZJgUpZgwPDyNxIm1Y7kfWqAoDWGkcfehDbx4ax+4LzQQFhoaExWDKRT4rIGN6jJqixiHq9hqNHjyZV9lFfNNcgNIUIOQpTBTVAMmcAs/VwmxPqn1MNO6aYMX1qEmG5gijegcFKiNFqCY1YY7gS2nMWgtlGXsF4zbUCQlKoDlTxiEc8AqwjnDp5EgcO7Edct/MrNt5TZ9RWQYgd27fgrL07rRAnKOtJVUzeHNKMtMjJl68VAnhzNpsOlRj6k3tHt8rL5LvuJY/bXuJMYfaiGnLfLYN1L35IvcnoXpYVzjAldank434l70FtV+HXV3C7/iEklWhdYr6puOAab5OOgaiB4YFq4nEl600jp/zpOLV8ufAdpAoqNAEUAhQBKjICUpXMRIA1wCUgCG3YCXu1A4zQGx4axGC1ioFqBeXQ3LL1KML8/AJm5uZRazYBhm3mrQAdmEqBtucp6TA5PgZaXcuJkpp7wJHCfffeg73nPQylwVEsxKZgQua8A1CKceLkcUBZq6uOQYGzlsfZB7vvXYa9Zvacso4yxgFKFFVjXT525BCGR8cxsHVnoqByEJq8WWqt4Je3UG7fugWsYxw8eBCxjtNQMyt5iRnDgwNAEtrNaW6yr5xyB2HVzyxjzJ2U03UL911DK+2ZXJBB6D/WU0b7Ib+OlgJKubDfRGatJF2B2WyTTJ0BoxwjaW/mwn6VXZTJFOJxXlR2VXWtJTLUCgg0hoaHESoFRWx6k9vdtaTIwPsi+d94Lp031WidRi4zlA0nNS8nPrPyRSEslzE0OIjR4UGMVkJECzOYnzqJhelFxDoC69j0KI+sFzNuIqnyHkXJnMOXL2yN866SsZtnxMwmzZM15hcWcPShB3D+uWdjcHg8d641mAgRhTgxM49Go2FSbOImOGoahcxPSXHnwFlu7TZgw6UDmBDagDjp+56sCmB68gS2jo9C6wCLUYQwCNGINEIilEONEMrYfeE5PW1ElpkvELaMj0NHTex/8AFkhboJ/SVmDA1WbaRbhIBKsKU9Et1ao1g5zZOZK+ZyURM3/mrkYa+Qftbrevek9vPR9B9nlJK6VPLxapIJ8XF0CC90fc064Sun+QJDRTmqzpvaaYwt42NfYWWTS6IjlEuD3mdWQY0jM46oaRuB57ypLvfTWUtVAGgbUhRo42kMwvQBFIRQUNAwVWYHBwewbcs4dmzbCrI5GIkSaQVmrVbH/oOHcHJqGmStpyoomZBiHRrFlE3x947KFamWvxmEmiY88NBDqAwOY3TbTnBQQUObUB8CUILGqemTWJiaREAhiExmUDKPMQeWKMJMAahUgQpLUIG1WMYxdLMGbtaN4LbNxuG829Ya3WSN/Q8+gPMHBlEqDxmPKgVJ8amiEBn3QCQb1rt96xbMzkxjZmbGhBK7CROb+0ERJ0UuksrE7t5I7hvOvPdD2brphbZerLUSuS6Fk8jkCHdLL6XwgTO7IIPQf6ynjHYkykLOdpkopECiyMHK9bYe1cId5LypSbSGLVgEk07DgPGamm9teK9TWF1YsIuusEZJYqNTssLIQAWVcgiOYy8MOM17zTzPM8don+EuwkmVwEEJrEqmBYzzZGovkoiNYlquVDG+ZQtGRsdQqZRRCRSqJYXRgIHBEDRcQmOsikMP3ofpmboJtW02gEbdyLcgNPMEK/ecTOr05PYV1ShmNGKN2cUaDu7fjx0jA6iUB1CyslfDeGBPTM5g8uRJ02NcayCKoKPYpNvCHAuFJVC5nBoN4sh6hSuIECCiEDogxEwIFBlDgP2f7N/gGCeOHMKFF14IsDLFnpRGOVSIYgZC54lufU6Tm3cRY8vYKPYnR6C866ZTo4Obi4XOIMFpW5fcvdxyDr1zmXgv7WQxv1rb6r+rxEpb0PRD27heZHTpDM/f7ZUzSkldKvm4HzCBP634D5WW75LwGyq0DhcWhvD3mfGi6uQ9WIO1CTcJQm2eet73iYIapaHCdkBm2RhG6JEyRYOsskr2tmPVTI6XSBkPrlKoVirYs30rxkeHEZQqxqJLZPqMWSHugkrDcgXnnnsuYn4QU1PTCAjQzsqpSomHMBH9+cp5hSfEnCsmhRiEuBlj7tQUJk5NA2EZYXnAfh4hbtag4iZKCqgEtkecCjOKqjnWABRWoMpV7Nx7NiqVCsLATE6gY9QWF3HyxHEszpyyymoIUNMcaWJdZiw2mnjgp/fh/EdWURrbafJkc3eMH06TGMvZlK8PEWNssIr56VPQXjiWo1GrAQMlII48Ja9g8uV5EbLFkJzE63yK3bobSS/h+RuF6jGUqFd5vdQz8XQuyCD0H+sho4vqNvhpMYXe1Nzf/vOipfIv0Kqwtgv7BRJF1YXOBnYJ40UFEoWVXd2J9Lmu2BYhJGCwUsJgtYr64kJSBA+URIS2QgogNj7bREH1XwoxjHLa1GyKBWlz7sJSBePbdmJwZARBGABBkBRJZCN0TUirUqiWAuzbMob4xFGcqi8CDaussk0GiRWYy6b6vivW6IUUF6GtZhWRLaoUayzUjWwcG6xidHgI1XKIuL6IxZlTiGZPAXVTLImbDWjbo5yDtGgUAKC+iLBZw9jwMMZHt6A6PIJw2140wyrmY4Ujp+YwOTOLZsypogrzf8k+qKNGDccPPYRzz78QLnrbeaGLouCKCloqZdKIjPLmil64rxmNyKTiEOtM7nK7+aO/bv7E+kYawFdKdXaBTvd33gubOT63HZuW5X5ncMaG9PbMh/1uBozRqPvll1Pd90zmjFJS15tCb2qXuNCfdrQWMMgK33zIL3OxnOpo/XV/Rk1QBaaEkV91Nsn5dIqUVwjI4sKZmLXJe4G1XAJAHKS5mzoCqQDVksLZu7ZieLAKCgIAbKsBkw35MQKKkepXTAq7du3G5KmpRICbEAxf0FnBTkFG8GUrBfvHb/4zlQXN+WzGMZqNBURzCyb8CiYUs2SrXSi7HyggSHJ+TNhUODiKka07UBocRhCGpjiGTXJRQYCBkTL2DQ3j5PFBTE4cgW4a5Z50DKjUKMDQWKhHuP+++3D+o6pQQ1tSD7w9MJU7FKegQpuw4hCx9ZZy6mG2zEydwo7RASgdtRdE+fukm3u8i2WcRXTV56i542iJIOhjeg4l6uvAKEHYWIqq5Ku8nOzkTbX5qekCHRTWHhVVRUbexbBtRnIKKxQh1pwUEXRDItvWrRIqjAwOIK7XEChO80RVa/RLOmC3IRfmavNSVQlahUm7FaegRhoISmUMbd8NXR1ETRPKGgiUqbjr2qAwbBQVmf/DUoido0OYOdJAs1mHjmKwVXgptlFY7mXHac5l0PaJFrOp6dCMNGqKUFYai80ImFtAvV5DJVBQcQPUmIdq1oCmUY7RrEPXm4jqDRMePQBQs44KN7F9eBhD4QDCuIZwcQoqAEJuQoWDKA0NYXjLduw/cgwHjkygHmuUA0IYEILIi2JhYGFhEccOPojzzrsAFJAJl0Y22CyZB7mYZrA9foZyVfST+wkwEVkm0mx6Zg7bduxEAE/Jtfenu03TChGtJN5TpAruUmG/DBQbZNrRi8G6DZtCoesxJWc9e7mfDoiS2ke4kN+23lTOVtfzn03O1ubCfAPK/t0TiSA3XlQgVTYBeEUlcqvlK9Xa4yAVJF7WxCgHAMr226QIFCuoQGHH8BiGS6bqrylLYPItXU5MbJ/jGrAtYcwWSxXXiJvT0BHOFpLxJ/CJbE6q8BVbbU2LHCOkAaPUKvgzGdvHjYFAmytHZPJWoBRUuYqhbbtQGtkKBiECgbQpmBBoUykwsKFZRAFGt+3CYq2O+alJ65n0cnScdxvAfCPCT++7Bxc88rGISoN2smIs6pooad6dFJpiU6xDRw0sztkKgpwXhArzczOYmRvHloEw7YubnKxslUq3ToYlHsCFRps2Am+p8Pcilvv8T7zBS4xpvSEyoWXdsimEuiCsMUuFAC7bm+o0AEfuOZHIt3zearKAiwFK9RIQGx0x8URyYqWObYGdwL53+akBUSIhAdh8VYWBcog5ZcJ8QydXAFNlN0l5yT1XidKIJ8+Lqm2Yr1NUm5pRj4HBsTHUVRlRzCjb4wnJVK6NNCNUnHpliUzBxKCE6uAgyqUSGosLJkLLXQfOKqe+TEo9bNn8z+SaaUZEjGZsepU2Y1OYKNCMUGkoZiPH4ghcXwTXa9DNBqJ6A3GtYVJu5ucxhgAjcRVUm0djoAmMDSOolq0hnkHa9AgPS8DuPbsxs1jD/LFJhMQIiRAEChR515oZiwuLmDj4IC688EJQUEq+ci31zKknm1vqDP3mb9Ya2hWmbLmXCXMLi5hZaGBsZKjlnCTnpsNnbn7ASA03+bDfJCzd96iuQX4q5X9T2FxyjACR0WuIKKlrTIs31fM8uQq//m/UV1TbURAdAsDUJ3KKalE4x/IOIADQNA8zK0SNgmlK15PSYK0AxKaEu+9JLYq9t9ZSRgQKUsWVAJQ1MBQyFEcA7EOdVGKFdAqqCUHi5HNmoOSFiZgKwTYcyD8U70y4CYoLhVJslFjnhXUwpw92BbKhxNlroNn80yRjKlAEhCEhrAxibOdeYGAU800NgBEGZJZhW0+KTMhSYHOPCITRrTswMzNr85Cs99nLTYXNsV2sR7j/vntx9qMuTuZPZpycFGMwx21yTlk30Vycx8zkSVOoAsgJmxhaxzhy6CCGLzgXZdZpFerkno3tRGqF9KhNZowby91lG89GP0PUm1ATI60g9EZh1JHnVUo8SL6iivR7s1IqJTJ5q8lGWyf1bptJRCepRFGFLSBol0zyU23sEZKgHfYEFpkKwSVllNNQUVIZ3wjFtLp9y/iJjBeVyBbiC2zbtdSTGmlGTSuUVQkLTY0SA1op6402HsWQAsSak8KHTIEdqEJQrqJULoOUsvOGVinCWmdzaOEMw2Y6ERJljAvOmxrFjEagUYtilFSAmBjsLioziCPoOALHEXS9ibjWQHN2ERQztpeHUJ5poMFNlIYq4ErJzFFi2w4nbmY8veWghF07d+L45BTCSCMMCCpKFT+n5MWasbi4iGMH9uOCCy+ACpSZEpEruGiju7Rr75YWTqxFcZo+5XyiXr2HWDMOHTmKgZFHoJw/h23mh+4ym8+y0VdAKmPTr1o9qi1yeAXKqi+q8mG+myjaF0BvMlqU1N4QJbUP8WP2nVdQW2WJvffZdaxC5RRVFAhfWxCghbYPGrMyhSVwYIVN0rIlAFFs2r8oBaBkhCBZjS+zmTa/So5BGlbxZVC9Cb0wAwwMAKVqMgSGsZhqbTyWsTahRZqRlKN3eeuu0bb2MjULDMfJh0ZldEUmzPcBqGXISaN1uOuTXhuGFZYacD5tRYTBsVFQdQSn6rEpia/S4lgKhDBIH1ixHRcRQGEZMSm7fdfrLEhyjFyOLbHJw0HUAAelpOQ8kHsQWk8s12s4cvAh1Os1e2LdifGvv8Li/CwOHjqM83bvQMARiMkIKGsVT7aZnJxWRY/zAq6AbkPhueDvTs/5ngomLbdC5zqh0FsxJAn3FYTecYbSFm+qfZa0KJ0AWHnTp+R7G9PkK6pLKatu/zoCqzBVVBUyhZSgGLE2imrqiUvHrgBw1DB5kta4pSgbTYNkjPlBuH3awoYgI2NtqkvEQCPWqMcmYoqZUYs0IkpDpo2SqhAEQMRsajOQ7ROuFFAqg8sDoLAMxQwdpQZtZqMUGsMppwqqlYlhYPI+g0Ah1AwOFBBra7hmxAo2N5URsZsHwNfKbMEkE+YbLTZQn57DkCqhVAOaUYSwGqYeXm28ma7mhnL5shxDKcJAtYpyqQyqR0ZBV0ZJj+2cyxRSMrteWFzAkf0P4oILz0c5qCQKdwCAtG3/l3RMYMRQOHz4sFGugZbW5k5WLdbr2H/gIC684PzknLE7VKSHnblnPYcGABBnbBz2TrN3XL6QkrvZCsbSFc47nswhul/Vx82hei0SuFYQehuLhPv2hiipfUKS7kLpJNs9wvO/5XwPVb9gklNUk3COwnCR/M5tWKk/GHLeUQJUBY3kqWYEGTPbIkiwVXtjU0DJ9TwrUmJctd/s0Zgm31ohijUmJ46iHAYoB2HSv0yz6Q3nFNSIjZIax0YYKgJiHScKagwrXMGZk1dUVCq1apohm4JLDLjcVgICtoq3JgQMQJntk92820XT9irTrKGUQjgwjLmIsdCIoBSZIhdE0DAl6SNOw5j8/nIcAxETdOymJ87Dy4nQNkWRAigQHrj/fuw751yUKlUwE5i8UguJVIpxeP8DmDo1ZW8ML7Qqg/GUTp08gYmSwp6tY6annwpACJZf1KTFKusVgsjloi4nzLcnNlVO6tq2oBGEM5WikN/0u6w3NWPMsh4uTa7VmjMcugl9qqhmN2rfu7ZeTuiQMsocqURRJdc/1Sqqbkzm2Z4+E/yoK8UxmvUaQuWeGza0VEc2pHSJ5yqpRFk17V6s7HWe1JjRaDRRm5vFnpFBcBCaqr+sUYsApWLTaiUIjTdVhSBlqvpTqQIeHEWzXAVVBgDWadRX+wtkjLIwvUTLgUKkGXFMYE2IvcIdzLaAUqTRjBhRYIsU+Xk8XtoMRxGas3WoikJzpomwEiZj4dh4ec1LG4HsXjoGaW0VZrNdBSR93APr8c48s9koqgceeAAXnHcugvIwArKe1Khpt2tiviIGDh86hOnJ42mkT1HVfCIwM05OnsK+s8+BCpSNILPODBQ7NNLuD25o7MlfZ5DJ/iaSQkpe5FFiLO5Gli5hCF5pdd8Nh3pTPEVJ7Q1RUteBbkJ+k68Y9gEE+BoWsxMarQ/2JKcAacuZvBd1qQq/xQM3OSoclDE1V0uUV1a2/bg2eTsmnNQ0wnZ9Qtvi91BNRwdio2hOL0SIDhzElnoTQ9uaCEe3IS6PZhRU19A7io2AHAgUZqanjQAD21DgrAKZngd3zuwhWuUvsIfrbIcu7FdZhY9AiJSdhmhr3VTeftiWxIfxqMbQiChALYpRizTCwOTZ6oCgmRCRKVmviJO8WaMgA4hj1JsR2EuuJXvOXDEMIiSVjBcWF3HfT+/Dzh07Mb51K4hCM0ACwDF0o4bFmVM4cXLS5LkALROozH3IgEaMiSOHEbDGjq3jUDq2GrTxohdW83OTHCAN9e5kaV3CCrtiubWJlNF2kOfh7wa/X7IgCN3TkzeVNRqxNi1erLGRVACwUTTzFVnh8i7hTexjNy8wCmuiqLp1VGA8XXYMgaeUuYXc0oqA+amZpP0MwTw3WryoGY8qkmNMxmrHYGSnDdtlrw6EjjEzM40yxdi9fRvGhoYRhiUopRKZ7lrW6EBBBQE4KAEDY5iaqyMOyqBKFRxHIK1b5wq5NnZOJIUBocpGEXMpP4iAOrTxpDIjtPODho4Ra+sJViFU0vfUKlixRhzFaC7GiBc04oEYQUmBY4a2Ib7aC+/lyIXhmt7rpj880GhGmbGGiuzULg23ThQSZtRqi9j/wP14/OMeDYXQGPbZzC40ExYWajh6+KCpRxFlt529Vt571jh87Dh27tgBRWRraCCZK+bJtyrU8D2o9v+WOZIny7nD3K5L3O/JnZvYMxbZ4PdNF/bbq4wWukeU1D7B1ztjG+ITJ565tFCQK55UFMKq2PZGRdZC1vUYnEVXhSBEYKUQ0SAOHJvEyZMnjHJKClA2V4Nd5zakAtD97cblD9QXjJnP3dPQlLyfaTJmjhwHH58GgjJ4cNy0fqkOojo8BpQqaGpCHEeozc1i/6mTaDabiFknwtRZgXWBnqIUjMdRKZAKEdoqwkAEpYwyHwYmhMNvr+JCiCJNaUl+qxTHABYaMRqaEWmNeqQxGT+Es845F00GGlojJAUVA6F9oqXKaTq2AIwTh/dD1xqmWqLzrsMopYpsmxsbYuRalCjdxOHDh3DkyCEQTLEdpSNQ1ABHDVvNNy3xX+Tpzl+rWAMHDhzAwQMHMDBQxY5t2zA0MgIqV1FpU42rJczXTQxcaFwy+VNtPajdCKbEktvFsv7EMrsRz13Sp2G/1KOVlrAK+cKCcIaQN/BmFFVrDGwtomSUukbMCNgZM40SGRBBqRCuUF2C1mnor1MU7b5AyrRr09r2FQ8BZWo8kFWyTLQQJwWV0mJ2jACMY0cO4cSJE8boSanMIOv9S/JRCzyXRX1JnUdO28KA5n9TM6HZjDAxOYXpmVmUFaEaBqiECqVAYaASYmxkBCNn7QViBdIKs/PAySMTiGdOgCoD5hVH5lw364knOR2P9or5EBCECKoBKlEEUk2UA4VqU2EhilGKNJqRNooxMxaaMRQBZRUgDDRKEUGVBoDSAKg6BFQGEA5UEJRLCCqEmdo0hmpDoMC0y9GVCHG9gaAcIlqsQ5VLpthSfREUVoA4QhzFuPen+zFfa6AZmRlQSIRqaOU6EcqBQlkRyqFCKaTEcNCMmvjJD39gwodZg7SRy4gaRgmOmzas2L/GqlAumQrQwP4DB/DQ/oNGRm/fjpGRYYRBgGq5jEbMNv2p9fqaW5m89CyrKLpIvmRalo4jKaKUdGZNr1l2bNq7p1RmmbTFjVvWS3vKz2tbjrr/ML9/8aSuFaKkrhPdtqPJhzoaq1ga0uIrYD6mqE+qqC5Z0bedl4lMZj9TgJhCnJiZxampKePLU7Yg/nKUUWYgr9D6hRz8dVylQRhFhnWMqNnAQr2BE5NTiGAaaseaoXVsCgUh69V0Cmr2UWk9kYoQBAEGh4YxMDwKHZRAYJQ5gl6YBTUXEIKBuJlMNBgEFYRQQQgiN5Wxwhu+pZnRiBiLkcbM8VOIq8PYtmULQqUQKW2uU6QziqmybwIw5qZPYXF+HgTT+81Z9UNSptS927dik88bkG+vT3KToGPTuJyzfW9brr1TIr0Hp6nknBYJYQALizXsP3wEqnQSFJRx8cPONuuF5RYFtCNd5Ko6iizBq26F9F3qfQiBestJ7c/DEIS+J0mZQTo5zof9MtLJtrYrJVFBms3Dl8jklTo4q6AmymveMEYEsEr27zy3+RxVKEoqLhAz5qYmcerUJPKqpvLrDmSe/zlZ7by53pjc7pTNmFV+iLGVtbUoRqQIGiaiqcoBYo7RbDZRm59FaHuQKmhQo25qOqjApAmRMvUsgNQN5arcIn0ppTBQHURcHkWtGaO+uIjG7AziaAElpaADM8eIY/N/M9ZoRAq1KEYlIjRDRjUsA0EFVB2AKlcRDFQQDpQRVkPU4zqaQR1D1QGw1ogjjTCKoZsxdGReiJtJ33AG4djULE5Mzya1LwAjw0MbV2Zyc42CWg4UQjKGcYJ5npOLNtNNo5TGkfk7yXtNjfbsco7gaoFk5aaT9xqM+fkFLCwcQCkMECrCYx73+JZaJg6XvaWYwTbp1d0/rrZFoUeVvGu1XJL73kTVGQ+wvZ/beFT7HclJXTtESd0ksPew0TnLp2/59fNRe8ImxTuPoUaA2YUajp84hSgJ8Wy/5fyzJPHncBvF1IY/MTzrsj8WsgWZyHkdjcAlYiAyllaT9G/PhQtzyY3DL1tvcj6NB7ISBtgyMoThsVHUtcknKQWEcHwcuj6HxvQkmrOTQGPBDkmBdQgVVFAKSqAQQETWI2uUUyc+TD4Po96McM9PH8TuvTG2bx3HyEDJCiwzWPewUjEQKmB+bgaTxyYAHSPWjIZre0MMRYwyG6u1stfaHbc7xHQyBRNKlS/a4V8PwBOCKqPdpIYFJ6wYrMjeG+Rc+mjBXTP3N3zPKmXfo70Hdc0FU4c8qLy1d6NZjidVEISV4wyELgWHPOUB0Ihi4z0l7yHsZBIpyngHAaQKKueezb7hjtIWdOQq/5Iyyh0jCf0Fm3zJxYU5HDt2DHGs2z7WimIrCvumOgWVNYgC+yzhFsOgdkZgtsZZjhFp07KmygHAGgFFCBVQDggl8jxttqYFghKIGslzltkWTXJKmp0nlEKF8tAgmqqKBUSo1YHFSoAGV9CYnwLFMYgIoQKaMaMeM0KKsRARBnVg8lNDBVWqgEoDoIEhqHIV4WAVpaEq4kYTk40pjAyMYWx8FDrW5hXF0FqDm7YXfBAiDiuYrGn89MAR1KPYFqd0MhpWITXKqamsTAjJGsVddBMZ7zaxUX6dgpoUT/KMpkmhQgqzCiopJHHYRu0FEqXOzDsaAOqRNl0RCgSqmxdpSpXRpBhybln/GNMbqM3Cncjd70kYfRcyq59DZHutG9HPx9KPiJK6DHoNoy3eSJqXWkQS5uvCbjiroBYlwyf909i3BbtlbIPwgkqDSa6NVVYWm4xmHGNyehb1yORMGIUxr2h4ik2bc0L2Yeq3UGHW6UPaWRUTCWtzefyHMhsLdaAAHRstnLTJZVAgIyiJ08rFZB/CuSrDitLw2ICAcgAMlAKUKYDrbaoUIxjYAhoZRTS/Bcfv+rbpsaYCUFwCwhjgKsKwAg7MA5ZjQCuTN6M02TAxs716M8IDDz6AE1PbsWvnDmwdqWK0Wrbj0SgFCgFiTJ+cxOSJE+A4Siy0UaKkGsssoEwPOHuuyf5DSGWGgjeZKrwW7mQomArNyrQJyBR6sF7vxMLqNmDWYeUt71lX2be0LvE/W6NIZvtdkM+pOd3xq053u7wgCMsj701t2zvVVl/X2spcF7OoGSogW+TIM5H6iqmO0t6gDmfcU2HGkwpbTMm0p0l7qNYWa4iiJqZOnUK92UwNfZ7nV8Mq2VYeZTymPi35qmwLAXHSos21WYE9J2zrP8QAIlY2ckmZQyoHKAXGAxxroJS3bZMCBZ4nNTn5Zt8cRyYcOG4iBCdyej7SUEGAhZgw1SihiXEwzwOLM6gGGkSAjjUCAEFTY6ERoxISGpFCKayCSxVQdQg0MITS0AJKI4OgxToYwOHJ4wi2DWPHnh0ISyVQECAIQ5RGBhCM70A0uAUTczH2Hz+BhXojqREC2MglIpRtdeNSaJRTV2PCV1ADZY9TR6mCGjVsOLgLDzcymZKoNhvFlnhVvdvGU1Dd9XedDWoxe3NDu7w3VwTgzRdNyDvge1CzUUbZVnRL13to7T0eZD/3wn4Lu05gk8izXmV0f9i/Nw2ipPYJ5EXmtMNXUP1lkywBuw1NaUJ8YdhvXlkF4KoGMSk0dQP1SKMR2WAWpewDhRLlwj0IXZpLu3xCgqt8F4Bc0R+wCRehAGjJmSkSoma8ISmwazAaABTb9BzFpk2K8nJQyT2AfQXOnKPQ5ppGiwsobYlRDkMwlO0ppxAqICgFUNUd0HvPxfSh+xE3FkxYK1eSYYWlasbDXQ0DRDEjCgkRm0qEpUCjGceYPnkMczNTOLllK847ayeGKyECaMwuzGNuegqNeg1gTs6jC1XW1l1aLYWohiWUKmVUAkKACAEYgVcsK3OpCz2dxuoXhCHCStWMnxSiOEYj1ibkRnvXIZ/DlFh2FThwIb6eF1blFFa3jv/eG14+ZD1v8PXzlttV4Tzdkeq+grD2+JV+lwr7dUbd2EbzMHlyVhGUZhNU4p55Vvki9pSTvKzTMShM98mACTG1hYzAOvGmKgKiqIFGvWEUVM2Zx3RLBkPeGG69dOQEuJt8JGGoMUiFppWKNbZGxJnJdYz0+RzHGpoJ2unZCqiEJjUlSDyCIUAhmMJUTijl9Y7TYNbgqGkq3uoYFDWgGzVEtUUMD23FXEOjWlImmkgRGjGhEVURqQCTizOo6EVUQ5PXSIowFyoMRgEagcZAtQwVVqAGh8GDIwgaiygNTafdBsIAR49NYDFk7Dz3Aoxu3Y5gaBgYHMEED+DE0RnMNmMsNuK21efnmhrlUoAhVUYpBALWCGxhRBfFRc6TGkeA/d/9nRSRUgGU1qhobSr2qxhNZjQQIPKSe4i1qathbxhjWjZzhpiNkZucwd7dZultmt4r/t9I36968aLkxnTvs2G//ricwrzsbgLrTE+eVIl26glRUteRbvJSFZG13qaCwMiPrILq51qC4WrsglBcxZcIQD4E1PubndBQIYJygJCaCMtloNE0pdjtuEzlu9TLm5ROcu+9UORERlqLolMSTfn1AGGozIOZTPgL6zjx3mVgbXI1bHNyIoA0mc43bIoZJQ9flSo/2nsAO4twQGQLXDBqi4tYnJ3Ctu07wYGtiEi2Aboy3su9512IkcEqjt1/F2qL89BN2PAb03i9FNpW2iFQioHBcpDs21iczft6pNGMGjhx7Chqs5OolAKEBJScZ1dRi9VQM1AKFHaMj2Hfnl2oDAygFASoBAqkm5ifPI76/CwIulU58TydbIs2BGEZY9t2Yseu3aiUTUVGc3o1Gs0mTkzPYOL4pKk46BsO3GVIwrADM+kAjOKeCVfrwoNq75fEd95BOc1/dqYpq0TSJ1UQ1oN2LWlawn5txlxTxzZqJvWiEgGKCQFy0UUZD2qcKKyZ/QMgpcGBnaITgdkWYWIN9hJ5VBAiCBkqSOWNj4IRpcYjx6kc8CJYvAOHywU1BkrXDzQwYbTabC9UyshxNlpRWnw+jYJSGlARYVgDkWKEVmly0UUgAoWhVa5Udih2fmL6kjbBuglEdTQX57ElIAyVA8w1QlRLEQbLIRYaMVAn6EiBaQQzHGJ+bhKDZaPsVRRhoRRgIFSoR4ygPAhuLIAGR6DqiyiPDEKFAXQUG2U1UFhcXMTBAwdQmqsh3LoTqNTRqEbQYRXaPl0Vsq4/BrAYMXbtOwcjw0MYKIWoBISQI8xPnUBzfg4K2sh5kLnuOs11RdwAx5E5frvM2GAVZ+3cChUEoFIZHJYQhRWcmF3EiZlFNAEwt0ZNMZD0t421tT8Qp3ZkO79KbfnpPd/Og+p3RGj5dSTRbgWh4+3mugVhv36l382Gmzd2i+Sk9oYoqRvJEiG/Dj/k11V8zYf7amIo2yMzCUPJedhcyG1axCEXbmQr+1YHKygxIaIAC40IjUYDWptqr045db1I2eamxODUGJsrVkRkivwYr5+tgqgJCAlBUDKl+63VGE5BcucHsAqsfRioAIoUKGBoTYg0gACmf2nswn7NhMJX+lykTACTvxIQgaAxM3kSAwGwbeduIAhscSVTGdd0A9cY3bINpQsfiSMP3I2FxRpi3QTFRltWRCgFpp9rM1Cw1YyS86/IFFIwHlWNZsxgHSOOTCVHsh3XjYCwve3sFRsbrODcfXsxumULGMoWYjB5qSGVMTI4gJnJY5g+MdF6ayUVEzmxWu8690Js37kLijhVZrQGBUC1VMFZA0OYma9joVYzocBsS+T7QovS+8QcZJDxqrbzoHbTC3WzWE3XE0Jv3tHTTf79yZ/8CV7zmtdgfHx8o4cinEF0CvsFAJBCI45sxXW7jvU8KjBiMi1IACN3E5kbm1YmiJvgqJnZJ5UBsDX+OYNfHIFUaJ7DllgzwlIVFJQwMhphYWERkW4k8vf/z96fB1uWpuV96O8b1rCnM5+cM6uyqnqEpqElEBjRXFmtgOiQw5gIcAgLaLpFOAJrbA2WbAvJsoYIW7a54ZANXJsGEwpDhBz2JdQtBVyCqys1DQgaNQ10V3cNWZXTyTPus8c1fMP941tr7X2mrHOyMisru/KNOHny7LPP3muvvfb3fs/7Pu/zCFHtDxyh+CpEBVbtbA3noPCN8CEvBXqSBedQSjfMIyurmUspmjEUAF/9v4bbhfVI4QKLyImmoB0Km7MvofRBuq8Pzxk6qUX4rsN5cmXOZH+Xpc4y40jSThRprki1oows1kiscUiXsDnx9MpwXluRYmIsPaeDh3k1lyrbXXw2RrfToOhrwrmQOoz9eO8xeY4bDpAevG6D0CgVVzndNzRb7yHzgqX1c1xaXyWq3vNQ5I5Yv3iNSX+T0c5WdaKpCsBBJEm4Em8NvijAliilOLe0yNryIlrPrN4kHi08V9aWWFla5NWNHcbGAVUun++G+hlYFQQw2zSsKyRag9X5/WKzJajfEo6JN9qvHjNO1jROm8c4nvY7f98nLZ7m6EeXo5+yox9inEZs5Tguf10Na6pdx1zF/hBA9XNf893VwxXVWZWspnDO5mJqH7DZnasFUUdIHdFdWGR5dZVa4dVWx2C9x1bS5qX3lLXRtw1iP7mZ+6rEDML/XfVz8JgrLRjn8QT6qJc6zEfO+5pVxyt8SO7CGqQ3aCCSgkhBVFGSokpVL5LhS1VsIiVDotVNF7W2mAFbZGzeucX2zZcQ4120mSKLCaKcIooJosxQ3tDudFi7/AxxqxPOqXOBqmMypCmIJaRa0lKSlpb0Us1CEr46kaaXhK+FRNOKFIkMCb/+qudOYyWJtaAdK977/DMsraxikWgVAGpc2RFICUopVtbOcXhpD4BQVDTt6nzqmNWLV5A6RsgodEKlAh01X0Jrnrv+LGnaAqXx9f1UNOueChmEDlQEKgoAVYYvXz9mrc48/1WFqyjNNSug6b6/3QDqcaJTjyGEqIsdp/v6Wsp/w+GQ/+q/+q/40pe+9LgP5Wm8Q2J+HTpMd3Q1q6nKqYUJCuylC7nP+pDPbF3IbR6gymHWIGyBL3N8keHzDD8dh688wxcZmBxRqcofALfMjsV6cELipKbVXWRxdQ0hVDg2/EzUqGbz1L7Wc6r5B9blmubr3QHwJHChoKsqdpGouqmEnFVTnC0BrBrnsdZVe4EAVK0LnqlequZLqCpP1GKMtgIr3gXAZkp8kYdZTVsgbMHe9iaT/R1WUsVqJ6YdK9JIBn9WWUkHeUhVh37mGeWWcW6YlMEOLrcOg8BHCV6nyHYP0VlAt1uoNEbGEUKrUDCHAJqrQoIw5cHzIUUj0SGU5sqVK7zn2iUWU0U7lrRjSapDMTmNFatr50nbHYBKF8Q3hYAGoJoCTMlCGrO2vIiKQuE7tK7lAWDXTmKev3qZVqQQzh6g7no/y6ul9Qf2hfP7xiBZ6ZtrpGbJ3S8PHygsH8rrZ4rDY0TeNU2EOup89qTEWXL0k/S63ijeihz9tJP6MKIGUw8SbySgRN2tDAuOrWYVD6wXzKplYfM/x3OlAr3ezrqoFUBtEqCQ4fBFXfkKK4YTioXlNfLSsr25ifcztTjng2m39b7psBrrMT4kqea5q1mMWlVXSdAenARhg/y5l56o4gMLqFbTg/M6YAkqhw7vFUKETmQkVEP7xc4owM5zQDdJCNEsELUHqnQG4QzW5GzdHmIGO1xcXyNutatk5RHWAh4vJK1Oj/byOuXeHtaaIPDQdKctLd1CComSHmUdWii0CH5pmXEUzoXNTJWUxRw4lTJU3muFwHYcsbC4xKR0pHoGUBv/VlEDGFVfAc1MSuioCyDMAXsilJIoFRFEkmu69+HrUBGnEVevXuHlV1/DYfBNqVXMrlMh8DXNeb6rOi+iVNOBD3VQ7xf3U/U9jgp93O1fi3GmyusTej6KouAzn/kMt2/fxlpLnud8+tOf5vLly/zoj/4oP/ADP0C320UpxcWLF/noRz9KmqaP+7CfxhMSDZtoTijmpDiO9nswo4Z1bVJalIRIShI9y+FKgJVzmrreH6B4+nwKJgAgb4pwH6mQzkKSVlTfMHqD0wdyoZ0DftaDRdJaXGGhNOxubc2UWPE4H47Bi+ABipcBJDp7dFHxHuEs9V8jFcIatIrRAqwQRBJiKYLmQhk6tEGLKQgoKeexUgTPUutxUcW48qEQPStgKlAaoau8oWTFTXVgDN5Uc5q2qCixJV469nY2SbKclYUV3HKKcZ5xYSlLg6w6xnGcYGWL0hWYKtdmxlE6SWEIAko6RaZdZKuHFxKlprNzrHUA0c37ZsGHjq6QEVJFYSSoAuoX1tZ55vJ5Eq1Ct7Z6GCnr0aagAbG2vs7GrUm4kprCewDkNRhWzrK+tIiqKNwH9oV1ZboC0UmsuXrxHC/fuldRkGdvab0HrIsVjRMAsy7pcVolTQe1YTvVPx+k/545DndUD1OE517nYdqvaPYPb7Mi9lwcBtinuf+TGI8rRz8FqY8hjptNFd5XMyOzRWJ+YfGEddxWi4+dw3CqLo76QK31BwBq9SGyAZDNhBvmaLXCI0Q1hF/PpoTpCQyShdXzGOe5t7HReJFaDgLUUDl1GAeFOQjYZTVvWcuzexXUAHWtHujCcWsZzKKDGqEMVd1mXiYcp/cu0JakAh/otbruGKoA1m1dMTx83is6raKm85pGBt7Zgr2tEXl/m/XFLr1WC52kEEVV5TfGodFxioxiXONtRjivpkABqU4qP1NFIRxKemItSI0nM5bChSrz/Ptz2Fst0ZLFbhvnQ3d25rdWqQVW10mY8Q0bEO9cgyUtQdBDIvAy+LpGrRSndOWBqpgfMBG1onJ1bXZ7C3R6CwwGg0pZUnBgVrgWwqACowfmX+9P7511Jd7eieftEmEC7vRZ7QnNf/zQD/0Q/+yf/TMuXLhAFEVEUcS73/1ufu3Xfo2/9/f+Hv/7//6/k+c51lru3bvHBz7wAX77t3/7cR/203iCQor7F8KOi5r2O/vZVyMsMCoMUghSHXJhOwosl1KA9r7xm4SK8utM6KDWX3k2y8GAq3wyJSBUBKbAq7jJf4FNFb5K7ylt8OQ23pMsrtM1sL+ziah1IoTHWAHKI0SQxBfCNCylWqugoV1WIzVezI2zSEmkFM4H8BlrGUCoq0BwxYqpX0VdUDfeVz7mohkHkjIKHV+pmrlUpARbj/dYvJcIW4ZucxkjdAmqJEqhNJ7h/h5iMqG3uMq7VlOW25rb/YzN/YxpbshzQTtzaCNQSgT1YedneycVIaIEZxNkpxfOk9YBHHsX9h1aN53LwDar/UstiggtIVKCuJVy/fIFumnUgCovqkJxdY2EfA3tdgclVShW1N1UH2yE8B5vDFGiSVutgxegkDNxp7ogXeXYXrtFt52STQ/ONs+HdWGr1Pi5+oN52XMwtT+0OGR1d+zv5mm/vto3PKEZ7Gw5+sl8jY8rRz8FqQ85GjuXN4gDfPyqmznzYatnFCtgWtGJJqWldGGusV4UVTMXKUi1JPKy4XCL+ve2RNgSyixQiWzBARl8WXXDnMXroCKodBqAkwfjBK2V86xHLbbu3CYv8gOzD4UNSsCF8xgXKpeHZ2YbIGYcsZakWlbiUIJYSupuoJYa6X1IXM0cT9GsqqI6PzVtSciqOiwVsU4DpSi0Dxtwz9z5kAikK5u5oIZSZAoop4yGGaONW/gyR5iSOI5R7Q4i6eCiOFjOuErIyc42GEIIfDasBC1iYh1oRS5Ng3+b8xgbqq2lrZSRmYGKMNsUOs1pFPHCc8/idYRS1TFXVE4pwn8OLPtCNhVce+DSm736RGrK+pfiIPAR8866QoGAS5evMBy9OBNYOAQoXdyZPctcabABpe4oKD1wZP4oNf00cZKA0ryk/kOJB6UyPeQ4c5X20R3KI41f/uVf5l/8i3/Bn/pTf+rI7372Z3/2wM8vv/wy7373u9nd3WVlZeUtOsKn8bUSp+2m1vc9zr5DIrg9yJBSkCpJK1L0Es1ionGxQklPJH1F8y0QZY4b9cPXeIifDPB5hqvmUoWUyFYHkXbwnQVkWSIXVhA6xrugKG+r0ZqpcYxLxyi3ZMYyKUPONb5Nsn6dtivIdzeQrgQJ3gYvb63j2d6g9CDmOqq2COwhLxpgVn+PojZKx0ghKJ2fjadIS2YEpXAVq6o6d9X4T2YsWgpy61BCoXWEjxJwZcjBcRFmU10ojGOCDkRdMnUQ6LxCoE2Ptg7nISsz9jZukRmHd3BFSq72FK4n2B3nDDMobBysaEQQfDQujBlFRpAm3VDgXTTodheXZ1DmM/EiQOgIqo6qsAYvC0QZ9laxTkjjiOdeeI5OO6WwntKF0oD3s45kDVSVEBWVWAZmUh1uNoeLD9Y5OAtqLh+feBGHvc/VixfYeeUW816pddhqjrq+XsPf1ddw9WOl4RGu+YO/a6xp5qzo6lzfvIrjBJNO+l196Id/LWc/1HRrcfgz9zbPbE9z9M8e+Plh5uinIPUxR9NVnaP9HlBUrRZ/66CsAGBpZ1YlspqzBBkk36U/IDMuBBXNqAgA1WSVL5c9QPdFzc2+RAnC1VQfH2Y5haDQLVauPEv/3h1Go2HowPqDVaT5WZi5Vwmimn8QobJpnMN6iaru6+HgAj47AdWxzndU5Uxp1guE0yADHRgXAKuXCsXMMmd2GHWbtZ7P9bPv809rXTBLn04ReYaIxgcpSvOvTlSeb6qAap7X6xSvwyyL1CmRjsiFJ/aeQvojKnY1EFVSkESKVhLhRCXiRNgsnbQQGmsPVkbnxz2qFz/Jy2YTIXy4Ro5QZeefQFVzwc3jzndSwTRJRDSA9MD5q76fpNx7HEA92vl+GnA2SvOTSiVaXl7mG7/xG0913+eff573vOc9TCaTpyD1abxlMd9Vdd6zPS5QUtCKFT3nG1X+SAlM1UFs9B9Mjs8muPEQN9zDZRPMOMMWZSh6Skmy7JDWNloBotVBxK1K2beec4XSeSalY1JaJsaG73mwRymtoxUr1hcvEo13cMUEI31QwxceoXTwKJcmJOMqvPeVeKEIRBsnwOahGCjzpqOaSImTYQRlfvYVe1Bh3nHQBSB4qgrknBWN0JUdzXx4F+ivVgdwWBTIKMylKh0TCYEVIigHS4Fxlry0FFmOdTAtLMZUo01yBr7CcQTOkBcy6CnErVCwVRpvEihyGgcECCC1Pr6a+mtLBAKtVdU5D+e10QMQoVtZdy7rU+Kcw1YerjPxkQqMyiBwWBgbZlSVPnXuU6cBtHNRH5d62Nn1AcDq26UQ/GYjNA9Of/8ndUTpceXopyD1ASP4jM1tq+fmUk/bTT36oK55HClUSALMxIrqimlp3QGQGs05CUdK4GtVQSEqEQSDMEUAqGU+E2+oPNHQcVDSc2HO0JsUIRVS6kYoQMtgCr5vBPHaJRaTXfo72zhnq45roAPNBsPFnBVM6Bk6N8uLDW3Ye3SVPMKTz53SClA2QgPN+a7qao0isQdUNTdS9U+9rxb/uktbP/bp2ndCSbwldJcdeDeZgdFwh4p5o6rjIGRCIfD1BiPpgq/o1VGLVMchUQvRiFw0z1dVXQU0wk9SyRM7afWpsN7jrG3qqPXjzp9P52GS5dWmafZ4zh967IPotjrTR8+XrCjV9fMft+iexlbm0FO9ddEM77z96caCdwZYf/nll890/z/8wz98REfyNN4JcZpuKnDf+dS7/QwlBb1UU7Qd1kdEKrCEWpGczdV5hy8y3HSMnwwwgwHFcEw5znCFaUCqd464Z4iUwusI354i0l6zr7CVOJGxMCkMo9IwzA2jzDDJLblxZKXFjTybWvHM6irLxTTMjEqPdCGn1GJ6QmgQc1TRaiZ1fs3xoqisYyQ6ahEpgUXgmQepngLZ0HiEFHOOBEF3ogasXurK7kUHIK50EOnzFuoxIVsLCuWIKKlYTQVCFUQ6ofRhv2FlPcMYjiO3jsIEH9PgYSuqvVOldCtEZYcX5n191AKh8DZCyCIUlyuP1tlwqTpYyK5EHKlGpyTVngeaHHz4WnHeU+Q5pbWNym5NtWZuP2GsIStKOlFMaIGfQrzvUHI4UGc+Y8WyGclpXsSbzDzzA7rHRMMm9HP75Yr2+6RZ0pzlTD2p+fxx5einIPVtEEeov3Phq+ppbkLlNDNBrW4epCZ61lmNjAgiRFSdVGdmXdQyR5gMn1VqgrUEvpSIOEUkrfABigu8kQih0Dolko5SBNGETAoGuSNuL7OkIvpbG/jSoIVEC4+TEi19JVMvmuOonqYJxxy9BA9eHAE2zT3rmRDmOp5CgJVNQSDMk4SE4pnVDIJHnDheeVnUEn2yESUQcq5LK2UwiYNABTogZFD9X+lgXaMjEm9weY4VElsWiLZB+oVQYfcO70qESlAqwjMHzOEAHUfikN7Rig4ec72p8tX5c5WAlW9+PwdQ/Wzu0wPWegrjUJW61oyuc4g6XEVpLM4dB1HD+2Xn3qyzzLTMv8ePIv14/+QmgeNCiFnCPtX9v6Ze/dN4Gg83HmQudR6ozlvTvLYzJtGSbhoxLSzWBY/yREl6iQ4Cgs6BKecA6j7Zzj55f0Q5nmKzAmcdUklcaXCFQSgZqLmdBWS3GnURslH4z4xjUjqGuWEwMexPSyaFISsteemajf3euOBPXFvHDLbBhcKulD6AtKr62eS6OWDmMTOgakWllVH5gssU5yVeBd/WsO9QgMUIiXEzq56aZluL+Fgn8ErhK7V4qSOEjvBlceiEhzEkbw2+zKGIG5XfuptqhMAIjw7KTc1z1GKO9fvmfWBtOR/2AWkc044lKMgE4ViMBhnhbY4QGuHKA7PCs3GW4CPrvcNZhzGGCCpkOAN4tbClrfhHHtjd64cRF2Cmel8JWkkFSuKMY3t3j3arBWJGcPWVTdyRcwQH8nAdobN3ujzgZ9u0I/EAbZbZ/nXeNaIBq4fu+wCd1LdrF/JMOfpJpTs9pngKUt9GUVN/RaW06qsF17gwjzrKTTWXOhPfiZWkdBJjwwc+koJ2NEc1cXbWRTUZbtjHVSAVU4QFUEeIJEWaMnReKxoMUqOURld2KY14j4B+bmmpDovnLtK/dxePwSHBOEw1s3LYC7NRshVz69VJG4Z5uxxfwbKqozq/aRBKQ/XavatAd/07CR51tBUpat+4SlXAR0HxVkaIyIZzUlVNfTkz2vbzy7alAaqiUvBbSRJErrClpZCWYTHBKtXM19QdYeETPAJ50iJtBeP+Dt1ojeaFiPDdE5KbQ+AkFMaeCEsagFp9H4zGLPa6zTHX0cydNlnRM82mWDfzvmX+PhVlG0KX/fD88Xw8yNzpw466QHFkjuYJSRbvBOXA+fjZn/1ZPvaxjx253RjD3/7bf5t/9I/+0Vt/UE/jiY/Dna7TdlNPiu2dKUoLokQzykqMCx7g3ViRlRE2VjPBpGyCG/bJdvaZbIXv+SDHTA3eOoSS2NJgywBSO0mC6y6hbHkAkJT1XqAMAHV3UrA/KRhlBmtcoxwPUCrLS6MW71o8h9nfRHqHc6LScNCB8nsoB/kKzM6Aai2EF/JOkraq7mDoUqZa4ZzFyTrLHQw318kMeUhWlmYRXoQuqlA6gEU71zk0JV7KxjdVmALUwW6qcsFKThtxACQ04yeSxhaosB6HIGq1WFvqEAvPcDSiPxhRlBqvCkRRFbONCOKM/hgV5OZ1wXA0Ju0uzs4dM5pzc5sH7x39fr/KxzXoF+H1111lZ8E6+qMx60VJu3XM1txbDm/Zszyv9C2OYTyJ2jpoNip0FoGfRx5N99SdWOl+Gx3tfeOdlqO/8zu/k0984hN83/d9H63DYl8POZ6C1DcR96P8nvxHx/x+3sx4juLhONhF3c8No9w0VVsIIKGbajqxRspQxS3trMsaqL45opgGgDrq48aD0E0tQ8VQJCkiTvF5hjQlMu0GaqsIyUxHbSLp0Cqoz8ZGoo2jn5eYOGXx3AX69+6G56w6hDWIqROGrE2uq85QXcw9zSpU27wEsBgqnB4amfywyNd0HItwYq4rLcIC2DxPxZ+Van5UlQYE+xgR+yZZiyKvnq8SVfBzJugOEC4kCCHpdruYwuCloBNpltKIHW8ZuRJhwvMFqpANKoLHRF3Z3r13mwuL1Ye/KhggRKWOqFFSgtCMhsMDLy0s9nNdTj/7/srrr/PuF16gFccH7jO7c32+Pf1+H+dmAlhNwdVXjgEN83pWMDhLl+JBt4anqULOxB0OSd2fIk7jdfxWhuD4Tvf97v+kx1/8i3+RT3/60/z0T/80y8vLALz44ov8wA/8ADs7O09B6tM4c8wXTefXqQeh/dbd1L17I6SWJC1NmRtMJSq0kGiWWxHLrWAf4/MJbjwg391nvLHL6NY2480J070sgNSK7mtLiytsmP/stEh7A3yRBTYUYc0trGdUGPbGBdujnN1xwWRaUuQWayyuzv0q0Fpf3BgCPd67fA7Tv4dyYf0Oar+iovIeojMfAaqACN1OaQtiFVXKvkHLwmkV4KkBcA1Ia3xam/8H2zopdUPzrQGqEAVeyRnlFw50U6Ur8Ye7qVJQCl8JMh4EqrZ60tq7tTBhVAoVEXcX6UaKXhqx2muzsb1LfxRsWkRR5SZT1I58R0NIPLC1t8/C2jmkVBW1OWwRDlNUs9GArAhe6tWbM+ukKh1mUK0BrXHecXNzi+efeZbIulBIF+4QBanueAv29oczchk18yZsTaLKZ+Z+KfOsgKnZ795vBrW5rzv+Lo161zGZ7ZCAUr1ReLt2UOHsOfrttcN4sPimb/om/tpf+2v8hb/wF/j+7/9+PvGJT/Ct3/qtj+S5noLUNxlHgOp973zCqnfcB1zMiyRYhoVla5jTn5RMSxuom1V3c5QZVroxSkCiJLm1QITEh8W2zPDTIXZ/BzfYwY0HmEmGmQYAplsJup0ii0oSv72IFAopJa5Sq1UydFG1qFR6lSBykr2JQbbbLJ27SH/zLgKLa+ZVjnJJZANojq46ss6I88iq4QRX4PAQjcTrKNjrKMDpSiipmiGpVWur55rZowQrFiHEAaB6ALSm4AuJKHOo2EgBqHIAqHrvED4II+g4rsQtPMKBMp6LbcGeM+x4g3UVMD6ywM+un3ojlNsCygzpbThuqSqbHY2QGq9iDHBvY2NOzCMcvPQVfhYCUUswA6PRhFduvM71Z58hjvSx845CCEyRMxwMGyuf5jCrU1kLUdSnVtazx5X404HHO/T4p/mknCYfPfSk9TYDp3WEPeTbOEM/gvjd3/1d/uyf/bN84AMf4FOf+hRf+cpX+Bt/42/wPd/zPfzP//P//LgP72k8YVGvWfPxIED1cOzefA0Vt0h6S+RTgzU+2Ie1I851k1Co9RY/HeOGfSabe4xubbP/2oDBrQGDScnIOKwP6u5XSouZGoQS6E5KvLyEm44bhpV1wXJmWFj2xiXbw5zxqCCblpjCYswMzEgl0bFEa8lXN0dEqse7ls5j9zdDXpY15VQ2RVsqsDwf3vugTlyfS5OhpSRWqhJEEsSewKICMGDE7Fw6V3m7ytrjVeArYIbSQaSxLCCKA5up7qb6qiBsDF4FH1GhyrCfUQVaJ2gXXA1iJ9Eq2M6EmVOBtTPKr/GeqbEMspJB5pg6SSIjUh3R9iXPrPVIteDensXpuBKWCky2Y7VFqnM2mWbcvbfN+vo5HKLpFhs7m++MZLDuC1RfUdFrJVRzwbUYo7chH3tnmWY5tza3eO6Za3NvxExtuS5YZ6VhMJ4elVao9gBCPPrO6ZHzU6sjn6Yw7Gf39ZxNAOrtFmfJ0V8L+fwnfuIn+Mf/+B/zS7/0S/zcz/0cH/7wh3nhhRf4+Mc/zg/+4A9y/vz5h/ZcT0HqI4oHFk+CJqN6H2i9w8KyNy25u5+xO8oZZmYGUrVkqR2RVxXIRCt65YxGEWZRp5gKoBZbm+R7Q4rhBFcYnHPEvTZRJyVeyIjKEjrLICVKa4RKwBRo3aK2Natpu1pIIu0YFAaddli/eIW9zTtAeTKL188W8PqjKhHHoJljHqHuotYLoaxmadR9LuMGmNa2NL7pCkqhEVqBUxX1SQSadTODI3BlHh6jzMOLNyZUkOtjELKaUTFB2TfWgbJVo97csJoKEJYdZxo/uQOKwse9VpEz2t1iodMKQktV9dn7CC8dTmo2d7Yp8mymveArX7S5GZkDBVjv2ev3sa96rl69SiuJG8/V5mltycbGXYrSNMJddchwIqt54voaPea9m4uHAUrvB0gfaLk/bCZ+xvBvYZIJ1+kZ7v/k5z+ef/55PvvZz/KX//Jf5ru/+7tRSvFzP/dz/Jk/82ce96E9jSc85ouRbwaoOg87L32+AqnLZOvXMOUFhITFdsyVpRaF9QgMLhuTb+8y2dhh/7UBmy/t8uq4ZLuw7JcW64PeQ+HgWgVS44U2nYur6CKrxn8kpTOMCsMgCwB1NCyYjHKycUmZZ7gix3uHVBEyTohNRJxoykJyY2fCQmuRZ9cuYffvhTMhFRCAqhAiiAI6R6Nw6yTI4J+ODyoKokxBKqKojZUC68LYiVN1YVqAPSi4Vz+kqVTtLQIhI4SKEXES7F+MQSiD12GGt44AXIOIktQR3sUIV6JJ0DLsQyIpiJUg1pXAoxe4CigH0OjJhENlJVvDERdyQyuJaOkw6xrJgosLKcIaNvZKfLMHCAJR89H4fwuJdY67dzcQcUqv2wu0YuMxVV5JlWR/d5vpNGssVbynYqgFBwJE1VWO4qoIHB5/fzTGqJgo0gfzVAVsS6+4u71HeajJKqgEk6S/r3DSW9KZnHNjgBlwbV7OnOBnYzHYdImfINAqzpijH92RvKWhteZ7v/d7+d7v/V42Nzf56Z/+af723/7b/Bf/xX/BRz/6Uf7iX/yL/Pv//r//5p/nIRzrOz4OdFNPQ/k98gCHkmM9g+JhUoYK4PYo55XNEZNxQZnbZvZER4phSzMpAvzppprFtPL3cmY2h7q/Q76xwfjuDtOtPYrBlDILNKJ0qUWy3MNkBWlhSBf3EFIG42ud4E2CituNiIsk0HeD3H5YaHLrSZMOV68/z53XXg5V3Uo4INB6A8LVOgr0GOeYTCZIfFXxqzBi0wU9FLXK3knV3sP3n6sSe6HAByEDN7eoS+HDSIiMEFIFCpTMq4QdVHtFy1QzNBKKIjymNTRcoOpYnLWUKKJ2iitmiokCgS8sK0lO4T37XlYzr1WluJqxPS5ufPXLXD1/joVOGxnFyFYHtMNGir3+PjubmyhRQW5PSMyyvpyCDH6jJCxmhY9+v0+W5Vy8dJFet0ekFZEMXdeNO3fo7w8OUn1rqpsAhEfMiT5VulRA6Fsf9hScnYezx/xjvFH18SzCBbMHfYDP6lscQoQuy2nj7dkPPnt8+tOf5hd+4Rf4tm/7Nr7yla/wv/1v/xvf+Z3fyaVLlx73oT2NJzRqyu/9gCpw7Hp80vpjiymTnSnTvXvY4utR6nle6yW863yXSWlBmaaLuvfqLpsv7fKF/ZyNzBx4nMJ5vrCfMTKOr3+lT2s5pXt5n7TqpDoEhfPs54a9aUl/mDEeZIz6I/LBDiYb4U14TBklqKSFay/S6iXE1QvcHZesd7s8e+053GCL6eYQ73IoxpitO/hRHz8aIYwLlmhJDJ0U111BdHrBDSDKEWUQVUx0iq0ED533mEo8EQWmJj5RzWkS7meqZqmuaL5SJ/goCXRXWwZ2lLczw+8a4ZY53iQIVc+mlkQqwjhB6QSpVhQ20K29E1g5s0Yz3iOcJ7eWrf6Qe/tjFlsJPtEN3VbbkvMdTT5V7Jaz9zp0sQ8CpmpXg/dQOsONGze4ePkKvYUlvALlJdJ7JsM+W5v3cN4Fy5eagSRqb/cIlAUfV0UAwnvoHR7ByzdvcfnqNTq9BZRSeBlhpSJ3io29ffqj6ZEZawV4PIoA3msRp8cah8DqaeLU7MS3QYTCwOnvf5b7PgnxW7/1W3zqU5/iF37hFzh37hwf+9jHuH37Nn/6T/9pfuzHfox//I//8Zt6/Kcg9RHGqbqpxyVE76oF0DPMLbtZyWs7E3a3xkz2c/KsxBqHlEG0Ie1EmCI8Ty/VrKRRpTVkEUXoohb37jJ8/R7D1zcZ3h018zAAvUtd2sMMm+UBYC31SQFUhG61IWoh5mi2jpmybHObh9J7Chnxnve8B5NllGXw5hRRRBQlaK2JtQoUHQG7O9vc2tikLIvGguW43ls4j3ZW7YWQuGpF3mOEkcIjCWoFwxkNJ4DV6g5IFzYqSggiFQcfORkhbBB3EM4hVYbXGq+mQYnQmIZ+E1SFQ0d3dzjiYneBqDBYYxuftqCPX7La0kxNQeEl2DlBpvnq9VyUU7gx7NPrdllaWiLu9rBJj36+RX9SYL0IXWgZVI5VZW9jha9GbENFtabnSjGbJZ1Op7z6yqukaUqn0ybWGmdKJsNBEIg6RPUVVbJTUpzYHT3OruFB4lFVef2him744e0N68Ln4p3VSv1P/9P/lJ/7uZ/jH/yDf8AnP/lJ7t27x8c//nE+8IEP8L/8L/8L3//93/+4D/FpPGFxmPJ7ElAN9z37Z8g7y+4rX0DqmM5Cwq2LU0YXFhBRidvfYXjzHjtf3uHz/Yyt3J74OC+PC5SA1msDFq/3WcgmQNgLTEvH9qTgbj9jOiwY7Q4Yb98k62+FjuNc6FYXb0tMsYTznlhJ2rFCSUmctriweh3fMoxv7DPd2qD/0uuUewVmZPGlh0ig2iXpmsEtG7J8jO2tIOM2TiqEjZBKE0mFkaC8INKB9uuMO6jk732jTBwUfwWR1kgV45VGJmlgIlkTXoev5jD9bMTHW4MwJUKbMJtqMrTSTRfVOEGqJbGSQXASiZnjAflqPnWaF9zd3ObCUo9zrTQISFUFbeUt5zuaydiSH3AUkEHV97j33UNZlty48RrPPOOJoghrDaPBgL1+n6IMr8GJ0GX20OxbkDLQnr2jdlYNlN9w3JPplFduvEbSXaDVW0bGCYX1TPOS3HqcUAeuaVld47oaY9ISbPWcdWe76aVUl/g8HfhwofeIGO8xr3/uBN//5/nbDjOZ7rNHfjKsaM6aox/dkbxVsbm5yc///M/zqU99iq9+9av8B//Bf8D/8X/8H3zXd31Xcy4+9rGP8d3f/d1PQerbJU7VTT18+4GBP3fg/84HX9Qb/Sn/+sUtvvLVHV7+7P+XbH/ryMNKHbNw5d1sX3ue3UGYM/3OZ5cRxQS3+TqTL32Ru5/7A+78zgZfvT3k5XHBaE6g4NkbfT6w0uLyt1xkdHcftQXdCz2W3rVP21vU5Ra+ZbBWMCkdo9wwKGpvtrAIR0pSWEVhHVIktJMe7Y5EqbBoqsr7M1GB2iTLKSudkhee6TG2gpc398lKGwzFmVtJK3qLrygsQpmjwF4ofFWdREbhu4pAaZzQGOcpLY1Scun8gUVPEoScFPVxJugoIUoFKkqCsqANCoPSFnhT4os8dFStCRVmYHtnm8Eg5urFC3R8GRSUCUnHlRY1nnAujrll46AabExlXG5ms7Zz10FILrCXTen3+8HPNm1B1MLrCKmSkOh0PBO6EhIpw7lQEqwTGATCeVxFMXYOvAgV1yybkmXTpho4rwR4ILyoBDcEWkmiY5CkEG88k3oaAHrcgv+mOrOHkuJxYPXtJphURy2Ecer7P7pDecvis5/9LL/5m7/JBz/4QQAuXLjAZz7zGf7JP/knfPzjH38KUp/GA8X8jF7dUYWwzh6Y638Tsf2Vf8t0bwMdfydff3kB0h12vvgSL33mZf753eGpHuMro4LtL27ypzsRq193nUhqdqeG3769zz//vbvcvj1gZbpP//WTfQjNdMRoOqK1epm0E6OVZK2bcKmbsNJSRJNdGG7h9jaZvL7L6EtDBlNDXhWfpYC2ymjdnpAuJbTPZbSvO7aiuFGrRwjiuINTAqpbBRKJYGJmQNxVY0tCSIoqqwkhSXWKTLp4qQK7Smmk0viiwJs8FIOr8EWBlwGw188vgTTpIoVsxiImiWYiBFpYcifw1RtaF4y992xubfObkxEX/vgfpafiwKACcI64nHKBjDvTAaUPxVqRtsOIj3cNWPUHRmo8pTO8+NIrB96DpggCaCmQeIwEJzRS1ZSjQPn1KkKoAMJrcUVkUE6ejEaMp1nF6NJ4HeNlBMqHv517TlHttSDolZh6r1Mb1B+TII7k1tMArhMElMRJ+9vwwAfuc4BK3QDWh5fBhPdv2WjOWXL021kE6rRx5coVnn/+eT7+8Y/zsY99jPX19SP3+YZv+Aa++Zu/+U0/11OQ+hDjOBGl03VTZ7+fV/fdzww3dyfc2hix/fq9YwEqgDMF/Ru/jzMFSesbeG2tHcyrbYnd32H/xl02/3Cb33t9n6+MiiN/f2NS0lKSD7z7Elu/f4vf+vwG33h1GhQGL5xHVyCssL4yEbcMJiXDzDRKwpESlDZ4tHWjsOhLIUhlAD36EEClnCLKDDfq0/bw3FKHV7amZPMHVgkMhNkNgXAW76NAjTkMMOrqZK3cWwHX4OkZuqfGBRGF0vrGp9V5X/nJgiTQhUoJkZQYB+24i5B501k9YvxtykodIgDW0nlu3tvk0voave4iosgQtgzy87lF5NPqLa/FIQ4WKrw9tOirQwu5swhvwEm8KIEoJDThKyVACV6CcCilobKI0bK2fA1g3x26JE9eNwVKKbqdNsvLS3Q7HSI1oz/VVO2jf3UwjluYT1t9fGiL+glg9dj7vI3iLC//ayD/8Tu/8zskSXLk9v/sP/vP+MhHPvIYjuhpfK3EcR0kmOkkvFkq3vp7v5Ur77vOt3/dea4ttiBaZfWD7+Fdf3qP7/nVV/mNO8MjVN/D8c3LKe//xvM8+6e+nvTdX49rLYKDhTTimdUO08LS/zefO9XxlON9rOk1IoutSJJqicxHmNE+2f6IclIwzS0j45lWOVwJQe4Epfe4vm+os3qxh01aQfDIGoSzaKUpK1aSEgRhRceRHFPn29oWxkhQOkY4h1cGmQRv7iaEDAVcAG+rfGuCkFPlbSpVTqRbREpgvCDVAudqESeLmXs/FbW7AJiy5M7WDs+cXyGtu6kydGGlLVDllMJ6kLoaQTpavThQ0Khfk5sB1zAaFUQmZa3v4EPPVFTWdzXUFXbOs9aaCjjXUJzGn7W24RNSB1q6pHE6aLXaLC0t0W63UUo1hfhm5IoTceN940D+fZjjMSf5pz6B8U7L0b/6q7/Kd3zHd9z3PgsLC/zar/3am36upyD1AeILX/gCnU7nxN/PgKqfu+2YCtOhalTTQbQlZdLj5b2c7df2mNzdxuxv4yfb9z0uP16h2H6Z0a0+X/q9jLv5FvbLL7F9Z4s7+wNeMxlblMf+bVI6Pvfvvsq/+rXXuPJ1H+T3bw1YuLPLyvvGATxJzaDI6GeGnVHO9qhgmpsDfq2TUlMaz2IaoZUkVpbE60poCbSUCJNVAHWKGw/xeYabjkn1kOeXlnh1d0JGAPxequoDHYckVc2lBrB6cLEMQLYGtPUsqmxoybU0vHOBOhUSykwuvxaEilXwhLXSYWXwMo10glY6VDJr429XHqh8+krcAecw3nFre5elXpeVThstNViHFQVlURLS5aGlSkpwHDXtPhy11Y5zYVdQG4zjEM1wlQyzNniEivBK4K2ohBQqUpH0R5nVopoLntvIJUnCxYsX6S4sopREiSBOMe+BO29B80bg9H7A9EEEkg5TlOZ/bKxo3tZUoftH3SE49f2f4Ay4ubnJuXPnjgWoEHxS9/f33+KjehpPYtQ5+qTP/sPosCyeu4iKE6K0RdqJ6fRSLqylvOv8iAvZLfZf3ea32YeihXnhGiJWfP1r93hmY8Rke0o+LJjW2hJCsHKpS/dil+6lFYpnL/La+mVu9j3mS6+wlTnu7GVMNobsvrZ36n19MepjzUWsC1YtsRKoYgKTfez+Dtn2PpOtCTuFpV9aJtY3AKvtBKWTAYwNcrxzXHzvlL1xHxOlWJ02gEkR8osVQetBS1lRXGegLQBUgXRBAbi0glgloC34JOT2dPZ++YJKHHGOZWQKfFnNktqQj6XUxErjvKQdaZwzFb1VBQBc2/Wp0OXVla7Gq6/dpJiOefbCGqlKUVGBkTGFBV/mASMqX3U1Z0B1fuDFVWnUeSisw1QF8BlIhRiJFHJusy1oPPhcoBp7IQNQpab82sB4ni+aVmC5AaxVRHHMufMXWVxaRFXWLQ4orWsEHBumwDHXSP1JeKi547jPXcM0PHz7/ajB6sCfvB0z+TsxR58EUI0xfP7zn+dbvuVbHtpzPgWpDyMO8C3mO6qzj9aBjmo9IHOcNn4VspovjLREaYlO4vsegowSdNpFR4p2pMKHpgJz3rrZfOQJcS837L20x73ccAW4mxmyfh46gCqiQLA9Lri7n3F3f8r2MKfITbPqqUiSJprSONZ6MalWtLWkPg1agnLBDkeUU2QxwWZjfD7FmwJMQWJL3rWyxt2JY2+aY61rTMRBhxkR7/HSzrqQ9Tk93EWVKiTFqosakuSMemSsp6iA6vw518oRqyDEYKousPWCSKowRyM1aAMmr6i+ZeXVagNVqfJytcawOxgxHI1pRZrYG3xRkBcGHzlEneqUngE3Wc2NzNvtNNK9YtblczbMy85RjyQQxxG9boduu42KYoxUjHPLYJIzzPJQGa6uR1ELKh2YxaoqzdV8cBLHXL12lbTTa6i8NSicAdkTrseaXXTCinwq2u99fvdAQknNAx9DM3obdlChroI/+qz2T/7JP+G/++/+OzY2NvjgBz/I//Q//U8PNdGcJi5evMjdu3c5d+4cAB/4wAf4zGc+w9WrVwHY2dnh277t27D25Jm+p/E0ThNHGU9n/4z1b3xx9ngqYuHS84wuXWZc2ECvbccIppjdDQYvv87m791k6ys7vDQq2SqOdlPbg5znbw65fHWEKwrW0gS1fhkvJMPM8OV7Qz77xQ1e+fV/zQc/8L5THWMx6jd6FbEUJFpCPsLubTLe2GG8MWB0d8SdzDCd9yjFMzWQ6xn9V04F2et7nHshYVwOGcUJhU9RsoUUrunYBfJv+E8tViWFCBpIohJZ8qC9DxZyPgl7FW2R3hEEMQgKuKasxIRqZX8LZQE6MJrCbKciirsYKYgkpLVvKxbpZNPdrLua9Zdzhq3tHfLxkJVOTMvlyMIxNRaLnIHT+WhsUw5dP3BgT9GcsyqLaSmIfagA95ZXWeh2SOII4R3TQZ/R/h75ZBTyORxtffpqRoeagRX2PwJ45to1lhZCjnY+6E4ID9VEbdCpOGmfeR/67yPLO8fk3CdS1Xcu3goLmndqjn4KUh92VKDsIPU3lLMOzMLNA1XCvIOfQReg6mRpSRIrovj+b1XcXSLudIlbml6qg7VIBXaEklDNhJ4Upff8yku7R24XOsZHLSaF42Z/wsubI/b6GdkkqAw774OHaiwpWhGldVxcSmnHioUkHHPovklEWSJMAKhu1MdNhgGkzgFFPdnn2sIKF9aW2M89o7xkmuXVuQ0Ls7fBN82aMM/pvccj57qokrre6av3pAZk1s+SSWEdhZ2p2EoB0gQp+8L6QIuqQKqREiMhUhodRQGsukqR0Jbh/0aBCoILIgrd1dKWlHmJsCXSiwAuG3W/yh7nkPerqF9rDVbr19V4AIWF3FfXjooi1pcWOb9UUXF1hFcxXsWs6BiLoD/O+IMXX6J0AkGo/DrhD4yAiOq9kkKglOTChfN0uj1cBVpFdScxd23Pz6HOVxQPL8RvVu33zYDS+3ZUzwBO30rrmTrOPJP6AIf4i7/4i3zyk5/kJ3/yJ/ljf+yP8RM/8RN813d9Fy+++GKTjN6KOKyqeuPGDcqyvO99nsbTOC5E1XE6y/3fTHhbsn/zyxTjAVK9j5sLKc8vtxG6oNzepP/KBre+vM3n+9mJjzGxji8OMkavOlSsaJ9fRT87Ag+DwnBje8z26xvYYnLq4zLFhLJS/k+1ItUC1d8n277L6NYW/Rt9Xt3PDwHUWYyMQwpBogRd7XG5ww0mXLy0DhfXGCTL7PmEYpBR+pK9oqxsckJe1nhaWtLWYS8TQNSsm2oQRCoKegsVJVYCoiVweWAEIauCsHUITChEFzlS6ZBzpUbInFgnRKpSG67Kp4VxyErZXlZsrto+TwoQwmNMSX8/Y1hO0MUYSotTUQCF8uT8UK/L9aVjfACohfGNUJGWAkygQKdxxMLKOsvnLwXxSCVIlGRlaQlfXmS4t82dW6+TTwCKWf4/QA+aUX6R4VWeX1lECIGdoxtDEDnEeZygscB5M6MzUoiTW5mHud2PMd5y5tQZc/SDlMPfyTn6sYDUH/7hH+YTn/gEH/7whx/H0z/cOO79mAOqwMld1flOqpgDqtXfaSWItaKXanZbmmRhlXywc+TpovYi6eI50k5EuxXRTXWwoKqqU0ordKLpakkkwpzJ/WKv30dKwWd/p0D3PscLqxfg+T/Ol+8O2bo3YrQ3JR/tY8JqitIRur1A2m5hTcLeuGS5EzdUYClAeQPFFJlXAHWwhxvs4owNlixSIq0J4F5HpFqTdnusLy/ioiQM2VcUYJA4BMZ5xuMR+9ubjPd3MdYGuXgpA134PioYxgWAWhqHqeZkVAXAjA/VV+dBC4n1NPRf6wW6AqtKRUgVBeVBVwZqircVVcc2gJU4AFZny3AdqCh0tuuixfyB1ZY0zh5d+GWVtGtObgVc11ZWubTcRrtw/malkaCQqFTCyuICC70u+8MRzguEP8r4FYTEJgV0WinLyyu4qkurKpQ681UVzXtbH78UB6m/HHrsw/GmuqGH4lRaD08o/fcsZ+lBzuj/8D/8D/zoj/4oP/IjPwLAT/7kT/LpT3+an/mZn+Fv/s2/+QCP+Ojia8EI/UmIr6kcDdyfKPhG19ThVfLkmO7eob+xzu3zXUalxbsJ2U6fvZf7fHE/P9WRvjopWL+xz+p7duhNhiAClXR3XDb5v7+3h5SSKIrQUYRWQTTvuMMzZUmkJe1YkrgSu3OX4Wsb7L20y0ubE16fHD8CVMegtHSUoHSeqBMR9zqoKCZKEpJz52nFi+ixoexP2B1kjPoZd6YTjHVE0hOVJZ0yZ0EZlmNJJ1YoAcYHqxqldBABrDqDjtBFlVIF2q3S+MmwSq8ORNko/Quh8EojbFSp/Uqcco0ojySAx7qzqUXwlo907fVe2baYElcWGFMihMRJDcqHc3o4vKPe5MkqFdeU31r3wlqHJQz2GO3RWnF+YZlkaZXCBSaTEgGoSyXQUcLi6jrtVsqNV15iPNjHSzuz5Gv0FGaUX7yllWiULfFSI4UMmLq23qnzcdXJhtns9Xz7pP7dQ+ESPWRLt2a5f5un7Kc5ehYPO0c/FpC6v7/PRz7yEZ555hl+5Ed+hB/+4R/m8uXLj+NQHmqEpbEur1U3zoFVmFW0mq7qgSmBmtpZLbACUi3pphFpJ6a1dCEo5E0GOGuCBHyrS7q4TntphXYvYa2X0Ev0rKOlNDKOiDuarhYsRepYqtF8vPrKKyAEK8spX34xZ/wZxYVv2eFPvPv/wT+9uc/ejT8gH+0d+Ju4vUC5fAFjzrN7PudclmDa1byNBGFyZDHGDXew/R3ccI9sZx9XqQBKrdCtpBFpApBdh/IWKgEglA6qdlIG6Xjn6UQJcXeZhSLn7isvYsoCJ+SRfUWD6+bfLx8SWGZmYhFaBFN35yXOhUqoQzZm5RaBdkGkIczZKrTWCJJgXeNt1VmtLWoC/VfU4NPPEp8Xs/e6iYbG7INAUg1YoaE0e3EQqJ5b7qH9CRsN7xHOgIAXnrvOl178KtM8r4QcjlZGlQjqgOvnzqG1wriQxGoAGihMNB3Yw93T+a7qfNwPkL7VuON+HdGHQQN8mCEq2v9Z7n+WKIqC3/md3+Fv/a2/1dwmpeQjH/kIn/vc6cRZnsbXXnyt5ujj4yw74De+72jjBqNnLzLODV5lZDv7bO5M37A4PB+vjkuu3B2wPtpHOhPGVaxrWDevvvpquKMQKKlIkpiFxUWWFhdJkhQpZ4DVm5JISrqRRk52KTdeY/fLd3n5xuANAWodmQsjM7oVEfXayN4ysruESboUBjLryBxMi+BKkOUWUzgy70EoBlGHYSoYlxlLpmAtVbRFpbjvCd3URpsDvCwrKm+EjEpcmeOLLBSB6+2LVIhoJqKEiohVivOB3proah9VaU/UuhNBaTcUZJUIezBRW8q5ChBqFbhYYk6Q8VAIQXOOBZUtnwNrHbnzeOcpCWA8igWivUg/dyTao0QQbJRSIJ1HSIFWmrjV4ZnnnuflF18kH5WVw+yceJKAmvIrvOPcynLI71IGZf+6QcIsT8+L+zbGCfd5rw+/1KeFwfvHPNA/1f3PeD7f6Tn6sYDU//v//r/Z2tri53/+5/m5n/s5/s7f+Tt85CMf4ROf+AT/4X/4HxJF0eM4rDcVNb2j/n4ErMKh7mr1ayEPAVUa4KIqkLrciel2Y9ora8goIc5GOFsiVYROu6S9Hp2llIWFhLVuQifSs9lBpdGthHghob2Ysl6GBXRgTuaMezzPtyNWL3VJzy1Qdrvcyz1q9zbf9t42v6k+yK1/97uU4/1mtSsmA4rJAFtm9K8ssL9YYpbDghdJAdkUxn3s3hZmd4t8b8B0e4AzBiElKo7QrYKoNMRzyVwCIm6F8+ZrmqtqqC2lA4sAnbD67HsY9XcZD/axlequFB7pwyKiBDgFcaSwQpBZg/WW3Dis88F3tpLTF8IDjszYRvTBqdBVNdKjfVWJrRKdFJDoFIFH6Ko77G2gAVeztPX3Ayrr4mBhItB8gyASppj7ef5vxIH7R6qS7q3nd0Xl6zYv4OWhnSZcuXyBGzdex7oqiVXvdw1utIQkiVhcXMQTusZCzOi+kkrjqR4FPtQ9nXVVDy7E91uXH6W4yVnjcYPSIyHOCOIFWGsZDAYHbk6S5FhBou3tbay1nD9//sDt58+f58tf/vKDHPEDhxCC4XBImqaN5+5oNGpey+HX9DQeXXwt5uizxBsq8t8nysk+k1HB1Fi8mZLtjrk1PR0YrGOrMIzujUMH0RpkVTz1NjxOs7ZXFFNjSsaTCdt7A1avvZvlpQUSl9NbO8/ShWXWejHtWCJ2Ntn7yk1u/8EWXx2drrMLgYpsPWEv0Wsju4u4pIuREbm1TApHZhxZaclKizUe5xyu0kGwRlDmgnG7RdbpUric3jQnrmY+hZZoHUM1SiJxYUQGizc5dk6nwftqRlVKXF75rdoCbIyOU7QSRDU60xJpBE7O6Lf1VwCJBLZT44la52lCHlVyLq/WezqHcBYpdQC7c2NaDo+FOWFGj3KeloyYevAmMLhiLTAelPOVv7kPAlTKkbS6nL90mddfGoZDqsQR6+fGi2CXoySL3TYhv4f7BJJTOIdChOOqu6nAkY7qiZZzvDlq8DstzpKj6/s+zdGni8c2k7q+vs4nP/lJPvnJT/L5z3+eT33qU/zgD/4g3W6XP/tn/yw/9mM/xrve9a7HdXhvOtyhiqs81LWabYbrcpwPG1Lv8EKFrqwQtLViuRNxfiGlv9IibmlMsYCzFU0kVqSdmG4v5uJii/VeQjdRFZ1YIuKQVNLlLp3zOeeq+ZSdQjA0jsmc5UlbSXpaciHVXLzSY+1951h4/jL6/DVsZ5XXd/Z56d6Q12716duEYmeHXrdDFMXIivcy2nyd0f672FstMDaYems8MhtgdzYoNjcY39km2x2Q7U3x1iMjgYo1yUKKLUq886RCUHukys4SXsXN6XIInHdBFKkCqw4QUczC2gV6K+vYIiPPppiiwFrb+KgKFVOoiMx4xoVhf5yxubvHxvYuWV4EqX0ZNgHeUc14hHPkfFAtjFVQDa7BqqpoP9ZX85xCIZVCETfvaS36FJJJNSssRKAWCTW7NLyfgduKPhySpjsA5vx8wqyAqRfHIBoXaOXCGaQM8y8b8V2yomhErZyfgUwlBUuLi2ilscyA6fxDC6p5Fw4msvmK4pFq7ANQbE/zN287UPmQ40Fm677whS+wuLh44Pa/83f+Dn/37/7dh3x0Dze897z73e8+8PM3fdM3Hfj5aVX/rYuv9Rxdx5kAaaMjcf+YjnImhcX7KZPdKXvl2YVEpttTytGY1BaAxFmPs/dhQXlPOR2x8eLnse/797j8wjp/8ju/nucvrvHCuR4dLfDZlHx/xKvjo1Z094vcBhqrbiWoThe1sIxNu0yMZ1w4BoWhPy7Yn5aMMoMpLNbYZppJypBJysyy7TxZp8XVpSVYgFh7Whq6iaIlHKkvSFyOLsb46QiXTdkux+xnI/Iyr8ZhghS+iJLgYW412LKi8IIVAldTX7XA+1leUmLWVVWIhunUFJPr00m1O1M6sLmErDQuApCVKqoK1L6SixDV2xAKxM4Fu7vcWFoGpqVDq3AejQ3HYYXHCBEs8IRHygjhYXF5JeR/UU3p+rnrx3sEloVum6gRUqJhaTV2NxzspkIQU4LjO39nWltP+sw0xfP7XO9vU5HCNxNnzdHT6fRpjj5lPHbhpLt37/Irv/Ir/Mqv/ApKKT760Y/yxS9+kfe///38t//tf8tf+St/5aE+3+NSyDoMWvGzbquveCOBzqGo2apSQjuWLMaai0sp22ttxlUC8A6kBh1pFtuatW7K5eWUlTRiIdEV2BWIOEX3erTWFjHTHCkh2pyw2s8ZG8vEhONKlKCtBO3FlN7FDgvPrLL0rqtEl5+DlUvkcY+tcZ87/SmjYcb+Xp/h3ohbt26SxAndXpeFXo+01WL7xut0F1Oya8tBiMdM8YNtinu32X/5NqM7faY7U7JqRkfHiqgbUY5L0oqKLKQgUREiihuQFoCYrgQKZlYyte9avX8QUgUadLvbSLAHv9RAAxqXFmUcKnakacrCwgLnz63z2s1bDIdDtAyzK0LOFAmDwJIkli6AVSHRKogVBOqOwFSU4QbEiVAlDfMnOjCHBI00vRAEv1UEpTEYYwOoFzEChxQSbFklUIdnTkwJqO14wpyzOLr4ex+SnJehde8ckYB2K8WYEud9QwuqQ0nJ8vJyqDDP7ccCAK3uNFeZPQmYHlm0H9asyqHXWD/P/cDqafLH2xf7+DOeO88HP/hB/tW/+lcHbj3J1mVtbQ2lFPfu3Ttw+71797hw4cJZD/ZNxcPwVHsaDz/e6hwNjzZPnxqUnrRwnGJBKScDpoXFU1AMzgYI69jJDeU4o+UsEAqj5XR0qr/d+tKvo6LvQE92SfdznOizvVewMN6jfXWdP/LeXT77BzsMjDv1gID1oFpx6KKmPUzUYTIx7E4LdicF26OCvXFBPjGUuQmgupqH9Crk0/rceQ/DwkNnmVY3Zq0TsZxoWqJETvdR2RA3Cer5zhkuX7zA2tICt27fZjgY4JwL4NGaSlHfgTMIHFoKjBJoHwCanGMv1fkqWOYQOo34uUKwqwrUc2KOUQxRgnWBuiucBWmRzqCkCrRhN+vQ1pt060Nhu7SesjRkpaMV+SDcqCzaq0BNdtX+oaL9KqmROg5Feu/Bl40QZ2M3JwUriwsIfAWcXaAtV5vH2g/WHrpUm9q2P/jzaePNMAzu92THepYf9xA8XC2LhxNnzNHe02q12NjYOHDz0xx9fDwWkFqWJb/0S7/Epz71KX75l3+Zb/iGb+Av/+W/zA/8wA+wsLAAwP/1f/1ffPzjH3+oCfCRKGRVICiQdg9W4d4oLBU9o/p7T82XDLRWLQTtSLOYhiH8d53vMcoMZWW4HUlJGkm6qWapHbOUalbampau+JhSIVodZHeR1rmgKhh1W6RLQ/JBwWJW4kqPkKASTdyNaC13aJ1bonv5PPrSdVi/iu2eo59ZtschCZncVLMbAmct0+mE6XTK9tYWUkp2hjm7+yN2tvpsfut1vv8bLtIZ7tP/6i22/3CD/VtDdnLLyDgiKWgpwXJf0V4qsYdmVGWrfUAl2UuJNY6yBqneY20AocbWFVIw+DmRn+o98b6RYpcEb9f6cVW3g77+LK+/doNyOkHP/aGrWo7OeQpCX5TyfeEAAQAASURBVNVg0VXntKEOOVAidMSlFUcsXerZTi1DFTWKIqKkhY4SXFEyHY0wRYGSnkQK4qiFkBG4cgZWkcxk6INfmnM+KB3CnGVP86KbbmpIZKCVnC32hy5UrRWtVitUhQ91DWZniwO3N0B2fvN2aNF+M8ntoFfc8ZYxpwGr932OB0zajzz82Ts9SqlmHX2jiOOYP/JH/gi/+qu/yvd8z/cA4JzjV3/1V/nzf/7PP8ABP3h853d+51v6fE/j5HhcORreBkqWx4HQMzJBTDaiMA4vDMX4bFTfOgalw0zzqjAZYUvb0H1PE/f+4Df4yndc53I3wWQTdra+yr07r2K37pLFI66fzxm8lvEHhaLdap2qA5J0w37CpwuMSsfOpGRzXHBrb8rd/pTBICefFOTT2R5BKQEonHWBfisEkZKkkaqYR6KxT0FFQXtCR8ikFbQ3KsuVVpTwbNrmlVdeYTTYB6hECmtwOaPhKgS27nDCLM/VFN/6e81aqgu+NXPJ1ZYo0G61iTsdrHWMJhOKosQZQEh0pJuitp6bedXVeJEB8J7JdMq0KOm1oiDk5KiUjsM4kvKVfQxh3lAoFYBpTWGau/yED44KrfR4UNNQfjlE+a2Opfp1E3UmrYvQJ8HF+14etQpyzcybK2S/4d/cB6A+AAHrrY8z5uh6vO9pjj5dPBaQevHiRZxz/Jk/82f4rd/6Lb7xG7/xyH3+xJ/4EywtLT3U531kClknAFU4+CG73wfO4puunxBhjdRK0IslqU443415bqmNwx+YJ6ird0qG2c9EyTAD6g0+akFvDZV0UeevEl+fslBM8UWBN3lVfXSIKEbECSLtINtdXNrDpwuYZIH93NIflNwZ5NzamzLODAhB3Eppr11FdxZwReiIyjgh6S6zdG2dlfWEC60Bw5sv8cvDW6y1V1j/8J/m0jffxfy//t989g+PqhQv7Odc3x5zbjfDZqGj2kvTADyUxkUtpqVjUjpy68mNJzO2os/MqrayAo1aBD+02nO2DomovNQ8sRQ4LTEeltKIc733c/f2TUb9PfDBqsbNqQQ7F26TUlDU/mvHLN7zink1tah+vxIVknQ3UiwurFKqBFs6Or11TJ7R37zDNC/oRIJIRkRRjIgcolYRtpU3a5VQX3vlJZ59/oUGqEJF/fW1oL8FG+jC1nmy0QDhzLEV9OWFVZJIHwGih8PPdXTF/MzsSYv1g2SbukM7r25YP9yR+x5NdCc9pTvmF/X79fYDq4e6528UD3CeP/nJT/LDP/zD/NE/+kf5lm/5Fn7iJ36C8XjcrJNP450XjytHw6NXspwveh3ZXN4vYZ9hI1pOBuTGgZsyOiO1to6+sZgs/G1hHdnk/oKHh8Pbkt/60iaXl1uc7y6yJAT57de587kvc+cL9/iDQTGnTRH2DmvdNvHKOouLCyh50LOyrQTps9fxF97Npmvzla0Rv3dnwJduD9jfGTMZ5GSDXUw2wpY5UkXIKCFKu+hWl5QYHYduYVRZ0qRaNjkawEsJKsKrBLRBpB6ECqwi70g6C7znj5zj1u3bbG1tInQ8AztzNFwpPEqK0CAVYX8FVcGYahZz7m/woRvrrcHnWeWBHtoI55Z7tHsLweuVdcZZxq3bt5lmA3CGVtwFJN05m8DaWUBKEYrCtmB/8w4r3esY6yiURNvAlhIChK1zdb2n0MxrTCB8M5sqBCwvLqDV0Zx3mMFU15r9QYx68G9OSHb1rcfOpp6m83nC456qa/qkUYLPkqPPct8q3sk5+rGA1P/xf/wf+b7v+z7SND3xPktLSzMFu4cQD6KQlec5eT4TF7jvUHAFMOfjuHx3H1eU5u8re6tQjVOCWHlcdOjxq8+/qrp09ZxFM8RvCIu9kKBiSLrQDZXGOjEHerEI1Uup8TrG6BQjdZjZnBpGuWN7WrCflRgbKnI6ViRtjVQLxJ0u4IMcfqJJ25r3XFviuXMdri20uLyQsNJSJHmffG+HV7duw7vafOvugN/YOFgVHpSW1yfQ3p6QLqW0zxeByiMV6ITCQ2Y9ufVMS8eotMHr1LgDMxhShG6hFmImcDQHVrUKJ885gdYBtNTgP3GS6OIFXpuOQlfXWJwUDbA5/P45N5v/CI9x/Ftbd1S1EnQjHZ7LeqxQ7OeWzAY/OqliWsvrDDbvUM5xdZQUqAqE1peasIBwDPb3GeztsbS6zrHIE0LX1TkmkylFnh9FeVVCSZMYYcuD+eVEGX6ObtxOpMidoRs4L7dfH9uhDmpj/n2GZHYcOD38u7cdlcifne571viP/+P/mK2tLX78x3+cjY0NvvEbv5F/+S//5RGhhkcZn/jEJ/iJn/gJer3eqe7/Yz/2Y/y9v/f3WFtbe8RH9s6Mx5Gj4ex5+vQ5+pgEDTM7uDeKB2SCeGcp32w3SAhK4xqW0Vkim5Zk1d/5IiPbHTK8PeQro/KQeKInt5bb+yOulQULxYCNziqdTqdZEzupRq1dZpIucmd7ypfujfiDm312NkaMNjfI+luV80DI66oCqN47hFS4RDdCSgCRklUxWc7E6ufXaCERUuBrhaPaVkZpzl25yv4kw1S0X3+CAu9J4WtBhtkNoRtrgjK/L/PK7gaUyZGmQOgIpSTddoeLFy/y2s1b+DJHyCh4tEpBLBWx8hitwvynqdhVQD4ZkY9HuE6KsQ4jBU6FXoFXVLOsQSBrMpn3wpXV2M7sljRNaXQoDsXMduY4um9djD16UTaMqDeRA2euFRz9zBzO1cfl7icNnAIPQvc9a7yTc/RjAak/+IM/+JY/54MoZP2jf/SP+K//6//6xMdsQN5c3K+bOg9g/DG/P/w7JSrtoJoMbMuKsll9KI77YDT2JirYtegkWLIgqu5aAFO+el7rAuWk8fgqPMYacusZFZZBZhgUhkFukALaicJZjdYSUxmASynQkaTdiljrJXzo2hJXFlJWW5rlRKJGm7B7h+Le6xT37jG8tclouEue94iT+IBtxl5h2cgs3X6GnWZ46/Aqwuuk6pw6hoVhlFsmJqjvhi5qDU4rUOohrpR6UYAFraiAaniuGqzWyap+37pxh/zcGttbW83tpuoWOscMlPrwpAGoVgJObgZW50FRTfWVJtB6UieJSsvUOEZlJaogK7PxqIVuL2CmfYRrICnMA9U5qxqH4fbN12m1UpJ27yhQrWi7zlo2NjYCRerA9VbRiYQMVV/vmu5oSDpHO5knVgNPWKxPsxFsAOeR+85RmE+g+86e5+hn8sTn42RM/3YJgT8blegB+VF//s//+becOjQfv/iLv8hf+kt/iW/4hm94w/sOh0N++qd/mh//8R9/C47snRmPI0fD2fP0G+Xog3Fw1Wv+Nw9UT0FTFKcsBNWKvA8aEoHUCi9VYAs9gPiSKWwYBxECPxmR7eyzvTlm50QbOs/rk5zlSPCB5zqcu7JAPEqRVrD2vlXc4nm2xoYvbY743Vd22Hitz+Dml8mGR5lRtsyxZU4K6CjBmE7TYaytzmJVd1KrJb7Kac1ISx1VJzUAV0mrnbB26TKbm5thn9N0HGXz1rp6r+OZ3SZmNoFH35lgQeOtwZuymXV1owEkCVRsN6kVvcUlVsYTtrZ3ELZA6Tgw2bQgdQLjgnUdgGheM+zeu8u182vV8QUGmK6ozuF4A5Vz487to2+NkEGXQghUFEQZm9d8KCr+1BvGWyJE90bA84TX8CTF2XL0gxW83qk5+rELJ72d42/9rb/FJz/5yebnwWDA1atXgdlm8MAs3Bztt6bvHjveUn/39c9HQa0UgcKrvUWYHFFmiGIC1hz0z5z3zpQSryJQMT5dwKuI0kNpwvxm6Syl80EAoBIdMs5RVCDPOd9QZwvnKK2rupaWvLQkWrHYgnasGgqslIJ2rOmlmqVOzFor4j1rbZYSTcdnyN17uO1b2I3XGb6+wejWJoPbQ0Z3R7y4c5f19TVWV9eIIt2A1TtZyZV+hpkGqpOPUnIvmZSO/tTQz0oGhWFSWLLSNWAwUpIkkmghST0085tIAnNJVDMqYjaXUj1nWKur/wPPXr6Iyab0B0McgtgHn9QZCA0zsK6aO6k90oJxePBIs1DNwYb3VYmQFAKglchJzkJRYpxilJuKAgVagOouYcd9ZAWlGuqNlEFpcN5TzikKY7jxyitcv36duN1FSD2j/AoJ3nNva5vRaHSwOyeqMyBkqHhDRX+yzVxLeBMOdS4fFIzep7By+G8PPlc9v3JCUr0PeD3cQfXH/P9tC1bfgk7q2yE+9KEP8dGPfpQPfehDaK2Jooj3ve99/Of/+X/Oz/zMz/DZz36WLMtwzvGHf/iHXLhw4S0XjXgab7+4X46+f9Sf+Dp/H9NRPc1c3UmPrnSjgP6gkUiBioP/Z25zTHk2um8dkZJECuyoz3hzyGunoA1/YT/j3N0hK19/hcVvfzfnLl9ldWWFrLXCV28O+OyLW9z68i12X/3CGz5WMRmgWx2sMXgfVPpru7eG8SQDaBW+nM2IVnkUd3ANDPZunnPr64ymOeOsCJ3Uqpg5K8KH73XR2EPQDwScrN7a4wQHa6BaFmBLyv4WrtsNxe3Ko11HmvVzFxgMhmQmR6iYSMcYH3REjJs1JUzlmSqkwJmSyBsSnc7sYOpyaUjm7GxtMq5mbmuq7/xeZnbMc8c99xru1yWt08M8OH1Tl+lhCz3c0d/VT13/LB8tIJ3ZPL6FufARd1LfDvG4cvQ7BqQ+iELWSb5Fx138TQennivl+O3icQD1yOVd/b0CRDlF5CNkPsHu3sXn07B4ukooQOnwlbTCTGmrjU+6kC5ggMx4pibMcY4Ky6gwTAtLZhxTY4PynK3Ed45ZrWowaj30Uk0Pjay8QZNI0Y4VrUjRjRVLqWYx1VxsK9RoGzHawmy8RrlxJ4DTWzsMbg0Zbo65PTWUZcndO3fZ3t5hZXmZldVVkjgmQ9LPDBcKi1ASn3QZFT6INEyCkuDeuGRcGMwcn6WbaNJI0koU9aUtkWgRkkDdRVUqVHIDNTi8Z6GSOwOsqY557/PP8ru//wfYat7VeYGXofPoPRjhMb6ul0qMtMhaEIFZcqrBalk9h/e1bU7O4mCEby0wLQzGymYWOZUqKAl6j/AVbccJhAjKwkLpRg5fyAjnYJJlvPLKK1y+coVOtxvk+YXGe0fpHPfu3TugWhiuNdtkMCEkxhjCfE4l0iTnKLdCNvY5b7gon2nRPp4WdCylt/nszUD6kft8TcWjpxK9HeKf/tN/yk//9E9z584dnHNkWcb/+r/+r/zLf/kv+fKXv8xHPvIRFhcXUUrx/d///fzQD/3Q4z7kp/EI4qx5+qQcfVzMMyzmxfiq386A6psAp3WoKCVSQfgmekAQ0FIClUR4GVGYyZlEk+qQKsx9Rs5g+9uM7o7u00U9GC/dGbH86gYL73sP99oX2WpdoLsbipxSCSbbt071OM6WmHwaupPVaY1UYO2kWoR8XIkNCWNCId6WITfV3xtj7uof54k0PHPtKq/d2mBUlGGetQZ+NUB1gS3m5tKY8yEnWwdeyZk4EZXgZO1NXuT4Mme4tUlnYRHUOlKoSlVYkcQxa+cucOf2LbzJiKIEIwVWeto6zPNKAYXxOBk6uFoK7rz+Gi88e5VOp4vW4bZIeKQ1bO9s0d/ZDkD84DtZdU4BgiLwjOJcd4ZrLYpj9pT1o1QPet+xs0P3PVNUANS7E/L3fDSsv9n79kTm8TMXkt+EQvJjjMeVo98xIPXRKmTVXdWDHdU6Tu6oHs//db7qujmDKDJkNsTubWLuvIqZZJhpjjukgqvbKbK7BEtryErwwFiYGscgt2xPCvYmJVujnP2pYX9aMClCh9Q6QtdWyUp1L3xPtGr+HynBci8mkZKoEjxoa0U7DoIBqRZ0IkVLeaLtV3H9Tcp7N5lubDK+u83w1j6jjRF72xM2c8u93DTnoChy7t27x9b2Nu1Wi5XVFX6nWGD5C/e48C3vpfCa7WnBrWHG7f6UzUHOMCvJS9eo9UZKUnZiuonGeo9qCbSiodxAbf1SKe/JoCooxUzcqOlWVokg7rS4dvECW9vb5KXFeTejSfugHqy9wgiPdDZQfFz993N0Mh9UhWvA773E2ABUN7Z3WL3UxgOTwmK9J9EKIgkyRvsC632wS1MgnEAoD5WROPiQyIlwXjApSl557XXa7TbdXg+pY7K8YDie4E15lAlcJ+dq4cymE/C9ShHYV5sDGU7QHKA99aL8QLOoR+dP/eH7PEA8kfDtHdJJvXr1Kv/Nf/PfHLjt9ddf59lnn+Wf//N/zkc/+tHHdGRP462Mh52nT6L+HwWsIWkfAarNd3mmz2GUdkkihZCK5BiBm9PEYqSIOileaUrrw4zkGSNOFJ1II/MR4519djfHp/7bVycFL7y0x9rN1+k98376k1X+f5/7XcZoVBmx8sL7uPO7n+U0a44ppjgTQLaUYW/RThSpViRSkihQ3oApwr7HmjAXWuahKF+fewfBVNTinSCNEp67fo2N3X12BhOK6mgcIUcbF7qoRXXuJCJQlVzdXZUgdSjmCjnr8lVg1RnLzt17LPYW6KSt4LeuNUJqpHIsLy+xt7vDOC9Dt9oLjBfEfrb3kLhmlEgiKLIpr716g6WFDksLPZJIYYucbDzClsVsHEeImcIvgK9BnWBSGJgDd/ejAolTFl0Oq/weF7OZ0zcmEx8BnKdQ8539bf2aD3x7GzOe3kRR/gmJx5Wj3zEgFR6VQtZB8mANVJvZ1EPrw7Ed1rkZivC9ong6gygnuMEudm+LwY0NytGYcpRhjQsqtpFCt1PSlR7palUhjVMQgtIFkaHtScHGKOfmzpS7+1P2Bzl5FrzMbBk+MCqS6EihY0WcKNqtiF6qUTImiQStRLPSiulGim6iaEcqzF9oSVsLtMmRWR853ae88YeUu9tMNnaY3NtldG/M+N6YYT9jp3D0S0d+qJTn8VhrGI5GjEYjOnHEp7cWGQ5GfPOf/Bg3+lN+//aA13fGwYetDD5sohKXUlXl0roZaI2VwukqOYiK6lupICspGiuYWulPCHFEvOGFZ65wYX2Nu/fusdfvY4ypZnk9RgbqdLCfURS2So+GgPpxGEJOrS8C6wHrsFJgSs/G3oB0cUSs2+SlozQeJRxKQndhGbu/2ZhzCwdOeowVUANV70FFCGHBghcO4xzD4YjheFLJaInGi3d2IdbU5gA+A13KMR6Pcc6haoPwmm40D1bh0Sy0hym7bzB/+majnmOGtzG0837WRTjt/b9G4tq1a3zXd33XscqyT+NrNx6ZkuXhj0b92RfioQNV3VkgjcJoRtyO4OjI5hvGUhxyu0feV/TtfpG0gjWdyHaZbPW5k52NMryzPeHyvT26g21aq9d5dWfE51/bYzwqA7Nn6Sp281USLcIoyglROwAEoX5BGoVCd6wC7TdSEpGPm9EmX+Yz1lg1IwogdBR+lhJRjfDEWnPl0kVWz0u+dGeXogh04aC3wUy3grocKxFaYquOqhQKUXVhhZSzy8Q5vPMMBwN2NzZJFxcQKsJJGV6rVEQqZv3cObKbr6PwRFIQCRHoxLoGqWEMCOq9hsBYE6jC41GgPYtKHBEagNpEowshmp9HWY4VCoWYgUEhDiz/9+uWyqNbgTcXh3O2lHPd7xMEk45QhY/Gg173cHKB6pHEWXL0adrYT0i8FTn6HQVSH5VC1kFaQwVU5wBB/VmRHLw+A4A4/oIVAjAlophg9ncotrYY3toi280oxgWuApe6FZH0pphpjrceFWtkdxEAaz3jwtDPDLd3p9zYHrG/lzEZZGSjMWY6k4pXSYu43SNpx/hOhBAhkQCkkWQp1VzoxvRiRavqpKbKI/MRYjxAZkPcsE/Z32b08itMt/fJdoZMdqdMtqdMBzn90jGxrlmwj4tEwmqsuJBKVjqWPbWL+Owv8q5v+l5+6bdvsbsxIs8KXJEjpEToCB1FxIlG6XCiIy1JS4VJHc6F16BV7VEqQiKpKb9SVD5rJpRfK0PvOmKlWe62WOg8y3A84dbtW0zGY6x1Yc7XBi82ZaEdqWq+xleKihI1pztsCLwj68N740TosN68vcGlq9dCN9g6lBRI6SFpI+IUygxXXVfOV2UOGzqqQmqEimYiQBVN14vqmqz/9fVcy+Fwc5svSZ5NmWY53UQjnGWW2qlQcvVnpwWQD6GTCnOfseaGg/YIDxr153FGgwo3qLeNyu/ZhJO+lkAqwL/4F//icR/C03iL42Hl6QOb1PvN3oizAVVfixfeJ9J2QitWoCOiTnSm466jtZIiWt3gBe48Up/9cTrdiMVUQ7/PeOPsIHUzs+S7A3w2RuAYZYbxsGRnY8ho+zblaJ8obZNGitVeQrvdPlaMp1H81WFEqJtqupEm1ZKWFsgyg2KKKKdQZPhshM8rsGoMjbYCFVCtjUYhFFhVRJqkXH9+hZdv3GQ0GFK6kIcz4yqQ6tFSgnFIBCYKBV9dqQMLGd4v1Ny22DlMXnLvzl26Cz0W0zZKa7yKkCroaPS6XTqdDmVZoHRCpEQj2kQFVLWfWQdqVWtMVBoXApwUoeA8X0yet56peVPV2E1eGCalo9uKOSw8VI8BNT8/ipxwiJ4rjiswnwRO6+Oa//kUgBXersXks+boJ7OTelI86hz9jgKp8GgVsoR3DVBFCKSfDfEDlVBPtbbOd1gPtVcb5w1b4qYT/GifyeYeg5sDJltTRoWhrDp4bSVoLSTYwiKVJOqmyKUxglC9mxSOvUnB7f6U/b2MwfaY8e5disEuxWQQfMWihLi9gCtXEXIdHUnilkMJQTtW9NKIxTRipaXpRoqWtMjpLiIbwmQf29/BjHYx/X2yvQGDVzfI+hnZfk4+KMjGBSPjKaukkkiBFJLSBcpsIgUtJehqxWos6a606Jxr0724QOfSGi+/8iqXVv8t3/tHv47/589/jv2bX8Y7i9RR8GDrLJD2VolbGiEF01hRJnom7iQEWsjGZDvSAahKZ6A0laH3zNT7wHtqFEIppFAstSI6z17j9dduMBgOUTIYkyvnKStxBi1F5X8GWjoKEUCwcZ7ShDlWrAtAtQKr/dEYubHB8voFpAjzJqVx+EQRdxYw+wUS23RwkSHJ1dZqQgZfU1/N1ojaHO5+yWl+41UlQY/DWcO9zU3aVy6hcAgvjwLVebB7jIdpc/tZ46RO6vxt88cPD8T/eaIKme8Quu/TeBrz8ajy9LzyvmxaqZwNqHKwCH1cpJ2YVCtEFJMupXMDFacLCbTXWsh2F+OqLlt0dpB6calFN1bYnQ3GG6en+tYxtg5b2KqTKdgdF4yHGaPt24zuvAxAPoARsKc0586tc+78eZQ6WkSUOkJpSS+NWGhFLKSalhZEvgy6G8UEsiFuPGwAKrZsbOiEqEoDQiFUpUkgxWymUWli3eLitWcYvXKD3UmfSVk5ANR7ATymKmaXTqK9J0FW3qw6AE+lQQchyhpoTSYT7ty6TbrQJY3iIFhZ7WO0jFheXGR/ax9FrVwMut7kaYmthBWh2gceunxqUWMnPKq+U/O9zsE0FF+LDHn6+vXghVrNo3p38jzqG8Ub+aWe7cGO2ROcBESPed4nrtb6DphJfVzxjgOpjyyqJFYD1VpIqQaq86C09kGtkAX1xrK5nborZvDTIdnePtnOPvt3R2xkloFxFcAL4grrlXhQ1IlIVyekeYYgPNbEWHZHBYNRzrifMd6+zXjr1gERBlfmZMNdhIqI2ov4bhzmRqJQ8VxKNWutmOVUERUj5LCPH2xj97dx+ztkO3sU+2OKwYisP2F4a0gxLjHTkqKw5C50DCMp6ArZ0CwTKQLI1oq4F9NaTWmvtGidW6S9vkTr/Bpq9QL+0gvcGRRcau3w7d/xHv75z38RmEncM9zB5hPaiz10rBgXwT/Vel+ZaYf51KhSFIwFCFMgbEiCQTHZNoDgQGdcSDAqvJdSEQvFlfMrvDTs461FqpiySjoOgXZBCCFWksxYCuUprKAwnkKKWbKsZlQDUHXs7O0hVMTC8irWOaSUGCCNE4giKKu5Fl9dJJJQggWUrD/GAiFkuP6cDQtno9D1Bqu+r4Cqswz2++wudFnrdRCHgaoQHFlkH2dl8BFTgt8WcZaM/cRl9+PjX//rf81P/dRP8fLLL/PP/tk/4/Lly/z8z/88169f54//8T/+uA/vabzN47gu6mFruAOA1YvTA1XuT/ttrVyi3YtpRwoRt2ivpFxpRbw+Pb3w0TPtmPZ6B9nuBZyjgg/5WePycouFWGL3NhlvTt74Dw5FWbsY6IgS2B7mjPoTRhs3jtzXWsPGxgbjyYQXXnjhwO+kitBJStLSLLdjVtKIpVTTlg4xGSCzAX7cx09GuOkYX0xDB9VWnd8KOAoIAHKeXikEXiiQCudBqIiV85d4bXvAIDfYOfaWFsEaRiIorSeSnlJ6pIoRMohUoaIgTKhD0VtIgXfQ7/fZeP0Wl9OUWIUZVi8lMpakaUJQJLZopYLIohdB/dIF0aQgukgj2NjoNZ0U8/TyOUovlaXgYDhiZzBmfXmxofrWV3StZny4INuMevqDP7/pOFJEPoXK73z3txFRervP3xwTnjPm6Ed2JG9pvFU5+ilIfVPhZ36VcAioqmOBan23eaAqfYM3GuyhZABSdjqmHE6Z7kzZyCx3svLAPOd+GTpyUT8j3c3oDCeQT4EgHJAZxyAzTEcl00Gf6e6941UCnQ23S4lSkiRWrHRiVjsxa+2IpVQRT/vI8TZ2+y52Z4Nse4dsZ0C2OyDfz8iHOcWoJO9nmDIA6ZrikqpaTVeSKIlKFK3llGQhVJrjxQ6ttUXS1UX0yjpq5QJicQ3XWmQULZIbR7GxxzNKcfVbvoObv/mvD5T4pnv3mI6fI0oUeSdqVH+lEMRKNDTfRIEsp2AyhCnBlQHQORu+z60g9dRmY5pdqem1kCy3Iu7tD5FCEKmoKrjKUPV2DuvC85XOU1hHplwDVuGgBZAT4b3a3dnCE2ZRvas89kTwRjVlmOmxxwBVJQNQFUIEbSNZU36qDdcZqSjOwu1bt4mvXWWhnSJq1aa5a/xNx/wm4zAt6J0APE8b78BO6v/5f/6f/OAP/iD/yX/yn/C7v/u75Hm49vf39/mH//Af8pnPfOYxH+HTeJJjnsB05BditlEWYRE9GaieEAuXnmN9MaUbKWTaIl1b5NleciaQem0hprW+jGh18HhakSLtxKd/kVWc7yWoYshoZ5+9M1J9ASIhULFCpB1y4xkMciZbN0/0yfbeMxgMyLKMNEmbk6yTFkkrZmUh4cJSylonYiFWiMkearKHG+3hRvu4SeiiuqJoxCEBVBKBiyEGjAnK9fNRATdb0Wy9ilCtDuOdAdbPKK9aBMkfiahs+cJXFEUIHQenhDhGRAlCJ0g9RVT6Es5a7t27h+6knE/axHEa1Cm1QSCqy6MSVJQei4AqH1uqooif6WOo2lrufmC1nked/7nKi9bDrVu3WFlZCbm/6qI6d9IQ2fFx+EquD+VUHqonWdLdr5Pa/DxPaz7+8/RkZLOz77Ge9Hgrc/RTkPqwo648YqvkFm6WQjRJ0AnfeHZ5D6KaOPAevPAVPVUgTIYb7DLe2GH/1oBXJ8WRp3PAvdzgPLTvjuieb1MMRqTe45xgWlp2RzmTQc5k+xa2OLmaGneXWVjpcP5ij/dfWuC5lQ7PLKWstjTtch/7pV9ncuc2w1ubjDf6TLamTHenZOOCiQ2LvfFBPC+qu6SJJu7GxL2YZCGpAGmXdLlH5/nnUIuryMV1XGsR11pk6jV7pWWYObanBbt7JS9v3mKQGca5Cd6tpWPcW8fc/AqLi0uIijsz2ngFHb2HVi8k80QrFhJNL9b0YkU3lqhijBxtI0wtzJDjKksfvDuioCjU0aofwJpU7BRjjHMoIVFCEKkEIokXqpG4L53HOCida34eFYbMBPBa2IoKbMPczKS/zXh/h7TVJi6WyHxJYgtkpRUoRShiSFkxlCUIG0SgpFBBQKqW7Pcu/L8upHh3QBTqRGEB7zBlwUsvvYSQgm6nw/lz52i3UpSO8Dp6w5ms+cc6Nh6xV9rXSogzzru8pd5wjyj+/t//+/zkT/4kP/RDP8Qv/MIvNLd/+7d/O3//7//9x3hkT+NJjbprOv/pmAerjfqqn62JtdhcKDar8BeCGWCdi7i7TPf8dVYur3H92iJ/5Noy57oxUp9j5etewDtH94t3uX2jz8vjgpE5+ple0IoXuhEXry9x/oNXWPr69+I7