From b5146e3a1869ab251e0b44d15e613b7ed9e8b1d7 Mon Sep 17 00:00:00 2001 From: Roger Labbe Date: Tue, 8 May 2018 15:18:40 -0700 Subject: [PATCH] Modifed 1st example to use equations Previous version used dot(F, x) to compute the prior, which doesn't look much different from the linear KF. ` --- 10-Unscented-Kalman-Filter.ipynb | 94 ++++++++++++++++---------------- 1 file changed, 48 insertions(+), 46 deletions(-) diff --git a/10-Unscented-Kalman-Filter.ipynb b/10-Unscented-Kalman-Filter.ipynb index 45a138f..9344e70 100644 --- a/10-Unscented-Kalman-Filter.ipynb +++ b/10-Unscented-Kalman-Filter.ipynb @@ -290,9 +290,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -332,9 +332,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAEFCAYAAABZ8hjOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzsvXmYHMd14PmLyrrvqq7q6vtAo7tx3xfBQwRJQRRFSqQt2aIseTSW7VlbHtsj79per2ZGHs+M1v68nz2+R5ZWtCntSJZkURTFS6QAEiAOEgcBNNAA+r6r676PrMrK/aO6moVmNy6SEkjm7/v6q+rIyKjMiHz5Il68eCFUVUVDQ0NDQ+NWRPezvgANDQ0NDY2V0JSUhoaGhsYti6akNDQ0NDRuWTQlpaGhoaFxy6IpKQ0NDQ2NWxZNSWloaGho3LJoSkpDQ0ND45ZFU1LvAYQQ40KI+97h3/iSEOIb7+RvaGi8UwghPiuEOCeEyAkhgkKIvxdCuK/z3LdVvn4a8vpeQlNSGhoa72mEEL8H/CnwfwAuYA/QCfxYCGH8WV6bxrXRlNR7iIXe4mEhxJ8LIeJCiDEhxIfrjh8UQnxZCPGqECIphPiBEMK7cOxuIcT0kvLGhRD3CSHuB/4I+EUhREYIceane2caGjeHEMIJ/DHw71VVfVZV1ZKqquPAL1BVVJ8WQjwmhPivdecsyoIQ4nGgA/jhwrP/+0KILiGEKoT4dSHErBBibkER1s6/ofLe+Vp4d6Mpqfceu4FLgA/4M+BrQghRd/yXgV8BWoAy8FfXKlBV1WeB/w58W1VVu6qqm9/2q9bQeGfYC5iBf61PVFU1AzwDfPBqJ6uq+hlgEnho4dn/s7rD+4BeYD/wh9djwrtGeRrLoCmp9x4Tqqr+o6qqCvBPQDMQqDv+uKqqA6qqZoH/CPyCEEL6WVyohsZPAR8QUVW1vMyxuYXjN8sfq6qaVVX1HPB14NG3UJbGCmhK6r1HsPZFVdXcwld73fGpuu8TgIG3JqgaGrcyEcAnhNAvc6x54fjNslSWWt5CWRoroCmp9x/tdd87gBJVQc0C1tqBhdGVvy6vFi5f493IUaAI/Fx9ohDCBnwYeJElzz7QtKSMlZ79pbI0u/D9ZsvTWAZNSb3/+LQQYp0Qwgr8F+C7C6bBy4BZCPERIYQB+CJgqjtvHugSQmjPjMa7BlVVk1QdJ/5aCHG/EMIghOgCvgNMA48DrwMPCCG8Qogm4HeXFDMPrFqm+P8ohLAKIdYD/xb49kL6zZansQzaC+f9x+PAY1TNgmbgt2FRmH8T+CowQ7U3WO/t952Fz6gQ4tRP62I1NN4qC84JfwT8OZACjlM11d2rqmqRqkycAcaB53lD2dT4MvBFIURCCPG/16W/BAxTHY39uaqqzy+k32x5GssgtE0P3z8IIQ4C31BV9as/62vR0Hi3sjASGwMMKzhkaLyNaCMpDQ0NDY1bFk1JaWhoaGjcsmjmPg0NDQ2NWxZtJKWhoaGhccuy3AK3W45kMqkN9zTedbhcLnHtXO8MmsxovBtZTma0kZSGhoaGxi2LpqQ0NDQ0NG5Z3hXmvnpcLtcNn3PixAkAduzY8XZfzk2jXdP18W67pmQy+dO+nGtyIzJzK9b3T5P38/3/rO79WjKjjaQ0NDQ0NG5ZNCWloaGhoXHLoikpDQ0NDY1blmsqKSGEeWG78TNCiPNCiD9eSO8WQhwXQgwJIb4thDAupJsW/h9eON5VV9b/uZB+SQjxobr0+xfShoUQf/j236aGxk+PQqHAPffcgyYzGhpvnesZSRWBexa2DN8C3C+E2AP8KfAXqqr2AnHgcwv5PwfEVVVdDfzFQj6EEOuATwLrgfuBvxNCSAv7Fv0t1b1d1gGPLuTV0HhXYjKZePLJJ9FkRkPjrXNNJaVWySz8a1j4U4F7gO8upP8T8PDC948t/M/C8XuFEGIh/VuqqhZVVR2jGuJ+18LfsKqqo6qqysC3FvJqaLwrEUJgty9uhqzJjIbGW+C6XNAXem4ngdVUe3AjQKIuTP000LrwvZWFbZVVVS0LIZJAw0L6sbpi68+ZWpK+e6VrqblJ3gxv5dzlKJZVTPq3FlRg6TXVl1ksvxE0wKQXi8dqn+Gsgkl64/edZt2y5wHMpN7YUUBWVOxGHU6T7oq80bxCi0PPMy8dx2nSMZsu02CRSMsVZEWl22NgJlXGKIkrfreoqDhNb/y2SS8WrxMgVazgt0lX/Fb9PdXfe+0elt5HfT3V11GqUMFpfuM+3mp73AjLPU+9vb0AKIqCEOJ13qUy807ICry5fa7WbteSr6XP09dPRtjaYmeV18hAsIDLIrHaa6zmVVRM0hvPZf0zU19eUVHx2yR+cvjVxed6ab76Z/Ra97LcPdSe2VShslheOKvgt0kr3lu9XL3TvN1tfy1qMrMS16WkFnZu3SKEcAPfB9Yul23hc7laVK+SvlyL3/IhXVKFCkMxmQ2N1c1rb+bhWap0ZlJlppJltjZXy3x1ugACSorKjhYzF8Iy7S49o/ESjTaJ711M4zVJyKqKTdJxR6eFZrueozMFDAACNgZMBDNl/vlMgnwZZAVKFWiyCTYETORKkMyXkVSVi3GFTQED8WIFj0nH+VCJLreB0VgJoYMPdps5OiNjlFQ8JglJEigVyCkK631mzAYdwXSZJrvErlYLIzGZaL7Ca7MFHt3gIJRVKJVVSqqKyyTR4zVwMSwv3uNUqswDvbZFhffKZB6DDgySbrFOAAZCRTY0miiWVZ4ZznJPt5WRWAlQ2dps/qkqqpWQJAlVVTWZofqcn54rAIKtzaYrOmGn54os127FsrrYzsu99GvnlpQKCMG/XkgxlYUXplI4dZCqvv/ZFtAjCciXwWcWdHuNTCYVPtpvYzReIiVXsOiq5Q+EiySLFT7Sa+PVmQLT6TI7W0zMpRUknUBVq4rugT774jNauyaAC2EZUFnnNy1e44WwzDq/cVEpRfMKr84U2NVq5oXRHEZJcFenhe8NZnh0gwOftdqZOzFboFRRQQjKSoVgWsFu0vHwGvst8Xz/NLmhxbyqqiYWNs7bA7iFEPqFnmEbMLuQbRpoB6aFEHrABcTq0mvUn7NS+pu4mYVmb/citbyscGQkwie2eLAYJY6MRNjW48NilIhlZLx247Ln1R/7yeFXGYrJPHjnds5OJ+gLOPjHZy+yrdPHtm3d5GWFGd0861udfPfEFIHudmalOEdnkhRLBubRc/+WAL0BG//w0ij9rU7+5XKc23s9nI2X2NPTwEwsz9PTKtFMhc9/cCNPnZ3j+EgEuQKxosqFuMSuLjdnL4ZZ3+yCSJhjUyU2tLk4FUpzT38Au9HAqeA0u7rdPDeRYW+Pn0vBFHOySqFUxm404HPYGM1Co8vEhh4XpyfjNKleHrm7lW8eHyMyPs2xuIk9XT6KSoWpaJZ9O9qZiGVptSjcty5AvqRwZDhCBsCspy/gQI1PssaaxmnSsW3bNo6MRNjb42MbYDFK5GWFLVsUvHYjeVmBhfTl2mu59JvlRhbzvttk5npl5UbrdNsK7VNLX+lYfVpN7mqyVjv32EiY//HaycV8NQUF4HS5GZxLsLbJjd2ip2jQMVNIMlVpwBXQMzAU5vZeP90NFk4eHKFQSvCDSxmafA0konEcDQEkR5mHNrfR7bMTz8m8dDlMWpIQCNKFEnPJAn0BB4/c7cNikHhhMIhAUKSCpwmKdiPCYeLlMzNMxvN8/u7NTMVzeBJhPrGzkyaXhYw5SNEsMaMKZF2FqXKEmrFCATxeHT86H+STd29me5f3uuv9RnjXLuYVQvgXeoMIISzAfcAgcAD4+EK2fwP8YOH7kwv/s3D8J2p1P5AngU8ueDJ1A73Aq8BrQO+C55OR6kTxk9d9h+8w+TohqmExSuzt8eG1Gxe/1xTUY0dGiWXkN50zEsosHotlZIZiMh0uAyfGY0QzRTxWI9s7PAQTBWJZmRcH5zk3HefwcIR0ocR3TkyQyMsUSmUknQ6lrKCi8vS5IPOZHD6bhXXNduYSOWJZmcFgmlShxFQ0w0wqy4uX5hFCpb3BQpfPREWFXV1uAk4bRr3KS0NhdBLYjbA6YMUgVMaiecwmPRtb3WQKCpKuwvnZFBPhPA6DjqKs0NNoYyqWw2qSiKVL3L2mkV/a08GR0QjBZJ7LwSwPbW7BpIMtHW7sRj3tHhvnZ1L0B5yL9XN2OsHe1T6Meh2b2tyMR7N8fHsHfpu02HPc2l7tFNQU1JGRyBVtstxLM5aROTISuaIdl2vTt5NIJEIikQDevTJztTqq1X1eVq67Lldqn/q2XFrWUgVVk7WlZTY6LSv+bovDgNtsBAET4QzPnA9iNxmIZPN8oM/PF/b3U1IU/vnIBHazkQ+vdtDqkNja6WJntxeXxcj+dc08OxAknpN54fw83z0xSShZJFMoM5cscP+GJoqlCq+NxRiLZBiaz5AulBiZT6Oq0OG18rXDY2zr8HDHKj/rWlxsbHVTUFSeODXNPxwcxiDpKJVVZEUhJ5cZDqVJF8ukCwoX51K8OhknW6hQLP30nuNbhevx7msGDgghzlIVjh+rqvoU8AfAF4QQw1Tt519byP81oGEh/QvAHwKoqnoe+BfgAvAs8HlVVZWFXuVvAc9RFeR/Wcj7M2cl4YErBaj23Ws38tm9q940koplZH7w+jQf29KGxShxeipOr9e4YO9WmIjmmEvmCbjMrG50AGDQCwJuC8FEjnXNbj6xo5PxcBaLXuIjm5pZ2+IGIfA7jFh0eoRQeW5wHp/DxN19jQTjeeKZEg0OM06DkelojtcnYqSKZewmE+kCzGdkXh2LICvQ7DLgMIPbDIlChQ0dDeSLJZ6/EGQykSaYySHLFWLZPB0+C6Bj35pGKhXBg5tauLO3Eb/TwPMXgvzgzCzZQgW31ci+/kYe3tJONFPm9GScTLFESVU4Nx3nhcF5hkJp4jkZuVxZvG+oKqTxaJZUoUKxrPLcQJBjY5HFDoDFKLGmycnpqfiy7VN7gR4fi7K13XPNNn07BT4YDPLQQw/xbpGZpfdeLKsrPvdLlcXBS6G31AHIywqnp+KLHZCVfrP2O0vbr/a59EVWMw7/4MwcH93SilJRaXZbuH99gHRRZluHl5MTMQ4PhQkmCrS5zZyfS/DcaIbNATONdgurfA5euhTiybNzTMQyvHQ5xFgkRWeDFbfViNdu5P4NTUzF8lwKJplPF/i7g8Ps6/fz8NY2Pn1bFw6LnmaXhVa3ma8cGmVoPsloOFMdjRVK3LO2ke1dHrZ2ujHqq3fxkc0t/M69fSSzZTL5MntWeSiWKxgEmAzS4n2v1EbvNa5p7lNV9SywdZn0UapeRkvTC8AnVijrvwH/bZn0p4Gnr+N6f6rUj5Kul+VMfV67kV/c2Umrp9rj29vj43y2Ou/90KZWZhN5Hj86xid2dDAUSvPaWIyNbW7Oz6R4cHMr0/E8ZoNENCOzqc3NPx2ZwGKUCKbytHks3NHv4+BQiBaHBatJz8B0ilCmwN5uL5JOR0U1UixXkMsqBqnMXDKLUQebW9185aVhqKg47QbcZh0ek45wsoDVJDETz7Oty4uKYCKaptNtZyaTZXXAweHLIQwGHb99by/hdImeRhvHxqP84PQMNoMOl7X6mvDYDQDct66Jbp+Vfz09A6pKq9tKJF3k/g1NnJyIASzct4tvHpvgV+9cxdZ2D98ZGqLXa0SYYHObh9NT8cUX5MVgavHlVk9NgLe2e1AXpmpqpsLl2rSW/0bbeiU2bNjAoUOHcLlcm+rTb0WZWe7eTXqxaFK7Wt68rCzW70plXYv69rja+SrqYqdjd3fDFfktet2bJu8kHVABu0VwMZRmY6uL01Nx1jW7sAQzfPP4JF6bkXxJ4dfvXMUz5+bobXQQjkZ5ejjLfbYsk/EsrW4zm1qc/M9DYVY3Ouj2OZlL5Vjb4sBskPjR2Tk+sqmZklKh1W1mcDbB8xfmGI3mMEk60sUyc8k8Y+Es965pZP/6Zr57Yoq8XOJzt6/iwKUw929o4kdn50BUiKVLCATnZpMYDYIt7R5a3Vb0QuLJM1OYF5TUzbyb3q1oESeuwUoPwY30YPKywtnpxLLzJrXvE5Ecr08m2NnVgFiQuGanhalYHhUVs0Hizt5GPrq1lbt6GwGVeLbIRCSH1ain0W6i3WdjJJRhJJKm0+vgyFiMcqXCYDDFdDxLk9uETq9HrVRwOfREsgVa3FZ8bhNdPifRXIXTwTKFkkK5omKUoL/JgaQTOE1GsrJCPlPmzFQcoyRocpkYi+Y5cCnEVw+NcHEuSbmiICsVfnlvJz2NdgIOM3/14hDxfJG/OTDEUDBFoayQKsjcv6GJkVCWs1MJtnd6EQI8ViN9TfZFU86GRhNFRcWgF3htxit63DWT63LtUTu2rz+A1268QqCXtun7SeCXstK9r2SaW1qP+/oDV/xfr3CWspLM1J9fP+qtp/Y7KuoV5e/t8eGyGt/kNVKblkqkVQamEiCgzWVGVhQaHGa8dgN2o44dHV4CLgsBlxmjXsf9PQ4kncpoJMt8SqbFbeOFS/P8uzt7mIrlMOgF+9c18ZWXhvn64VHcFgOnpxJMJ3L8v4dHseglHtrchlyuVE3NQyGOj0bZ1d1Aq9uG22qkx+/AIEkEXBbi2SKDs2l2drl5+VKEjFydT97e4eH39q8hlpXJFEtYTBKFkkqhztz3fnleNSV1E1xtqL2cnX5pj7OeWEbm3HSSu/oasZklLAaJdKHEY4dHmYpn6Q3Y2dnVwHPn5xiLpDk6GmVNsx2fzURfwEm8IDMby+N3Vj2K/HYjOgEtLiOSHqYTBdYEHEzFZbIlhfXNLv7DB9exrtnDK8NRUkWZ6ViR6ViGQhnaneCxmRgNZymVIZIucGo8hlKpUFFVdHrwWk18dFs7n9nTTblc4eR4hMlIloDNwhc/sp6PbWnn8HCUJ09P8+xAkD3dDezrD9DiMmE26ulosPLp27oZCWeQFQWDtOC+XqpgMUp8aH0zUB39pIoVnh7KLs5fnZ6KMxPP89iR0StMPkdGqqbA5eaq6j+v9aJ8P3K1e7/aPNFK/y8nH/Umu6v91vGxKAcuzb+pbWtl7+sPkJcVDlya54dnZgAwGyRMS4ZSC97dNLj19DY5CSUL2C16nhkIcm4qhqKA225kJJLmscMjTMfzfO72blQheGSNkzt7/dy3pom7+v0EbCYOjYR5+XKIU1NxphN5PrmrA4tBQhVwZiLO+ZkUv7Snk1/9wGrOTCd44UIQgN/Y14tRr8NtM5CRy5wYj7G2xcGmBWU8FS9wZipKOFPttPntZgolhXSxjNkgMTyfYTCYIpMvUSpzxZzU+4V33VYdtwIr9T5rwiMQ3N3fuCiwp6fi7Ol+o4dZE8BiWeX4WBSEyv4NTVgM1dGDSS/R3+Rild/Kd05M4rOZOTYeYXuHlxNjEV48X+a37u0lnC7w1y8Msb7FxbdOTmEUAr1eh1Gn4+hoFIdZwmzUIyuwpdXJ6kYrw+Es3zw+gd1soMVt5dhQBJsRMoUyOqDDbeZCIks6L7M64CRXUjEZVOwmPSo6mlwNGA06Tk8mGJ6vmjAQKiajnp09XiLpEgg4N5Xg2XNz/MLONu7q93NyIsa/vWM1Pzo7w5HhKHf0+Bmaz/DJXR3c1uPj1EScoVD6Cq+xvT0+jkYnKFcqDMwkaXFbFuu9NvdXy7+1/Q1T4HImwFr7vJ1mvfc6b6W+VjLZrfQ7tZHz3f2NAMuOzmqcnorTH3Dy3ZOTb8xJCZZ1wrcZ9Kz22RmOpJmI5VjTZCdfUpF0cPhyFKtJz7+5rZPXxmJcCmY4GyyAEPxan4Wxco5nB4Ls39DEWCQHKnxqZwfTiTwvXQ4TcFow6ASb2z34HAaOjMSYSRQYnElQUVQGgwlsFj2X5lJ8cncn3zo+QanByhOnprl3XYBETkbSwdpmD+tbXDy0uZXRcIbHDo9xMZhiLpElli9gz+vJFMo0uKqjr/cb2kjqJlnJHLKvP7AoaLW0mukpLys8dWaWrx4aJVWoYNILNrW52dnVwGtjMQ4NhcnLCga9QFYUnnx9jmyhxEQ0g89mxGUxoNfp8Nn1nJ1K8s1jk+zq8XBoOEyr24LfbabVbWZNs5N9fT7i6SLjkQydbhPRXJGfXAoSzRYZDmVwWSROTcTY1uWh0+dia6eHWB6KisLnbu/B6zCQKMiMhJJEsyqDsym8DgNuqwFJpyOWK2DUC759aoqPbW3n1+9aRSpX4sREhPFohgc2NfPI9lZcVhMvXQrxvVPTHL4coaTA739oDRfn07isBs7NJDg6GgXg4a2tWIwSBy7NL/a6nWYdn1jnZP/6pis8+7x24xWeezWTXq1TcDWvTE1BXR83U19LR7L1Ju560+DS/PUOMct59S29pp5GO79252q8diOJnLw4clrKxhYXs8kcl4JpqMCHN7QglxTWt7r5nft6cVv1fOu1Kbz26hxqvlxhMFLk7w8OEc/LGPTwz0cmKJVV7EaJpweC9PjtdHrtTMdzXA4mmU3l+M7JaawmHbf1+Li9r5Hfvq8Xn8PE2iYHJqPuiutp81jY2uHh2YEgrS4Tmztc/O2BYS7MJhkOZbCZJb6wv494toTDaGAklOZiMEW+ULnC3Pd+QVNSbzM1gao3d9QLmc0s8Ut7OhcX9z32yhivDIcpKZVFD7e7ehsx6nWYjfDZO3rYtcrH3tV+dq9q4I4+P7+7fx1dPgsCWO138Zv7evFYDIyF07Q32NjU6sVsNFBWVSqVCqFsmQoqbosZWVFxWgTJfJlsscLrk3ES+QKz8QJOA5yaKfHk2Vn6Gl10++wIUX1E2rwWDl+OEM2WcZskbHoD964J0OOzYdXr+f6pGZzWqhItKwp9ATvpfJkfnw8SyRaIZ4vkSiX29fsB+N6JKV4didJoNzEynyaWk3nq7Ax5WWFff4BNbW5OT8WvWHlfb86LZeQrvMJqLJdWr7A0BXVjLKdUrpV/qSPE1daw1Y+ClzOTLzUbLre8w2yQll31DPCjs/NEsyUMkmBDq5OXL4fJFMqcn03yg9dnGJhJkMmVmYlnyBar0VR6XHo+vKGF8XCG1yfiuK16dnR72NzhJVOQeeL0DHKlQn+Tk26/gwuzKVqcRo6NxDg5EaPdYyVZKPPori4S+RKPbG3n+FiUfKnMM+fmFqwkdj57eze39zXS7bOzo9PD90/PsLrRzm/f28/mdi9um4Hf2Lea21d5ua3bQ7qoEkrlr1r/70U0JXWTXE1YV/Igq/UmvbY3PAD7Ag7uW9vEvWsDqCocGgoDYJSqE7Buq5F71wa4fbWfJ07PsLOrgWAyz1/+eIitXZ7qJGuXl49sakYnBOemkkRyeV4cnKdYgoDDilEPPqsZvU6QypbIySrJvMymVidOm55wskiqWGKVR1AoQ7PTiMWoI5zKk5NLmHTgsBho85iJpwscGIrQ3mDhf706yXQsz2g0wyd3tRPLyLR6LAQTJf7hpTEcJj3ZQgmrwUCP386hyxH+6Imz/M2By+ztbeB3PthHolCi3Wsl4DTx6T3di44QF4MpuhpsFMsqP7yc4Xsnp/j7g8PkZYWt7R68duObJtnrR6319f5Ou5y/l1gajqee63V7vpqpbiXq1z8tTa+dH8vI/P3BYZ4bCC7OS8YyctXRZ4VyKyps6/Swf30T6aJMVlZIyTLz8QI2o8QDG1p4ZHsbXQ1OxmMZimWVbLnM3xwYIiuX2dvTyKY2L88OBNna4cFjNeG1G5lLZJErCnf0+tnc7mI0nCOcyeM06/nrnwwRy8iYDRJNTjOHh8K8fDlMq9fKmmYXD2yqzrm2eizc1VudFti9qoHRcIbvnJgknqsu+n9kazvHRqN8Zm8Pu1f58TslOhrsK9zpexdNSd0E1xLWpSaKpfmPjERIFSpcCBcx6nXEc9Xeocmgq7ralhROTUT5s2cH+b1/Oc13Tk5VBVGpkMjJPHFqmoDbhEHS8fVXxjg/k+TFi2EcJiOnJmKcm0qi6lTsJsF0PEO+VGFnt4feJifrW1yUShCM5ygpFfb1NrKp08sHev3MZFU2+AXn5tLEsiUiGZm7VvvZ0e1lNJJFRaXFZ8Vt0nN2Jsm9axtp81o4P5Pi0OUwo5EMJaXC2lYbilLBZzfzkc0tPLKtjS0dXlo95mqPtsXN5fkMI+EMm9s8NNhN3NXbSKvHQiwjL66B+sHr0wA81GfngY0t9AWqa8hOT8WJZWReuDDPPx4auaJ3fT2ee++nNSY3Ql5WGAgVV1RUN2P+u1bexQXwWfkKx4qlZsMa61ud3NXnp9VjWZyXDKcLK5bf7DVwV6+fsXAOvU7Q12Snx+/gQxub+Llt7QyHs/Q32ZmJZ8nKCplShXwZGm1mtnR4aWuwcFe/n76Ag1V+Ow9ubiGVK7Gtw8ux4SiPvTJGKlfmkW1tNDuqc74VRWVNs4N/ODDEnz49yEuX5lnX4iCWlikqFfIlhecGgtVneDDIU2dmOT+Twms3sn9dE996dZKRUIbTEwkuz2d44vVpvvTD84RTCvPJ999ISnOcuAmuJqzLTTYvNYHs7fFxKjnJOr+JzlYXf/78Re7pD3Dv2sBi/g2tHgrlMtOxAq9cDlMqV+hptHN8LEoiL5PMlTk7FSOZr3DgUohkTiaZl3lgYwCLQY/dLDE4l6TFbWcyliGSLtDutbK3z8+GVheXQhnGo+mFc8voBUSzoCgqkqlERpII2M2UKiprm528NhKjUlG5o9eMSSe4MJfg2ycn2bfaT0VUeH4wiMuk50fn5qhUwGs1kiuXSOXKTEQyBBN5fveDayiUFAolhdXh6gjSYpQw6AX5kkIsI/PVQ6P80p7OxZfQ6MWzi3ViM0tXLCS1WyQ+vafrTSOnlTzQ6ifotbmpN1Nz+V8uNlx93d0I1wqfVFsAX3Mvr7+W+jaqzTXe1du42N61z966yCX16IB4usxXXhrixHic39u/htcmYgzMJGl1msmVFOZTeY6PR8mUFEwSfGqji+GYTE93O7ctPGfnpqthe2JZmW+9OkmmWOJfT2fZ2VWNSLG2xcFXXh5lxyoPAYeZ/RuaaHJZ6PbbuWdtI+ORPAa9IGGQuRxMIVSYjFU9dwdnU6xudNDiNjF19adiAAAgAElEQVQRynJqMk4mL3NsJEq2VKLVZaIglyiXKpikNxbzvp/QRlI3yUpzHnCl6aLmzbfURn96rsCFsEyLu+q2/eDmFixGqWq7lhUe2NTMf3poE1/Y38+n9nRwfjbJ2mYnU9EcNqPE9i4P2UIFi0nHdCyHz25AEhBMy/zr6zPs7vLR1+TiA/2NNLmshFJ5ZqJ5Dl2KUK5UmEnkyOZLpPNl8hXoarBg0sF8ASoVFbfNwP4NzTQ6LWzr9CAEqGqFmXgRu1FHqlDGYtCRLilsbHZRrlRY3+LEadRToULAZWI+WcRp0fM3Pxkmki1gNkgcH4nxpR+ep81tWazD/oCTbx6bIF9SaHVbODudWBxR1dd3zUOy9lcznS7tfa+0NOBa8yMaywdKvtmR5/VYHGpOL8s5Viz9XjPzLmUlZ4IKUCypHB2N0uaxcmoyjs9uxKCH5y/Mc/DCPF0+O6PhDKFknlC6BIBeJ1jb7OTrr4zxjaNjZItlVBUmIhkuzKaQJMGODi/3b2zG6zDQ5LKwsc1Fm9vG3tU+HtjYwlNnZzhwMcQ/HR1HrlTnmmdiOcpKGblcocfv4PxMiga7kWJZ4eXLEe7f2IzbamR9m5uiUmEomKbVY2MolGNbl4df3N3OuhbXDbXBewFtJHWDrGTKqymmWqSD2gT+8bEocrnCnb3+KxaV1iIlA3htxkUlViwrHBoKo6rQ6DDy5WcHsZv0/Pqdq1jX4qJpwQX1yHCEUlnhyFCUdU0OLgcz3NHnp8llRRKCl4ZCDAZT7F/bxGwih9dmYnu3mwOXw7w8XKC7wUHYIOF3momlizx1bg5FBbeAnV1eTk4lkQScnU4txOaDVredeLbI5VABu1EikS1xaS5FpqhwZ4+PuVQJt92MCqxtcWLQ6TDoddVRUhoSORm7RWK1z8ozA0EuBtPYzXpQBa1uCxaDhH0huOyxsQiZQplWpRr1uj58Tv2L6rmBIEaDWHzBrTRC0kZPN8/N1t21LA615Rq7uxsWFdVK1BxllitvJJRe8bwysNrvJJmXGQmn8RctfHRzG6gQThVo8dgIJfN89sPrODOV4IVzo4SzJSKMYZYkHtnZQbfPzouD8/z4wjwPbGwmkS8yn8pzdDTKbasaODIc4cR4jB2dHl4ZDtPjt3NqIsGv3NFFo9PCRCzL5jYPcrlCWVEJZ4rctz7A0ZEIJybi3LW6kR6/g62d7sW8By+GmIrlaXSZyBfKJIolcrJCLCvTanx/uaFrI6kbYLkFifWCWP+99jLd3d2Airo4Qqopo6GYTLGscvBSiAOX5hkJZRYXst7Z6ydTKPP0QJDP372aVpeJnwyG+OcjVU/AiUh1D8p4tsSHN7bwkU2t3L+hiZlEnpxcxmjQMziXwmM2cmE2SSZXJFdWKMgKXV4bBknQ3WDBbjFiNEjIikKpXKHZCRUdTETz9PltHB6JoTcovDoWQy7BWCzL7asbCDgsGCUJHSomSU9fk5NOv5PVARsziQzT8SyX5zO8OhYjJ5dp9Zi5rcfHcCjDfWub+NW7VtMfcDIWziCXK2SKpUVTj1yucHk+TafXxlgkszg/UqvTWj3W2sNoEOzpfvOk+0ou6Bo3x/XU3Up1vnRRby19X3+A3d0Ni3OMK7GSJ2ft2JHh0IrnSsD6FjvbOtxsbfcwMJNgMprDoJdY3egilimilwRuq5EPbWjGIGCt34hJkmj12Hh2IMhcMs+6FifrWlysa3HwwmAIvV7w+kTVm29bp4fbVlUdml4djfHUmVk2tjp58WKYoVCa/oATi0FiNpnHatRz/4YmzAaJfWsCPLCxmQ+s8ZOVS/zo7Byb26rOQC1uE0qlwlQ8T8BtxiwJZpNZErmV6+m9iqakbpDlFiQuFcQDl+Y5PhZd3JrjQ+ubF+ON1fLXbP939zfiNhv4s2cGGQllqiaQkgJCZTqeJZIusa7FQ8Bt4ZXhKC8MBvniE+colRWi2RLJgsx/fmKA//HiEPvXNjETy2A1Cvb1+2n3WTk1maDZZcdt1PP0QJBEpsS+vgBpucymNieVSoVCBR7c2ILZIDDoIJGXq2upTKCUBb98WxdulxEJlR+enePD65tQgDv7GtnR7SabL/Hi4DyX5jJsaXUhl1Xu7PGxtcPNTCxPOFV1P0/ny+RLCj86O8dtqxvY1O5ha4eHsXCmeu8lBZtZosNrZTKW4+PbO67YnK5+3qIWnaBmAqy5pdd/Xss8pTlOvJmrefddjat5UdZHTF9qcq15adZc0Jc7f7kRdC2f127kEzu7MK9wXVYDpIsKd/Y1sqrRwcOb2+jwWnlhIEiuVOKzd6zi4W3tfOvVSQolhU6PAb/FwIY2N26bAZ/dyJefucCfPDXAdDxHOF3iD+5fQ6GoMJssEEoWOToaJeAy88i2dra0e/j4jnYe2daOQSdo91h5/OgYAI/u6qSkVPjLH1/mD753hoMXQ2zv9PLS5RCvjcf5yKZmgsk8/9f3z/LlZy5UnaXKFSRJR6GsUCi+P59X6Utf+tLP+hquSbFY/FLtu9m80uO4MrOz1a12Wlpa3tJ1GCQdbR7rigsSm13VeZY2j5WA08zpqTjNC+a5V4YjtHmsiyGAhsdnuBiR8ft8/N2BYYx6QTwv88L5IKenEvz89nYaHSZ29/iI52R06GhymtnQ6mZXl5efXAzhtxsYjeZwWg347SaMBolzUylUVWU4lCWbL5OWZdY1Ozg7ncSgU7m910eTy8bZqThjkSyTsRxCV42Ld3Q8g07AL+zsYCSapdVtI1ko0eWzYZAk1jU7mUzmqgKayjEayTERy9PoNOF3mNjd7cNpNdHhsTAeyzESzrLKbyORL/P6dAK9UOlssGHQCzobbMynCkxEcvjsZm7v9dHRYMOkl/jB67MU5QplVUXJJrkYkVnf3bpYtxajRFlRGYtmaPNYcVoMuC3VqNTNLgtOi2GxLVaivs1qbXK9XO15KhaLi9/NZvMf31DBbyM3IzN5WeHHZ8ZpsEh0tLVe+4Q6DJJu2TqvTzdIOtwWI06L4Yo8FqOE22LEIOne1Ca18+vPWdp2c4k83z4xvWw8C7tJ4LaaeOrsLMm8jKpWSBXKGAwSE5EMqip4ZSRCOi9XlUE6yfqAiT3rexiPZPlAfyNKGQamE0SzRXLFEl67GafZSIPDyFQsS7ZYZmeXl6fOzDKXyDEaydLls1EsqUTSMq9NxFjT5OD8bBKjXofHZqS/0UlZUZlLFRgLZ1jlt+G1Gnn82ASP7mrHYTESy5YwmSR2dnqJpIsMRwvs6fbQ37y8o8hb5e16T94o15IZbSR1g1zPfEeth1ifVoviDDATzzMUk+n1GmlxW/j9D69la4eX1yeTeO0mehsdTEQy/KcnB/jmsTF2djVgMuhocptZ5bdxfjZFo8PIwEyaNQEHRr0Oo0HHocshCqUyclnlM7d10d1ow2k2IUkSn9rTSb6scmgkRrIos63bQ7miUpRlvCYDg3Np9rbo6PbCs+fnKBTLlCsqPT4npyeTXJxLc2E2Q0WpoADrW9ysbXJQUStcCiZBgNdm4Olzs8xnisyniqz2W5lN5pmO5XCbquaUrx0eo91j5WIwxYZWFxeDScLZAn/94hD/6/gEAzNJ7ljdQCRbZFObG5NesKHRhMUoXeFMUXOkqJmKaj3x+uPXakdtjupKrubdd73nXy19pWggtXRYPpxS/fm1Nq73lu322XGZWBZJCLZ3efmde/uYSxbw2E0LwZMFLpsJFZVMoYSk07G900ubq7pb9HPng7wwOM/JiRidPgvJYolP7uzg9z+8nu2dXox6HTOxHBaDjo/vaGc6nqfH7+DTe7t5eGsbT5yewajXsbbFQZvLzLeOj3NqIk6P3062WGLXKi+jkRSyXOETOzqYieX42itjPLipmVRBodVl5TO3dVAqqZSVCqcmq/uT+ewr3Oh7GE1JvU2spLxqn5vbqvMpI6EM3zw2QYfLgEkvOHgpRIvbwsNb2/gPH+wjK1c9iTp9dj6+tZ3LwQyFBTOY327kh2dmCWcKjMfy3LM+gMtmJJzM0+GxIIRAL+noa7Lx/IV5YlkZr81AVi5zdDRGu8dGV4ONI8MRzkwmCKfzKArMpPKkCnkSRUGqADohaLCZWROwkymU2NjqAFSEULEZDSTzMoqiYjEZUMoV5jMKs7E8Xz08RqPDhCTp2NntYTxawG838andnfzfn9hMX5OLHR1eRkJZuhpsAChKhcloFo+16sOTLpT4yaUQXQ02CiVlYXvxqmL/6qHRN62Jqjms3OzEvsaVvJNbk9crl6XtWL+h5XLk5eraoufPB6+Y2z14KcRYJEOiuOxplBQ4PZng0nwagxALe7cVCafk6sL2UtVsnioqvDA4z/93LsVkSsZu1HNbt4/tnV5OTiS4f0MT52ZSXJxL8r2T08SzMhaDxMPb2jEbJORyhdlkju+cmOTCbIpmp4XtXR5euhxi/4YmpIVILFPxqhnbbTWiKCqX5xOYDRLbuhrY1dnA8dEY6UKJeFbm2GiUdo+J5y8EcdkkAg6dFrtP4/q5kfmMvFzdqiNTKHNyPE6Xz7qw4aF6xT45q/x2Ht3VCULlzHScn9/Rzr41AVrcFgIOM984PonPZmLPKh/7+gJ8dHMr07EcclnFZTWxqsGCWS8RyZYw6uH0ZJyzU1FS+RKJfJEmt4V8UWEmlmU4lGZDq4dP7e1mR5eXdF5lMKoQSlcVQixf5HI4y8e3t/Pg5jacRgM+pwVFVWlzmxmLVp0eWtxWdne66Wyw0uQyYzRITEZyrG1y0uYxcmg4yu5VDSRyMt84Nk4kW+DA5Xn+/sAQ/3holC6fA7OkY2ObB4fZwAMbW/jNu3u5e00j3z05RbKoUCyrnJ1O0OV7w9S6OP+Ula+IiK5xa1NTUPU7WC8dYa3YluLNBj25XCGVl1khdB/ZYoXzswm+d2KceEEmnCpy++oGvrC/j//yyEZaXVa2truYjWUplSuYdCqvB4v4HQaCqTyJnExfwIHPZsZl1fNPRyfY2eVe2MvNxndfm+TLP7rAWCTD0wOzGPSCVreZuYXwRR9a38yr4zG6Gx30Bpw02k1cnk9zZDhCq9eKQZI4ORHj3rUBPrGz6mJ+W4+PYCqPz2HmwlwaRYG7evzYTO+/URRoLug3TH3UiJVCH9Xnq/1/d38jeVnh2FiEPd0+BgfmGYrJfGKLb9EhIJaVGZhJMhLKsLWjnYGZJAZJx2wiz4uDIT53RzeDcyn2rQlwYjxGoaTQ5rUwGskyHcvwzMA896zxMxLKMJ8u8Mmd7Uh6iXOTCTq8diKpPNOJPHf3+2n22HCZjESyeV4djWI1QEqB1T5wuRuQhCCUyvH/vHCJrW0uJuMZWhqsBBxmXp9OkS2WiKYLNHutbGp2U1IrnDs7TYvLyt7eBr52eJTJaBa9XjAVy/K3B4d5dEcHjx0bJ5bOs63Lh1cnuKOvGsZoW6eHgZnkFb3pT+/p4ps/Di/WX30910+m/+LOzivaoeawovGzYaW1aDX5qF/AW8u30saH9YuIa1u4LJWxdGGloEhgNYHPaiJYKrG60YEk6TgzleD8dIpfuaMbgL4mJ3es9rOm2UV0fobucoXZRJF0ocjfHRzm07s7eG5gjp3dXrZ1uJmJFxHAfesDnJowsspvo8llYU2Tg++fmmE4OEqX38q3Xp2ks8HKg5taOT4a5elzQZ56fZYvPbyBuWSBRF7mk7s7OT+TqjpLUY3t6VnYc8rnMDARtpAvKwyFcpSVlVTxexttJHUD1IdqWSnUTi0I6sFLIZ4/H1zs8QOLm/BZjBImvaDXa1xcH7Kn28fFYIodXV7WtbgYCqWr7tlymVMTcbp9VfPYwYshCiWFYKrAH33v7OL8lMNipMVtZipeIFsq8+ndnbwwGGYymsVs1OO26Ony27m7308oVWIqluX16TjHR2Ik8gpCgNsEe1ptFEplMsUyDosRVanQ5DTxgf4Ad/f6iWZlXCaJfEGBiiCWLvL6dAyjTode6Dg7naBcVujyWrmr10er28ZENIfVoOfUZJzdnW6sFgOdXgt9TU4uzKZIF6sjzJrn3mJEbIPEWLzEidnC4guptgSgPrL8ifHYYvpyvXSNd4aVFk3XR7GvT1/q2VefZzmFVe+tWZ+nVl4tWOzFYGrFayyV4KNbWun0u2j3WLgcTHFyPEqj3cBXXxklWyzT2+jgwKUwc8k8wYyCWa/DZpZ4dHc3u7q8zMSL3L7aj81owGszIVcqtHmteKxGiqUKT5ye4S9+fJGzMwl+695efu2uVbw+mWR7p5tLcylOTyUw6nU0uU3cv7EZs0FiKprl0V1dmA0SpyZj/Ncfnecvfnxxcd+042Nh/uRHF2jxWPn5be0gwKx/f76u3593fZMsXRO19Fi9K+3u7gYMevGmXmJNWMPZ6lqp+sngre0evLZqQNmdXQ2sa3Eyl6juzLuuxcmzA0HMRh2JnMwrQ/Ocn00xGkqTKSi8cilCqaKyodWJRdIhKyprmp3odILLwRS6BRVwZiaFzSxRLKnMxvM0ecyYdVXbfcABL05kKRYrbOtwUyxVaPFYODOTxm7S8diRcRxGPZlyhfVtbj5/32q2dno4M5UgmMxiNxnZ3uklXShhN+s5N5dhR6eHBze38r99YBUWg0QkV0YvBGemU+QWFi+PhtJkiiXu6q2ONv/qxUuLThJtTj2lyhvrzIpl5Yq1UjVqLv61XnpNgWkx+t4ZVqrb2vqn2n5q9elLO3b1zkTLlX96Ks6aJucV7un1vymXKxj1Ou5Y7V/RJFSowFNnZnFbTJyfTdPdYMNs0NHosrKx1YWKyoFLIcKZAqcn47Q59DiNOnobq6OiwbkkI+E0u1Z5kSsVVvltjIWqm4/OJfM4LHpW+ezoheCRre2E0kUCLgsPbW4hXVAoKQpGSbC1w0MiV41o8fiRUdKFEvPJPN84Ok44XeT0RJTTkzGeOTfLXDKPKiBgM4OA5weCmPQSH9vSRk/j+y/ArGbuu0GuNrFbv+Zjb4+Pff2BxeOxjMzLl8MYDYLNbR6eGirR662apJ4bCCKXq1t12M16ZEXhyEgYs0HPr93Zg8dq5PhYlH39fr7y8giPHxsjnJb5dx/o5shIjKlYBotBwmnS4zAb+I19vXznxDQBp5Gf29ZOpjDMwctR7u5rwCAErS4LJyfiTETTjEXhrrV+ToxXI2PMJMFHkXi2QEou0Ww3I0k6BmYypIpFZEXB5zAzFsnwP18a5t61zfzB/Ws5M5Wg22fhk7u7eOzIGLPBLJKqEkoV+P6pKY6ORvjVO1bxykiEz+zuZGAmxempOL91Ty+lsspIOEU8V40cPZsokC8pC27LAlTY1OZeNPnUXmA1p4laZ6BGzdS39MV4rThyGsuzUjzEq0X3WI6lSqvmnbm0jWrmvlp6fUSWWpvXFnILBMWywkrdEK9Vh6QDpVImkZe5s6+F3Qtr614YnMdiEIxFc/htJrJNZba1VN31L8ymUBQFi17iwc0tHB4O8/3TM4yGPDywsZmxSI6JWJYdXV6gGovPbTVyfjbJ40fH+Mxt3ZgNEsVShe2dXswGiXaXZdFaUFAUvvrKKGsCTlpcZj62ZT1TsTyvDIcZj2aJZ8ps7/YwnywScFqYThT4yxeHWNfiZN/aputvvPcA2kjqbaC+h7fU9bxm9js0FAah0h9w4rUZ6fUaF8P9IFRkRWEknGZnt5c2t4XLc2kmoznMBomxSIZoWmY6keff39vHZ/Z009/kIJkv0eQysavLQ8Blw2Mz8/3TM/x4MIjdItHqtXFxPoPdbKAv4GAmIbNrlYdwtkhFre5m2uy08uENLTTaLSQK4LXCKp+dl4cjKGWFwfkkY7E0c8kcbpOBvoCTklyhwWpCUVQOXw5Xdyl1men0OyiWFOI5mZ/b1goIGp0WRsJpRsMZLocyPLK1nU6fnWyxzOGhME+cmkauVMgUy/zjoREKJYX//NENi9uZlCoqCHhtPMrBS9XIAvV1XOu5L52nqLH05Xe1yAYab+ZqC6NvNgpFjaWyUitzqbWifq6qZk48PhZlZ1cDd/b6OT+bXmHPX1CpsKXDQzKn4DIZseoNPLytjd2rGvDaDUTSMl6riV/a00kwWeBUsMi5+SLFUoWP7+xgfauHkXCGoWCatQE7965t5MClMGuaHWxu83B2OkGhpLC5w43FILG+xYWiqJwcj3NgMMT5mThfX9gzrstvZzqe56Nb2ljT5OTzd/cSy8oEXGYGg2nuXtNIz4Lz1I5uN5l8iaxcZnA+hdEgKFWuPv/2XkUbSb0NrNSrtBilKyb8Y1mZbx6boMtnZWa+SKmsMiMFuW+hZ/TyUPUlfOBSmC8+uB7TwoLDL/7gHP1NTuwGidfGokgCNrV52Nzu5k9+eJ5TyRyqqrKxw8uWdjdNLjPHR2LMxgsEnCYuh9KUlAp2g8RQsEKuVMFmMmCzGkDA40fHkSQdBgn0EvT47ZQrKhfnkpiNOn5nXz8HL88zFS2wf12A752ewW0xUyhV6PJaeXk4TLpQZjqR4+DFEBVVJZVXeGBTC36HmXvXBvjQ+mZm40UePzaB3STx6K5OehptnJqMMRRMUFZhPJTh64dH+Y19vTw3EKQ3YCeSU7i7y8r+JZPmS19sV3NoqeWpH+VqI6prU++gcjP1tdQJoj79auvZrrUWcV9/gFhW5mIwxdZ2Dwa9oNEOocybr8FkNDIcyoEQbGl3MBXP8ty5IIPBBKgCnU7Hrm4vpycTOC0GcjmVtKJyZirKcDjNar+DHr+d0+MxWj12fjIYIl0s8ZcvDHFPfyMGSce3Jia5f0MTT5+dY2A2QbffzvYuD0eHo2xo86CqcPtqPwcuzjMezvKN4xMMzCRY3+xkPlmgu8HOp/e0YzFIbGr3cGI8xqnxBNu63ISmk5wYj6GKCl4zrG9133A7vNvRRlJvE0t77P8/e28eJcd1nXn+IiMj932vfUOtKADERhAgCe4iKVGWKUsayi1ZUttq22173OPxuKdnpqc13dac9iJp2kvbx5JsqiXZlKmVkkhxXwASALEDBaAW1L5l5b4vERkZ80dWFhPFKgCkKJki+Z2Dg6yIF5EZ78V79737vvvd9fp+ZoNIi9vMb9zazc1b/OwI1uik4yvZtTIHewOUlJofe3Qlx397epzHR8L8xw8McXO3nw6fFVGAnKKCJmCSRMxGkd+/q58P7WrFY9LT5bNxcjrJcqpALF/CqNfR4jRj0utIFWXuHAyRKcnMJDJ0uO0k8qVVl4pEpgzhTE0hOpOvRee7TEbC2RLbW9yEM0W+fnSWnW01JebTcwmm4wUK5Qrpoky3z8bOdhc9PgvLmQJ6vY5kXubzj1/k66/McG4xgVCt8uDOVsZXsuj1Oj66p4Mb2nzsavVw73Az3b5azqiz80m+fWKe7UEj4Vzlijquo17HjbP9qxmgjWbu72Fz1A3Dm2VKNsax1bFeJmn9uWvdr466gUoWZObjBZRNFsguo57JaIayIjMezhFymCkoFeYSRXr8ViySiM9uIuQ0cXYhRamqsZSuBfd+dE8bcqXKj84ukSorLCYLeOwGPrannaBdQhJ13DEYoNNr5funFzk6E2MunudyOM2RyRiT0SxdPgseu4THamB/j482j4k9HR7+64drcYPb25yEM0VKSm2vdajZwXQsj88mgQbNTjO/c0cvElCu8K7U7ntvJfUWoJHyfC06bVFR+ebRWfbY4eYOM4PDvQA8dSFMuaIysZLjgztaKCsq5+YTtLnNBBxmYjmFVELh9oEgj7w6z8VwilihSElWazJCqkqr28xSqkCzx8yO1lpiwd3tHv7m0GWyeYVmj4nT8ymGW1y0u63s7XLzhSfHyBZVPHYD7U6QdKDpJba3OdHPi1Sp8sixuRoZwiKylMxxeKLKpaUcLV4jbW4Tl5ZTDARtpEoVzi+mcFsknhmtBeTe0OoinCpy79YQIYcFj81At9+2Jhd1dDoGgobdrGeo2cH3Ty9ilkQ+sb+TI5fjnByN8L4e6xV05OKqGnR9oGrcYN8sw2sdV9tTfDcar2s991tRJ419oNFwre8b9b/rbvONfluj4kRRVvn2yTkkEZKbjN3dARshp5nlTIl2twVJ0nE5XMsPdUObi4DdzO0DgZoCv1HCkFvCrhfo6vQCMJ/Ms6/bwzePzaGqGufOp1hK1BIoGiQBsyRyU09NRHpsOcNnDnQxnyywrcVFvlzha6/M8G9u6wHg/GIKDQFFrTIdK/DY2SWWkkV2drg5NZskW1LIlhQETaPdZ+P4VIzb+oPklQoum4lIspbu5t2Ga66kBEFoEwTheUEQLgmCcEEQhN9fPf45QRAWBUE4s/rv/Q3X/AdBEC4LgjAmCMK9DcfvWz12WRCE/73heJcgCMcEQZgQBOFbgiD8wgS5rKc8w8Z02jot/fhMnGanGaNeWIvuf+biCmWlys1b/PjsRr5+ZIbPP36JhWSJ0XCaLz01hs8mcWd/gBfGozx0YxudXisvjEYJOU0MNdsoyhXavRYknQ69IOCwGtjT7eHZ0Qi/fqCb/iYnFlHPpXAav93AcqbIP59cIFVScFokxlZSTCVA1OnQiSIjS1kO9HnZ1+PFbzPgtxkol1U0DcLpIttanQTtZuaTJfqCTs4vZliIF4jlyxybijPc6mJPl4dKVeMD25tIFWUWknl2dbiZiubWZHD6gw7sJomyUuX0bGot++5MPM/+LV4+2GfDbxWv2FN66kKYbxydodNrXVsdtbjNb3qV9FazABcWFnjggQd4u/eZnwf7cSNXeKOxauwrO9vcFGWVh1+ZYjFZfN1va/y9dSbnZ2/dwr7uzScmU9ECFxczLCSKHJ1KMBPJ0uG34bdLfPnQJJFckePTCQDKapXnpgv0+410+63806tz5EoyL0/EuGWLj5u6fexuc/Nbd/Tx2dt6uXmLn8dHlvnGkRn29/jY3ubGZTGwt9PLyGIaq1HP7g4Pz0P6r/4AACAASURBVFyqqb/s7fSi1wnMRHPkZIW+gIN93V4yRYVsucJ8osDWZie9QSdKRUVWocNr4dGTcywnSmTVq6cleafielZSFeB/1TTtlCAIduCkIAhPr577kqZpf95YWBCEIeAhYCvQDDwjCELf6um/Bu4BFoDjgiA8pmnaReBPVu/1iCAIfwv8OvA3P+3D/TzQSHneCI2dsDGgt5zWKFc0nrkU5uJymq3NLlIFmfl4DkkHf/i+PhxmAy6LgUdeneXPnhzDZBBZTBWYixU4sMXLvi43XpuJhUSRDq8Vn8WM02zkzFyCZy6G2d7sYCaRI3+xwm/e1s3JuSQ/Pr/EiakkOp1ARdUolRW6/BZUTSOZjHNypcoNLTWJl4vLEnJFY0+Xh2i2TCSjMBFN0R9ysq/bi03S86VnxvA5DKykSrR5rAgI/B/v30qzy8zfH55mZ7sbTdAYW84x0OfiOyfnODKZ4P96YIhDE1FOzyX55P5OTs0mGVvJ8JmbuwFwmSV+cGaBQaO2psxdH9TetzXEnk4Po+EMzS7z6+q6EdezQroaU+3NQK/X88d//Mfcdtttg2/nPvPTPvf1rj6vp10aGZv1/lRn9a3/veuvzxRVrEB+tZxTD+lVfsFKKsfECrR6TdiNBt43HCJdqqCoVRZHoxwaj+HabiRZkJmKZCnJKkcXCizPTGCWdHzypk4WUyV2dbhxWwwUVzNLP/LqHE6zxEq6SKxQJlWQkStV/vSJixzsC6JpYNCLvH9PM0WlpjizvdXFcIubglxhLp6jx+/Abzdx37amWuJGTePYZIKLyynOL6ZQtSon55IUihVuH/Tz+IUodtO7z/l1zSfWNG0ZWF79nBUE4RJwNYnkDwGPaJpWBqYFQbgM3Lh67rKmaVMAgiA8Anxo9X53Ar+6WuZrwOf4BTBSjTO6jY6vV6CozyBv6vLxj09PoagaXT06Prm/Fvn+7ZNzhJxmFhJ5HjuzSCyvcMsWH9OxAvdsDfG+oRAlRcUkiXzlpcu8OpNka7ODwSYn4UyJQkVBEnUY9To+c6CLvz00SSZXpixXeOT4HCvpIqmcjMNQSzTotRhYyWpcWkqzkC5RXP39XpsRr91IOq9gN+sJZ8q0eSykC2l6A05sJj3PXVwBnYDZqMMi6tnX7aPdY8FhMTCfKnBmPsnWVgd6UWA6mufGHi/bmh38yROj3NhdC1g2SSJn5morqrsGg+zqqOXS+Ytnx1lKF/j0/i6OnYuCBmnryhql32wQaTGY17LyNpIh1tf5ZkSK9XgrXX2hUIhQqEaGebv3mZ/GQF1P3W7msmtMFLp+ZXU1UgVwRbLEY9Nx/HaJRs5buQISoABGk4SurFBQKmhVjcfOLvFLO5pJZGsu+qVkgVSxzMmZJF67kbJNT7xQZajTwVMjYR49MU+7z8qFpRRNTjNWo57ZeB6nycDx2QQf3NbEnz81xhfzY/znB7dxU48Xt8XA988sYhRqjirzqrbf86MrGCURgyRhNbpqdHRB44nzy5yYTeCzGTHrdfz2Hb2UFJX06v7T0Yk4R6Zr/eTdyO4TNO3688cIgtAJvAQMA38AfBrIACeorbaSgiD8FXBU07RvrF7zVeCJ1Vvcp2nab6we/ySwj1rnOqpp2pbV423AE5qmDde/N51Or/3IiYmJN/GYbz3KFY2RSPl1qtHlisbp5TJDfsOa0rlRL7yubLmikSnXZE4mEwqg0eaUmE8ruM0iz03lqWoad/fYMIgCC+kKhUqt/HDAyFhUZj5TZjZbYV+zBb9F5NWlEomiQjhf5eZWM5cTJeaTGsMhkdG4Sr4MogatHpiIgdsKPjMspSFgh1QZJAH+9U4X51ZKTKdklrNV0MAowUIWzCL0ewUyZY2gRU+lWkXUiZgljfORCiG7jsVMlQ6ngM0goVWrKFWwGUX6PAaW8zIFBQ52WDi6UMJmEIjmVfxWkXSpSq/HwIDfQE6uCdemyyr7W2urJYdJd0U9A4xEyvR6DGt5pzaq55+laOp69Pb2rn12Op3CO7nPXKtuN+sj9XPAG26vxnxX5YrGicUSCvD101lKG5Tf6gGLJKBqAm6TSDhfwaAT6XSL5GXodUtMJBWMeoGTyyU8FoGdIQvbA0a+cjqBQ9IhV3W0O3UsZKvsCRnZ1WxGVjW+cyFDh1vilfkCB1otHGi3MBqT6XZLfO1cmn6PhM2oxyIKtDr1PDdd4L4tVnwWkUy5ymRCxm0W+f5ojgGvnu0hMwtphQG/keemC1yIljFJAh/stXF6Kc9jkwr/6VYX24LvLA2/9X1m/fnrZvcJgmADvgP8O03TMtRmbT3ADdRWWl+oF93gcu1NHH9bo55CYuMOpa3JHtUz8G5kzB6fyHN+pUyPR2Jnk4kWh54hv5FIXqXZoafVKfGdS1kuRmVcZh1TCZnDcwUen8jT4tTT5jCyO2RmOGDk5HKZRFFhIV1FL8BkSkbVNDIKGEQde5sNeCygCuA2iOiBSB48Bj3NDkgWIJOHsgIvTOZ4brrEUrqK0wwtTh07ggaCltoM1SmJSHqBu7fYGAqaKVVVxhIqQz4dToNIl1PAKumRK1WqmkZeqdLm1NPlkShVoKBoPD2Zx2USMEk6wvky5yNlglYdA34DDqOORFGlzaknVlApq9paPdbrbiRSk70eDhjXjFdjm9TL/jwN1Hq80/vMZoan8fxmfaS+J7veQI1EypsmXmxsd4CL0TKSKNDnkTBuMpJdToJV0rGQqXIxXmHIZ+Tubgt5GZwmHS/NF0gWK4zGSwjA/d12PEaRnFxFj4BZLzLkkyhWBG4IGBgOmjCKAmMxmURZpVTRkKsw4DdyarnEeEwmJ1fp90hEC1UmoiUihQoXo2XUak28tlzRmEsr9Hhqk7GPbbVzR5eNhUyFbo+BV+YLPD9dQFFVDraaObVc4vlZhaAJQrb33H0bQhAEiVpn+6amad8F0DRtpeH8l4Efrf65ALQ1XN4KLK1+3uh4DHAJgqDXNK2yrvzrsGfPnuv5yVfgxIkTb/raN4NdDS6OG1ZzHe1qcG0UZZVTp07RZhfp7OxCM4vs6g+uuUZiZ5bILKf5xP5OXhyLcG4xxUxYYbC7BXk+TU+ri8tllZ42e01HrNWJITxFpZjHalWQRJGlgkJvwMVOi0ZEUXAbDHQ16cjNRcnqrPQ2aSxmc0wXRHQ6EZdDJFsuAHA6VsFo0FHVNGbTGj6bjuaAmxZvmS6fidMLaYqqjpTkw+GDzNISTpuORFWgx2+lJ2hHUaucnUuzp8tDoVzhrsEg84kiv9Fr5tlLK5xfTNPa5ueB7c18QlE5Ohnn9oEA5xZSDHZ52bVaf3bDSRwmHft277yC8bVrExFTeC3d+K6fEd38au9TOl1jjimKAr+AfebN9pW6C6+xzt8oY7Ioq+xic2Fa4Ip2r3++uJQm++yRDe9pkSBaMSEaZQIWC80tPo7OpXA5zHQGnUwXIvgcBirpMr93oJPJqWkihQonU2b62oJsa/Fw24Cfhw9Pcc+2Jh4fCTMQdHDLTgsRbY6H9nWhPz7HwEA7l88usTVg4OmZJD6rm61NFhYTBeazZTptZj68zc+3TywQ7Oqnf2ttzy2Rlzk+naC/y8OR1DQ5s5X+Hg27p8h8Ms/RuEwsV2FL0MFypkj7lgG2tjjfUNtcL37e42Qd9T6zGa5ppARBEICvApc0Tftiw/Gm1f0qgAeBkdXPjwH/KAjCF6ltAvcCr1Kb/fUKgtAFLFLbKP5VTdM0QRCeBz4CPAJ8CvjBdT/h2xDrJXoaKbcDIQej4QxCRePmDgudvb61l/Vbx2f59IFubu71YZAEml1m7h1uYj5RoMNtpcVt4a6BEN87NU+P38HODhd//OOLPHF+CapgkPR8dl8HT1+K0CPB+EoOAY1UQWZ8Ocv2Nhd+uxW7Uc+ZuQQmgw6HUcJlkdCJOuYjBYoVMBoF3FYT2bLC7qAVm9nAA9ubeXF0hWJFJWAzM5fM8uzFCANNNjp8VtpdZp64uMzuTjej4Sw2g55PHejgwnKG751e4NWpBE1uI5qmMRUtsK/Tw0Q4w3G7iYN9/rVMrNlihcfPL/H+bc2cnk8iAJlSdS2otP4/sGFg7k8bgPpWQNM0fvd3fxfeRX1mIwmq690PXF++/rfZIK5NOBrv01gOoKyom6bqSMog5UpYDHq2t9lxmox4rRLlShVNgFa3CbtJz9RKjkMTMUzlCvGCis8p8dE97SwkS6QKMopa5Xun5pmI5Inny/zkYoWSXOHETIIWr4UnRpYJOU3cPRRCUTVcJgNL6SKfuaUbkyRSUlS+fWIeu0nkn47NIIkiPQEbsqoxH89zsM/Pp2/u4pXLMbIlhU6fjRa3hUimxHg0i14AtVrFZfmFIT6/Zbged9/NwCeBO9dRZ/9UEITzgiCcA+4A/hcATdMuAP8MXAR+AvyOpmnq6ozvd4EngUvAP6+WBfj3wB+sbhh7qRnFnxl+1oKjm0nzDIQcnFtIMRByMJGQyZSrfPPo7FrMz4duaMVsEBkNZ9jb6V0LAP7InjYyJQVh1WtSUqpYTSImSSRolwg6jPzbO3vYEjBzbinNPYMBzi1kUDSVbFnlYK8fuQrT8SzxfIFWl5GQ00ixXMUgiYxFMoTTBQwi9HhAEATUqkpV1egJ2BgNp/mHl6e4bSCIgEAkX0LSCcQKRVrdZiLpEl6HiZ1tbsLpEiOLKfLlCk9eWEESRG7q8rCzw4WmgV6n4/Z+P9lyhaV0iYC9xpi6tJzme6cXyJUVXpqoJbLb2ebmYlTmYrS8lpZjZ1steeTR6dgVhqhRTbte9l8KR48e5Vvf+ha8g/rM9WD9CmojA7VZ39sovrBuoBrbuZHhV1dbN0ripgOZVYCA1cStvT5OzqWI5Yu4LQamY3nOLSQpqxrHphPcNRRkqMmJSdJxW6cFk17HD88s8vx4mL98boI2j5Vmj4W8XEGtanxiXzudXguXVzKEU0X2dLiZT+R54twyL45F6A/ZeOjGduYSBV4cj3I5kmOw2cEf3jfEb9/Rxyf2dyIrGuPhDFsC9hphRKql7BlfydLqNnH7QIBIpoheJ9Dtt1FSqzUW4M8Jbxdh5uth9x1mYx/441e55vPA5zc4/vhG162yl25cf/xngTc6w3uj94aaYOy9w6ErOu2TI2EEoab8XNfuA+jyWfFYXxOmdVteG4ihxgy6HMnR47fT7bfy31+YIFNU+MD2Jo5MxgCBaEZmPJLno3s7+f+eGaekVOj0WBmPpLEaRZ4di9LslrBIEhVNYyxawG+3kldUirKMWlEpKCoBB0wlwWQEDYGbe7zYTRKFkkzBIPGDs0u0ukzs1Dk4uZCmySLx6MkFDnS7uX+4CYtez6n5ODoBPrC9iWcurmA16vnonnb++rkJyqpGm9uEz27GZzVTrsT5mxcnubM/iNdm4JmLYT7/4HZ2tLn46uFp/s8PDLGzyUi5oq0ZHY/NsCY1tX7WXh/MNhItfbMuqDeD/fv3k0qlcDqd29ed+oXrM5vV19WOb9a/NloVNWKj+MLNJK6KsrrG9ry4lN50Q64qgKgXsZuMdHgtHJ2MU1RUdrY6mYoXuanbQyavcNdgiLPzKSYSCpWqRl9biIJcYWo8xv4eL3q9gF6rKbrMxPP8ZGSZwWYXVAFB41uvzmM16egOOPijewc4dDlKf9BJwG7g+6fj/NF9A2vhEt85tYCgwVQsg6Bp3NTjJZGXObeQotVl5jsnF/m/HxvhP//SMEpVJVVQaHNbsBqkn1sw789ynHyjeNfJIr3VMTHAFWkEEnmZsZX064IQDZLArb3+tcRtF6Nlzq6UkVY3jesrgGPTcZIFmWyxwldemuSJ88tkizXa6WQ0x/1bm5AVjf/+whRn5xJsCdgJOCRemYxRVlT2ddeUzq1mPU0OC20eO2ajDqvBQKqskM6XKJYVYvkSbW47GgJBpxmLJKJVwaCDoN3K1iYnL0/FGVlMYzcbMEk6jk9F+e6pBV6aiGHS6RA0MEoChybjPHZmAUWr0uQy4TQamU0UmU8WSRXLjK5k8TuM3LzFy+4OHx6rxI52J8OtbnxWCU2A+7c18/kHt9PtrykE3N7vXxOZrac0aWzD9W3aaNg3cjttlOrhPVwdm9XX1epxs/610aroat97NRp6/fvr58uKuqmRspsEmt0mRhYzhBwmOrwW7hgMklNUVFXjhjYXB/sCnJ1PMR7OEM8rXI7LGPUiIKDXCWgCvDgaY2Ilw+52D/cPN2E3SihKlflkjj2dHg72BTDp9UxHsgSdZj576xa2tTp5fizKvs4aLb0oqyylihxazYP1mVt62NXp5cjlOF95aZLJSJanLobpC5hJF0ocvhyjN+hkoMnG3x2aYj6R/bnJIv0sxsk3i3edkYI3HhtytUGtriQBrCkffPbWLWsz//oeyU1dvrUEh2aDyM4mEzuCRvauyq/U75EtKXzn5AJbWxy0ua1r0v6KWuXQ5ShffXmaWKFEsVyhN+gkYDfTH3LQ7TXz1cNTXFhM0+G1k8krOC1GcuUKIYuVZpcZg06gt8lNf8jBh3a0MJ/MMxEpUFarhNNFOhwSFiOYDCKn5pOkcxUSWYVbenwkigp+m5mhJjcP7e3knuEmdnd6UCoaAyEnU7EcPz67yHOXIoiiQF/AiqDB2EqGS4tpJJ1AIidzx2CA3oCdv35hgtGlFBpwaTHJN47McGExww/PLvLlly6ztdlZG4Aq2tqqs7HO1+u/mQ3iWl1tFABaP/Z26Xi/CGh0rW10fLN63MjF15hJeT02U5W42u8aCDnW9qwGmpz0eKQNy0YLGrf2+NnZ4eTIVJy8UsVplpiLF5AVlS/8ZIyR5ZqB+ujedh7a5sRmFOnyWQini9zWH8BiEGlxGegNOHFbDXT5rPzyrlbCmQJlReV7pxbpD9nY1+2j1W3lkVfnKCoqYysZOjxW9vV4eOZSmL954TLnF1M8tLeV6XgOkyRy12AQu1lPu8fKTCyPz24klq/lnTo6GePMQppSucrWJhtCg0Pr5zHRerv0k3elkXojuJ5Os35wbOyI9Vn++nsCnA2XefjlaZZWExuaDSIf3NHCr+xu5cJihrlkTdZZrlSR9AIuo8Sv39zF9hYXiqayu9PN1hYHz41FODGTZl+Xl5l4Do9Vwm3Ts5TO1bLqDvrob7LjNhkolVWypQoPvzJDKitTBcyiiEnSoQkaK1kYWUwhyxXMElSqKpIo4reaaHabieaKBB1Gjk7GOD4dJ1Uo4zaLVFTIlmXa3BZu7PawmCoRchkxiTq2hBw8uKuN7W1uzJLIhcUM+zq9bG/1sL3VzQ3tXn7jYA93DwW5eYufXKnC904vcGExzbcvZTmxWOSFscgVGVobySj1mXdj/q5GNO5zvIc3js2SG14PGvenNjNQ6zP2Xs0AFuVa9uVvHZ/lwmKah1+ZYjldJC9vTJ0wAIcmo1gkPe1eC3KlSpPDRKakYDOLTMVzRDNl8kqFR4/Ps5ip4LPoePriCqpaZXenm2i2RIffhsdmYHenm4O9ASYjeXa0eXhoXycVVeFrr8zgs0l4bAY6PNZa+o5WNwgaXz8yA8B9wyH2dnp57lKEs/NJvnd6HrNB5NZePwf7/cRzMiAQdBj5L7+8g92dblKFMoNNDkbDOapVdcM6e6fjPSN1DWw2m2w8X89nVH9p6jP8+r9nLoX5y2fHSeRkEjmZJ0fCAAz4DfQF7Ywsprmp67VN45MztejyT+7vYme7m2i+yM52N0GHmacvrnBDm5tf2t7KpXCWpy4sky8r/MquFp69FIGqxl88N06+rCIJOkJOE3OJAucX0jgtBrr95propt2M2SjQ5zOSKFbo9NhxmPS4zWAxCPhtFvqaXMQLJV4Yj/GrN7Uz3OLCYzHyP47OMhXJcG4pi1EUODIdR1arWPV6ElmZk9MJCmWVwSYnzW4rE+E0f/PCZcpKlWRB5tJyGgQBq0kEQcCgr2Ubruv5uawS9w83cXEpg6ZBv9/Ivi4vp+eTVxiqjQa0jfTeGtvx7TI7/EXB1ertWoPkeq29673/ZmSL+v3MhlqW2nCmxIduaOXYdIKV3Ma/xWmDcKpEuqjQ7DTzvsEghyZiFCsqnz3Yw7852LOm7KAXocst4THp+cieNnZ2eohky9zZH2QhUSRbUvj2yTmSBZmJSJahZgeT0Rwf3dvJg7ta+ObRObLlCnlZ4XM/GOGpkTCpgsxKuoTDpOfvXpwE4NO3dHPHQIBzC2mmojmeuRTGJInc2hsgaDfxyf3dzCYKvDgeJ5op8uORZR7c2YrValzbk3o3vcvvGalroN5BNksv0Fiuzkh6YSzCkxeWeWEscuWAqagcmogyspRajThX2NXhXsssW5RVnr20wrmFBJFskWcuhfnRuSUe2N7ChcUMqZLMg7tauHsohNNs4MJ8kqNTCdxmI8dmEyQKJYIuCyGbkZVMicvRAk+OLKOoKvdvbeJyPMdN3X7m4kU+vq8Nj81EIq8QshtZTBc5tlhCE+D9wy347Ab8DiO9QRdWScejJxb4wZkFxldSHOz1YjUbCTr13L+tmQ/vbGO4yYnVbEAv6mhy1bKbTkdzHJ9OEHCa6fBaGGy2r8nPhFNFevw2Li6lWEjm+avnJwg5TLS4zXzm5h5WsiU0De7bYiWcq6ytSOupxOu4mmtvo1n6e3jjuNq+0LXccj+tJNV6Q1efMM7E8+xsc9MTsLGvy4OlgdrVuF7zW8xUq/DqTJzhZidffXkal1XPh3e08cpkjEdPztPsNvPhna389h19LKQrKFWNC4sZ7h4Msb3VxeMjYebjBfZ1e/nsrVsA6AvaOTwR5Tsn5/mzJ8b4h5enMRl07OvyIIk6VK2WyDScLrKjzcWxqQQOU+05XxyPksgrfHxvG6dnU/zwzBIvjEawmfRIeoGSUsuG4DHriWVKJHMyPzq3RDRVZiVdvMIj8G5YTYmf+9zn/qV/wzVRLpc/V/9sMpne8PVLS7U4x+bm5jd0Xb2DtHkstHksFGWV4zMJmpzmtbie9WUkUUenz8qWgJ1OnxVJ1NEfcrCrw4PDLNHsMjPc4qKYijKfVhBMNm7q8iGJOoqyylQ0j4DAq9MJ5hIFfnVfB30hB0vpAoMhB3/x7GXmYjkMBpF7h5s4PZfk/HwCnSAyGLIRdJq4e6iJ6WiBolpGllW8VhPzqSIVpYrXYcJp0fP4+TBzsTxFucY2/OCOZo5cTqIXIOQ2c3gijkUSieRKKNUqM7E8RglSeZW5ZIEuv40bOzxMRPJoGpSUCp860EWTy8Jdg0GKcpVb+vxMRjPkyiq/fEMrT4yEWUjkiWRL9AUdjK9keXkyhkUS+dSBLmJ5GU2DDp8VnSCQLSvoyxmcJpHBnjbMBpEmp/kKI1Rvhzoa22V9+bcKV3ufyuXXFBFMJtP/85Z+8RvAm+0z19tXJFG3Yd2ub5P17XM1bNaejd8jibpVfUqRoNNEIidTqWo8fGR2LVbKboDS6thdUSu0ea0sJAv0Bpy8f3uIuXiB2WSBM3Mp9DqNgMPMkxcj9AWsxBMJAjY9cwUd3X4buXKFilolXZRxmg2kCmX+6oUJbu/zc2o2iU6noydoxSDWrKRJEjHodfT47dzY7UWtQtBpYk+nB4tRolqt8uiJeaLZMtlSBb0oUFIq/MruNvZ0esgWFX50dpHxcBZJL/J7d/XhthqIZErMJEvcMxTg1t7AFS7sxvHop8GbHSd/Wlyrz7y3kroK1s8EN2InrS+zft+jcRb4/NgKL41HObtQc2vtCJm4vb/2wv3w7CIvTUSQVRVJ0vH79/Rx79YQkWx5jW7b4bPxxw9u44M3tPDkuWWevRSmWK6wvd2LzbRKNXdaeG4syqdv6aTZbkcnCkQyJU5Nx0gWZL5/eoHzixmysszebg+iDipalScuhMlVQaeDhUSJoWYH5YpKk8MCaNw54Mdrs3Cg18dv3rqFVFYmnJWxmSV6AjYkUcdULE8kV+L7pxZ4fnyFI5MxKlWB8eUsI4sZtvjtfGRvO7G8TJfPwrmFND1+K1ubXXT5bIQcJr709BgXFtP84MwCQbuJxydyPD6Rf13a941m8uvdQomc/N7q6WeI9TFq11pdXYuAdDXGYOPx+p7UZCTHw69MsZIuYmkIpkk1vCqSKKKqEEvLnFlKMpsoclufn1xRwWMxkpOr3D/cxJ39fv7+8AwGUeDEUpkbOz385bNj/IfvnqPbZ8Vnr8k3feGpcZI5malYnla3FZNex+Vwjg9sb8ZnN3LzFj8f3NHC7QMBfnxumbJSZbjFyQ/PLnJxKclXX55mV4eLu4eC3L+tiYVEnmhG5shkjNOzCb7w9Dj3DIW4fTDIwd4ALW4LZxZSWI16HHpo81g3pOq/k/HeSuoaqM9Q6jM6h/n1LKL1ZYC11ZXPZuTYdJxOn5Uun40tARshh5lYZIXRmExfezMVVePZ0TD7u33MJYp868QsQZuZD+5owWrU8/LlKGpV44tPjVGQKxSVKoupmtaYKAoYJJGVdIl4ukyhUqHJbuRjezspVFQskp7eoI2iAvu63cwmCkRyRRRZJZaTyZWrtHstpEsyzSYVqyRgtZrJlyssJXNIeh06QcBuNpLOl3HbjLw8EWV0JYemqcRzMluCdj60s5XJlTyPnVuk02Ph0ESMaLbMzT1+PrKnlURRwWIQ6fLbODwRxWkx4rcZCNhNWI165hIFItkSdw4E2dHupt1jZSqWp8NYYEfQSFd7CxVVW5s5Nq6SirL6unMus4HT88m3bJbZiPdWUq+hcTZ/tZXr+ln/Riuu67m2omo4zBL9QQctbjMBu4kfnF7g6NzG0joBu4GegJ02r5n7tzbxzaOzxHJlBJ2OolzBoBPIyyp6UeD8cpp0XsYsacymq8wnS9w5EOCOgRBbAnaeH1uh02dhuMnNbf0BFK3KfcPNgIDJoOembt/ahK2iaog6jUvhLMMtTp4fi3Docoxbev3YjRIzsTxjK1m6aYDIJgAAIABJREFU/DY6fTYkUeTIVJxmp5FdHR6+c3KBWKHMXCyP1yohCnBmKcfdg366/LYr6u2twnsrqV8wbDaju1bZ9VRns6Em09+4eVwnCPR6DGuxPR/Z3U44U6LZaSRXUpArVaZjOb5xZIbvnFjg0RPzDIQcnJhNMhnNMLKUxG2VMEoialXDIOroDljZ0+Hhh+fDPHcpzEI8R5vHwshSlpDTSNBhYUvAgaZVkStVZKXCcLMdj9WIXqfj3h4793TbmIhkUasaer1EuaKSLCikizKFikqby4zJqGe42UGr24ZNEjk6GefwRAxFraJpGltbnGxvddLhNaNUVUaXc7w4vkK5UqunT+3vxCAKzMTynJhNIFeqlCu1TMQ/GQmzmCzisRqI58rMp2t03PoKdb36QCNrr3FW+V6q+J8P1s/mr4cgsdmq6WrX1hmy9evqOo5jKxlMRnFDtQEAu0Hi9+7q42N72nllKkF/0EZvwIHXLHFDu4tOv428XOHCYpaBoB2zBFOpCkGnmW6vhfu3NXNsOo7bYuCB7S1kCxUmollOziTZ0VrLMeWx1QhQj56YYzKSI5GT+S8/GuGLT41jWSU67Gxzs7vdzQe2NTOfKNDptSFoGghgMejZv8VLqiTz9MUVnh9bYTBkJ1tSaqk8RpY5u5i9poLwO3V/6j0jtQHeiNtifdn1VOdEXkZD46Xx6FqZeocz6gXiWZmXxqOMLKYJOUycmE2wp8PNni43Xz08zT1DQXqDVra1uPjYje3cPRjEazPT6bWxu8ODSRRIZMu4LEYkUeSH55ewGgV+fH6J0XCWuUSBeK6EKOqYjGQRdWDUS3T67VgtRhKlMiWlglGn49GxHM9MZ9E0jR2tDjSq5MsqB3u9JHNluv12lKqKLFdYSue5FE4TcptxWiVGllJIoo52t5W/OzTJcrKI22rk9HwKRVPZ2+FhsMnB5x4b4U9+MkaqIDPU7OQ/PjDMx/d18P5tzfzB+4b49M1djIYzXFxKs5gq0LOahqO+Yb6eOAGvZzq9R5T4+WIzNt7Vyq8nuFwN9Tgr4HUGcUerm6VkcdMBfHwlx98+P8afPTnOTCTHL93QgtNswG0zcHExi14UsBlqCUnfNxRiNFbBIGg4TAa2ttSMULmi8vj5JSZWcnT77UgCyKrKK5djHJqI1owJMB7O8uUXJzk7n2AlXeLWfj+LqRwPvzyNolbx2mopNiRRx7ZWB70hBwvxApPRDKmCzK5WDzvbXUiiSLaksL3VSVGuErRb6AlYAShXNqbav5Np6e9qI7VZg27m691ItWA9Rb3x2rrvfFuLC0F4LfD3pYkIp5fLLGUrLKbzbGt1oqExlyjw8Rs7uXuoiS6fjdv7/ezs8PDxfZ18eHcrAPt7fMSzZUIuE987vcTtA0HaPGYyZZkbuz3IiorTZGBkPkG8KHOg28f2VicPbGtC0TREQYdNEsmWKuxtd+EyGZmIZhF1AhIac2nwWI3cNhDij+4dQhM0xlfyjEYKRLNlnjgfJl4o02Q3kcopOI0ii7E8l5bTrGQK2E0iQYeZ5XSBS0sZPrq7FaoCZ+bTnF1IsavNzUDICprAVDS7Rql9aTwKQIvbTKfXyj+8PM0D21twGGt5ohoN/Hr2Xv1zPZaqvh/1Hn7+qNf/+r61/vhmDMzN0NgfE7nXFEha3GbuHHh9fJx5dWklCnByPsXtfX729Xh4aTzGybkYL0/E8TsMfGx3Oze0e5HVKo+dXWbAp8dmEDFIAnaznqKisq3Fxchimr1dHg72+9nV6WVnuxuDXseWgI3JSI6SohJwGMnJCn9/eBq5orG3w41ZktDrauSJT+7vYmIlh9mg42uvzGDQ6/jlXa18ZE87Xz08DYLGvi4/NoOeoMtEIlumxW2mzWuhVFaxi+C3b+y6/Wn3p97Oxu1duyd1LWbM+mPrWXyNL0O2WLmC9dfIMLthNYB1OVOkN2hfY/7FImGOLJT4tduG6AnYCNhN9AbtBBwmAqsvYpPLTFFR+cJTYzhNIn/74hSKonGw34/fbmRPh4tTc0lMBpGxlSxbmxwcnojTF3IgCDqMOh3H5xLkiiqvziZYThdwWYzIahWbUc90vIB5lVjRF3Kw0wujUYVytcKhy3FCThOtLjOjK1n2dbnZ3+MnaDcyEcngtJjw2gzo9XrGllOE7BYux/KIulpm4JVskdv6glxazpAu1qjzahVmYjl6AnYmIhnkiopB1OOxGvjn47NoCNhNEgFHjQ3V7DLz+KkZxuIyJ5ZKxHMy0VwZi0GPwyxdsY9RUTWm4zl6g3Z8NuPPbD9qs/epjnfbnlQj6uzXnW3uK/ZuNzsO12YJJnIyx2cStHksVFSNpy6Eefz8ErGsTLffRkXVeGE0yitT8Suur+evFTRocpj5yJ5WpmIF7hoMUFY1jkxG6fPbWEiXKMgVVjIlWt0m4sksVU3g1+8Yotll5uGXpwmni7w8HqPDZ+Hx88toaJyZT6IXRRYTRRL5MqmSQkmuMNTs4v7hJpbTeZbTZUQdPHZ2mY/ubsNmkjg/n+bUfJJP3NTBloCdLx+a4p6hEDd2edjZ7qY3aOfCcoaJcJZsuUKpolFQKqRLCvt7vHxkT8em7/SbfdfrY5tQTKPXCe/tSb1d8EZnHo3l17uWjk3HX8f6S+RkvnJoiqJSO18P1q2XCecq3NllodllZjFZXHNnFGWVl8aj/L8/Ps/DL09TUlT2dLg5PpPio7tbmE/mePTEPAFbzZU2GHKQzCnkijI/GlnG5zJw10AQs1FPwGnGrBdx2yRiuRIHt/jp8FhwW4wsZfNkCmUWMkUO9PpBEDi+LDPo06GqGmaDjsPjMRZSJeaTZc4tpHlxdAW7RWJft4/egIWZRJ6gQ+LuoRA6nY5mp4WxlTRqVWNrq4cDW7xEszJ5pcKzlyIMNTvoDznZ0+khla8g6XRsa3UyG8sxsZLDaRb5ykuTPDkSxmOtSUgN+Q04jToeurGDuwaDbG918a3js1cE9dZRD6p+bz/qXwabKUs0Hr+evd5GdmZjahazQeR9W0M8dGMHNvNrLr8Hd7cSsm+8K7Wt1cG920I8eTGC0yTx2Llltvit7Gx3c2ohw0DQztMXw4QzRYqyyv52CyZJt6Y23uGxcvdQiHu3hfj2iQXiuRILiSIP7mzDZtAzvpLi/m1NhFMlHtzVjt0kMRXLM9Ts5pP7uwi5LGzx2wH40ycuMRpOYTdKPDmyzIWlNJ+5uQuA8ZUsR6djLKeLXFxMUalWSeQV3BY9+aKKLFc5Mp1gKVX8KVpoY9Tb518yQejV8K41UvDG9yw2K1+XNFpfti9kW5PfX39uOGDEYdTx5IVlvvzSZTq9r1FLe4M2UsUquztcnJxNcO9wE//qpg7SRZUHdrSwki7xwzOLtLst/PXzlzEbdLjNRn7r1h7u6PXzjVdnkWWNeLZIVlawGvXcPxzCLEn88Nwi0XQRo06kKFcR0Dg1m+TcfIJ4oUJKEfjUzT2YRJGVXJH93T5cBtCoYtDruLiUwW8zcmk5ix6NkzMpzi1mkCsVHrqxlV3tHqKZEqPLGb57eoHfu6uX4RY3JUXh1akEI0spFpJFfu1AB4NNbl4cj/DwkRnuGAgQzSpU1Cp7uzxrdeUw6RjyGxlbyXBsOo5ZEvn0ge61Aa/+r659+Gbb9j28Nbga+WEzVyC85kqvl60btfpkozEwfiaeX5v01VEobLwrFS2UUdQql8NZFLXKq9MxvvjUODvb3ATsJqZjeTJFmYVkLVg3Vazis+j4+pEZvvTUKGcWkpxfTPHgrjb+wweGGG5xIekEXBYDPQErC+kyo8s5kkWZyWiObLHC2HKG6WiOlXSRVEHmt27vJpKV+dSBTvZ0+tjV5gEEkjmFR0/M86Wnx2j3WOjwWHnk2CzxnMzH9rTT5jaSK1b4nTu3sKPNSTRd+pkJzL6d+8u72ki9FWiURWrcBzEbRO7d2oTHZqA/6ODYdPyKzlmu1FLM7+30oqoaJ2eSLCaLfOfkPBeW0tzQ5uR/HJnhR2eWePlylJKicnY+iUkS+d27eilWKvzjsTmWUnlieZlb+ny8MB7h8OUEqqpyQ7sDvV6PXdKjahqXIwXGIll8FiM72l3YjAa2trrZ1+UnlavQZDdTqUI4rfLd04uspPO4zQZOL6TwOYwolSrRbInbewOcXcgQy8sc7A9gN0l89tYeChWVF8ai+GwSVpPEHX0+UoUKJkkknCpSqdZEckuVCg6TyD8dn+P8UhK7UeLf3zfIb96+hZt7fWxfx+Kq19Md/cE1aSR4bQ/q+bGVNXLKZmgktVwNb2e//M8K1/vM68u90bqqkx/WexzqxqmeG6rRUDUyYhv1MRtXZUVZZTaWI7PJz1lOlBlfqcUFDjbb2RKwI+kEvn50lvu2BukLOfjf7h3kl3e0cXgiRkapYpdEdrW7MEsiglYlYDMyGs5gkkSiuTKtHgsvT8R49PgsTXYDA002CmWVVpeZkNvIQ/s6aHVb+dorM9y6xc+TF1Y4OhXju6cW0DS4bcDPrk4PkqSjrCicmU/wD4en+PqRGbp8dv7wvgGcFgNDTR7iRYXRlSzHphPkKxDNlt5Qvb8T8J6RegtgNogsJos8/MrU6wzVYrLI149MrzGAoOYKfOJynmhexWM11AZmQeP5sQjPj0ZIFmTuGAjS47Pxqze1c/dgiJMzSXIlmf/6+CV+MrKMXidysM/PLb1++vwOYrky87EiVknP7QMBFLVKyGnAbJCwSHo+tKOZxWSBeKHMidkk4XSB6XiOiUgOR43HQKUCORUMerDbTHisJmIZGbPeQKfXyacPdPPcaIRKpcr7h5soVUCgpr3nMhsZCNp5bjSGQRTIyVV8Vokmp5kHdjSj1+nIKwqXlrI8eWGFD+9sxWszsKujJm1TlFV+dHaJbEnhxEyCTm+NzXR6ucTp5TKJvIzHZmAg5FgzVPu6vNzU5WM0nHndzBrWpVC5yiy+Xvadyo7aDNf7zJsxWDcKpN4MG7kCG4kv9UnIZoSKjfQx65OUoNNMwLKxq8rv0HFkMoHXauSFsSiJrMyNPR4Gm+z86PwiYytpvnlslnRJRlWrpIoq0aLCf3t2gh6/Db1Ox9demabTa6XFbebBna2EnGa2tjiQRJHBZheRrMxv3tbD0ek4HR4rc4kCNpOefV0+gk4zc4kC924NspItkyrJnF9Ic/OWGkHiNw72srfdw4d3tSLpBBA0Do/H+INvneb8YpzTswlMoo50SUYEHKaN1d7fyXjPSL0FKMoqo+EM/9Pejtd1wuMzcQQEdnd41o55bAbu7LIwmVAoyioP7Gjm7sEQ7x9u4t/esYVwqsSFpTQeu5G/OzTF6HIam1nkwV1tOC16nhgJk5dVzEY9W5tdJPI1nTsNjVxFIZZTCLosbG1xc2CLD71OYGwlx6/d1IlR0rGczlPVNO4bDJCXFSqqgNWgp90j4DRAh9fOp/d1kSiUGW6x0+Kz0B80c3o+icmgI1WupdOeWMliNen486dGWUjk+d6peTxmiaJcYT5eAGB0Oc3DL08zHc+jVKr0Bm10+aycnE3x4M42ZuJ5FpNFHj0xx9eOTHFsOk48V+aRV+dI5GV2Npno8UhrCgOj4cwV6eNhY7HNulGqn7/WPtW7JXq/EW9EW2899XsjjcRrMSrXK0esj51qDC9oZM3W27Gui/n82AoAt/cHuKM/iEkSKSsbr6SVikDQbqTZaeZAjxcEuLSUIWg3IiAi6XT8q30dXF7JYTPreXm+CAj8/l29/Pj8Mh+8oYX/+e5+egI2EjmZH59bJltSuLCUZlubi9v6AwgCdPls3Lu1iXCmRMBurCU3tUuUFJVsQcGoF/FaJcKpPPIqjXw6nsVlMdAbdLKQLNHqtWIz6VHUKqlCmbOLGe7bGmIikqFcVml1S3T4bBs+5zsZ71p231uJOkNp/YaxJOro8Frp8tsYW8kwHs4xFc0RsJvIJiJMJRRyGGlxmTk0EWUuUSBdrGAQRe4YDFKUVQ72+jg0EafbZ+HoVJIPbGvinqEgqqYxFaklabtvuImDfUEWEnlsJgk0GAtnmVzJIuigP+gk6DByaj7JDe1uMgWV/iY7z4/HQVMplDTSsoxDL1BFI1muMhvPI6sqqgaj4TTnFzNUKhqdPjMT4SwFRcOkF3lgezNPX1hGo4rHauLfva+PG7u8nJlLUVBUXhyPMbqcQq/TkSgoOC0SH7+xAw2NHn+NiXd2IUlRqaJWq5QqKh/b205Vg0ShjEnJ4jDpuGm4l8vR3NqMVhJ1a6oSPpvxCnblejZZoyLItdrxevBOYvetf+bNnm0zjcT65+tR+NiIUbtRezXet37viqpxej7Jng4PvcFauvX6+ZGFFP94YnHD7zSKGv3NLjq8Fg5NxNELUNE0ZmMFhpptHL4c53Iki8tm5JM3dZGKR8iUNf717UPs6fQwGc3x5EiYXe0eltNFtre6aPNYyJaVNWp63Wid+f/Ze+8oO677zvNTr+rVyzl2zt3IABGIxACQFCnSCpQtWw5UcpAtWbvyGa9nPLvHZ3zWOjPanR0fr8czWo/DSJZkS5ZlBUuUKJJCIAAigwiNbnTO/frlHOpVvdo/Xr9Wo9EIpCmLJvE9BwfdVbfqdd37fnXv/f2+v+9vNs2mJif/9eVRihWVD+xsW06xEFBrOumCwi/t7WRfjw+vXabLbyeSKfHKaAzRALFshUMDQQ70+tnd4WU+U6bVY+WF60tsbnEyFS/y2MbQSoXfNxtvVcWJu5aPf6djtV/8TrhTm0agF+D4aJQzkwlMqo5RrNeKKlU1jJLA9lYP6aLCtxbmKVc1KtUacbVGulDhi69Os73FzV+dnGQgZOfCdAqrLDGdzDO0mOWpLWECLjNkKmQqKmGnmYVMmXRB4exUnNMTSUxCjT/8wHZOjcaJ5RR+ZmuQdLHKP12NYtVrZKsgGKDdY0XXBUaXchQqGq1eGzU9h9NiZDJWYiDsQRQhYJOYS5fY0e7FIotsa/PwwvIuT1FhIpJhd5cPi+xC0GF3t4dkTsFsFNnT6eMLJyfpCzo42OcnX4rzvz21EbNRpMVjoTtgJ1lQmLoxXy8fb6u7+r52brq+Y11m/zVW22uVKN5pu6KfNu6FUbl6vFbb1dodVSO+24g7nZlMoKOvFA5dG2Ps8NsJOw1Esrcmum5scpMvqSyki/QGbXzjwgxaDR7bEGBXl59nd7ZzfjLFZDzHmfEkZkkkU1ZJFesU9yPDS1ycTXFiNMqfvDTCtlYXHquJ5/Z38uryDk+p6symijy3vxOPVabVY2Zjk5tIpsQPrkXo8Fk50OsnWagwuJDBbZXxIvPCYIRvXJjFYmyopBj50qtTbGlx0e23MZ8s4rcaiaRKWCQRWaoTNlbjXt9P/5pxfyd1B9xNb6zRZr2VY0NPrqEj16jK2+Gz0em3EVuK4DCJYHWSyCsr5IqXr0fw28xU1BqSKHBoIMjuLh8lReXpbc3kKyrHR2KUFQ2DYGBft48Or40L0xmuL2Tp9FkYXMzxiYe7UWs6pyYS7Op0s6fTy+BCBpNRYCxWQDIYsJkkdF2gqlXRNFBVHUWFgqoTdlvQ9RomScIg1P3CiVIFt0UmWVSYTRU40BPg7y/MUKhohJxm3r+jhWOjUa4vZZhLFml1W3luXwdnJ5J86rEentrcTEFRmU0W67vJkopW02lymzk2EiVfVtnUVK/ImyupfPHUFLPRNBPpKhWDmY1NTlrcVgYXM4xE8symCoSdFk6OxZlLF2n1WMmV1JVV9k8Kb6ed1Fq8GTqXq9Gwg8Y5VdM5cmOJ6UR9vNbuqE6NxzFJIl85M8VAyInTYqTVYyXstKxMUKfG47gtMj+4tshUosDZiQQ/HErc8tkAFbVKm9eGJAoMBJ2MRfPs6vQwnSzz3u0thF0WsuUqsigyFssRT+exyTCbA4dZ4uRolEi2xKYmNz+3s5UDvQGSxSrdATtffnWKgNOMVRbxWE1sa3VjkesLMK1W469PTNLuteG0yDgtEl87P0uqoHAjkqPDZ2MxVabNa+GTh/vY3OzimxcXmE8VSZUU5tNl3ru9mUcGQtjNEi6zyMWZLO/aFKJtOV57t1zP14u36k7q/iR1B6xONFzvC9EI3q42Nqj7zk+OxZlM5PHZ6omlbkt9BdRIPH3+4iSpUo3Hd/QQcpq5vpglX1aZShap6Trv2hRmR7sHVdNRazp/d24GTdPJlBWuzWdwmo3s7/GTLCpkK1W2NLlQazUSBYVsuVrf9SRKFMoKU/ECsUKVX9zTwenJJCLgsZvoDTrIlhUsJiMjiwU0DVpc0BVys7HJxVK2Ql7R6A3YmEuXUGo6uXIFRdNpcVm4NJPCYZLwOcwUFI2KVuPUWIIdrS6WMiUe2xjCYzXz7M4WMmUV0SDQ7rXxvcsLXJlLY5FFRpZyyJKBXR1ezkzUiyd2+Gw4LUY2Njmp5uJcjVb4wN4+AIYjWfZ0+Ojw2egLOVZeYl3+OvniC6cmGAg5V8bvTrjdAuNueDtPUpMz8284oXNtfzbsYzKRX7ERo2ig1WOl02+7ZQew2m3e7rURctX/blXTOTkWp9VjXRGxbYgyP72lmSaXha+dnbmJ32mmntAroeOy1lMYTowl6PA5aPfa+Mj+TmaSJb57ZYG9XV5KSg2z0UCLXOb8YoV3bWnl2EiM3oCT5/Z1sqXVzZnJJC9dj3BqLM6hDUE0DWyyRKGqUlRUUiWFocUsHpvMfz86ztY2N0ZRQNMhU6zit5n40IPtbGlxcexGlLFojopa48FuH81uC6l8ffGXzlfR9Bo/vL7EuYk4PUEn44kCU7EiH9jZsjJJ3UmU943grTpJ3SdO3AV3cyGtpT43AsB7u3wcHgjhtcs80ObhldHYCsXWIos80GSmzSVxeS7Flbk0e7t8bGxyYhYFfn53O1OJAslCPSE4kinxmcf7Abg6m8FpMvHvf2YT73ugBa9dJlNUKVZVotkKr80k2d/lZSZeYDSapajW8NutzCcLXJhKMpfIs5QtcGkmwSsjMRbTFX52Rws9QQtOCyRKkCyqWE0SH9nfScBWj/dYJIGQzUST04ZTrssqFSoKfoeJqXieTEnBbZZ513JGv89mJl1UuTqXwm2VmUkW+MzXLvL9awuotRrtXhvVWv3F0Bd0MB4t0BNw0Bv8cWDYa5cJ2ETe22/Ha5M5PhJbces1guyN/mwk8X7sQDcWWbznIpXvJDbf3VBSNK5FK1TUu0mZ/rj96p/X9qdlWROvwcxbfXytbt9a6vlwJHvTvRoizY02XrvMbzzcS4vHQrmqsXYUG689VYOlXIm+kJP3bA0RdBnrVXc7vCzlSkxG83z93CzRbJljN2KcmCmSKql85ewMmWIFBJ3ZZIkjw0scH4nS4bfxgZ11ibJYocxCpsjx4SVeuLpA0G5iMp7HbBR5pC/A4YEgp8cTXJ1LkioozKbyXJhO8tL1JU6NJ/jFvR18cHcb5yaTJAsKHznYyb99d93lLRtF3GYZr8NEVauhVDUcJnBZb02Ufrvj/iT1OrBewu5qA2wY0VqqrUUWMUoCe7t8K8cqqs7RqRLbWz0cGgiSKir8yYvDzKTqeRBhZ30VaZNF/vCfrnFyNI7dZORXH+rCa5cxG0X+8vgER4aX+MADzUzGCjzQ5sbnNPPszna2tnr4rYd7CDsseO0S/SE379ocxmc3UwNsJgMem5F8ucr3ByMU1Fq9Km+PlQfaXIxFMnzu+8MMRdJ0+x10BBz0h+yMLOVQdZ2yqvLUlibev6OVjS0uoukikUyRy3MZLk4lSBbKuK0SXoeJl64vEc9XSOVKZIoKkkFAF+DKbIYnN4UZi+YZWkwTK5T54xdv8N3LCyt9WVF1nGYDyYLCjaXMSn92+mycnozfUv244VY90OO/40R0P251KxpJ5veiPLBe367Xn2sVWta7x3rpAWvzqXR0zkwmbmIQ3k7Bot6+jk0tLn7joR5qGsRLKsOL9djTpekkp0YT7O720uW3YzWJBJ0yPqsBVQOv1ciGZjcAe5Yli/Z3+zCKBvZ2+/jelUUeGwgyHivw649084fPbuVAX4Dn9tUVJDz2evrFvm4/ZlHEZhbZ2ORmV4eXSKbEgR4fbqvMNy/NcnQkwl8eH6ekaHT57XT5rWxucvJvnuzHJIocHV5icD5NvsKKEsY7CfeJE/9MrBa9bAR4Dw+EVgywYbiHB+oimI1jAO1OEa+tbmhX5+oq6J1+B186PcXgXIYtzU46g3bevakJSTKQKtbXhw/3BmhyWegM2ChXq7R4rPQ32XGZZXYv07Nfuh5F1et0d00XeG02zlgsi1EUCDoshD02FtJFpmJF3BaJjSEnC7EY3x8vIkiL/MLuNlKFRTY0uwg5jVyazSAJLCcsWolny5ybTvNPlyO8d1sYuSeA12Ym5KpgM4nUajoXp9IUqhparcb2Njf//pktlNUaAgKHNgR5YmOIkaUcD/cF6A3a+ealWQ52BzjQ++Mg+rVohbBdIjaX5rl99Qk6mVf4xoU5fmXfjwkU62G95NH1xu4+fox7lcZZS3ZY/b2+V6y+x+p7HbmxhFLVeWpLeGWSe2pz0y0JwY3fw04zVgHWE52IZMt85fQ0D3Z7aPM46PJayVQq/JcX58mXFIyCgdlUHp+9Xq7GYZZ4uN1AX6cPdIGjw0vE82WGFnKYZQPjsTxGwUCX30aH387ONg/HRmKoWo2wy8K5ySSXZ1M8t78TiywSdpuxm+u5i+enkgD0BBw80OHGa5N5bCDED68v0hNwUKrW8yb7wy5+NLxUr0tVq+F3mYkWyiRLNSZjeXZ1em990Lcx7rqTEgShTRCEI4IgDAmCMCgIwmeWj3sFQXhREITR5f89y8cFQRD+VBCEMUEQrgiCsHPVvT663H5UEISPrjq+SxCEq8vX/KkgCG9NEanbYK2Lr2FYa3NJVrObRpMK28P13dKl2RR9ITvb23z80t4O/u2KIFrzAAAgAElEQVRTG/ncB7fz64/Wc6asssTQfIpXJxKMRjMr6syT0SxlTeePvjvIty7Nc26y7nMfjxaQJQGfrb4qfs/WMFaTSKmisLvdjdtiRtOgomo4zQaiRYVsSSW9nMy+sdnJUqbMxiYXhUqV719bIlMoM5Uos6nZgVUW2dRkJ1+uIuoaE/EismRgPJYjkikxlyoynSwgSyK/9WgPIYeFWLbMhakkr82mqFRrnJ9K4rHKK+7ShgL8sztbbnL1tLuMvDReJJFTVlaRDcmptRPUWlfTA22eW9IC/iUwNzfHe97zHt7uNrPaFX6nxQDcueLA2v/3dfmRjcIt7VbvoP/p8jyvjNbdv00uCw77+o9frlbZ3GxnJlVmMVfgwnSaU2Nx8uUqv/1YP4c3BukOOLg4k6asaqg6eMwiPruJ7e0uvHaJyzNpOv0WugJ23FYTe3u8HOj1c3Ishs0k8eSmMGZZxGIUafNaKCkqF6bqOXwP9wWwmyXKVY1ItsyXX53itdk4n3t+kL86McEXT03x3u2tPNBR16QsKRqPDAQIO2UyJYVItkwqVyXssLA17OCxjeHXNUZvB9yLu08FflfX9Y3APuC3BUHYBPw+8LKu633Ay8u/AzwN9C3/+wTweagbKPAfgL3Ag8B/aBjpcptPrLru3f/8R/vJY7XroeHiW+t7b7T7wqkJ5lOllWNbgiacZsOK4X3r0jxjsQylan0yG1zI4LHKbG9388hAgAe7Azy5McSL16N11eWiUi+NXdORJQMf29/FVLLI1YUUqqZxeTZJoVxXePju1UWqao1yFSYTZYJOIzPJPAGbmVavne3NThYyJR5skslXwGuRAJ25dJ5cuUrIKWE0imwIWXHbTAwupDk9lcFnNdMdcjE4l0LRdHpCDvb3+Dk0EEQ0CBzo8yGJIv0hG5fnMphlEaMgUNVrVKp1uvD21vrLTVFrXJvP3DSRN/T4wg6RQkXl//nh8EofPrW56ZYJaq0qwnq1p/4lIEkSn/3sZ3mn2Mzd+vr1xv+8dvmWOFZJ0XjhWoR/uDBDh9eGsFzmsFTV+OKpCZZyN2+jGi82g6Azly7z/u3NTMSKNLlMfOpQL+/b3soro3H+0/evs7fbx84ONyWlxlJWpcVlpDdo5+WhKH1BF2azxMnxJGcnUoQcJq4vZDkyvMTZiSSD8ymO3IjxgQfaKFU1Pn9kjIyikq/UE/VLVY1ItsRfHhvj2HCUD+5u4+MP9dLqtmIUBTY01ReV372ywKP9QSyyyNX5NNWaztnJJC6LzL5eL/t7fMSKFRYzb77A7Fsdd3X36bq+CCwu/5wTBGEIaAHeDxxabvZF4Cjw75aP/42u6zpwWhAEtyAITcttX9R1PQkgCMKLwLsFQTgKOHVdf3X5+N8AzwLff3Me8c3D6pyExsTzoT0dDEeyd3R1WGSRD+3pqDPajPWgv3nVPa/OZfjYwS4imRJX5tK0e6388FqEXR1e9nT6OD+VJFlUODuZ4P07mtnd6eVbl+Z5emsTf3F8ArfFyKX5NPmywsUphVhOwWmVaHWbMZskOrwW8hUPS+kinV4zL9+IUlF0MgUFn8PIbMrA5mYH2XyWJjscG4mh1cBvNyEIAoIA06kC6UIRVY/T5XfQ7jGzt9vPseEoHpvM7nYvI0tZrsxlCLksVKo1HukPYjaK5MsqH9kv8/imEFdmM4zHssgBJ1+/MEM8p/DJQ7083Bfg9OSPq66OR/Moao2JmIJa0wm5TXy6v48Wj2WlTxvjsXqXeidVhH8p9144HCYcrq943042c7s+vFt873bn195vbe7U2ns80h9gT5eXy3MpKqrGgV4/l+dSuC0mbEBhVXsTUAJc5ro0WEXV+bWDXZwYj3F8JI5FFskrKmpVJ1NUODocYyaRZ2dQ5BtDWV7LTvKLD7YztJilpuo8vSUMgkDAZmZnh4djN6JIBvjgnnag7gkwG0X2dHk5MRbn+kIGWTIwvJhhJlFiS6uTqVSJclVjNlmixWNjNJIlVqjyvh2t7Or08O3X5nBbZR7pCzKXLDKdKDEWzVGuaHxgZwtVpfqOjEkJdbu4x8aC0AkcB7YAM7quu1edS+m67hEE4bvA53RdP7F8/GXqhngIMOu6/tnl439A/Xt0dLn9E8vHHwb+na7r72ncO5PJrPyRo6Ojb+Q53zAaAqcVVedatHJTYDlbruE0G1ba3O76a9EKfV6Z67EKDzTdTAeOFzVemijySIeFb1zP0eaqF10bipbY2mTFKkK1BjlFwywa6PfLHJksklc0nuq1o2g6J6YLzOU1MqUazQ6B9w64ODFd4EKkiqDXtfhEAfa1yCwVdWYyVaoaZEtQBXxWSBWhzQWxAgRskCxCnxeiJYGH28y8MltCNECuAmYJMiVocYl0eyTCNiP9fpm8UuOF0SzZKgz4jBxos/FXFzMErCKdbokrUYVNARlpeZk7GFPY7Jd5d1+d0Zet1JjJVAnbJf5+MMezG+zIosDRqSIH2iwkS9pK/6/u19GkcseA/3pj95NCX1/fys8ul0t4u9jMm92Ha+93t/uvPh8vahydKvLe/vr3Ziyp8B9PZdb9HJ9UdwU90imTLOmMJapsDxsZSagYRR2fWaTLI/PKbIlej4hJktjVZOZ7Y3l2hs3sCJvJKzUUTedbwzl2NpmxiAJjySrZioZsNJBVNNocEpJBZHezCVkUmMtU2RCoV+I9NVvELBoYS1SQjQaa7RKRgkbYZkAyGNjZbEbRdBRN5/h0iUc6LByfLiIZ4EaiTI/XxGxG5bWoxgf6zXxwk3Olz96q5TVeD9bazNrz90ycEATBDnwD+B1d17N3cIGvd0J/A8d/6lhrOGsNyGmuv23v9HJsXAfcNEFdWiyTqdSI5DTCdgPNDon3Dtj5+vUcRkOFaKHGRrXG9hYrOaXGF69keG+fnaW8is8mMpEu8+cX0vR5ZB7rtnMtVqHVLnFxscxIQuFGogoaVHXo9QjESzrfHVNwGsFpBpcZLEbIV2Bb0IhWq3FlSaOs1jt/g0/gRkpnd9jA8dkKViMs5aHNCWaDiFnSCFjhalSh4tU5O1+moGq4TQbcsoDfauT4dIHZjIbFqNPttXJ+scRkSsFpMtDhlvmlLU4mU1WylRrDcQV06PYaaXFK/MJmB7OZKtUaHOq0Esmr9Hnllb5ePR6rx2U9w11v7P4l8HaymTfah7d7ka69393uv9qOInmVJ3vquUKjSQW7bECEW2joALIMhSLMZqsErTIf2e4kXamxPWThzFwRUTBglgx0OCSqmoCIjsciYhMNTCYVJpNVUpUaVbWGQdTZEa5PKAG7xLdv5KCqEbQYGIxXebrLyLeG8+xpMjMQkBlPVmlzSaTLOk90m9gSMjGRVOj21uOkDtlARdP5h8EcE5kqD7WaKCoac1mVJ7ptXItWQDCTLtbIV+pP5zAK9zSpv51wT5OUIAhG6sb2FV3X/3H58JIgCE26ri8uuyYaBX3mgLZVl7cCC8vHD605fnT5eOs67dfF7t277+VPvgnnz59/w9duXJZnuR3Wc4E0fO+nxuPsXCWSuSHsXHENVs5e4HKkwu+8fxfNbgslRWOnLFKxzjAZz/GpjUG2t3lX2GynE4PMqEZ+/VAP6aKC9/oiskEkXapQsVu5ODRDTJVxeGy0BO30VlMMRZJo5RojGYGPH+zm6nyGeK6CWTYym8qzvc3FfLLEdFHnQI+PofgMD7WLVGU32aJCQclxdE6j2SUTLVVJVHRaRDsPbWuiVNF4cShCs9/MXFGhp8nKmckkFrOZrrCDwzvb+IvjEww0mdANAmnZh90mUBN1fvPdG1nKlRkIOblxdoqc1UlLO+QrGsO5Eg9v6GX38nP/7Ytn8FtFHn5w502U4/XcRI3Yx86fMLX8Tt+nTKa+oq9Wq/Cv0Gb+ObayFncaj3txv65us/rnjXllJRfu53fUY5r/47WXmE6rt9zDbbfw7h0BxpcK/Oa7+rk8l+HUYISg20RL2EF/2MVA2I5vJsX5qSReschIvIJmcnBgQxCrLLGx2cF4LE/ALhN0Wvjfv3GFvpCdXz3cwVdOz5A3COztMVOxGHlih5knNoW5MJ3EbdZRjAb2bqqRA2SjwN42Cz+8HgF0drT5CDpkDhuL7FVUfmZ7M9+9ssATG+tM4FeO3CChVfF5jWzstlK+PMNvvmf/ist75zq28M/Bmzn2rwcNm7kd7oXdJwB/BQzpuv7Hq059B2iwjT4KfHvV8Y8sM5b2AZnluNYLwJOCIHiWg79PAi8sn8sJgrBv+bM+supeP1W8kYDw6mMNxlOD/XRlLr2i4N1Y/dxYypIsKPzpyzcoKRqPbggw0OTk1HiS4yMxxqN5SlWNTz+xgZ6Ag0imxP/1/BAvDi6xlCnyjxfn8dtkmlx11YqionJjKUcyV0FVIew2YzEKfOXsNM1uE20+K9Fckf6gndMTKbwOE60+K/lylS63BAhcmUvT5rPQ4jPR5jFjMRoRBAO9PjOjsTznp1L1Qo9iPalyV7uLwUgOn1WmM2Cj2WtjIlGkN2RnNpUnWSgxvJjj0YEA/UEbYZeFDq+NqUSBjx/s4b3bW+gJ2Am7TDy3r2tFu80ii2xadplcmk2RzCu31B1anWOzXhzqpwFd1/n0pz8N7xCbuRNz73axqNeTbL3257Xq98mCgi6s/6KOZks80Oahw2fFbBSZSeRx2iTMBgMf3NOOoml89ntDTMfz/OzOVsoq2IwGrLLIwT4/DovEeLRAq9vCf/7hCCfGYhzs82E0CJydTBBwyuxod3NtPsfBHj8eq4nT4wmGFrIUKiqyZOCBDjfjsRyvjsX5H8fHaXZZ+fD+btq8Fn7/m1dYyBQIukxEMiWev7LAn708wl8cH6dQrfGZJ/rpCTq4Op8mW9KIrCFOvBMS0u+F3XcQ+DDwmCAIry3/ewb4HPAuQRBGgXct/w7wPDABjAF/AXwKYDn4+0fAueV//2cjIAx8EvjL5WvGeYuQJt5IQLgxIZ2ZTKwQARrHG3TrRumBB1vNK/lTI0t5FjP12lP7e/x88lAvfSE7//H5Qf7g21e5Opfi2kKar5+b4fCGEL/31AAtHjutLgszyRI1DZ7aHKI3aEcUwOeUCTutNLmsPNIXoFRWuTyTYXe7l2xR4dp8Go9VpMtno1jRCLgseK0iN5IqokHj7ESC+WQFg1AnULQ4LbitMl0+K/myyoXpJDqQL1dZyCmoqo5JknBbJF4dj/PaTApVq2GQDDzY4WUhWaI3ZOOThwc4ciPKn/1olLDTTIvHwkK6xOeeHyLkMGMxirxwLcJ/PzrCNy7OcX6hzotfnW92aCB4U57MWnFZ+OkqSpw+fZqvfe1r8A6wmbv1852IFnD7l+xq21pNcV9rcz8cjPDC4CL6us4+SJXhS6en8TpkBuezPNofwG810RmwMxTJYTSIDIRsmI0Gvn15gYqq8p3RAtvanLitMrs7vQwtZjgxHkdTNTIlhZJS47kDXTyztRmPRebxDSF6QlYW0hXyioquwwd3txEvVAjYZUaX8jy3v5OtLR4e6QthM0n1vEiXhe0tLnIllb6gg2iuwu880ceB3gAhp4nLs2kmY3mO3ohxYzGDpurLquq39tHbGffC7jvB+j5wgMfXaa8Dv32be/018NfrHD9PPbD8lsPdvgDrnffaZQ4NBG8638j/aKhFX7w4g0kSsMgi5XS95sxsssBcqsyF6SRPbAwTyZb5tYPdZMtV/vRHY7S6LXitRjr9Fn40FCVeUOgK2rDJEg92+RiLZzk5nqDNY2M6UUQWDVydS6O3uGn1WkmWFb59eR7j8koxk1c4P5WiyW3h1bE4almly2ngelInr2q8b3uYiUSJa/MZ0mWNxwYC/JsnN2Ayisynivz1iUmuz6cRJQMDQReiAV4ZT+KSJTxWicl4iWc2N9HmcWA2ivz5sQn+18d7Qdf58L4OZpJFmlwWeoJ2/vD9W5hJFplLldja6mJrq4sL00lms+qKTM/q5Oj1dk5rx+WNGPCbwQLcv38/6XQal8u1bZ3TbxmbeTOe9Y32c6P9nVh/qxccl2ZTN01aDShqjYV0ibDdymwqe8vnuE3wod1tDC5kGVlaolzR2Nfrx2gQGJxN0eKz4rYaeXEoysM9Xm6kdQZ8IkZR5Cunp/mVfR34bCbOzSQ50OejVKnR5LJwYizOuYk4HqvM5dk0FkmiomqMRrKYZYn9vT4C9no9uCaHia2tLhazJZ59oIWxZeaqxSiytysAgs6ZyfraYzZR4D3bm9nU7OTYUJS/PTNLs0dmUzjM35ydZzZZYHOL65Z+fDvjvsDsTwgNMc0GGjVz3BYZo2jgxctTGA0Crc1NOMxGSkqN8ViBjx/soj/kJOQyo+vw346MMhLNU1Y0Ak6ZFo+VFwaXyJarzKSK7G73YTCAKBpodlrJKyqbW5xYJAPb2t30BRzE8gqyKFHTNDw2M/mKilWSSBcVdAF2d3hZyJZottZYLOgEPQ6y+QpjiRLv396MURIpKCWuLxYYXMhwfjLBidEETovMnk4PY9E8LV4LIDCbzBF0WLDKIk9sCjEVKzCfKbKYqdDsNnFqLMn1SIZopoLDLLGYKRN0mAk6zciSgblUiWMjUaBeMl4qxnGaDLh9QboD9pUJ6uiNKD6baaX+0Hpisa9XPPZeVaXfDgKzt3vWN2Irr6ef147TWhtRNf0W0ea1Qs8NVXVV02nzWtF1nb88Mb0uc8RsAJNs5OF+P9fms/SEbPzC7naGI/XE8wtTadLFKk1uMy6LiV0+nfMLFaL5Gr+yrwO72cjRG0v4bUZKisbjG0OU1RoL6SIff6iHfT1+kgUFu9nIU1uaUGvw1JYmbixlKSoazW4LAYeFDU1OiopGsarS7bcTzVboDtgZjeZ4oN3D356dpsVlZiyW4+RYAkkwkK2qzKcLiILIaCyPyyTyW4f7b6q59WbivsDsOxRr9cjOTCYoKRrtLiPPjxZ4YXCRZEHh5/e0sbml7mL4wslJknmFnqCd33y0l3JF49H+ALvb/QQdFnZ3elA0nU6fFQSdF4ciHBuO0uwxMRHPMzifod1vZ2Qxj8NipNUlc30xyUS8RDxXpi/kZFenG7UGtWUdvoVUgXixRrmqUdV0ukJOhJrGl89Nky0qIIj4HRIdPiufeWKArS12hiNptrd5eN8DLezr8mM3i3QHnEwmisQKVb56dpa0otLht9Pps3BuOs2WViePD4TpCtrZ3+NHUWscH43yjfNzfOnVSXZ2ePjFBzt4cnM9z+joVJEfjBX4i1fGfhyHKihUVG2lL98s1947xX0CP51nvdM4rT7XcIuvjlmtlkw6eiNKMq/wT5fnOT4apVzV2RiyrvuZHoeMqmlcmE4zELJxcjTOhalEndhgk1nKl9jY7OBgT4htbR5Cdgm/xYDXbuTyXIaTYzEyJYWT4wluRHL8zalpFLXG01ua6Q7YeXU8TqVaY2E5VmQzi3isMgMhJ9cXs1RrNSbjOU6OxTjQ66fDW0/cvzqXYngxw9HhOnem3W1ha4uLslJjf7efRzcE2NPuozfoZClfxGORwSC8I/Ok7u+k3gDuVuKhcb5heCapnsDrttaTVGP5CiYli6LWeGRrF187N8vGZidbW+opNCdGouxf9tnbTUZqOnhsMtvaXFQ0jX3dfmo1HUVRieQqxLMVmjxmcuUqI5FsfXdiM/LMtmb+8cI8i9kKv/xgB5oOYbeFTLGKzy4zny3S5XcysphlJq1ArUa1BlaTTLykIIoCBgEyZRVNq/HJR/tRazrxQoXTEykEg87QQp6pRIH3bGvixlKefEnFJAlsbXVhECCSKTOfKpEqqXT7rfzsznZiuQqnx+NIogFJNNDpsxHPKcRyJUrVGsduRNnZ4aVU1aCQYDxV5WOHNuG1yeRKKl85M8WTm5vY2FQvyWGR6+Ub4N5X9bcbw9W1j26Ht8NOCtZ/1oWFBSqqTntry5v2tzT6+nalJRruvSaXZaX0CrBumQ+fzURfyLFSquPwQAiTZOArZ6Yo30ruo1jW2NPlQTTAX5+aQlUVFrNVPvFwN1UVqrUaFbWG32niYG+AC6PzmCQDikGmWNF4ZlszlapOm8/K//L4AANhB9mSxjcvztHus/J356b54K429vf4sRhFbCaJIzeiXJvNcHI8hmyA/rALpaozvJTh4nSaZx9oIVaocG4yhUkS2NcTQNN1KqpOwG7msU1Brs1n0PQaRkkA3UC6VKVYVXl2Ryte209G6uutupO6LzB7D1hLhV0dG1nbDm6OnTzQ5uHSbIpOn43zU0lkycDeLh8Tw/M82Gqh2W2hy2/j8lyKgZATs1FEEg2UqhrHR2LkK1U2NjkZWszy3SvzPLExzKsTCUIuM7s7vXzp9BTxYoU+g41XRuPs6/SiA9+5EmE6WSFTKXOwx8+LQ0sspos8uTmMptU4Phonm1dJmMo4zEagxEKx/hxbO0yUExrbOz3klRoj0RzNLgfTySJPbgrzncsL/MKuNv74xWFyhirb2nwMLmSRBJ2PP9TFy9cjjEYLfHR/BwvpCl1+60qJga+fn6XJbeFTh/vo8tt5/uoCf35snH09fj72UA9mo8hUIs/wYoYvnpqi2VjhUGedmfXCtQhPbQnzsQPdNxXAWy2j1CBVrB23teO03hjeaWzfbrjdszbyb3a+jnjVnWJbjc9p6Cjejum3Vi0EuCmuu5rZtyHsxGuTeW5fFydH4+QrVUTD+mlikgFOjieYSxbxOyUKRRWLScRllbk0l0QUBM5NJVhIl7HLRjYFTCRKGteLZnzL1QauLiRJF1R2tLr4+oV5fu2hLgQB3FYZRdU5MRrDKBqYSRZIFxWi2SodXjOffXYbZqOI2Sjy+aOjzKdLHOwOUK5qXJpO4TCLbGvxMbKU42BvAItR5PholGMjUWSDSCxf5thQjCaPGYvRQKr04x3m2/37uRr3d1J3wVrffWM1CD+uJrp619TmtdLmta4YltNixG2RuTyXolaD3Z1eQi4zCwsLSAYBye5je5sbkyTyf/9gmFxZpc1nxWk2MhbL88JghIvTabw2I09tbuLvzsxydS5dL9Sm1tjb5cNsFDk3lULRNKYSJfqCdgoVlZquY5JEeoMOLs2lEAQoKjqqViOZr5Aq18gWqmxudfLerU2kMylCVtAEmd6AlcFIgV9+sL1ewRedVreNTLnKy8NLOM0SZllCEAQ8dpmhSJZ4VqGi1nh0QxCHSea12TSSaODbl+YZjmQpVmtMx/MMLeaIZsrs7/Gzrc1Nh8+KqumkSgpdPjutHis/uBbBbzcxE8tQUXVenSsRzRXZ1eFbyVtbvTJXNZ3JRJ4uvx2jaCCZVzg3lVw3vnS7Ff29FpF7O+ykbves0cgiPotId0frLdesh9X2sd7OzCgacFtkLs2mXtdYNM41bOvojShz6SK9AQdfPj1NtlylxW3lh4OLCMCZ8STV5XmqUfAQYGeHh7DLTMBh4f94ejOP9AeJZ8okCgo/uLZIk8vMa3N5LDJsafYgVvN8b7TIk9vbeWU0TofXypnJFBubHAxF8rS6Lag1sJpE2n02Ls8myFc0sqUq797SxEyiyMYWJ2FnvbDjfzsyRlWtsZgtYTQIlJQaU4kCv7KvE6/dxFNbmrCZJMZieboDdnKlKt+5vIjbamQ2WaTZJTOTKHFjKUuprPH01mZGo/k3rRrvarxVd1L3Y1J3wXq++/Xq4KylzK72sTcEMx/uC9yk8B0raPyn56+TLCg0uy3s6/Ixm6znZPzZkRHQdd61McxvPNzF1fk6c6msVekN2vnSmWkM6Lw8FOVntjbzcJ8f0WBgf7eHmXSZZq8Vl9VIm89GqapRq+ns6/QiInB5Ng0GONznpcVnQtPg5eEo40mwihDJljg/nSJfqfCFV6f4/tUFRhdzjMUydPmthN0WvndtAdFgoFjVEA0CAbsJSRQxywY+f2ScSK6IqtWoajVcVomlbIWhxQxmSWRHu4suv4NUUWEilucH1yK0eizs6/LzymiMwYUMfpuJXLlKu9PIzmYzuzs9fHh/920Tqxv09NtR09dr/3qOvx1xu2d9PQoG90InbzBa79Tnd4onWuR68cR9XX6a3RY2tzh5pC+I1yazsdlJQVEprLq8vOraRK7IcCTLdCLPNy/OMxYtIIkGdrZ78Fhkfv3hXn5pVxNhpw1F0zg9X+LqUpnvXl3g6S1hSmqN921vosNnJ1GoMJHIky+rbFlm2HmsZj68v5OQ28JEokh3wIFVlpiM5xhdyvO7Tw6wt9uHQzbiMkt0BKy0eWxsanbxSF99p/iNC3N0+mxMxPJ88dQU/UE7RoOBsWie1+ayHOwLsL/HT16F+VTxHbHTX437O6l7wHosvYb7YvUqcHW7BvOocdwo1hXP3RYZVdOJRCKYJIGHt/fRE6yv/oNOM5dn05iNEns6PRwaCDGXKvFgtw/QQdf59msLiAYBuywyFi1gM4kUyjXGojksJgmPxcQzW5s4OhxlZCmL22rm3GSCxWyVuWSBUlWl3WPFYzPz6cf68FrNZMpVkjkFdIVIAQwGAa/VxJ4OD61uKxenk5QVlUSpytBCllS+TLGq8YlHehiPF9jR4sHnkNF1nQ6/A4dJ5OxUit6QnavzGba3u/nI/i5UTcdtlTk1liBVVPjO5TlOjycoqxonxxJsa3OzmC6DABajhE02stWt4LWKDHR3MBbL47bIK/2bK6k37ZYaq+7V8Y3GmL2Zq863w07qdrhXW1ndp3eLN61luq53r9WMvtUMvgZyJZVLsyn8dhMbmpw4LcaVz7y+kOHMZGrde1cVDb/DhNNkojto5bW5NBuanBzeEEYyGNjX42dnpw9ZNGAURdRClh1hE1fj9XIbXT4bf/qjUfZ1e3lpaImFbBFdh6GFLFVNx2mWaXKb+bMf3UBRNcJOC7IkEHCYeWJTCItR5GvnZvnlfR30BB2cHk+QLSn0BB1cmUsjGgQKZd7BEJwAACAASURBVI25ZImjI1F6A3aWcmUcZomJWJ5H+4M4rUZsspFYrsCnH9/wEys/c38n9TZBY+XY+KLcKeaRLNxccbSkaBwfjfJfXx7h5EyJkzMlvntlnmReYT5VqvvZ93eylC3xxy+NMhnPM5nIAbCrw8tXz87S4rZikw38/O52FtJFXhqOMp3KM50oUC5rtHpsLGTqa8kWt4WtrU66fDbCTgNVDX5maxOlmobXZuSbl+ZJl+qaeblqlQ1eEasEHotMWdM4MlonN2xr8/JAh5e5ZAUdAzaTia2tXlo8Vto9FsbjOY4NxYhly7w2myJeUnh0IIBVFgk5jETS9Yq8E7Ecuzu9CMvqc4pa41cf6mJPpw+3VWJwPotsFHhiY5iDfX5ihRIVrR5QvjKXZkPYyenJOC9ci/DDwQinJ+MrCh6r+321TNJPM6n37YrbKa3cSVnidvdpYDWjb62qyOpY1FoFmLo6evC2wXVVB7NkZHeXm3i+gkkSSeTqJS90dJ6/tsj5qSSHNgRxWCSqNZ35vIrbYuJTh3s5N5PEJEGiqPDogJ+dLR62NLto89nY1OzEYal/ss9qpsNnwygaUNRaXZFl2avSH7ZjNor84FqESlWl1Wfj6nyamXiR//LiMOmiAoKOZNA5tCGI0SBQVFQWs0V0dI5cj/K9qwvMpxSm4/nXPV7/2nF/J/UGcLdVecMPf20hQ6fPRnC5FLyq6XhtJjRdp8tcostj5Kk9m0gVFT73gyGSeYXpeJHZVAGHSeTJLc3s7apv7R1mI+0+K+PRLJLBwCMDITY3u0jlK8QLVRRV5xOPdrOx2cX5qSRjsTyiIJAvV7k8m8YoSjzc72ciVqRUVenyWrmxlOfiTJJWt5mpeJFiVeP9/XYWiiLRXAmPRaai6lydSyFLIh1eC49uCGIxCkwt/53dQQdL2TLXF5LMpMqkSmXiOQVdFzg/leDXHuqhpNb41qV5MqUq+3r8TMRzNLssXJnP4LWaMEsSRUXlsY0htjS78drruWRtXhtnRxbwWkRUs5NNTS66/HZ6g3Z6gnbCTsuKhltjFe+2yDgtxpXVeaffthIjfLPwTt9Jrd013S7+17CD9fJ6VseyLLJIq8e6Elvs8tvp9Ntu8lA0uSx47fJN8a1GTlVP0MH3rs6Qr9xKnrAa4HffvYFzUykW0yWSBYV3b27ipaEoZyeTlBQNu0mi1WOl3WfjxNAMFxcVPv3EAJua3Tx/eZGPHugCXeD0eJJ2nw2jKPLqeJzZZIEadbt2WSVmk3m8DjOjkSzRXIX+kINcWeWB9rrXxSaLTMQKNLut7Orwki5VcVqMpEsVnt7azN5uf720TUVDMMBiqsInD/chGgR6A3ZOTaZ416YgvSHHPY/n68FbdSd1n933E4LXLtPps/Ht1+b42IFuLLLIkRtLCAg80hdkYjiy0nYqUeDDezuYiBcYj+Z5Zmszk/EiLwwu8mh/kJeGkssrQKWuau538uVXJ9EReHxTmP95cgqXxchXz82ymCwRK1bY3eFmcDFDpiTisolkC1UW01Vq6HxoVwdffHUKl6n+Ur+6kCXsMDG6pDKTU/A6HCTKIrIoki4qvG9HC0t5BVGAMxNxRiJZNE1D0WpsCLnpDzmxyQa6/A4uzqUZjaTRdJ1sqcq5qRRFpcrhgTDb211cnk2TKVbZ1uLlj96/hZeHlgg6zXQF7PzD+ToV/2BvgPNTSXQdqloNkySwf50ieA0VgtUqFKtjUTr6SkzwPt5crJ6g1sb/Vu9kVytFrL1+LaPvTuzKxu+r41uNnKoLUwkWs+vv1rxuE1fnMpybjPOebc2YjRLfH4zQ7jHT5DLRF3BwZT7NifEYO9s9pEs6v7zVQVnViWRK+OwSx0di/OzOVtxWiZNjcboD9nqhxDY3Xzo9zf5uH0u5MqmSyvZWF4IOgwtp/uTFYeZSZX7vqQFCLgvfvDhLm8+OURI4NhIDwG2WeXpLE1fnMlS1GiNLWTq8dooVlZKqEs2WODEaRzKAzQBtXtubN4j/SnDf3fcTQknRmEoU+NCejpVt/2rdOajTfRv09CM3YqALNLksPH91gVRR4R/Oz/L5IyOcnUgsa4BliOcVHur389z+LlxWiaM3YhQrVUDnwnSCrFqlw2NlMV2h1W1jZ4cLMLCv189oNE0sX2YokqE7YKfJZ0MyCJTUKslKFdkAkbzGeDxPb8CF32Eimi+DDoPzaQbnM9xYzNATctIf9hLPl8lUKpybSrGvO8D3ri4SSRbxWOoJx3u6vCQLCh/e381TW8NcnkuzkCnykQOdyEaBdp+dcrXGoQ1BHh0IEnZbyJc0zk0m6zlk/QEebLWs27+rA/arX3QNlxDAvi7/T6067zsBqxcFjYXAWhff3QgTq+/1ehKMG+0PD4TY1enjNtXjsUkSRsmAbBRIlVRyZYUNIQevjCeo1HR2d3nw22We2dxEIqcQdoiE7XUllD8/Nk7QZWFwIcPfn59mb1eA33tqAI9FYildYi5d4tOP9TGbKjIZy/Pc3g7GY3lkycDmZjc2WeTjBzv5wqkp/r+jY4xG62UZNze7OD4S5epsktfmkpiNIoIA3QEbnzzUx/5eH8l8BafJyOB8Dk2vMbSUplCD8Wju9QzR2wL3J6k3iLu9+FZiVzb5pjgJ1FlQjTo7D7R5aHZb6A85OLwxiNsqI4kCT29t4pf3dvBLeztJFKp88+I8fSEXjw0EGZzP8v2ri7xwLYKmqVS0Gge6/QRsZj5xsIeKqlOuaoxEclhkiT96/1Ye6Q/R7rHxxIYw7V47i5kiC8kCOaWKz2wmbLdQ1MCARqlcRRQEZEmiL+hgKlkkmlaYSVUQJQFZFBAEHatJYluLm0imyOmJBFZZJKdW8TtNHB4I8XM727CbRcpVjReuLXJsJMbuDi/HR+K8MBjhq2enGVrIMh3P8z9PTHBiJMpkPMfWVhc2s1hP5gXOzpf54WCEZF65pd9fuBa5KXYxHMneVoz0Pt5crI7PrlaGWM32uxtKinYLS3a9NitqI8tK+I1xt8j179c6nj4AWr0WqppGtqThMUtsafGyu9ODoOvEMhUuz2TY1uLmK2dmcFmMSAaB4biC12bkNx/t4ed2tvPsjjYsUl2Pr4bAbx3u52MPdWM3SzS5LLR5rESyZb5zeZ4rs2kAHuz21hVdgM880c9vHeql3WNmMpbHbZXZ3+2jJ+hgKVthOp4nki7zB9++xmKmxMhSjo891MMz25oZjKQZXszy4b3d+CzQE/zJuPreyrg/Sb0BrDYquPOEtVrBuVF+4kCPH5MkkC3XVlb6smTAa5N5YlOI33ikj2a3hZ/b1camZhcf2d9OWauX8dje5gZBZy6ZR0TnwkwGoyDw/esRdnd6SBYVCtUqe7o9bG5189pMhsl4kRa3GZupLvUiiwY6fHZUHTq8DoySiEWWGPBDvAQVpUa5qjIezTCdKJDMKezscNPllUlnVS5MJrg8m8RpNJLMK5hEA11+G2NLOSqVGjeWMvy/L43yn1+4wbYWN9+6NM+VuRRei8SF6TR7u7083BtgNJqnK2hlIlFkW5ub339mEx97qJueoJ3trR6+dm6abKUGOlRUjVdGY7cE1AcXMre8IFcn+t7HTxZr0y0ax+5lgdCIG74yGrttukCjzZEbSyuuxe2tHmSjsHL+q2enqN7mMy7OJIlkyzy7o5m0opIuKxwfifPM1mYO9vq4vpjmW5fn2d/rw283YxQEtodM7On08fULs3z51Sl2d3mwLRMkHmjz4LXJjCzl6PDaeGkowg+uRfjo/g58dhMf2NmKLBk4M5kgUagStJuIZMuYjSK9ISfoOumiwmyygFWW8NmMfP7oOJlyBV2rAXUSidko0uW30h9y0B9ysK/Hz4PdwZUczXcS7hMnXidWU9AbAfr1hDobxmWVJS7OpLDKEl85M8VAqE6fnZyZZziu8PiOXgAWsyVcFpkLM0lmEyUmYnk8Npmvn5/lq+emeW25NMZXz85ysNfHtlYP8XwZp8XI5lY3c4kiY7E8BuH/Z++9gyQ5zzPPX1ZWZXnv2lRPezfeYgYYuCFAgAA9l6KRKB0pnlbLEKVYnuK02ouNu9VuaO92VwopeCtROlGeK4giKZIQCHJgBD8YjMXMdM+0993V5b3LrMy8P2qqVdPoHgxAiiKBeSI6ujt9fl9+7n2f93nBZmlIKZlFAbPJwHquwqtzabr9FmZTJVySiNloaGj/AYl8ldlEAY/FQKask5bBKhm4ZyBAMl9jPV+hrmsspmV+5lA7IbcNEQO7Iw7+9twKXb7GQNPjt+F32shWZAJOCzVFo1LXeN+uMGvZKg/tamMg5OB/PDfLe0aCfPpoD3s6PZRqdY71BTi/mOYfr8UYDDvx2SV2d3gopOMEbCIPHBqmw2Nl8LrTuFnW+arCSLvrBjp08/d2QaI/LCX93UCc8AbCt1xGNwuOfrPz/HYz0XyFwbBzW5mqnoCd3oBjIzA+7LYQ8do2guX9djNfP7O0pcBsTdERAZPJyIWlNKJgYCDkAAEypRoDIRf3DQVBb9y7UMhhNgoEg0G+dX6FkQ4nktHAaJuLJy5HyVVkgk4L19bynJ5LYTY23sFkMnCsL8BCqky51ogddFqNzCeLHNzh49WZFFOxAqqmoQsGsuUaD+1q5/hAkIlolsGQmx1+Gwd2+LAYRX7n6Qm++uIsk+t5ZuJlZmN5ooUaD4yG33WySLdXUm8RW1HQt5sx1uoN/0qtrmI1iRtyPtAImBz0NWRiLi43JJEur2Q51hvgSK8PHZ2T41FOz6W4ozfA/SMhPnVHN/cOBfj9Z6b5vWeniHgd2CWRTFHhUI8Xj03CazWRzFcpyyqjHR7aPRZEg4BkFLgaLVKsVPnB1Rgz8QqnFzKkigqiQWB/tw/JICCrjY+iWFOoqxoem4TLJuG1mLGJMLbWUHUYCNtZSlVIF2R6/FbMosjn7+7HKgmEHFYGgjbu7PdhEmAuVcYqGfj9p6e5sJRlZ5uDP35xjsVkke9cXKWmNGaQxZqKotZ5ZSbBU+MNYsnFaI2ridqG/2PzrP3hXe1vKTD3NiX9zVGr62+5jN6uSbUZ6L5VQG/rariViNE0//3FqTnSRRmPTcK9Tb+tAjs7nBztCfCxAxECdolkqcZrc2ke2tlOWa7zZ68scm4xiVzXSJTr/PGFHN86v0yxoqDUdbp9dp66GiPgkChW65xdSKGj86k7doAgcGK0EWg8HSuynm+Ef2QrCvmywj0DQS4uZ5lczxHx2TjSF+DOPj8/c7ibk+NRqoqKwyIx2uEklqvy+09P8CcvzZLOV+n2Ofjg3gh39vuIlWqYBcMN+aTeLbg9SL0NbMc82ox7B0M8vLuNIz1+Li5nbmA/1eo602kZaJgQxlZzFCoNMZez82mO9PhxSCbu7PPT43fwv79vFx0eK5840k1vwIauCeiCTk/QhaqpZMp1nGYTpxZSLCULTKznSBarfO9ylFxFIZqpsJ4rEXbYee9IkLV8kbqqcm09w3q+IaWkaDqKCns7XOzwOPj+2DqXV7L0BZ0sZwrUNVjLFlnLlhqyLdkKJgMc6Q1w/1AIs0lkNlFiT6eTC0sZxlbyfORghEShQr6icLDHw0qmzHy6zF19fuIFmXaXlUM9Xs7Op1lOlfjc3QMcHwg2hDWBA+1mDrRbbmB1tWr1bcat+gpv+6m2h9ko/EjL6FbqpGl52BwDtV3+MJ9D2pj0ZcsyRXnra5uAc0s5ovkSvQEn7xkN8dJUkmxJ5spqnucnElglAZPBgKJr5Koa79lhocNj5VcfHOTycpanxqMkSzXKSp25RJHBkJPZeJFsWebxCys8camxAinWFJ6biJEty5xbSGOVDDx9NcbkWo6I185Kukx/0MG3zq9wdS3Ph/dHuLiUYSDk5NJKjojfjq5rmAT4jUd28n9+aBe7Ix5+8e5ejKIBTd/G8fYOx+1B6p8BzYDEZiqJifU8I22uGxpjvqaxO2TesN/XFA1BgIrS8LMALSKW2nXywTqLySIei4mg08SpmRQzsTw6AiGnhKxq/Jt7BujyNcwZwyEn+yIeDAaBaK5MoqiSKJf59qV1zKKBal3FbBTpcNmo13UWcxq6BuvFCovpIm6bCZ/TyGKyRH/ITV/IzkcPdvPh/RHmUhX6Ag4O9fl5cSrB1fUcz15bR9VU6ppGwGnmQLeHRKHKd19fQ1VVZmJFHt4V5j1DbbS7bRuJ4K6sZtkTcbNvhwevTWJiPc++SCOtSZNg0izX5sy6ST/eXO6bO7qtOsjbA9Sb483K6FZWWW81mLoZMrD5Oba7hs8hkS7KjK/l8Lm37soEwCoKvDCdJJavMp+oMBiy47AaaXebKdUUJNFA0GXGIRnJV+t8e7LE359fZilVwW4VOT2XYiKa4/RsmqqibqTL6A04+I1HRkgWa8wnixzY4aVQVtjV6eTwDh+K2sjQ+6WHRrh7KEAsV2UiWuCB0RB2S6N8n5+IN/KsTSdQ6iqDIQ9Gg4FLy1m+dnqBVEFmPFqg3WEhUa40An/fZbgdJ/XPgCY1tvn3SJuLifX8hi25UKnz6myJDw45gEZjlkwCxeu5BobCTqpKg0wxEGrED42tZinJCgvJMvcMB+n02zk1k6TDYyOaLbOWq1CqKuRrKjsCNlLLWb7ywgw7OxoaY8f6gwyHnTw3GcduUvDZJGKlKnaLkaMDfuaTJSIuMBoEEjUoVRXKFQVVhwPdTnIlmYIsM58qspQusavNxYWlDGW5jigKSKKBaKZCh9vOyfEYQbuZ9WyNswsp7unzc229iKKqnByP4XNIRLONPD5fuH+AitIYyO8dDG2smKBhLp1NyBxoN2+Yenr8jTiRi8sZjvW+cbYv17WNv99NquY/TtxKubYeczMNxSaskrgRMtB63VYqO7wxO/PF5Qz9QQfFkrbldUUBfvGefp6djGMyGLi4kuazx/s4t5Dm1GyKh3e3ows6J8dj/NsHPOwJWwk6FcwOO0aDgYMRP/t2uDfMbK/NpvnBWJQ2t4WKopKtKrhtRv7T4+P8u0dGGGyz89TYOhZJ5OOHd7Cer9LutrKULjPa6URH5wdj63zqjh1YTCJtbon5VIX93V5i2QrD7S6G2twkihXOLKRwSiJnFjPU6ipOswmP7d0X83ebOPHPhFYtuWYsSVNvrC/owFZNNRy0obZGxl6LiXMLGaqKRq2u8sJkHJNRJFGoMhR24LRIeGwSEb+N9Wwjar3L1xigBMDvNDOTKPJzR7u5sz/ISqaErGh8+mg3FxZzWM0GXl/KEc2WkCSR1XSZsMNKTdNIFWXOz2coyTDsN9Ie8CEZRGySiG7U+ZkDO7gWLVKqKySKNSaiBXZH3PjtJq7FcqxlyhgQGAjZ6Q7YmUkWcFnMHOr2IBkMhDw2llNlIj4rbpuJFycTTMXynJpJsbvDxfhajuP9wQ1WnlUSMYkGuv12KCYwGwW6uyKYjSLfurBMf7DBeNqsZFBXdWYTRTo81o1r3Iqq+VvFu4E48VYUJ7ZCXdUJOMyYRMO2avSb0dRcbA0UfmUmuaFuv3l/8zkShRpfO7Oy5TXNAnT4bFxcyuC2iDx9NQqajssmMREtEPHZ0HS4spphMV3GKiikKjo7u0IomsaVtQwLySLJYg1VA6vZwKFuH5dWsqiazvH+IBGvjalYDpskEXBY6A7Yed/uDobbXRvvXZbr/M3pJT6wtx3JKLKQKpEqyhztC3BxKU2by0qH18odvX6mE0WyJZnhNicVRedjByPE81UurxS4q99Hb9Bx03J8u7hNnHiHYSvzRWs8R/P/zT6Q1v0Xo43KaXNZ+OvXFujy2nlgNMyJkTADISeKqvGt88v89veusZYts56roqgqc8kyktHA3YNBhtrcDITcLKXKWESRc/MZLi5l2OGzowFruRonhkPs7fCwkiqSKGsUazUO9/rI1hR6fDbmYnmcFgGrCRZzKsWaxtX1PEaDCLqBPzs9R1auMRr28PBoG/2BRtT8XKrMSNjFSJsHr93CyasxxlZytDvs7O5wUKjU6fDaWU0X6QlY6As5Wc1W+JUTA/z+Jw+ys93J351b5HtX1qgobzQNWSURs1GgVm+Y9Tq9Vj68P8LEev6mdXN6PvmGurhZvd3G1niz0IrmMVsRHprmbrh5QO/NrntxOcPRXv+GVWLz/ub/vQEHkW3MfR6XyGKqhEUUcVhNdLhtnJxYp17X+df39rGSKbOaLhJyWPnM0W4cJgPrRZnJeJ5nr60zGSsgAM9cizWSeXZ6yFYUPne8j3sGgwCcX0xjNRrJVGogCBwfCLKQKrGaqVCRVZ4aX+fSSpYHR8PMpcrs7HAxGy+SKsjMJop87nj/dUp8kPOLaV6YjLOrw03AaWU2XuAPn5/h5ekUFhFCrncfBf22ue8WsDnIsNWUATc6fnV0TgyHqciN9ObNxG2nZpOMtLk4O59GUTXm1xpKDmvZCuv5Kl88MURf0EFFVrm0kkEyGrAjMhJ24us3M9TmIuiQ+IN/nGEtV8FiNPDYa0sUZYWgU+LSchajUWhEsBsNLKYqrOVKRLNlTKKBr59dostnw1Ss4LGaWclW+eThHXzvSpTRTg/ZksxMoowk6kTcJiasBqKFMqLRgFkw4HNasZmNrGarmIwGErkqv/aeIX4wHuW5yRh39vjoDXQwtpZnpM3J2cUMEa+NuqZTVeEL9w1wcSnD6IEIT1yO8qX3DrMn4mU+UWRvxIfP3lhFbTYN5asa02mZg7LKWrbCQqp0U/NRM+18s/x1dI71Bt6QJPGHWV21+sl+2nGzANqbJfdsfvNNqa+mkkqrEgS8eRqO7bCZNPH8ZJyjvf4bAuKb7S9TlpHrBhqhszeiVofJWB5ZVVnOVrh/OMxSpoRVEpmIFjEZBD60bwePv77M6bkUHXYRSRTo8zuwiAIdPjv5ssInDnXxxy/MMRC08W8fGsVqEjk9n2Q9V8UsinT6bJyZTSOIcN9QkJE2F3/xyjzdATvlap0zC2mGwnYuLGWQ6ypd3obZ+vJylkPdPl6ZToKgE/FYWc+V+f1nphhud+G1m1nNlbGKEPbYNsx929XbOxG3zX1vgq3ioFoTH24WyewNNJbiL88kUOo6/aHGwOOxNRIfVmQNBJ1EOoOsw1SmzsEdPpbSjdXRxHqeI91++oIOBsNO+kIOBEFgd6eb+WSZEyNBPDaJ56cSqJpGIq9gEKDLa8VpkQCBfREv7V4rigbLmQZzT1Z1NF1nf8RDrlIn6LKQLMl47Sa8VhN1VWc5V8WoQbza8DMd6PIiyzpLmTLxfJWgw8JssohREAg4LbS5LfztmSVy5RoL6WojJ068hN1mwm0xkSvX6fHbubqWo9Nj5eR4jGxF4dN37MBjk4jlajy6t4MDO7zUVZ0vPztJNFdF03U6PFbSRZmXri4x6JMQ7V5+7+lJTgyH6A7Yb6ifzUknAc4upNnV4abX79gQJN1sLno7qMgqT19awG8Vt0yx/tNk7tvq2262le6uyLapNzZ/82GX5Q0xg01z63ZxhJuvudW+5ra6qjO2mmMl04gf7A85Nur51GwSi0nksdMLyFu4pUyCzsFuH2vZKgG7lbqmsTfiBV1gLpnH77RgNorc2R+kUFG5tJyi3SESDngJu608vKudeKHKWq7KB/e1E81WOdzrZ2wth2QQ+MF4FLfNRMRn41ifjw/tjzAVK+C2mqjVVfLVOnazyHtGQkyuF3loV5haXaNaVxEFA9myTK5cZ3w1Q6JQRdUE9nV5uW8oyNR6gQ53g/YumQxUVI0P7O3EahLftEzfDn5SzX23B6k3Qav9vbUxbZWlt67qG43Tb2/kvanIKn/y0ixyXeN4f5Bdne5Gqum1GGbRwEfvHOFatECyUOPVuRR3DzbSSz83GWcxVeLZa3FcFiPxQpWLSymmE2VODIeYThTY2eYh6DaxkCpzZj5NslAhlq8y0uZiMV1kLl4iU6nR4bGylK4gKxqzqRKVukq5pjAVK3Ag4qbL72AqViAgyfjsBtp8HiSDyEyixL6IC0UFi2TgF4/3MbaSx2Q0MNLh4uT4Oh67GYdZYk+HE6NBpNNrYbTNy8cORRpimQEH790Z5s9fWWB3p5N2l41crc53LiySKtWoKTrRXJWQy8JLk3HOzWf41sUV9kY8jcauF7FLBtZkCw+Ohjcc0Zuz77YOQK0q9H1Bxw0q6K3ZlN8OTKKBWqZh+vlp90lt5VtqbSvbZdptPaeu6lvWwc3u0YrWQWyr+zXvsZorXx9sKvSHHBv1bDaKvDqT4pXp+JaDVKdbwmg08p7RNpwWI3VV49G9HVTqdTQdzs1nsEgGzsynWc+X8YgyqzmFqbSMUteoazpziQIdbhuKDrFshfuurxL/6MVZPn6wi6trOfZ3efl/n53hcI+P9VyNU7MNCbDvXFwhVaqh6TCfKnJ6rpFPaiZeIugyc+9QkGpdw2mRuH8kxKuzCe7s9/PSTAq/w8j5hRx+h5m1XJV0XubBnWH6Qo4fu6/1nxO3fVI/AmymwW62wzez9Dbpz017OjRosp851sNDu9qwSiJr2QpfeX6GPp/EHZFGPIaiapiMAgGHxDPX1vmtx8c5ORYl4rFiMQnc2R/gg/s6+dzdA1RlhW9cWGZ6vcB4NMvp2RSJQo0HR0NYLCbCDit39Po43h/iE4e7UOoqZ+cz1GQFr8OMQYCww4Ki6bQ7LUzFi8RyDZOjwWCgWteZieVZSOYJOcycWcjSE3TwyJ5OZpONAc5mEjEZDJSqGk6zkUd2tTEeLZIsVXl6Is7ZpSS5ssxiqszLU3GCTgv3DgepyhoLyQLZkkw8r/Dono5GpyQ0tAaPDwX5zfeP8tm7eukNOChW68ymFWp1HR2dvqBjw9TXSkhpFZhtojWuaitT7Q/jm3qnmPpge6r5zcqp9ZzNPtetrnezznSz1t929XJiuKG0YGop+2Z4x2iHE6tl6zopKToBu8RI2MnTV9fJZKElRwAAIABJREFUVRuU9cGQE49NIuAwsZauUlUUUiWFNrsRXQeDYGAo7OLADi99ARc2s4iiaFRUlWiuwsXlLLWaxmy8xGqmitsm8ZuPjhIv1BrSZvcMsLPDzefv7sMqiiwkGnmgOt0WvvjAMF98YJBzi2n+6PlZ4sUK88kC5xcyLKUqfOP8MhPRHIWKyq8/PMRg2IGmq1R1NvqYd4upD25hkBIE4c8EQYgLgjDWsu0/CoKwKgjC69d/Hm3Z9+8FQZgRBGFSEISHW7a/7/q2GUEQfrNle68gCK8JgjAtCMLXBUH4ieFYtmrEtTam1qRsrY20GeexWa+vmTL+qfF1rqzk+NJ7h+l0GTc6O8loQEBgJV1mJVXi7oEAR/v8ZKsKj+zuYCpWYC1bwWuTsJqM7Gn38sDOMPu7vOxsd/ILx3r47N0DtDtteBwSf39hialYjscvrTEc9lCrKyRLNdayJZwmiXipilMycc9IEIdVYjlb5Z4BP7ou8J5uO8PtLjRVI1NRWM3VUDWNqWie58bjhJwWxtZyXFxKk63WWEyU+NprS+RrNV6dTaNrddazVf7y1XlylRojHU6+c2GFWLbKp452M9jmwmMz4bIbWclWANjT6eG7r6+wp9NDvFDjvuEQFUXFbhHp95kwG4UNH8fF5cyGBmJTfXu7jm0rf8iPI5j3V37lVxgYGOCnuc3cqvZe89i3g620/jajqZPZPO7EppQtI20uLi1nSRa3DnQdbXMxHHZzYSnDF08McvdAGLmu8c1zy2TLMoe6A4y2u/mlewc52O3lmfkyAPcMBbGZRR47s8Tl1RSJQhVZVbkaLfDXp+ZIFCrcOeAn6LRwZ3+Ab5xbZjZRJFVsrAoqiso/vL7Gc5NxOv12Pri/E69VYl+XH69N4lCPj48d6OTh3e2EnBZG2t14bBL/5v5+9nR4iXitVOt1xtcKPDeRYH+XD4CD3d4t3/OdTAi6lZXUXwDv22L77+m6vv/6z5MAgiDsBD4F7Lp+zh8KgiAKgiACfwA8AuwEPn39WID/ev1ag0AG+PwP80I/DDYz85orpFaF5mZDaU250dzejPNoCmFuzrWjoyPXNTo8DRNhrd4wD94zGOSRPe189u4+vvTQKMcHA+TKCt0+O9++sMxSusx/efIq0VyFvV1e9u1wMxUtgi6wv8vH7z07xddOzTIUsjMRzTK1XuL8UpYjvV4GQnbylTpBu421TJWAy4TPakbTdRaTFVbTZT6wp52ljEyxpvLMYhkEsFlNDIUdvGfYz+vLGU5NJ5lP5fHbTdgtInaLiZ3tbu4eDhDxWihVVH7pnj7u7A9xuMdLLF/DLkm4zWbCHismUeDaWo5EsUrAISErOv1BBw6rSIfHymfv6qPDY6VYrfPnL8/x1RdnGQ67mE0rnFmpbpTzgS7vG8p4qyyxzd+bg3ub1/nnxM/+7M/yzW9+c6tdP1Vt5s0GqK3KtrnvzbDdSm2zcPN2q+WmGvrllSy9AdsWlIkGljMlJmI5smWZb5xfoaZqnBgJ0+ay8vpSlr6gjflkgecmYsSzFUYCJgYCZjwWidF2F21OCyvZGt8fizIUdnAo4uHh3e08PR5jMVmkP2Tn44e72NXhpj/oYCKa5xvnl/jzV2YBuKvfz/n5NI+dW6I36OBAt4dnrq3z+MUV/u8nr9HhMfPgaBv3j4RQVI2nr8bAAAMhJ8WqSq5SI1+VkVU40OlmT8S75fe+3Sr0nTB4vekgpev6i0D6Fq/3YeBvdV2v6bo+D8wAd1z/mdF1fU7XdRn4W+DDgiAIwHuAZov+S+Ajb/EdfiTYiv7c1OjbPKPcbEJqnt88dqvfAEd6/JhNTWFUjbF4jXRR5rX5FM9cW+db51eYTxb5xrkluv02cmWZ1UyVPR0u2l1SQ4FB0bi0nGV/l5exaJbTcyn6AnZOjsc5u5jGYjGyr8tNslTlykqWK2s5PFYjoghBl4kz82nQNJKlKqIo0OmxMhUrUKrWUIFspdHc/TYromigWNOwm0UO9fv5yMFOrqzlMIoCEY8F0QDRbIWdnW4OdvswigaMBpGVTIV0uQa6zkwiz2q6TFVR+E9PXMVrlXj8UpQP7G0nXqixL+LdKDurJNIXtLOvy8tohwuvTaLfZ8Ik/lNKh9Yyba6kNlP8WzvP1rTkPy4cP34cr3frGe8W+KloM1uV32bFj+ZxzcndzbDdSm2z6bC1/bSa2l+bT3GsN8DRXj87/A5Crq27suVkFbmu877d7WQrNZLFKtmyjN0isn+Hh4lokYqi8NpckoJcx2gwUNdhbDXN/3h2moVUiTu6fXhtZsajBQ72NO43FLbT6bXzpy/PkynL6Og8cWmNVFlmJVXm03f0cKjHy5mFNANhBzPrBXIVha+dmufvz6/w3Utr/PpDw1TrOk9ejvLcRIyaqjVYf1pDaeZf39uP22omaDdzdTXDtfUci8nilv3RdizMd4JO5Q9DQf+iIAi/AJwDfl3X9QzQCZxuOWbl+jaA5U3bjwJ+IKvren2L47fEuXPn3vYDv9m5lrrO+OXlmx6zFWp1nbF4jd0h8xv8Fc0Yn4vRGoqqoWjgLK0ynZYZ9ElcG7uEua7jMgqYzSpffWoVVdXoNub5ndMlHEad585fZdRj4rmxJEGrgSsJhV6vyPm1Gl0OA0NBC+42gdVilYCokU0nUGs1TgyYWcjVGCvUkNUqYbOBQZeR5XwJUdNpFwp8b6nMmekkqg4uG1iNUEynEBGwKDKSLLOY0lDkGofcTpRqFb8NrsyskKnp1DWNKwjo6JQKWdqdRvIFFUlTsKHi1XWqFZ3LaxUiDp2LkwtYTPDXL6YY8Jq4clVkOV/no6MOCrLGV87l+Pm9TtodRv7m6UVAoMtt4i9/8BpzGYVHh+y4zI0OqVnm8E9+olpdZzZaxVVawWwUcNd1LlxY3bZ+fhhs9T0NDg7e7JSfmjbTes5237e7rjN+ee0N5wpVjW9MT79pebdS+be7R7P9QLMN6exrMzOxXsOcW+ZqQkZRdQxbsSYAGZhcifOCUERUyzx+fo7nrizgNYsYhYap/fgOK0NWnZcXU+QFA5IIDw9UkfwCY7EchbROn1XlhcvzfGKXk8cXFyhmq5QocSIskVmaoFPVUcwKF2bztIXNLE5VuRSrEbGLLBQVAoYa+dQ6Fl1n1Ak7QwLrK0uEHSIvzpYoyRoOyYDPZiBa0NA0DdEgsFqoIxk18iWwiJBYnmU8t3jL9fh2+rQfpo99O3iTNvO2iRNfAfqB/UAU+N3r27f6IvW3sf1fBG+3AzMbhW0HqGbA7oF2M/vaLNhMwsbxAGdWqlxNNGadkijQ5hB5/7CTREnlUJvEw4NOVnJ1JpI1EuU6dU1HEDTShToOqSFjVNdA1kSGfCZKssBCTsFvFVgv1clVdXaHLLyvz4msCaAL5Gs60TJ8d7qMpoHFBIoOxUqj8CuqxmxK5dRilWwNDoZAqcMrqxVGAkbKskBB1hANGmUFVF0nV4b5TJ0rsRq6rhOwGDEaYMAngQ7xko6AwN3dNtodEh8ZdlCt6wQdIl3X/XOdLiM/v9dJptJIGb8zaGZnUGK9WGckKNHlMjKRkLkYbZj/Bn2NGfZYvLbRmZmNAgfaLRt1YTYK29bPjxk/tW1mu/LbrjxdFsMtDVCb623QJ71hgLoYrW60oZ1BiaYIuEls1rUZuySQqG59HxtgMMBkqsJiBnqdIl6TsFGINaXOt64V+fZEnrWiilzXUDWdy/Eastp4tvFEjYMdNj6xy0mH08i+NjO9XomqqhErNsSia3Wd1Xwdn9nAgL/RtqeSMi8vlanrEPFJWK/3tlaTAb9VJFdTmc8o+K0GKqrOoQ4LqZKGgIYoCDjMAiVFwy0ZOdJhQIWNZ7pVvBNIPm9rJaXreqz5tyAIfwI8cf3fFaCr5dAI0JxqbbU9CXgEQTBenxm2Hr8lDh8+/JaftzkzeDvnvh0mTdMsVZFVcpMxDrYENt553VxxbewSl2I1evt7OdLjx2oS+fKzkyxW4OPDI0zUVvnUoR2MrebYb6lgNxvpiqiE3RY+G3Lw2myasqKwki6RrakUqLKvK8CanOaRXW380UszZEUX4ZDI+FqBVdmIy+nm9GIGu8VAyAGHuv0E7BInx9dxCRohm46mC+gmBz63TF/QyQPDYb55fpm6nmcyWcdrNyOajBwfCfO11xapKrC3w4Eo1Qk4LNTqKvv7g8zEC8wlS4wV7YTafNwtFvn0Hd24bRIrl1d55O4BRpJFvvrSHEd6/Rw8uIOKrLI6ncCkaLT1eJmKFXCVVtgdMnP82BHu38J/cbA/wOh1c+GPCzf7nnK53Jbn/LS0mR+mrbwVVGSVg9yoIHFqNsmuTWarg5vIGXdeb4/N3xVZZe3SGiKX2cqo9ak7u7gWK3Kwy0txPErBYKInaEMA9kS83Dcc4sXJBBeWUqxnq1gp4zALvBLVmCvq/K/3DtOdrVLTBRbTJfA4uWs4wFV5hamFNB+5e5A2t5VLKxk6RJn5WpwXYwK/cXCU/7Cr8czfvrjM5ZUsHzzYy9NXY3SGnFgCNsgm6PDbGLaY+LjXynK6wn3BOsf6/TxzLUY0W+LRNhG3TeLUTJKymiYQ6eXw6D8FrP8o/as/rrrfjO3aTBNvayUlCEJ7y78fBZospseBTwmCYBYEoRcYBM4AZ4HB66wkiYaj+HFd13XgOeDj18//X4Dvvp1n+lHhVh2S2yFdlDfy3DTJFMAN9PWvPD+zkXH2SI9/Q+bnl+4d4JG97bS7rXzmWC8Wk8hypkQ0VyFbVrBJRu4ZbATzTsXzeKxmHt7dTqlSR1E00ASqssr5pQxBmwUTOt8fXyderNIftNLjtyHXdcDAQMjDzx/rZU+Xj4jXQaqqk6lAxGmkpqospGqMrab56stzKHWdHQEXch32drnZ4XXy3ddXcZpFHt4VxGkz84vH+8mVFXRdYDlTJl2SGW1z8sF9HYyt5qjrOt++sMx/PznBg6NtVBSVeKHGzx/rxn9dbeK1+RTFah1F1fjbM0sbgrtmo7BRnvBGNlgzx9BPMt7JbeatotmuWnEzNuF2ihdNxApV6ptPakGn20I0WyJXq5MsVXnPSBiH2YTDYsRrk3hodxu7Oz3cNxrmzi4bhaqOIIAoGnjs7BKj7S6cViPv291GTdF44vIa5xbSCAj89avzfOX5GcJOCwd2eFFUgU/d0cWrcykurWTIlmVeX8zy6SM7SBRl2jxW4vkqv/v0FO/b3caJkTD3DAZZyVSQ6w3dToBsucbBHT6m40VeX8qwlCmyt8vNvussv1vpm37S28St4lYo6I8BrwLDgiCsCILweeC/CYJwRRCEy8AJ4EsAuq6PA38HXAV+APyKruvq9RnfF4GTwDXg764fC/DvgP9NEIQZGvb2P/2RvuFbwHbkiTebrbSykVrz3DRJEXCjQ7h+PU20SQSrqcFYe20+1UgfP9rGi1MJTl5Z53dOXuOpy+vs7nBzej7J+aUkmbLMc5Nx1jIN2aOTV2N8/HCEqqqSr8rkqjXKskZdU3lpJkmxolKVFV6aSZEq1Yn4zZQrdcZW0jx2ZhmXxQiGhlkkXoErcQWDIOA1w3uG2nBKRtp9FgaCDg72eokVFAQ0PFYjVrPxemZSE0ajgffv6+DRPR0ciPiIeK30BZ10Bxx8/u4+7CYDA21ugnYT16J5/p8nr7KULPP4pTUK1Uby770RDw6LkUf2tPOF+wf4wL4OzEaBREnlqy/NsZqp3BCL1jpY/STFjXz+85/noYcegndBm3k72K7ONuvybRWb+NxkjJNj6zd8AyeGQ5i3sWqdHF9nJV3hqWsxDu7wYDQIvDSdpC/opD/o4MWpBM9NxHjuWpwXpuL8w3SBoMPIXX0+TEYDD422EStUSZVkHjuzxPhqhpVUiYdGw6xlSyylyqSKVf7g+RnOzKW5qy/A+Fqep69G6fbZGV/L4bSIrOYaJKn5RJF4vsKvv3eI3oCDrzw/Q6YsU1M0Il4Lp+dSvDqX4o4eH984v0qv38ZapkwmL7OUKhDNVW5ahk28U0gTcAvmPl3XP73F5m0bha7rvw389hbbnwSe3GL7HA0m0784tqr4m30ErUG+TWp0k43UHKCaM6PWVcC+HR7MpTI7g+YNim0zvqKhQ6ZxeTWN1SjypYeHODWbRhAEYjmZF6YSoMEdfT6euRojX5WxGgUsoshqrnrdY6FhNZt4X6+X8/NZEqUKLpMRv91IuVqnpMKQz0pZUfj/XpjDZTXhchiJmOrYTQYKmk66BouZCoIBJKPIo3vb+e7rK5RlrSHYaTLywFCII91eVjM1DnX7uLCY2UgvcmE5xfcur7KaKWMUDcwmy3zs4A581wMoX5lN4DAbWMlWGQo7eeZqDMloQLk+gDfNpYmSymxapjdix2pq0PjTpUbsWWuwbuvs+l862PFP/7TRPNxud6tM+zuyzWzGzcq+dd+bda7NVfLmFB3HegMbAsIXlzOMtLmoKiqiEVDeeL1STaGqajyyq42gy0oi3wjtkDWV/35yghNDYe4eCjC+ksUiiUwulljOKuSzOT5ztJv/+doSv3xfH5LBQKpQux6Em+GpazGGw052d3qwSyYOdHuYiRcJOiT++KU5fFYTFpOIXNewGBu/nRYjvX4H0/Ecc6ky+arCxYU0bW4zs/ECHquZX76vn4loge9eWmU9V0IUBPKyQrvXQiJ3o+PtVoKkf5Imb28XtxUnNuFWVk2tNNutqOrNBnS018/Du9o3zmte/0iPf4MscaDLS0VReWUmydW1HP/t+9eIeC3kKio9ISdDbW5ODAdZTBbZv8MDus5ypsRAyEFRVrAaRV6YTpCpylRlldE2N5JJRBAEwi47Rwd8HOhu5MQZW8uDAGF3Q/libCXDcroxsytU6mTKIAgCIacFnwV2dbgQBFhKlPj7i2sspiqMdrj4vz64m6Gwk/lEid/5wSSvLSR55uo6hVqdoEPi5ZkERoOA0yzx6aPdPLwrTKJY5e/OL1Oo1Blqc3O428dqpsadvQEe3t0ooz0RN5LRwEvTCVYzFZ64tMaT0yW63CY+sK8Dn0PiWG+AifX8DbEzzVipdFG+ZQr0bfzosVXM2nb7bhaA3TowtW6zSuJGunmfQ6LHb+frZxev52XaWvrpaF8As2hgOl7i6avruG0SGGAlVWQ+UeDKWiNrgMNq5NxCGkVrZMYNOS0UZJU2t5mvn1lmtMPJgzvbaLsug3bvQIjffHQXD+5sA0Gn3W0lVZJ58soad/X52dPp48pKDgGBXZ1e0HV2drjA0CA7nZtP8uVnp+n02zCJIuv5Gl0+G21uKzVFwyIaeO/ONrLlGhbRgNcqkVNgNl645fp4JwxQcFu77y2hVcQ04DDfIFwKsFmA1mU1Ec/XOD2fZDFVbqiCqzovTiVYT6RJlOvURCuj7S4Gw066fHauRrPcNRBC1xof8+m5FINhJx85EGEo7CRXriNrKlPRAh6bkXsGw0Q8DbHNa+t5jvT4KMt1JKOBeKHGqZkUdUVnPlOmUJHJV+uYjAZCTis2yYRoFJhNVLCbQDKBpuuUFYHBsIsP7utgMV1u5NkxGYnmy8RyVfZGPIgGA4Wqwu5ON/FijdeXs0yu5XjqaozJaJ7+gJ1UWcFtkSgpGnf3B/BYzSxnSuzscFOta3T77HR4rdgkkWevrWMSDRzuaeizrWUrlGsqpUIWVRM4ONS1Ub5dPtuGoGmhUt+YUY+t5d5QN9vpwf0weLfnk2qiVQOxIqucXUhv5E3bfFzrvq30+rbTxWzVCGzdX5FVrqzmGGlzMRUr8vpiklT5jQOfQdC4ezBIXQfJJJIty8zGilxezRNySBwbCKBp8PpKll+8u4+5tSRWCSZSCqIgsDfioVBTyFUbPuHxtRxPXFxjtMPFQMjJV1+cZWw1y0DYyemZJKqq8+CuNuqazp6Im2xFoT9k59sXV7m0nGEyVuDz9/Tz8O4OVFVnb8TD8YEAq5kSH9of4bW5NGOrGXpDLobDTmYTZfZH3LwwlcIu6XzxgZGN5Kk/atzW7nsHYPOMbvNyerOMUroo8/Wzi+yLeDdSdlTkRhbew50WRoJm7h8OUZFVTo5HqSgqP39nH5OxPAg6PofEkR4P/+XJa8TzFb787DSr2RKXl3I4rSZ+6d5Bdne6yFdlOjxmrJIBm2Qkmq0RzVSwmgQeGAnywK4wXqtEqqhwuMdHl8fJkW4fdV3jgZEwD+0MomiQL4HXLPLQrjDpksyfvDhHrqKQL9ZI5MtYRAPL6RL/x99f5vXlDKW6SlmuMxHLEk2XCLjMnBgN8b497VxeKYCus5Qu8v1LUb768hzJcoU2l5UXpuK8NJ1A1jR2d7r5zsVVoPF3p9fKQ7va2N3pRjIJJMsa/b5Gp5cuypwcW98ox+cn45yeb5haO73WG+rmQFcjmPadYpf/ScNb8d9uDsrdvFrabgXWulJ+fjK+sVJu7htpc/HstTirmTLL6RpbIV2ootR11tJVopkquqbz3l1hPnmki3///l2EnVaMRgMdTgtdPjvooGoG/vOHd3O0N8DhHh91Db51boW1bBmHZOJjh7o2Vv/DbW6+cGKQlUyFkXY3nX4b37mwwnq+ypWVHMVqnXihxhfu70c0gMdmYi5RYj1XoaQoHOz2YjGJ/NK9g3htEvFiBQGdC4tp/uDZGYJ2kWcmEhzu8eJ1vPUJ+jsBtwept4DN9vathEtbG9wGieL6zOfk2Dqn55MbjL+nZssb1/zkkW4ur2SZjOXp9tmJ5qq4LCL5qsqJ4SCJgsKeThcRr52BkIPvj0X58rNT/OcnxokWarw23/BhHe3143NIxAoVTAaBs4s5Li9nyVZk7ujzE8vLOCwiiga9ASfr+YbSxJ5uHw4r+KwG9kY8pMo1htscqCqMRjxYJSNm0UiP30GhoqJqOtPRAs9OxnAYTezp8iKKBubiRbq8NuKlCn0BK6fnU3zyjggjbU7OzKVZSOZJFqp4rUZeX8xgMYl89ngvnz7ay1SsQLooky7JfOv8Crs63Az5TJhFgecn4zx5OcrYWnajzO4fDt2QQr7VJ9UU+G12hrcq1fNuw1t556apG7YflG5FlLZ1W/Ma2w1wTdZnoarwzNXYDWoinV4rP3esG4DyNrpIB7r9ZMoyFpOBX3tggL0RDwd3eFlMl3nySpR0uYZkMLAr4mE6VqTLbaLTZWSozc3Eeo7vXFhhT8TDiZEg+UqdWl3l3uEgz03G+eqLs7y+nGEuUaJQVdi/w8NKqkSxprCerdDls+J1mNgb8VBTVNJFBYtoIF2q8QfPT/PgaBsvTMX5rcfHODke5W/OLPL4pVUO9fipaxrHBv1oGIh4rcwmi1TVm3EY37m4PUjdIt6MLbPZN9W6/fnJOOmSjGQSNhLwAbTbG43y+ck4PrvE0V4/x3oDzMSLuG1GfvepKU7PxAk5rWQqMgvJEn1BOyvZKplChbqmMRBycCDi4VCXl2ShyoXlLGbRQNBuZTZRxmM1UayqiMC1aBavXULV4EP7O7CZDEzHCpxfTIOu47PCyysK3zy/zEM729jV4aHdYwZdYDTswG42YjWJaMCl5Sx7O52E7VYcVhOdbguKovPh/Z2cW0gx2uaiXNexGI0UqiqfOLwDm8nInQNBXplO0Rd08qWHhrGaRF6ZTvLYa0sspUq8NJ3g7Hwat9XIYrrEvjYLLouhMfg6TXzueN8Nndlr8ymem4zd4IPa3Ok9PxnnucnYm9J1322rrrfyzk1mXesgsRU771ac9ZtXTpvp6K33bE5GHhxtw2EVb0h8COCzS5SULRgT1/HKbIpUsUbIJbGULhN2W3js7DJX13KYjALziRKyqvLong7uHQpiNRpIllWyZZm9XR56gw7K1TrnF7NYTSJziQKvzqSYjRU42ufDYzfitIjMxotcXM4iILA34uPjh7v4wdg6w2EXz03E+M9PXmW43ckXTgxyuMdHp8uKxSSSKFT57F09mEWRmVieXEnmlbkknz/eR8BuJl9TKJbrpHI1alWNqvLu+T6buD1I3SJupQG27mtthHJd49JKZmOAShflDeIEsMFYu7icoXL9I3xkdwc+m8QTV9apqyrX1rJcWc3y6mwSj0XkP3xwDwd2eBkOu5mM5RmPFihUNHZ4rdglEZ/TTEVWmU/m6QlYsJhMmCUjDrPI3QMB3DYJAYjlKtRllYm1HPkaiBqMrWV4ajzGf3x8DFXTsJkNvDKfZk/Ejc9p5kP7wnzhvgFSlTqfv7eXTxzq4txSlojXzKmZNHOpCpIkIgCdPitFuc5cokynx0xV0Tk+FCBXqXFxKcOLUwlKtTqqqrKSLjMQcrAn4mY5XWI47MJlMWyUbTNdQ6vgb3M11RortZlFdv9w6A3q2W+nft9peCvvvJWw8nbHNbGd4GmraOyt6M5tJky0XtcqiXz2rn6Ctm2eRwSTUaSm6nzv0hqvL2WIZip0eW1cXSuQLsksp8tkyo0A/MOdFh7ss3NyPMqhbh+KqhErVOkP2smUZUbbPdw54KfdbeXvzi+zt9PDHz4/i8tm4kCXh56Qs5HPzCZRVzW8Nok7+wPYTUYmowW+P7bGH78wg88hMR0r8oG9nSSKMjVV41cfGOa3PrwHi8HARKzA0+MxpmNFNF2jrIFB0LGY3j3fZxO3iRNvAZsd8K3O3lbUVX0j0V5dbWTn7Q04NhIjnl1I49YKFGWNO0a7aXNZubCUodNj5dW5FALQG3Qwnyyyq93Faq5KSVFpd1kIu60spEospyucmk1S1zUypTr3D4c42O3jwV3tzCQKvDKdpFJX0HWQFejwW9nb7mE+VSbolHhxKsGRHj9nF1J47RIGUcCga4z4RcqaiZ6AA5fFyPhalnSpTjJXw2YRmY4XuLKaYzJeRK3rvL6c5bXFDJqqUZY1htsd9F1PmV3XdFQdCtU6TouRz9zVh2QUmFov8uBoGMEgcLDbR1FWuKPXT7FW58JShlRyxz0IAAAgAElEQVRB4fxiBtEg4BHKqBpM5kV6rmfk3ZzE0CqJNySmbM1a2uzkboU8casEi3cScWLzO9/s3ZqEhia2+/6b+7bKHttKKtruGVqPa9Zp896tiS6b5z3x+ir/MJbY8jmOD/ixm43U6ir7Il5ihRpBp8Rwm4taXSVdrPGvDkV45locAZ3zczEG/RK7B3owigb+6tUF9ke8PLq3g8VUmUf3dnB+IUNd1cmWazjNZuKFKpqqcnEpy/hKFk3X2R3xIBgg5LIQclkwiQIfPRjBYBC4byjE1WgOm2RkPVujKNc5NZOkWKlzeS1HValzrM9PslBFNAhUFR1dryMajfyrg123iRO3cWvYzlTSGk3fdPg20Tz+QJeXoF3kQLtlo7MtVOo89toCT15eo1Cp47NL/NoDw3zmrl5UVSWarjSctTosJEvUdY2d7U6Gwk7ev6eDR/Z08DNHdnByPEq5pnJiOEDIbqNUU6moKlVZZTVXYSVd5B+vxvjHa+s8dnaJPREvPpuFne0ekkVYLqpYjAYKZYWirKJrGoNhF90BM6fmUvQH7NhMIhGPld6gnR1+G79wtBunxYQkCqxmSpiMBgbDTowGSOSr5KsKZxcynF9I8ZXnZgCNl2aSDIdd+OwS3T47PxiLsp6r8pEDER7e00anx8xyuryh7dbM1bWdaWizcnbrgNVqCnw3mfN+FNhuNXSr5u9bUZDYDq112Lzn5tQdFVklXd4+3ODySoZ4oca5+RQI8IvHe9gd8ZKryIy0u5CMRsbX8qDr/NfvT3Bpvcpaoc6Xn5ni+5ej1LWGs2s2XqLNY6WqqFyL5shVazjMRqKFMtOJAh1eGwd2+HhkbwcfOdhIIb+n08P/PL1IuiRzfKCRlfvEcJidHW4+d7yfEyNhJtazPLyrjS+9d4hYvkJVVljN1virU4tYJAMLqRIaOj93tJdcSSF2PZj33YTbK6m3iZullW93W6nIKqfnkyh1fSPdtccq8dJ0gvV8FWMtT76m4Q+EuLic4WC3lz0RD5PRHH0h58Zq4fxihmiuzNmFNCvpKr0hOwGnmcPdfg7u8PL8ZJI7+318f2yd+VSRl6cSPDga5vR8hk8e6WImUaSiaKxmynhsZrp8NhwWiQMRN/OZMr96YpALSxmmYgUMuobTDGXNQNhlYSVTwiQZUesq0YJMyGGkKGusZGVkVWF3uxtZ1Tg1l0aW68wmG0G+oiBgNDZMHoqq4bdL3D0Q4K9eXcBhMRIvyrx/TxvLmQqvr2R5ZTrBzx7r4Y4+PwupEl1eG7Kq8+EDEZRCEqNB4I5dA7ispltKm91aFx5rI8VJk/6/1ez+reKdtJLajNZ322o11GRV9gTsN6xot8KPgvrf2s62W4Wt5yp8fzy25flOq4jXZkEyiiSLMmfnM1SUOr983yD3DYUIOiW++3oUm2Tgc8d7qeQyhB1GRIebDo+NiNeGRRJZz1d5dSbJQrpEwG5mYr3Ih/Z1MJ8os7vTxUcPdnFHn582t5W/fnUek7HBPkwVZBZTJZ6fjNPpseK0mDg5ts5CskTIZeap8RjH+vw4LCZ0AT64LwLA8cEAT1+LE8uWSBVlBAHK/z977x0l13XfeX5e1XuVc+iqzjkAaKQmIiGCAAmCFEVa2bIc5bGlkZw9Z72ec3Z87OMZj2fPjGd2tLOjWUu2qWCLWklWIEWJBAMYkIgcuhvdjc6xQleOL9TbP6q7WWg2AIqSFUh8z+nTVfeleve+++69v9/39/2pCr++v/PuSuou3jrWz/RqcXG26oNaTRs/n3xjBrS33U+8oPHFy2leGI7QF3ZxfSlDqiDjtJiqGUKHq1TrOqeZmWSJv/7wdv7qw9tAhxNjcRo9Fl4ejdEZtPHsYAS3ReL6YoZsSeXYUITFdIHvDy6h6fBre1txWqpEBLfFyLWFFEqlQqGsMrSQ4ep8mg8NNNHogakUFIoyW5vc7Gzx0hV0cj1WxGk1cLgvjF2S6A87qLNZOT2VwCoaWMoUaPDbSRc1xiIZtjd7ODa4xMvXYzhNIo9ubWAkkuNPHu7jT9+7mXvbA7w8Wl3hyGoFnart3mc3vZEgUmfDznirmfvtZvSreY/ejX6nHwW3qq/a+vxh8HZXsavhHKuf159nS6MHaaMDgQanlcH5FAPNHna2etB0jbFIlki6Gov3wnAE0Hl0awN99W4UXeebw1mevbZEwCHxgZ1NyJrOifE4XodEb52LRq+NTx3sIFPSCLstJPIKn395jKKsUVI05pIlhhZSnLgRwyQaKCsVAk4zXzk1xUKqSK6kMrxYFVX9wyM9XJhO8o+np+muc2KRjLw2FuOFoShtXiufPtSL2yERyZaRS9pd4sRdvBl36lhWk/Em88NqWV/YteYYnk8W+Q9PD/LMtcW1Dj6RVPh4v6uqpGA3EXZZ+NuXx2n22UgVZF66HuXlkQhPXV6gUtFp9tmxSEbsZhGXudol8yWF2WSR2eUCSqXCfKKa+rov7OK+7kDVH2M0MLyUZVerl7KqcnEujaoojMeK1DvtHBuO4LAYeGU0TrJYzb/T2+Bld5uPxVSJ4fk0IlDRBebTZbLlMpFsmX1dAcIuCwW1wiNbwkQzJUwC3N8TpD3o4EB3ALNk5CO7W5iIVQOJ55Ilrs2ncVhE6t0WJFHAaRb55MFurCYjz15b4tWxGIm8zFg0y8JKevmyqvPstSXmk8U18d5aksTtlA5WHf53kuO5i42xEYPvTiSUjbB+MreRmfxW32tFm4uytqbdt4pIuvgmgdnV6U28IGMQKkTzZS5OpznYW8eDfSE+d3yMzx2/gd9pZnerj2euLvD88BJqRQddx2Iw8vcnppmM51CUCsWSQmedk6P9YcqqxvBihlxJxWsz0+SxEcsrJAsyV+fS/P6D3extD3BkU5h72rzMJvNQgWxJ4fT4Mgg6YZeVJ1+f5uJMNVTiPV1+vndlkVRBJuwys6nejcMi8sL1KAYEErkS6TKk15k23w3m67uD1G1wJ7t7rZ18faf6yunJtc7U6LXy7x7bwocHmtZkkiaSCk5TtfqPj0Q5M5ngvp4gezv8/ODaEu/f0cDfvTrJ/T0B/uhIL984N8sTJybY2eKlLWDlq+dmKGkVCrLG/s4AkihgFkUEBGStwtBilg/tbKS33sH0cp4bsSIDLV4KssbRLfU0es3ciKWIZkqE7Dai2SI2EXwiOCxGvvDKOHlZoyfs4j09Adr9ThRFI5IqYTYJBBxmBufTjEdylGSdOpcZn0diNJLnT795mbMTCeQV3cLrSynaA04OdFeDI3WdKvVXXdHpW1FBF4TqLN0qGal3W/jG+Rli+Wq+nsGFNFbJyPt3NL1B619JIX5mcvlNE4Va3B2Yfrx4O/W5ka+wdsCq/b5+0rEaR+hzmEjkZUYi6bW+V2WwFjCvu97qq1zTKrR6XdQ5zGRKZSSDAatJxGGRyCsqp8cTjMayLBcV7mn1IRoEWr0mHuoPE3JKPH15HkkU+P0jPRTKGkvpIiOLGa7NV1dCB7oDNPtt/M6hLrw2E5dnk5ybSqxpdo5EMoQ9VuxmEYtUTQ4qqxV8DhO/tKcVWdOJZIo8N7SETTLy2lgcu0WkPWjlxZEYbpvE4Z4gBuObk4a9W8Im7g5St8GdggxXnfgbidJ+8r4uHu4Pr5kqGr3WtW1Wk5GAzYBZFLCajPSEnJydXGZni5exSA5FU9nTHuCPH+rh7FSK64tZmn02PnGgg46gg4/ubuVGJMdyTubSTIJIpsDccp5/faiDvrCDgqwyFc/xj69P09/gxW0VWc4XGVnKcaDDx41ogZdH45Rl8NvNTKfyDLR6WcqBWoF4psTrk6lqDEpZRVarFHitonNPh59PH+zm5bEY//r+LurcFr57eQFZ1XmgO4TXYaYv7MTjMIEgcHk2RVmpMBbN8Oy1RU7ciKFoFUqqCoJAtqSs0e93tfk42F2lODvMEh+5p4XxRDUGZkuji6Ki8c3zcyTy1XTdtbTon2Q+qbt4e9iI3LL++3pyRFHWeG5wiStzKRK5qrDwr+5rx2oyrvW/HS0eTLeQyo5nFLY2uRiN5GkL2DEZjbx4PUIyJ6OtDBZz8QKXZ5KMRTKMJRSmEzKiKPCZwz18ZFcLo0tVtqzbJvHU5QV8DhPtQQc5ubp+y5YUvn5ulqKi0ey189qNOCOLGZIFme1NXuLZMvu7/Pybo5s53BdidCmNrrNiMYnw+kQCmyQyn8xzaiLOR3e1sq8zyF88voVtjW5ysobbbMImglm6+T3zbjBf/yjp498VuN3s/HbxHavbVk0VH9vduqbcncjLDMdkdoQtJHIynXUO/t1jW2j0WukIOtjd7qOoaKRLKu/bVs+lmRSLKwrIx0eitPhsHO4LEk0XOdTTxbHhCFR0JpeLtAedDC+leHRrPceGIvzXF0awGAVa/U7yJZlLs2km4kVa/WbyFhVZ07BIBsIuCzYTtDoFAl4bum6gu87GmakUJqPIkU11jEbyZBWFJ8/NMRFJUyyrbGlwsq/DB4LA8yMRynKF/+1oH0+cmqwqYHT4KSgaU7EcY0sZtjR60QWYS5ToCqpcmk3itEgMtHo5O5kgUZC5vyfI5HKWA90BoJpi/GB3VVaqPVBVQ69VmriLnz9sZEZc/b+z2XtTPJQkVjX0auWUaj8/N7hI5hZiDC6bwO4OPxPxAj6riRa/lVxZ4RP723lmcJFtQSegs8Pu4oXhCIu5MpUKvDhcZeVKBgNqpUJ7wIXdYqQgK1yaS+EyS0zF8gg66ILO4FyaVEHmAwONOKxV9uuTr8/wS3ta6A45GI1k2dvup6RoJAoqQafE05cXGGj1sLfNz7GhCI/vaOT6Yg6LZOSpSwtcmF5mLl3EaZawm808stXD5gb3bevxnYi7g9SPgPWBixsFJ9bml/LZTVhNRhpNVj682clEUuH6qzf41X3tayavqhjnMuemknQGHMwk8oRdVh7pr2bjXEyX+NKpSVRNR1YqTMSKpEpluoJO0HViuRLjS3n+7fs2kczLNHrs9Iad/JfnrlPRq6K1foeB+WQZl0UgUipiQGc2UaTLa+D8YoVmPctsvMB8KkdvvZc2n4WiomKVRAbavIgGA7Ii47KaOTYS43CXn5FoAVXVeN+2Bra3eOm8ESOZU5hN5DkzscxAi4egw8rhTXVMx3N8S9HY0ujkvdvqsUhGLs8lmUsV+MHVRRSlwkfuacFnN9G5kiL+ldEYCDq6Dq+MRUEX1laqtfW/XrrqLn562Kgt7tQ+qyupVTLRanqOM5PL6Ohrn2uDive2+3GJ4xsOVC6rmb8/MclDm8J01tl5YThCUVM5NZHAZjIyuZxjPJYjbpEIOM24TEbQK9S7zUxFcyAIiAaQJAOxbJnh+Sx/8GA1F9RiusiNaI5dbT4UtcJ0Ik9H0MGBriBPnJgkW6zq921pcOOxVWMTBQE+cW8bL45EiOfLTMbzSAYDyUKJpy7NowsCk/EsTT4bPWEXD/eHGY3k+HZ8juOjcSZiObY0ut98o+9g3B2kfgxI5OS1XFIbdcBaYU1YcfYXNfoCJrZta+fEjRgCVXu1wyLS7LXx2miMvKJw7FqEP3qom/96bASvXWJro4c2rw2HTWIxVdXn2+f1kczKzCZynJlM8gcPdtMacGARRdoCDgDUis7DW8J0B5389xdG8DkF/BYL0VwJHZ2hxQwGrYJWgVa/jblEgft7glxfzPNcJM1HBpqpc9s4MRqrBkEWFHa3mUjmzEwnymxvdKProKoVnjwzjd0kotl0vnRyGkXVmE8WsUkSzw4uMRHNcV9PkM+/OsWj2+rx2SV6Qy4UVefIphCzyRznpyVOjVc4P57naKcdk11gX3twbSB6deyN4M3V1Wvti+3uQPXTxXqLQq0E0u3aZ5V0VJuOZVU1ZBV6jXdmPlnkvzw7csuVVHvAzvnpJFPxDM9cW8RpMuCRTKiVCtF0me46O3/xeD9nJpcZXsySLFXJRp882IVFMuK1mVhMF7k0k+LCdJKQSyLstlJUNDqCjmpKeWA5J/PBgerv9WHiEwfasUpGFtNFPvv8KFubPXgsJhB0JFHggzubGVrI0BG08+0Lc4BAd8jN9hY3wwtZLs0ukylVeHU0Rr3LRCxTIFnU30SceDfgrk/qbaLW6bvehl6rb1br1Kx1BLe4JcYTCiVF48pskrKqYRaNtPqqD+1StsxAs5eP7m6mzmVlPpnn+mIWdPjI7hYmYwU0HVoCDtp8TkJuK6cmEhiAK3Mpjl+PUtI0nBYj//Plce7v8jOfLHNhJonTIhLPaPSEHVVHrlIhkZFRdfBYYTZRxGY20B1yU6ioCAYdUTRwdS7FeCzLUrqIxyJRUioc6A2yu8OLUqle66mrC4hGgQ8NNOG3mbi/N8hffGArbUEHs8kcV2aXKSkqu9u9ZAvVFPPbm7ycmlhmV5uPBo+Nbc1eDnQF8TlMHO20E7S/wSizmowUFQ1JFNZWnqsmovV5pu7ip4eNiBLwZv8tvJnJV9uO63UC17MLG71WPnGg7abzeWv46AvJAn6HidlkiY6AleFIFqNRIOw2I6sarUEHIbeVV8bi1ewDQH/Ygsdm4juX5ri+mObr52bY0eLh8R0N/OZ7unj26hJ/9p0rDC2kq2ZnyUhRVtbu5bnBJU7ciLGYLjKTKNBZZ+fcVIJ8WcVpqU7IphN5TCuxhO0BJ6KhmvDzheEoO1s9qBWdqeUsYZfE2ZkUQZcNDciUbq1T+E7F3UHqbWC9rlhtGgJ4Y6a3Plq+9vN4QqYgVzg/nUA0ChzuC7GrzcdMokBH0Ml9nUFeGomxf8XuHrBbuK+7KvHSHnDwK3ubSWRLnL6xTGednUavjfu6g4gGgW+en2NqOcfQQpbvXJpnOVtgLlXm9ck4AhUCDguqDn31Hj56TxvbWv2YTZAtQbYI8WyJnS0+vn1pgYFGNzZJYiGR40Y0R9hlxiCAaKza6s9OJpiO59jTHuDhLQ18cGcjqqbz3csL6FRQtOrs7+pcmj3tfhxmCckgMJ8s88CWEJdnUzx9eYGvvz5DqiDjsBo5silMo9fK4d4QQfsbL7TjI1Hmk0W+dnaaVp+dM5PLPDdYZVCuCvuuJ1C805lPPy28lXrdiBixfoCqZfLVTvjgZmHgWvWQ9eforHNSW5KseY/PpUtkigp2s8h8qkyzx8ofHukBXeBPHumj2WtnLJIhX1ZwSAZCFhGHVH0t7mv387evTnBtIc2lmRQHuoKMRbMMLaYwi0Y+++Iozw8vkSzIxPMqz16tPotlpcLZiTj/+dnruC0iRbnCrlYvXruJ/kY3U8t59rUH6G9085VTUyi6hoCOJBn4lX2t1LutbKp30xtyEs2rlFUVRdMQAZflVhFh71zcNfe9DWzETqr1SR3uDd203ypqj9lZb6Gs6uzf3siRTWGSBZmp5TzbmjzoJNne5OXpKwucn06smLYMjCzlyJZWad1ZfA4zC8kipybiSEYj2aLK1iYX+QmVezv9xLJFHugLs5Qu0VVnJ5YpcnYmhccs0eSVePLsDJsb3Siyis0q4hCq2Xn9dguj0Rw20UiyqGExGjg/k8JrERmJFXAYIJ4rMX41j8cuki3KnJ5M8Pi2RsySyHv7G7g8m6Iv7OQvvzfEa6MxBtq9fPvyAr99oB2AuVSR+WSBy1mZ/V0BPrCziY6gA4/N9CYR0VppJJ/dtEZC2dbk4fJc8qZ2qcV6k9Nd/Hjwdur1VgzZ9TJHtXmmVhXP1/pMs3fNrF57zpKiUTtkCtTQtTWdh3fUs7vNzz+8NoUkGlnOyahahVhWYSpRVTXf2+4jWVTwatXMt//j+RHMJiPddXZSK2xSgK2NHi7PpGgL2LGbJA50BbFKRj5zqJOnL1cVGw50B8iVVMRIiutLWcJuC16bGUWrcHUuze52H8mCzPmpJCVZpSBriAYDE9EspZ4gZ6eWmU3kCTjMnJ5I0OZ3kMor3NNmoa/+3eWPgrsrqR8Kt4uXWh+vUPt9dUa4HmOJqn05WZD5b8dGaPPb8dlNbG/yUlI0zk4sE3SYmI0X+DdHu/k/3reF7pCLnS1e+kIumrxW0mWZ54ciXJtLEcuXGY0UaA86OTuVYDpe5Mmzc8iKysXpNKLRiFU00OK3UipXKKgqxbLKhZk0hYJKJAsGA+xu92I2CBgFGItmEADJIJBXK9S5jBzcXEfIaafNbyNosyAAFpOReLbEgc4Aw0tZTo4vA7Ap5KA9YON9WxtwmY18+fQUf/2DYZo8VjbXu/mNe1tp9lk52h+mKGt87ew088kix0eiPDe4xHxG5Vq0TFHW1gb/1QSHq6utWrPQ+ja6O0D9+LERs/WtKoGsVzBfv/qtJR/5HKab/Li1aXBWTeqJnPwmZfDaeCJJhEvTKf6fl8dRNQ1F1firZ4aBCkGnxOBCho/e04yqQSavouo6QZsRu1Wkv8HNZKxA0FUNH/n8K+Ocn0pysCfAck5GEgVO3ojzueM3GF7Iki2VWUwXOTEWxyQJ/Oq9HcwkciylSzR5Leg65MpKNXXH04NEMyXq3FauzKR4fEcjHQEnV+fSdNdVs3SPLOXY1+nDbzeRKJaZjOWYjOd+6Pb6ecfdQWoD3EpUcyPTHWy8slrv9F3/MgXorzOTyFdXUJ85VHXUPnttiX84McH3ry4iSQItfgd/9eFt9NW7eWkkyrcuzPH5V24QyxUZms9iF0VEwUBZ1ZhPFqodXoDnh6KIBgMf2tmA2SSiaBoGAaLpAmcmErjtJrJ5hdPjcSxG+NjeVrr8BlrdBiZieWaWi/TVO/GYzQiCgEkUaQ/YOdIbZnAxg6ZrPLglRFfYgctm5lMHOkkWVT7/2gT5skpP2M6xoQidISeP72jEIhmRDAKZosqDvSGuLmQ4fj3KV05XTXdnJxMUFY1P3NtBo9fK3nY/slrhmbE8PqtxLWB6vcmn1uex3nR0KzHau/jRsX6Aup3Y8q2CdtefZ/35NzpudX8dnYVUkS+8OsF4NHvTsbXmIZMkYrNIfPJAOw9va+BT93cRdEicnk7y358fI54p8YNrSzT6rHz6UCdXIjJPDmXZ1ujhy6emaa+zcSOWZWeLl3qPlXxZ5atnZwl7rOxs8fLY9gY+caCd/V1+IlmFf3htnAszCUYWM3hsJv7gwT4+squZL56cYnA+gcloZGeLl7BTYi6ZJ5IuYbcYuR7JMRnPEkmX+OqZKQqKiqzqZIsyv7CjkRafg0JZ5cps+o6m1neaifuuwOw6bCSqCRsLXdZ2sPUpDE7ciNPkta2l56h9mXqsJo5fm8EiGjg+U2JfR4DrS1meG1ziQFeABreFb1yYZXghQyxbBgTOTi9zfjKBz2FCMBigAi1+OybJwG/f10GD18aeNh+P9NczFcvRFXLQ7LdycTZJKi/jtJn48EAzGtW4EatoYCKaxyJBpQJXF7PkixUsJshpBtxWic46J4quk8iX0HWdeE5GMhpZSBcoKBV2t/q5rzvAxHKO18ZiXJ1LYzEa6KxzcnE6RVvQxqtjMb53ZZFItkyL105vyMXB3iAXppP89sEODveFEI0Gvn9lgWsLGXa3+dbqNV9WeH5wDodk5IHtHYTcFjxWExdnkze1T63w6O3a6MeFd4vA7FvFrep6ffkP0ya1/dBqMt50nKpVZYWuzKXQK/Di9Sjj8fzasbVJeuuc1TxPx0eiXJhJMTSXJpYv8ZmD3VyZS5NTVLY1ukjlZbY1exmcWuQjm13c29/BZCzLL+5u5VBvCLWi891L83x8byv9DW5i2TL/fH4Oj00klpMJu62U5AotPgf39wbRdYFMWaY75MRrN9Hit/HA5npa/DamlvO8b1sTezsCtPptTMfzOEwSDV4bJtHAXDJPtqgiiQJGwcC56SQXZ5bJKnC4J8DuDv9bqrcfVuD3Z1Vg9q5Pah3Ws5LWK0ls9Hkj1JInjo9E1+I6Vs/dX2fGLArsveeNTLPLWZknX59BNAj8/uFuri9lub+3ju9fW+DcVJJPHexkIlZgZCnNA5vqqqSIvMz1SI6AXeI/PzvCx3Y347SKXJpNkynILGWLNLptPLwpzFdfn6FSqVBUNM6OLyMaQNPAahVp9jkYmk6xlNX5vSMtPHV5jqevzKMLGskc+O1Gwk4rCAIOs8TuVi+6Dp9/bZJsXiYnq1V6vN/KlgYnU/EMO5o8jC5lyRQVHt5cx8nxBAg6Y5Ec3SEH9W4rr47FuDSTpDfs5vCmurUA6BeGIzw/tMTjPU4cJgPXlzL47KY1k8/tgkHfahvdxY8Pt1sRvZX9NjpuvXUCbg432NbkYW+7kYVM4ZbnkTWdizNp1IpWzXXmd/CDoUVMooGcquCQRMYiBQqKyhdem2C5VMFkFHhpJEp70MlXX5+hL+xkernAb9/XAcAPri3R5rfT4LHw2Rdu8CcP93J2MsFYNEN3yMn3ry0SdJp5tL0qgfbN87O8MBThvp4gDovIga4gUBWKHotmaPLZmEvk+aW9rXhspmoOOE1jMpbDaRUZvh7l1/a187cvT7K12XPT/W30jnqnmbjvDlIboHbVc6cG3yg4sZYmW5S1tVxIaxRqWSNTrhAUq3TqV0ZjXFtI0uCx0xFwIGtVtYmH+6sP+fmpFAG7SMhtpTXgQBDgucEoi+ky79/ewNBimu9HcgiCznKuxFS8SJvXwlBRwWIyEnBZ+MHQEl11Nk7ciCMAqgYdYSfRXBGzyUizx8K5aSiU4R9OTjCTLGM3QEvQzu5WG2bRQIPbzkK6wOG+EFfn0iwXVRwmI0aqJkFdB4dV5P99ZQJZrvB/PT9Kg9fG+7c3sa8ziMtq4m9fmWBLg4vtzdWYp/5GN9miyqPbqvf60kgEAYF7uwKUVY3p6WmuRsv81Xb7hkSVu3hn4lbtuxpH9Q8nxhEw8IkD7bT67NTZBaL59ep2oGgac8ksagXu6wnywKYQM4k8Xzs3i1s0cWRrmK6gnb85NkIiW6LVLXIlUmJsYp69bX4EXWdni7y1YFsAACAASURBVBdZ0bk8l2ZmOU+rz86OFg8vXY+wv8NPLCdT5zSRLFRZhK1+G984N8dj2xoBkBUdt00EXWBoIY2s6VxfSLO92csHdlZTc3z1zCRPnJhkR7MXp1VkV1sdS+kil2fSOM0S56erBKGycnNIy0bvqHdav7jjelAQhL8XBCEqCMK1mjKfIAjHBEEYW/nvXSkXBEH4rCAINwRBuCIIwkDNMb+xsv+YIAi/UVN+jyAIV1eO+awgCMKP+ybfDt7KjOR2tvjaF2ptevNETuapy/N88VKakbjM185O0x1y8JsHOvHbTZhEA0vpEj0hJ9eXMlglI+/dGuZDAy18+dQUJ8bi7Ov00x1yIKs6X3l9hvd0B/HaTXTXObk8m6HJZ+b16RQeh5nNYRchu0Q0U2IskqOsaMwkCjywJYjBAEYR2rx2MmUNjwG8RnCaJXY0umivqwYCT8WLeG1mZlN5FlNFbCaRXFFleC7NfKLIaDSDwyrhc5oYnq9eozVgYTqeYy6eQxeq/oPxaJ6+eif/5w9G+MKrN/jSyUm+cmqKkaU0yYLMmclltjd5OdRbR6PXyofvaeZQm42P97vorHPc0rdR+/9nwR7/u7/7u3R1dfFu6zPrcSsyy63KarfdSjh1VbD5Nw908plDXTR6q76hUvnNAxSAz2Ki1edkS6OXeE7mq2emCXusGBFoClgBnZKi82h/PZ8+1MVMWmUsXiaZLzOxnKUjWDVdj0ZSTEQz1Lst5BUFj83E4b4QDR4bs4k8L43E+J3DXexs8fL183NYTAZSBZlnri4wtJTGKhq5vy/Ir+1vp8Nvw2Iy0BG0841zs3zj3CwPbgqTLCjo6Oxq8/H0lQX+5/EbFBSF/kYnE/EsovDu1O57K0bLJ4BH1pX9W+AFXde7gRdWvgO8F+he+fsU8DmodlDgz4G9wB7gz1c76co+n6o5bv21fmq4U+PfiuW0kXP43s7AGuX2yKYwH97sJFmscH9PHd+7sohVMnJ0S5j3bq1nc4Mbr820pmEWdJg4NhRhOV8mV1IZiWToCzt5ZEuYjoCN64tZrs2nyJdV5lI5puMFShWFVL5MJF3mxdEYYbeFtqCD/iYvIbeZsMtKvFgGXWA5KzO0mEbVwWwGo0Eg7LWyq92L02LiPd1+hhayTEULuG0S6JAuyxhFgT3tPvob3Myl8qALbG12EfZYWcrKPNpfj1mSeH4owudeGuH1yTh723zImsYzVxd5bSzOzhYPW5s9nBqPs5wrc24qsVaPVpORsqqzlFPXSBHzyeKGgaKJnMxzg0s3BVL/tPDLv/zLfOMb31hf/K7oM6uobZf1bXIn9e71/Wp18lF7zutLmbX2X8/uq8VorIjBKBDLFkkWFCbiea7Npxlo9dIZdHBpOoVFEhicz3BpLoXbbKDeJfHnj/djNho52BvEJBoYaPPz8b1tFBSNJ1+f4dmrSxzqq6pgXJpJEXSYmYjlGVxIM9DsxSIKfPnkNCfGY4iCTp3HyqmJZT7/8hh//YPrPNAbYi5ZpNlno8VXzcX2rw608ejWqj/o/PQyHQE7g4tp4nmFB3tDdITshN3WN9XVOx13HKR0XX8FSKwrfj/wxZXPXwQ+UFP+Jb2K04BHEIR64GHgmK7rCV3Xk8Ax4JGVbS5d10/puq4DX6o5188FNjL1re9gqyk7alNKRHIay0WV4cUMDStO4dVjTKKBV8dinJ6M89LwEv/+6WFEEdIFFZMk4LFU/U/xfAmnScRqNvLBHU0YBAGv1US2XCFotXH/phCfOdzFlgYXJaWCVRSYjOWYWS7x6lgURdZwmU24HSY0rYLdDAUZvHYTc8t5Ls6kCLpMbG30YDUbiOaKLCWr6Q58FjOHe+pAEGjxWSmWFKKZIuenk1iMAn67idagk46AhZxc1f1bzQ/1+NZG9rf7+ZV9LXzx1DRBh4nxaJVaK6sVFlLFtcDdoZhMi1vC5zDRF3bxtbPTbwroXK1vSRTY2357p/JPAgcOHMDr9a4v/rnuM2+17jZivOrcvMp5KxT22v7z0kiE4yNVwddVavrqpO/4SJSSoqFX2BAOEQqKil0SKcgqDR4LO1s8xLJF5pNF2oM2jl+PUO82c3o8QU7RODVbIp4rM7KYZWa5+lxuaXAzuJBmPlFgZ7OHvZ0+rJKRD+9q4o+P9vLg5hCSKIAu4Laa2NHiJ+QxMxcvsqvNz+B8NUX9J+/v5mO7mmkNOCgrFRwWEcloIFGQ+dzL43z/anXC+ocP9hLLljg/meDSTIJL82li2RKpd6EsklB9zu+wkyC0AU/rut6/8j2l67qnZntS13WvIAhPA/9J1/XXVspfAP4UOARYdF3/DyvlfwYUgeMr+x9ZKb8P+FNd1x+rvX46nV77kWNjYxv+xrJaVcv+aWD12ut/Q1nVKas6T43mONppZzwhs7PeglkUiOU1vjuSQ6votLol9jdXZ0hjiepL2WU2kClX+Pb1LCYjHOlwcC1SpidgYjKpsJhXmE6rhGwGiorABzc5iORUvnw1zb6GqqJENK+RKmkUlQrpAijVfG50+GEuDcsyuA0QdAo0uQzMZzQyMgzUmzkxVcYiQdAuMJ/TMRthk18kVtJ4qM3BP13L0uEx8nC3k9fnSsQLMjvDVk4vFnmgxc7VSJmkrDEa1/DZwCIZEPQKum6gwSXxvm47fquRb13P0OE1U5ArDDRYuLpUZjarELCLWA3VurSZDGwOmnBZDGRKFVwWw1qA78XFMjvrqySUTKmCWRS4Fi2vEVNq22Kj8o3a8UdBd3c3ANPT02zfvn3wZ7nPvNV7fit1d7v9Vttqo2NXt9Uet1E/qj2+tu0VrUKHz8SfPbdMZoPfFDJDXobDnWb2Ndm4FCmRKVVYLqiYjQaiBRUqOnkN7CLsa7LhtxqRK3B+oUhereC1iNhEAw0uI+PLZRo9JqI5DZskcLDVxouTBSrAo112ACYSCn1BE9djZaIFlURRp8Fh5L5W29r9XY6UyZQ1WtwSqWKFJrfIP15NsTVkxSkZ6A2YeG2mwEyyTLFSYSlbZeH+2SE/ja6fPyrB7Z6z1T4D4Ha737TTjztOaqNfob+N8h8Kq51j9eH9SWL12plS5abfsFpuFgUe73EQtBvXBiiAoN3IRzc7+eAmJwhweam8tmpYzaGUkyss5VQmUjLXomVKms7z43lG4mVEQWBXyMxgVGY0UebSYolYQaPBLtLolLgWK7OUUzAadFxmMBihwQNmEZZyYDdDmxtKFcgpOlNpjaBVZE+jmf6gGYsJQg5YLukYdRCNUNGrbKnjMzniJRhPaAzFq4NEVoFnxvOgV3hppkidw0DAKvJQh5nf3OGhzSXx3k4nRbVCSdEYXZY5Np7j7IKMyQCSUcBlNnCg1cqj3Q5ckoBkFNjVaKHZLTIUkymr+toA9UZd62uTgdXg6P669Snwqi+4Ow1QP6Vn6KfSZ+Ct3/Od6m71XLfbb/11VtvsWrRKP64doNbvaxaFmwaoi4vV7ZuDJvY0WYnk1A0HKICwCw53mgjbJa5Fy5yZK9HoMBIrargsAkVVp6/OxN5GC40OiZJW4eXZEkWlQodPImQz0uQSaXGL1DtEUkoFdDAZYaDewlBMJmAzUJY1zi2UeGYsR0bWkDWdDp+JfU02tEqFPU3WtXoAyJQ1zi4UeOJyhkxZxWEy8GiXE3S4kSjz/w1mOLdQxGeXqOgCJqkaaP/ziB+1b73dITkiCEK9ruuLK+aH6Er5HNBcs18TsLBSfmhd+fGV8qYN9r8ldu3atWH5wG3YXufOnbvtsT8qVq+9X745XcRGv2l127lz53BZDHT0bePC8Rv84oE30nXIYzHa2nwcPzHJn/5CF88NLfKBXa1849wse1ttxHMl/vnCHFaTyP2bG2n2OelvdHFhNsXC9DTfHC+TzOpYzQaSskDQYUI3lDBKNnqazEwnstjNEgZBoF5UUdQKyaJCs6PCxSWV+aIFh8PKvk0h5hIF4pkyM+k8A72tvD6VxCQKBIspBMHA2QhkBDNdjRbmkyVUrUJLwMbRgSZcVhPDixnQBe5xqEgGgY95NG7EMgTqPbRKIvcPSJybTlLSNcIdHTR4qqbPQys+iEuXLnF8qsC9W7sZ2N6wVp8DK+ahHSt+vk3NXjbBmqTSyfE4Az+kU/l2z1Atbvc8pdPpWx32M9dn4M33/Hb6ylup74EaM2Bt1oABbjbt3arf1F4rPrhEBh2zaGR/bx2eWA7jydfWpJFsgG6AYgUW80Ya6ry461wk43kMJo2RvIWuBhtbmnxgSyEaDRiNBrY3Wbk8Notbgof2bOGlkRiP7w9ybCiCZDJwaiFLSyhIf0eQ9oCNpy7Ncz6S4khfCK+xSNFowGrUyBoEvnqjjNVoZFuTh5Kk09LVx1gkx2NbfABk7Qkeu9fKldk025rdfOviPCduxKhzWPnDI1v4/tVFfq07wOW5FO9v8vB3r0wQKRTp7++nc4XQ9OPGv+R78nZteps+A7z9ldR3gVW20W8A36kp//UVxtI+IK3r+iLwLHBUEATvivP3KPDsyrasIAj7VhhKv15zrh8KPw0H4kYKzXdiJq2mPa/FlkYX1hXn7/PDS8grqw2dCiG3lU8e7KbebaUz6OT+3joaPXa2NXnQKhqDSzkW03n+4/eHOT+1TKms0O538NCWEFaTiKBXqPfaqXPZWC6UyZUU7JJIXtGIZ0vkigpHN9dzdEuYaFHHZIAtTQ4e6Q8zlyxQkjVmkgWa3Q6+dHoat9VIRYPekIfuoAurCNPLeY5uDvObB9pYLpSJZ8r87/98hb9+ZpBLM0kuzy5zaTbJK2MxBlo9pIoKwwspLs0liGcV3ttfT0fQwROvTfDNC3NrdXdmcnltJfrY9jcHGJ4cj6+pe5yejPPKaOwm0d/1Ch93wr/wM/Qz12fgR7vnWymu3Aqrz36tXt/6+KfbhRasbju6JczDW+rXYg89NhPumsVzgeoABeCyiixlikzF83xooIn372jmdw93UVZ1BhdTGA0GSloFQYf5ZB5RAK/dyLGhCPVuCxPxPFaTgatzae5p83JPi5+crPDiSJRGnw27KBLLlLGIRrpDLna3BfnQQAvdAQe/fm8rkUyJgF3i9YkEpyfiHL8e5YkTkyyliwwvZNEFePryAnvaqmSLeo+J0Ao5YiFd4r6uICVFp6/egaD/TJI43xJ+lOfsrVDQvwqcAnoFQZgTBOG3gP8EPCQIwhjw0Mp3gGeACeAG8HngdwB0XU8A/x44u/L3lytlAJ8BvrByzDjw/bd9Nz9B3GowWu2wwBphohbZosrzQxEypQqZUoUzk8tsbfRwZnKZhVSR4YUMZVXj1HicD+5s5hvnZ/jWhVmeubLItYUU56cTlLUKH9/TwpYGL2gwvJTjYHcAh0XEZzeTzCtEsgqPbWvkYG+I7c1uAk4LlQo4zCJFtcL2RjcVXcdiMpIulDk/myae0ylr8NxghLMTy5wdj7Oclwm7rHxooJEGp5krcxkGWj1MJ/JMLWcRDSJbG5x8/rUJnr6yyP3dAfKyikCFPR0BPr63la6wm+Vcmf0dfvrq3fzZY/1sa/KCrnNtPsG3Ls4jIKBqFUYW3pB9WXW4r5p6biVF5XNU9Q5N0hudeHXGfjsW2b8Ufuu3foujR4/CO7jPrJcJeysvIR19bVKxXq3+TgPdRoNY7b4G48Yv8FxZQ1MrZMoK//T6NMcGlwDYFHaSKahoWoVSWeODA03saA6wp8nKRELF7zCxt8PP5ZkEV+cy+B0m9ncGkESBpVSJj+9p5XBfiO0tLj59uJvfO9JLyGVGR+fFkQhNfjuj0RxqRaM14ERHRzIIHOqr45f2tDCXKHBtIYWqVijJKlfn0/zhkV5+/8FeLJKRJp+NZ64s8L9eHufMeISXRuNE0+V3JXHijuY+Xdc/fotND26wrw787i3O8/fA329Qfg7ov9Pv+Glhow5YO1vfCKsvyJFImoM9wTcdf3UuiUUpYTMKNJoVrs2nyZYUXk6X6KpzsqPFw/94cYydLV72tPn47As3uL8niGSomu6+e3mKkqzS5rdzX0+Q+VSeBzeF+fLpKcoVKCsK93UH+e37OnltLMorozEm4zna/U7MRgOZfJmJaI6drX7MosCLIzHcVpGyChYz2MwGxmM5SnKFzqCNkqbzxMkp9nZ4GI8W+c7lBRK5EvVuKzo6M8kSj2yuXj9oNyNrFf7ogT5KaoWvn5vFaRGxGI3savPx/PASB7qqtN49HQG2NLgZi2Y52F1HUQlzdmp5bYZ9uDfEhQvzXIuWGYA35YqqnYVfX8qwvekNRt1GCts/Kfzd3/0dAG63e31ehXdMn6l9/m8X9F7bf1YFgm+VIPR27VR7vfVBrEvpIonCxv4Og6hT0WEpWSTssdIasPFPr09zI5rlgU1hAjYL21vczCaKnJuOk0uWkDWNqXiOizMmjAaBf/WeNibjBb58epJtTT666pxYJCPfuTTH49urltdGrxWfvRqQPhHL8fpEghdHInisIhemk7ynO8DWZg9WyYjPbqI37Aah+pt/70gvqYLM3xwbwWUWcZiN+B1mTKKRRreJl0Zj5EoqRQ0yxTcGqXdLQPvPqSvuJ4ONVkvry241U/c5THzyvq43vVSPbA6xrdmLzQjbw2aObApzX3cQRdU5eSNOWavgsZn4tX1VH9QL12P8wYNdBJxmmn12XhmNsynsxCaJfGigiUavDdC5PJNmW6OHw71BOgMOEgWZH1xd4C+eGiQvqyRyZaaTOexWkQPdQUySRKPHwngsT9BhpoKAyQBlBTIFhTafA5fdyNBiDlGAnCJzZS7DdCpHwG5GlkEQBAQEZLXCseEIIYeZep+N925t4MJMkouzSa4vZnh5tJrI7dREnO9dXeSJk+NcX6ym1Z5JFNjdVk3J4LObONhdd5NfzywKdK+kkL84m1wzldYG7q6qEFyeS67F5Ky+1NbP2O/ix4fVycTtBqha4d9V3GnFdDvl9NXz1E4+yorGLRjo5AoaApAoySTzMu1+B1bRwKawi4DdzGwyz2yygEUSKMgV+utM9NdZ2NMRYH9nALWi8+xQlMVUkTMTCdKF8pom3v09dTx5Zoo/+toFzk8lqsH6eZlvX5xH12Fvu49PHOjgPZ1Bwi4r97T6ODO5TCIv47SK7O8MML1cwCoZ6Qg6GGjx4jAb8DssJHIyO5rdiEYj3SE3YY8VATCLbzaPvtPx88dl/Aliow64vuxOqbBXZ3zwRrqBx7Y3cEGrmh0uziarKTocJv74oR6GFjL838+PYTUZ8DtNzC8XGF3KM5vM0ex1EPZYmYpm2dPpZyKep9FjwSIZGY1mCLktvDoaQ9V1ZFXn9GQMKiozy3lskoAiq2iVCifH4zgsIrG8hU/f38Viqsxr43FGimUCDkirRpRKhS0NXursEt+7toSg69TZzMiKSnfQRl/IQbwoI6s6D/bW8eSZGX79QDvfu7KIZBSIZMsE7BJtARsCcLCnjr95doTeejvPXFliS4OLM5PLOMwiL41EcZiNoFcHvCObQ2uz7UypwlhCZj/VF9OZyWX2tvs5PRlHQFhLK359KVPNklrj53g3zDJ/FnC753+1f6xfdW2EVZ+tjn6TrNjJ8fiaiXD12NrVWGvAQZ0dovk3n1PR4MP3NHNsOMrmBgfRTImdLX52tHiod1tJFmQi6SL/7dgoH9vdzGefuwa6zqN7TStBwgK5kky+DHV2C5LRQDRb4n+9VKX1Kzo82Bvi2xfnUbQK7UE7rX4bqaLC+akEc4kSFpPArnYv1+bTlJXKWioPr81ET8hJsiCTLEC6oPDo1kaODUUIeSxEUiV2t/sZjczgMknoFCmrP5wf8J2Au4PUHXAr/bD1n2+l4dcXdlGUq/p8I5E0v7qvnUavdc3P0hZ28Y+np2n0WOkIVlk7I5E0H9zZzOB8BpsoMRnPVlUcMkX8DhNKRUdRK3zz/CxlTecPHuhiIVUiXVToDjmRtQrpgorZYKCzzo2iVgADFTSGF7OEnRb2tPu4vpTnq2dn2NnsIZotYhZBUcFrsaBVdDJFhQaXGZvZSKmkMpMq0OF38uJYnL6wk0i6xGwyT66o8ccP9zC5XECt6Hz2xTGObg7xq/vbyRRlRqN5MkWZaL7EJ7vbiWdljEYDQ/NpPjTQxEsjMT5xoJ1UoToLPbI5tPYyGorJdPqktfpd9WvUDkhFWXvXdNifN6yfMNxKvHl1n9VJR21ZbbLDVVP6avbeoqzx7ODihgMUgGiAS/Mp9nf5uRHJsJxXaA/YePrKAh6bidnlAhaTgT9+qIeQ20qHW8RpMfDEqSnubQ8iGUA1GhAFnfY6K1PxPPGczMGeIHs7/Hz55AR99U6m40WGIylOjyf4vQe6eH54iU8e7KQ14CBVkHn6yjxBp5W97T4G5zMr5m2NbFnlL5++RtAu0RPyMBHPE/ZYoQLxosw/np6hWFarCT/NUOey3lQ37wbcHaR+DNhI6HHVbPGV01O0+x0c2Rxid7tvTc17FT67ifdtq2c6kWchVeR7VxZ5oDdER9DBdCLPge4A37qo0OS1cbg3xJNnpgGYTxYQDUbC7qrsUF7WGItk6Q45cVokfFaR719LkSop/MnRTTgsIi9fX0Kr6Lw+myJeUAk4TciqjiQa2dPq5fWxAk6TgMNtYT5RQDIaODmRoC/spSgrLGYLdIdsFGSVZE4mW5Zx20S2tTipc1l54tQUXUE7N+IpTk7EmY7lieZlRBE8VjPpXJnBxQz9DV7i+Wo+rGeuLdHhrw7O37uySMMKs2n1JaZoOhcWSlzI3uATB9o53BtaU+841Ft3U92/W2z0P49YL7B8Kz/Weoo6VE3nq+a9+WRxbVLnc5g41FvH9iYPZqC8wXUlI6Dr7O/wMxXLMdDq5Xokx31dAY4NRWj22nhPT4ChhQzPDUVo9kggCOiISJKBx3c0MREr0BG0EXJbsUhGSsobUkw3YgVeGRtkb4eProALSRRoDzh4bFsj3744T3eqiMlo5L6uIM8NLTIaqUbl3tPm5cunpuiuc3JvR4DZRB5dh5HFDGpFp6SoxDNlwi4TOqZqxoDRqivg3Ya7+aTeIoqydsv8LOvz5KyaLbpDTrpDTpLFMt0hJz6HCY/VhGQ0MDe/iFaBK8sCr47FONRbx0gkQ1nR+PqFWXa3+emuc5Irq3zuxRv8wo5GesIu0kWVX9zdwv7OABbJyP09QabieVJFGUEQ6G90ES/IzCRKmIwGDvUEOTme4KWRKKcnEswmi1QqFepcVnJFhcGFJOOxPBPxHEY0dF1HFUQGmt3MJQpkZRWfzcxcqoBB0FlMlcmUVA72BPDZTbgs1RT2mgaqqlFQNT62q40r80ke2dpAg8tMtqgjCeAwm+isczIWSXNpNs3hvhAHewKIksDmejfdISeJQpmxaJZnB5foDbvQcnHSJY2Az0+yIGMzGbkyl6KsajR6qvm6mn02gDfl0bldm/0ouJtP6mbcqZ7X5zjaqL+sHl9LUZeMBk6OxzGLRi7MJLGZRK7MpbivO0heUdnXHsBllVhMFXny3NyGEc1ehxGv3YpkNHJ2KkFe1jg9HmcpWyLktjAVz5EqykhGAz67iUgixVRSIa8YyZQVTk7EWUoXeerKIjPxLPGcQrIg8+JwlL56F06zRE/Iye52H1fm0sRzZbIljZlknnq3hXtafUzG8gwuZHikv56iolFSVFr9dibiWT440ExP2MXWJg+KXuGx7Y3s6fCTLWqgV/jwPS1cW8iwmCpycTbDrjYPXSHnW26bHwY/q/mk7hIn3gLeipNy/YxwlT69PsX5mcllnrq0wMXFEgAHe4JsaXTR4Knut7XRzcxyge9emuP54SUskpHN9U5mkwUSeRldh5LyBkX7pZEYu9t9RNNl9rR7WUgVmYnmKJYVIukiCOC2S2hahZ6gg86gA0WrsJQsciOeRZQEAjYzsqpRZ4GRBCwk88QLGmoFfFYzJlGgqCgsZxTaAg6WswpTywXev6OJOocZt93MfDLPg5vDjC9VB7wGp51NYReTiSLNfiufOtTJ+3c2IRkFtjb6+IXtTRzeVMcXT07R6qvKyawSJ45sChNwmDgxFmc8odAXNOOwiOTKCt88P8e2Jg8Hu+s4M7nM/8/em0dJdt11np8XEe9FvNj3yMh9raysrH1RVamkkmRJJdmWsY0XbGxhmzHQBpoDzMCZnh6GPtDn0D3D0DR4BhoYcGMZu7ENtrXYspYqqVRSLVn7kvu+x74v78WLN39ERiorlVkqSTatlup7TpzIuHHfzXj3vt9dfsv3d3x4ebXP159kN2Oov4Pbx5v11+3Kxvqx2Wic1npk1lPH72nxcGUuRa5U4dxUnGyxsior9cDtl0cjb3CccK6IYzKtcWE6TuNKIJXZJPCv7uvCJAhMx3JMx3M8eXmBVEHFb5e4slQiVtDoa3JwsN3PFw+3c6DNz8PbQnSHnJyfTtAVsNPus3F1Ls3uVjdWycSfPj9KoqAAVdJFheNDEfobXbw2EUcyGfjwzjCzyQJLqSIf2dXMSyMRPri9thg8cXqS89OJmgp75YQmiQJbGlxcnU8zFsnhtZrQgMHF7PvuGb6j7rsN3E4Mx3o7VX1hqn+uo270d6x4rHnt0qp3W1HRSJVUPrGnhUi6SKZY4Uh3gM/f3QHAs9cXuTKb4KnLCzS5zXjsEmGXhQszSe7t9fOJfa388bODzCYLbAm5kIxFrs5luLvbj9ts4IfXI5hFKJR1RiJZ9rZ50Ko6S9kiRqOAbDZhpYJoMuG3mRhe0mh2ybgsRqqVKmG3hVy5gkGoCcvTVxbx2ERSZZVipUosp/Bbj2zh1Hicbc0OTgxFcFhEBHS+MzBHR8DG4FKWfW0emlxW3FYJWTLwymiUsUiObLmC1yYSclg4P5Pkvp4gXd4aj6EiGtjX7sFjlVY99tbaL9ar/DYas1upme7gjbid/rpd2Vi/KNWveTNHpLpK5wnAAQAAIABJREFUDyCRVxhY8aKrPwNFRaOgVN7wfzMr87jZBC5LLRJAUTWWkkVeHI6ArtPX6ObT+1u5Np/hxmKaZ64uUFKrGAU4NR7HaRE5MbyMQzbikkU+fbSH/e1eZhNFymoVqPDtgRmObWvAKYtYJQPtPidWyUSlWiWSKXJyJMq+Vs+qFytAg0vmkf4w37s4T3+Tk0/ua+W18RiL6SLfGZilWNEQqjpNPluNGqzVjUUy4pPZMKTlvY476r7bxGbqjERO4dxU4g1qpvqis7bs1fEYnQE7LlnipeuzzGcqBP0+vnthllZvzcOv2WOlM2gnX66yv93DxekUf/vqBK8MRxhdzuG0mGrxFpKRp64ucm+3H1kUOTedpNFlQdGqzCRztPvt2C1mymqV2UQJu2xiR7MTu6WWRl40Cexu8fDqeBzRoFMuV1E1je0NJpoCXjJFjXRBYSqeZzyWRUCg2WtjbDmLWdSRxJrK5sxkkkRewWWVKJYrSKKR/kYnP7q6DAYwGwXu6vBzpNvHc4MRrKKB2USRJo+VZo/MP52fZTFd4lCnl2vzGQ51+nhhaJnPHWxnT6uH14ZmsZgMFAx2Xh6JcqDduzoe9VdF0zdU+a0fs59USvn3i7rvdvtrM9lYr+ar1623WZePtdevb6suSxVN58xknHRBJVFQaPZYyRYrXJxNsr3RzT8OzG34G/rCDn7n0T6eubLAcCTLkW4/gg75lZPb8HKWh7bV4rd+dm8z+WyS+9ttGM12PrG/lT2tHuxmiUe3N2IyGvjepXm0apXpeJ5dLS4mInk0HXpWYqeyZYV7egLMxHIspst89mArRaXKgQ4vXptELFviycuLaLqO327mUKefWK7Mt87NMBvP0+63E3bKCILAK2NRBhcynJ1MEM+XsUoSnzvcgVNeH373k8G7Vd135yT1DrBRwOhal9m1Hkn1HWN9N6hqNUrykeUsj/SHOTeZwGtrAODUWJTLs3GeuTbPfT0hunw2Pra3mYHJ5KqC9nCnj0JZ4xtnZvjSkXbMRoF/9+R1GpwWGp02GpxmxqO1GKeCqpAqiWRLVS7PJRiLZFEqFU6NJejyWTGKBpp9IuRTCIIRj1Xk5dEYRaWmvnBYRA60eSlqUF1IYbVICAadk+MxdjV7+OiuRsoVnc6Aje9dmOPafI01wmeXMBmgL+xkYCpJk0tiS4ObxXQRh7n26NlliQ6/zKvjccJOK2GXzBfv7lxV5fR4JUYTCo/t9K8ySpwYjqxS4qzdmcOtQwLgTlbf28X6E9DbwdpT0nqmiNs5pa11oJAl46oWop6OpS57Q4tpBDZm2RUEmE/XiJ53NrnpCjpoclv4xplZ9rd5eOrKAl9/bZJkUWUymuXV2UKtIbPM109PQVVnS2hFbWcw8FBfiPFojmsLab5xZpbdLS4mojXb0l+9PMFnDjSznC3RFrADAhbRyOBiGqVaJVUo852BOT66p4n+Rhdhl8wz1xY5MbjM/lYvH9/XTEnVWE4XuT6fxCgIHOz0IosmRqMpskWd6ViOJo+8wZ2+d3HHJvUOsBHFy9og0vVsB0VF42unJolnFXaEzOxvkjnY4WMskuPaQmo13xK6QHfQhWQy8FB/iC/e00mH385sMs/VuST/dGGGP31uBAw62xsd/POFebSqQNBqxioZuTyTYmAySX/YQbPPRpPLynw8TyRTxCwKbA87SeYq7GpxU6hWkUURTdO5t93OzqCZM5MJypUKWqVKX5OX/W1ehpbz2EUBo8lAm89GJKVSVSqUyirfHphlJJLm8lyKZq+VR/pDbG9ysrXBiWgw8q0zM3z/0hw/s7uFDr+V528ss5wt4rFK/PK9nSylFR7oDeKQTbw8EgVgPJJbDdzcHjTT5KmpSGTJiFKp3tSna2NwNsKtgrHv4I0oV/Rb9tFb5UPcqM/XL2Ab2Q7X5l+DmuqvbotaG3t1YSa1KQ38fLJAk8vMpw60E3JYyCsVXh6J0eKx8NyNZT5zVyv72/x8ZEcjJ0ZjBCwCdlGgL+wh5DQjAKqucW02yYXpGE9enidgl/DbzHzl/q6aA9PK79vaYOfV8QRui8irY3F+cGmevz45TovXitlowCqa+OS+ml32T54bJllQUFSNAx1e3FaJ6ViOP3zyOn/09A2CTpm97W5yxQpqVWN/m69OUPG+w52T1DtA/SRVF5b1C1LdTXrtDrLRJTOTyLNYKiMKsHs3HOtvYHuTi+9fmuOju5sxiwYe293IQ/0hLKKRr52a5IHeADtb3AgIfOX+HgYX0vzfzw1jMxs52h1geClHa8BKq8+KZDQyn8rzwo0IskXAYTHTF3aQLVeJF0r0NrjRgdFIHkkQiGYLhF0y3xvKYTJAS8BLviCxkC0QyRQZXsjQ5rMytJRDqVS5sZjmcJeXFo+VM1MJXGYT37+4QJPbiskgcG4qySf3NRHLKdy/tYN0QYELVSaiBaYTeX7tgW6qes2rUTQJPH6ojVRJRddB1ap878I852bifPmeTl6LKuwJ35x6Q1yJMUvkFP7m5ARfvrdzNdBz7a59LSvIZjaQO3gjzCZhU0bzzcIt1j/7twqAX1ueyCk3BWavrVOPibsVzkzGafW+8WQhU0u+5bdJ/NfXpgjYzXQHa6kwGtwyZydj9IYcnJ5IkC8pGE1GPrGnmQ5TEodk4EZZ5fJsmp6gDRDY0ezhUJePJ16b4JtnZ9jZ4uHyTJpzM3Ee7A3yn54fQQD2ttZc3B/qC5EuqURSRR7ZHqa0ktH30e0NPHV5gaBNJFWo3fvOJjcDMzFeHtX4zF0ttHhtvDIa5dxkmke3N3BmJkFR1WgPWGjz/3QY0N/NuHOSegdYH0mfyCmr7udFRXtDRlKAkNvM5w+3I6IzllB4fnCJRF6h0S3z0d3NjCxnyZUqDEwleG0izqmxKIuZIv/Xj4dwWkyrbOBPXVlkd4ubwx0+mj12Dvf42drg5MZClp6gnXRRxeMQCdrsHGjzcHI0xo25BPGMylgkzVS0yL1bAnx0dwv3bw1SVnU8Zri3RUYyGphK5NnX4mE5VSRRrDAZyxLNl2lyW7mrw8ul2TTjsQIhp0y0oOCwGPjSkXY+uL2RXzzSzl+dnOC752f56vFR/vLEGN0hJ4e7fVjNRv7p4gI5pcL+di+9ISenJ+Psavbwkd2N7G3zYLeY+PUHeohka0ntoLYgPXl5nkReWXVKkSUjWxrsG6qR5pPF1ZPVRqwhd3Br3K6jxPpT0makvpsteBdnkxzq8L9hgVrrfFSnwkrkFJ69tnRTFoFyRWM8mntj2yvvsYLCYzsaMQoCBaXChZkU93T7+e2Ht9Lb4OLxw+30hT2IAjhlkdm0SlapcmYiTovbzKtjcY7fWCJZLLOcLvL01SUe29lIs0fG55D49L5mnry6gNVs5BePtBNJF3l5JMKuFjfNbitmqRZXNbycIeyUmU0U+fzhdn79oa3MJor8ytFuEAQ8spnP3tXKP1+YJ11QmEsU6G92cWo8jlkwMBvPE8m8Pwlm7zhOvEPUDb9uWeLibBK/vRZT1Oyx0uyx3mTkFI0Gmj1Wgk4L5VSEkqpjtbt4YXCJmWQRpVJlZ7ObdElhW9jFqdEYx/obsJtNbAk4eOLMDI0uM/90YR6LKPBQXwPfODtDuVKlqFQI2GX6wk4Odfk4P5EkmVdw28x86UgnS9kSqZJCm9tGXq1ytDeAqumoVY2RpRwmk4F8qcilZQW33QJVaPRYOD+Xw2cRONjlJ5EvYxUlsmWNdKFEPFMLVGz0yPzK0W5+dH2JbFHFZ5f4zvkZ7GYTaqWKVRbZEnQyvJzlleEI8UKZFreVgqIRzZY51h+mySMTyZR54vQUC8kC92wJ0hd2YsjXFporcYFnri4wspRd9YYUjQaCDssb+tgtS1xbSLOnxYNTFn/isVLvF8eJzbDe0WGtI8S5qcRqv78Z6teKRsOGi5hoNNSCd89M0eq18dp4nEuzCRRNp81nq1Ei+WwYBYHvXpzf8H+UFB3JZETRauwOn9zbxNnJBPOpErqu47CYSBYUHu4Po+k6kpJFFg2cXdSwW0R+5b4uEGBgKslD2xpI5kt87lAnbT4bbT4b1xcyzKUKzMUKuKwSYZeVNq8NwQAH2n3sa/MyFs3RHXCQLavkyhXSRRWrZOT40DJLmSInhqI8friN7U0ezk7GuLqQwYCOQRCYThTY1+Ym4DBzfSHPg30BOgI/ndPUu9Vx4s5J6i2ivkNcv1Ncq2461OHn9GSMM5PxTXeUTstKFtqdYVq8VmbjeVq9Vpo8Moc6aoG6/U1OPFaJHU1unrq2wN42N89eW2Y2XqDJY2UmUWBHkwubZESrVplN5tgadnB5Ls3BHh+Nbhu7W5xMxAuEbBJVdJIlhWiujE0y8Y3T0/z9qUlOjMQ4PxknWaritwo4zEZE0UiH3wmAYNC5tpDBLolsb7ZjMuiEXTKKBllFYXAhw9NXFjg5EmEpW+T4UIQOr50vHenk7h4/kWSJzoCVpVSRR7Y38m8+2IdS1WjxyogmAVms7ZavzKX4zF1t9Da4GJhKrPZZuaLz2K5Gfu+x7ezv8K72Yd2wvtFYbJQO4g5+Oli7wLwdUt+1J6/19sOhpQw/d6CtZpPc3sBvPNjLsf6Gm+qaxc1Pxn6nkYe31VzYr8yn+LtXJvmrl8d54vQEp8Zj/Nt/vsIPLs/zymiMNq+N7w3lmE2rSKIBAZ2QS2Y+WURZiU380j3dQM1pI1lQSBTKPNAb4l8/1EM8V4tjfGRHA7uaPZwaq9lX97R4mIrn2dHkRjIayZZUvj0wQ4PLQkGp8hsPdhPJKiymi/QEXaTzKnd3B3h1PE6Hz8KV2QwtXhsdfgtbGlxvqW/fC7hjk3oL2Mxzby3qnmf1tAQbtQGvp9uWpVo+pHSpxltnEY1cm09zcSbJsW0hzkzGCTrMzCYK7G52s6XBQYvXymgkw/WFDB/a3ojVYqKgVBCNBr55ZprLsymsZhOCrnNyLM5YpMDluSRW2cDRngAXZpJMRGvxSiVV48pMGlXVKarQaBXY3ezlyvwUi+kiXT4zZpOJqq6TLqucnkzitoj8wt2dPHVlgblMHods5PREjAanBaNBQBcg5Lbwt69O8aH+MB/oD9Hmt9MVKHC428fIcpa72r08eXmej+xq4vkby0gmA6pWxWOVsMuvq5JOTReZyqj09it0Be2rmXtvlYpjra3wjmrvXwbrvSxvF+sdKG5lP6yXJXLK6jMjCHBvT4CwU2AxU1OvG2A1uDdss/LySJSSqiEbDGRLFRyykaBD5vGDbVyYSVLRdM5NxnlsVyP3tcmcXypz35Y2vLaaLVQ0CHjtEl9/bYrJWI5P7G2lK2jjb14a48Zilt98uIezU0kanDKzyRzHh5bJlzRenYxxYSrB735wG1sbnJybTKBUquxZUWkfaPeRKiiMRXI8O7jIk1eq3NXh43CXn1hepdUrkypWSORLnBlPMBMrvS+9++4sUm8Ba4VmM6LMuh2q/t16d+kTwxHKFY25xTJ7wmZkyciOJjc/vLrE3lY3L41EONjh45WRCH/7yiR3d/vZEnLwH392Fz+8uojfIeC2SnisEuWqhiDApdkk45Es28JOGj1WeisOZJOB/kY3Z6ZiaFUBu2zAa7EgmgwspIt8an8r6XIFpVLlZ/c1Mp0ocXEqwaSg8efHh6mupN9wSAaMBgMmAbb6bOwIu7ixmOEvXxpD0TU8FjNem4SiVTnc5efl0ShHtwToC7mwSklUrcr1hTT/qE8Tz5WRRIFkQeHUSIysUqGkVJAlkc8fbufafC2N9NGeNSSjApTV6qqL/to+32gRutV3d/DTw2bB07czBmsXofVytdH4vjwSZXAxzecPtzO8nGExXaSsvG7/Xcs+cXUxi8chMZ0o4JXN/NoHupiKFdnZ4mJwMcNyukTIbeFId4BUQeGZ8RxFVed3tzVgEY1cnkvSHnQwFclyX2+A63NpnLKRFwYjbGlw8ZHdTUSyCo/tbFzl8zs/nWA6X+CLh9s4NR5jMpZjOVsiV6pwbT7J0FKGzx5s5dRojBuLaY5tCzEXLfDZg62UNB3JKHBpNonFZKAr5MAtm/jh5QUUWGVBfz/hjrrvFtjI1XYjI/3avEZ1du466otWvc79vUEe6Q+zLSCtMqF3Be387qNb2d/u5clLC5yZiLOrxctvHesFQeCPnr6Ba4VYUtAhki1xajxOqayhalUSWZUWj5VGt5UbCxnCbhm3TeLPj48yHy8hiQLdfhcmo4CqacgWI/84MMPgYgYBiBcr7G51EXSsPBBVHbtNpKprGAUjVrORnKJSLGvsanFhNAjEc2VKpQrJQpnZVAGXJNETdJAplnl5JEpBVekOuCioGp/c38zgYhafvcZl5pHNHOz0sTVo5/G7O/ny0S4a3bUEis8PLvH8jWVOjkY5ORql1y+xPWjmwIqab22fbzSBvVkK8jv46WEjdo+36uq/mcv62u8PdHjZ1eqm0S2zq9nD8cEIidLG7dlEaHHL9IYcHOtvYD5dRtE0XhuPc2YyRsgt8+ponHy5wsXZFGG7kaJaJVVQODUWpTfkxCYZUasa8ZzKvVv9nJ9O8WBfELvFxFyyxMBUjL9+eYw/evo656cTHOkO8Oj2BqoIfKA3xN+dmqTNa+OBviAdQQeapnFxNoWiaZQUlZBLptln5Ykz0xwfXKbJbcEk1OaG4eUs2ZJGd4MbmwGc8htVqe/1cIo7J6lN8HYoYdarmeoeSgDHh5dvyn90Y41rdVHRGFnOoqPz7z++A4torHkDrTCCB+y13DY7Wtwoqk5eqfDbD29hcDHDsf4wE7EcibzKYqpIh8/KydEY93b72NboYm+rGwSBp6/MU1AqnBxTcZlF4vkyTovI5bkURgPkSx70KigaNHsdTMayBJ0WVL3KpZkU5So0OGSevbGM327C4xBpctrJlRQaPDLz8QLfPj+L12bGJpqYTxawiCbu6fGjI3D/lgBPXV0k4DAjGY24rRIuWWI0ksVsqgVqHu0J8sLgMpJoYH+7l4GpBBMr3H1r2eM3G5M7J6h3D97JWNxKU1G3U9VP2wNTCUSTcJOKby3afHauLWaRDAZafTLP36gxt2TLCtmSwsN9DZwxCkzHc0zFYTGjsS9s5spsmpdGIyiVKmpFx2Qw1rLjlqu0eK2MR3NIJgM7mtx0BWtB7I8f7sBtlTgxFOHlkQi/fF8Xs4kiXzrSwUyiwKWZVI1VImDHbjYStJuZitc8E490BXj8UBtmsX5Kc6JWdF4Zj2I3G3FaRXpCThpcN6v63g9UX3cWqU1wK0FZX2+ja9Z/X1+sXo/f0W+qs7O5llo6WVD4/qU5fu5AG4vpIgupAh67meHlDPvaapRAe1Q33zozzdByFtFoIJErs63RRUnRWMqWkY0mBiZTLKYLmI0CHQEbx/rC3FjMIJkEukMODrR5KFeq/M/fuojbITKXLlJSQdehomlsb3JTUjXyiorFAGYBzk4miWQLVKoCDlGiXNGI5kpsabBzNlUk6JSIZcvkFOhvcmGRDHz1xTH6Gmy8Mp7EajHQF3bS4bfz/I1lHtoWIllQsIjG1WSGug772700eWRkMcDs1AROs4G9GyTN2ywn0Xrczsnq/Xr6erv3fTvXvZV2N4qt2mgCXi+XoklgS8i+aWbemUQOh2xmW6OLv39tGq/NhCwaONbfzBNnpxiP5vl3P7N9VVX36kCJyYSKLsB9PTUP0/FInmafjZDbzEP9NTl+aSTKVrfM11+bpKxoqFWdocUsU/E87T4bhzr9jEdz3FhIkVNcHO70cbWSojNgRzLWFqgnzszw+YOtXJ1PcX4mzvBSmh0tbj6xrxmPVSJZUNjf4eHvTk2wlCzicYirBLS34qh8r+HOInULbCYot3PNrSZPWTKyLfB6gGoip/C1U5O0+axMxwt8bE8TAH9xYoxj20J87dQUB9o9PPHaFJPxPEe3BDCZIFtSiedLVKsGLs+l+eTeZl4cjvIbD3URdMp868wUL45EGJhJ0uO3MZ3I4XdYubGUZnw5y2fuasXtMIEu8IHeADPzSwwlVOJFhQaPla6AlVcm4hhNAkYDNFgtNHptjEYy9AWcfHB7mP/v5BSZsobDakAWJcIuI9OxAgJwbSGDxypxfTHHjiYnn72rlVRRpahqjEaydAVt/PmLoxztDuJ1iCymi4xE0iDofGRXE7JkZE/YsupgspZdYj5ZZGgp86bjcjvj937YjW6Et3vfP+n+Wu908fpG7o2n5vX0Sg/0hlhIFTfNJyWbDfSGnXz2rha+f2meT+9v5eunJzk9meBf37+Fk2MxUgWF2USRuWQBNa0SLVZILqZp8tn4f0+Msb3RxZXZFP3hNq7OpXllNMLV+TR+u5mjPUHUqoZbNnP/1trpzmuTVn//vjYv3zw7jWQw0BW0MZcoMprIMLycYVdTLclhX9hJplTBbzejVnSuzqWZS+a5Opdmb7uHWEYhr1SYiuWYjOWQJdcbHEzey7hjk9oEa+1Mb0UY30wXX6eAuREtc3a+VPusaoRdFh7YGiLssjCdyOO1SfzWw72IJiP/9rFtlCo6nz/czn09QdJFlQtTKfa0uBhbLrC1wcZcIsdXXxzBKxt4+soiZ8YTXFvI4LWYubfbR7Sg4LGacZpNRJIKp8aj/N2pSVxmMwZBYHAhw8CCSr4Ejx9sJ11Qub6Y455OP0d6AlQ02NXiAh3K5QqKpnNyJIKuV0kXK3QF3JQqKqPRAg6rgURRxW+TCDnN/O8f3sa+dh+ZkkaD04IsGmn31RjRNU0HA+xocvPs9UU+vqcFu8W06mSyvl8TeYVnry/yjdPTbG1wvul43M74vR92oxvh7d73T7K/1jq6wOtB8SeGIzelYanLzUb0SjPx3IYLFMDOZh+ziTzfPDvLpdk0ZyYSRLMqaqVKVtF4/FAbT16eZ2Q5zXfOzxLNq5yeL5NTKlhFI3e1e7GKJmwWI0+cmSHokNjd4uXR7Q081NfAjuZaMHperXB8OMLlueQq28z3Ls3jsUp8cHuY+VSeP3r6Bt+/NEfIJdPht7G/w8OJ4SiDS1k+ta+ZsxMJypVaaMalmRS/fF8Xn9rXysFuLzbJhN8u0bASk7aZ09B7EXcWqQ2wkUPE7eJWAlxvF6DFJSIaaukH/ublcV4ejZIqKERzJXpDtZTzFtFItlihwSWvOmDYLSbi2TL/072dGA0G/HYRr8OCTTaxkFV5bjDCpdkkTtnIYrpIlSpTsQKlSgWDIBDPF6kCnV47C+kSosGEX5aYiOVwWqDRCaPRHIqiMZ/Kc2I0xrWFLIe6/YzHi4zF0oiiERAIuGQkk5EdTU5SuTI2SeTuLi+fPNDGvlYffrsZWTRSrmi8Oh5leDHDf/jhIP9wZgq7xcQDvUH+3Ue3IxkFGt0yP3egjc6AnV3NtdTg6xk79rR4Vu0RX763E69NWp3U3mxMbmfc3o94u/f9Tvtr/aKzVnVVT8+xNg/bWvaQ9e1MxgpsFjqcKSj47bVg5qKqkikrNHssfPFIOxemk1yYTqFpOn6HzL3dPp6bLCEZqvSGXKhaFZskMhrJsKPRw55WDz+8ukg0V2I5XUZH5weXF1ArOlRhfDnLruZaSESr18r3L8zxD2em+M/PDfPUlQVUTcdlkdCFGrH04GKGA21eJKNApqjxsT3NHOz0MRHNE7BLdPjtJAsKmUIFAZhN1FzQN+r/9zIn5R113wZ4O6enjexQm7VbVDROTBU51mXFa5P48tEuTo1FCbtkPn+og4GpBAOTcaA2UUuigMti4vuX5rhvS5ALU3EuzqRocFuRDAauLqQI2W1sD7to8dgRTQJVXWBPqwe3bOTUZBwDBvIVFbsosTUk0uS30uyWKSkaz95Ywmc3Y6wWWUzrOJNFZIuJQqJCg0MmVigzuJjFYhKQjUZMoonR5TRGQaeKzuBClsl4joOdAfa0eFjOFFErBZ68PM+xvhBPnJ5Br+qMx7KkcgqvjiX4paNOrsylaPXWHD36wk4i2TLxrMK1hRR7W708tC3E4LV5MqXqqnpja4PzpmDRW8Ws3cG7E2vVe5vZcNer+NbHUq0N1t7V4kbd5H9NxnJUtCo/u7+VJneY4cUcpYrGQrLMFw638czVBT6+t4XxSJ6tYTelTAy7WGMzOTcZ53OHWjk+rIJBx2YwkS2rTERzhN1mdrXUgnObPTIP9Ye4Op9CFo2rv+9TB1o43OXncJefr782weOHO7GIRr49ME1JrZBXKoTcFnY0uTk/leRob4Dvnp+j0W2hv8nDYrrI01cW6QnaeebqAoK+eeDye1kbcOcktQl+Uuq9zdptXUkd+up4DK9N4qG+Bs5MxpFFI/f2BNjX4eUzB9v47WN99AQdfPX4OHta3Mwli7QHHTy8LVQ7eeWL5EoafWEb6YLGYrrIfLJIV9CG2WTg9GQKpyixvdHFg1vDuGwSX7yng2hG5fR4gkszKQRBp6/Bga5Dp1vgxlKaqWiGRpdMVlGwiUZaPFZyqsZcooTZBEVFJV9ScVpExpZTlFVo9VoQRYGQW8ZqNrKrxYtShXu7/QwtZrgyn8IoCNgtBv7rq9PMxPOMLtfsVU9dXmDLSlrspXSNIqqoalxcLHMjWmZPi4eiovHfzk0zHsnd1J/vVeF8r+J2x6yoaMwni3zt1YmbtBr1jUmdJzCa3cT/HFjOaxzs8uOymsmWNPqbHGiazrmZBFcXMszEi7wwuEyuVEFHp9EusjtswWOT2N3ioVTR+dUHuvHIZnR09rf7OLolRE/IxZOXF0gXFc5NJ7kwnVyl66rf2+EuP986O8PAZJJ4vsJENE9nwM5HdjXjMIsspgr0BB28NBJlJJLBIhr53KE29rR6QND554uziEZ4fniZoz0+toTf6N23vl/fi3hHi5QgCFOCIFwVBOGSIAgDK2VeQRCeEwRhdOXds1IuCILwZ4IgjAmCcEUQhL1r2vnCSv1RQRC+8M5u6V/XlJIrAAAgAElEQVQWmwUxboY6lc/WgJmZtLrKmCBLRuJZZTVVxYF2H89eX2QxXSTsknlsRyPzydpJ4/RYlG9fmGVnk4uz40k+vKMBo9HA9hYnrT4bs4kCA9MJAk4zbotEo9eK0WigVK7gs5v58eASuXKZ+USWdFklntV4eTROpqwzm9fx2EwUyxp3dXg50hUgmS9TUqs0uW2oVYgWSnhtFkajOYxG+PjeNr54Txs+h8xz15d4/sYST19ZxGiAsUiO712ap6JVMAoGDnR72dfmZVeLC4/VTE/IjlUUyZZULKKRB/qC/N5HtvOhnWGGljJsC0hsC9SCnr12iUf6w3z/0twqme9b2SD8pOu9HbybZOat3OdPo09uNX51m+TluSQ/d6BtUy/au7v8OC2b8wSKQKUKJ4aiNeeIVIm0ojCynKJQqtDmk/nuxRnOTNWY2IN2ExMJlUiuRDxfZkvIQSRbi62aiGbZ0+rBY5Owm0VavTUezvt7gnQGbAxMJWoEuHmFH19f4rXxGGGnjMcmcU9XgLu7a/nkXhqJ8MV7OvnU/jYuzaR4aWSZD/QGOTeZ4KnL8/zJc8Moqs7H97TQ7LGxNeRkMlZiJXTqfYefxEnqAV3Xd+u6vn/l8/8KvKDreg/wwspngA8CPSuvXwb+AmoCCvw+cBC4C/j9upD+j4i1gld/rf3u4mySrQ1OAjYj24Pmm9JgTyWy5MoqJ0ejeG21CfnPXhjl2wOzHO0NMJ/Oc9/WAL9wdzs3FtIcH4rQ4pMZmE6ys8nN9YUME9EsWrXmLv7SUAyrZEDTddJ5lcPdAVq9Vi7PJEnky2TLUNGr3NXp5YFeP002Ey02Aw7JTLPPSrJYYS5RJFuocnU+hVGAroCVY32NPLojTMguE82UyZYUKlqV6/MZNA0sJiOdATttfivVapUOv5XPHOxgT0stP86luRQXZlJMxbN888w0NxYTLGfLPHVlgT9/YYRr8+nVHbPZJHAjWubZa0vMJ4ssZUqrk9baXfX6iW6jz7ezoP0L6fb/u8vMW7nPt1r3dtuDjWPe6urzul1qre1xLct6vY09bV66vBvzBeqAUtFp9pj5V/d3srvFw0d3NPPYzmbmUwUGFzO4zSLL6RKRbJF/GsqxkK1l22712rCIRraEHBzu8iMajVyaSZEslimrVSSTgc6ADdEk8BcnxlnKFEnkakHAuVKFocUMdtnIvnYPs8k8p0ZjXJ5Lct+WICVV46kr85S1KmGHmYlogUS+zFyiwJ4WN2bRUMvrplZJ5BRyZYWCWqGkvvdsTm8GQdfffiYtQRCmgP26rsfWlA0D9+u6vigIQhg4oet6ryAI/2Xl72+urVd/6br+KyvlN9UDSKfTqz9ydHT0bf/enwbKFZ1rkTLbg+ZVBolypfZzLy6WAX3VjRogU6pyebnMrpAZp8WwyuFXruhkylUUrdbe4WYZs0ngqdEcY3GFX9zjBmAoplBQq4zGSrR4zLQ4THx3MINkMtDuMmERDZTUKuMJFZOxymQCZBMEHRAvQrPDhFatMJeGZBn8VgjYBOYyOh4LtDiMDMY1wnYBBChVBOL5Kp1uUDGwkKnissDesMxkQmUqW+HuRolnxxWsEvhkGEtCy4rjXaoIXzngosUlcmGxhNts4IWpPCGbieV8hV0hC7sbLCiazkhc4fxikS/scuOQDIwmFHpWJp+B+RJWybDK1LG2z+v9vbb/149Jvbxef235RmN6q+9vhZ6entW/XS7XGxp5N8nMre5z/Xe30yeb9ftGbWzW3mZtZEpVbkQVQKfLKxGwGVfbmEyq/MELCbIb/CafETr8RswGAUk0spQv4zWLbAmYoapzLVoiU9JIq/Bwpw0TOrLJSFbV2N8o88xonoWswv5GK9sCElciZS4vlbCaBIxGAaWi86EeOzMpFZNRYDql0uYW2R40cy1SZm+49mz/aCzPPa0ydsnA1y6nUSo6P7/DSbtbZCFbYTKp1rJ1Q03uNJ2haJnP73Qxl1b5u0sZOlwCv3l34G0/m+9WvJnMvNOTlA78WBCE84Ig/PJKWUjX9UWAlfc6EVsTMLvm2rmVss3K3zWoT4IbwWwSNpwszSaBPWHzTfFQdQzFygwslMiUqlyLlInmNU7NFLm6XOZ7Q1lOzxZq35erBGUTH+qx4zQbcJoNFNQqVpOBh7sdxHIVTk4Xyak6RjRGEgqvzBS5GinjlAS6PBZkE1R1yJYhW4SConG01cEXdjtpd4NRgGxZx2yEggoDCxq5EixmdGZSOnc3WbCbYToH89kqXgsYDVCq6ISdJqoavDitIAngNIMsGnBL8HCHDatowC3DbKbChcUSk0mVH0/kebDdhslg4BN9Tu5ttTKbVpnLVDjcLPNLez21pHNRhQa7idFEzXPPKglsC0g4LQbMJmF18arjWqR8U/9vNFHWx2ht3c3G9KeId43M3GqBWt9Ht9Mnm/X7Rm3eqr0er/SG750Ww6o8zaTVmzYcI3GFzfw7MxrEixqaXsUuQVmFeKlCRavS6hZRqvCJbS76fRL7wxbuarbS4RWJFapIRoGg1YAOjMXLjMQUFjMVujwmMkoVkdrCdmW5jMkosDdsodsjUanqDMcUJhIKL07meX68gF2C7w3lyClVuj0iWUVjKl0hVtB4dbaIWtURDQJ7Gy1YTTWuzE/313Z6VyIKNgnORXQuLZZW+/P9gnfq3XdE1/UFQRCCwHOCIAzdou5GT6V+i/INsX///s2+2hQDAwNv+9q6WmGzTKX1OsAb6hUVjePDy2RUnUe2v55e4HhkCNQUZpPAY/fuY2AqQTGV5LFdjWQvzOFXK3zi/i2MLGex6nleHo9jCzSwr90DsRmO7Wni+kKaX9/h4uJ0Cr9D5KWhCKlyhWimxEw8h9PjY2enH7cvy4sjyzQ7bbjtGh/eFebvT0+xp9XL9jaZV8cTlDWNiqajKDqKDiGPSDav4rCKJAxONJNGo8NMQa2wnCtztMfP4FKOZo9Mb7MNdJhO5fjAtgbmkiWS1TQLVTv37QhydjxJSZTpbfXy6CEnf/zjIWRfmL1+EC1Gdvc1EEoXmU7kOdwbWiUQDTVXES1GWo2zOC0Gfv7hg3jtrwdJru1XWTKy9y0wJ7yVuhvhVs9TOp1+s8vf1TIzMDCA2STwC48e/okb4t+s34uKxrPXlpBsAodX3M/r5WuvO7zGiaKoaFzMT1BlZMM2K4DZYqVsEpkvQ9UETUEnRdHEjbyA3WZge183tkCBrAAvXxqlpOk0BQNs6etGcab52L0y3z43zcfu7uTrr07Q7LNjdmQJua0EfQ6O7LMznchzsMPPloLCt87O8OD2BhZem+DGcp7/5ZFeJuNF2ssVBjMlDvQ385n77TS4ZIaWMny510LYJfP8jWV29vjZomr8wVPX8Rk8LKXLFAw6uUptcdq2tYf+rsCbzklvB+9knnwneDOZeUcnKV3XF1beI8A/U9OPL6+oLFh5r0dkzgEtay5vBhZuUf6uwJvFPW0Uw1Evl6Ua4awkCiTyymq9fR1e9jfVYjeuzKXY3+6lr7Hmgv2xvc0c2RJc1YV7rGZsFiMBh8i1+TRhp1wLFLwwx/GhCNfmk5yeiNPks1FUNBZSRVyyhFkUyKsViqqOzWhiJlmgqKk8c2URt9lEIlvitckEd3d5kSUT21s8HGgy0egAv9XC9iY38axKk1umWtUZjWYoVypkChrj0QJ2s4mRSJaRpTSSSUAyGLCKImYj9IWcLGdKiEYjHX6Z7pATpVLFbZVo91gBmElkGVzI8O2BWb764ighh2V1gVK1Knd3+9nV7GE8oZIpVbk4m7wp2269X9eO01sZ0/9e+B9FZn4afXQ7bUqicBNJ83obbx032cgEnc0sNQbg3i1BDnf5eLQ/TFfQgVcWaffb6Qu7ONDh5a9OTlCuaCiVKjZJIKNoBN0yV+fSxHNlMkWFWL5mDyppOlPRHD+zu4WhxRyJfJmZRIHekJOTo1Fem4jT7rMxmyzQ5rezLWxnKlbk1dEoSqVKpVKhv9FFJFuuMaz7bDx9peYgdXUuyZ+/MEJJ1fDIJqZiebSKynymwH1bQoRcRlp99vedR+vbXqQEQbAJguCo/w0cA64BPwDq3kZfAL6/8vcPgF9Y8Vg6BKRXVBvPAscEQfCsGH+PrZS9a7BWYOrYLMDwxHCEH19f4vjwMkVFw2uXONThZ2gps+rJ90h/eNUepaPjtUkc6Q6wJeTghcEIPUEHf3FijCdem8IiCoxFcvyfzw4zEamRWqYLKkqlynQsz5aQi2PbGhCNAvFMmc8dbMPvtFBWNeLZMvf3BrCZJZSKRjxTJFEs47JJzKSKWCUDfocF0WAgU1AZjFeo6pAslrg8l8ZsgGdvLBF2yuxu9dETcrG1wUGTx8JcqkCn38lnDrTzqf0tfHhnE6JRwGIy8un9LRgwMJ/I0xZwUFA1jg9F+MHluVr8R6bAdy7Ms6fVTYtP5vFDbfzo2hLPDy6RL1dWU3McH4xQUKs11elKIO/WBueqp1+dD/HNnCbeLXi/yMzbcbCob+oe6A3dFAe3NrZwbeBvfZJO5BWuL2Q3PUZqwHQ8x4vDERpcZqKZMo0emeV07WRiMhqwm410+K0MzieZSlf4UJedTEEl6JA4PhzhP/5omN6QnYGpBPPJIovpMiGXzG882MNnD7ZxsKOWIy1brDC+nGV3q5sdTW6GFnN85mAHH93TxFce6CZdKlOp1lLXHOzwsavZg8cq0eSWub6QptlrZSae58fXlzAZDCQLCsdHYmRyCrPJIrm8tpo+/v2yQME7O0mFgFcEQbgMnAWe1nX9R8B/AB4WBGEUeHjlM8AzwAQwBvw18KsAuq4ngD8Ezq28/mCl7F2FjTyc1u5m6gvWwQ4fx/obVqPl4fVMsbJk5MRwhKKiUa7o3Igq7Gquxf/8zcvjtV2Y34rbKmEy6MiSgaevLvF/PNbP7314G5mSSrqocH4mSYtXpjvooFBR+c8vjgACR3sDnJ5I0O23olagv9HJmYkE25sdaFoVi0Xkwa1BCmUNRa0wFy8zGsnxyPYwx/obUFRIl2A+oSIZdX71wV4Od/gYjWSZS+ao6jrdISuvjcdpdMi4ZSOZssIfPn2DF64tcmIoSqJYYTJapNNvpcPvYCqWY2AyiWQy8OKNCJ0BK2G3lXu6/dzTE6Q35CSSVegJ2TnSHcBmMSKZDLR4ZaYT+Rrj7Zo+HFrK3LSrrtPn1D+/yyPv3/Myczv9v77O+gVoo2vXJ7is1zs3FeeN3CQ34+pChrKiMpMo8FsPb+FndjfT4XegVnVeuLHI9cU0/+WlcdSqzvaARMhuQqfKXKrIbz60hSaPjKJVmUsU8NslDnf6OD+d4Kkr8yykikBN7h/oC9IVtK8mL93b6mYimuf5wSUGFzM8friTPa1+zCYjRVXjL46P8O2BWXQdBAQe2tZAk9vC+ZkkQYeFRpfMw31BPri9kblMkXwFMsVbs6u8F/G2bVK6rk8AuzYojwMPblCuA7+2SVt/C/zt2/0t/xJYz768nhCzvtvbiP2gXr6nxUO5UlNpOSs6qlblylyKnc1uKlrNUHukO4DXJvH44U6+eXaKva1utoZdPH9jma6AA0XTuLcrwEP9IZ4fXOL6TIbJSI7lhgIOWSKZL6FVq3QFrPzVyXG6gg6a3Raq1SrzqSr5kkqTT8Zrl7i6kCCZVTiRjjCfLtHmgqUciCa4uyfIa+Nx7FYTTS4bQ8tZErkyVrOIyaCTLqlkyxpziRSdfhtqRUc0CkzEcvQ1ODjc7a+dFAWdLUEnSlWDqsDQYo4rCwkOtPtYTBf53sV5wm6ZR/obVpjPgzxzZZHnB5f52J4mlidzq0b0+kIFr7Oh11OfbMSS/W7D+0Fm3g5X4maytbaNjdqUJSNHe4JYTAZ+eO11nj8D4BAhrYLbDEZBZ3eLh5MjUV4YitDmlbGYTDR7ZYwGIz1BmZ2NbmxmEzNztfTxjx/pZHg5Q6aocGEyxuWZJL/9cC8/uraE1WJiX1st3u9bZ2fIFhU6gg5CDguHu/yYTUlKai1DAAIUyhWGlnJ0+m0rAcHeWkbe5TzTiSIH230EnRYsopHfPNbH05cXGIlk+PCOMH/y7AjtIRsdHgfZTGLDfFLvddxhnHgLeLOJcLN05vV4HlkycqDdhyDUvJvuapZrWXtFI/s6vBzpDnBqNMaJ4QgW0ciXjnTR4rOSLChcmUuwp83NbKLAVCzL6HKGcxNxFE3DbDFwfDjCj68tEC2U6W2wkyxqlCoaaqXK6bE4ksWITwaLaMJiNBC0i6AL9Dc6qOo6+ZLGcBycVvjQrmaKis62RifoOoqu8bN7GtjfEUCraggIdPitGIVayne7ReTnD7aiaDqSIPDc9SV+//vXuTKb4NRYDKWqcXEmiSgKXJ1PMryQJV1S+M7ALKJRYCae5dRYdHUH7XWI3NvtZzqR50ZUIVOqJWKoL/bw+qS1EQv0u3GBej/h7XAlbiZba9Xqa1E/TV+cTRJwWG6ayKrUFigAgwGsopGLs5naRi2Rp6BWCbktWM0iLV4LTrMBq8VEqlQmlq/Q4hJpdMuEHBZKFZ2vPLAFl83EybEoIaeEqmk88doUJVXjM3e1UqnqvDC4RKKgcHU+RVmtcnUuzcf3tDAVyXF9Ps3H9zTyZy+O8sMrCzx1ZYHvDMzS7pf5yn1dLGeK5MoqXzs1ucq2MrqUI+iU+cjuJvxWkZBTojVguyXjxHsVdxapt4mNhKxOjrkeRUXj5GiUH19f4txkAh191YW2zphcT+I2Gc8SdJj5b+emSRUUDnX4OT+dYDSSxyIaeWxXI2q1ylePj/HJ/S20emz8zkN9dAYdVHX4nYf7aHBbEQ0QtMuUK1WW82XsoojFLPHs4DLjkSInxxM4LSKz6TKpgoJOTX8/mYTlrMKj2xvw2c00OC10B+x8aGcTjU4zetVAwC7z0kicSzMxVE1nNJLl+EgtOZtkMmISDMhmoWZsLlfpDzv53z7Uz2M7m7i7O8Bju5poctnw282MLGU5ti28ynx+cTZJm9fGP5ydoTfkpMsrciOqrKqC6iep22X42Ggs7uD28dPsr83aXi9b6zd+a9WDe1o8RLOlTfNJ6VVIF1VKFZXlXJmgwwy6zsXpJLFcka2Nbtr9DmK5Is9eX6bLLTIcU/jLl0b590/f4Op8koHpBEe7g+RLGh/f24JdqjGk/KcfD1NSNbaEnNgkkfu2BDjaE8QsGsiVVcIumb3tPn7r2FZavDayBZX9nV5Eg8CXj3bxS/f10Oa3Y5YM3NcbJOyy8KfPj7CUKfKbD/cQdslEc0V+cHkRdJ1Yvrxqk3o/4Q7B7E8Qt3JRF00Cu5o9q7lmvv3iFD1eidOTsRqLMjC0lOGxnU0sZUoc6vDx/xwf49ce6Ka/0cXXT03xw6sLpIsVHtrWgGiI0BNyspgq8+pEnExepdlnI1Oq8NJQlLu7/DywNcQ/np/lSKeX2WSZA0GZ6XiJq3NJcirIRohmyoScFtp8TkYXEhRUyJVU/uT5YdyyRCxbRBSNXJ5LoahVBEMV0WTkvi0+ri6kCbtlesMO5uJ51IqO2ybR4ZOJ5hRafVauLyT442eHeWhbiN6wk71tHoaXM7R5bVyfh90tHiJZhR3NLrx2ia0NTpo8Mv/mQ9vw2iR+mFBRtdoUlMjVaKMEAY71N6yqh04MR2on0tvggns/5o16u/hp9tftjFsi9/+3995Rclznge/vdqjOcbp7csJggEHOgQATBAZRoiXRK9riM/VEPaentdfe895bxz3vyGu/1dnds7bXto7tI9mSV5JJrUhRgVkUQZEACYAIBDAIg8mhZ6Zz7uqu7up6f/T0aDCcIUgQBEZE/87BmQ5V1Rf31lffvfdLCkdHoygLQjgWZho5OlpNZbSm0YlDQGYJw1SXz0E4V8RjlmhvsLKmyUEwnqfBCi+dn6WrwUY4VUQnBCm5yMtjGl6zwJhL88V9XRRKGp/c1Mqx4TiJvMJINIfJoOeXt7cxEs1xfjqFVTLwHx9cj8danaAq5QrD4SwzKRnJoGMonEVD44HNzWzv8PCto+P0NTk4PBRjTZOdR3Z30eK2cP/GZkYjWfb3+nhjOM5oRObsVIqt7S4ShTLF4q2ZcaK+kvoQWDhDjGcVjo3G2NJWNfpD1bZSC3o8sLaR+zZUBbCvyclsukCT00yyUGJ9i5MnT0zitkr88SfX0e614TIb+dbRcTwOiVPjCYx6HW0eK61eE3KxXN2G0wlOjsf47vEJKhWNk5NJCkqZo6MJ7BYjv35HD3YJZBVSikamVGZzuwO9DiQdGHSC/au8uC0Sa5vc9PodlMoqTosevU5HWVVJyiqf2NiCZNBxajTBM+fCdDWYuRxKc2gggkEnQNNocdp4eEc754NVxTQWy9HptfHM2SAJWSGWKxDPKnzrzTFOjsX55pFRggm5ap+S9GxrNtE3FxBdc0/X0K7oY6VcuaqhHla2vWolslx/XevqarF37HLuDgu38ra0eZCMYl6pLRzLvd1Vm6TZqEcs8ySbTuYolSo0ui3s7vLht5spVyq8ORqnWFKZSsiEsjJGg44Oj51/s87OY1vdPLq3g9MTSU5NxCmUVEajGcwGPUpJI5Qu8M+HR1nXXA2t6A/GSeYVvvb6EM/1z5BVyjS7LDx7doaNrS7u29DErq4GgvE8hwYifH5vJ4eHYnxyczO7uqqegS+dnwWg0WXmO0cncFkM9DXbMen1fHprG7miyoZ2D90++zX1/S8ydSV1nakVbKsJ2tHRKEq5gtcmvUPg+8PVUm3xnMLXXh/m0KUQTU4zz56dYW2jE6vBQKZQ4sXzsxwaiNDmsYBOI5yWOToSJ55VUCoVQkmZT29to8VtZjQmc7AvwMVQGr1eMJOSkYslehttOE1GhkIZXr4QwmrS0+YxEHDq2NrmZW2jkw0+I9tb9FycTvCTi2HeHI0zGEmxvsXFhlY3ep2OUqlMSa0gK2XKqspwNIfFZKDTK1ERen737l52dXr4+MZmzs9ksJkNvDoYwW010Oyy0NVgYyKe58HNrTQ5zXx2Zwf3b2oiW1B4+tQUyVyxGtw89zAqljVeGs4TzylIRsG+1T52dTVcka9PQ+PYaGzZRKXXWhuszvWrW7Q43un0ZOKKeKjFx0F1m89rk+Y9ZWtKrRYkX0vGXCipLLfA2L3Kx398cAMdHit3rvWzrtnJ529bRbvXxt1r/NhNRv73vd0E03nWNNqI5FRmsmW+dWycBruE0DR+cDpIX7OLz+/rpqRVCCbyeKwGLs5mUMoVJhNFnj4d5MHNrQgNDl2axWrSs6vLzeVQhnhOoVBSsVkMfG53B33NLlwWA0PhLGenkqxpdKCh8eL5GYbCGZSyytmpJD86M43ZpOe1yyGCqRwDoTQzKfl99ftHgfp233WkppRq23e1uI/a68VsDFRXCG+NxrlnXSPPnJlGMujo9lUTW45GMxh1glS+mgPwx2eCFEoV7lvfzLmpJPlyCb/ZjFxSefbsDIlCmZf6Z5hN5xEC9nT72NhW4txkkjNTaR7Y2Ew8J/PqYJRiQUXR6bBY9JgN8P89f5FNLg1Vp6PJacUk6RmcSSIZdMhKiVi6wExCxu8ykS6VSCdl8iWVgN1ESlZwW81YjIIfnpnGa5d49VKYre0ugvEcn9z884w9TxyfwGczoZQrxLLFuS3OFhxmic/ubGcwnOGOXj/xnIJFubKsyZY2D2emEggEe7ob5vv0/g3Ny/ZxffV0fbnW/lx83nLXqB0HcGw0hoY2r6T2dv88HnFvt4+jo1WlNxHLstyj26ATvDESY23AyRNvjfPs2Rm+sLebh3e08/rlMEm5yKXZLOuaXFyezWFRi1yMFjE7PTy0vZ3ZlMxIJMe+1T5ePD/D64Nh9nb5OLAuwPlgmgMbA6AJ7JZqUuVCSeW7x1TK5Qp//ZNB7t3QxPGRam24e9c30uK28PjxCU5OxPn9g2tpdlk4PZmg3WPlxGgcu8nAF2/v5qs/HWJ1wE4oXaS71cGbo1HkgnpLbvfVldQHYHG6lqWU0nKZKk7PFNnWbCKeUzgxFkVRPfT4Hexf7ccyV9is22+n22flK89dIl8q8wf391EsV73u9q/28Y+vD/PYbV0oJTdngzEm43l+6/ZVfPf4JDG5SE/AVk2XlC+TLSiE03lOTqQol1XczmrZeKNOMBzOoxTLvB0Br1Wlp9lNKCXjsEns7fQyFMkTcFsJ5QrYjEaanVaiUoGegJ3hSJ52jxW9QTCVLDCZymI3uSnoVaySkelkkb/56SDj8Tz/+aFNdDXYGI1luX2Nj2KpwpZ2N0PhLOtbXDS7LKzy25lOyvzXFy7hd5hwlgq0Og185+g43T4bB9c1vsOj72oPzLqCur5ca3++1zGrfbcwvKDmfKRpP89KsaXNw8sXQhwffaf3X42RSA6zZGRnh4fXT0TIF4pMJTK8cH6G23oaONBnYiops7HVyXg0yxanxmtjOaZiOc5NJXj6VJDtXd7qll84i99mZDad59hIjMuzKfb3+mjymNjbXS3DEc4U+bcHV/PVV4fobLDw0PY2CiWVnw2E+cfXh/kDq0QkI/Pbd65mIp7HbNTT1+TkO0fHaXKZeWBTy5yDVCv3bGjk20dH+caRMexmPQZRxrxM0cOPMnUldY0sZ1R+L8b7KtWs5yfG4hj0OnZ0ejkXTHJiLE6mWEZRKrw2FAER4HO7O9AB54JpfHaJ//6TATo9ForFCv/42gjbO918emsbU4eGieVL/NuP9fDPh8c4MhQDKlglAwfXNdIfzNDmsbDa7+OZs9NkZBWLEXoCTiRDNVu6QVS3T7KlEg7JwFBUZu8qLyW1wpuDEWymMsm4QiyjMJMusr7JiV6nI51VMBoF2UyJoJSjr9nFPesa2dnpoVhS+cuXLnN4KMYX93ezt6eB/mCKc1MJLs6kWNfiZEend96F/9xUit872IvbKvGdn7zFiZup/UAAACAASURBVOkCD9/RQCR760Xb38os9ugzGgRrG52Yjfr5HQuTUcf2Dg9Pnl46K5RWgaJS5pmz03xuZwdffXWArFLh1/Z0cHIszoWZNLNpGbVcIV9SmabMnV02ulb18Ny5WTa1uZhNypwaT9DX7OLuvmqZjZ9djhDJlkjmFTq9NuSSyrePjuG2Suzs9PCrOzvY1lHdrvzxmSBb2t28eqkaWvLo3m4sRj0nRhP867FxvvypjXxyczN/9dIA+ZJKWi6DpvLmkIFkXuHA2gbOBlOkyzAZz7Gh1XWjhmBFoP/yl798s9twVYrF4pdrr81m8/s+f3q6egO3tLRctzYZ9TqaXZarJsw06nVX/H11IEyj04yaiXI5VuLBXWvY3O6h02fDYTZilfQcHYlglvS0u234nRI2Sc8/vDbMtk43d60JEE7L/PRShM/uaOPcZJoT4zFShRLhVIGpeJ5z0ylOTSRwWYwcGY7R0WBlTZOL3oCdVy6FODWZYkenp+oEIarR7oVSmQYrCB1Mp0t0eu0UyxqJgoLTZEAy6Dk/laKsljnYF8DvsuCzmcgrKqpaobfJRlHVcNtMpIqluS09jSdPT2I1Gvmlrc0YdLpqHEm5ws4uL6sbHexb7SfgMDMWy827lz97bppKBbZ2uDHmowRsBo7PqlglA/G8QpvHekW/Lu7zsqq94/PlxuZaeLf7qVgszr82m81/dk0/cB24VpmZnp6mWNboaPtghQje6zgsPmep46uZJeKs9jt46uQUxbLK9g4vG1td9ATsNLosPHVslOISfugWCVq9dja3u1ErMBLN0tfk4OREku6AjYqmATr29jTwqS2t9E+EeHYwRyincmoizm/e0cPuVQ14bBLj8TybWl28NRrHIum4Z10jT56Y5FtHxxEINrc5+eHpaZ4/P8Pda/0cHozhd5h4/Pg4JVUjWVAQCKLZIoOhLCcmYkxEc9gtEqsDdnLFMj+9GGJrm4d7NzTjd5j47luTRDMKrR4bGTnPb9+9Fq/twwno/TCek++Fq8lMfSX1Plhqe2+pz2ufvTEcnS/KV8tIkZHLHB2NUn1sVG1XZ6eSAHzzyCgaFT62tpHnz82wqc1Du8fK1w8Pc8/6Rg6srQpFQi5y3/pGxuN5OnxmWrwmHtzUwpfH+3FbJZSSxn3rAwyFZe7s9WE3GXnq1AR5ReWR3Z28ORxjMlmgy2ejXbMymyzQ4rIxFsmSV8HnrKbZzpQVXEYJu1lPNK/Q3mAlKSsklQrrWpxMx/OUyhrdPjNHhmJkCiU2d3jpNjlY2+yiy2chKbs4Ox3ncjiN12bk2XMzPLyzndlkgVMTcbZ3eYlminxud8d8lvNHdnfSH/x5ZmSHpGODxzkfS7awfxcHfr46EL7CjrHcONZd0ZemVlLjg2SKrzk2CMR7Cg2onbPUmCyMj/PaJX7jjlVA1V5Vu7ZF0dPlt3NmJvuO647FFQqlJFajDoSg22cnklHY3eXFbjLit1nItZYYDGcIxvPEcypbmyQevb36O26rxNdeG2YonEFWVPoa7UhGQafXjtsq8djtq/C+PcVUPMdsSuZLd/dwbirNsZE47d5qirPfP7iWbx4eZiyaZ2uryic2tTCTkrk4k6JnUwuSTseTJyd5cHMLFklPvqTytz8d5M7eANvanTx/bpZOv51EHiZiWXoCt5aHX11JvUfeTYiWivdYaCheaAiWjNV4qZni9HxZdA0Ni1HPl+5eTSKvcHKsmlWhzWNmMi7z6S2tnBxPcmw4TrPLwmAkw87OBlrdZoLJAv1TCZxmIwdW+xiJyvidJnoCLswGHW+MxsjKKi6bkaJS4qnTE4Ce7gYrqwM2jHod/cEkmUKZBhvk0tDX6CSULmLTVXOYvdgfosFuwm2TmE7mmQjncJmMPLS9nWNjMU6Pp+j2OwgnC6BpjEdzRFIF/uWNERrtZnQ6QY/fhstq4ysPbcZllfjB6SBf2NdFMFnALhl4cySGxypVPbaEhkDM2+5A46ENVUeJQwOh+biZxQrKIunfkSZpKerOFMtTqwn1Qfrmag5DS03qlso0Abxjolf7fqGn33P9M4zH3qmgACwCcnIJh6RnMJynqKqUVI0HN7dQAdY2OimUVAZDGdY0u5AceR4/n+QvfzLAXb0BLofSlLUK7R4LbpvE60NRtrS5+G8vXKKoVrh7TYB4VuGBTc1cmsmSKpS5fY2PtyeSFNUK3z46ymd3dLB7lZ9PbG4hmCzMpwO7d30jyUKJvd2+qtyPx7lrbYBvHB7GZzdQ0lQKJY02jw2zHlxmCDjrGSfqLMO7PdiWi/dY7Dyxp7uBXV0NnJ1Kki5U5gv6rW10zqf7OTeVoqRWcFgN/NOREV4dCPH900EOrPUzk64aeB/Y0IIO+LtDw5gNOlKKyh9+/wyHLkexmPR0eGy8MRzl2FiSQklFraiYdDocNiMOScIl6RmNZXjh3Cz5okqD1YzDqscuQZ8XBiM57uj1YTUbWNPkQAiNSEYmLZfY0dXAmiY7XrvE909PMRHLsbvLy7YON20NFqySngN9AXZ0uhGahqpVyCklfA4zhwejnAum+NbRMaySjqlEAU2DvmYHr1+OkMgrCAF39ga4o9c/HyfV45XmY8xqcTML+3VxgtLaZ1cbzzpLc61FHxf3+XIKajkX9qVSIS2e6NU+X6gEt7W7MVuWHs9mt8Tn9nQRlcs0uk30+G3cvqaBp09P4zYb+caRUb7+2jDhjEJOKWOXdDSaDdXsKkJjOlVgXZOLvmYXkzGZ3V0efngmyPpWB26rETQoqSo/fjvIZCJLh9fKM2enySplvDYj96xroj+YIiOXebF/hmfOBvnaa0NEMzLP9c/O27OODsd4qX+WiViWviY3X7x9NUahp6BqqJUKhy6FUW89xz6gvpJ6Xyy1pVebNV7NNnVoIESprFWTegsN59yMVVZUfvj2FL+6qxMAIarBqeem0vz7e9ZgNupxWyW8Non+YJp/eXOcRruRH52b5Y7VXr5xZAyDrqooewMO0nKZcKbAb97RzWuXwwxF8kwlchxY38SuTg+PvzWJ26TjbDCNQegYT+Rp81lwy0ZOjcV5bLOd5yfLPHF8nEoFRiNZNFGhy+1gJiNz+xofbrOJVy+HKRTLmE16fHYTGVlhJlXAICCSKtLmtXL/hiYShTJyUcXnMOFKyeSVMqPhHJPRHK51JiSjYDKRZ09XAx6rhNEgSOQVzk2lkIyCUl5lNlvm4R1Ve9Wl2fR8fE2t/xcnKF285bfUzL3OB2Nxny5Ourzcduq7TfaWG8+F11r8eV+Tk/PBNGadDpaoKmWQDOzo8vDUqUke2d1Jg82MZBT4bRZOTSRRy2VMBh0fW+vn8HCMoE7m9i4bd+5aQyglM5PM8+CWqn3OqNOzt8dPwGnh8OUoU7EoG1qcPLyrk5FIjla3mVV+Ow9ubuHJE5PcvtrHM2eDtLqtlLQKq/xOyhUNAbR4bYSSeb71xghmyUCHx86aJgd/8ewFNre5UVSVCzMpEhmFDa1O7ljj53++MU7qFkyLVF9JXSPvNiOMz3mhLfyullnizlp+L4MgXaxgkfQ8tm8VXpvE6ckEO7u83LnWj5hbnH310ND8NdxWiS/c1kkoW6SklMkrGg9sauJLB1bT6bazqd2FHkFSVnj8+AQ/OjtNMJml02sjnCrw2uUwhwfC/PjsLGPRPLmywuVQCrNex+qADZsR5HKFeLaAUVdNzqlHwywZUTVotFuYSRVIFhTKZRWDUYfZoOfIUIx9qwN4rCZ+484e7tvQQpfPxnBERq3ARDJPKl8ini0xHsuxo8vDA5tbuKvPj6TXs6nVTYOjagze0ubhyZMTZIsl1jY6OTwh0+EyAj9P1Ou1S8SzypJBurUtv4UKarlxqufxu5L32h9L9elCBXK17dT3s8KqjflydqqzU8lqMcHK0tn7piN54lkFl83A/tXVQpmSQYeiqjzfP8N9G5vxOkx87fAoTpPg8ESer51K8l9euMiXf9zPfeurMXgnxuJMp/OMRLKMx3M0uc38zsdWE8sUefrUFFPJPP/p2fP802sjnB5PUlarRT4f3NzKtg4PJ8djGPSCLx1Yw7pmD7limU9tbWPvaj8P7+zAYTFQUlWiaRm31UheUeny2znQ18gvb+/gxEQSt8NA4y2YYLbu3XeN1Lz7oDprbHZZMOp1xLMK33xjhA6vjdOTCdwWiSNDUbp8NgAOD0UIJmWSiQT/ciaNQTLR7K56CdpMBs5OJWmwmxiLZtna4cFm0rO1vVpz6tmz05QqGidHE1gkHXod+B0mxqJ5ugM2HCYjCbnEcDRHSi6SyZX41NY2hBBEc0UGZjOk8iVMourFVy6D1yJxe2+A58/PUlBKpIoVdqwKEC+oaFoFDWiwmenwWVnf6mRgJsdIJI3bamFHl4dQpkDAYaLRYcVh0TMSzmE06kBUZ0AH+gLkCmX6mlxIBkgXy0zGZB7c0sKF6TRnpxLEckWyhTKxbDWHX2+jk3ShxOY2N2Y5ikEneGEkT4fXRv90CpNBT/90im3tHpwW45JjU/MsW84Ls/ZQrI3b++Gj6N1X6w8hpzDoxLvKynJ9utDj8v326cJr1trinitL8dZY1RZbVjUODYQYj+Vp81hxWoy0eayAxhPHJ1CW0FM+p55gsoABA1aTnqPDUfauaiCZL6GoKi6LxIWZFJF8AR061roqZEsVzCYLwVQO/9w29a4uL70BB0+fnuITm1qxSnoOD8bY0enBKhkplSvVLWmh4bFKNLusnJ9O8r1TU1iNBj6zrY1CqULAaaaoqmxt93BkOMru7gZOT1Szp0zGZZQyqJrGW6NxZlMFKpqKXK7w2qUQQgj+zY6OW867r76S+gAsNWusrYxaPZb5GWDNZlXbGrx7bQCfVc+uZhM7Or18/bVhfvz2NIcGwsSzCv3BFG0NNn5wOsiOTi8AckllS4ebvkYH2VIJu8XI5jYPZ4NpnBYjwbjMWCSLTdLT4bWiIdi1qoGnTgYZj2U5H0wSSsvc3ecnUwa/08T6VjcVTeOvXh5gKJIHDbo9evR6PQd6A7R6nDywqaVaQ0qvYzCUo8dv4WN9jUwkstiMBj6zpZWtHdU4qnhGwWkx8lL/DG8MxTCbdHzttREAGuxGjgzFyBaq6WEuzWTQNOjw2nj5QohXLoaI56o368JUOCaDwGQQPLZvFRajfr7wYW1FtRS1h1z8XeKq6s4TV1Lrj/dqj1pK6V9ryqTF16ytkhaXZZEVdV5+au8BzEY9yzXbYjTis5to9Jj42UCIlwei/Mn3z3DoUgiDTrCtw4PbLPGVT2+hx2/lhRGFgEVPk9PEVx7awvYOD8l8gb98aYAnjo0xHMkxHs3yvROTgMbfHxomr5QJOM38X/euxW2WGItkWdfiYDZVYHuHB5tZT7PLglKu8MRcdv/JeDWV2fnpFC+cn0Ug6A046G60kiuo3NXn4571jWztaOC2VT7cNolEtkzoFkyLVFdS14GlDL4Lax8tzFFWU2wmg2B/pxWPVUKvhw2tToZD1Qf3zi4vNqOBTq+NN4di/PhMkG8eGaU34OBSKMumFhcH+5po9lhxWwy4LEYcZiOf3dVBT6MDu0lPb8BJqlBmbZODkgo9fgeVSoUjw3GcJuj2OXFbDfgdZkxzd4FeB8GMytuTCSaSMnoBbR4HHR4zBgEnx2NEs0WeOhXkV3a0M5vO8RfPXuSZ00GScpG2BhvxXIGpeI5Wl4SsaNzR62ddi5ujIzHaPBZGo1lCczVz9vf6OLi+ER3Q7DbN99uL/bPIiko8q3A8WOD0TAG5pPLNN0ZI5BX6mpzvqqAWPuTe7YH5Xp0sbgU+iN1uKUeHhd9dCwudJWr3wjffGJlvZ83O+2L/LG6rhPTOBTUAwXiBtFwmmiowk65OgpxmI//bnk48VhOpvIJBr6PRZUFD0OUCvU6QK5W5HMrylecuUixrNLtMPLS9nQNrGvn+qQkKSgmrpOcz29o4uL6RrFLmzFSSz2xvwyTpGQ7naLBLBOxmNrW68dol9q32saG1Gow8EErhsUpsaHHR7a3mFfTYJDa3eGhyV8vcGw16skqZizNpTHo9Bh2YbsGME3UldR2ozSKXmgECyz4sTQaB1y7x0LZ2VvntrGtx4rBUo8yHIxlW+a2Mx3Ps6PSyptHB6YkEhy6FWNfswmU1ki+UScol7lob4N71jVycSfP6QIhIWuFgXwBJp8egE6SVEnazga2dDezr8VKuQEWrIJdURuJZhE7Q7NTRaNcxHlcZisicDybxOyWa3SYKFY1zM2nWNzsZiua4b52fQ5ciPN8fQkeZUCbHoYsh3p5IcGwswV1r/UwnFQqlMuFsEbtk4PO3dfP796yl2WGhw2vFaBCcmar20yqfjV/Z2clMqkAir3BmMsFPL1YTiJbKGuv9Jrw2ifs3NPP48XG+eWSUeFZ5R58unMl77e9M6Lvc2K3gcvM3hOuxAlpoj7qW6y7OkF4778X+Wb72etUu+6u7Oq+Y7O3trtqYxqNZormlr1uowEQ8x45uLw9samJPl5uiqvH65SgWScc/vj5Mk9uCxyrRYDcjlwU9nuoEa2eXl/s3VDOVdzU4eOnCLH3NdpJyhfs3NvPWeJzN7S5OjseZTuZ4cHMr61tcfP62bnZ0eXh7Ikk4I/PE8QmG55LJ3tkbwGur2qoAnjwxydqmagYJySiwmvSsa3YxkyySyiucHIuzrtlJi9eKw1Z1orrVqCupD4isqLx0fvaKMgKLq8Yu3K6onVMjmJD56qEhppMyv7SllY2tLr53YpJMociPzkzT1VBNNntwXSPrmp20uczc3utnOpknmMjhs0lMxLL8xXMXiWaq5d3tZj0/fDtIh9fEdKpAq9NKLKswGs0yHs3jcRgBQSRdxCkZabBLlMuCfKnCnd1m/sO9vezs8qJW4CvPX2I0lCEjK5yZSuE06niuP0wkm0NoKrkihHMVwtkCTU4TJiEolAVOm5Ff2dmBxaCjWFY5OR7HbNRz34Zm/sPH13Ogr5EtbR5OjiUw6AWXZjN0em14rBLrW1wcXNfIrm4vVqm6j/PqQJjxeI4v7l/Fl+5ejUXSL2m8X2hkfy8rg/q23/Xpg+W2VJeqVL2YpTLV1wqI3r+xid+8ozreZ6YSV8iZ1y6xt9vHsdHYskUPf+v2Th7d000kU+Dt8SQlVcNllvA7TcSzJaxGPR6LxExKJpYtsLXRyOmQwtY2NyfG4kwl85RVjalEnmxBIZgssL/HR8BpQSA4MRYHTfDAxhYGQ1meOjnJE8cnANjV7cVjNeGyGnhzOEq2UCaRV3j8+Dh/89NBRqPV2K51LdVMGr0BBzmlXJU9DVxmiUd2t1MsqYQTMsmsWt/uq3NtGA3VrNyyos5vSSx+eNZco2teabWS6F6bxP4eHwOhNPGcwkAozWq/g0f2VPN7dfus/O1PL/O9E5P8j59cplTRePbMNN89MVkVfgGPvzVBWS0TSuU4NREnkiqiN+iYiCtIeoHbZmBrhwuHZKRQrvDx9S0USxUqFapJZvVVN/KAxUAsV62xUyipbGlz0+Y2YzNL9PicWI1QEToe3dtBIluipGqsb3Wy1m9lc7uX2XSBjFJmMpZlYCbFsbEYbQ02SmqF0+MJ/u6Vy0wkMsymZP7+0GWeOTONUq7wuT1dTMbzKHOBIJJBRyKvcGk2zXq/CadZN++x1+qx4LVLWKRqYs7FM/eFq9bF47Act7KCqnEtfbB49bPU91fbcq39di0jy+L2WCT9/HgvtEctPM4qLR9J8/z5GTp9FhwmI40uC3es9tPoNhNOF/DajZRU8DuMPH16CoFgX4edT/TauG11A4cHoxRKZTQBa5ucrG/xsL3Tg8du5Px0in/3sV4GQxmyxRIv9M+QLZRRyhWanRZOjseZiucJZwocH47z9mSCbKHMNw6PMhrO0BOwMhLJ0e6xMRzJ4rebODwU5TtvjvNC/zRyscRkPMt/eeESf/qDc7T7LDjMAld9JVXnWjiwthGvXcJrl6oG/iVm+fDzoN9t7R4uRBSKcyU97u4LsLfbx9mpJI0OMwiN4XCOJqeFH709xduTCcpqhYDTyCN7Ouny2fnlrW00ui3EMmUmYnkeu20VBr2BVT47O1Z5EBW4d32AklYtCHhuKoMABBqPH5+k1S3hc5pAq9azMhkNbAiYkFUNNJVT4wkuzSY5P52mxSVhtxjo8bsYj+RIyyXWNLuxW4xUVGjxWNjR4cEm6ejy2fG5zFiNBo5cjnFpJsVoJIvHbiRdKLG9w8sPTgc5H0zzyqUw56erKaHavVamU3lmUjLFssoTxyfoa3LiNFdv0Zqir/VpPKvw3bfG550jasfUZu41m8XCmXed68fC1c/7cR9/t+t9842RK8Zz4Xe1v0vFXd2zvgnbMnqq22vj5HiSLe1ufHaJUqXCVDxPoVwhnlX4tT3t/OxyhIe2tfHY7at49nKWfzmT4tvHxvHZjXQ22JhNVm2ok/Ecbw5H6Q04GAxVV0GDoSxb2t08tn8V2zrdTKfySEbBjk4v3X47KbnI/l4fu7sbuG9jE1va3Xxmezvnp9PEswomo45gQsZmMnDPukYe2tZGb8DFnz64HrlcYVeXm1yhxNtTCdDELZkFva6kPgCLHSWA+VnfUtsne7t984XaQKNY1nixf5avvzZMIq8wHMnyt68McmYiTlYpYzMZ+Py+VTy4uYW7+wLYzUaGI9m5bYMSx0djnJ2K0+Q0cTmc5bHbV/F7B3splzU2t7v46UCEJqcFnV6H32kCAT0BB7f3NpAtwcBsmkaPhT/79CbavRb+14Ucp2fLnJ1K4bUZUVQNu1lwcjzB2+MxnDaJjgYzo7Eck/EsrW4bLpuRizNpGmwSFqOeYCLHWCRDuaJhtxjY3OqhzWslnS/x6J5OfnAmiNcq0ddkZ+8qD10+G0+emETS63loWzvPnp1hQ4uLDa1OvDZpXpEHEzJfe32Yp05Ozj+sHtu36goHioUz96Vm3nVldW0slx3ianFR73UlBcxP8Gr5Gxde48X+WYIJ+QoltvCYiViWXHnp6x4bSXAhmOLvXhlie4cHDY0//8wmvnT3asySnvPTacZjMqcnq5Mlgw52tZjo8FrZ1OolllV4cEsLNnO1fMZYLMehS2F6G6u5+z65uYXhcI4Xz8/yzNlpHtrWjsNs5ORYAq9d4uGdnTy8s4N71jXhtUnYzFW7Urvbgt1sIJjK8eTJCYLJHCfHEoTSBZRyBZdVIpIt0ui0crDPj9dsJSpXOD0ev2pfftSoK6kPQG2mCCxpH6lRU2aJvML56RRySWVbsxmnWcemNhdltcLPLkU4MRZnS7ubrR0NSHrBpdkkhy6GeXsiyaGBMA/v7GT/aj92s4FCuYRk0OOxG/nl7e1saKkaX79zbBK5pNLoMGM36ZiM5xiP5DAIjXRRYTKe543hGLlCiT96YB0VVcPvMHPv+ia6PIJ2F3jtVjKFMtlCGZfZhKyUaXRYWdvkwGk2k8iV8FiNhDJy1TvKAH/700F+eGaanR0eDvQ1EkrnuTidostnYSohk5RLAHgtRlxWI7+0tY28UsFmMtDusSEZqnEyPpuJiXh+Ppns6ZkiwXR5vjhiMFmt0vvGcPSq2QwWGvLrDhLXxntJY7T49cLP3o+tq6agFv6erKgMhFJYjPorlNgbw1GCCRlZURmNyJiWuabbBrf1+rh3YwCDQceWNjdNLgsT8TwP7+wgllX43Y+tBk3jzaEYakUDIXj5QohuvwUBvDkS48Xzs5yZSNHX6OCViyHa3BaePDmJzWQgnCnMOU5U44t2dnkxGXX0Bhw8c3aa587OcGy0Wvhwb7ePy6EMj+zpYm9PA+l8CZ/NjN9hpidgQ8zttgyGsjy6p4PzMxleuRRF06rmAclw6z2y62mRrsK7uebWZor7enzzwhjPKu9wj64ps9cHI3Q12Dg7lcQJBNNlpqZS9DW72NrhRoiqoO7s8jKbkhEIRmNZPrW1hX/42TDBWI5tnQ20eczEsyU2tDpBc/G9k1Pc3uvDbNSztd3FRDTDf37uAtvbPWxsdbG51cM//GwIySjo8JgoqSrD0QwANrOBP/thPxOJPCah0eUUNDiMrNO5GYlmKFUq5AoaF2Yz2Mx6tna6GYnksEhm1ApsbfOypsnGa5fDvHI5TLZUwaBXqVQ02j02OhrsFEvT9M+kuPBMmo4GG5dDGaZTMg9ta8Ns1NMfTBHLFknkFWbSMnf1+ef7LpQvMxBV+KNtTlo9FppdVZuU1yYt+2BcirqDxLXxQfvt/Z63+Pe8donfvGP1FTJlkfR0Ndj47lvjfHprG/lSGYsJFsSEzqNpOlJ5haFQjk0tbv7Tjy9w22ov29oaWNPoQK+vxlldmkmzym/HqNdhENDtszIak+n227kwncJlMfDWeITZVJHfO9hLX3M1n99oNMvXXx/hN+5YxaFLIZ48OcWnt7XiskgQzvLg5hbOB9OsaXTM/58ycpnHj43R1+TmkT1dCMZZ5bPx9KlJShWNbZ1uDg2EOTFeYCqaRa2UsZgNWOd2QhZyK6T8WjFqWQjxcSHEgBBiSAjxRze7PXD12ffiLY9aLEcw8U4PHIukx2gQPLCpmbvXBkgXK3z7XJpQWqaoVnj6dHVWtjpg59DFMH/xzAW2drj54v5VFMsaG5odPLqvG6Vc4funpsgVy1yczbCm0YHdrGcsnOWZs0FeuRTi2HiSZpeZBoeJtKxybjpFX5OTBouJZF7BYzHxhb3dfO9EddUlGQwcWOujwQonQhqxnML6VgceS9VVdt+aBprdBkYiWY4MRekPJvBaJNS5PIQv9c8yGMmzp8ODQcBwRGZLu4eZjEwoJbOjs4F1jU7MBsF0SmZfTwM7Oz2cn07x5MkJ2jwWjo7G+NlAmM4GK6fGE3z99RFGIlkuRYqYjcxXK67NpBd6S9bG6mp81IT5RsnM9ey3q43Twofuwi30hcSzH3ktXgAADExJREFU1dyO929o5lwwyXg0Q34JBQWQzld4YyhCg70a1Lur28Mqn4PJRI6fDYR5ZHcXpyeTqGrVrXxni5mkrGHUCUbDGfqaHBh1gr5mJz6bmd872MuaJhdff32E0WiWp08H+ZWdbXT77CTlEvduaCSclLk8W7U5HRuJcXw0yrffHJvfqtzf60NVNfqDSdxWiW5f1b29WFIpVzReOj/Li2dnONjnZ2Ori41tXhKyQl6D4XDmir66FXYHVoSSEkLoga8CDwDrgUeEEOtvbquWnkUuZRyu4bVL/OquTi7Nppc8rpZFwSLpcZp0bA2Y8Ngk7JKBL+7vYUOrk2fPznDb6gY+vqF5Pu2SpsHWjgYAcqUy5UqF9c1Ofn1/d/UzWcVuMSLp9Bj1ehosJja2uuhssHJiLMbxsShpWUFWy+iEwGYx8tLFWVK5EpF0AbtZz7lgFoMO9ECpVGFgNku+VKZYLGORDJTK0NFgp81rwWM1cXY6zRuDYcYiGQJuM80OI68PJ3BbjVgkwcmJFM0OC1OJAts63WxocWGWDDQ6zPz1Twb5k++fZTCU5tG93ezo8vKHH1+H3WTkQF8jB9c18mt7O9nQ6uIzfQ6GkyVevjh7hZF+Ye6+DyKsv6gC/mHIzIfdF1cbp/fijCErKq8Nhjk5FmMwlOXO3gCf29PFck5vqgbRXJG9q3x8/cgoAKFUgTvX+PjZYJhCSeXSdJJypcJ4NMt3L2TZ3WZmZ5ePNq+Vly7MAmA1Gmj32nhjOM6L52ewmvQ8cWyMoyMR/ucb41yaSfHI7k56/U42tLnZ2OJGMugYjVTlavXcCujVgTAAXQEHRv1cmgwdfP62bh67vQeHycB4LEun30rAaeHRfd347Ca2tjhwGa9cSd0quwNC05YuM3FDGyHEbcCXNU27f+79HwNomvYVgFQqNd/IwcHBm9JG+HlBuI0B07umjymWtXd8ny5UMBkEp2eKbGuunl9zQ78QKdLuMvLySB6fVcfuVgs/GsjS5jQwlS7js1ajzU/OFFBVDZdJzyfX2nl5JM9IQmGtz8BQXOXXt7mwSzrissqFaJFXRmVcZsgVodWp47YWK5diRSbSZdA07CYd0+kKHS4dObXCjiYrY/EiF6IqegE+O4RzsM6rI1KokC6C1yKI5DTu6jDxvwaK2HXV6qdFBYw66Gs0sjVg4lgwR1EV9PklonmNYkklrpRptkrYzYKppILQ6fnCFhc+q55iWeNfz6Xp9hixGnQY9YJtzSaKZY0TQZmdrZb5FEm1/l3Yz4v7fKkxuNbxfD/09vbOv3a5XNfnoktwvWXmevTFe+3z9yo7Sx1bLFcdjs7MFtjSZJ6/D37nmQhLRRB59PDwRhtOs4FQtsR0ukxFA59dz0CsyK9v89AfKjCaLNFsN3AqJPNb270cnZKxSzq63FUHoqRcIa2orPZKHJ6oevu1uIyU1QptDiNPX86xrVGixW5kS5OJjFLBIVXXAEVVwzmX1uXIhEypojGVKtHkMLDeb+IfTiTZ3Wqm1WGg0W7gucsZZFWjUILeBgOnZxWScoVMEf7fuz2s9X203NCvJjMrYiUFtAKTC95PzX22oqgVhLuaIC6loJ4fypEuVqhV4y2WNQbjCiaDYL3fxGSqRJNNj1PSY9IL1niNbG820+YwkCyobG0ys6fFzObGagYISS8wG2Bfu5nVbhP728yEcyr9oQLPDeVA0zAKkPTQ6hDMZis8NZDl9YkSKVnDb9Gx2mtCMkCf38xvb29gZ4uFkqbjcxvsBBzgsxhpscPJ2QoTSfCaIS5rKCUoaRCwwB1dRtZ4DfgcYDDCTLbEkwNZ7lvtZGeLmYSsEckrSDrBba02PrHGDppgZ6uNRzY6mUyVOD1TJKNUiBeqLlpbmkxsa66awgfjyryC6g8Xr3hwLeznxQqqduz1GM8VynWVmQ/aF++nz9/r90spqP5wEZNBsLvt5/dETFaXqegGjW44HSrS7jLw8V47n93opMtjZDhRYkvAjM+q57Z2K2u8JswGHa12I3FZ5dBonnOzMk+cS/HtsxlskqA/rBBMlfj4ahtrGyTMekGyoJFTNLYFDIwly6zyGimqGo/3ZzgRrKrNiVRpvj1GncBqEHy8106DRU+DRc++NjNZpUKPV6LBoseo12Ez6FjnM5AoaEiGCh0ugccGdmmlPLJvHCtlJfUwcL+mab8x9/7zwG5N0/4dXDkrdLlc7/v6J06cAGDnzp3Xo7nXRM2horbnfuLECYpljf17dwFXbrXU7C0LY4MWuubGcwqtHgvxrLLkUj+eU/DaJKaTMmajHotRT2KuDk0oJdPoqqaBsUh6ppMyLXNZ2E+cOEEkp/LAXXsIJuR5O1AtMr7bZyeRVyiUVFb57fPnyoqKXFIplFTMRj3JvMKGVtd82+WSisWov8J2V3u9MMtAMCG/wyHiyNG3MBkEO3fufF9G4g/ToPxu91Mq9fOy9x/ySupDkZkPIis3woi/+Ddq74fDWf7HTy6ysdVDk8uMz24imi1ye28AuaTS6rFccU5NRhbbv948fhKnWYeluZdml2X+vu4J2K+4P5eK3arJJfCOYxf/znIyDlyRGHmh/CTyyodaOv5mPSevJjMrxbtvCmhf8L4NmL5JbflQqN2ACwVs4UxxKXfq2t/FaX5aJcsV11xM7fuFN3Tt2MU3+eL3ftvcbywQaq/d+47rLDx3cdtr5y7O5bbUNRZ+v/A3a7xbH70bH/V9elagzNyIPl9OTnoCdv7m13a952vUZGTxdWrB4xta36nYF96fS6XeWnjNpY5d7vViOVlOPpaT9486K2Xt+BbQK4ToFkJIwOeAH93kNtWps5Kpy0ydW4IVsZLSNK0shPhd4EWqDmb/rGna+ZvcrDp1Vix1malzq7AilBSApmnPAc/d7HbUqfOLQl1m6twKrJTtvjp16tSpU+cd1JVUnTp16tRZsdSVVJ06derUWbGsiDipq7Ew5qNOnV8UPsw4qatRl5k6v4is5IwTderUqVOnzjuoK6k6derUqbNi+YXY7qtTp06dOrcm9ZVUnTp16tRZsdySSkoI8f8IITQhhG8FtOW/CSEuCSHOCiGeFkK4b1I7VlTRSSFEuxDikBDiohDivBDi9292m2oIIfRCiNNCiGdudls+LIQQXxZCBIUQb8/9+8TNbtOHzUqTgRuNEGJMCHFubrxP3Oz21LjllJQQoh24F5i42W2Z4yfARk3TNgOXgT++0Q1YoUUny8D/rWnaOmAv8DsroE01fh+4eLMbcQP4K03Tts79+0hntlihMnAzODA33jevZMQibjklBfwV8AewbAmaG4qmaS9pmlaee3uUajbrG81uYEjTtBFN0xTgCeDTN6Ed82iaNqNp2qm51xmqSuGm1xgTQrQBnwS+frPbUue6suJkoE6VW0pJCSE+BQQ1TTtzs9uyDP8H8PxN+N0VXXRSCNEFbAOO3dyWAPDXVCc5lZvdkBvA785tQ/+zEMJzsxvzIbOiZeAGoQEvCSFOCiF+62Y3psaKSTB7vRBCvAw0LfHVnwJ/Atx3Y1v07m3SNO2Hc8f8KdUtru/cyLbNsVTQ6YpYaQoh7MBTwL/XNC19k9vyIBDWNO2kEOLum9mW68FVZOXvgT+neh/8OfDfqU6iPqqsWBm4gezXNG1aCBEAfiKEuKRp2ms3u1EfOSWlado9S30uhNgEdANnhBBQ3VY7JYTYrWna7M1o04K2fQF4EDio3ZyYgBVXQA9ACGGkqqC+o2na9292e4D9wKfmnAjMgFMI8W1N0x69ye26Jq52X9YQQnwN+Mg6icyxImXgRqJp2vTc37AQ4mmqW6A3XUndMtt9mqad0zQtoGlal6ZpXVRvyu0ftoK6GkKIjwN/CHxK07T8TWrGiiugJ6oziX8CLmqa9pc3sy01NE37Y03T2ubun88Br/yiKqirIYRoXvD2IaD/ZrXlBrHiZOBGIoSwCSEctddUd5xWxJh/5FZSv4D8HWCiurwGOKpp2v95IxuwQgvo7Qc+D5wTQrw999mffNS9zFYQ/1UIsZXqltcY8Ns3tzkfLitUBm4kjcDTc88gA/Cvmqa9cHObVKWecaJOnTp16qxYbpntvjp16tSp84tHXUnVqVOnTp0VS11J1alTp06dFUtdSdWpU6dOnRVLXUnVqVOnTp0VS11J1alTp06dFUtdSdWpU6dOnRVLXUnVqVOnTp0Vy/8PYq4BNISXtFkAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -387,7 +387,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -432,14 +432,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Difference in mean x=-0.059, y=44.582\n" + "Difference in mean x=-0.015, y=43.076\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAADTCAYAAADUIId2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzsvXuYZGV1Lv5+VV33e/X0XASVAbmIkkEQBhQRFDQqXqIS4JioR6MxKCbxmOgvMU+IchRvOWrweIWAjxhRvPv4eMPgDQgEwQRx5IAyMszQ0911v9++3x/V7+pVe3Z1V19qpntmr+fpp7urdu29q+r7vvWtd73rXcZaC88888wzzzxbb+Y71DfgmWeeeeaZZ27mOSjPPPPMM8/WpXkOyjPPPPPMs3VpnoPyzDPPPPNsXZrnoDzzzDPPPFuX5jkozzzzzDPP1qV5Dsozz8ZkxpjHG2P+3Rjza2PMr4wxfzn/eNYY8wNjzP+b/52Zf9wYYz5mjHnQGPNfxpjTDu078MyzQ2ueg/LMs/FZB8D/stY+GcBZAN5sjDkZwDsB3GKtPR7ALfP/A8ALABw///NGAJ84+LfsmWfrxzwH5ZlnYzJr7T5r7S/m/y4D+DWAowC8FMAN84fdAOBl83+/FMDnbN/uAJA2xmw7yLftmWfrxiYO9Q145tmRYMaYYwA8DcB/ANhird0H9J2YMWbz/GFHAXhEvWzP/GP7+ECxWPSkXzzbcJZKpcxKXrfqCGq5OLtnnh1pZoyJA/gKgL+y1pYWO9TlMc8heXbE2lpAfMvF2T3z7IgxY0wAfed0o7X2q/MPTxO6m/+9f/7xPQAer15+NIC9B+tePfNsvdmqIb55qIJwRdkYo3H28+YPuwHArQDesdrreebZRjFjjAFwLYBfW2v/WT31TQCvAXD1/O9vqMffYoz5IoCdAIqEAt0slUqN5b7Xm1HQ2lqLdruNZrMJAAgGgwgEAmi1Wsjn8/JcPB5HMBhEIpFAMBhE/2tY3fVbrRaMMbDWIhAIoNlsotlsotPpIBgMwu/3w+/3wxiDZrMJv9+PXq+HUCgEAAgEAmi323LOYDC4qnvaCFYsFld9jjXNQY2Is4t5eLpnG9GWgac/E8CfAvhvY8y984/9HfqO6UvGmNcD+D2Ai+ef+w6AFwJ4EEANwP9cs5ve4NZqteTvWCwGAAOOJxAIwFqLiYkJcVCBQGBNrs3r6M4P7XZbfoC+w6Gz4v00m030ej34fD4YYxAMBmGtXbXDPJJszRyUE2f3vgTPjnSz1v4M7nklAHiuy/EWwJvHelMb0OgYjDHo9XoHPM/FX//Pn7Uy7VystWg2m/D5fOj1euII6RSttej1evK/z7eQSfHWxeXZmjioxXD2+ehJ4+yeeebZEWzWWuRyuQFn43/gAYS+9rWhr9HHtlQUQofhAxCyFs2XvxzV449HvV4fmzPodrsSOfn9flQqFVfHGQgE4Pf7x3IP6818Ph+y2eyaf+ardlArwNld7UjB08dh3GFqGGQlGDcxfv7NneGwQddqtWRXuVJMvdfrrXgSu73fcS1Ka4Gne9a3XC6HWCyGcDi88GCpBHzuc8DMzIrPa6emEPuLv4DdtMl1TK1mbGh4z1orP3SQ+nntPAnvHe7WaDSQy+UwOTm5puddCxYfcfbnGGPunf95IfqO6UJjzP8DcOH8/56tsekEMuCOl4/yWre/ibFrR6AtGAzKz0qs1Wqh0+mg2WyOdL9u1w8EAgPXdy4Wnq0/6/V6g84JAI47DjjnnFWd1z7jGeht3y5OY5zmjOC0E+r1euh2u0fUWAyHw65R5GptLVh8y8LZPRuvOR3VMNNORyeTibUDfQeld4hu51zp7lDf52LnX8qOhN3pEWMf/CBwxx3AvqHExaFmt25F7/3vH+3YVRIV+FrmoDiWGS1xodabRW+crsw8qaMNanp31mq1BJpzRhTDXut2Hre/OQHXeoI5Iz03qGQ1diTtXg8bO+444KyzVvRSe9ZZME96kvtzaixzPMfj8QOO++QnP4nPfe5zo19z/ryaBOE2V5z/v/CFL0ShUBj5Om5266234qKLLnJ93BiDa6+9Vh675557YIzBhz70oVVd81CY56A2uI0aMWlzcw7aluvwnPcyqmmIznMmngHoR1Hblic/aLdtg/ngB2GMkVqkUeaDc8y96U1vwqtf/eqRXqcdkfN/5p6c+Sc6ye985ztIp9PLeYvLslNOOQU33XST/P/FL34RO3bsGNv1xmmeg9rgtpSz0aaTu4FAYMA5OCMn53mWikjo1Agd6ms5f7iLdUaAzteOYosdp6/p2QaxlURRO3f2X7dMc47xK6+8UqKM8847D+94xztw5pln4oQTTsBPf/pTAH0G39/+7d9i586d2LFjBz7zmc/A7/ejVqvhggsuwBlnnIEdO3bgm9/8JgDg4YcfxpOf/GRcfvnlOO200/DII4/gmGOOwezsLD75yU/i1FNPxamnnort27fj/PPPBwB8//vfx9lnn43TTjsNF198MSqVCgDgu9/9Lk466SScc845+OpXv4ph9oQnPAGNRgPT09Ow1uK73/0uXvCCF8jzDz30EP7wD/8Qp59+Op71rGdh165dAIBvfetb2LlzJ572tKfhggsuwPT0tHwur3vd63Deeefh2GOPxcc+9rFlf9YrNc9BHQbmRhZYjukFnM6C1frLef0wgob+v9lsHuCMFnvtYuZ0bKM+59k6t2VEUXbrVnSvvvqACEabrotaDquu0+ngzjvvxEc+8hG8+93vBgBce+21SCaTuO2223DHHXfguuuuw0MPPYRQKISbb74Z//mf/4kf/ehHePvb3y5j+Te/+Q1e/epX45577sETn/hEOf+b3vQm3Hvvvbjrrrtw9NFH421vextmZ2dx1VVX4Yc//CF+8Ytf4OlPfzr++Z//GY1GA294wxvwrW99Cz/96U/x2GOPLXrvr3zlK/HlL38Zt912G0477TRRtACAN77xjfiXf/kX3H333fjQhz6Eyy+/HABwzjnn4I477sA999yDSy+9FB/4wAfkNbt27cL3vvc93Hnnnfinf/qnAVWMcZqnZr7BbNgCvlTk5PyfC3er1RKSBGnmxhhMTEyg1+sNVMovdn1npOJGfef5fT6fFDQyqey2uIwSHfl8PlfIhecaRgH2bB0bo6hF6qJodudO+I4/HkA/ugEWILZhNuoYePnLXw4AOP300/Hwww8DAH7wgx/gv/7rv/DVr34V1lqUSiU8+OCDePzjH49/+Id/wE9/+lP4fD48+uijEoE88YlPxFmLRIV/+Zd/iec85zl48YtfjG9/+9u4//778cxnPhNAf/6cffbZ2LVrF7Zv347j59/rn/zJn+DTn/700HP+8R//MS655BLs2rULl112GW677TYAQKVSwW233YaLL75YjuVmdM+ePbjkkkuwb98+tFotbN++XY550YtehFAohFAohM2bN2N6ehpHH330SJ/jasxzUEeguS38TufC+qRRWXZuMi7aUWhmkz4fNc6azSbC4TBardZIkeBi0Oaw5zw21QayERh9dts2dK++Gr4xbUAYdfj9fnQ6HZkXH/nIR/D85z9fZIystbjhhhswMzODu+66C8FgENu3b0ej0QCwIM3kZtdffz12796Na665pv+erMWFF16If/u3fxs47t57713We9u6dSsCgQB+8IMf4KMf/ag4qF6vh3Q6jXvvvfeA11xxxRV429vehpe85CW49dZbceWVVx7wWejP42CYB/Gtc3Pmb0Y53vla/b+OVvTzxhiJlih22Wq1Bmi0wxybPo9mSulr8hqBQAATExMIBoMDx2nHpR9fzBaDNp3PeZDfBrMRclF2505h7nHcdLvdsdTj0J73vOfhU5/6lCABDzzwAGq1GsrlMjZv3gyfz4cf/vCH2L1795LnIsT2+c9/XiK+s846Cz//+c/x4IMPAgBqtRoeeOABnHTSSfjd736Hhx56CAAOcGBu9u53vxvvf//7B4qWk8kktm/fji9/+csA+p/bL3/5SwD9YvSjjjoKAHDDDTcceMJDYF4EdRjZUkoSTuUHrSNG084mGAxiYmJiUbjE+Vrn35qhx93msFwBbSm40i1aWuw8XiS1QW2RKMpu24be1f3afx2R83vlRmzY91yr1QYgqre97W0j3dKf/dmfYffu3TjjjDNgrcWmTZvwta99Da961avw4he/GGeddRZ27NiBk046aclzXXPNNcjlckKOePrTn47PfvazuP7663HZZZcJ9HbVVVfhhBNOwKc//Wm86EUvwqZNm3DOOefgvvvuW/T8z3jGM1wfv/HGG/EXf/EXuOqqq9But3HppZdix44duPLKK3HxxRfjqKOOwllnnYXf/e53I30m4zRzKBlOWs38SJc6Wu734AanMX9Ex+OMlKrVqjwfi8UGWggEg0G0Wi35oUJEKBQayurT5iRV0Fnq+wD6UIHbuZZyWvqcbtJKoxYmjyLL5HS0xhiUSgt9BlfaHXQt7HCYMzMzM5iamhrt4Je/3DUXZV/2MvRuvvmACJ7jmVGDzlHy+VE3XDQdkS21eWIeDMDAPRwJ5vxetTzYSueMF0GtQ1tqh7+YBt0odHMA0suGtSOknltrEQqFxMlptp3GoZ33S8KCnqDtdlt2snqSUhaFjy0mG6OJFMNIEaMYI7nlLBYeHLgO7IMfhL3jDhgVRdlt2wZUIxgpOWHlYeNjOWPHDRXgNd0en5iYkDmgc1RexL4y8xzUITZnJLIUTOeWs+Hg18w457mZ/+EizWMajYZEOWzups/R6/XQ6XQkt+RsAEdGIOnjjMS63S663S4SicQBpItSqSSLiq7o11EYzwNAcmP8n/ewXFq9XsTcFgy3xUi/xrNDYG6Mvvm6J+2ItJNaigm6lLNwRvSL5YD1uXgvzjl4pERQ4zDvk1tH5pYrcdpSkdJir9WwHdDf7U1MTIhwJ6MokgtIKqDj4P9O6nij0ZCJyUZt1CmbmJhAKBQS0oIzoiJ84nw/GlZx5sSWoryvha2kLsuzMdkHPgA7XxfF6IkbIODAOcANmHNDMkoUw0jdCevp17uNCW7gtDSYjv49W5l5DuoQmduObFSYzslQc56r2WwOOBLnDlDDecYYNBoNiYT4QzZUMBiUxYCOilh7r9dDuVxGpVKRavd6vY5Wq4VarTaQD6NzoXN0YwdyggMH4vaaaOH8vFZi+jMZtjtebQG0Z2tkmtG3cyfssceKE6Iz0WOH3yfHqNv4dzPn427zc1gOy42AQ3hvsWt6tritiYMyxlxnjNlvjLlPPXalMeZRM9iC47CycQy6URfFxfB1/fywe2QkEwqFhPrtPC8nfygUkiir2Wyi2WyK82m32/D7/ej1eohEIgiHw4jH4/D7/QgGg5Lf4rmt7Qt1RiKRgSjNSdjgb7bwjsViiMViiMfjB8VpjJrL8+wg2Qc+ADs5Ccxr7jk3LHRIbt+bM4IZlT3qZIu6RVKdTucAajvnzbCclWej21rloK4HcA0ApxTw/7HWbjwJ3RFsNc0B3XZqzsmwEufnzKE4d298TKtIaJKF3mnq6IvQnKakNxoNcSSkoodCIbTbbcRiMfj9fkQikYH3pqHCQCCAdrstLEFgYbFhgWOn05H707mvpfJHq10MVtv40bMx2HHHIffF7yN73HGyq9bRkRMa1qKx2qkslQ9ykhqc0fWw/JaG9PjbeW3Plm9rEkFZa38CILcW59oINmqUMsp5xlFAOqyRn4bwSDLQOR2+Tjsikiv4nJ58ACQaisfjck5rrTinpfJFboXDbo0S3XB8N4LJaj/LtfpuPVtb63aBM974NCiSKIBB5XCiAE52KP/W/z/22GO49NJLcdxxx+Hkk0/GC1/4QjzwwAMHvG5UcxIrnNdcbBy9973vXfb1rr/+erzlLW9xfdwYg1tuuUUe+9rXvgZjDG6++eZlX+dQ27hzUG8xxvzXPASYGfO1DpqNmitymt6NOZ2FhgWWuyg6cyk60dvtdtFoNFCv1wWa03CI89q0ZrOJRqMxkHfS5+SxXBSstdIZV0eAzoQzz82iYTo9AANRmr4vdt7VjsdNAd3tc16uOXfi3g740Ju1FrfcYjE9Ddx6a/8xHZ3o1hZO9MENjbDW4o/+6I9w3nnn4aGHHsL999+P9773vaKdN6rx2n6/X+6BP4zgeD23eUBbiYNazE455ZQBpQmv3Ya7fQLAcQBOBbAPwIfHeK2DbqtJoDshLWcHTudxo57P+T8dYKVSQbfbFekiZ+SknaXzfM7JFQ6H4ff7MTExIQy/SqUy4EB4LlLP6UiYk4rH48IodHPyzInpfJMb5KKdyUo3DZ6tb+P3ed11BrWawWc/uzAGNIzHjZEmTwzbtP37v/87AoEA3vSmN8l1Tj31VDzrWc+CtRZ/8zd/g6c+9anSV8kYgx//+Mc4//zzcckll+DEE0/EO9/5TnzhC1/A2WefjR07duDBBx+EtRave93rcPnll+Pcc8/FiSeeiG9/+9sA+pHNFVdcIe/noosuwq233op3vvOdqNfrOPXUU/GqV70KAPD5z38eZ555Jk499VT8+Z//ubAV//Vf/xUnnHACnv3sZ+PnP//50M/sWc96Fu688060221UKhU8+OCDOPXUU+X5u+++G89+9rNx+umn4/nPfz72zdeYfeYzn5F2Ia94xStQq9UAAK997Wvx1re+Fc94xjNw7LHHHtRIbGx1UNZa2Y4YYz4D4NvjutahspUugnox1dCZtmF5EGe+ipEIACmsHbaI81rValXOE41GB6I4RjCMUOiYmDOi82HeydoFhQpNbuD9UwSWEZYxZiD3xeJenZ9iXorH6GjPmQNwfk7Oz8ftM1vM9ObBmd/w7ODZhz5EhaP+uKS26T33AG9/O2AtYIzF1q0Gb3/7wuuMMQPF4oxmtP33f/83Tj/9dNfrfvWrX8W9996LX/7yl5idncUZZ5yBc889FwDwy1/+Evfffz8ymQye9KQn4XWvex1uv/12fPSjH8XHP/5xfPjDH4a1Fg8//DB+9KMf4be//S2e+9znCnTI+9N29dVX45prrhHx1l//+te46aab8POf/xyBQACXX345brzxRlx44YX4x3/8R9x9991IpVI4//zz8bSnPc31PRhjcMEFF+B73/seisUiXvKSl4hsUbvdxhVXXIFvfOMbmJqawk033YS///u/x3XXXYeXv/zleMMb3gAAeNe73oVrr70WV1xxBQBg3759+NnPfoZdu3bhJS95CV75ylcu8u2tnY3NQRljtllrWf79RwAWF446wkxHD26LLLAw2RghuB2noTQNvennnFRb1imxfqnRaIh6hE4yk35eKpWQSCQGIpVWq4V6vY5IJCLHc0fL8/BYXa/CnBaPByCtPXw+34AkEZ0DnaZOcFNLUB/rhBf1Z0sHupR5kdj6sO3bgf/7f4H+urrwvT/wgMEDD5j5YyyuvrqHbnewNIFjcFjvp8VISD/72c9w2WWXwe/3Y8uWLXj2s5+Nu+66C8lkEmeccQa2bt0Kay2OPfZYXHDBBej1ejj55JNxK7FHABdffDF8Ph+OP/54HHvssfjNb34zMlR8yy234O6778YZZ5wBoF+2sXnzZvzHf/wHzjvvPJESuuSSSwYcn9MuvfRSfOxjH0OxWMSHP/xhgRF/85vf4L777sOFF14IoD83t83XmN13331417vehUKhgEqlguc///lyvpe97GXw+Xw4+eSTlw2FrsbWxEEZY/4NwHkANhlj9gD4RwDnGWNOBWABPAzgz9fiWoeTcSLxb+eOXed0nLkZJ9MIWJigjEZ00WCr1UIoFJIFu9frodlsyvW73S6MMcKwI3OPTsPaBZkhZ62SdiCMxvhbF/3q3lL63odNXn0eAAdILWmKsT6epj8zfa2lbFgk5tnBs1e8AjjnHODSS4HbbrNotRa+i2DQ4hnPAG68sYfNmy2cvsaNrKB/P/nJT8bNN988ILdFWwxW5/gjlMjSC7afGDZeOA90DopMVadZa/Ga17wG73vf+wYe//rXv76s8XjmmWfivvvuQyQSwQknnDBw/qc85Sm4/fbbD3jNa1/7Wnz961/Hjh07cP311w84XT33DiZxaK1YfJdZa7dZawPW2qOttddaa//UWnuKtfYPrLUvUdHUEWeLJe3dWD7WWlF5cA4MZ4Er8zWECScmJqQuqdFoSHdckh6s7TPsOGnYWoNRTqlUQrFYRLlcHjgfI7lEIoFUKoVwOCyQIZUiAAiJIhQKCRmiWCwKZMd7a7VaKJfLaLVaIrc0MTGBWCwm790ZxbjlxnQucNhnrKPHUc2jCB9627IFuOUWYL6jhtiTngR8//s9bNniXkyra/B0sSztOc95DprNJj7zmc/Ic3fddRd+/OMf49xzz8VNN92EbreLmZkZ/OQnP8GZZ57pen+sA3Se/ytf+Qqstfjtb3+L3/72tzjxxBNxzDHH4N5770Wv18MjjzyCO++8U44nfA4Az33uc3HzzTdj//79AIBcLofdu3dj586duPXWWzE3N4d2uy3tMhaz973vfQcQME488UTMzMyIg2q32/jVr34FACiXy9i2bRva7TZuvPHGJc9/MMzT4lsH5ra4OhlJjCSYS3Ie6/ybahDtdlvyRXQMgUAA4XBYoDU6FQ0Rsq6p2+0iGAwe0AWXz3MXSh0+J6zHyKxerwukp+E2HfFwR8r3OircpnfIThiUny0juFGhPs/Wh919N7BnT//vo46yePRRgz17gF/8wuJpT3NnWjrzlE4zxuArX/kK/vqv/xof+MAHEA6Hccwxx+AjH/kIzj33XNx+++3YsWMHjDF4//vfj61bt2LXrl0HnBvAQH6L1zrhhBNw/vnnY3p6Gp/4xCcQDofxzGc+E9u3b8cpp5yCpz71qTjttNPkdW984xvxB3/wBzjttNNw44034qqrrsLznvc8YbV+/OMfx1lnnYUrr7wSZ599NrZt24bTTjttINfmZi94wQsOeCwYDOLmm2/GW9/6VhSLRXQ6HfzVX/0VnvKUp+A973kPdu7ciSc+8Yk45ZRTUC6XFz3/wTCv3cYKbTEIaJTP1HmMFkrVdUgkAri10nDLQwEQCSLmmSYmJmSnRxYesAAxEtqjM+GCrqG7ZrM5wKgjIxAAotGoRFucNNZa1Ot1EZslHZ05q4mJCYFF6PxIruDjjI5GjWZ433xvfC0f5+ud0J/T3B5fi9YBa2Ebec7QltNu4/WvB770JYsLLgCuucbizW8GfvhDg4sv7uFTn1oYrzr/pOeDHus0nd9cavMzbC5zU8fOsiRjvP71r8dFF12EV7ziFQfAh4d7NO6121gnttZKA3qSMO+kz83F2a3lhJtxMSbUpnsyEU7TjzebTXFOvC6PoWNrt9sDbLx2u416vY5oNCrOS0cylUpFIrZwOCwJa51z00w+fg7O98pjRzHncc7cA89PJ6Y/Y8/Wp91xB/C+9wFvfjMAGHzlKz18/OPApz7lgzELOR2nuKtTs1E/r8k8eoyNojruPJ5QtK7F4vPO12hH6tlo5jmoZZqTLbZY35nFzuH2t6ZTa/YeoxMdITnvh683xgyoizPnQ5Zft9uVhC2Pr9VqA+0yarWawHehUAhzc3NotVqoVqtIpVLw+Xyo1+vodDpyLb/fLzTybrcrkJ6zkJFtNyqVyoAOYKfTkVoqfp50tDpa5Hse5ow0wUEfpx/neZ1kk8N9h7sR7fbbgUSi/ze//8sv7+FP/9QcIMaqYXGnqri2xXKVbmPAbb7qea+LhK+99tpFx5FHvlmeeQ5qmTZqXmQ159ZRFBdxPu9cVGmVSkWcEI/VC3sgEBhwXJxgTPSyFkn31wkGg+h0OpLHKhQK8Pl8IpCpIURN1HB+RuFwWJ7r9XqoVCoDTsIYg06nI8cBkLwWjceNEr0uBt2N8/vzbO0tmcQBLD0ASCT67D1NgNGtXHRE5HRSbqQb/TjNzZG5vUZvKjmntKaftwlauXkOahmmobeV7ITcdmJ6ghljJFJiNNFsNgeiGRqjKN1qoFKpiBNKpVJCguD5yeJrNBpIJpOoVqsIBAISvTidBgtq6RTq9TpisRiAwTyZZjP5/X7JX/n9fim6zeVyAicSKiTTkIrnOiflxrxz7oo1TXiYw3H7npzfn7dobCzT48K5yeFYcuaX3KA1HYEtloNynsf5GqfDo6PkJk47Tc+WZ56DWqGNI3JyRh/8XxMotJNy9mfqdruo1WqIRCIolUrIZrMDNVG671Oz2RTiQiwWE7o5HUm73Zb8Eoti2f221+shmUzKPfCHOStjDMLhMDqdDnw+H2q12sACwYiODo05LL6WUaMzR+X8bIZBNTQNFy7GfPTs4Bojb7I2RzUnuUE7IU3OGeZAhp1zlOu6/XZuMoc9Rlj7cLZGozGW/JrnoEa0pRZDfdwwCEEf43zOKXfEQr5SqYRQKARj+qw0nWciBEbqOXdq9XodgUAA9Xod1lrJF+3du1dek0qlkEqlEI/HB2qWeK56vY49e/ag0+kgFAohHo8jHo/LvZdKJblX7l6r1aro9NFhsjiYA9jn8yGVSqHb7Q5MWmeOjWoXwKBTZu1WrVaDtf06qEQisShsoyMvp3mO6uBbNptFLpdbEY2ZkbOzB5OW/GKErMfPSr9np2yS23O8DzL6er2e5FUnJiZk03U4m8/nQzabXfPzeg5qDc0tP+J0WE52j/7fmR+y1g6w7dwwbcJ7XPi1Xl65XBYSBLBQ8U7or1KpSPTCYlyKwOocFWWNotEoAAgkSGdGp0XnGA6HJd/T6XQOEHylE6MDZVU+Jzg/C7ecG50N65p4/6Sv69cDC1Emc2oH04wx1wG4CMB+a+1T5x+7EsAbAMzMH/Z31trvzD/3/wF4PYAugLdaa793UG/4IJkxBpOTkyMfrwkJGj4rlUro9XoDheDBYBDxeBzFYlGg8Ww2O7AZGpXEoOehE1o2xkgXaWpTcvPn9/sFOqekV4JMD8+WZZ6DWsJGiZyceSQOYp3k1+diFMDHNEONkRMhM8JhrH/ibq1er0skRQFYOgI6Goq40glozbtGoyETLBQKiYID+zg1m03Mzs7KZIvH46jVami326jVajIpU6mUSCPl83lMTEygWCxDAUsuAAAgAElEQVQKHMgaJx7P+6Pz4+6W1+FrdJ0VP1vmuViEzPfOXJkT59fnG0YuGbNdjxEbeRpjTgZwKYCnAHgcgB8aY06w1i5ejXmYm1NhX0fwtVpNxoCW+QoGg9IqxufzSb8yAAds8Nyupa9H41jUkDmvSYSg0+kgkUjIPPT5fK4bVc9GN89BLdMWg4rcnBkXYn2M/l/XYhC2426frSk4GTj5arXaQISlF3KqPxDao5PcvHmzKJeXSiUEAgEUCgXEYjEYY1CtVgVmSyaTaLVaiMViA6oTdJbRaHTAUfJxTsh8Pg+gH2nR4fFHQ3fAAj7vdC66BozvTStMpNNpyWFVq1VxdBpK0VGYPtfBMmvtT4wxx4x4+EsBfNFa2wTwO2PMgwDOBHCgaNoRYvp743jjBolwMjc8mjVHZCAUCgkhh2QcwJ396bwWN3VEEIgGaIiR455wdSgUErkuJzHDc04rM89BLcOGqY7zOe00gANzTU5HpcVaORHIgCN1m4+R1PDYY4/B7/ej1WohnU4PnFNTzGmkaxcKBWHJsV07nSAnGQAhWnBn2ul0UCwWEQgEMDc3h2QyOaBxRieYTqeRy+UQjUZRrVaRTqfRbDZRLpclT8QFgu87HA4jEolIZOeWjOaio6FMRp3s4qtVIpwbCGc+Yp3YW4wxrwbwnwD+l7U2D+AoAHeoY/bMP3bEmvM7pXPQ9XVAv6szi805TyjzRdKQs0+U02EMIyrp51heUavVBgrTu90uisWijDUqfJBctM7G3oaytVIzd8PaswBuAnAM+mrmfzw/ETek6cHqdDzOgcxB7qQza0ybMB8jI2ut7NCYWGU+iUy+arWKer0u0F+320UkEhlI1rJ2iTkdOlUmlRuNBkqlkkBzbKMxMzMjky+VSg1MQkZYNO5aeR06zMnJSdHoY6SnZZb43nWvKEIvi0EgzKnReYdCIbmO/k54r87zrbPd6ycAvAd9lf/3oN/I83UA3G7y0OmQrRNzbgQJscViMYTDYYTDYSFbUFuOEHAsFkMwGBzYMALDx4OzyFuPKWpSaki5UqkIvB2NRkVA2dk6BjhQid+z0WytIqjrcSDW/k4At1hrrzbGvHP+/3es0fXGbm5sMDf2HZ8DFpQc9Os1xOTE0fX/zBtpokK73ZZCWCZc2ZuJcJbW0GPXXOLvWoesUqkIHKcjoEcffRShUAiVSgXxeByRSAS1Wg1+v192hVrRAQAKhQIymQwKhQKi0SiMMYjH41LESwiEOTMW4BJaaTab0oKeeS+en2QKRj3acZPMoXNy+r5oi7XoONRmhzfy3APg8erQowHsPYi3tm5Nz71QKIRQKCSQHYvICY8T+uPmjnVRHFfDIm19LeffOm9KZqqee2Tg0imxtY0zGltnG6UNYWvioIZg7S9Fv0cUANwA4FZsIAflZot1bF3KNDOOuzCNrRPvZnSgJyRZQM1mE9FoVBbocrksskSkczNCIe5OJl+v10Mmk8H09DR6vR7m5uaQSqVgzILwKyE5vley8oixJxIJKQSenZ0Vh0EHQyiF7xfo59XobMPhMBKJhLTwYBRpjBloscG8GT9XOl5+Npp8Qgfk7FW1GJxzKM0Mb+T5TQBfMMb8M/okieMB3OlyiiPW9GJPh1AqldDtdpHP52W8M28LLIw/HXEvVh/nZnpe8bwatWABe7vdlrq/drstrFQdxXm2PBtnDmoLJ6K1dp8xZvMYr7VmNszZuMED2hnoVuVOfT4u/nyN1pzTURfbYnBXRliOiuCtVguFQgGJRELqjLrdruR86DyKxeJANMUJu3//ftHPY66I7d+pJEGnSC29SqWCZDIp+ahGo4F6vY5EIoF2u418Po9QKIRkMolIJIJOp4N8Po9isShJ7EwmI46v0+kIHb7ZbKJSqUguLZlMIhgMIhwOo1qtCsswnU6LY+bn4/we+P0spSzh9r2Oy4GZZTTytNb+yhjzJQD3A+gAePORzuBzs2AwiHK5jE6ng0KhAABS7M2NEOcgWZx0DiRTAItvYJzwvZPkw7lCVIORPzdlbGlD5+c1wFy5eSSJIeYcUIsNZA56rWM37Jwa19baYU6CA9tOdDodwb673a7UGHGR5uTQzQ15TrKRNCmhVqsJvLZp0ybEYjGpjep0OhIxAQtt3KvVKmKxmOSdSElnPoiOaHZ2dsDBUh2CyhUkNQD9HAJrpugMGc05C3E7nY7k6/iZ8DPXyW++/2HQ38E2a+1lLg9fu8jx/xvA/x7fHW1845wJh8PijNjEr9PpIJ1OI51OIxKJIBQKDYwdYHQtTWdOE1jIhTK3ytIJHscI33ne9TAWN6qN00FNE84wxmwDsH+M11q1ORl5NMJxPIZRErAwCElO4GB1OyfzTHRMOg9EuEJ3rqW6OKE6qolzUqTT6QHdPuLwdEbMI2ma+v79+4V84ff7MTMzIzs9YvWcmD6fD9VqVfI/+jqlUgmZTEakk6y1KBaLck+amcgiWlLQyQq01gr8WKlUEIlE8OijjyISiWByclJyX8xp8b7pzHTDRe2kdD8oDd8stiCNGm15duiNDoBjj2O80+kgl8vJ+GVOlPlPXcaw1AbGrellt9sVJioLhBlBhUIhlMtlRCIRNJtNJBIJKbDnPXq2Mhung/omgNcAuHr+9zfGeK01Mye5Qddf8LnlKBJwASe7h4OfEQ0nGnMxLMCdmekLDRSLRcRiMfR6/XbrW7ZskYglFArJbq5UKsnujrAfACEhkFo+MzMjihKsEaGzJLTH9+3z+RCLxbBnzx7UajX0ej1s375dorBarSaOAgD279+PZDKJRCKBTCYjnxtZfbxn5qMY5dGZUFaJsGQwGJQC5FKphHA4LPUnZD7qYkial5g+vC0Wi8miX6lUZOMUjUYlR6kJSBxvejOzWOQEuJOiqDnJ8Voul2VDGY/HJTesu0VrBqBny7e1opm7Ye1XA/iSMeb1AH4P4OK1uNZamxtbTz/u1hxQU1H5GtZhUDkBGKw652/mrTiwKUlEVpKuCaL6A6GvWq0mkRqwkADO5/MoFAqo1+sDUQ3PMzMzI2w7RkpkHBE7J1uwUqkM1JhYa5HP55HNZlEoFBAOh4WSHgwGkUqlkEwmpd0HYUF+biRvME/ARoYTExMiFjoxMSE9qYLBICKRiDg+Ps574URnATE/V9LZ+b0MW4QWc1rD8o+ekzv0pr83RtOcP6zNYxkF869OJXGtwD/M3CBAzk/d0oa90/QYZMTP55zn88bR8m2tWHxuWDsAPHctzn+wzVkP4WTg6IkCLBTZGmMG2pvrY/Rj3IUxYiKxIBqNot1uC1tOQxd0JoxC6PQoO0T4kLBcuVwWCJCRx8TEBPbt24d0Oo12uy1q58z3MG+k22/E43HJP9E5hsNheQ+EHhnJkEJOwkY4HEaxWBR1is2bN0tegE6L+SdCKDwHnSl3vpFIRJy4bnugIT46dLfiyOWwt7wFZf2YFoIl85NREtmmjMg5dqm2QoURfp/Uhlzsu9XzXxeIMxrSTFGqs0xOTqLZbGJyclLulXDzasRqj3TzSBJDzDmg6BScjxOfdoOZOFB1DotQH6GqSCQirS2AhYiNhYipVEocEDFt7hArlQoKhYLQXzmRCaNFo1Gpf6Ij4i4zGo1KxBeNRgVPJ0OwXq9LxBePx0V3r9FoiEOjFNLExASazaZIKLXbbXmOtSIkT/z+97+XRYYkDe1MSJyg6gVJHPxctJKEjgQZmfKzd24q3KCbUXMQnh0605sQLQvG747zCIAwRgnpUUiY5AZCyCxZGCUfyaiI5zLGCNzcarWwadMmgdo51nWdomYTerZ8O2Id1DA4Z9jzekFze62zmyxzJHQsAKRmiTRZRlFk1zFqoXwQJYcIs9F5JBIJlMtl5HI5oZqnUimZlI8++ugBcixzc3MIBAKo1WqIxWLIZDKIx+PCsmOCl603yB7kb0IohEp0nYluVphKpYQ1xfdHGDISiWDbtm0iiEtVDL0YpFIp1Ot1FAoFgfo40Uk/506YCtF0+pok4dwl62hX/z/sex/FkXk2fnOD3DkG2Wes0WgIzEvol40xiQpwU8dzjvK9cqwkEgmR5GL7G24KWfvUaDQkN8brLQY1ezaaHbEOaiXmNqidfWgICwCDYqXlcnmg5xIljghXTU1Nyc6MORcutoVCAe12G7lcDvF4HPl8HtVqFYVCYQB/ByBkh8nJSeRyOZEhYk7J5/NJXRHfTzQaFbIFc1CktHPRZ65KkymYb2PrC8KInMyRSEQ080qlkpA1jDECFbJDLwscmQsjNEmnSXiFjlCzIbnwkA3I6M5po9SjjEpD9uzgmVPuiKgFHQXnFCN4AEIz1/ljknVGcU6EsDn+2MuMUDrFlHleohxaJ9Db3KzejlgHNWzwuEVOwIGOCFjoxaQZf/pvOhqSHUgS4GJOKIK5HQ5u5nVyuZzkY7gIV6tV2Q2SqUf8vVAoCNW8VquhXC4jFosJ/MBFnjkqv98vUF65XEY4HB4gSTjFbHWho7OVRTQaFcpto9HA3NwcstmsvD86G+YLqF1GWRoNhejHmBDn+9StFZxEFUZ6o0A3izkgr7By/Zn+rlnywJq9QqEAv9+P6elpKZvIZrMD+SlGVG7wr9OY46KMEhVeGKVlMhnZYNExRSIRYfAtBiF6tjw7Ih2Um7NZzIbBPoTHeB49IDUMpl9DGIy1QCxMJRGBJAVgsDkfiQ6ZTEbUG5jDIrxYKBSEbMA8DZPGqVQKnU4H2WwW5XIZPp8P5XJZHBXJFpVKRRxgIpFAMpmUiciFgbAfoxxdIMy6KapOUOCVtVd0dDrSJETChDOLMAEIbKOhHeYjtIo5vwOn5tpKzWNfrV/TpRssdSiVSrDWolKpIJVKCemHmy9uapZDjnEyeUlAAiDdYznHuKHSijLeuFm9HXEOiou+09m4RU4aQ+Ziqs9DGIDQlt7hAf127XwtlRaoG0ZIS7OESPculUoDEy4ajaLRaCCbzcpCXyqVUCgU5B6SyaTkndhBl9IvrK3i9QBIQ0Pmm3gfLAZmsW8+n5dJSJZULBaTRUATM/iZzM3NYXJyUogaVJuo1+sidksSCJl3hDwJI9IR0flq3T7eP435Jie1V3+Pul+Q83teiizhLTTrx7QeHgu2KRDr9/uRyWQQi8VEGotjn7AcIWJNXHDbjDCvyd9cN4gQRKNRYeDu29eXVmTO1Fkg7o2fldsR56BGgXg0I8y5o3KDB9zOwVwL8y2tVkvyPiQ2GGNQKBTQ7XZRqVQGannYEp2wFSOZYrEoskaktDJvwwmoyQ6kfzOZy8iHu710Oi2OVLeLp1OJxWLSb6dSqYgz5z0TRgkEAjJxCbNwEk9MTCCRSMh5AIizZquCcrksMCEdprUWmzZtks/A5/Mhn8/L58q24XoT4aza5/fIPJp2ZIuZl4Naf8Z5SSfFWjmiAmR8EhFg3ogKLdyoUNx12FjgHNGbIjL5uKED+gXDLIDnppDPcS4tZ8x5dqAdcQ4KcM8x8H/NzmF0RNhJt3gAFmA8XdQKLCgda4l+Y/o1ShyoXHApsMr6CkJbhAqKxSIKhYLQvakg3mq1JH9E+jbZgSympcAsJ6Xf78fc3JywBo0xePTRR6X+iNRwTl5ei312+Nnxc6KOHuufSE9vNBpCkKCcEh0InSMxek7iSCSCaDQqDkw7K37evCdjjNREafiFx8Tj8YHkuI6Oda5wVLKE56TWj/G7ZH6IZQ6JRAL79++XHBBLLKj0T12+UXORHK98nA08KXHErtE+nw/FYvGAwt3FWMCejW5HpIMCBgckIw/me8je0fkM7t4IDbhViutzU2dO10WQ8mqtRS6Xk4iIODmfYxTCXaAunJ2YmBCJFTLw9u/fL80Mq9Uq4vG4MNoAiCwRnYGmxVIhnaKwk5OTojpB1hJZgNpZsD0GJ64Wq+XrCV0yiRyJRCTnRvo8AHl9NBqVe9ILBJ02HSF3xGRz6VwWHRBzVs4Iin9rKGfY4qFrrer1+qrHnGerMxIcGHnzO47H45iZmRH9yFAohFwuJ5E3RYo13E7TY8GppanTAAAkitIMVp/Ph6OPPhqtVks2kM41hOfybPl2xDgot9ol4MCcFBe3UCgkA9