y0ghuLKQ8oF3rWHKP8nrv/1vcFXR8n6xdO3reM9aG7X3Evuv3uW1ydktbK61IxauX4S1K9wdlWy8dOuNrWe8Z9y9wLkX1uj21jFjSdqOeea5Jb7jhXXef67DhU5ENLyHfenzlP0t8v4IM86wRYkzFm8dorKHUUlE1GsHFwPvQCq8SWZ2aFVL0kuNNR5rwXhIFpYZlbcxxjaCikoKEi0xsaedBas6IcIerJ10Ec4ivEPW+RPQhQldXQApubuxwfZoTO/8FRauXEd0lxibkBGFM1XhOjyuEQLlA9W39m0FGqHGebBae7jTXKuBGRV+ODpWI7zDGMO//fzvhhx9/gKtdgtVuTuo6hK1x6SE41L/mSxnmuMK78FM9fdoHOmczoPT6vf1XqROX29GMOmtDgFnzNFPPkh9K3P0U5D6MONQl2k2o8rMngaazqoQFdu30gAIODaI5gg83pTYwmCyEvMGBtxj68hKi8ktzszua30Q97HGBmrsfaK9ep61813edb7HlaUWlxYSFlJF22eo0Q7TO7cZ3LjT2MmMdqfsl46p9eRuJvG+EEkSKUhaEelSQmu5RWu1Rbq6SLq6QLq2ilo5h7jyHlxrmUwlDHPHYGTZHI/ZGRdsDHM2Bxnbw5y93SllbjCFxVmPcw5rHEWhmdy9w/nz51FaU46HWGPBhaJAqiXtSNKqxBlUMUFkIxj3sdMxmAJf5MG4u6YVzVeIqzmYg2+xD13nqIWwBiFmc6xCFo0Ag5QaLTWx1hjAWEXpPcZ6lNC0o6A6WFhPYRxFNbdaf1FkDPu7pAq8FsHGQNaFDo/wAidqMSWwrhp4FiClRggXhI8cIdF5B14cFVE4nK0aVoAL16vzDIcjxuMJURQRJQkqSnjumSvV378B2Dyp0vo0ThfvwE7qiy++yIc//OEjty8uLtLv99/6A3oa75hw+DeYVZ1tulff/UeROiFONa1uQmch4ep6h3ed73JxISXRAhe3UOuXWH5PhoojuufbXLozYrqXMZnMWFGJFKxdW6R7sUPvyjqLz11GrV4AlaAErLYjvu5Sj9xYpPwOXvns/+cNX0vv3Dm6kcIN+5hJ0eTos8TKQkLr3DKuvcrG3ezU3qj5tKAbC771MpxbX6VIFji30OLda23OtzXR4A7+3g0mr7xMtjukHE0w0wJnPd5Xqv2RRCURtoiCX6zWeGuqURZ70PM7IM0DIUSwmcvdbLTGudAEKKsCcWEdiRWUVedTRimYDJm2EWWBMCU6TbBF6FQKGSxhnIPhYEB25zZyIcPpBGRU+YqHpoMWGqRHuOCd6hAHlmdZgWNZM+fud0JPyLPhuvQMBkNGozFRFBHHMVprnr1+/Q1pqJKjHdMH8ketAecZ/uQ42m/zuwc4hMca7zBxw7cyRz8FqQ87DigBigPzjXWiqy1qqKgpUtJ0XMMAvQhVQlPiihKbW0pzPL2mjswGWxeTW1xZdc8qiqav5h9rn7KTYu3SAt/19Rfoxopz7YSlRLGgHHJ/G7t9m8FrGwxe32P/5pDdQc5eYRlXHVSHJxKClgpiTp1uTGulRfd8ezZjeuEcavUCau0irr1CP15mkFl2plPujXLuDXNu702528+YDnOm45J8WjDZuYfJJ7hKRKFOTt45hsWU4WjE1StXaFOpCMqgSNzWirZWtCJBZHNEto/Mhpj+TlAPLItq7qU8VgFPCFFZs1ThbKiGWoeNC7AShDrYoaxnRqRCyKAaGKuISMUkOsJqj5ZhHiZRFR3YeAoXAKuxHlMpAUa4IDHvafxX6xFmD402kquZ5I2mkUcKWY2Qiup8iRlYheOTnnfVKJarXpevni/M99rSkBkH8lBH/35A9X5iSCfFU5rvXJyVSvTkJ8ALFy7w0ksv8eyzzx64/d/8m3/Dc88993gO6mk8mVHl2FDIa246EPWevFH4rpKxECEvy8rGK3RRq995x85XfvvA40TtRTae+wA3n13mO953Lli/jHaYvvQl7nzuy9z8d/f4wn52xH6tib0p7d+XfNPSXS5/8xaXvt2Q9lYQnTX2piVfuTfiq6/12b159w1fdnvtCotrbVqRwE1HYV/wAEtD73IPvXaRCRF3h/sUo71T/V026LM3Xqel4IqasNaRXDi/xEJHk+zfxL72JSY3XmHr926QDwvMpMRW3WWlJTKSRC2NbhmiriWapkitkKUOXc4TAPf8rd67CgCGfAuhq1haR2lFGMMxjlQrSucorUKrCKFTvCkQSYooW5C0UFIesMHxMqg8m3yKnAzwcRsRd4I1HNV+Tzm0kM08VyWpiQ890gZXy4ruK6tr7MQ1fL6bWhWdEbPHcs4xzXKmWWhGXHnm2TclEngqsHp4yPXA7+5D750LL8SJHdTDx/9AAPqRx1kLyU9+wf6tzNFPQeoDxAc/+EEWFhZoRHbqC/S4afQ5SsP8bfP0BjdHA3E+zCt2pSW6EJPpMfdKywYx+W/c4eYxcy0XUs27uzFXX1jm0rdc5cIf+zr0hz7E2lRRntun39lG9rbQi5fYe+UL5MPdI4/RPf8sZXSZ+NK7uFLcoRNJeolEjneCSNL2HUZ3+gzujNjez9nMDUPjyKrMX4sSaSHodmLaay16F7u0L6zQvXKO+Pwl1Pmr+O46ZXeV/QJe3JpwZ5hxe3fK67sTBoOc8X7OZJhRDHfIR3uhO3ofijLAeFTw1Zde4uu+7utwpkQKQTfVLKSadixpS4cc7SNGe9j9bezeJnY6wRuLLQ3+0EooZBBJEkocMPf21mONwZcG0zN42ghRIqypKLaVCXc1u+pFUAr0UiFUmHdROkFFLUrlGwubUgcpfOOhNB7jA/VXyjllYiWOKxZXGzBRt+qPAlVEuAS9qJJj+Mj7GunOJxmhQnGkBrPzgLW+loU8qGx50jzJaTxPn3ZX3zi8Q7gzzJJ9DZzTH/3RH+Uv/aW/xM/8zM8ghODOnTt87nOf46/+1b/Kj//4jz/uw3saT0DUOdr7euQi2Lg4ju6na9X98H9Rdbhq8DD/c9BAFy5Yooj22oHHMcDmK19GtD/M6193ge9+7jofvPkqr9zZ4Uuf3+PVfccCbzBXauErO5b1f7vDpXf3uXZpkcn7P8Tdl3a5c+Nl9na32N++d9+HECpi4dJzXFxrEzkTirE2CBeWx3E/T4hLqWbx6hL6wjP0c8ON7dOrA5tsxDgLNikKKF/7fW5/8dfIOymrEYxfu8feV++x8YdbjIxrKKmJFKQqsLCiTkTSCx3TZNEEGrDzBzuoHNxbzUnxYIwlUpJcCJSY0V5dnXeNo9BVN1UFplMiNELHEKVIaxBxAKseEFqHSoeSczTcwHgTusS7sqEeC1Ht05RGC4lQld1MeIfCsYrm7rPZVO8bKrCXEu9c+F2zx6zz6PEWbJ7Z9V1TnE+bER4K/jt2FvUovffE+z6J4TlTjhYnzHM/SfFW5uinIPVRxDztt6p+zVN/ayVVAKqual1BkmI2S+B1ilpcpXftHMVgzIde6XN5WLBfOgrniaVgMZKsJZrFZxZYe+8qvavnUcvnQIQ5xeVWxJXlFrfOdSjyNaT+Zkb3XmW6dw8zHeGdpXv+WTrr14BQdWxrSSeSROUEkQ2xe5tk27uM7o3Z2cvYyAw7hTmy+MVS0NWS9lqbhcs9ulfO0b2yjr50Hbl2BbdwnhEpeyPD7WHOr7+yy43tMcO9KaN+RtbfIdvfJB/1jxd3uk9YY7i9M2LROFQkWapMzBdiiRhvIYab2K072P0dpve2sbnBmYMANSj5SUSkkFKGn3X1EXEO7xw2N9iipFQOn6YIW4QKqymD8Xi9AEkV3netkVEMSuNVHAQdkhKpYmKdYLSgtGBUSJxGeawLAhCHBT7qjdNhoQUfhpnxIsBQOw9UCbM60jsWel263S5KKaZZwWA4oCjqLnKYffSNdU0lHnLAf20u2dSKwpWa8OF4w4R3knXNgQf5GklibybqNvpZ7v+Ex9/8m38T5xx/8k/+SSaTCR/+8IdJkoS//tf/On/uz/25x314T+MJjHrjj/cnitScRiim9qk86Z6d9ausXTvPM6sdFlON7C3TvbzOuy7f5cYk5O43igup5pnnw9/JVgclYK0d894ri/Tf/TwA27/3y8f/sVQsPfN+Vi50ubbSRrjAPJKRpKMkE3v6teT5bkLv2Qu47jr3hiU3t04PUm2RY81MZR8ge+1Ffu8PXsENSjplj82JPDIn29WSpUixbBxLWcilQklcaQJD7HAXVR4Ea/WcZyQlyhliJUgiGfZXc2DYeY8lNAQK4yi1xNg5pV8V43WMbLXx01aYmyyL2Y5ZaxAK78IxiYqG7KVFuGCLI4SsBCREmDuVvmHMhWOtcnrVQZWA0pp2u0Wv06bMcwaDPmWeB62MhqXngoq/r/QKKsBab2V8pcVfv9Zj50/nz9cbXPbyVAJKx3RUT+ic1nG4UROOPcQTZRPHGXP0A9Du327xVubopyD1rYg5oApVJam5zTdAFcKHtU6WXkeIzgKt9WV61yasvrdPa3tKOS6whUPFkmiua7nw7EXaF1eRvSW8kCgp6Maa8wspz613yQuL0pKk9V6mq5cbkBr3Vmj1OkSJohUrIgSxBDGdwnSAG+2T98dMt6ds5Yat4mjVqK0ki5FiNdEsXu3Re+Y83WuX0Zeuw9oVTO8Cu5ljc5Jxo59xY3vMF7+6zag/ZbR9h6wCzQ8aMkoonOCVV1/l/NUWvegSi4kizvaR/buUd29Qbm2S7Q7JdvqYudcghEAqidAKqXWgFUUKISUqqaqRzuFLi81LbFGQJx5iizceX+RQZLhsSiNaVHVghY7C+xzFECWIOAnJTMegYmSUEqkIp3TTXTUuVEGN98dW/evvTYJj3tLIV16rBKcE4VEIZBRz7frzRHr2kc/L4Im6vbWFdw4vwzUqaioRHKRBzz25nwOpx0UDsO/XUf0a6Po98pgvjb9DQgjBf/lf/pf89b/+13nppZcYjUa8//3v56d+6qe4fv06Gxsbj/sQn8YTFFIEdVXgDf1K3wydMF1cZ/WFD7JyvsuVlVawoEnbdC+vs/quZT60NeazO1OK++zAu1ryoaWUlReWaV9YRaQdpBAsJppnVtt89WKPbHKN3S8lR8STkoVVehdfYPniEpfPdTi3kIIziCiIFi7H6tjcfex5AJafW6J19RpFa4lbt/cY7J7dwkZBoKN6h/ceWxg2v7rJ5tbr3EsWuHTp0oH7j4xjZBxTp7Ae1gc5OlZ4E8C2t/NF5fmOXJVvRfApTZRAeUeiJEZKShU66fPox/tKA8IHOrjxB5V+sWlgR6Wd8BwqCpZ1AFIGYSc5G6nCu1CkrkaAasHCwE5SFRg9+N7XAFUASkrOnVtnbXkpMKecxZxbZXNzi+2te9iyqNhPde4M8z9SiJkwWP3wcy9VcjxQPSlOpep78h+f+KuvuQ7qfLzDbOLeyhz9FKQ+qjhs1THXOWq6qvO3VQ0sKcSMiik1st1DLa7SuZix8sIa7dUx5bjEWY9UAt3SpEttWueW6VxcRS+vI7tLWMJi3Y5U6KautJiWltekIEo0015MmS1hrUNHiigJEvftSKFLEegLtsDnU1yRUY6n7OSGneIoVaGtQvVzPVF0L3QCQL1+FX3peVi9St5ZZWtiuD3IeXVvyot3B9zeHLP16utMdu5STvYf+DTLKCHuLhG3F+muXyRuSV565SZfvNLmWy59I3LvJsWrX2J06y7TjV2y/pR8WMzUAyUorVCJQicKGWtUpJBxjNSqSYS+6qR673GlpcwLvLdBgr7M8WUevN2sqZR1a+VBVSU0XcnbJ4hOjkxSfNSCcorQCULHSJ0SRRHWB/pvsPCZqzIeN/YxnxN8ZWU0B1RlNSKbpi2EjrDMupxRFHH+wkWkjrh75zZ411CE55PpvBpdk2jkHAW4+eX89u94IYUHSn/3S2pfiwnvQLxzZlLzPOfv/t2/y6/8yq80Vdnv+Z7v4VOf+hT/0X/0H6GU4q/8lb/yuA/zaTzhcdyKcdqNeUjr8si61l69xNKzH2D1Qo9nz3VZ7yTESiBbHZKVRRavr3Hp3pgPWc+XhvmxHdX1RPH1Cwnr71tl4do59NIKXqcAJFpyrpfwzFqH8SCnd+E6xXiA9xYVpSS9VTrLiyyutbl2vstz57qstaPAoukskK4ucqEd8ZXRG6sCA7y7m7D0/Br60nW2M8tr22OGe6cHqSpO0JEm0YpIgS8mmHFGMcwop4bCGAbDTdbW14mj6Mjf7+SWWASHgHg6Yzw1Iziy0oMQquJry6bDLQXEWpIKR6wkhZak1bpoqk6yFJVdTfVlrMcoMC50V6WKQZfgE0QrgFRhCryZbZmFjkDpwL4Sc3r33gdF6Aao1rOjcy4P0NB78R6Jp9Nus7q0SKQl0hlwJbHwXFpfIY4kd26+jrMu9Em9OHAdzl++jsonda7hcZo4XKA51V/eT2viBHrvcUq+J3VQ6yL5mwLOb0W8Q8QNH0eOfgpSH2WcEqjOU3/D76q7S41qdZC9ZaLpmM7ldXSnhc3yBmSpNCHutWmtLhKvriB7y8hWJ4BUCamWLCaac72EaQUwN2PFsKUpc4upbtNxAKqRrHpzdWWwEgrCO8bWUzRqsfXC4lmJFJdamoWLXZaeXaR7/SrRlXfhV64wTVfYGhle7U/56taYL98dsL05pr81ZP/ml9/U6U0X10kWVkkX10g7CUvrbRY6MSudmBt3d/jNL77IvxdtMvj9l9h/dYvx9pRyXGIzCwp0otGxQqUKnWqiVoRuO3wrqj4YcZgJOWSXIlSlkmsr4GoN3pT4Ygqm+n993qCR0hc6Aq2RpsQnLUTcQqQtiFqhy6ryAFZVjNYxSgag6ap5Utcs6vXldcwCPgdUBbPrKU6SZkalSUZCIKVkeWWV8TSjv7NNTRFuyrvhjkfOvVdzs1Vz3dEZoK2/HxJJqB/xsAjEcXGM2fcRGfuv8RD+jBY0T3AC/PEf/3F+6qd+io985CP8+q//Ot/3fd/Hj/zIj/Abv/Eb/Pf//X/P933f96HU8bNYT+Np3C9qYXTHMQrnh+KklcVVxb86kt4KKk5JF9fprF9h+XyXcxe6PLPaZrkVoaXARy3k4iqdi6ssP7fPM5mhdXvI6xPDXmmZVjmi7qCuXV9i+bllOpfXkAureB3hfBDb68Yhj99dabFw/iLWnEcqQZQo2t2UC2stnjvX5fJii6U0YjHVGB2TLF+ge+UcS8/eZr2fnaqbeu1Sl6XnL+MXzrM9KXl9d8J0585pTzdRe4HFtqabKGIsbrRPtjtgvDVhf5izlVuMc7z88ktcv/4caZIceYy+cSxbz4KxOFvlYRlGaISOEFpXgEc2+UASRpa0hHYkSbWksDIo5gNZ9dhqHtS5oAPhnAoMJifQOkLpJHRGo1ZoHpQajDnIBqoBszx+XRL4hpZbWxI2atEewDczirFWaCkQrqL2NgDWsbbQI19ZZXvzHiBnndv7XMsz6cxZzNN8gWbe+sB9TqLD3+9zc5xC7xsUkOcpvieB0ycjzmoT9+QyyB5Hjn4KUh91HBZTOmZD75ufaxAhQjdOSNAJst1D9pZpn+sTdVJsVuCsQyqJjDTxQodoYSEA1HYPdFjwJRArQS9RLBaaC4uhKhtryf7/n70/jZEt2/I6wd8ezmCz+ex3jntjeJHxIt/LlwPUo6gU2dCZKdFNq1uV3V8SMoUEqhSqVlchASVKkIAAJUL1pdQqKKkKqBJSS0ilkhpoCWiSbBWZQCbJe/mGmG9E3LiD+/XR3G08w979YZ9z7Ji5mbvbHSLujbAl3evux858ju21/2v913+FmtNhwiBKJ1T1VB7oE8INvNpHhRV0GFJtr3B91UdKSRTHdLtdasmIV6qK1s0mrVttmre2JwDq437C3aMB7+2e8u6jEw52u3R2j+jufvzEt9SrtqisbFFd26LaCKi1AtqNkK9fa7JS9an7irqv2et0udsKCA+P+fD7exyMUiJr0UJQVZLKIKGuJZVA4TeDcbRWCNdvNDclEEohUumEG6yPlAbSxD2jvE4mSTBxhIlTbJKQxpOTAeVphNbo1IDfR/ohYlhxlK5K1UXNvcDVw6Q+vl/FaI2xThwpNfmAngsilKKyZcuAqsxFlaxlFEUZSBUOxAIii4YoJVlfX+ek08EkETZXtyzoQmdDrKa0LKc8uX6Ck8CzGJDtJGgtn/ZFcPMiZ/fltq9OJvUf/aN/xP/0P/1P/LE/9sf4/ve/zze+8Q2SJOG73/3uix9JX9pLY0KImQG+86i+4yr9fCeS1dd+HO0HhFWfaiugtVbl1lqNrWZIw1d4UoD2kI021e01mkdd0tigfEVzt0dvkBQgtaIkm6+tsnKnTePGFpWtDVSjjdVOtEcKF3BerftcX62yu1UDHAtoteZxbbXK9ZUqG80a26st1pp1GqGG/gnWbBPcuEP71c948+4xe/vng9Q36wGrr63gX7tJUl1jZ7/D8fGQ4fHepe9xpdlmsxGyWvGcon7ngOFBh/7+gJ1hqWSoP+DuRx9x59VXzwDVQeI6FliDYzd5ChV4CC8A7SM8H6s0VmX1ociC7utJQegrfOWAqik97/zZazmuxzQ2q+PE0X8TA1J5oH3QHgjhmFDldnV5izrpMro2E0y8KICat40BsnY6FmxKGg0hjVy9a25Z5wAlLBurK3SOj4iiKCvHydlMzJ4HkIG9S46d88bYYvGTupY5GdRZ9nKB08wsC/rolxekfhE+eglSPy+7KKuaLxdyvFpW+yeCEFlr4LXbqNDHREmR4ZO+RoZVZK2JrDUQlRpWOfrMOKKoaIUecQbCfC1pBJrTkQOpx/3I9epMDLFxkT+0h/RC/FabwFxjbSR476qlMk7jYYxh3UZsbRn87Rq1a+sE21ewazcZBO0JgPqDByccPe7S2d2n9/jepaXsyyaUR3XtKtX16zRWKjRWKlxbq3JtpcJWI+D1tRoVLQmUwFcSLaEnA+zVFge9uzxKJr9EK76i7SnaxtIEhBSO9ms1JnWqhMJTqBLtV3oKGScE2jg6j9JjBWDApsYB1Ch2YDWjCQOkUiK1AmOQwRC8gevFFo8gicAPkZUaVgeQKQVK6SGVxgqFVBlINcK1nbGu5rQY8srju81ymcI5+c5pnzR/DckmXGN+EtrzqNfrdI4Ox/oM+ac5aM3+llYU75IsMYOlEOOy1SkwOr7zJbBartH+HG08MflcD/uEtiBIfYkzqffv3+cnfuInAHj77bcJgoD/4r/4L5YAdWnPxHIqqOtJPvlOSTFep/z3LMszYatXVtC+Igg9ag2fW+s1rq9WWKl41H3tAr5SI8Maur1K9copaZygPEnQDKh3I5JhglASL9Ssvu7EkurXN5Atpy2R6DEDxpOCiq9oVzxeu9JESUkt0LTrIa1Wg6Daoq98jr2Q1WqN7bUqG8OEQdjiYf828Rsfc/rZEW9+J+HdObTfplbc2K7RevUqevsWe6OU3dMRg9PoQpX9stXaITfXqjR8hTw5JN57TPfRCfudETvDMki2DIZDPv74Lq+++tpM6i/gBAh9Vysq/IpT3NWBm+soR2u2UkLq2s54UtKshlS0IjGmAKlxakgzvQUtxZkArDGQppZUCIzSSBW4ljQiAqNAJAg1Q104oxsjtJu3XWLMmgjgWkPv9IThaYdaswWISTRnrZu31WscHkZZEtZM+Ib83Z44xkWAmfk030sJJs0xW1L9n0XvhbGnyqnJL7V9RQLJX4SPXoLUz9POvJzjF7t4xDl4tdYNvF6ArLZQ0oEb19szdjQUqRztJQgRfoisNaHSxHouY6qlINSSNKt1DZSj/q5VfQZxyjAxDJOUw27EcT/m7l6X+8cD/vCP/xibOkbtfkD08T6ng5huAv/R1QadbsRJYugnhsRatAiopJq3vv4q4U//JzwwdT7uCz7b7fH+Xpfv3e+wv9vl+PEJ3cefMDw6Xz5/lrVuvEljc5vWWo0b23Ve26pzq13hWiOgHSrqMkX2D2HnXdLuMbZ36mpErcUIQc8LeOUPrfMf/ufvsbV9pfhCHUUpR1HKWqC4ai1ryvVmAxe51RWfcKWJDn1Q3ljpF6haODk4JfJCJxUvFWbYRxmDTVLnqIzBxGkmnW8KQaW4N0QFrkG58k9RlcBlVSs1bKWGyH4XaeIElqR2SoNSZ85YYYUsMqxJzg7KAaudHPgTIEpH/OAH73Dz5k2CSgUQpYHFyeOHtTpHh4dFYHCikxKTfQRHefZdiuLdVXK8jsqp6zkNys7IsNqpge0yg/dTDIbTAWEpzn72NI75uVguxrHI+i+ppWmK749p5Fpr6vX6F3hGS/symIBC2RfOoTNmPwvAWhoLZm3y9o9s4GtFPdCs1X02GgGbNZ/NWkA9kPhKOIX+9gY6ialJRdBuUL+2TnTSJ+4Pi5IQ5WkaN7cIVluojWvozWuY2io2qBMbN56nFgZRykd7XRDbDIYJR4dd7g72EeKQ+sY1Nm80+bFKQM3X1DyJ/c6/5eh/+1167+zTbHp8/fd9ncZ6g1vvPWbv0Sk7w4RuYqkowbWKZvtWmys/9QrNb36LZO029w8j3nt0wun+YkHlb399i5+82mQ12mP0/d/kwb9+h/e/t8cPT2eBY0sQj/Dvf8jDoMWVK85He1LQ1JLKakhte5Vwcx29to1srWOrTYznSmWMDkkRpKkpXIiSgisb6zx+vIfuuiz0MDETfci1FGgp8bOfMG7plgdhPeWhwybCxNg0dqKHORV32rJ5QN4n3QpVakeXCSzlVN8ZFscx73/wIbVAu77vjeaZdWu1Gp3TLqak0jxuW5MR4LK0v8rbJ4mzNN+c7py3Wcp/dz8z3y3G+3cnf7FvmSWOdB44dZ+Pr3Fe4Liovn3R/DPgJlyL+OiXtwXNF+GjlyD1i7QyFdjOAKwAQrpsqh8iwipoz1FEcgVZqRzAyYCqlapQXs3b2XhSFLRft1wUg/YoUdQ8xdV2hbeuNnmlXSnqUkVQQTVXqGz2MElK+3hI5SRitReTRik2NUhPoSua/qNTVh/f47Wf+nl+93fv8eDEKfgeHfQ5PRowONoh6h4vfIuq69fZfPUW21t13rzS4M5qjZvtkLWKppZ2kZ19zMEDkr2HHL/3MVGnSzKIilpbqSV+zdXt/mgz4W6vS6PemDhGNzEMU8YTBi1RlRBdCdC1GiKsIP3QAVXlIoRSCFZUhd2TASJ0gFQEIdamyDQpwKo1xknSF6WahnkttaSS4zanUiH9yL0mGkQCVmW1D9bLxBqUq5URTk7fgb7JUd7iXjOD5aTX4933P2B9fY3V1TU83y/oT2mSEEdR1kcwcyb565lVOuaUN8lkz7kckGJsaQaYUYmLtjWZ4ytlWCcCM6V1LlaIYmYNzJfRXOnR5YGne3YvoiO/2Ky1/PIv/zJBRvsbDof8Z//Zf0atVptY73/5X/6XL+L0lvaSW55pmjUPfpJvzPWVKr6WVHxFq+IVGdSq56i+ORXUKh8RVpH1NjqJCAEdBiSZtgSA9DXBastlUGtNRKWBUb7bPpk840GUMrz3EWk8QiqPoLlGbW2N9lqVm5t1rq2ErFY0vnJ0Y68aYmLD935wQNsTrK+tE7zlU1s7Yn2vy+hkBNZSWavQvFanutlGttcZCM3JcMjpMDmjJHye1TZv8fpmnfWqhk/vc/LJDsefdrg3o8d7bqmFRlXzk1uS97pd6vUGq76iWdGE7ZBgtYlqrSObK9hqE+tXsX4do33ivAeugSRjAQlAK8Xm2gq9gTt3LSSRSknMuL5YAloJVwvKpFp+/s/RiQVOtTcd14JOgzaR1cYKWQBUK52+sc2pSTYHqmQ1qiXAkmVge8OIDz+6yxuvv4rvBwgpsRai1BAnLjlRqPxmJnEKv44lVaI3kav7TgLRsk2zCM6zReopi2zyJWLPLweraY4t6qNf4ov9Inz0EqQ+pdm8Z9qsL+85imeT601FiUo0Dis1Qikw2lFB4xibRNmu3EAoPM8BVOVnA2omyCTGlF9fCYyVNIJMUCmVBMpgfEtqPZRwtOCNmu+cm8U512oDr9WiGqfEpz3C9oh4EGPiDIQECq+iCVabpMOI6s4H3Lr9Fh90P6EbnTLsJgyOdhmdHizk6MKVLWobN2iut/jJNzf42mad26tVNqqahh2gjj4hefQJgwf36N5/TPfhIXvvHDDsRfRTJyWvhCCQUAs1lbUKfsvn/vfu8yM/8iMTxxpl0VXI6Ly+Roc+fqOKrLeQlRoirCF8H6F0JpIgWKuvcfDRXeI4QVbBDhtjkJk/biVJZZw9VlkMZtY4lWAhnWMTWiNVhFWea2mjtKtPkSqTvZcIYqw1WQmKcq+SUI5tbFybBWlz4aSpVyx7zUZxwsOdx+wfHtFqNqhUa2ilSOKYQa87Vtqb4OnarO2qKDxZWqrfdaHbTDGx0L2/GKyepQLntogjvBis5pFhc5lM7YtmC2dSX16Q+ku/9EsTf//iL/7iF3QmS/sy2/TwWP62TE/iz6P9bjQDpyKrJPVAU/c1jUARaokSwtF9hcRqz/nuYR+SNloqVNBDj8YCiNLTBcVX1hqu5EN5jjGTHS/U7jjXV6t0Xn2DJDEoKfErmmrD58pqlZurVdYrPqGWaAEojd+oUt2osnLY54cnEbqbcLsacGPjBuaVlEHc5/DRETpUhOstvHoNvApRaomMKwOyC2R/Vm7c5s5KhXBwSHL/A44/2uH+/oBucv64rnzF2tvb/MF+zKefWt6oB1TWKlTXa6j2Bmp1A1tfw4YNjFcjQRAnxmWazWTZi8qQ6sb6Oo/3DmAUoQV4VheA1mQigVqJIqA/qUHoepZrJbF5u5kCoI5BaiFWl7HgLGIMUIU80wdUWOfNBRSgtngjhcVK1w7nw7sf02w0qNYaSK2J4oTT4SgDdGW/58Z8IcaBGAlFFrVs57EFinWeIIN6GZuXQS1jtmkP/XJ4sgUzqYus+4LZF+GjlyD187byF356gj0NVrM6Bys1yBThhwUotWnqwGtG+UUHGbVkrHSnpEAZi5KgrcBXAC4LGKeWQJsiohhqia8kdd/RlEgsSOmca72FlyRUt9dIBiPSKBlnHQMPrxbit+p4a+vIepNvXVkj1T4HcYgaKLzuY3ZPJD2lMprKbLCgK3WCxhphe4P6SovmWsitrQZ/8M4a1xo+q55BHd8jfXiX3r2P6Nx9wPHdQzr3Oux247l1NoEUbByPuFrR3NJ2rjS79Bzg9moVvEYV3Wig2mvIqps0WO1jpVcIJHgVQ2tzxN7eHlYqJ1pFXo+hkEoj+gMHQqXEJAk2tQVQFZMSg1iTItIYa31E1u4ml7N3FBGBrxV+JUR6AXFqGSWp+0ha16Itm4JJUcp2TvVQS61hOIqI9g/RuoPWCiUExqRn+kznb2guxIQVE43CFRab0XZTY1Eyrz/JHFCuMJydgyyB1TN1q9M9VXMrKwE/A5um/b7QZhelEk2HSV4e+3t/7+990aewtC+plcdDmD35naD/X4JWuFb1XRmNllQ9RcNXroWbcoBHCjK2k3YCiLUG1qRIqVwP9Eo8/m5r3+lKVJuIsIbR44CzxKAkRbnOrbUqu1IQxQYhoR5qVmsB262QrUZAO/TwpUCYGPwKfqtGfbPK5kGNfgIf9Ub88NRQ6ae8XvfY2Fjj6h98hZPeKYNo5IR7pAPHibELZX7aN7/OxvUWm1UN9+/R+fAzDj884uNedO52XqYHEbRqtP/w7+fa3Y9Y8aucPjyhsrGC3rqObWxiKi0SFTBKLVFqSDJwmrOFVJYddf8JfN9nc22VR4/3SFKDspY00zrM9e+lSz9O0GPBhUqFdYAxz1BKoYvhVRTAM2M4mQQhJL4f4FdqSKWI4oThaEiSOIGkQppEZCr6QhVtTx1oNUW2NUotB50uR90+Kuu3nho7O+tYirwIAVhRUHqFEHODLWV134tKXZ5UlfYyweGXwhefZ1+RkpwvwkcvQerTWNFU+Qlt7qR86isrJCjl6KZSuS9E3holj9ZJPXaI2T5EBsYc5Xe8WyWzelUri4E9pwRXtHRAwxon+uD5Tn22nhCuDTFRTBq7vmVOaMhHVyvIxgqqvYZorJEaaAUe33xljSS2aGGoB5pev8d+p09kRHHNQkqk8tBhHb9Wo1L3qbdDtlervL7V4NZKhTfXQ4LuPtz/iNG99zl67x5H7z/m6O4xH3cj7g/n04gARsZyfxjzcBizHWrsYECtWp1YRwrXhsevefjtGuGKA6iiuY7xMzGjbOJgS+IIqzcrHPQj0kEXUWkipXSTC+VhlUYrjQyGmFFMMoqwiatRLa7dU0ilJsSXzpiUrqfplSustNsoLwPMQjGIEt776GNHu80yqlhBKmxB5S2oQMK9AzlQtNYSxwkmTbO6Fefpyq7KkDm4LEOr3K+kxTsqCmaRKLGMCseXA+SpbKZz0GcpwGWbC1qZkUF9AhD7UkRpjcGmi0RpX3p3v7SlPRcTQmSK52c/uwxAnZ7E132FpySedP3IHc3X/a1yum/mm61ybCcZ1lzGTypEUgJu2kdWM+FDHTo/LnUxbuY9z5uhx5VWSNPXDJPULQ8c3bgdeqxWPKp5oNkYhO8TtOpUNldo9iJuGkv1EHaGKcdxynvdiOPY8NM/fo0bb79O6mseHhwSleYgQgqEmi1oVLagucbqjSv8+K02lcEBySfvcPTBI+4dDogvACpagF/38BtVWNkm/tnfx4rfo/Kdf0/95jamfZW0tkY/MgyGKZGxDqBaisCqlG6eIyXorBoKKdjaXHequHHiepAbl61MSx4np/q6bOQkqMvLP6WY2ibPJQgHXsNAs3nlGq2VNSfiZCE1hmg0ZGdnh+POCam1zkdKHFAV2ZGFC/YKIZ0TzXyfAUxqSGyc0XhFNo87y5gRlHywmKT4npdBvagGdQKczqI4z7F5j3xWBvWlNmsX8tEL+fOlLUHqM7WSOMNCNuOLP56g5zUODoDm/SWFGq9rs+yplXpCVQ1rUCJrKyMcMBXCDbppcaqODqwykOqrrE9XfmzlIys1t68kQkYjdMkryCBEBBVHi22skQb1QnSgGihqDZ/m9jXi/gnycJfW+hWG4Sr9yBX/C+Fk9P1QU615bDZDrq1UuLlS5WYrZK2qqex9QPzpe5x+8CGH7z3g4L1DPtrvn1vjMssM8HCYoHYfEty8jS71cwqkwG/6BCsNKmst1Momam0bU13F+lVS5ZMYQ2LImoBnzbpViNdcI0ktNokz4BmAF2B9HzvwIQqQ/ggVuiy0icbnLWRG9fWyjLjynKOSEqGcYqHnh9x65RbNaogQFpM7HaWo1nxajRpHpz2sMUU/wFw8IWd/SisKlV5gQmza4gq10ixgUabhWmvHQDVbVyAKByOwRYZCZv1coQxKs/WmWMDG2omsqtvXpLhSDkTLTnIRJeDpEtfzaL8vnGBSbrY0C7vs+ktb2tKAPKs0uew8Cu+s9eatXvc1SjpBwlBLQk9mWdRxFovMH1ulETpAVAwSsNpzAojFasqJ5XkBVmW6EtlYp2TWUiXreW6spRV4JNYghfPZVU/TDNw/PyvxEalxSri1JuFal3Tk/FPQ9Fk7HhIPEkjBq2uElFTWVgi+9i2aaD57tEMnEihczabyz/YxnbxZipVX3uL2rTZvbTfg8TscZ1nUjy7IooLrE+vXfLx6DetX2BkYIn+LN/+v/3f87gNO/BVOewm9yNCPE6JyiQ4U96EeaLQVSJXTXgV+ELLaatDpdDIfLgrRwTJQGvcPn+SilPuT2xk5PykESlheu/0GQbVGYkWWqQWEQgVVrly/SWI/4/joyIWBC8KLRQqJEDlbyLpsKhJsOs7WGlO0KnTnOH4rnX90SsVW2DHlt/T+ToPTc9/teYmXRetRp27VPFD6pfBYSx/93GwJUp+nPWmmdYoSbIVESA0ywVp55nOEGNeiTvWplEK4DJtbiLQOCijG3xUtBZ7MfwqEjV10SCjnXL1M+CFybVIKU56r0wyryEoDE1Sd2l4MUgrqoWa9HjBYrZJEbyCVx6h3zPXr16nUBgx6p0gBgVY0Qs1aw2e96rNdD1gNNauhRJ3uMPjub3L03j32f7jLzqfHvHsa0U+f4L5mdtrr8ebgmP3aagFOWp6kslqhutnGW99Cbd7A1teIwxbDxNFqkyx6mzcGNzZzAJUG0XGHIKiClC5qLj1kEGL8CiIaYEcD7GiISBMYDbCZSqAQwmXHlXaiWF6mJJz1fhPaZ21zi0boI9PE0cSsJSM5IRBcvbJNt/ex6+EqXKQ2F09QMqsTLUVYYcLHFSYRZzolzbMi2FqKy5jSttOgdJr+O2uiaC8Aq5+HvWhY1Zq0qEG/7PpLW9rSxiaFKJgf5T6Zs2yRVgpVT+Ep4bQPtMugelJktY1ZYC9TeiXPpnpZdirxsHEpyCplSVciE0zKg3Q4+rCvBK3QTdlcW5WMAZSB5LqnCbTAUzITs7MI30dWGgQrLayxqMAjbHeJuiNMYpywYD1g/Udfxbv5NdKV63SoUW3eovbJJyBOkEKgfVdiMk9XYuWVt9m43uRbt1Z4pR0SvfMOh+8+5O7h4FL3sq4lQcOHrAXbKLH85t1d/p+/vcuf+JlvspYOORzEdEcpUZqSWhdQ1UqiS+VKUgiqvkJaUFkQXknB6kqb7tEeQii0kqRARmiaC5IKH8ds1fxxMNeilUQEVQbJ7D1aodjYusLxSZc0jZ3jzLCoxPm4iWzqVA3wmFo87v6AcMcuHy3Ppkpmg9Npm2gbN/W9ONvjfNZNms92WsSmAew4KP7im7V2MR+dLJZc+arbEqQ+a3vSbOrMfZXkvPNorDWZMk5mUo6zp0VfqnEGSkhVZFKVdNTM6VNUWZbVU5mcjR0f30rl6mkAaslEKxWRg1TPgbG8bpMY/IwCtdUM6Q4T0tSg9av0j48xScLV69fZTh4DZJFgRTv0qHuSZijxhx3U3mPizz5g99+9w947B9zd7fFx//KDwTw7jhIO9h/zjXaDeyIEBPWVCvVrq4Tbm+jtm5jmJqa6yuEwZZTYol1PHsFNUlMMrAEevQS0X0MqH5EMQQfYxPVYk8kQMxpCNMTGI8wgrznNJiylzCnKQ4YVl4lVGuWHtJuNksxQyTKBrSCsUK9VODrpFo7JAiqj/SopSmIF481z4YiyFQ7rnPuX1/8AiFLti7Xj+tTcdY5rUp2VpeQnqL+lY49PZhKsPit7YbOms2yZSV3a0p7a8nEx75E6DVTn9U09z6qeQmUsJJc9zf5JMUGxzFlQKO3KcCDjpPrjVnJSOoCqvTEjCgccHBAVaGMLoOpqE901aCUItcJXgkBKPDm+HuGFiEoV2VghFBIdePiNCmmSQmpRQabBcOtrsHaVoVdn7zji3f0eob+GF+y769MKr1JnNAOktm68yfrNbd6+ucLX1mtsBLD/wX0OPzy+NNup6Sn8dh1Vb2G9KnFkuX884Ac/2OVXv/+Q//P/5Q/SHcUMYwfefCUJPEXFdwHueqipeU5ZWUqQQqHlOCBaCwNUMgIEVnpIKVFaO+DJJOjMdZFy9YzUklF3bVHqYkvrARgp6CUWkdWaznIxwvMIK1VOOsdZlkAgLc5Hl7OpNp10hiUgWASoi0LWHLC6iV2ZMVVuL5PbZTKoc8HpZVT3Z+12weUwBq2X+R4WAP6L9OsL+eiXtyb1i7AlSH1WVs6allHgU9at2mzwcj+zKb5ydOCJnlQF1XdycBOZMJKrV7SZs56kuSgxdrSFxLoQWUgu6/WlfERYn5BMd6Aqc6w6BB1gpEaIxIkweYq1hs8wriAl+IGi2gqIRymjVPD1rSbGJCgEgRZUtURFp8ijQ+zBQ6KHH9O5+4BHv7vDB8dDHg7n9G5Z0AIp2B/E7Pf2+I++/Q0YCFo3mzRf2ca78Rpm5RpRuMLJyPCoG9EdJRlINUTGEKfGNf3ObmJFA7HFF+ApjQ4aSB0j0gj0EJuGCD9CpBE2GrqIeZpk6g2lSGQJqAo/wEqFUBqlNJBghXBqkVNUHyEVtVqN4wykCuF8YIoDqlZkKd+MJ2ynwOEsm6xZmf5s8u98siTEZH0quPOAsw6pTEeaBqsF/bf8HcptgZqY6fN9KfGbtYtlR5cOcGlLu9DOy5ie1z/Z1fy5gcTXjmKppKP4ajlWiC0DVJEJIDqgarD4iHJJD7jPtefWyXxB+VzzVnL5EKY8OTGG5iyoHCDLrGbRKqcsnGtYCN9HN6IxIPGyWtiVbdKqq/k8GSU8PB7wwe4pbb+N0hqlJV61yejkoHSjFPXtV1i5fo1Xrjd560qTKw0fdXSPw/d3+WRmT9SzVs96oYYrDWRjhaHyOBkN2D8dEccJ977/H/hX7RUqrZa7F1rhhYog9AiqmtWaz1o9YKVmaQY6A+2l8V44BV9NiokTUC4wIEVC3k6OzLc6ECuychTnoo11OpI5QHU9a3OFYHecVDohp7ytTf74Jl4zKwiqVczxccbotQg79pmuU0QJgE7bBQKCDsDmqsEUwenLvs9z7Rk7zums6aK1qS9ejHlBH70IoF3aEqQ+C7PTDmfanlZgKd9H/m8aoGbnUHwuJyf1QirXAiSvybeT4jiqoCgxrkeFbOB2gk3AZKudLMtqlc7oSdop32Z4yNeCqq9pG4tpW0JP0akFdIcxw9jgacGrN9qc7HwGaYSIh4huF7qHJPsPiXce0vnkEUcf7vHu0ZDd0bMBqABbgWY9UPSO+zzu7/GTP/+HqK208G+9gd24Q9drcthNeNyLuHcyoDtM6I9ShklKklri1JAal00FqHiS9iihLiWxEWhpUULjeRqtA6fYm4wQSQzeyPVcTZMCqBZqv7IMVF3QwRjjspFZFL5QcC6ZwOJ7rsFyXpcCDiAWpGALUuYy/WfrRS60gkJ0OQ9RpkrB7IxqvkyJ2dueAatwOVA6J7J6Hlh98RxfZk+k7ru0pS1tluXZ1PM+z+2iIcHLNB4KoJqBxFwltmBsZJRfa7Xzx+Q1e3YCeBR1qJkORe7rZaYroZUo2qxIOS7NkIiCDaWF+yw3qzTSrzrAJSUqqGCTBGyadQXwkbUGptJmJD0GacIwSTHW0utGHPQjGq01PP8Yr9pEegHWGHRQpbp2hebWFda367x9vcWrKxVadkD68C6dTy6fRd3wNbXNGpXNFaiv0ossh4OYo35EPEqQQZ2H7/xbwjBECEnQXCNsbRC21qg1A5IoLejcm/WAMDEk2mK0zYQCQWFQWKfAW9w4NXG/hXD9TfMSHJcBtwgjkMIWPXZTa0kz8OoUhg1kbCtfKqS0SMPMjKrUHimuJMdpOGRDvLBujiZEQfl1/VQXRXBuv3nP1Ev1QJ2XQT2vBU3BcsoDyYud5vOwLyyjavnKtKD5ImwJUp+llemJ05za87JB5+1PSiyO5mvxJwaUaaA6UcdiDdZKhHHgTgiJyBzbWf5/RvM16VRmz70eeUsVq6YbT+dZVs9RlaTGWusivlqyWtHUPcVqxSNqGaK8cbkU+FKythLySiXlvX/xvzI42CXuHDM8OKa/c8jJgxNOPjvhs+NnA1A3fM2NqmZtvcrG25uEq038RhWvFvLBzkPWb3+DypWf4IP9ET/cecQn+z1OuiP63QiTmmw+YUvjt82WW4QSrNdOqV+vufqdbLKi8zpf4ePpAM930W6ZDF17AJMiMqVmGNN/bfFMJWmS8HD/gFdu3kKaOHOsmRpwPrmxlihJssHZorJ+ps7xMd4nYuKVnKD+2vJ6Zz+HMZATzM/CFjS6XKQoWy6nHIgTtXDL0lxtuDjLbJsZBbSLOO2LwOrT7OPzsyeg+74AE4alLe1FMpmVF1guSSGc2hams2LGiQziwKkk70kuCmaSEBRgMy/VsbiAbrkXerHLvBa1JJoEWc/PbCCXQCrFRMlCXv/qgGq2qrXOb3sVTNamToYN52/y40mF1T5GB0R+g35kiDMVvGbFY3Ul5NEwQQwD3njjTT6SGuWFCKWp1AOaqxVevdrkW9dbfH2rzrbsw4e/y+G/+bf8+/3+xTcZWPM1b95ps/UTdwi+9i2G7et8ujfgBw9P+OzhKacHHYadPX748Jhms8nt27exnT2GnT0AqqtXaV69QzRMGMaGK+0QX0uqqaFiZOaP3FxM2HRCUXmc7RZFIEEgXYBYuaC7VBojVdEiJq++MJZx+Y+xpCbmdJhQ8azL2gonojUdUh2NYsfCktZlUxWFTogVY0XoiZrUMrV3/NAperLO8E0SUbzzE8un3mVh7YXgdFYCptjrdElOiaZupxzRebXgF9Hvi+Xl318YatSyJOd52hKkPq2VMpsTLTNmAdXyNnAuWC32J1xlvdtdIQk3KSYz/YWezrRZk5F/XNRwZh2inTEYCQdHXINpBbYcZs4jkOpMdk9Kgbaur5sSFl8LomR8H3ztnHndl3hBwCu3bvCDD9+l//iQ4UGH3m6XwX6fk17ESfx0maENX3O75rF6tU7zRpP61TXaX38DWWshaw1E4JzuSW9Ab+8xP9gT/Jvv7XB6NCAZdDHJqLheIVV2WyTWur6mNk1AauJVS3fDiUo5J+UoRn7WosAzbpmnBKEO0F7oqLpp4ijUJiki69ODb7fbJ7HgKz+/wZPP3BgGg8GZqOZMIJk96/z3vB4nby1T+KfMt19ExZk34cu3m86Szlv+PG0RoPniOD5ndsEWNHYJUpe2tAmbqL7hYhLJLIA6y5TIM6ljNpIUM8bEHKhK7Y6fAZ4z4GMGEyov5xAZbXOsKyEmmpAUfVlzoGNttj+FlR5OoSctAqHFZ9oDHY7buVgnxFQNFOv1kO5KgkkNw17E7du3GQ6HaF9SrYdsrVZ4Zb3KtVbISqiQhwdEu5/R3Tmim1zOb9+qalo3m1RvXME2tzkZGna7Ix51hvS7EaOTA6L+CVjL6ckJj3d32b5ypQAx/cOH+PU2o0bAcJQSpzZT7rXjelFAZQKULjhgM9Ba8IqyrGmmwWEThPFAZ0ENrZBWZBVQkz3IAYyxWCyDKMbTCmnAKEuSurlAWTxwMDgrJDXzfZxmDBWMOTH5voxXmOnfcqA6/R5Pt5nJTnBi2XnsQFEOqAN5u4li+ecodviFm2XZguY52hKkPkObSfs9l2N4zhf5TP1B/vecgSMfhM/rtwljqsv0sjMDUo50ZNbV2kyB1AzAKuXWzRwk1vU8syXRAmMFnsrAkHBgLVACP+4iR12qYcj1K1f5/scPiU6HRL2IeJAwLMnML2pXQ83tmk/7ZpOVO6s0bm5RubaN3rgO269hgxqpDrDIAqj19h5j4haHD3Y5+uR7k3dDSJQXIrVGZvRnaw1pNEJ4AQNvlX6SugxhklGvpEBLSagFvlT4WqAMGKsySrBAKw+Fj8BmYNVlVAW2iLYnSUKvP8Brt5lsEENGCbYMhiM3aSnu1/i+zYyEZu+WmthXnv10QMftL1t/6jGo0mv2JEJElssD1vIrWygAP8F7Mb3NZG3v+fsT1n4x2dQXiO771//6X+ef/JN/wne+8x183+f4+PjMOvfu3eNXfuVX+PVf/3Xq9Tq/9Eu/xN/8m38TrZeuZmlfrOUT9iKDNvX5ot/usoqvyH53bvCcoog86GxnANScCVUSQQRm6kqcoZHmAHn6grI2a45erEqfZQFm7WG1T5pkbcEEmZ6EZr3hExvXT9wLNJXIp9GuIiS02wE31mps10NWKpog6WOPd+nvHtLb7V36Hq5v12ne3kZv3yatr7N/NOL+8ZCDowH9To/RyWEx/llrefx4j2arRa1WK/YR90+Io00nBjVlBgciUdp1SHA7QthksgVQRv8VIi9hGr8nygsxwiIlKCNIhOs5LrPovpQCYyy9Xpda6GNEXi/sWtEgs3mQsQyGg7M5hXk3R2RFMeUga4me7LKochIQznBjk1n3Getd5DPOo/sW63yVab8vjo/+Mtpy5vAsrFRzOpEBnRBGmJNVPWefDiRk+5ByHIGdYRcB1DybWijElSf7s8RobAkUu67Yk5SGPJsnSo6V3GlbtAChhBPuydJyuUP3JARaIjqn2N4xdtClXq1x/cpV3tvtFKfjSYF/2aZ2OEGk6xWP6w2flTttWnc2aL1yBf/6bfT2DdL6BknYZqcfM+hahsmoAMGuR6zCJIeYGdQNaw1J1IcZ4sJ22MXWmwzikqiUyEGqIUolvrL4iVNhhDSrHxJoM47Aa6WcSJKgyLK6m2HpnHZpra4x8QZkNypOUkbldgZkUeKy/ODUMy72UkyS3MTKZvXLRZ+zLNuaxycW9UXj+tLz1nErTbenKQSVnpOzedGypjPNmgUd4PO7piiK+IVf+AW+/e1v8z/8D//Dmc/TNOWP/tE/yvb2Nr/5m7/Jo0eP+BN/4k/geR5/42/8jed2Xktb2pPYRaPK3HGnUGUfA9RxHWr+TxQB4Vz0cNKHGwcSS+UR5/lwJ3CTHRObx4OL6yiyqOUNcNlSR5Mp+e+y71YaK1QRqJWITJlfslp1zJ1AS04ajs76pnid3Uf32az7bDQC1msedU8heh3SzgHDo1Oi08sr8K+9tkL99g1Yv87RyPCgM+ST/S7d4yHDzmPifmdi/TRNePjwIa+++ioyu1dpPMLOa0mXZYet8hFBxd0aa5wmRJSxpIzBykzgSntOvCijhgshkCZBSYUymVq+EKSZMr6W436s/dNT7OpqBoxdNjVnM1kLcRyRxFFRR+ye5cV2BmyVAxmOU174azOFUi/yoRMB7AvVfUtBlWfQemZRwaQX2pY1qc/NliD1WdllgSrMn0ieGUgmI6rIs+PG+LNJytBkdG1qcMmA6nk2cQ05R2lask7ICYBanEruH4tykIwWJbJ6VAEy6iOjAemwjx0NSPojGmGNGzducHfwMckgpjlKiY3lNDHn9kUNpGDNV7x9s0X7lRaNm5u07lxDX7sDGzdJm9vsR3A0TNg5POX9x106g4R+5GpdPSWp+oqVmo+nFbpRm3usmSYEaWQZpbYAXEKMG6HHiSHK+rhFxgIaT4PO2sNo4WpY4ywLrbL7pJWHsK6fan8wJLUSXfR7yd8vOD49JUnyxt/W1R3l1GFKIHXey1OO5mcTKyHGaoey7ADzBPuMOi2ZXbf7nDOfL+0JzNpCWOuy6z8v+yt/5a8A8Pf//t+f+fk/+2f/jB/+8If8i3/xL9ja2uLHfuzH+Gt/7a/x5//8n+dXf/VX8X3/uZ3b0pZ2nuUx4ll1erPsDD2y/GchaDSVTWU8/s0+iVLpTrGsfNCzWVQg20Ahhch6do4ppOUTlONfCwTrFGNxzliOM6lWqMx/6yw46LK1UlpCragHbgdaCZoVj0GUEqeGt640+GSzxvHeI9qhpuErKgpk1CPpdohP+0Tdy4HU21Wf9uvX8a6/TtzYYu9wyCdHAx4fDOgdnxR1pxMmFdTWGEYp1bCUbVYSqSSBJ/GlK7XJH0VqITIWr9ZG7D3A6T9YXPo4LcZMKwQkCfgpwistSxOUVmjp9BOktYWQVWKdWBUKotEwC3DPBm7dkxOMSV0AP5sPCUrvzkXv5ZksqnB1xYzf6fIeLvOeu40uWG8GkB3Xnk7Re8sAV5Qy919msyzko+2XCp0/f1uC1Odt00AVzp+5T1F8CycDk0CxHBUtb/usagGmM7k5WB2vUKImlZbmNBgxFsvJP1CAwjrxgsT1DLVRVAC7uJ9Q03VuvXKLz/R9lK/wuhFKCPqpYZRa4txBCEFVSVZ8SbUVUtuqce3br1O5fg3v2h3s6nVG1VX2+gkPdvrcPxly93GPewd9Dne6JHFCmhhAoD1JWPWoNHyurFaJRAVrLOKSWVyBQCbO8Tlp+ix6KXMnJlxvVWNJ0oxSZRwF2NNZnzTrsqomC6ZrK0CBkk5wI04S4iRB6TA7aiZXj+Hg6JjcPY0zqBlAPafWNbciUiskQprCCQqpioi8FbJQDYTPt6YUJhIOE+f8eWZDvxARpReI7nuR/dZv/RY/+qM/ytbWVrHs537u5/iVX/kVfvCDH/Ctb33rCzu3pS0ttxyAzpvEX5a5MQ1QZQE8JoEicPlgc2YTk/6c/ZRpq8viABO7PAOSLS47WFCLy+ci3E8r5XjSLFyZiq+gjkYCoVZExpCEbp1mqPnG1RYfP2xysveIQEnXB7zfJekPSEYJySV0JNZ8ze3NKtVXX8WuXmd/kPDp8YCPHnc5PRwwONwhGXTPbKeDCl5tBbV1E3t0DyEFulLH8xWVUBNq6XrGStcvNS9bSQx4jRUnYJVGbkxNM8pvaY4jrC31LxeQCLe+VCipUZm2hJFO5ddXGdssBZvEpEmM9dTE8xGATVNOjo9ce5o88JuB1Tyz6tDOuMxnwmbQfPMsqmHct7Vs5Ux7/q6ry7zbZ4SUpt6d8rIzf4+BaTGtKHz3BUmal9YW9dHLTOoitgSpz9JmZVPz5XCxZ8qL47PaCZFGY7A4vZ9pcDrr5zw7U+86dQ65gxVyPNBNKxHO2j7LwpWpTrlJKRDGIEziritNII3Bpi7r6HvoUNPd7VGVVV598zYPdh4y6o0I95zzy/kh0pPoiiZoBAStkOrmCrWr61S++QdIm9uc6gb7g4SPPzvlo/0e7z46Yf9xj9PDPr3DR3QffjR53lIRttaprl6ju7VCc6VOmsSXz/wI8EVUyOBDJqzgeEDZAgCDNU79z1hJIlN868SVtHWKfxqBtiJraSqw0qKFJDGWbreL5wcI6ZSasa4PWr+fizGMnVwZoIpctXlCFSk/97yvmgAyYQ2pHD3N2EySP7+OcVZVyXyiN3UrX4TM6ZMAtRdV6OEJ6L5pmnJycjKxOAgCgiB4xic3aTs7OxMAFSj+3tnZea7HXtrSZtlEaYuYHPqetIzACoFAomVOpZwGqzPomdMT/VnDzYx61ImPMzBTrqu90PKSnRlCPFYo5y7IxJ8y4GQzjKWVJknHAEcrQd2TVD3Jqyu3+GynysHOA4hHEI9IRhHmEoJJVSV5s+Gz/uYa3vU36IWrPDoY8P5ul729Ht3DQwZHuzO39SpNKs0GYVNw+0f/MHf/t39J2NqgWg9Yrfk0fU09UISewBOuHZADaaDCGiqsY6J+1votLdrxFDY13gpfItIYlIeSusim5v7aItBGgnIB42jQp1EJkTIDo9k7cnp6TDQaTlDCFePWf4V08MznN/V3Th0X4yyqtZO+uNxqKX8vKR1i1vtzbhvF8v0pn9czoP1+KewF6pP6ZdOOePHO6CWzMxmd0pf3jJDSZcHqRbTM85bPAqpPMoCUgCpMBoUnjzO5/zE4FaVImnWtcIzJWq84RVtrUhd5Ux664hO0q1RPR5w8OCX0Q177xlvsHh8wvNrFxAlCuciwDn28WojfqqPba6i1bUR7k+PGDQ4GKXd3T3h355R3Hp5wtNuj82iH052PSaM5svgmZXi0y/Bol9HpLZKbd6jpOr6NZo/m07dCSHytiRJL1VckmAmPkVrrooipdbSg1GCsxc9qfY1Ns6yqm0VZ6Wi/sQRrBEJZBJKjoyPCag0/CDJxDstpt0+aZZfHj24GQM3a3JytM8men4VCD9hmas7CZB8phEmxmcqkLT3beW/Ws0w2zlInfOb2gjpbuyDd11rLd7/7XVqt1sTyv/yX/zK/+qu/emb9v/AX/gK/9mu/du4+33nnHd58881Ln8PSlvYi2XlA9bI2rTdoEHhqEgic3Wj8vT3DiJo1yb/E2DPOumWbM9tF2VxjwMozY7HNVP4L3YFiv2CF04KYFDwUheBhM5D4yQAxOKTd1uyFV3nw4fFEVlqp+dcRSMGbDZ+Nr62y9iM3SVZu8LifcPeozwe7XY73+/T372PTsz1WpRcQtjeot0JurFX4A19rMjz9aSp1n7XVkGsrFVarHnVfEWqnqq8L4pnA830aV+/Q6R2DHDqfaDOF/tyMQfg4EaskQajI+dI0RkjtgKp1talaZi+TFkjj7nPU7UCrgdIByjlLRoM+B493EeQCWOP6ZZGB1aIVjLVj0cTpB1+m+QrXR9VY17O1nEkVGUAtaz0sFDyezqBOa5GUP5um/drL+8+x9sQC57aAfW5ihwv76OcLUr9s2hFLkPoUVv4CzGu8bKe+xO6P87/I89RYHYCYkwUtLRv3T13sCzpRhwoUSsIlsDo+3tS2TAJVkW9nraOlZllU8r6g1iKkQmiN8H10rULQqpOOnHPqHw5pJYo3vvU29486LtqpPITnI4MKotZC1NrYSpO0usJpDP/+4Skf7fX43v0Ohztdjh8+oPPZuwvdg97jT0GAun6H0AyRFzyroL6CDmv49RUGqaQlBVoqkqmRV0FBHzbW3YJEWMdD0hJIIVEOnRonVCTTbMNUAIZuv8/e48fUWy2ElAz6A/YP9smbEYjpbGlOG8oBqpmKGBcTpWy5MGA0CFuIKLmsbAZUs8ALWYTaPWI7T28amA9in5t92ZTznoDu+81vfpPf+I3fmFg8L4v6Z//sn+WXf/mXz93lnTt3LnXo7e1t/t2/+3cTy3Z3d4vPlra0z9PmlQI8KVDNrZyNKmrvs8+kyFqVzNWdmKMVUfp8XEaTB8DHLeTO9Hwu/56PyVOA2k6PwuV5S6GhkCm9Zy1uZHH6k4KHfjJADDuI0wPSnU9Z80N0M+RTAVIptK/QVUcVnh6Jq0ryas1n+1ab1TevUn31VY4Sxd2jHu88POV4r0t3/wGjk4OZty5orFFbWWFlrcrrW3XuhCk3/w9f4//3/gFvbDW4uVJlJfSoeBJfZmA76w2fSJcvFutbDPY2iEa9sW/M/wFWSkhkcT+t1gVAzbOpSoBSApuClTjF5exFSEZDTo/2UK02VitGgyGdowNMHBfiWsVPmVO3GfdLP087YuL5iazVTgZIS35YWsfCSm32jjL1QjyNTZeZzQnuunf2K1KTCi9UJvXLph2xBKnP0CaA6hTFZ2Z7mnN3NgVqL5HpGYPTsYMrMqHnZVansr9FveM0WJ22cyi/uScXlAdeezYqpzTCr6BrEZV1g5ASFXj4jT5plBBGUPnat0gMLrqpfaxXwfhVBkbRjVOOj2Meno74Zz/cZffRKYcPD+h89u78zOkF1tv9lKDSoFo1hJXK3PXCxhphewO/sUZY9WluVCE6JLApgbSkjCcBMJ5EgBMhMhaMgMQ4FcBEGKRxnktjSSyOJpwBVWtT9o6OODo5xQJxkmDSFC1Lk6KSkxOFuu8c5zcrqypx/5lxMj2n+mIdb0hkrQrcdYjJ2uM5dq6gyItkL1pG1aTY+PJqmaQpSimazealVt/Y2GBjY+MJT27Svv3tb/PX//pf5/Hjx2xubgLwz//5P6fZbPLWW289k2MsbWlPYtNZlQkQdwnAOq+crjyq5QB19g5KGg+5P5/nhy9Y5o6RA9IcZJ49cJ5NnWVWiIlrUWLsauT4IIXAj1OjB4Z95KhP2u1guh06d99BVwOuVX0+8hwjyq95rPiaoygpZg4rnuJ6xePajQbrP7JB+2u30Tfe5OFpxAePu9zbOeVkv0N/7/7sE5aqyKK+tlnnlXaFFRXz9nqCseus13y26z4roRNOEmmMKFrMCJTSeL6PlgE33vhR7o16pMf7Z49jjMusCuVKkpLEsYiMcQwwkxTZVNdKKLthuYouhsHJCWbYRwhJmsSkaVqAUQkTANWVRk3pSJSDzdOWBTFymm9iIMVlbIu4uACEzdrguOVFXWiu4nxB5j+/FxOHLuaHpc/OyZq/FOr5z8KsXchHl1sffRH2smlHLEHqE9o8GsEE/Xcqajpdx3kuaC0cWQb48gjrrG3OODtxKXB6pk9kKQNrKcvjZ5HFElg9E52d2LEdr2sdF0VMgyQhEH4VKRTCC5C1Bqo9wN8cUB8Nx8p7UrH+1jfZ8bf57R9+wF6nR+c4oTM8YS9r+v3waMDJQZ/73/33RN2j+ee1gB1+8n3SK6/w6gyQKpVH8+qr1Ne3qLdDqs2AzWbI29dbNPwbxMMhD+/fw8ZO4t5lTm0BTHMH4WpWRIn2YscZWCmQBqy0mASMzMBsahCuwDVrfTAlulDcczN2diWnNy3+I4TA05rV1RVajQYGweFxh87JKYk1DphagRASm1GSrJCO6gSkZnLyN4+6M+0UF4Gss6i+ZxzgJQJA5/WLXcQ+VwElaxeLvD7HicG9e/c4PDzk3r17pGnKd77zHQBee+016vU6P/uzP8tbb73FH//jf5y/9bf+Fjs7O/zX//V/zZ/5M3/mudfDLm1pZZs1QZ73vV3ka1zOws7sPznr2GUfni+ase+ZQebp458B23PmIXms+JzPi+2zcopZY3ShJZGOEGmEHJ5g+h3MoIfJ+pIe/OAex5+cUAkUr2zfQsTw1m6fk9hNL6tK0Fiv0r7TZu1HblL/+jcQt36UPdnk//1v7vHuhwfsf3KPkwfvzzxXgPb1N9m8tc1PvrnBf3JnlTdXQ9SH/4bf/oe/xTevXOPGn/5/IMwJYufAgYDMEQmtEZ4PyscqjVYeCMHbb/8o74y69B7eg2iIJZkcZ7Oe5aQJIk2wcoRIXIZbSYWv8hSoYzwZOwb1WEMcR5mYlWtFl2fdhXCij0Vf9NSMwalJJh9O6UF4WrO6sUVzdR3phwxGEQcHh+wdHhGPkkI8KX+ESgii1KJkVmuc63lkdUGF/4cLg9flljT5/meq+U78HL9M+fck/dKC1gV9dLbuF6EbAS+fdsQSpD6BTQ/8Uzo0xToTzmoGwJxJBZ5l5TDu3LrUspecAqjngNNZy4rfpsLN5wLTy5iQjotihSv6VzoraXW0Guv52LCGLNeIeD5on7VWnWuv3OF7v/NDPnx0yGEvYrczZHA6oncyont4+MwAam4nO5/CldUzE4ba5k3qm9u0VqustEO22yFbzZDtekAzUKhmSDvUfPbpx5AmjtprXR2qMZN56fyOSglayol6I4NFWIERNouE5tlxi1oI5o1tQslXSHzf5+bNGzQqgWtxoDzqzRYnJ6d8ev8B8bRfsY5DVExopCDNHKDlYuGkycxDtuw5g73zvl9nJPRfNFuY7vv8JgJ/6S/9Jf7BP/gHxd95xPXXf/3X+UN/6A+hlOIf/+N/zK/8yq/w7W9/m1qtxi/90i/xV//qX31u57S0pS1qTxtkKgPVMxpJ5UAhzAw2zwpYj3dwdvmsdZ+Wsjy5r8mdiRJleUJLIo2zrKJFSInUClXxCVoVKqsRnc9OUCeK62vX2dvcR5+6IK1X82heb9C8uUn11i3k1i36QZtHh0Pu7XY52T+l+/jTc88xbK/SWqlwY7XKetVDdfdJdj/l4KMH/PCf3eM/bdRZ/dbbmIFjTwmtXc9T7SPDCmgfEYQIL3SfmZRbd17jbr/L4HAvK2+Z4SdMyrjsKct2mhQpPZSw2CyjKko1oGMKeHYfcQnHov4UU7SJEzYXNZyfPfU9n1uvvEJtZQOrfIy1KC8grNapNpr84P0PsxrU8vvoOg1gBMixpsMi9Z8z+6XmLK3iKJfUWSndlxy/pl8mzLpgSc5gMLi0bgR8tbUjliD1GVt5oJgJVOHyYPWMuMJFCGBWXWp52eWc8pkM62WODed6TUd3zmsflaPKZFFNpELkzbbzL7tUIBRWe6T1TUaJoV2rcPXGLX734ZD7jz+jdzpgcBoxPDliePTsI0DWWuLUOkGjzGrr12ldvcHqZo2r6zVurlVZr/u0Q4/tuk+gnGBDw2+hkivs7jwEY0mMyy1bC0maCxrkFCG3fylLNU3FOWTJzKLuxEW8xw0JLmG5wmM5yCAVSMXG9hWatYpzmplqoETSaq9wLTXce7SDmTVJyncjxk5nlgOclzmYBWbPA7hPMp9ciF7/gpq1ToVykfWfl/39v//359a55Hbr1i3+6T/9p8/tHJa2tGdlTwNWnyqudhEjaqpU50ltujb13FMq0XshA6hZNtEB1HRyIi4leAFBvUa6GmGiBGssvcd94uOE177xKvfed4wLv+FT3WhSv7GJ3r5J2rzCQdZy5nivR/fxJ5iMdTTPqo2AaytVtusB7VAhdvYYPNjh9GGX9x50+Dt/9zf54/+nYyrrTaRW6EqAroV4tRBVqSLCCjKsujmG0ggpqQjFxvWbPOj3MNEQkthluaTM5iiSvLesa02TIcFM3Ehm4HRcFCUmaL1lgCozxpPAItLEgd0CoNqz70OWTRdSsrm9Tb29jskAamIcIytFUG+2sEhSmxbONm9Olxp3jjbrAjD9bjwTm6L9FkFfVGne+uWuTXXihovUpKZUKpUzWcvzsqhfZe2IrwxIvYws85PYrC/7uUAVnh6szvpsah/ngdOLBqiJBOoswHrRhnPXE8Wgj8G12hEKZHp2ci0VVnrgBfSFz2lkOB4mVAOPjbUN+ocpH+7fJeqekAy7xIPe+ef2hCa3XyVMBwyPdggba6zceo2Nq03euNLg1lqN9ZrHasUpCjZ8hSfJqLASb2uV/tE+cRw7Fb5M6CCVudjB+N6WqTrlpzUpgJHTc9wv1k5VC5cnN8KO/9lZnyu0H9JutZ2zLFHMbBY4aK+usnd4RC82E+cKkxSefIIzJrONAet54HReBvX55lVfMltQOfDL14NuaV8Ve14++iJ7Viqg54ollbOp+bKZ617+PC6TTZ0HVOcdRhQgrFwy4oT3iuuTwpXoBCG6HhIkDbfY1wTNgNHJiJVWm9WtFe6+d5fUM1TWW6iVDWxrk67VPDjt8+Fej+7eHsM57WYKk4p6O+TaaoWNqocfdUn3HtDfO6a/36czjIh3dvh//X98fu7NdYKGT9gOCdsV/FadoFXDa1RRtREyGDig6gWgNO16jb1mi9EJk8EDIXF9wp1Gx6z3Q+DKbawVSGELx+XqTsUkQM1qT4VJM/A/v395me2kvYDWyjrWC1zJUD6HyEuIrKBSqdDp9vJINnkBqsWtJ0q7H2tk5L7eMaouZRMT2wu0G75ifmghdd9scnRZ3Qj4amtHfGVA6kWyzM/TzrSpye0CsOq2MWfXn3mM2bWnEwrElxw3ZpXUTO9rfH6zd2onxJdcFs+NnybLkgpAZ4OmnuRPCQVKYVWA0T69fsLJMOVwELN/6grUfR1wfa3Og1GXo1EPHVaeWChpnoUrWwxGXV7/sbeI+m+ipOTGK23evt7ilZUK2/WQeiCpaEmgBUE6cj3VElejsOJ5rDcqHJ8kpHasxpcYB1gtRWAWGGdWc1NTWdV5NqGjJyQTfd+EACunkK+7/8oPUFplEXJRiGbl2ymlabfb9PYOJvc3/uEiyXkmFXGG8jTPygD1heit+qKatdh0cQe4tKW9bPZF+uiyH3uutebnBXLPK9l5CrtMRnVMUy4BVGNKoj5jcC20h/V8RFhHWksoBEprvFpIuDokGYywxrC6co31129w990PSOs+qrWOqaxwPEy5fzLko8ddevtzhJJKFjZW2WiFXGkENEOFPD0kOthh8LhDtxfRT1NGR0esrq3xnU80Vyua1WZIbbNKdX1EOooJkxTfWLQxReZTeD5aSoJqnWgwLK7fmtQBVKURWk+qLc+aAwnACmTGbjqTQS0BVEya9YfPwGmZ5lvSEgGwQqH8EBVUC4Ca5slc3KwqtZZWq0XntFcErK3NtBYNCGknHt+lQsDTgKv8rs5j1p1XUjPmBp+zTgaaX0Zwa1nQRz9fhteXTTviKwNSL5JlftY2yzEsClbdNgs4qUuCU3PBQKCmTvw8xu9canBWwzoXqArFGYVy4aQGrNRYqUkRjGJDPzGcjBK6o5R+lJLGBmsNSe+QrXYVv3abg73aXOn6RUwoj8rKFmFrk7DRQCpoyh6/7w++RXdkeG2jzp2VKu2Kou5LAhsj4j70hsioP+5LCiA0XnyKLy1WyCx7CnE6KR9fNOPO72n5fMhoQheAVZexL91HYYqm80UDvPylFAIrlft8Sgnalh2lVNTqDcTeYdF6ZtqkEMX7JIUDqpe1i8SUnntv1JfArFkMpH7VIthL+/LYc/XRC7WAW5wGfDHLaIHSnUuq/C5il6L+TmRQi4WTq8hM6NAYTAb4rNL4wQAvjjBRhDUG5XuISg3VXGXl7Tf59P136TVXGMiA3W6fT/b6nB72ifudC889aK5xbaXKZs2noQX29JDB3jH9wwFHsbufqTE8fPCARr3O3ijlZmS41U8wyfi5CyncP+3ayUjlIT0f6YXgZ5PzHJgLWdS1Ol6vOAMip+0igOrqe5MxWJ35zpgiiOzYZJo0O2Zed2pwWdT80VRqNefeTXEibl6RFQW5PDjFPtzPvNToHFtAjHCR2tQvny0YSF7Enz+Bfdm0I74yIPVJbDQaMRqNayWm1bjKNp6oT4LDecBuplOb7qF2GZsptJBHpWaf40U2r23KvAzr9HFFfuGzgKqQFA2fy42fhcv2WaGxUhIbS5JaotQyTAzDJCVKU0aZoqBSDuEm/WM2N24RtqpEvQ7dnY8vdY0TJhXV1StUVrepNhtUGz5hzade9Vip+VRVwq2K5bXXtqj5ipY2iP4Rst9DRH3MoI+NR6TD3kQfMetX4LSHJASpXO2pVCjtFQA1NU4Z0MnIi6IJ9/STEtmzyGteZt9/icjEHIRw4NSa1AFVzAQYRUjS1Ljsp9RjOtpExFii/QAhzwLUckAir6k11p4BnpdV+z3PJhIMXzUQtiDd96WMRC9taU9oi/jowi7ZZuqpaMAlgaQzbKh5vn1e6c55h7kE5ffCfUym2krLJ9X4bVYjaa1TzJXgBA99Hyo1bGpQNgWhkPUWst4mrbTQYZPbr/4YH957yP2+4WF3xCf7PU6PBheem67UqaxscLXlxAjV4Bhz9Jjh0Smj4xHdZBza7ff7RUnMvb5r83F7t4cKNCrU6IqPDkNsGCGCigOhXkCCQOisN2Ter1RKhNKgNEZ5ILTrG57pNrgWPpP3LAeouYqvRGTiUxkozfvEpwlFW7hiY5kxnkoBY6kYJQlxkuJ5omBemRyoZvMEpTxAYLL9SUQRk86B7RfhFibqUzkbhJ71zXppWtVN2Yvko79s2hFLkHqO/c2/+TeL6O5lzU3UzwK7S2dVc1swcnpe3ekscDrvazI9RMwDrNPHmDm2FGBZTq5TrFvK/CKxUmKMJU0NiYHYQGQsUWKIjBMxklIglUAHmqDWJhl0GR0+4OaP/RTd01O8apP+/v0Ls6pBc41Ke5uwvUa9FVBrhWy2Q9brAWuNgEagCbUk1C67m54esa0a+J090v0HmO4xyaCPTSJMnGCTFJtaTFZAL6VC1ALikUJUV0EoRJbBVDpASuf0tJKkWIwRk1QeexbgTdRzTj8pm93YItqb1w9lz9CKM5OuNE0ZJgna1wibYvMIbgZQkRKpFEjtdneBAylnVW2xbP768z5aKIP6JY/c2gWpRAvJNy5taS+5PYmPLmxWr9IpexbtpmYC1Uts8yzt3BrU/Pd5/dCLFSRWaudHdICQDqxaY8clJkIhtCattEnCJgPhczhMGeirNG6vsvc7P+DjvR6nh30GR48vPO+wtUG1EbBR92n4CtHpYDoHjA5PGJ1EDEoSsU49P0Vluhe7o4SVgSQ4GRE0fJJ6RBpFeJmPFp5PrAOi1GCFQmgPrC5a3yGUA6YZ9Rflua4EQpJ3fJs13BasJ0EBUF0dapoxrZLx5MmWA/hQbt0CgiRJ6Q1HNLR2HXHI/TnjcqEzgWGnE5ED1LI9lXeY8LV5WdDT7PBLYovSfZ9zJvXLZi81SH3essz/1X/1X/Ff/pf/ZfH3yckJN27cuHC7aaAK52dV4ckyRDNbyZwDTi9zBFtabx5gndk4vMz0naYA52C13Hs1XxmKxuJ53UViXFlnnBoSY7MST6dU50mJ9hVBqKmsbBP3T4j6Jyh8XruzyoN6wOnqKoPTPlH3iDQeFTUmOqigK3VWtlaoNgM2WiHXVqpcbYWs1XxWKx41XxIqiVYCnZ1Xai2+jRjsPyD+/m9y/N6nJFHi0qC5KXnmvqjVOnG1htCVMXiUWQ2o8hCZOJSUEqM0KhdFMCJrwm3PTBtmTV3Kz7XIpk40qXEUIlt+SIAxhs5Jl9rWhvN+mWNGllQmi/rh8f7dL7kUfUlwyY4B5mWz9hPXNp2tXTpAWJDuu8ykLu1FshfVRxf2PLOqpazppdvNldad2M/nZTPFGfOgJWAUVuH8gjVg/Qnnb5WHkRpTW6efwvEw5V5nyPuPuzRDxcMhfLR7yunRgMEFgknKr1JZvUq9HbJZC6jKFNs9YnjUYXg8oh8ljCYyWJZ+r0+j4YScRqnlJLasDWJMYrDGjDNeQoLyia1yrVCkxFovc2JeEay1yit6rOZt8ywusGxLQDG3cg/0sQiVHQNUYzLQaktnnSnvz0hkpMZyfHRMtVrFIs6KJTLpN3Nx4jx7mvdmN1NItjj6075b+ftSMMjKy2er+hbzpHKZ0EvstuyCdN+X+mK/AHupQeqzlGWeZc+6ue55dSFPK9ZwHrX3Sb8STwpWy4vPXNeMLLM1lpQcpDqAmhib1V7kAFXgKUnoSVpVj6jmk7SbpPEtxP59rIGfur3Gej3g0dqA416DeLhetGpRnqBa8Vit+XzjWouNus9mLaDhSxqBxEtGyOEJYthDpBE2Hrn6lLCO8StYv8bRo334vQ/5vV//FIBACqpaoj2JChS64hXNsk1qCa6dkr5yxdWqZoBPCIWxxtWnSA3KRW2lNA6sSo0UJbDK2Web38acWlS+16KU8XQ0m4z6a80Mvo3k6KTL9vY2SllAglITjsu5WDH//bQmoxNPPlv5jEOsXzmab2bWGky6QAuapQNc2gtkL5uPPs+ehQrwNAC9sE/zcwSoF42pRQY4729ucJnFnJUzsW4W0FQeVof0EjiJUx73Yna6Iz7a6/Jot0ecGDr7A3qHjy6sR62sX6HeDrm6VqPhS+TgGNPZJ+r0iHoR/dQST413BwcH1Ov1Ym4yTA0msdj0bNmEFYJRHLu6f+U5EJlfS172Ij0HTKWH1X4BUI3JFHYnMtFZwqF4RXJqVF7na8Emk4JJmc+2uW7EmXYtluPOMetb22g9DjSb0v3PT8GU8KKcjQ+X9jzMspCPXmTdpb3kIPVZyjJ/XnZRXeci25btoqzpQnNXMZmxs5Mflc5nRh1Lln2cZXYKOBu3sBAUyuksibGkmQKuwaKVINSSuqfZbodUfcVKNeBobcTxdp1oeAMh4D++0+Bb23Xi1AFcAXhS4CtBRUsqMkX2j7H3fo/k3c/o3t+j92if/d0eg/0+w+MRvSQl02IgkLB5q039So3WK9skV9fxPuryw5PZPd0qWhJKR9tNreG1nZh2S4EfunujPacYWKk5hUTpFTQiITVWeSjlIbNsplG6iIRmtwpwz/JM7WfG/5FZjambgFiEzTSD7dROMhuNRuweHLG9te0ivmIyomuEcROTCQcvJjICRTDDUkyq8l0819YOF9gi2YsX1eyCNalL4aSlvUj20vjop8yozm3VNr2/c5T8524z5zjF6hfUpS40BE8ENMuK/NoBVevQz2QmThRALrEQpZaDYcJ+L+bh6Yi7j3s83h+w/9k+/ePH9B7v0tu9N/cUdKVO8+obbNzc4M3bq/zkrRXW5BAe3mX02Sf0Hu4zPB6RWAiVpF/KYh0dHbGxuUmtWgWgrhVezcv+VfBqrv2M0BqRxkTdgas5lXrimnKarxUKqwNSHHHKtZGzM8txPFnqRi5AGDNF883VfZNJ/ykVwqQZjdieCQCMRiMeP95lc2sbV3s6pVlhjcPTsgRUp+ZaY3D7BP54Ef85Y92vQoD5RapJ/bLZSw1SF7GLZJmftc2i/M6y8+o6L/MuX1Rv+qSJlWKwnbHv867qoi9g/uksgGo4e80SR7v1paTqWUAja4LAUzRCzVo9YZSJJ2ytafqMHEC1BpEmiLiHGPURR8ek+ztEe/d5+K+/z/EnHQ53unw2SNgdJXPPt959zKuf+Fy9f8rG26c00urcezBIDGUpiP5xQvWkR7g6chFSazKqr/vaCT15T0T2u5AGi4dQ+Ts06ZTULNp4tr3BIm2e+cz/QS79Ow3YLNDp9tm8olzPt6mnbkU0uZ/ig/GkbiIbMDXZm9sD7hL2rJzbeWD1aah1n4vztUu679K+GvZ5++iZdok61Qt3cV4Jz3PKjM4DqgsFwcsih6VxfByENBOZvqI1S8YASo3LbEapJUpsIXYY5+OXlCT9E6refPEo5Vepb92mtbXC5mad17fqXG+EyN4uSWefUadLPEyw1qIFVJQTWYyt81zbgWLDjOhRpaol64EkbIcE7Sp+o4KquP6uQnvYJCIw0RRAdVlUKzKQKhUJkKSZ0GEBUO1k5xgyMJhRciej+XkW1bWdEbastyvH9LOJ5RMPhu7pKRubW7PZa+c+1S+vPU2p3LM9kRdL3ffLZl8ZkHqRLPOLYIt81y4jhvS0zL8nBaqzbAI45z9tHuUbr5OLAoADqEZYfDU+CykFvpZUtaJV0WRiv2gFm6s+D+//kHTQRaQRpt/F9jokh48Z7Dyme3+PzqdH/M7v7fJwOB+Ylq2bGL7bGXIUpbxlLebKOtjKpbz/ER71vQ7BjQQhMuBJ4tT9Ekcnyms68x6lQqSZRlGm9odEZkINRpyl+Ezf4xyoFlnVKSlgR+Ga3DiKYtf0W+mzdO2pmtSzBy1J/E+dy4TNAa1Pbee0b5q2Zy1G8nnYwi1olnTfpb2k9jL46EXshZlEP6kVA7obN88G9CjU+FNjnX6EcUyoKDUFqJNSIBR4QYiQilro4QUh0aA3sTtdqVPfuEVra5O1rTpvXmlwo1VhraqxO/uY432i0wFJP8amllAJmloSZKcVSMmtlZBrV3wEPloKWlfq1K/UCddbBCtNZL2FCOugfWwUEaRDtLDE0ne+MqP5uhZtEmMtcQqJdRRf16t0MmgsMl9rbOmWzXrkM98D4+i+F2Q4R1FEagxyhhLhdNBaymX7ts/bFvPRS5C6iH1lQOplZJlfdJsnRjNz6DvHL86j6S5ilwWqZ4Dz+CTG6nR2ZvwwOy/wtRNukBL8VGC8TP02q1XVAkKtaNc0fQ/2PvqItH9K2jlieNCh93Cf40+P6Hxywvuno3Mzp/Ps3iAm/PQET3kYGaDO1I6ctVOhsEcjiIZQyTIBeZN246Krri+dzaKtCRgn2IBJQKgxBhMSaQUmv6PzSkRLv6fZX2Lqg4l6UeEmEkmSNTCfWtfmisFnDlQKIxfLTAmMTtVaTYPIlxAwfhFmjSGNL/++mqUDXNpLai+Mj34G2dSJ3c2jAj9jm9KjeSLhucmWcZSov+UDyWLdXJF/ou93aVVPSQIt8QNNWPOotDeIRwNWN6+y+9ldbKakGzZWqaxdpbW1zspmnbevt3ltvcbVhk/bM6SHO4yOT0l6A0xiEUpQURJ8AElFSYKGz+Zb67TvbHF76xoH7x6wcrtN/foGte01VGvNgVS/gvB9bBLjCWh4cGBVlkGVBTg1xpJmoDsxY3DqWF/uJuc9zK2wKCscG+m8yVHZD84TKclrWPPbLVwdozEGrfSZeaAQEolwwFRe7v0q5oeXeUcWCARP2EtcZrOIWWsX8tFpsqxJXcS+MiD1eVu5/Ub+97O0RQDqPFuUCvg0bnp2zLA4kfMTPiKLTgr3hxXga/BRmNIbKwUoIfCUIFASFZ+y2aiyd7hD7+Eeg/0OvZ0OJ5+d8GC3x7uno4tE9s+197sjtndOSTZWUcHFIFUKSS0J4fQUqi3Xl006ipSQk3e3qEPJa1IK4CqK1gA2c0bYsZM8L7Oa2/RHVoyXCAtpakitRWQPZaLVTUYbntvbd5qvfobuO6cGa6aK5FO8cU/qSF9wW2ZSl7a0L4/NrCldwC+LSyDQy049Jsb0El84L/mYAKvl7Qr2j3BAjpwK6wKeuWnlynRqvqZV9RjVA+L1LdIk5gqSfr/PcNDHr7cJV7ZprtZY36rz1rUWX9uoc6sdslHRyJOHjPZ3GR6eEvVGGGNQWuJXPXxAB4qgHVBdr7L5429QuXmHjR/7Fkr9KxqvXKGyvYlqryNqTWSl7vqCC4mMB9g44kpNcNqHodAZjXcsjJRY1/ouF0syU3MXg+s64EpsMhCbBZOFeDr5QGHtpAhTFoCcmGsKEFK4f2YcgBal2LJg8STEM7HnEIh+Ib2bXSyTuqT7LmZLkPoMLR88vmiA+iTzVGvtxED2rIeXMkA9z0TmLMf3ErQUE+eTRy+1EJkjhFCC3t/FjrqsVZs83n2f04cdTh6c8mCvz/vdpwOouX3cHeE3hhcqSjY9RduTaDxa1qdrE/CqTuFXa9CeaxZeUKlmTF6wpbYxjEU7BEVWNa+FKdv0LS6/D7JUuyQc3s0UhF3UWAi3fhGVd3JKZ21W379yZHhO5vRcNctnkW0t11Mtut2LaMua1KUt7YWxZyEE96T7nOhpOkfA6alsqrB1Wp+gvF7eNi4PrE6POjlADbWkWdVsxiFx4jKuyBtI7XPDCB7sHhA2V2isVtjcrPHW1SZvbNS51QrZrGr06SPYu8dg74jh4QnJIMGmFhWoTFFfEzQCalsNalfWqbz9k7B2g+7Nn2TrP+kh621kax3CGlaHpEoX1ymlRAHh6TE3Vmt83EkYxOOMcGqdgGOSUXxn6WYIV18D0vURmC6Rsrm6fr5y2c8spmjl5kbZJhJRBASklCgpSNxqky1xLgOTXzJq8NMwBZ6XLQPJz8+WIPUZ24sKUBeZvF5muv48xweJY73KTMlOZb8L3P2VwtWmehJ8KdAmRvRPSHY+JXr4GWEsaPg19k4eMzwZcRClzwSgAnzWj/mRUQ9La+49qGvJRqDYDBRBM6CuA5qtOrv4GD904FQIrMgcpszavuSy92XLxCqENVk9KWeA6sTq2Z+FIvDUuaVlB5tlq51zVU41OPssZw1ZIVxrnPMYKrOafBcHmQKtMzKsc2tFL6m4ecYuUNR8mWyp7ru0pb089rTiRZ+3nWHITJRvTF1MoWuQAdQZF+u0fsFXklBbqr4isR4ASgpCT7Ifaio1n6C5ynH0ezRWQq5t1/mRay1eX6txvemzHirUyUN4/CnJw4/p7xwy6gwdSDWgfIVX0YTtkOpmm/r1TfxrN0m3v8ax8Xj40Q4//5P/RxgcYXSI1T5GjjUXhLVOVV8FKOWzZi2JL/h474T+KMlawI0BamooBJPKw7GUZI0+ydrIuBtQKrQ5e1/PPIMZfr9823HzHaUUSgiX6S3tXQqBkiU4mmHZGeWr4/N+gd/JRe2Lr/1ezEcv5M+XtgSpL7LNA6hPYiIb3M6zPJuaJAlCCISU7uf0vhY89iJfSZFRfKW1OU8FyJyfyDOooKWrd5FJhBidIocnREd7nN7f4/TTA5p+i0ajwQmnJM908LLoYd9RjuRZ8ORJwUag2Q41je0a9e06XqNKs17Hq7Z51I+JUUVU1U6AVFVEqScPmbu82UA1xU4EwcsAtXzptnCdYx5QaiH0PJB5ZNbd45S8llUglYJ4ckIzVyl3GlhOhz1nAM8LewU+rb2oWdLL2IJ032Wf1KUt7fO3c8stngNwnfbRT7PDuaUcs5RkxWSLuenwpBGuLtOTglCrglnmK0lFa5oVj81mSGcQs79eZe9onXZT8K2bbV5dqXKtGdCWEerwPmb3E6IHruVMf7/H6GSEiQ3Sk2OAur1K/fomwY3byO3bPIw1Hx70udvp0A3b/OFX112f1AQsCRIH+LQU1PwG2guxOkAkI9arCsImH3x6vwCqRQ2qhSS1WUu4vCxGgHFBcyvIPssBPNn8pQRAc3+f+fC5VvaN2U/f8/C0zPCwyJsDuSC+lHhaMxKjCfGm/LVYOHGSz2uWWOpSZhel+y5B6kK2BKlPafOk35/WzgOoT3q46bqEeaD1nXd+iBAS3/NoNpu0V1YIgmAmYJ17rNJ5Si4e7/J1LGOgCqCyv0W2jpQuIutJ4QBq1EfEAxicMjrqMOp06Xx2StyPuXLlCidHJzT6MUfxsytWH4wigjhCBeGZz7YCzdWKpnmlTv1qnepGi8pGG11vsLq6jsbjo0f7buVM0bfwJiUnhigp85ZsVkZV2LPvRBmg5uC03NlUkrNzBbV6A2MzkJr1bRdiTPP1PJ94OCgdY/Z7k5+bW+USYPVlBo+fky3qAJeZ1KUt7fO1J/nKzUtenrtNCUz+8Ic/REiJ5/s0m01WSj76SWw6MHpR6zA7g+IrRFY6IsDLJGe10viJoaoldU+xWtFErZAoNSSpJR29Tssc8dZqlSsNj1rcQR4+JLn/EYMH9+k9OmDwuEN3t4dNDEJLpCfRVY9gtUFtexX/ynXk1iskKzd497Muv3vvmPfvdbj7ULLyf/sJfC3RwmV3fe0oyKGWJL4ikJogbKGxCJuwWpG8guSDu58SR3Eh6mjsGKDmczNjLVrKrDxGFN0J8lCwFTlFV5Z8fe7bp2i/5XWmTApoNpvoXNgwA6pkKv5CCIIgoNfvI0tPxYkpjfdR/nkpK3z3OXOnp2jh9mWyxWpSlz56EVuC1BfUpoWYnoeVHZotooOQxgkGSxRF9Ho9Hj9+TLvd5uatW8/pPJzTngCz42RflkWloPlqIZBphEhHiGSEjEekowHpMCIZxCSjhI+6EW9UQra/doXT3S73BvEzO9/DUczr0YA4CCdg5EaguFXzaF1vUN+uU9teobLZJlhfQ7XXkY027aCB3O9O0LILYJrfjMJhMRmJzbhKZ4DqOWaxpXrg8XKTbeZJSXNllbSoL8qo1rmIhoWwWqN3ejK5gznCR3NVfWeB1TkU4JexVczzMifisaxJXdrSvmibNdY+i6/bIjV2+TlESYKwzkf3u132dndpraxw5coVfN9/+nOaczLT15tnT0XGfJIWkIJcbcHghA2NpyZEldy2grXf/yrdx/dpMUJ3HmB37hI9/JjTe7v0Hu7Te9xncDhgeDxCaoGuePh1Dy/UBK0a3to6evM6aXOLw6Hlew86vPPpEY/vPuLk3d/jH91Y49bVJvVQ0654NKseVU9R9xTb9ZDQE/iJyICsRgioN9tcv57w8b3PGEYOoI1Fk8Z0Xylz+q9ATbksaxlH3LPgc5Hxnr63OXuqvLzkA5VSrK2t4qkskOz0FN29FgIhLLValU7nmCQXP8wYUSUy2sV2kd897/MZrLLP274w2u+CPtq8xOVHX4QtQeozsDnszKe2eUC1nKU8u437uSjrLwesRZ1DCX6ZNOXw4IDO8TFXr11jdW1tJtW1bNaO84CWEgDNRQtEdo5T905x1mnn4FThfjqAGkPigKqNRxBHCCnQvsKv+aiTCBK4+eOvMowG/OS/vsfvHA8XuylzrKUlG7UBV+tr/PuuG3DWAsV//JNXaN5ao7a9Srix6iTvW+vIWhMT1jF+DetX+drvv869ux9xetI5v15yVn1QQbdNs8/HfVTTnEM069mXqMAye4F83+f2a68jtO/6pJYemCkOLWivrtE96RAN+yVOcSa5PieSeimw+pQUtSe185zYefv9QmpeFhVOWtJ9l7a0z8XOGw5m+e2LaJeLDol5ZtXi6L8He3sc7O2hlOLatWusr68Xfv3CYOYTDBvjuYLzywYcWLOWQAnKzt1pSTiaqkhGiLiPHHW5vvt7PP74A977ne/QfXhA99EJ3Z0unYMBx7GhE6ckFipSsOIr1j2FF3pU1lvUb17Df+VNko3XeDiE7++e8G++84i9D99lcPiQjlJ855/8r3zQXKVx9VVqa2vUWyH1VsBWM+RrVxo0fU090FS1y7L6ylFqVX2F199sce/Tj9k/6jgM9gRkLJuV8QjlFW37rM5ueNknCgHCqf/bovxH4Hs+X3vjDSq+xghRiiQD0qkrCyFYW1vntNOh1+sVzClPjkulnsrKQfLpZXO3GR/Vztr+S2YLsZ2WmdSFbAlSn4Od9/1d9Hv6JEDVbbfYcS5jaZry4MF9gMIBzgPo5RrY/FyngWr5s6lkIZSWSVGqSTUm47Ka8T4cikX6HroWUlkNuXo8pH6tjt+qEqzWWd2scTsyfNyPnvj6q0pyveKxXfVAQuvtBn/4seTubo/XrtTZ+MYtatfWUe0NVHsNWV/BBDVSL8R6VYwXEqeGXmpZvXqD/igiiaOpl2LGs7Zmklc+ofKYgsxbxGT3OQsAzHo/8vdCa82NmzeR2nMy+pSo3NPPVEjWNzbZ23lAEo1cq5oinMznSvF5FoqWz0Oh83mZNQabLjA7WkZpl7a0527z/Ph57KfLtKh7ytgd4Pz0/QcPANjY2AA4Vw34iQBqDn5LwWg1/rCYG4isQFOYGGFiiIeIeIAcnpIe7bH37/4DH/zrH/Dp+x8zPB3R7YzYG6UcxymdeCx4uOIpqkZijXV031qIqDUwYYOB1Rz0h9w/HtI9OGZw+NDdB2M4Pu4QBCFHn3yPqHudZPsVkjgliQ2tiseo5hMZw9DThBlI1WJ8jRtXrnNwfOLmIMWEZPI5SpllLLNtBGfnRQU7Sqrshrs+6MVnRdnPmDnlac3tV25RUc7PSyGLOZTIJk655xVKsrm1yaMHD4jiOH8Mz96mad9L1lMWSL68j7bnqlAubdqWIPVztifJup4HVOF8sLqoyZwjMseMMTx8+IAg8Gm1WmfPaQJsTjqyaaAqsUWhv53avthftrCgrUxdrBUSITXC8/GbNcKVJvWtASYxrH1tm9Mq6EpI82aTO7Ghsi/44eno0vejqiTrvlPqbbZDKishYTskaAaIrRZ3fuoWG3cfUbu6RuubP4pa2YRqC+NXSf0KVgek0idKDXFkiFNLPzZYPNpb13j84B7WuqykzF1d7iRzym2JRutemEzbr1BnsE6pFzHugZpPdmx2n0v3LggCrt+4iV+tZZL5M5xq+QFYQaXeYOvKVU4O9kniESLLpFo0E1ynJ6HwPqmK71fBFlT3XdJ9l7a0GfakrakWsEXKc55Vq7p5okcmTXjw4H4BUudu/5TDRcHAKjNVravvdBxZ48BpGrsMauT0I5KjxyT7j3j0O5/xvd+9x+P9Y7qx4SQxnCRnJ/H9vJe3FChPoisBstrABnX6seFwELPTGTLsPJ64uMOjQzY2NpBK0tu/n42ldwB43AxITdZmJoTEy0CqEsWzcX3YFdYmaClIpl4hV/fp5icqA6xSUFB7Rd5T1gqEVC4gbw1Y72xmUqpSFlVy5+Z1GoFE2ASbKSQLckV+JsSXhBBU6k22rhiOj45I4xhJlrRb9DUTeVu8KSX+OXTkib8nMqhfjD//vGm/LmeyFE56XrYEqV+wXZYJcV6NankMuuhr+SyCa2ma8tlnn1GpVAg878znNouiTmdVzwBVxlm/eec1NyMspKuDyAZ2EVSQ9RaVzQRrDMFKg8ZrV9l79JigVaN5cwO/5tPY67Fx95jeMKGbWPqpKdR/JYJACapKUteCsObTvtUibAd4jSp+o4pXC1GBj9QK227hv/kWN775Y4iwit28g/GrGB2SIIhSS5JCEqUk1pIY968fp0SppaKr1Nc2OX68kyn35lReivMphJGERAqLVpKK7xH4PlIKktRw0h+SZD3chAGLncimikwNUHmadnuF9c0tUKUMal67gvvvjGsRIISk1mjTajQgHkHcyU5ywSHkOQHS874/L1Hi9KwtSPdd9mBb2tKevV3Evnje+hFPYmmaEo2G+JnA33Q2dd4pTwe65okxTQPTfKcCA2niWD5JDCZBJENkPML0O5iTY9KjPXo7B7z/yREfH5xwMkw4jee3ihuZLKCtBMpX6NCB1NSvMegbTkYJh90Rcf90crvhiNFoSKVaBaB/+BAVVBDyGgftyJURZZMMgya0Ft/KiQDC2uYWj3ceFeoOxojCd+ag1P0UaCkJPE29WiEMQ5SANB4xGgyIRkNMEmGsyTLMk73GrXBqzcrzWVlZoelZSCNQ3vjelsplinrgQhhRUGm0CWt1bGoYprYAzIqnsOmSnaVNml2M7rssyVnMliD1KW2c7Xq6mfBlwOplxJQWPYvpaO6ZTOac48WjETsPH3Lz5s0STXQcwcqBKoyzqmeAaqk+Fc7OrwtFuumDF2hKY6UBnSKtRTVWEELQ8D1EpUZPV4h2jwiuXiFYa5MOh6TDiPW3T0iGESZOsFnUViiB0BodBuiKj1er4NUrqJVNRKWG8CsI33d0HXDO1xpOquuEb3yLxEI3MsSJJYlT0tRJ0icpJNYUgguJtUSJA8bdUUK72qK+mnB6uI8whrzsRAi3PRakkFQCn62NNVqNOp4kc0wuWptYSRQnnPYHnHR79IdD4sSBdWOd4wuCgO1rNxBKF20EVJ6hZpxBz2nV0++CwCVMtfTQWoLpZw/nOUZLZ9W1TNll5obT6zzpV/WLEGawi7ageQEny0tb2pfJntVX7FlkUy8aix492uHmzRsIeT5MOW/cKMp2SudalORMg1PrynHy7ClpgkgjZDzCDrvYfhfTOybudBnud3jU6TKMIvqJubgDgAClXRZVVyuIsIqRHoNkxOkwZjhKSEb9iW2MNRx3OlQq1WJyNOrs4VdbRMM6p4Gi6ms8JfG0yNhMBp1doLEggwar6wmH+3uAKQLAMpvjKOF8abUScGV7m9V2y7WMkQKBQaQJmASTRIxGQ3Z2dhgNR6Rx7O6tACUVQRDQajZoNer4WiFMWqrnNG5fQiLtOMhffn0kgsg4dpPS0I8NFS3Rz8pFzwosz/P/M97rRb42L1cf1wV99CJB56UtQerTWNlBXCTZful9XgBWy07tSaO3TwpMy2at5fj4mK3NTcIwzBcWOyxHbfOs6jRQnfiQiwemMYVYYqV2QE1qrPIdbbW1jghrTqyouUrn3meIagOvsQLaw8/Op2YtlOsCpEJoDys9rPZBB9isf9rIKhIDaXbGCoGnwBMgoy6HtsrwJGKnFxNljtYB0lLdyowLyz9/3Les1ddoCjg9PJioV7AItJasrqxy/coWvrTIM9FMF73VyqdSCdlYX8cgSIwDxqlx76IFovIl5wGAYrYx2Ys2W1QoK+fO2MUHJNY7236H7LOF7Qm2eZqJ4rQw14ts1lrMMkq7tKU9kc3tAfoM7dn2M39muwIEx50OW6Mtwkpl4pMnOeW8j/qMD8YA1RhHD80BqkkQSYSNR5jRADsaYAc94v6AZBghu8cEYizmd555QqAChaoEUKlhdcgodcyk/sjVmc46t5NOh+2trSILGfVPiPod4nidUawZxilVXxEnlkC7jK0phfuPR4Zmtc3qOhwd7JOmZoJ9JIXE05I7r77ulJUzESkXjBdIm0IaI22KpyWvXt10rWqscXMaaxDCtYsRxoIdQSKxXuXs9WQmhRM3FFmw2QJWWjRgbD7vKs1PSz59nhX03uIgmV+e4X/OUHmnKMIT606XaC3w8r0ELhosSx/9HG0JUp/QLnJ88z6/LHgtr3YZwAqLKwrOpOtM2PnXmCYxx0cHbG9vj+tPkYX6QznLPAuoTggpwdwLNdm6WIuVAlCuxAgPoRkr4lVBhDWEEIysopMI7MoV8CoYr4LxQhJjGWb9VlKTKSNaS5Ja5/CilH4/dY4vPuV0lBSAMvAkoVY0fc1qVbMSVgiP+wivy2996uivSgpHIRKCQEs8JQk9ic4itZ6S+NngLyVIKzgYJmw11liRitPjA0ySYK0lCHy2t7bYXFtF2yS7nyW61kSbGjInLJBSooUgxTk9Y11tipZ2ZrS6EF8QY+rveNkYoLrIsciegxs6xKIUoCcBpJegqH1ZzRqDiZOF1l/a0pb29Oyml9vctadpytHREduVylwE/KTsi0IUqZxBtQZsmoHVFJHGCJNi4iHEGVhNUkycQmqo64QVTxIbxd4omZtN9YQrxfFrPjr0kWEVq0NiY4lSwzBOMcYilUeaTrabG40ikjTFK2X9kmGXNDaY1M4NMowzpnAcGVqVNivripPjA5I4xgJaCsLAZ3tzE6E9tz5jLy3KV5TdGxUPs3uUjgGLTUGoTARSY1XeM30qoVASqhIib0Pjfmo5WWYFrjXO0yZSz9SmXtaeQ03qIt/oz+v7b7EL+WiTXH7dpS1B6uduT5JxXaRu9bL7OnNOZwagS2RTgZOTE7Y2N93gKiR5tcasrOo0UIXp3qjnX6iFQnJdCsVYVk85UQLhhAms8hh0u8S6StpsMUgF3TjltBtxOIx4dDoiTp2I0ShOOR0mdEcJnUFMtx8zGiZEg5gkNiRZ+lEqgRcogqpPsxnwynqNO+s1rrWrSN3lg7uHpIlBaYlUEqUlfqDwQ00j1NRD158t9BTNqqMXaevqTMFwMEjYrK2wohWD7glpknLlyhbrrSZaOJg+0c6l7ADKz7T0gGX2mcU5MSvFhNgCMzabzp6CA6i5eNV4A1k8k/Oc1yLiCU8jtPB5tHz4QsywWPPvJUZd2tK+VDZvznApxhNwcnrKVikLWt5sGqDO2uOlh0ib5Q/z+YRJs38JGItNEmzqylBQAuV7BGs+61GAPHF+Zm+UEs+4roqS1LXEq3n4zSqyUsd6AXFqiRJblArpsEIaTVJ+U5OSxDFeST8jHvZKveGd+FFO99ViUjwp2wmnsaEZ1mmvSYbdU1KTEvgeq6sr1BtNd++EUzkuxJPyS5ESTCaiJATCTtPXSgBV5nObc/xhNq8SGdXYTaTcM7bFNMoFy4UQZ4Dquc90Tg3qhH+WcnLdefv4KphdzEfbpbjvQrYEqV+wlR3NRYD1MtnVi7abeexsMBLWZAORLf6eZ/mAFUURxqRIqcf7yQfJqazqNFDF2qI+FabA6tQFFkJLANa6LKGQCOkjpHXZWeWBkBih6CddIhVwOjJ0Rgn3O0M+Pe7zwc4p9x6eYo0lTVKSyBBHCcOTY6LuEVHvmGTQnXvdXrVFbfMmu1ubfHKtwU/cXqWadDh6uEc0OCnW8ytNgkaLSt1jUAvoVGNaVY966CElVH0NHujs6hMLp7GhHTZoag0mYaXZyKjCE1B+tgMQ0t3vGSbIfIpxFKHpV6f8epQBqqMyuQXlzGqWti22yPe3cKR1nl2CMpTbZVo+PAsVzS/KFqb7ftVSzUtb2hdo540/xbh4yX1dtuzGqede8ntuLVEcY41BnKMfcN7eLnUd5R0Yk52j+2mNnZiZCynRvofXqFLfqiG1wDv0aO4PaOqEh8PkjMJvU0uChk/QCvFbdUS9hfEqxENLZAypsSgp8eptkuFgEqhaSxzHlMmzyaCLEALtSUJPUQ0UgVauDY12bWjyMh2J652aWMvAWIRXJWxKpE0Jg5CgUnPChmQ6D3lQd5rCnJUqkav8ComQZ8WTnBhkPjWfUs4XyoHOrJbVUsqoyknnboTIGFDjZc+t1nOGuu8idtF5zRPvelFsMbrvMpK8iC1B6hPY86pxWYQivOh3dua+S+A07zsqhJkEG3NUZ4rWIpnM/KSXmwKrdrLWQZBf0xiMngGrZaBqx5HS8tfblg7qVtVIAb6COE3pjAyfdYa8t9/jdz4+5N6Hhzz8zm/MvD+Xtbjf4fiT73H8CXwKPPjWH+LNtzXDox1UWKW78/HE+mFjjfr2bWrtJoNWQKXmlWhHGu3LQsY+sZZebKlIRehJZNZXzTCmVrn7N6NGZAqg5kGAoqWQdTwkydlHOt5m/IwKp5EBVMGUoxDlpzXOqs61MzUs4kKHdl7QZtF2D2Urg9YnqU/9PAWUXFJigSjtEqQubWlfONXXTv2+6NlMjC1TwT8H/manYybZKC5rZ4wltZxh0cwbK6a9S75H6zZaCDCUn4NQEqE0UiuEVghP0dvvc/qoy8HRkIeDhL1oNhXy1XbA5lvrrL55C//G69jmFn2r6UUxcWrwlKBS06xcvUl9/RpgkVIS1jxa6zX+0//dT3B1c43f+uiAx5+d8PAHv821601ur9fZaoY0Q001A6j+VBY1ySjBiYVRkhInCcPYldSEUiGlxFOulEcL0NJlU88q+AqXJVVe1i/VTDpjIdzzExJypth0RtW6NjwiQ6fCWncsOQ4k57v0M+V+CYWC8UJgLz/uLDc9BUq/0v1SF/XRy5rUhWwJUp+FXTaD9IRf5CeiCJ83WZ13vtl+f/zHvnnpcytAZlmIqDi/nJaaZWiLkOw4wwpjEJF/XJRpZMuLv2d8brJTMBYS45yJBQbhGvpqjZHf5eHxPsex5njvA0R13W3b37/8NZ5jD/7Dv+LBf/hXAKx/7fez/96/L47h7FNaNwe0rr1Ka61KY7UCSrIW+bSqHs3Q0PAVFU8hAk1Fa7zQJ9SSBIFNTaEiKACsmUmxHbOH5OQEqXwPS2B/Jq3LjsFpLhwhs1CAyMPCWR3vzDfwCXsRXuTgyq/yi9jq4XmaNRazCJVoGaRd2tJeapsHUMe9sg0//s1vZAun06+ToMFKVYr1jvdbHkcnkqAzhhrD2C/kvJ7cfY8D3Dm9NwGbIpIRNo0Q8QgRD7DRANvvYPun2NND0r09Bp/sYN7r8mFnyCC1gGKj1Cxlj3E/89YrberXNwi2ryDbmyRhk2FsGCYpSWpRUlDxNbV2iE0NQrlym62VCm9dbXJbdKh3uvx0M2X31oj3b/3vub5eY7XuU/UkoXJ6E54S42xodp1Kukuz1iAQWKHAr6C1RPoagwsEGGtcUMC6DKY1KaRONAmTZCq/qWsrYw12erAuAKrEinzO5ILTNmfgSoO14y4P1roAROHny7sTJTHEqWc6BuG2NC9Nx+cB43dvXpnRLMsp5XlWGCZEJJ+FvWhJVQsL+ehnfT++7LYEqZ+nzQWHi4HXJ87gzIjIzlo+e9sLjlkewMrFftnyIvOaA5nSNeetdXJ2TNE7tVS7ajkLTlMzHqRTaxkmrg9pN0rY78fc6wz4vc86fHr/hMPPHjA42imOWV2/Tn///sXXvYAFtdmKt3GvQxLFpKkhTRw1CVx001MCrSShlgTKRWSB7Ppy1Ghd3ck5VlC1rXFdUbP183srhQOeZQhbHivLdBtRbDsHjJ73vlzSiT3RtufYBKvqifey4DE/D29pF+yT+hUD8Utb2otml/0GLlKGsGgpxbh0Z2b1zEw7b+6cf+Z8c6l1jpDjoGkOsnB+XmRMIJSH8HyEHyJGQ0QQ4tUq+I0qr76xSuvjYz7uxXzSj4lmnMQb9YDVN7Zo3rmO3r5JWl9jYDX9OKGfuB7kSgoaoSZuhygpqPqKlarPtdUK15thUUJZ05LtesCdm1usV51OhJYCTzqRIVfiMhk8T4zAVxZjJam1k/5bCnwlxvsQmcggdgzgzzycc+o4hRxnU0vLpreRQpDaXJ/DjoPKUw86Vw2+lJ0HTqfP+wnovYtgszOMrhfZFvTRC2lMLG0JUl8ImxVRe57755JO7zKebYIaXBrMyjzKEiidBlMI17NzGqhOHGLilBwoNRkwTTMqU2IsvSjlNEo4GsQ87kXcfdzjk8ddOgd9urufTOzTq9QvvrYFTenZvehMEmNNWtweJYWjFWmJJyWedFQhT7nG4jIboiev+2LwddG9zYFqcb5iHIEt04DKUXP394UFI+OTvKyd847PAn/zMqizlhYJ+8ufzQtrdkHhpCWVaGlLe/mswHzn0Hwnll0S4E5rQZzZXfZzetiYpgJP00SNtc5PiZx6KsGmDpxKndFZNVZlZUS+QcQRolJDmhQdR9SuJGz+6BbV9Sprj3u8tT+gczqiExu6iSFIDLfrPutvrrH6jTfwrr+OXb1OFLY4HTpf348NqbVoJan6mqqvCT1Ju+azUvHYrPls1DyavqKqHQptWcnXrzdI7exAbPmepNYp/xtE1g1ATAB2ldV9apX9lM6Hu9SrOTvPKoH7sw+rBFCFuLAHebl8apoBlVt+feOWc+fu8mK7SCjpK0r7XUzccOmjF7ElSH1aex78ukWib4vsI9/Veee8KDC9cF07H6jm55M50BxMwTibmpux4wxq/ru1FFnU2FhOo4TOMKEzStg7HbHTGdA7GdHvdBl29iZOSyiPZ23z6j2k9hBSIZVAaUnFU2OAqsQ4iyplQTU6o8ZXQu8zM+DnBAHA9WvLgWrZyk5tIptaLMtrWeZd9CUpvjN2sAjN98xnFx/xS2FOOGkBkPqcbswnn3zCX/trf41/+S//JTs7O1y9epVf/MVf5C/+xb/oegNm9nu/93v8mT/zZ/jt3/5tNjY2+M//8/+cP/fn/tzzOamlLe3LarNovmfWsWfH1XMomZfJqM6rU817pJpZwC7PpmYq9AjXx5xMPAllsNZHVmpuX9IFcwPPZ+3tEfVrXaLTPknP9U61qUUowXu9AeFai9q1dbzXfwLT3GSoqhwPUo6HCYf9hN4oIU4tSkA91LQqmkagWal4rFd9mr6iGUr8uI/odhFJBCaldVjHhE2s8kBpp6qbZX6t1CCkA6bWEssxWysvLYJcwbcEVDOAKkyKMMm4F3vWP7a4lzmzbOo5TQDUc0CfsA4s5+dgs7lSzkJ7WjvTcmYOoC6vO+/zZ2UvdEbVLum+z9OWIPVlsWcAhmc6u/NEkp70HM7QReYAVSioqWUHOiubOm0OrGZA1Thq7CgxjFLD6SjhuB9z3I+JRwnpaDBZMwsoP7jctSxgcnYiFV2p4wU+fqAJAk3VV9RDTdVTVD1FoGWmKugoR0qM60ikmJPJnH4WpXt+BqgCTgBJnMlITg/+YuKzSYB6Ic181ixoTs3UhctK9jzrUF+0+pYztijd9zk5wHfffRdjDH/37/5dXnvtNb7//e/zp/7Un6LX6/G3//bfBlw7qp/92Z/lj/yRP8Lf+Tt/h+9973v8yT/5J2m32/zpP/2nn8t5LW1pL5pN+69Lsy1njHOTIoYzfPUsoDpjv8+iNGEaqE5kU3HAVJjEgTDl1P4t/gRlVSoPm1N/a03q2qMWDbFx7ECdVIggRIQ1TnY6iFoTW2kybF3jdGQ4HSYcDmKOhzHdKGUQpySpwdOSipJs1gNWQ4+Vqqbla2oyQXb3kb1D0s4Baf8UOxoyih7i3XwDVWsiwjpWeVgvxCrfAVXtI5SPkgrtBRljy5UfTZfJ5JTaCYBq7WS97sQDkbPnNyWAWqb82nMAa/k85g39RTscFmQXzWlFM3vdGUHoS7qi8vflovN7EZX6LSxI910KRyxiS5D6FbELAep59qQAeVad6owIYpmSVAZSOT11ok1PmQ0FGEpA1ZL1TTNEWe2nMfYMQAXQ/uz60acxPzj7ddJhnUp7m2ojIKx5rNX9TKxBUfXkBFD1srqWvD5GSZGp6lIoBZaVmM9Yfn8ZD/YWMuBqC6CaW06vnrayI1jYJzyFE7nMROqrFoO0drHI6/NS9/35n/95fv7nf774+86dO7z33nv8d//df1eA1H/4D/8hURTxP/6P/yO+7/P1r3+d73znO/w3/81/swSpS1tayc4dYxf1t5cAqpfbzWy9gtykuBioInIJeY3VQJqMM4NSY42HUD4yTJCNNra1Ngan2sN6FaxfwVRXiH74EXEKw8Tw+GjE8TDhZJTQjRIGUcowNhhjnbJvoKl7is2az0pF0/IVYdJFdvYxBw+I9h4y3D9gdNQl7g148MHHbP2+E7y1dWRzDVlrIGtNZOj6r1rlZ/88pJ8ipUJLjVVqruuVaTz2zfMAarHBWW2OmQHdS2Qkc+2OWUB1XgZSTEwQLjrA2XOYB5yfVOX3xYOeC5i1C/noZQeaxWwJUr/kNp8qNJ2Jm/Mlu8BhnlWZnRqkLgKqhbCSPSP2Uz4jKRwILdNe55nKaDdKOnqtrtRRfoU0GhTr+OGzp/v6lbNfp/r2K9TXV6m3Q1ZaIRuNkHbFoxVoWqFH3Xcg1VdOgMGXAq3GIgwyk5nHGhehhbETPGPjrGlZsGocpRzTf3N69XlW/vjcLOplIq4LOLOl9s/YrLGL1aRaSNOUk5OTieVBEBAEz5Y90Ol0WF1dLf7+rd/6LX76p396gv77cz/3c/zar/0aR0dHrKysPNPjL21pL7o9s8n3QiU2U2P/hUyV8/8uL78IqJL3S7fWnYOQWKsdWLUemBSrS7WaNbBSu0ymX8X4VU5HKUejlO/u9BkmhlGSstMd0R0m9EYpo1IP1UArGqGmLqDiK9qhph0oglEHdfqY5OHHjB7c4/T+Hv2dI3p7faLTiMD4CCVp3Nyiun2Ibq+eBatZdtUAKI2QOqMCi9n3tFyHOqF6fAnBzLIQlZCT9ahCMg1gpwP6ZaB65jCXFU8qtCUuse5ztkIX4wXMnM6yZU3q87MlSP2S2qJqgM/qGNP1psBcoCpgQu03z/aVab95zYUDqI5OWgBW3EAthC1oskqAryWBljRCTafiEdaqVFa2JsSTwrpPuLLF8Gj3mdyLoLlGuxFSv/oqveMOAK2bP8LqzVdZ3aqzsV7lzkadK+2QldCjFWoamchDDk69EkAt6luszehDZgKczgwOFMvy+z/Oqo7rTPKbOzn4l4HhmYDuDNR4pm5lnp03QVqA5vtVHdZdTeoCVCJj+e53v0ur1ZpY/pf/8l/mV3/1V5/ZeX344Yf8t//tf1tkUQF2dna4ffv2xHpbW1vFZ0uQurSvil2mZOXCfZxXizpr2TkT+osov9Pt3orl5X2UPs8JqwYxAVQtAiFVBtTEuOxE6qzPqhnvV0isDjDKY5QYerHltBPx8HTE3cM+/98P9hjFLmN60oswxhRTCSklga9YrQfUAoWnHCup7imCpI/q7hE/+IjBJx9z/OEDOp8ec/qgy+N+zFGccs/6NL7ziLg3JO4NqW0PCUZDbLSGjYbIeuRqaE2KFBKbOiAtlC4ynNPznAmtiKks6sSznPUcytTevDfqjGN8LpafS/5n6dwvW4NqhSh28KX33ZaFfLRZplIXsiVI/RLahcDhOQPYSwPV8rpTQHW6frIArBaMyBhFwgHUvB7EUw6chkrSqnq0Bj4HdZ96O2SwfZthZ59k2EWHdWrNgPrmK88EpHrVFo1rb3B9pcInV2/SO/4eq3e+yfrtV1m7UufaRo07G3W22yHrVZ+tjO4bZo3Dc/l6nWVPi15tpfqWCaXAWcGB/DaXaUTTAYFiZVkAz3zicumA5QLZ0pmbz6QOfT7R0unM8UsRpF1Q3Rdr+eY3v8lv/MZvTCyel0X9C3/hL/Brv/Zr5+7ynXfe4c033yz+fvDgAT//8z/PL/zCL/Cn/tSfuvy5LW1pL4udI0BUtrLY37Q90fDyNLoRz4j2W+xuzt85WM2zqrn4Xi7nIxEY5RUMoHzbiXlBJkzUiw2jUUIvMRwNEh6cDPlgv8dvf3zI99/dI40N1lqS2CClyMQHFV6gMHWPnqdYqXpo4QQIqxpE54h07wGj+59x/OEDDj844PGDUz7tJxxEjo1kUDz64NCdW+rq/k2aUjFp1u/VZUBFxSCkAu1nWdHEZVNl1mInu5bxTZry0ZcBJNMAdd7zKICrmHgNZrXsg2eXhZwJTItrf/JjFIrE9uyyM4d74qM8f3M1qQuwnZYtaBayJUh9WrusuunzPo0X4BwWtjItaapGo0xnEcL198wHYmltJvNuMRl6NRaqniQ12tWmmlJtamJI0zVM/E323/9t1r/2U1xdkXS3WiSDr3N87wdPfAn17dvUN2+wul3n+mqVKzdbiMYfZf1qk83tOq9vNbi+WmGjFrCS0XxXK94ZcOplNagqu1ZsishqXCb6rV1Ev85vbbFEzs1cA2fA6sS+LsG7LZQKL7He5M5ngNXl2H3GbGpIo7M11fPMpBalFM1m81Lr/9k/+2f55V/+5XPXuXPnTvH7w4cP+Zmf+Rn+wB/4A/z3//1/P7He9vY2u7uTQZ/87+3t7Uudz9KW9iLasxIfgsvV/D+1P58Dsi+j8AvnZ7/yz+ZlVVNrEXk5iRirCZpsTWMhTS2JMZxEhkFi2OtF7JyO+HC/x+9+esTHHx6y+947WJsBRilRXogOKnjVFmG9glKCUZiSGotWgqqnkFEXcXpAsveQ0/uP6Xx6zOMHp7zfjegmk/f0vdOIyqcddEWjQg/paaRSBLkCopRIQPqV8T1V/jhSPouaW1zsvCzqOfWdsgR6xVQ7mktmVGcB0zLwe+7CQ5+jqu95c5fP1axdzEfHL+Fc/Qu0JUh9FvY5AdVnBkRnne+8Xpfn1BvOirDNzKIWG5RUf8v1qUyCq7zvmgCEFEg7llhXmUiSAowUaGtJDXjSoqRHI9Csxh5bNZ8brQpf26xzeHuFneMh99/e5tOfep03r7d4Nd3hzmadB6+v86jzBt1uxLAfE49S0iTFpK4YXnvSRW59ifYUfkVTrXis1nxWa37Rj60dam40Q95cr7F65y1WMyn8UMmi3jQHo76SGRA140ypMYh0di3Lec+9cJJF9tQU9y6/n9j8OZoZIJaJzOqFNuPdWYiSVFp3nnOZzkwsil0vclkz2VbTx/yiHV9mLhmxWCZ1EdvY2GBjY+NS6z548ICf+Zmf4Sd+4if4e3/v7yGnJmff/va3+Yt/8S8SxzGe52q+//k//+d87WtfW1J9l/aF2HnjWj6ufiGUyimbe56LqO/n6yzQlqZs+TBjZyybZ3npDfz/23vzWEmyu873e86JNde7V1XX1pu729C4/dxeGHsG7CcLePIgWgIjDUKykR9CqG3JMkIY/qDxH+A/sLCRsQzo6ZmRJQbe8GRAFnpj0/LGGLMY7PHWdnfb3V1d671111xjOef9cSIiIyMjl7g382Zm1e8j3crKyMiIE5GZ8Yvv+W36GPpv1fvTNeKe5qHULeO6ocK1oy52Wj6uH3XwzPUjfPvFPdx4YR/Xvv4P6Oxey92nU9+E3LgIYazCrUoIzmAbAmWLgx/twL/+Avafu4Kdb13HS8/v4xuHndztXGn7sPYYHo08qmnslEeVmSaYUwakpXNr45Y13NDeVNnLJ52Evu/bQO5pqljSkGq/MUWq3o+yZknqTm/L8eBGbLD/mPN+Q0MjDJK6GPr1YXm0w3ab/a0sglgtYqNnVdzwToVE6rRYEI/qxAwb77Cp1gmPr5DBTxvUlFcVSIcW8b7wX84ALnRjbe1E1Z5HwRkY4zC5ghPlp9QdiZZrYL1r4VzFxiu2Krh9sY57ag7YjX3UHAMX6w7aXk0XaJASftir1MY5g2sK2EKHEjsGh2MIOAaDYwhdiTeVQ+oYDOslgddcrg2Uo088ooEEopCjARE6aTGr9Ex8+m0c/Z9T2kudbFMOLp/wJqa302N81+dYKGnU7PGwm8NFMHwAivdJlbMJjbp69Sre/OY34/Lly/jQhz6E7e1e3+HYS/oLv/AL+MAHPoB3vetd+I3f+A1885vfxB/+4R/iwx/+8AxGRBDTYejE6gm9kTNljHcuXidbj6DI9WwgPzUnlHRcqGa6v7lKCVQvemz5Eg0vwG7Dw26ji1bDQ2t/H92jQeEYE/oeZOgn4zBFL20GfhtoN+EfteA3fRz4oz1c7VDqiWkvhPQDSD9A6PuQgQ8mJZTvQYUhEPi6CFRsOyN7Ht0pjAx7HXpPlPacxo9p0ZfjQc2G+o5j6v1FZ2wPh/aaX5BJ4zyUKtgndYbhvndiP3MSqdMkLzdhikwaWjkxo4QqMNyrCpzs+Ibkp47q9Rl7VZO6PxxJ6JBg8aPOyQgjz2uoOOq2wFZZhyAFoX50DY4X9gVWbAGp7MT4xlXw4t6kBgdMpsDCAEzqPm4sbEeiU1fyQ5A6N4EF1tqH8519wDDBTAvMMAFh9s+GCtFvuIb9P+e5ig88WZ66EZGyJ1QHzrNE1pieSKiekFmJv8U1ZcdEFeuTOqtZ2s9+9rN47rnn8Nxzz+HChQu5+6zX6/jMZz6DJ598Eo8//jg2Njbw27/929R+hlg4jmNHh4m8UXmpeesOZdSYRuaiZq7dE+SmFhmz3qQa+jxPsKbXyQrUQOpoKC9QaPkhWn6Io06Ao06AwAsRdBpjx8M4Bxe6foNtclicw2AMyusi9DyEnq+3NeYY02c8zk3tvRgJ3HReqZIARBLt1Kv1oCOVJqpinxWn8f/7BGo64mjQi5q8NuLYTsyw+8AJOKkZSqr7FnjPPCeWF6GXOXBn9jMnkTorRoTJnoShFeWOy6hxpn/ssxKs6W1nxGo2NJUpJMUKdNXfeA0tXrXRHT4Txxi0dzP0sQMPTPlggQeEHpjfBQs9yHYT8DqQ7QZUtwPZ2EfoBZCeDxmGyVi5YYAbAtw2wd0SmFOGcfYy/Oe/iWv/eABnvQZnvQ6jUgFzy+BOCcwtgxkWeLkKZlhgnANc6NChbIgPACWM3rLokUU3JH05p+ifMe8Lq0aOp2AagnTc578AIXTjCiVNEuI8b4+qKlo4aUYG8J3vfOfY3FUAeNWrXoUvfelLMxkDQcyKkWkqy8C4a/oMJyFHTYylBaoEkt7moVLwpYRUSocBR3+TTLIJ24GwSxCGQMkWsE0By+DakxoGUMHk+YFO1KaOCQZuCTDBwTjv2WZgMOdUSkCMPpeFxGnqsU+Qsv7qvmkvapEJhhMzrhpx3/P4Hm7wLdlCScvSXmYsqmCbuBl6Uu/EfuYkUmfNKXhXc3d7knDMIt7V7HuHvX8ShonVvlzWVEGCzP5EOqw2qsTHwgAIfbDQA/PaQLcJxjlEYxto7UMe3EZ4sINg/wCdvUN0do/gHTTR2e+ge+ihtdNC4EfGNPLamoaAUTJglU04dRvumgt3axWrr5bY+fdvY/8fbmD1/hXULlRR2qrD3VqFs1KFWStBlKvgtXUw2wGzHC1WTTNpZg4uerOq8Yw454MFj4DUsl5xirjIRN9nMeubrwLbT4u9adrZO8TcDVA43HfeYYgEQZyIWRdBzIYrp/NK8zhudEYsUJNc11zh0utpbhkcQnCIuFBRDsIqwSrVYbsWbMdExTFRiSrli9i2cD3Ra1gCFUOgF+40SN0UsGs2rLIFw7EgHAvCMrVdjqOhhNCiFdC2jvN8m5eXn5kVuBlRlyv24knqPrGayhiNJ06T50MP73jMyMEyCVMPTz4lCoX7nnKf1GXvZ04i9TQ5xR//qFnhwr0t+/JfskUZJhCtRRlaRCIcGE9f5dvA0zmgMtSiNPDAgi5U+wjh0T7k3i34Ozch3BJU20Bw4yU0X76Ooyu30Lh2hKPrDewcdHGjo0vVj/uUOICzjoELron18wcoba3ixr9dw7+/3MADex288tk91C/XsHLvPkpbNThrdTjrNbhn/J531XYBwwS3HCjDBBO63D0zzJQQVWBMi8/0menznmKxvQGTeCJHtXIYdlnP2+o0PKgLg1JQBfqqUVEGghjNMPs3tnVaet0BoVcsfPZEDLPfQ9JoJrULcSuTaTDedjKYnMPkDI7QPc2rjgGnbMGpr8KurqHT2ul7j7BKcNfOwK5vwi1bcMsGVlwTriVgGzwRONwUMCsurJqFlW2OdctIWs+kOesYOO8aKG24KG24sKplWLUSjLKjJ5ENE4gnjrnQrWcYy4hHni8sswWR0mRDe9PrZAoSpQXqQlzaT+n+ImvXk9OyECchg0IxGx2te3h42Lfctu2hreKOy53Qz5xE6jyYsXd1HIW9r6PGO4loPQ45YxkoMJSqgstkABZ0tffU74L5bch2E2FDe0v9nZs4eukmDl+4Dme9jmBrHQfPvoi9Z6/j9ndv4/n9Ll7u+IWGKAFc6wS41gnwkC+x9fItPHPlEADH800PO16AR70A5w49rFzuonJPB36rA2GZMLyOFtVeB8wpQ8oQzLC0UQx1ZUFmOUiaoEPnnDKe8/kpHUQ1anb3uGTF5byMxEDo97Q2PPB9HvbbmF4LiiIoWWyWtlAlYIIgCjGv68C0yI5/1ARgsk6m/+YkRBmaUSs5nZDCoFvTCMaguIIpot6mpkC9ZGKz6uB2zUNr1UXr3APo3Pxesj1n9Qzsyiqc+gbKdQfluoOzKy7WKxYqloDBAUMAEAa45cCqlFBac1Hf7+JCdE3MCtWHKhZWLtVQvaeio53Wa7BXqjraqVTVE8mWjngCN7RQFUbkTTUGWsQMtKMZUXcityZFqlBSuicqgIEw31lc5XsFtvrThbLpQ7NgmAd1kQsmxSgUt9Htdhv1er1v+VNPPYXf+Z3fyX3P3dzPnETqvJljaEWWicRr3jpFPa25Ox9+/CwrSuP/y14LFyYDMK8NFnpQ3Zb2nB7tITy4je6tHRy9dBN7z9/ArW/cQv3yITqvkjh44Sa2v7WDr+93cFggjyWP7zW6eNWNfbzU9rEJPRt24Et8/aCLMJppk1IXZrBXKnCiRHsehrrQuwwBu5eLqwA9k8t470YiDuvNhDwrngr3nYS8sKSBgg/5xmHSfqrjbuSOq3XHmaxRPQgXchZ2DLpGV4FxL98hEsTCsAjRKCcqkDgqvSPzWtr7mxaisb05qWc1K1SBWLFqoWxwoGLpvuZxaxovlAgCicC/hPatB8CZABcmnJV12K4Jt2zCrdo4t+LgwqqLtZKFmm3A5AwCDMyywcpVOGtV+K0OQl+CGRyV7Ra2uwIHfohmKOEqhgv3r2DtwVVULmygfHYN7tYqRHVFC9RyDdwpg9kOlLB6ApUbgx7UtEAdIUyTj2GM97SIQD2VOcmc71OR30h2gjmbm7qsIb4JBW20CgHXdXHjxo2+5aO8qHdzP/O7QqROWpb5OAy7GS98Qzxn7+ooxhZrmjQ8uOA5Gek5Tf6v27zo8N4OVKcJ2TzSAnVvG92d3USgbn9rB9++2sCDDR84V8bhS4f43lH3xAI1prXdHljWCCReaPlwb7dhOAaEKVA+2wIXHExwmJxDCZGEFMUzsYwLKCnBeDofN08MZkKPcvJlsiFJA2SKMxRlaT0LC/Y7y0UWrO5LnlRiSZmlnZ5aNfoRnDjkN1Nz4cSMiLAp2kZnUm9qthgOT+pMROZHMnCuhQljQN0xkjZuggGWwWEJjmctAW/nPnDOwASHWzZRck2slCyslkxs1WyslSysuSbKpoAtuFZDpgtRWYG53kFFKnBD55xWzpRR3+/Cb3rw2wEeNByce809KJ/fRGlrFdbqCnh1Bbxc0yI1qhkBw4Y07cm8pyxje/OEaXr5sF6j6fedhkCdk6Mktz/qFLZ7+sUOi9povW6tVpv4PXdzP/O7QqROUpb5OIz6EfSF1MxDsE57Njg1jrxZtKHe1mMK1gEhPEKgQgZAGGqB2m5CNg8hG/vwDw/RurWH1vYeGtcauHWrie81urA4w9Z+A0c7LdzsDi+qUJTOQX7T8BudABuWQG2vA7tmw2+1dYEGpwtuGlGYr6+LJ5kWlAzBkmbiPL+SYNYgTvr6KIM4Z7EZe0GPc6M3NQ/qKYQ2FaF44SQSqcRyMm07PevIiYXolzohozzE6ctl1ns6qTd1QJwmhffT90EA5woSDCIqQgjoHqclU6BqC9QcE2uuhXMrDuz9DYioD2rdNeDaBiqmgGsJVCyBmm2gbAqUTF3ZlykJZdrg1RUYAJjtwFqpwT88gnfUQtD2EHS6UEGAV6yvYOvxR2CuroJXVnqeU7cMZtpQ3IAyTCjGoQxntDCNH4eJ0vR66XMyxBanPahpW3jqHtRJmJGdXIYw3wS1OH1S78R+5neFSJ2kLPMsmZpgnSdjwnyzBXxy35cVrOlzMWwWORakeQI17lUWBmAygPR9KK8D5XUg2034zTa8oxY6e220brdwoxMgVMDNboC1locDf7ozh35jeE5rI5DodAK4TR/S003DpRfoWbVYkAJQYajDfIGedzUmW1QhWZ7xomaN5YARnEyg5tbEWjDbcSxjdsyJn3m0oynegmZ2YyGIWTJvOx0zj5Bfxdjoe4O0vTyhxzWdlzou5Ld/CP3e1KHCFD3hm16mRSnrVfsVDIZQCKXuX16xONZcE53Axr0rLqyddd2vnOncVUMwWEILUjP+EwwGZ7BEdN9h2JBuHcx0YVZXILsdGF4Hjt+F8rpQSgJBgAuvuATjzCUtSq1USK9haWEahfWCMf3/PG/pOE9p70Rlno+3w2mBukjidFa/i2EWdaELJkUoFLXRszuWO7Gf+V0hUvPIlmUuynFvVCfN6ZsmM7upTrU+SR+DGmJEB0eRWkepPuM7Mi8n3pfq5aRCBlCBBxUJVekH8JsdBM02uoceugce9nwtBA/8EEE3RHvKM1qTeAC5iCouRuG+vV6pusw9E71WNCwSnWpM0YZkOZAY0YEQX8aHztgCk3sExt1HneT9MccRnrmt3LI7W4bw3gwKqpBnWVFSKnEHcVI7PTWmFPIrleq7vqWK8PbvjvV6Yhe+bmXH2lf1N9XGLKV7Y48pYwwcSv8fvdzUZPwpKz5KlIroPwypHuXZFnFKgSEAmARUoLfOAsBQYDyAVT7I3FcwABxQDJAGAA4FASgBKAOKCQTldUilxx9KfUwhFBDlvCpoQXztsf8NbtRbVTA9bsFZ33iB3pjTTJIvPFTMDZkYTg4zR5zmaZq8iJlRkwZFGCigdEyykVGTDGes7T+NlnrHoIiNnuVEw53Yz/yuFKl5ZZnz6Ha76Ha7yfNsyehpcSJP6wTbHLneSVJo0tG72WPI8aDmVo9L/s8GhOrAOukdxzqVcTCEAONgSfNt3ZRbmAa4ZUCYHMLicDgHEMIVHNzksKecsW+Ywy+eFYPDcQydl+pY4KYBw7HBLQPMNKNy97q6L+NC904VZiJQ017SPoGazPj2ZniHCtSC4jR7QzWOYTdcaeLXpzUvM5E4HfX+zHdz0QgV4BWwajOMJCKIU2USOz0rGz2pN3XqIb+jROkJd5Y+pqw3NVSqL7Q3Ea3o9+SNyiPUeab54pSFQX8ElAyAMAD3272K/FHRQ9k8RHi0j+A7X9NKEwAsG0wYum+p7YJZLrhbgjJdKNOGMl3AcNANFLqhgiclvEChGyi0ghCdIIQX6OV+KHGruotXrJdRsQy4pg45Nrn2ygquKxD3xCtPjgdA7z4Dxe/XhtneScN675Z0jpH3EQuXklPMRvvxD4uYiKUWqbMuy/zBD34QH/jABwaWzzI08iSC9TSE6bjtMNYbRzL+jGDtE6sjhGrfbDKgJ1Fl6n2ZIgaIxB0zTHDDhHAsmCUXdt2Gs+pgbb+LK20fq6aAVbZQGyEqj4Nds4EbjYHlm7bApi3grDqwazbMsguz7GixGpW4Z5buzcajRxhWn0DV/095ULkYCPHtD+1lA6J1lDgdNhOYXT5OtCYf+YwvwoW2P6Iv4qKjoBAWmqW9O25iiOVhlnZ6mI2eJSdtQ1N08m/q5HhT02I0DutNC1UAg+G/qf+nBWrilVRqoAI/ZAAWeEkvc945gvLaUM1DBEf7kI19BLvbaFzdxq2vPgMZSnDBIVwbhmPDLDuwqiUY1Sp4pQ5eWwOvrkEyA8pw0A0VWn6Ig26A/Y7+O2j7OGz72G/7aHcDNL0QpcOX8dYfPoOzVQerrom6baBqC1iCR2IVuphTHEoMgDOlPc2s//gT8TrOCaj6T2L2Wp09v2ndcxJxOq1v2iwncof9Hk7itDm9dlEFbTRFOxViqUXqNMsy5/Gbv/mbeN/73pc8Pzw8xMWLFyceX/Z7W/T3Ms0f2DiP2UnIhi8B/WIVyBGseSJUyXyh2rczQMEAk4F+jXEd7qqUFnkyhPJ9sMCH1e0iaHXgHjVRPtPBxZu6UNJ9ZRNmtYTqioP1pp/b6Ps4lDZc4Hv9yyzOcG/JxNq6i/KZMspnyrBXKrBXqjAqFfByFSwq2BALVGY5kRc1U/Y+aiaeCFLR86Jmqw4C/TkveQ3Bj/O5x+856U1WgRpaQ9+X+/odJtKUKuYdXXzZTdxtzNJOD7PRy3QdOFbIb9Ew4Jwwybyb+HTYb1qoAvliJxFsGfGWhPbKoK/AYSJQgw5Y4EMe7UJGvczDg9to3bitq/E/t42X//1lqFCCCQ5nxYZVtuCs2HDWynDW63A3WzCU1HbQtMFQQTeUOOgGuNX0cbPRxdXdNm4ddXBw2EWn5cPrBPA6AYzt63Atgfs3K7i8UcJmyULN6RerAQcMriAVT7yrnKlIsPZEeZxiwVT6vOQkN+VV5x9YJ/P6En2Ph3GSgojLgA4hn3z9UIE8qQVYapE6zbLMedi2PbJ3Ucxx8vlOayJ13NjGXTjyXs0OPc/blvWo5XpXh3lVk5MzmEcTL1Ywev1EASgD4HZJvxwVIjJkCDeUCL0AoRcgaAd49BmJrXvr6K7XUTtfxQP7HTSCEN0TJgrUDIHSVgWrpgCi+kmCAY/WbFw6U0b9ch21CzWUz67rfmzlCni5BuaUwaPiDYlA5UZUXdDqeU+56InRdIGkjHjV53p4aO8khjLmtK6j0/gt5N6UzsiDepoFlCRQaJb2Dr0PIJaYWdrpSW30VNq7TDEfLs+bmhRPmjTkd5JjyijgvDBmFhnS2J7mCVU95t57+vJR09tHJEpUmCtQWegDoafDe/02wsNdhAe3EexuJwL19ne3df/ynSZCpT2a6wddrJgclbqNylYXlbYHFSpUDAHulMErq1AAvFDhsBviZqOLF3aauLLdxNFeG62jLjr7u+g29uC3D6HM57B25gm0vRBtP0R7vYStqg4F7oYGKpZAyRSwhBamSgEqmgPmSHmKoVNk0yId6F2z05/wsEvzsFuPkwjUbFj2aXvui0Smj6rMvyxQtNPsWGqROimTlGU+bU4jLPI43tNJfj7jRE3a25YV5n1iNeNVTW8jLVYVN/SsbLIhDjAdNMEi4cYYhzICMMbBuYjyOnXFvqrgEJYR/QnUL9dx+8w66vcfIfRCmM/v4bmGd+x2NJuWgUdqNirnN/Ajqy/jO7d8rFkCj9VtnLlUx8rlGqoXVuFursJdr8NY29S92LLeU0OXvocQWqRGFQf7xCnvFUlKh/72PQcGPKfDcl5GkV5v2MTEvEvFL5PH5DiQJ5W4W1g0Oz2PKr9Zcr2pRYVq7ob7Bfewgk/pir65+aipEN++PFQZFUZKVeDXVewDsMAHCz3dLu5oD+HBbbRv7aFxdRv737+N3Wd38fX9TlLoEABuewFWTYFNX+JcR9tpYZkwqy74ShNC+oDSeaiH3QC3Djq4utvG4W4LhzsHaG5fQWfvZmrcDnau7oJFByVSdqz/PAgIpmBwfW0VjEExALIX+isVAKUSsZole95GzYcfV5jm7Td/vbydno7VONG9wgKn5hzLk0pMzF0hUicpyzwvZiVWhx1WEU/a4Ht7/88zWElOS2ZfPCOYYrE6LAQ4vY1oSwB4UjU4nZOqlATCoCfUZAAmTHDT1uXlnRJ4qQqjVoezXo/ChFaw76yi7nkQlglnzUH9ehON6w3stH1sd0Ps+yH8Ed+NVVNgzRI46xioni2jdrGGysVzOPua66j80w7uu1DD6v0rqF5YQensOtz1Ouy1Oli5BrF+Vvdki8SpElZuaK8S5qDXdERRpD5hqsYL0zxjOayW1KQRKqelWUeK0wU2aEWRBfNd5n09I4jjclp2emTl+GNw3HpGaW9q7PAc6U0dJkhP4CXOhvxmvalAv1BN1ku9Z0CgRqG+yV9UNInJIPlTXgeq09Kt4g5b6O430N45wtH1Bq4c6NoRWfYim8wBiFtNWDULznobTrcDFej1Pak9o3stD+2jLhr7nQGBGtO48QM45RJs18R1x4BlcFgGT3qzxrbQ4Kx3Znj0WXMGBhV9bj2xyjF4nk4qStPFrCYhr+oyMUMUeVJnyV0hUictyzxPpilWiwjUYYyLfh0lcCYVq/HBjhKryXYYotlfEZWdV4lhZtyAUhJKGGBhAGU4OsTIqYKXViBWt6A6TYgz+7Av7oO7ZYjdLmzThrGyjurlM+juHqJ70MTloxa6R20EbR0e7DW9pPkyFwzcEDBcA6ZrwCqbsFYqcFarsFdrMM7di7OvbeLM+Q2Uz66jdHYNznodvLra85w6ZfDqSuIllZEwTar0pgsixYJ1WL5pyms6TphOGs1c1CCeNmM9pyNu1pahUFIW8qQSdwvLYKdjTq8oy4SiehKPbzS5m3iIh3hThwnVPIbaiZQXNX6uBav2pirfgwo8yE4r6mfeRGevg85eB9vdcMhGdb/xPT/E+pEHr+Ej7HQBv6u9tErCCxlaXoijToBux4ff2Ef3cDd3W63b19DeuoTWkY2DioVGJUCjE6BsGWj5YdSLlevKxwpgKlaiDEzrVUgGcKUgwfrOV3xujju5kmevo10PMOyzGfXtXLQIpOwhLNr4RlHYkzqzkdyZ3BUidZZM+7d0UrFaVKBml54kNTMrcCYRq7kFljIGNxnSQOEH2f+6ktoo9PVi0zO5TAZgGyGM0AO4gfDbz4I5NRgbF2AGHpzQg+x2AL8LFQZQngeEvjamqRsExjhgGGCMg1k2mGkDhgXuliDdOly3jPt+3AIr13reUrukRaihW8qEeWG8w7ylI/JMk1De6MSPEqWTGMu0scsziJN6U6fFMhmqWaFzUidfn04ZQcyXcb1S0xTOTU3XbZjSj51FhlipfKGqxzn4vmyV294B5PQVTS+TISAlICVUKBH6AaQXwO8E6HQCHAajb+OboUQ7lHoiuetDBT5UECTj9EOJIJQIPInAa0GFg15ZAAi9NvzmAQJ/DX43QNsL0PZ0u5pSKOBLBV/KqJZDpLOj0x5G1jBPqMbnJHvOhgn6afbNzNtH0TDbZZzMnTeFJpLJRheCROqCchyxWtRmFRGo40ROVuAAk4nVYTmr/RsXg8sA7VHFYN5lvMl4HPHYpeoJLc+5pY2OypR6z+46dRyMpaJsASR1h+MHpcCqW8Bjr9Kza7mjRl+obrLftAAfl1eq1FBBOupzGuclVUqNFaonZWbC8w41rKpoKNEMx0IQdxsDealTLJ4UEwvVTI2jaACZdmypZRML1ZwND/Om9q2Dnj3M8xKm6Qv1LYCK+qDKsHflGnfDL6PoEhXK3sQ00HcuQqntmZKjr4hKhpCBhJQKYepPqvhRfz5KMUgoMKXDfEUcAh1XrgUg0LOZ2XueeNwnYZwtHhXmO/Q+coZ2MymaOW2TP+c88Szakzr5QVJOajFIpC44uYZryHqz2f9kG06vFwud43hWx5EnRON9+5FhCiPhGUidz+dLhSAEOoFEwwtQsQzsdULd6NsP0eiG6AQS3SB6lBJ+qBCEEmF0EIIzcMZgCgbLEHAMDktwlEwOxxCoWAI1S6AVKATbYVLGPm4SLpjeRvyoRW7qfKWPXQ38J/c8987J+PM2av20ccsK1SKMehuJ0+NRNJSIPKkEMZ5p56VOm76aDcmynDEX9aiOEqXRptKe4KxQHXjPJLuMChsmRL2/wTm4Zeg+qFFRQ5NzuIKhMaKGocG0HWWCDxyLwXU+qSkYhCHAjNG3uNywwA0OHhdQinqjTup91Hmo8blTSQ7qsHue4zJMoKYLVyXL+t6XnZwY/l2Z1+9hWSv6piFP6uwgkXpCphh1M5RZFVdKk/fDOW4+Rfy+rFgF+mcZgTgsZvh+8ryisUdURl6mUOrHbqAFqRdKtPwQR13d1Pt2y8ONgw5evN3CCzePcHGzjFewBp671cCzN4+wv9PCwe0W2rvX0N69idBrjT1Gbtpw6psorZ9Hdb2C+kYZ/8erzuGL39vG1b/dxfq5Kja3yrh/s4JzKw42yr0+bGuuCdvgMDhL+q8J1puN5ugVY9DnMbPvsaObPIcoHZY0bqZ2mPHLdX4viSgdqN5ZYJb2NMKRpaJG4QSxiKTzUie5D8iL0olJe1OT7aXDfoF+j2q22i9Q+EYk7U1l0IX34k3FUUJx6G/e+AeOT+mxMOhUFcWNvmr9SljJutzVIb+ivg43ahGXtIn7Toj/ebudGxayagpccE2srroobbqwqiVdIZ/rIooVS2CtZOL8agmtlo/AvwBIicatl3SYcYrahYdQO3sPamsuNlZdnK27WKtYqNoGSiZHyRSwBY+Eqz4nnPVsX7btzMhzE5/zyVbvnacJclDzwq6z9nnAVqVTmGYsTod9Pe8EcQoU96RS4aRikEi9QzipWM6G80yDPK/cMO/qKGJvaVqcxh7TUEaPSqETSnR8LVAPugEOOgG2m128vNvG97cbuHmriZ2rh2gfeSivt/HM9SPsXD3E3ssvoHHjB4WOTfpdtHZeRmvnZTRWz6B98SFcuVDHlRf2ceWbX8TR/Y/h6PL92Nvr4MxmCRdWS4lY9aVKjKBjREaQMQiuwKENIoOCiE5Sn8cVOi8mTd7Fnud8GbKzvEB/nuk0wnsnFm5zmLWddzuJ40CeVIKYEpkcz9P0pub9LNPXXmBMtd/0+/KEKlAg/LfnTU2HM+cVgxrmVc3SN3bGIs+p7LWHE0aUm2pAGRJQLpgrwUtVmKseSn6AsOPBb3axddjFKz2JqwedZPslwbFicqxbBjbqNsqbJTh1F1atBGa7gGGCKQWTM5RNAxtVCzt1B343QBhcADhHZ+8mgnYj2Wb13IOorrmorzjYqjlYr+iJ5IplJLbZiar9avusz0E8kZw+7fHE8jSZlkAlZoyiFjSzhETqkjDJxWaUjcor5jDK6OjtDZaeTzOuJQ0wPHx0EkE0zHuaJ1B9qSYSqDvPfg0yfBWuGx0c7DSPJVCzdPZuYi8M8OIrt7D7kt7W7ve/Dr/dQLfzSvhdXTWw0Q3QqDswBUfXEugGEnZkCG0hdIgSA0R0g2JCf0YhIi9r9Gn15/Fq13R/c/X+SeisNDuOGD2xEVzg0LpFJo4WmHj9GY6FIIjpkhWquetMUkgpeX6y2epYqKY3M6oQVP8kp55kZQzaiyoD3bIlWkcZ0XhTbeZEfR3gAna8f9GzVj94tp38f9XkKDsG7BUHpTUHpa0K3M1VWPWKLk4oDCgAlsGw4hg4U7XR9kLtCRYclnMZreoGOkc7CJqHkFYN6+eqWNss4/JGGRdWXZyp2qg5JqqWSISqZUTpOlHEUzbSKStY9fnKOa8FPoMi4jS77Tzb3DfJkVfUakJO2jd4onvYKc+ynka0U2FPKkU7FYJE6hQ4jZDfSSkqVPtfL+ZNnTjUpWCeY3YMWYEqo//ryqc63DfOOW35YSRUfew2PGwfdbB30MHhTgtHN15Cc/sKhO1iZ3ULzYPOiQVqTPfwNnb39PZYaQMAcHT9eQAAYz+UFGIIpcJaxYIfGtqjKoUWIhIwJYNjcF0lMJpCSIw+FFgs2tNhWXFRqJSp6nleo/MXLUt/DnlCddzzceQaBBKnJ4I8qQQxX056cz6OAaGX8aYCg0I1t5BSMuBMfGWe7c16U+PtpMi7l8ib2M4Tqlq9GTqUOKpYHz8mQpUb4CubYLaD0HbgOGUYZQdm2YFdc/EI85Jhmq4Bo2TCKluw6hXY9TLs1RpE1N4NTABKwjE56o6BQGnZ61oC18sWbh100Fxx0W3X4HVDGCv34oH7VnF5vYzzay7WXAt1x0DFEiiZ+i9OxzF4VJMC+eI0Ly8UqXMyKZO2l8kTqMMmjqlC/ulAntTZQSJ1SsxSqBYN2SgiVLNGJytUx3lTT0KeUJqkdYqKxGpcmTdUChK6XHwsVBudAPstH7cbHloND61GF63b1wAArZ1raHdW0TnYmerxdNvewLLGzRdgleswrEswTIFbBsduwx1YL5QKjtJmz+QcpgCYZFAsagegollcFuU0qOizZD0BCvSH9KZvcmKhOo48o5g3UzvWEC6bOF3QUOBQKfhFKgfSLC1BTMysQn6LtKEBJhOqCZN4VIHiNw5JH9XRYb/Dxh8TC1UFBsYFoGJRKgBpAELqXqmBqYdpuTDcKlR1Bby+DmP9NsrnN3FeMKi4R7kpIGwTwjIhXBvcLYG7VfByDaxcgxL6VtYRDNIS4AxwDI66Y+JM1cb+RhmHLR9HnQCNrg/3/Dm88RUbiTit29pzGteKSHtPDT6ZMJ2GKE0zynua3t9EAvUEHtRkE/O0kQtqnwHtQChiowOaOCgEidQF57g5BaNqKRT1qCa5kAvw40pfWtPHoBTghzrs1w8VvEDCCyW6Xgi/G8BvHqB7pJt6B50GfE/Cax5OdWzd9mBJQiVDdA620Vk9i07JRMs1cNQJYBkclsFhBjIxMoIzIJDRr5JHn2Hci02BK6bFZiw8o5sBGXtVMVhhMPcmJ7WNYV+vcbkuMaMKMhAnp2go0QL8RAlicckTcyfZXMHiSZMysn9q8jwjsKd4bHlhv+NIt1+Jr1lx9A9nQgtWoXNHIQPAsCFNBwg9MCcAyuvgKx2Is12Y3SZWwgpUGNlUKQHOo20YgDB0n3LDhOImlNCC10IIbglYwoBrcKw4BrzQRieQ0Z+u4H/pkQs4X3VQtXVFYUMgqsKvj1mkPKaioCA9cV2HCcWpfq2YQF3kitbLSuFwXzLShSCROkWOWWRv7PamsY3smLIFEYDRHtWTjSH/QKbdgzNLKBWkVNC9xEOoVHU/FcqhTb6Pvb8g3wB4rUME7QYC30XgSbT9EF4g0fZC7TXlDCFn8EMJzjj8UAGQMJXINA3vF6o6BLoXEnwS0p/FsYsxTGAA00ZyIQoZLcIYRqAKFmWgWxCC6JFXeGhwnYLe1Bn0SgWG56fmhv3Gr51EqOYdx4hjGza5nb5PyPYmT4Y1kEpiAAxg3AK3Ksk6TCkdIiwDyFshmAr1mEI/eS2+mVEq1S88nijoNmByAZMbKJkGFBdQ4Aih29BJpaNNfvhiHZZg/VX0k7Glxz25YT3uJH6RSvz9r08Q1USi9FSgcN/ZQSJ1Bpx0RnUWFdnyxGp8kRtWva/nsYu30RvYpBfkohXvsvsceB26kJBel/VmbFmqDylL9TvjDFzosCPGRSJUGWO6V9spoMIQMvAgA4kw6r3a1zRcIfUYfx76hkA3DY+ahac+w7RHtSjDjPKwkvpjjeEIQzjq5i9+7dTF6gT7S7wjc571lCjWgmYRoh0IYpGYRKguIiPzU9ETo9PwqObl3U7iTc0Tpcmy9Hopgx6vK6PjilN2lEq3lGN4qc3AYEAwwBR21ANVeztNAQgATAZgoadFrAzBvFYkcsO+QZtApIJ1q52z7XUoq6zDhLmhl3MjtU50LhiDYqzv+PsiuNLHeOJuqJpJxWl8SMn/jxPem/3ezJnj2N1saPpp/9bj7+2kUOGkYpBInRHHFaqzEKh52x82tmFeVSA/BDgmbaTGCdNJxFXsyWWMgUMloUQSusotY/pRMH2RCqHDdUzBYRsCriXgmgIlx0DDNmCW67Cra+gcbENYLoQhYNil8QMpABf5ByZMa6BpOICRTcPzZqyVirypBYxhUmAJo4swpF/L86DOMtdlZmL1GNvLGrx5i1XypBLElJmSiOu9lh/yO2n7ljRZb+rI/FQ2BaFa0JsKDD+WtDjtq8yPnhhNPw+VghdqUerLuOihxFE3wF7Hx9df3APnLMktdQyOiilQsQ3YgsEWDI5hwLZMCL8NeC1wrwnVaUF121BeB7LbBoJAhw0Hvcgp37sK8+JDOqfVcqFMG0pYupcrF/3iVZg94cq4jmJKfSb62KN7kSHnbOik+whTfixxCkxmk0ctm8RuLoCgXSTIkzo7SKTOkPSFZNw9buHiSBPeNGdvurP7U2rQowoUDwGexGM6tlBAzv4ARNVue0JVKSCKf4VigOAKQgG2wVGSAn4oUbYMrJRMrFdsHFU9lGsO2uv3oHOwDXf1DCzXgF1bn1p1XwAwbZG/vFSD4VZgmByGyZN81LTnF+g9cjYoXnuFG3oFlGL6DFZO/kzanKS9qFmBylkBgZpj5Oaa73KHGs24gvWkLKHDiCCWjxmF/AKjheoA0xCq8eoFval5XtRYoGbF6aCnVD8eeQEaXlSRvxNgt+3hxn4HL95u4jvfugkuGIQhcG7FQd01sV61seqaWHNMrJVMVJSCgkBJmGAAZKsBebgH2dhFcHgE/6gJv9mB3+pAdn2EfgAohZeeewnn/sMezM0zEPV18FIVrFwDs8uAYfYJVpgO4mrEsac1/mPQ91hJxFPmJMXPJo16GiVMgcH7xMITxhT+O3WK56TObix3IiRST4lpeUiLenQGG4EPXvTSM7/AaLGavthO8mMrMlOYt0yh50GNhargTBdk4JE5l4AlgJIpolYvur2LX7Oj3M8AfjdEt30JnYNt1C48jI2qh9srNTRq6+ge3h5/IBNgl6yBZYZTgbt6FqWKDadswXFNVG0j8fSagsMQHKbg4Ky/qiBnbGS+qRaakcBMLe+Jz/5qhOMEau/9gzO20/aenpgp3yAOm8xJvz4Pbyp5UgnieKR/0wO/34yAm1WV3+OSFarJ8sib2nc8o4TqRDsr7k3NEreJS55Dt1WLxWq6p3kQIqnEf6vpodENcNANcOOgg5f32njhVgO7Nxu49ux1cMOEME0crbpwyhbqNRvnV1ycX3PhSYmzFRsGY3BsA5xxqNYR5MEOOts76OwcoL1zgPZuG91DD17TR+iFkL6ELW7DcC1ULx6gdG4dxuomeHUVvLICXq4CpgtmeFqoAlDC0Oc1CgtmTCbeVaaiz4CxvignqdSxA4CXTZyOsp9Zszmte+FxNvs0IU/q7CCRekyG3bDO6oczrRvk3O1kvXY5l9a88NMiOZF5qw6dHc5BsMFwIqUAyXX+SqgUDM5QMjlWHIUzFQtHXQeX6i5ecaaC6xc7+P69q3j+wTWcWXXxELsFU3BUVt6A3RsNHF77Plo7L09+QCmc+iaq5x/CKy+vYueV/wG3X3wW3LCwdv9jqN9zHiubZdRWHJxbcbFVtXHfZhkVy9CeX1PAMXgUqsyi9jMs8rJqwZr1nsbiND596eqDeeG9WXGatxwY9JzqQhXRi8fJcel7wwlF5RRF6SIZt3FQTipBTIdxE03jBN6Ap7Gv1+j4Kr+Thvwmm0fv2hzbXx557CYWqifxpmZa0sSRPL2xDOlp3uctHRSncVhvyw/xg70Wtg+7eHmvjRdvNbB3q4GdF69j53v/gvDwWrLdmwCc1TOobN2La+sVPLtZwSPnqnh4q4IH1suwBEeFC4RHe2hdu4mD569i7wf72L3WwLV2gJvdoK9NyHfgw//Lb+DsD13H2oPrqF46g8r5TZjrG1qoVlfAyzVwuwSpJBCHAXMDTPRyWFkkThPPanTuYu8qUDy6JVeQZrcxScXeKQnTvu98ATs87LiTr+yMzPBpp+gU96SSjS4CidQpk9djbBrbHEuRC1JOSA+APiObbHYCL+txGDdTmDc2kVopyXEBICLBKhiDyRUcoeDJOJfFwKpjYqNk4Vzdwf2bZdRLJviNQ4QAKraBFyoWDjdKaBw8iNb+IbpHt+E19uG3DoaO3yzVYdfW4NS3UF6poLbu4N7NEr53cQ2e9wBWLj2ixel6CefWXGxWHWzVbNRLJtZLFhyDwxZcC9SUOOUsVQY/I1Cz4jTbXDxehtRyIC1CJxOopz1LOzYX9ZgCdZnE6DACqEIzrz4VZSCIyZhyO5q+TbNeKs1JbkqHeVST109ZqCbrYET+JXqTZQqI+prrCTc/jP96/cxvNz3cOuygddhFY7+D5vZLkMFgz/HO3k29b/EgbMfETtXC+VUXLT9A6Ah90r0u/GYH3SMP7dttbHdDvNzJr+L/g6aP0stHcGo2zLIDs+yAW4Zua2NaUFwAXIBZbnQsVu+4hQEmA11sSece9Z0Thp5YPa4ZmqRS74A9Psn3eQo1HJLlJzRD864FUYQQCoFSYBPeEXtQaO7uz3ZQdxAkUmfANIXq2B/pcS5KeY3AM/saJliz4rKIAS4UwpIZJ8u8xBAJMsYBpo2yIRUUWG/2Vir4EqjbAmcrFjqhi6ONMkzO8VLDRMnk2CiZeGCrgoO2j52jLg47Z7Dfuox2J4DvhfDaPsKwNw4hOITBIUwB0xKolS2slS1sVCxcqrl41f2rcM48gPqaiwtrJWxVbaxVLKy6JkqmDvGtOwZMrgUqZ72KhYkYjWasBe8P6c2G7+pzOjqsN15n+Gs53tPMudfLT2gMixRlOAGzFKanbTjf9ra34c/++E/xGqzAxvjz5kHiu2jgt//zfz6F0RHE3cek3tSh70cxbyow6FFNe1OBKQnVTHjvqEJRkwrv9Cpx5FOodGRI3M+87YX6rxOg2/HRPTpEOxKjeXQOdmBXVtGuOjho+Tho++gECoFUun+qkgg9H0E7QLsbYt8Ph27rZjfApYMuqnsduBsteIctmGUX3GmCWQ6U5YAFHhCGkVCXUCp+lL3zpM8KwFLnLSXuk/Mx7rsx1PU4Y3E6J47rUV2kyec3vOEN8CBxBR1cgjvRe76JI1yecF2CROrMmIZQHXkzPM2LUo6AyHpXgZRRTA2rSMhumtxiPOmxIHUhHrggD56XRLTGG2cAjLgin9AVgKVCqCyEUuHINlCzBLZKJoLIaIYS8AIFT4bwQgUv1HkzgVRQmbgmxhkMzmAJDktwOAZD3THw2ksrePXWfajZBiq2gZIp+jymthCwDNYToQx9eafp4kUiUpS5AnRMWG/f87SgTV4bnIRI+tBlz3/fuT9FY1igVcydyNve9jaswcTXcIA3YHXs+l/HIeow8cQTT8x+cASxhMwjN/Wk3tQseUJ1Io4rVNOCi7GM/e/Vi4gjPoZdtaVS0R+S9mteIOEFIQI/ROBJBJ1Grhe1t5EQfrsBvxug0w3Q9kJ0glAXZkp5skI/RKAUuiMKZxz4Eo1Awmv6CNo+wo6H0POBwIcKfKjAg/J9MCV7wlRJQDFASh3qpFIeVMV6YjZ9rnOcAGMpUphwRjZ5YJIi9XxWHtRlY2VlBa9BHf+EPVyAM7bzwja6eAEtfP+lF09phMsPidRjMOnFJk/oTWUfE1yUJjG0AxehnJ5Zk3hXJ2XS5P8BcZoST4Ovyd5rYTDwHiaDZB0rDAAZQtlllMIGIMNMPzWlfxEsck8yHoX8RDkoTIcUKS4iI6RDmNIhTSVD4BWPbAEYFI162eA5BPoNe14xo2w4b3a9UcI0WT9n/3mfwUxmaXME59Aw3xHi9E4WpVkYY/jbf/2f+NHXvg4/jCoqIy7XTQT4XzjEl/7xy4V7ExMEcQJmnJsKHD/sd3DnxYTqsOWx8E4fh7YvujBM3CKO9Qna4S3XiiBDH1JKyFCL3EBq4QsuAMMA5wxsSDu4LKFSUKFMJqGVzBeHSkqA59jFIQWnBkKmgdGTrkM+kxML00lmMu7Qyvinxee6N7Bpl/E9NPAIqkPXU1D4CvbwKKq4ePHiKY5wuSGRegoUFasnCScsMgucXreIYM3zrhZlpDhKC83oOUtmMXuiFDIWoZEgDT39PAyTBt/K60C2de802TyEPNqHWD8LccQgW4e6GmDrCKrdhPR0mXoZhJBBABVKsMjdKUwD3DIhLAuwXTDbAXfKMJwyuFuCMl3I0gpcGeJyeAvKsAHDikrZm1rYql4xiWzD8+NUSp5UmOpl7GTe6zTDvp+nEGo71W3m3UAumL57/PHHcS9c/Av28RZsDF3vX3GAS3Dxoz/6o6c4OoJYTE5yvTipNzUviirrTT2OUM1jXNjvyY+lX2wx8MSbGh9Ttvq+jvjRLWd0TqZK0lJMzmFyGfUz57rKvWXAsg2YtoBZrkNYLkKvPXRMwnQgDK7b00TGTilARfmjwrFhlS1ULANVI0ArzD9+VzBUDA6rbMFwDHDLgDBNLXaTvygai/PxYi6paJUjVKPzV+S85+9jgm0MpE0Vc7mP8qBOusu7Ccuy8H/9P3+Od/78f8EDKMMcEktwBR3swse394eHsxODkEg9RSbKWZnTr30iwTokbKXIDcFYcZS8NkKgymiZDHveUhmA+V2w0IuaeHcgO02o5iFkYx/B4QHat/bQvLGL2r3bCMubCHdvoHNzG53bh+jcPkBnv4PuYRd+00fghQg7AZQEuMnBTQ7DEjDLJqyyBWfFhrVSgbNahb1ag7m2AfPeRyD3dxB0X4JY3YSor4OV6pCWC2U4gDBhGBaU6epm4YxDsV5/NYV+sTqsUmvWU5YnSvXy8V7TgXM/1DhO93uZ60UdYgynJVCX1ZB+9gffwivuux+vgod1DLY52oWHZ9HEM89+bw6jI4jlYlzIr16noLgb5oFMMSuhOo7c/qnAiGv96PzUdNhvnlDV+0Sv/C/vL+6XjgjZrNk6DUcqhKGEDNcRdh/D9jNfGRwXFyitnUNp4wJKNQfVsoWKY8ASUZEicIhKHe7WKioHDQTtAA99X8FkLLd40qM1G1vnq6hdrKJ8dh3u5grstXpU2bcK7pTBbDep6qu4oYXrMNGaGNrJcnvzGPmdm/T7WMReFvSiLlMk02m2jfu5n/s5vBu/iG/gEK/BysDrMvKivgZ11Ov1UxnTnQKJ1FNmFtV/00wjp2bohXWIIZ6kOEDhi8WwWKlRb4mFqwx1Pkm3k3hSvcMmuvsNdG4fwF6pQBkVBIdH6O41tHi91UJ7t43WXgeHvkQrlGiHEr7UttZkDCWDo2IwVCwDzooNZ62NypkWgraHUhBAbNyD4PYNHN7soHJxD3J1C2J1Sxs9pwJl2lCGA6kkWGT0WGT0eFTCXqVmhidt+jxxQarM96LQ96Tod3ao4Dx9cZrsZnnsax/33nsvfghVfAV7eBvODLz+T9jHK1HBgw8+OIfREcSdyUlsabptS7aGw7AK+cMu90UuW4X6p+Z5+YZci4flpwK9tjSCxfvX7xEAwij8N5S96vuWUHAMCxVL73PNMXF2xcG5uoMX10u4su6idvYsbvzb03r7woRd34RTsuBULJQqFs6tlXB+xcH5moOaLcC5rrJqrZ2B5XlYMwXsegWVe25j9UYDr9xp9dn2TVh4zY9dQv2+DVQvnUHp7DpEfT3plcrcMpjl6igoq5QI1HhyOf5TLCNW+/I2pxxGO41q1CNTaUZ7UPPs8bJO/E4bxhj+3y89jf/9P/0YHkEVJYi+17+LBkIofK57Y04jXF5IpJ4y4268+0Jph4ZVjg4hUZmZvGLjO9mFtZAIT83oxvtlfUJYAkxAKd7vUWVREYM4pIYLQBqQAJgwwQwbwnLALAfS1o8ltwyz7MKqlVA6uw7OV2CudVCWEtwQMCuHcNZacPe7qDU8BJ0AQTeE9EMwwXWhJFvAcAyYFQtOzYJdL8GqV+Bu1GHW62COC+6U4Ng2eLkG5pTBLEeXtI8NGqCLLrCoGINEXBiwNwnAdPo9K9KINnX+c+92JhWoxzGERQzfRO9ZbDU5j/L4n999AefWNnAFbVxMVQa8ig5uoIOvbt86tbEQxN3CNIRGtuBgelLxOC3djpvXOfK+YMxx5lU07olhXZ0+eQoFLhik6vU3V9FzpXqV9ysWR9ni8KWDphfikY0KDjor2Gv7uHnUxb+eaUBKBc4ZqrYB2xSoOAYqpkDZNlCzDdQsA67FYHGuJ3ZLaxDnLYiNszDP76LWOIBqHSFoNBF0ugjaXYTdAI9urGDjNa+EWN3UwrRcBXPKUIYDZZhQwoKMhalh5YvSjOd0Gt+VsfduUxK+I8daxPOb+W4X4aSpYpPcJ5zmvcR//I//Eefh4KvYx3/CerLch8S/4gD/9b//BSxrMBKKGA2J1FPiOD+WwoI1eeOI0N3jMJWLb8bblw23StbLq4onAYik7Hs6FDhdQElJt1c8SYZglQBcBmCBDxZ6sLotuM1D8HINeHEHZnUNxtlLcDotyHZDe16DLuB5kGEA6YdaUAIA5+CmABeG7pFmu2Cmlcy4crcEWV67A8b8AAAL/0lEQVSDMF2UL2+Cl2uJwZNJXqp+rxKx0Rtt5Ca5GB9XKA37XvRPEhR//+AG7+4KvdNidXUVr0EdX8EezkdVBONCDK9GHRsbw/NVCYIYw7gQ2Enem12cmbCdZnX89PYmHtu07guG2Kl4QLFg1bWLep5j/W9PrEoFlEyuhatrRNX3XfhSwQsV7vPuSfbBo8r2DDrSVjAGg+mcVCN6zhggnRqYVQJKPljtDIQMgNCHGQZRkUQdaXX+hx4Cyiu6ZgQ3IIWeSEbKU5oI0qiI4shzN437rJyQ81Nh7ATF+C9adpW+27tjfMWXoT9qHv/fM/+OH37klXgUNazCBAD8LxyiAoGf/dmfnfPolhMSqTNmavl0Rbw3c6jWVvQ4RwrwgTCT4TcQCqkZRxX1LMvms8bvlQEgJUJhQG5/G8oNgaqu8MuVRFKiF3H+a3ZcaWPVy0tRjCHkAkrYYHYF8uIPQzIOcGNw5jXtUc051kk41gV8wv2M3fIUv1vLLk5Pe/yf61zHplPBs2jiYVTwHFroIMTnW9dOdRwEccdyCrZz2GXjpDf2wBjbMONjY0MOQOSGiQ56k9NFBJVSuFE2c/eTbcPGYvEKBilMMG4Ahh1FXqn++4FoL+G5V+pJ42QDI0TogojFZeI0TONJumfMiocffhgPo4x/xh5+EltoIcTXcYjP/cOXqOr+MSGROgMW6UczLWabRzuBxxgYehEfNeM4bGvKsGdStEIJE9JdPd57JzzHeetNbeZxxoZynr+Nk5yjRfhN27aNP/1vn8T/+V9+EffCxT9jDx/7r/83XJcagxPEKE7DM3PivuhF6t0suKdp3PjSh5qf1sJgG8cNa2YAWG5kUiKErfKxtt3b/slY9M8PWAybNwmLJlY/d/N5XDhzFtfRwXNo4jwcvOlNb5r3sJaWO2fqZk4oxgb+pgVTauBv1uQdz2n++Oe572VmWc7baX2Pp82ijPnnf/7nUYLA3+ImbHD84i/+4ryHRBALyyyuN/Owkad9H3Ca5N3nzOJYp/VZTWOcw75Di2S/5/mdO845WJTfxtbWFl6NGr6I2/gumvgf3/3avIe01JAntQBxS5DDRmMhLiLE8Wm0WjPb9sHR0cy2TSweR9HnPaxl0DThnOO/f/4zeMub34z/8ZnPgHOaZySImPg3GP8mlyl6YhFusBeJZrMJYDafw8EUvh/HZepV6+f4vTmt30iRY8wb02naaAD4fPMatso1PIIKHnrooVPZ550KU6f1qd0BvPzyy7h48eK8h0EQxAJy5coVXLhwYd7DIIi7FrLRBEEMg2z08kEitQBSSly7dg3VanWuSdCHh4e4ePEirly5glqtNrdxFGUZx72MYwZo3KeJUgpHR0e45557yLNJEHOEbPTJoHGfHss4ZmA5x002enmhcN8CcM4XahamVqstzUUizTKOexnHDNC4T4t6vT7vIRDEXQ/Z6OlA4z49lnHMwPKNm2z0ckJTCgRBEARBEARBEMTCQCKVIAiCIAiCIAiCWBhIpC4htm3jqaeegm3b8x5KIZZx3Ms4ZoDGTRAEMS+W9TpG4z49lnHMwPKOm1hOqHASQRAEQRAEQRAEsTCQJ5UgCIIgCIIgCIJYGEikEgRBEARBEARBEAsDiVSCIAiCIAiCIAhiYSCRusS88MILeNe73oX77rsPruvigQcewFNPPQXP8+Y9tLH87u/+Lt74xjeiVCphZWVl3sMZysc+9jHce++9cBwHb3jDG/DP//zP8x7SSL74xS/ip3/6p3HPPfeAMYa//uu/nveQJuKDH/wgXve616FarWJrawtPPPEEvvvd7857WARBEMeGbPTsWTYbDSynnSYbTcwDEqlLzDPPPAMpJf7kT/4E3/rWt/DhD38Yf/zHf4zf+q3fmvfQxuJ5Ht7+9rfjV3/1V+c9lKH85V/+Jd73vvfhqaeewr/927/hsccew0/+5E/i1q1b8x7aUJrNJh577DF87GMfm/dQCvGFL3wBTz75JL7yla/gs5/9LHzfx0/8xE+g2WzOe2gEQRDHgmz0bFlGGw0sp50mG03MA6rue4fx+7//+/j4xz+O73//+/MeykT82Z/9Gd773vdif39/3kMZ4A1veANe97rX4Y/+6I8AAFJKXLx4Ee95z3vw/ve/f86jGw9jDJ/61KfwxBNPzHsohdne3sbW1ha+8IUv4Md+7MfmPRyCIIipQDZ6eiy7jQaW106TjSZOA/Kk3mEcHBxgbW1t3sNYejzPw1e/+lW89a1vTZZxzvHWt74V//iP/zjHkd0dHBwcAAB9lwmCuKMgGz0dyEbPF7LRxGlAIvUO4rnnnsNHP/pR/Mqv/Mq8h7L07OzsIAxDnDlzpm/5mTNncOPGjTmN6u5ASon3vve9eNOb3oRHH3103sMhCIKYCmSjpwfZ6PlBNpo4LUikLiDvf//7wRgb+ffMM8/0vefq1av4qZ/6Kbz97W/HL//yLy/NuAkiy5NPPolvfvOb+Iu/+It5D4UgCGIAstHE3QzZaOK0MOY9AGKQX/u1X8M73/nOkevcf//9yf+vXbuGt7zlLXjjG9+IP/3TP53x6IZTdNyLzMbGBoQQuHnzZt/ymzdv4uzZs3Ma1Z3Pu9/9bnz605/GF7/4RVy4cGHewyEIghiAbPT8IRs9H8hGE6cJidQFZHNzE5ubmxOte/XqVbzlLW/B448/jk984hPgfH7O8SLjXnQsy8Ljjz+Op59+OiloIKXE008/jXe/+93zHdwdiFIK73nPe/CpT30Kn//853HffffNe0gEQRC5kI2eP2SjTxey0cQ8IJG6xFy9ehVvfvObcfnyZXzoQx/C9vZ28tqizyS+9NJL2N3dxUsvvYQwDPG1r30NAPDggw+iUqnMd3AR73vf+/COd7wDr33ta/H6178eH/nIR9BsNvFLv/RL8x7aUBqNBp577rnk+Q9+8AN87Wtfw9raGi5dujTHkY3mySefxJ//+Z/jb/7mb1CtVpOconq9Dtd15zw6giCI4pCNni3LaKOB5bTTZKOJuaCIpeUTn/iEApD7t+i84x3vyB335z73uXkPrY+PfvSj6tKlS8qyLPX6179efeUrX5n3kEbyuc99Lve8vuMd75j30EYy7Hv8iU98Yt5DIwiCOBZko2fPstlopZbTTpONJuYB9UklCIIgCIIgCIIgFgaq7ksQBEEQBEEQBEEsDCRSCYIgCIIgCIIgiIWBRCpBEARBEARBEASxMJBIJQiCIAiCIAiCIBYGEqkEQRAEQRAEQRDEwkAilSAIgiAIgiAIglgYSKQSBEEQBEEQBEEQCwOJVIIgCIIgCIIgCGJhIJFKEARBEARBEARBLAwkUgmCIAiCIAiCIIiFgUQqQRAEQRAEQRAEsTCQSCWICdne3sbZs2fxe7/3e8myL3/5y7AsC08//fQcR0YQBEEQdzdkownizoIppdS8B0EQy8Lf/d3f4YknnsCXv/xlPPzww3j1q1+Nn/mZn8Ef/MEfzHtoBEEQBHFXQzaaIO4cSKQSREGefPJJ/P3f/z1e+9rX4hvf+Ab+5V/+BbZtz3tYBEEQBHHXQzaaIO4MSKQSREHa7TYeffRRXLlyBV/96lfxIz/yI/MeEkEQBEEQIBtNEHcKlJNKEAV5/vnnce3aNUgp8cILL8x7OARBEARBRJCNJog7A/KkEkQBPM/D61//erz61a/Gww8/jI985CP4xje+ga2trXkPjSAIgiDuashGE8SdA4lUgijAr//6r+Ov/uqv8PWvfx2VSgU//uM/jnq9jk9/+tPzHhpBEARB3NWQjSaIOwcK9yWICfn85z+Pj3zkI/jkJz+JWq0Gzjk++clP4ktf+hI+/vGPz3t4BEEQBHHXQjaaIO4syJNKEARBEARBEARBLAzkSSUIgiAIgiAIgiAWBhKpBEEQBEEQBEEQxMJAIpUgCIIgCIIgCIJYGEikEgRBEARBEARBEAsDiVSCIAiCIAiCIAhiYSCRShAEQRAEQRAEQSwMJFIJgiAIgiAIgiCIhYFEKkEQBEEQBEEQBLEwkEglCIIgCIIgCIIgFgYSqQRBEARBEARBEMTCQCKVIAiCIAiCIAiCWBhIpBIEQRAEQRAEQRALw/8Pl38DKiUKgigAAAAASUVORK5CYII=", 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", 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", 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" ] @@ -1638,8 +1635,13 @@ "source": [ "transmission = abs(sim_data_final['mode'].amps.sel(direction='-'))**2\n", "transmission_db = 10 * np.log10(transmission)\n", - "transmission_db.plot(x='f')\n", + "wavelength = td.C_0 / transmission.f\n", + "\n", + "plt.plot(wavelength, transmission_db, c='red', linewidth=3)\n", + "plt.xlabel('wavelength (μm)')\n", "plt.ylabel('transmission (dB)')\n", + "plt.ylim(-10, 0)\n", + "plt.grid()\n", "plt.show()" ] }, @@ -1684,13 +1686,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "9eb0d477-b1f5-450a-83c2-451a6119478b", "metadata": {}, "outputs": [], "source": [ "import tidy3d.plugins.invdes as tdi\n", - "# from tidy3d.plugins.expressions import ModePower # used to construct metrics with high level syntax, coming soon.\n", + "from tidy3d.plugins.expressions import ModePower\n", "\n", "design_region = tdi.TopologyDesignRegion(\n", " size=design_region_geometry.size,\n", @@ -1702,14 +1704,11 @@ " initialization_spec=tdi.CustomInitializationSpec(params=param_history[-1]) # use the final parameters to start this optimization, if left blank, will be uniform\n", ")\n", "\n", - "def objective(sim_data):\n", - " return np.sum(abs(sim_data['mode'].amps.sel(direction='-').values)**2)\n", - "\n", "design = tdi.InverseDesign(\n", " simulation=sim_base,\n", " design_region=design_region,\n", " task_name=\"invdes\",\n", - " # metric=ModePower(monitor_name='mode', f=freq0, direction='-'), # coming soon, can define metrics with high level syntax instead of with function\n", + " metric=ModePower(monitor_name='mode', f=[freq0], direction='-'),\n", ")\n", "\n", "optimizer = tdi.AdamOptimizer(\n", @@ -1723,7 +1722,7 @@ "\n", "if run_optimizer:\n", " \n", - " result = optimizer.run(objective)\n", + " result = optimizer.run()\n", " result.plot_optimization()" ] }, @@ -1745,18 +1744,26 @@ { "cell_type": "code", "execution_count": null, - "id": "e78150c8-6b7a-4385-b077-b7758e486f7e", + "id": "adbbb51f-c7b9-43cb-8c38-fc54a331ae52", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { + "applications": [ + "Passive photonic integrated circuit components" + ], + "description": "This notebook demonstrates the inverse design of a compact waveguide bend with permittivity binarization and minimum feature size control.", + "features": [ + "Adjoint inverse design" + ], "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, + "keywords": "inverse design, silicon photonics, waveguide bend, photonic integrated circuits, design optimization, topology optimization, adjoint, Tidy3D, FDTD", "language_info": { "codemirror_mode": { "name": "ipython", @@ -1768,7 +1775,8 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" - } + }, + "title": "Topology Optimization of a Waveguide Bend in Tidy3D | Flexcompute" }, "nbformat": 4, "nbformat_minor": 5 diff --git a/img/adjoint_18.png b/img/adjoint_18.png new file mode 100644 index 0000000..cea6a72 Binary files /dev/null and b/img/adjoint_18.png differ