aJWxPi4jnJJiIEyEJWJnLJCGK9EK8XCoWwdetWge327duHUCiE6elppNNp1Go1lEolSc4SttOLNJ1bqVQSaKxer8uCSidJtQc6tVwuh3K5LFp3LNIlC47NE43pi7mS4EBldUZ7sVhMnCtfQ3HYXq+HSCQieml0Zj6fTxQl9OfIRcS5CDnJKHS8zP3pRok6MiJMw3PqTsX8XrXStRsM4y0s6890ES6ljRqNhkRQ3W4XmzZtko0L4XMSejRMr52J1oUEFpRHmBvleTjO6ZRYSsFNHa/LvCzHq2fLtw3poNYyXHZCOZqBEwwG0Wg0BqSFGG1pDTtWqZMoQUegc0icAMzvsA9Tu92WyCIej4tjIdbOfA53hJrQoeuU6JToEFjTxOvzN9lGvFe2jC+XywORCid6p9NBpVKRhmyMpJigJrRXKpUkUT0xMYEtW7ZIZT8/Q11fxc9GtyzQRbasZ+Kmgeemk2d+Qde4NBoNIZtQTUPLzWjFCicJRv/v2fo0zaojZMfNITc/fr9fVFlYi0SZLRJrnN8xN6luups0zgluaNgnzRgj/czooPR9DiPneDaabTgHNQ4ZGqf2HgeYZu5xUdckAS5+XMg5GFkvxEikWq2KMoSuag8Gg8Iy4iSjFJHP1+8W2mg0kM/nZWEuFAqIxWKoVqtCr9WFvcwzkTTBGqtarYZsNis5IsJ2XNAZleVyOVncrbWSCGYkw0lOJ6OVo7vdLrLZrBAZOIG73S5mZ2fRbDaRTCaRSqXEoVAzkN2CNZGDSWqyGHUEx10pvze+d8I4mnXllJvRsIsuOXDLQ3i2fkxvJnu9HgqFAqrVqhSBk2FKEgQj99nZWSSTSWSzWVEf0ZtQzh8NydG0s2LkRCVzoK/QQiJQKBSS+itgoTWIN45WbhvKQemFZK13vG7YMx+jbBEjJ6BfMFur1YQGzudJeeWOTStx8/4rlYo4LUJoxLXZ4gIAJicnB5wN65Z4XjpMna+icrluQWCtRSKRkEiEizj1+NjHic6GDD1NYrB2QdmB7087YkJy/Kz4N6VhWBOVz+flPhiVcaHQ1HLSe5nY1vkg1oU566CYJ2T0B0BqtoY5Hy9HsLGMqAaRAwDiHI455hiRDNu3b58wV1nWoLtU0zQErOsOOeYY/Xe7XUSjUczOzqLRaAhpSMPUPL+zeahnK7exOyhjzMMAygC6ADrW2qev4lwA1oYCPKpzI3EBgEiZsN6nXC7LQu5UP+CxhJBIVQ0Gg7Kzq1QqqFQqmJubgzFmQD+P+ZG9e/dibm5OHBrZeyRKaCiQ7QB4bDDY76fEnR9Zffoa3Hlq9iBzXoxm+H5Jj2cLeGutiNnSabLAlxGPpr4TxmR1PxU1dLRDCRs6dgACG/IcdGh0jtz5TkxMiMPhZw0M1ky5mbeIbBzjvKXCg9/vR6VSAbCg7UhZMGChmSiVJEg40o1HeV5gUJ5M5zSJMtDpscQhGAwin8/LfNi8efMALO3Z6uxgRVDnW2tn1+JEayFDo2HCpZSGOUC5ayPOzP81W0wv/JwoAMQxABCKNXdclCJiPyjmoOi0pqen5XFCYOyoy4hBt4Gn4zPGiDoFrwVgQPSViWbeB2HGYDCIWCwmURqJCXQ6xWJxQAWdEBvfGynjFHYlfq+jlUqlgk2bNkmkY60VCnyn0xEhW8KRiURCFghuBrTjIbxKB0YFC96f1zTu8DBN+04mk5KbZV8ojndSz0nISSaTMlcBDDgfvaZoyJcQHaXGNAnC7/eLQgVFkBnd602qN+ZWZxsK4qMtxzm51SPov3XuST+vf5O5A0DyMcACtOAUL2V4T9gtl8uh3W5jdnZW1L658yJsx4mRy+WEBdjtdqV1O2GHUCgkeSHKEjFXpTXrKDBrrUU6nZYox1or7yESiaBUKiEajUobazoo7lKTyaTQ1MkEnJyclNyVMQapVEoiIX5W/JsdegnhBQIBpFIpFAqFAyYy61fYz4fOmp89nSwJIPF4XCIu7lpZh8LvQ48XZyJcM/482zhGFim/c+Zx/X4/stnsQJE96+m4+WKdoBP21ZCvnvu6FgqAQNkc39opaeasrofyxtjK7WA4KAvg+8YYC+BT1tpPH4RrDrWVwIRcyLjbJ/RFphmZbZpFRixbL4KEGpjvIfWVToNwHCncVIigQCUXV81kI5THCIxsJkZEpJhzkpL9xHPp1hh0xrp2SRfoUgqJqtHMETEfRSO0RwiS0dfU1JQ4vlgsJsy6aDQq52IOIZPJyK6Y71fr/nEzwHvme9K1aowWnXVRmrLu1jfKW1DWt3FOsbRh69at6HQ60jKmUCjIuCU0zAg+FAqNhJqwnIOizIyctFYmnV0ikZBzcs6RUeuNpdXZwXBQz7TW7jXGbAbwA2PMLmvtT8Z9UTeqKI2L7WKDxxlJaRVtJkIZOTGHQ2YdF0A6jUAgIAs7MWygD+NxMaf23Z49e6QAlkWGzE3R+czNzQmLiJGTTs6SWEBHWa1WkUgkUCwWJZHL90bnxs+Dmn8ABFok7Kbp4oQ4qICeTCZFpBbo6xAywmLEMjc3h3g8PtAmmzR3qpvHYrGBSDQUCiEejyMejw+0MHBCrnRAzEXxO2EC3I1Y4/xfa+950Mz6M410aAID85WtVgvFYlGgZeo7UlmEc82NNKPNSTsnGYidBLgpZGTPAl0iIXRMXqPC1dvYHZS1du/87/3GmK8BOBPA2B3UUraSnQ0HHSMowlrMc3ASaMYfc0Yc8LOzs+j1epidnUUsFkOhUBDihFZeMMagWCwO9FYijMDFn5MHgEBkzEdxESeVvVqtCtlBR1FkB4ZCIUSjUYmaSLBgolcX4RLnpxI6J73f78fU1JTUfFFpXTsLvjYajcok15RxLgZk+VFvjZ+v1hQkeYKmYTs3dp5OgOv/+Vp9vBdJrW+z1kprGKD/veXzecndkgDkhMeHRVD6+9bjhNA0xxNrBhnd87lAICBRv5Y+88bQ6mysDsoYEwPgs9aW5/9+HoB3r/a8i0VHy32tM1JytsjgINNYN1lAbG+Ry+Vkt9bpdFAoFGTxJya+b9++AbXuWq2GWq0mTQeZT+I5ZmdnpTnh5OSk5LOYlyIc1mw2EYlEJMJgcSrFXUmcYJQEQIpeGTGwTopOj+QFOqhms4ktW7aIUyNMRyiEmDudCYuFWVCZyWSEkm9Mv4CZjov3R1o64RJGRZq+zntmYTPhUMI33AQ4TS8SXEyc+Se3/z1bv8bNFpmtdEjxeFyicbJMGflQm89pbrWV3DxxTPZ6PWQyGczOzkrDTkLymzZtOgDy5joBYMn+U54Nt3FHUFsAfG1+sk8A+IK19rtjvuZQW8qxkUoKDDqqYHCh54tu8czJwciA0BKTsBRoJbuNr6MsD6Enqjjwp1KpSIEqsCDHQs08SvsEAgEhCLBYkLCchvE084hRn75fTR9nlTz19JgALhaLohEIQNQkGCVyEna7XRSLRXEshFNI5IjFYvD5fEilUkin03KcFsHt9XqIx+Oy8FAZgow+HpNIJOT1etermVnDHJabA1oLhqhn47dWqyXtZjjGiCBwXnA8a+FmQsRaXURHztyQ8hrc5DFaz2azA8LPHM/UvdRNPBuNxgFFwZ4t38bqoKy1vwWwYw3PJ7+X+4XruhonU4c/dEpcwIlB06Houh1jjNDDCaWxgLTZbEqvpUajgUKhIHVLdDAUiuVODFhQQY/FYti7d69EESwiZLdcOkuSIqhMrnNknU4HpVJp4LzaaQELrQH0/4TXGDXSCUYiESQSCalVInmDPXD4Gc3MzAj5g5ESmX5cBFgzwvNTNgnAAARDaLTX60knYi1zo2n+wKDwp7Oj6ajjxVtI1rcRBjZmQamERbi1Wk2K2jk/AEgnAsLfdFDAQnSjHZXW5+T/HGdEO9LpNGZnZ5FIJFAqlZBOp6XFDueZR5RYvW04mvlKpI7cBp8+n36eg4zQkc4dkfU2OTkpk0DToUllpTBpIpFAPp9HLBaDtRbFYlGUFlhrxIiKShIAUC6XkU6nBUqrVCoDEJ2mgZdKJXkd/240GojH40KaYAHvsAiSgpfM5zDfRF0zUsvZb4edb8lk5O41l8vJZJ6ampLW7ozoWq0WMpmMREd07PF4HMDCQsLvtdFoAMAAtKjZkVx0nC1K+J17C8PhZ4zoCfFyc8MN0tzcHADIpoqIBqNybnj0eHJGzjoa12omrBtMJBLCyCViMD09LT3bOH+0Lp83HldmG8JBOfNE+vGlvnT9GjoHYCGKckJ0zK2w14yub+CAzeVyQlmmA2DeR9dgdLtdzM3NSfTGBT2fzyOXy8miThl/Qm1s0U6ojOoRpLPTURSLRcnt0PGmUin0ej2RFNKR4zAjyYN5tVgshomJCcTjcZnkjPwI6QFAKpWSrqWEGdlWI5PJSFTHoltCeWREMRe3ZcuWgd5O3CEzqgIguSdOfNLhmcviuYCFtgxu1fxu48VbODaGce4yr8nvvVwuw1qL3//+94JGJJNJeZylINw06p5uzt96fdBwOiE/jk29RhDJKJfLOOaYYySq43G6E7THDl2ebQgHRaNToC3nyyas5MSaaZqyrKX3dS8maxe619Kp6Ip0Lqrc0XPHpXNV1KdjewwSI3QdUTabhbVWyBGFQkHefzgclpopCr9y0ea1SIPVn9ViRt0+rbrA+wf6rawJbzrp5XQ+3MXyM+TOlk6J7KZYLDbQ+ZSfO+FQXUfG/EIymZQFg/erXwssSNpwTLAflzELDQw9R7SxTTsRjm0NUxNaZx0S87/8/tlBQNfTadNoCiF7oiKcw3pzlE6nUalUpLxiYmICxWJRahA1AqPXHW8cjm4bykExHNf/Lye34KQYAwuRlKZTa1iA0V6a2KYAACAASURBVBEVtDkJKpUKtmzZglqtJos0qdmE2QgPsIkgczYzMzMoFAqoVCpSbEjnSydEVlK1WpXdICclIxhOOAAD9U2sJVqOMfpgjk0rNfBzptMJh8OYnJwUDTS2DJmcnMTWrVsRjUYlAc2eUZFIRB7TOSRGQPycSKdnvZST7EDlDv2dOll5ztYHWv3DY1RtbGMNYygUEpidDM+JiQmkUikZu2TKcj7z9SzHADCwadWNMolkcO7rvNLs7CwmJiYwMzODbdu2Sb0iyU0cu1ppwrnueDaabSgH5fxyF/uy3SIktyiKj/F45ku4E+KuiRETr0vGm5M0wHbq+Xxecihk45EQQeiBkBUjLg7mWq0mhb+ass6oxRiD/fv3yyQCFqIdOpTlGM/BPlL1eh3JZFLo9BriIyNQK0ozT8W8ExPDhP0SiYSIxJL4MDU1JbVQTHAzgc3PXcOtmgxBR8fPhd+JU+uPTloz+ZybGm/B2HimpcYY1U9PT4tD0QLHVCwh9M2NoCZBOI3KE7oNDUs49u7dK06Pm6l0Oi1QOB2ZPrfHDl25bSgHBYz+ZQ87Ru+WeBzPqXfeTMYSNgP6UQYxaEYEzBP5fD5kMhlUKhVxTuxSOzc3J7Rztr+g4jiFVamdR6Vz3XZCK3iTVWiMQSaTwczMzMD7Y55qJUbhWlLMCZcwn8RjwuGwFP7mcjkkk0lp2tZut+X+mb+bnJyUnBYdDaMxDd1xYeFu2C2y1P87aeT6/3g8foDaNeBFUIeLBYNBFItFtNttlMtlIcyQDg5ggBxE6J3rgtZt1KUJuvyDkB3HO8djp9NBuVyWfDBzzyQ6aaWaxRyhZ0vbhnBQzgTmUl82mXjAgWrlJEqQ4EDHpAcu2Xa1Wm0gWUrhVpIASDHX+HahUEAul5P8FPMxxWIRpVIJlUpFzs+6H+rusS8UhSj1+2AymPAhf5y2UucEQBLMGqdnfYeu2SqVSiJPpGno/HyKxaJ0MaVY7rZt29BoNISdSMq6rrnKZDIol8sipMtEM1sY6AjJqV5OYgSNTpCv02PIWyw2vnHzwWaW3LhQO4/RP8dptVoVoo2W7nJGOoy6WWvH+juuG/qxrVu3yrrA3G06nRaZLupc8tyeLd82hINajrG6nLkJvSDRwXHQaLVrPkfqN/srMRcVCASk8I9RgK5JAiBUV6DPcNN5JEYTWplbQwi6vorSP8lkUmqZdHSid2fjsFAohHA4LO+VkJ4Wkg0EApiZmUEmk0E6nR5QFg8G+63eS6WSQHh0eIyWCB2yXktHSDw/a8q0+jqNO2PdGM7N+SwHFvZs45iewz6fD9lsVvLB3PQ5SzvS6bTU0vH1zvWB6wZJN4yMSGZiPnjr1q1yPb6OawVzuMzXeuSIlduGclBOR+M052Ablm/grlpHVzoUd4b0XDipXt5qtTA7OysRB+uCKpWKVLM7F3My9YiL53I5caBa9Zs7w0ajgbm5OWm9QbZeo9FAqVQai3Oi46VD5ntnVKblZehsstms7CIjkYhEPcT8WYtFkghp5lw0arUaEomEEEjI9uP3xwhUR0+MiJiz0t+vm0NipHwock/GmOsAXARgv7X2qfOPZQHcBOAYAA8D+GNrbd70b+qjAF4IoAbgtdbaXxyUG92ARricTqPRaEivMuY6dQ81nUvlRlIXdxNCJxMWgMgcBQIB5PN5GGNEhoxjvl6vI5vNitSSVnjRLF/Plm8H6sBsYGOYD2Bgd61Niz9y0Dg1vYLBIBKJBDKZjMBYZOVwkS4UCpKjCYfDeMITnoBkMimwAwCB7oB+REUoixRUQgWaMcTFmRRyOqdCoSB01+Uy9EY1imuyFbzW3eN7j0Qi2LRpE+LxuIhjUqqJ2oBAHy4km+/oo48WoVk2QORnys+EECIdEeuYhhXe6kVFi3kOs0O4QFwP4A8dj70TwC3W2uMB3DL/PwC8AMDx8z9vBPCJg3SPG85arZYUyReLRSmQp4OgoykUCigUChJBkdzEdhrAwhjipojQNKMozn0qVnAjSdFn5qRCoZB0GqAosy598Gz5tqEiqKWMOx1gsNkYow23MFs3+uPzZOVRg8/n80ntEtWMm80mZmdnheDg9/vx2GOPScNBoO+UmJuhLBJp1WSpaTVm3SaDUZhuRkh231oboxQaBTI14aLdbiORSMAYI05bS0JR1giAqEzQeedyOdnRBgIBZLNZicLYYoNit3T67Kqr2ZE0tyhpve5QrbU/McYc43j4pQDOm//7BgC3AnjH/OOfs/0Be4cxJm2M2Wat3Xdw7nZjGB0JxwrzxJVKRQSSOX+ZD9Jal2TlsU6KhbTcjAELOSgSMIiesDi+0WgIpEenxxITt/SCZyuzw8pBuS1cjKg0dZQLqa6fIczGY5iE1zJCdDRsCKh3+ITDCAWwJmpyclLUznu9fsM/9qzhgk9KOWEDSrkwiohGo8jn82P73OhsqMFXr9fFMZGlxGiQEAehkq1btwp7ijm1TqeDZDIp5+dkJ/Zfq9Ukx0UyBfNMiURiIJoEMNDS4zCZ8FvodKy1+0y/VxoAHAXgEXXcnvnHPAeljJtOzk/Ceu12G5OTk6hWqzI/dflCrVYT6E0r4WvSDbBQ1A/0e7bRMSWTSVSrVaTTaeTzeWzevFl6wNEhaih6WF7Us9Ft7A7KGPOH6OPqfgCftdZePc7rOfNKzrwUHRZ3WXwNj2EUxteRHMDEK3MkbKMejUZlV0X2UCQSEUIFyQDlchnFYlHOw+hMS/zk83mRVWK9lJZJGZfx/NQE1GKtpNazVok0dNY7lctloZAnEgmk02l0Oh0kEgnkcjkpYEyn06hWqxJBkvDA6JDRJBWiqdFHSr3e5Y5CFd+gi4LbTY+HCbOBjSzTWCwm7DzObRJ6mBdKp9MAFvKnjMRZP6XnPTCYs2RNITdwZAnq/mfHHnus5ImLxSK2bt0qfad4Ps9WbuPuB+UH8HEAF6K/G7zLGPNNa+3947ielvbRsj9Oo4QJBxp3/QzR6TycpAwuoolEAo1GA5s2bZKeT/l8XsgSAKQANxqNIpPJCFHCmH7rCe7yKJhq59UseC9k95GIMU6jwyTziXUk9Xod6XRaquMpFNtsNlEsFkUzkNR7XXAMQJwVi3+z2azAIgCklowLDHF7Eiu4A9UFt9x0OGugNphNE7ozxmwDsH/+8T0AHq+OOxrA3oN+d+vYOL96vR5isRgACIxcKpWk5KFUKgkLNBAIIJVKSW2ic2Po1tyS6AU7WTP3y3MycmMeOZFIyFwgs8+ruVu9jTuCOhPAg7bfdgPGmC+ij7OvuYPSNVJ6UdMDjaZVCvTOCFhImBJycqo1kC7earWEGq6TrlzMCY2xHoMRGbFvRm3UtqN2GB0ni3bHbTr/ROYdu+sSuiOLLpVKCdU9k8lgcnISqVRKKOCJRAKPe9zjZKdaqVQk2kwkEgPdeplbIvWeu2LCrVwQCMHo3j3M8QGQnjvaRi3kBg7ZDvebAF4D4Or5399Qj79lfp7sBFD08k8Lpr8zskB1JMQNYi6Xk1yU3+9HKpVCMBhENptFLBaT+QtAWKdu12m1WpIHjcfj2L17t+Sjua5QwRyAFNc7O+p6MN/KbdwOyg1T3zmOCw2rdXJWcrv1f+Fv/Vq9INKhkbZKB0IHR3aPrmdi/RILbAlraXkkNl7TPZhYbzU9PQ2/3z+wGI/DWKTMyUjHxOiHEePExIRAcVwYyuUyNm/ejGg0KjtSzfrbvHkzjOmLtbIFCHeWVOQghELChGY5atkYvcHQShXcINDcpI8OpRlj/g19QsQmY8weAP+IvmP6kjHm9QB+D+Di+cO/gz7F/EH0aeb/86Df8Do2zlVGNEQ7CEWzNIQ5oWKxiEQiIYxSFvHSyOKjIgQAQRE0Pdzn84kqBXPDZPKx5i8WiwnpQq8tKxW39qxv43ZQa4qpL1X745RB4i5H716cCyRFXbnTcgqPcrfGAlkmV9l6nVEBsW52faWIZb1el7wSC1PppEKhEKrVKkql0kB/GzKP+LpxGeE66owxuiG1nRRbRjSMKLkwRKNRoaQzN8XPl1EoYT06Pjowwnq6GSQ/w3q9LjAsNxTM/dHcdPZ0HgFYfjuWcexyrbWXDXnquS7HWgBvXvObOIxMExgIC5NQQ1VxdpXmJofknHa7jWKxKI4jlUpJW3ftkBi1s0TE7/cjmUziscceE/p6NpuVqI1F6jSuJ4QCNanDi6SWZ+N2UAcdU3dj8g07zlor4qu1Wg3ZbFakc5w5KA7eXq+H6elpUYJgoR4AaTvRarWEoUeVBEYdhBZ1HQ8r3DmZuENkV9pxGR0OJxeTzJzgnFRkPxljhH5OsgMx/Xa7jdnZWXFOU1NTUoRLoVtdWxIMBsUJ6iaFZFgxqmSBpdZGZANIt8hJs/1GXQy8hWPjGL9XKoxTrYEbxXK5LJqSiUQCzWZTon7qXyaTSXFkuos0IydC+hybbBqaTCaFRMR89ezsLFKplMh8ARDEARj/Buhwt3E7qLsAHG+M2Q7gUQCXAvgf47jQqMoK+jjna6j2wKI/wk/FYlGUI+LxuLSapnpEvV5HPB6X3VmhUBAyABd20tMJFZAdSO053gujkXK5vHYfzhCjE9YkEP7w/nTUwzySMX3dPMoXMeKp1+tC6aWjYWKaiwnfIwse6SBJteduln2guCBxc0BnoiFcGne/jERHMQ3BeEntjWGMjDh/OD7ptHSukgLFzAVz7CSTSem7xjIGzldGPVr1PJVKDaifsA1PvV4XWTPC1DpyYlTnOaeV2VgdlLW2Y4x5C4DvoU8zv85a+6u1vo5TmXxUI1RFR2SMEdoqi1WJU/PcjK5IJCDuPDc3Jzt9rUihIyLmV0qlkrSm5kBmtFStVgU6GHf+iRCGlnKiWC2jnW63Kx12rbUy4RjJtNttZDIZeb907qyZoohuIBBANBodaKXBqJIOiJpn7JHFaJOfvzMq0s6FDkw7r8XM6dg8CGZjGSNqkmumpqaQy+VEVYICr9wwxeNxGGMG2rzozQ+/fzoqYKExJnOdbMPTbDbxyCOPyHgHgKmpKRQKBWze3C9p4zW8MbU6G3sdlLX2O+gnf1dzjiWfW2qRcZ6D/7Ogj4szoTvmRchgY91OKBTCli1bxClROYI5kmKxKAW5pF2zwycX61gshtnZWcGziY8TcnMmV8dt3H1Go1GJPnQfqGQyiUQiIXAKYRNKubCDKB+jEoa1VhhU3G0CkCS2fgyAVOsTvtNK0IzI+DxNf++jmttnuxxI0LNDa5rMRDWJ3bt3A8DABsUYI+QFwu3sIcXo3+lE6Jzm5uakMWEikRBNPhImeB5C0CxXIZlHR/uerdzWrZLEcr/c1dCGuciFw2EZxFycOeimpqZEzWH//v3Stpx6YOVyGdlsFps2bRpg/FCBgfdHuIsClxp2IDSmu8iOS3dPG+ubiJsDg3JFdJ75fB5btmwRXbJ8Pi8sv2QyKQQRSh9RybleryMWi2Hfvn0SgT3hCU8Qp+7z+SS64vvW0kYkcJDdp52JJkuMEgk5NzROUoxn69/4XTF3Sgo529EQhWBUzhrESqUisDLHpi7Y58aKxCXms2ZmZtDpdDA3N4d8Pi/qFEQLms0mSqWS5MA4RvUY9mxlti4d1KiQnbMw10k1dzPNAAIWekdpBQUdzjN5yiiDBAHSyXXNEqGrQCCAUqkk7DgmX7kQc2EPBAICqbH6HVigUY9Dd08bHSBFXElCYINB3judr87rkD5O5h3fK3NSpJQz8pybmxOHRJFZAFKRTwo+c1DMB/A70RI12rRzcean9GP6eD7Oz8CzjWfcPHEzx1xSMpkUwgJJOACwa9cuRKNRdDodHHXUUaJrSWdCJIX/c2NJqJ9F/2QGE95j5+1KpYLHP77PB4vFYkJD96Ko1dm6c1DLhex0kn+pczqNnTA1/kxHA0AGYrvdRiAQQKFQkPwKnRQ196LRqBxP8diHH34YW7ZsQaFQQCKRkMQqpVNIliDd2u/3D2jfjcu462P0QTJDPB4XlXUAA0KchUJBKPeZTEZyauVyGVu2bAHQ72ILQHB+1noxdzU3N4dmsykahRSdZa6J+T63jQbZVczjceGhGgAdmRuzDxisQfFyAxvfuOHj/GMOl5tFdrCmKgwZt8BgPZVui8HHWBfFtaVarSKfz2N2dlbGLxGG2dlZIT9pCS8iAd4YW52tOwflXJwWo4k7j3Nj6DmdDR9njimfz0sylfATm+QRZ+a5uTPiDqvb7Q6we4rFovyQxUdKbDQaRTKZFBkjraDO3zwvhSfHlYfy+XzSup3/UwkiHA4jHo8jm81ienpaHMDk5KTAedyJknKuNxKESRmdpdNp+Hw+zMzMIJ1OIxAI4HGPe5ywIWu12oBiB2EX9o3SParcCBDDxslSGx0vctq4VqlUJMqmQyF8x7wniRGBQADpdFrIPnRszP+yTTsVI+ioWCoCQGA9wneUUaNjY21WNBrFpk2bpObPG2Ort3XnoAAMOBJtzkVmqZ2wc/HSg4+DmztvNuZjJMXcE39YeOsm008pFGrXsZZK3ydzT/l8Xs5POIFQIQtY+XtcRikikjnS6bS0wqYWXqVSkYiKrS9YDBmJRNBsNiUCYjRZLBYFagEgyhSse+JnyIJl9sLSNGHm5BhZ8fsgcYSOi5Ry/f1qG3Wj49nGMp1zpGRRvV4X4g4ZtkQoMpkMIpEItm7dOsDaY5TEekVG7xpFoUoMW2voDSshelLVp6amhGA0KpPUs6VtXToo4MCIaBhcM2zh0TslRkXc8XCQkqnGY7gDq1QqKBaLQhmPx+NCntA7r7m5ORGmZB5n9+7dcr6pqSkRjOVrufMDIDVAJBJQm44dQKPRqJzbWbDL6IJFhcuxVColC3w4HEYymUQkEpGOuCyQLRaLAllks1nJC5HVlE6nUSqVMDMzIx12M5kMyuWyKL3r3lHMEzKS0hOaUSO/U93+QH/vzAM6v3e3caA3MJ6DOjyMCz/ztNR8JLpBx/HYY48hGo0ikUhIvzFuiiKRCAKBgEDSepPL8aXlyDqdzkARujFG5j5V1Qk18j48Wxtbtw5K26h5KRpZdAAOSH7qc3CB5v90SACETs2dPynnTMByItDhkNlDPJqdZrds2SJqFZwgbKMBYEBPjvkpn88nYrQ8hlEcTTvYUY07TJ6LahB00sCCPhmAgeioUqnIe6aKuT6mVCpJSw39+ei8EguhmSNggaR2ODw/mViMvjT1fDn5I88xHX7G+kLOZ0Y6pVIJgUAAuVwOfr9fNndkzXIDxAJ05+aFYywSiUh7916vh23btskc2b9/v6AKJDlpZ0npJCIBnq3ONoSDWg5coyEAp5ioVjhnqM7ffI67dJIViC9TfocLJCOmiYkJUQGfnZ0VfDwcDov8DwBh/TFi4eJNLJt49/79++U6ZBiyMl0b6y6WY9QM5C6RLTKYe9JtL4466iip26LkC6m2pJKzFQedZDqdHpjMAMS508ls2rRJ7ockFZ2Q1hsQfi86V6bhU0/54cgzXa5ByJhzhf3MdO+1UqkkEkUsKictXUN1WuOPOVTO/9nZWczOzg7U8emi/aOPPnqgLEV3L/BsdbauHZR2TKMyr+hAtHCokzzB53SNEZ0ZqaqMphhhENfudDqir5fNZgealTWbTYH8KMRKLLvb7aJQKKBarUrLaD7OPBixbsIFGtbkvRJiaDQayGQyAg0yumK9EBdvUm15v8wLceEn0UN3tyX54aSTTpLaJE7+yclJYdPpDqXMV/Fa3I1SOoZwHj8POiZ+p5oiTmdMphQLIfl96khyWK2JtzgcnqbzySTUhEIhzM3NydwiY49CxNPT07KZ63a7yGQyA5Jmuj0GN5K1Wg3FYlGU0klb56YsHA4LiWjv3r3Ytm3bQAkEWa7eJmp1tq4dlNNGWXS4WFJ4lTtyYCGxyihBC5Wynqnb7SIej8vujNAdABGOJJ7NScJ8FfNNXEwnJyexb98+9Ho92dWRKUTYjoWCdMLlclkmiVvuiSKynGTAQndQRlyExuh8dJt7OtRIJIJqtYpkMinvCYCorBNGYV6OFfUaGmEESYYUHTLvi6QJa60U+HKnSlkobjz0RKaeHqETfq/6+9SFuZ4zOrKMY7tcLkvnaW5uuMHcv3+/0MsJJzebTZTLZVhrB/KgHHvcgBIVoILM7t27MTc3JzA21Wbo7BKJhGhTcm0hu5UbNs9WZhvCQS1VgOuklOu6GE3jdkYsfJzhP7CwOBJbZi6E56eoKQBh5dXrdaGlM1rgYhqPx0WBglXuZBxx98fcjM/nE9q68/0yv8Xkrn4vXKjpZFjLpCFRFtbSmTGPFIvFEI1G4fP5pIA2k8kgmUwik8nIeyGWT5ZiKpUa6GUVDAaRSCSkgJETXCtUkP3I/yORiCweumbEGCPHOscAsX19rNtY8ezwNi7+VC6n09BFs5wjjNgjkcgAC5cRPgARfeYGkPOx1WphcnISxvR1/CKRCDKZDB577DF5LSFt1hIyveCNxdXbhnBQo9hiRAodnVCOhAOaCty6+JZFtUz4czdUr9dlUNbrdVEvJ+U6Go0iFAqhVCoJqSAUCiGTyWBmZgbhcBiBQECgOcJxQD9/w8p1sogY5ZXLZaGeMxlMC4fDIpnE/Awp7SQfkBnIyIqQBj8ftiBgoTAdPGFEQiGs72DzN0aKOmJlF13mj0gTJwklFouJmjQdtCZ6jFJG4GH8njECZ4Gs1oQEgL179yIWiyGXy2FqakrmKDdUs7Ozshml6onf70e1WpXCXw058/Ucx1wn4vE4tm7ding8Low+jmdvjK7exuagjDFXAngDgJn5h/7O9oVjx3W9gSQ7AFkcAcigoTPigk1HoFtNsL6J0B8Hrt/vx8zMDCqVikilsG0EI6J6vY59+/YJ4yeVSiGfzwt8QIJCPB4XxQkqIxAPp5w/F3hGZaTRkuDAe0gmk5L/YsdPUmuJl9Nx8blerycq5KxxqtVq6Ha7UtPB4kU6aSpI+3w+TE1NHQA/6oiIcMfk5KS8H36m3MkSYiGM6KSD68eceUSvzuTINc3Q7XQ6ooQSiUTQaDQwNzeHcrkscD5Zo3oe6NwSYThGW36/X8YrYXlNqgL6G0Pd7YDzDliI8gEIacKzldm4I6j/Y6390JivIaYLfLWj4iLXaDRkx8WCVMJIFETlbswJK1KOR2vkNRoNiQTC4TCKxaKQG7SEESMp3RtJN0aMxWIDragjkYgoJjcaDWlHTVo7813NZlPgPjoO0tsZZRDOILGBTpnvxRgjO0b2syFLj1Iy3DGSwptIJJDP56VoNxqNivMBIDksfvbAgkiuc1dJR8OkMl+v2XpuMJ6+nmdHlulxwXkzPT2NaDSK/fv3y/zjnCYCsm3bNljbF4WemZmRMZ7NZmUME6rjeCcRgnOEOeJisShNTplPBhbWEWBQwNiLpFZmGxric8tJaWiJx1B3jkw87pS4gydcxUVeC5Zy18TQnw6IUQehOQ7EarUqfY0ADDTvI7GA8B6Tvd1uV3Z/uq6D0QaJFLr9BOEyYuskWtBhMJKho6LD5DkISVQqFaTT6YHojtcm7EcaPfNYjACZSyqXyxIR8XG+X00z573RgTkjJmL3mtGno0hnmYGe+N4CcGTZ/9/et8ZIelZnPme6uru6uutefZmemwd7HGEQIWBh2CgJYAgQLesA68VGSkhAWlCwsislEiBW2giCZIUkKCE3Ei1Kog0hKKwXKxCDHRHl6gTYTbImtok9xp6Znr7UvarrMn1590fVc/rU56+6q2/T1TPvI7W666uqr97+6nvf855znvMcsjszmYwWijvXkTkqFosol8soFouYm5vD+Pg45ufnNcRfr9eRyWQ0MlGtVjWSQpkz5oXJXiVLV0RUuZ+Gq1KpAIA2LuQc8vfm/nHYBuoBEflJAN8C8HPOudIhf57mO8jOo9dx4sQJZftYt54eDpUmrLGgwQGgXgxVjiORiN7k9NYs2QHYav3MycO4OW98YIsuy7wSPZ5EIqE7PEoPUdKFHhCZds45FWflTo70eBpi7iTpyRDj4+Oq0sxma6lUCslkUpl7lhJutQ2Zf+O4WY/C8B4VOGhQbYdcemkA1CttNBr6PwEvzisGDZOf+Dc3SBXnvcNjNDY0IFQdr1arml8V6XTJHR8fV+XxarWq85sbw5GREe1uvbGxgWw2CwA9qQGgw45lfpiRHK4PHnvHvgyUiDwGYC7kqY8B+G0AnwDgur9/BcD79vI5/dh7weeDnhPZOzRa9Jh4nN4KexExZEAPhzkmAHqTk2DBHBDJFKyPoosfjUZRKpV6qs5JzODnkoZN/S+KprLJXyKR0HOyPqlWqynbjsaPYb8gm48LPyciAPXc0uk0UqmUEkhGRkaQy+WU3UcDF4vFkEwmVSA2nU5r7J6Fu9VqVaWg2NSQOn8Ml7AtB8OQrI+yxdO2boRqFzRE1oME/K70ZgfnDQ1KLBbTGkSbO2YudXx8XEPfjUYD58+fBwCtV7T3YbVaRbPZRLlcVuOXTqdV/HhmZgbxeByNRkM3jCzMZySGc9wbqP1hXwbKOfemQV4nIr8H4M/281kDfg6AXoPGnZSV+LGKBAyncVdPcJdFUVjSry1NG4AaQNt9l+E3yv2TfEAJJNYiWeUGGgp+NkNksVgM9Xodo6OjWF1d1ddQGd3KFgUXc46H7a5PnTqlhjColj49Pa0eJ3N09AypacYiSH6uSEdXj4WNbH8di8XUW6O2H4kdwFYoj+PdKdfE60Sv0RsnD6Cj+LC6utpDbAjOv5GRESwtLfXoQzLHaanhrKuyJSGc+4xkcCPLAvVms6k5KBKCGJpmqM9jfzhMFt9J59zV7sN3AHhiv+e0qgP9nmdID9iS0iHTh2KPNgFv9bm442FYj7FpGopWq6VS/iRd2C6yXEBJX7XN02ikWC8UJFIkEgnNjzHcxm69tkkahS5JQWdNEgUzgY7xImOJBoYMwGg0ZDtltQAAIABJREFU2lO3ZOuSaESazaaqPFstPNJ46WmSeUjviuw9jrNWq+k40um01otwpwlseU4s1g0y9Kx0VbB8oHuf7fe28jiG4H3ECAZzvSwan5ub07kpItqtgJuwjY0N9Zy4iQSgjNLLly9jYWFBw325XA6jo6Ma7uPms1arYX5+XmsGKWMWi8WO8vLcMDjMHNQvicgr0QnxfQ/AB/ZzsqB3A/QmyYNFrWxVTi+IO28uxlycrVApF0rq3JHRxlwVC/mY66HnxdxJPp/HiRMn1BhNTEzoToteB8NplgzAm56kBsbDSTxgmI8CtlYJnLVU3N0x70VjYQkgm5ubKJfLiMVimndis8XJyUnNR9ncD1mBPJ+l0lJ1g/8bgJ62BLYI2Kq489z2OwxjO1mR2CBBwuPmBiMXvGej0SjK5bIy7c6cOYOLFy+iWq2iWCxicXERZ8+eVeIOG3Cy1IJMPxothrqpKlEoFFTLT0RQLBa1XMK2jWH0wONgcGgGyjn3Ewdwjp7fttbJLqSWUk6vgjsk7sptx1URUS9ERHqKS7n7YQiKoTsaB6tcTiPGQtZ0Oo1KpaKhBav+zaRrs9lUWvnU1JTGxcnoi0QiSkhgOJKsOno+fD9zYWxpQQ3B6elpOOeQSCRQq9WwubmpWnkMt3F3SQ/O0sLj8TiSyaR6UdeuXUOlUkEul1PmInNxIh2NP74X6BVxZXiExp3hRW4O+H2EebWWTh70rLyhunlBCTLO8RMnTiCfz2tIbn5+Hvl8Xo3G6OgostmsNgPlfBWRHhUZFtHbe5vFtyKdFhuXLl3qIUFY1YlaraYsV1tq4bF3HAuaeZiXxOM2TsxFD4AaB+ZByGSzYUDmjur1urrkVkqHYT96Ocwhra6uKj3cKpwzP0UvbXV1VXdZ2WxWex7RKNCjAraEUZlspaIE8zoMPVDzLh6PKzOO77cMIl4b/t9kBlJYlkaCnhSljsrlsqpIkHXHHSoZj+ymy5Adi4RtbZmluLNlPL1aeoZE2AYkLB/l4WHvFdsOhtGAZDKJ1dVVFItFANAC+0KhoMaD+dtKpYKpqSm0Wi3kcjkt0ic5qNFoYGZmRuc9Q+Cc46Ojo1oLyG67HEO/+9hjdzgWBgrolb0J86wAqCgqF3V6R3yekiYAeqjWZPwxlMfdOpUSmJuiDh2NUrlcRr1e13MxF0MjQ8FTFvJms1lV9GaehixCvoZjGB8fR6VSUWYfw3pUc7DKFyQfUIeMgqw0xGwvwHAGx8zuvgzHcSJSE5DGk/8XjY+t6eL15ATmggF0qLc0bPSE6F3SmAO9BY18bOEnuQfBzSMjHevr6yiXy1heXtYN0NTUFK5cuYJisajlIOxVxq7NADQ8zQ0hoyLlchmVSkXDeLarwcrKikYyyLTlBo6MQOaa/X27fxwbAwW8uP2GFWTkQkx3nc/ZxndW/Zt/2wWWRa+8WekFcHGmMWDxKWswaOBIRmAxL9XNeR7uwMrlck/LCu7cGLJgKIyL+LVr17C0tIRUKqWFsO12WzvjMk9Fr9GGB9kBt91uo1gsYnx8XCfV6OgoUqmUqqOzzQap4qy6ZyiRNU/1el1pt8zN8XrZdhm25YnV+AvzlLZrp+J3oh4WJCGRrUqVcaqycBPEDWkqlUK5XNYN0m233aYbNc5nPlev17Vsghs5lngwYsE6SIoiMx8bvJ899o9jZaBsoSiwRZbg4kajAECTnrYglmKP9XpdDQb7ItHTsoWorDy3NUYkKdDoJZNJDRVwgSYxgDctY+HMAZVKJYyPj+sOjfVKDOtR047GjvFuGlbu3JjPOXHiBGZnZ5XEQOo8iQ+pVAqNRkOJGbZVCGm3s7Oz2rKaOSsaLADqxTHMyPAKrxUNJZmInLgMIVrVaMvaswjznOz3HZRP8rh5QTo3IxNk4vE47yVu+qicMjMzo3OTc4f5aPZoY3Qgl8tpdKFQKGBjYwNLS0t6r3Muk1nbaDR0XvoaqIPBsTNQQG+uwsJSlhl+4k6f+R56ATQ0lsZMNg69k0gkooW79AKYC+LizlYUrEi3rTLYFp15l6tXr6pILPM+9L6CpAkylOwujwaDu0My49jigkaXrDz+0CjZ2igacjKZKC7LiRWPx3USBg0/d67MT9E403DzepLSS0NmjU1QkTzMSxokN+VxcyE49ycmJpDJZJDL5ZDP51Gr1bC4uKhrAO9TbtB4z7Igl0zXfD6Pq1evqiFijpUh8LW1NVy9elXHce7cOQ2bW4Fkzml+rsf+cKwMVJAswUWTIT8b+uNu23ZfXVtb09Aa66KazSZGR0eVHNBsNtUgcLEWES0KpGcwMTGB06dP63kZjhsfH9cFmxXpZMGRYLG52WkPz3wV8z0cPycHw5PpdFoNCxdpspLIOLTtMOjZWQNJQgdZgJVKRT0cdh+l5BNp4tT4a7fbaqTZ84kxdtvQkNeLYU/mCzhpmY8Lxujtd2RDI8Hv2094D4L3AglSADQqwbAc5xkJDLx3GRVhdCMajWJhYUHfk81mkc1mUavVcPnyZZTLZV0nCoWCEifm5+fRbreRzWZ1rniB2IPFsTJQQK9iOanJDL0FCz5tGImeEgkKNmbM30yEkgRAIVjmocgQ4k7JUtZtvoVjpDdTKBR00adBaDabyOVyWFpa0jAfW2GQsgpAvTQAPc3WaBwmJiZ6ChEpgTQ5OalSLWQmkcXHXBbDGrxerI8CoP1vrl27hmKxqB4nwyOk8HPczHlZ4x8WxrPfH8OXPIfdGQ+Sm/K4OcF7hIQcbjwp6rq0tIRisYhGo6ERDoaL8/k8xsfHkUwmMTU1hUQioTmrSqWCSqWiZRfNZlOjGnNzc/j2t7+NtbU1rKysIJPJoN1uY3Z2VkOFrPuzfd18Lmp/OHYGCujdSduCV8sEC6Mp2+esqgSr0XnTTk5OotVqaREryQjsvxSJRFTfrtlsKtXd5mui0ajWalBYkjmqiYkJlEol9VpotBha2NzcxMzMDKrVqtYqkdjAhCxrnGhUqGyeSqVUP4xkDTLvJicnNblMqrj1EhnOY7sPXiPmxej5MJzBc9mQBpmUNJr2u7BdfoGtnJNVjrdtN4I5J2+kPDgfbG1jq9VCrVZDuVxGqVTS9SAWi6FYLKJWq2F6elrrmciWZe6IG05GGphXjsfj2rSTHtPzzz+vjRCpKjM5OYlUKtXDAuZa4DdX+8OxNFBB2FAQbwjmgoBe5QnrBQDQmp1EIqE5Ey7wvGFjsRhSqRTi8bguzAwB0utyzmlIjjcqw1ikw1JCicQMjntlZUVps9TNA4D5+XkUi0VVjEilUtqkjfmyUqmk7TDYVJDsO7KQqtUqJicncfHiRaRSKVQqFUSjUSVCUDGdxonEEoZK6JUxLwVseaL2+tt8nvVMmXuid8ljNFY0hMBWX6ibIeckIt8DUAOwAWDdOXeniGQA/AmAW9BRYPlP7jp0ATgO6JeD5gaR82JxcVE3gIyUMDRPUgTVVpg3jsfjKJfLiMfjKBaLPZsuloEkEgmcO3cO5XJZSVnZbFZJFpwfDJXbxoUee8OxMlBBQwRsabRZZQiG/kREd+a84UifZqGdLfJlGI6V6txtjY2NIRaLoVqtYmZmRr0EFrqSGk7dPTYnJGmB/WJsHRFZRSKdrp30kDguFr1ScZxeH4sM6XVcu3YN0WgUmUxGQ2v0gKanp1GtVhGPx/UakmHHa0h1DBIk6IGVy2VtsJhMJnVis6CZO8Sgd8QiZZt74nfB4/xfwjykMC/4Bp/kb3DO5c3jjwD4C+fcgyLyke7jDx/N0IYLwZwkjzEPOjIygmazibm5OSSTSbRaLQ37cb6Ojo72bAgnJiZ65h6VYDY3N1UcempqSj2mjY0N5HI53cxZ4g+NJDdcthjdY284VgbKot/NGtzNA1tNA4GtnEZw906F8eXlZV2EU6mU5kesMgKNCokHDBPQINreSCRPMLQHQMN9JB0wx8V8DSWPSNgolUrI5XL6f9GwAlCjy3DbxsYGrly5okWDc3NzWF5e1nAfxWK562SYg4ad3pOtW6Iiue10y/i89RRt/o3huyBLzxqbMMPjc064B8Dru3//AYC/hDdQCpvDtPcJIwHZbBaLi4s6J7lRpFTXpUuXlNG7urqKmZkZ5PN5TExM4MqVKxgbG8MLL7yAjY0NlMtlJBIJLC4uajienXeBTqEv1wi2m+E9bkPcHnvHsTVQwPbqEjbpHhY2CtbuAFuGjAuy9V6odkwPiG488zY0amtra2g2m9rAjEQB6trR8+HiTsafVcGg58GQBHdmtvEg21uzdxPDC7a3FL2U+fl5VY0YGRnRFgEcL0N4JFFQNsY5pzk5q3hOA8Rx0fD1q1MK09LbDjeRcXIAvi4iDsBnnXO/C2DWdbsAOOeuisjMkY5wCGHnO5m3Y2NjWFpaQjwe72ncGY1G8eyzz6LdbmNxcRFzc3M9Bf7MtS4trfVEO6h2wrpJK9ycTqe1mH1kZERz1bVaTaMVwTIKj73hWBso7lToTdDg2OetQeIxEge4MDM0aHMkFGG18e1qtaqvYxV5q9VS48Bmfq1WS1lA7PpJAgTVJ6jkYFtgTE1NaZiQOnwigpmZGaTTaWXtUXTWdv3k4s94OT08Gttms6leHpUlGo2G9nri+ygTFY/He+rJLFuPHhRruBg2tRMy6CltN1Fv4kn8g865ha4RelREnjrqAR03sL8ai+EBYHl5WXOnhUIBq6urWFlZwezsLGq1GmZmZpBMJlWEuVSq4gMf+BH82q/9OdLpNIrFonYnKJfLuHr1KsbGxjA9PY1YLKa5apZtAFs90Fj47o3TwWBfpc4icq+IfEdENkXkzsBzHxWRZ0TkaRF5y/6G2R+D1MjwhrLhAcIKpm5sbCCTyWiTP3v+Wq2GZrOJUqmkfabIILx27Rra7TaWlpawsrKiNU9TU1NIp9NIJBKYnp4GAK2FsmOzzROtJ8K80NTUlNZPsT6JPyQ7VKtVtNttrKys4OTJk0gmkzh37pyqScRiMSU6ULyWx60iBbuDUsWZiV7+r5SZseK7rVYLjUZDGxp6DAbn3EL39zKAhwC8BsCSiJwEOj3VACwf3QiHGzZaQuWVarWKjY0NFItFlEollMtlrXFcXl7G+vq65p1JFX/66VMol8fx1FMd72piYgLZbFY3bfl8XskXIqKNEZn3Yj4K2BJ1DpZXeOwN+/WgngDwTgCftQdF5A4A9wF4GYB5AI+JyO3OuY0Xn+LFCBqR7dAvrxE8hw0vWXYZGXkM0bF4jywcYIvaSiHVkZERLfqrVCra/p1Kx5ubmxp6Y6Euad58TT6f1yr1VCrVUztkCSAzMzM9vaDIPqQmHynq165dU5kiGhr+PxMTE+rV2ZxVJpPRbqKWXML/hZ4TGw9SEZ3qGgBU9siGWIOeVHA36XeWgIhMAjjhnKt1//5RAB8H8DCA9wJ4sPv7y0c3yuGGJdUw2sD2FyzYJcuWYWjmhin8KiL40z+9De12BI8+eg533HFVw4aRSAT5fB4LCwuo1+uIRCI4ffq0RlUsuYisVrtx8/f5/rHflu9PAqELzj0AvuCcawN4TkSeQWd3+Pf7+bx+CHpG/QzctWvXVBGB9Um8ycjk4+uoZs5F2rmObBK76pZKJQ3dsZssCQa8eUksyGazuqCTwUYhS1JZ6anY2iKePxqNotlsKl2deTXK/ZOZRMMxOzurIb0TJ05ofdTm5qYaVhIgWq2WUuupI2bDJQx70sAzxGep+qS38/X2fgjT0gvDTTihZwE81P2fIwA+75x7RES+CeCLIvJ+AC8AuPcIxzjU4L1JMeNarabh+bm5OZTLZa35oyG7dOkSLl16N9bWsrqJu3ix07LmmWem8LnP3WH6vT2Pl770SbTbbd2gXrx4UT/z1KlT2NjYwObmpm5UWYpyk93Lh4bDykGdAvC4eXy5e2xP6LcDDzL4gPBCPr6WuSRLhwagHgDFWcfHx1Gr1TRJakkOiURCmX/MMXGxpqQ/3884ONtAM6/DgsFKpYJIJIKZmRltbEgNvng8rqoVrIhvtVrqhbHNO3Na8Xhce9OIiBpdhi9Z+0GpF+a6yNJjHo5MJObA6BHy2tJb4/nIAuRkt+y9YN2K/Z4sBjViNxKccxcBfH/I8QKAu6//iI4vuMnb3NxEq9XSjR0FkFutFkqlEqLRKFZXVzE9Xcejj/47VCqZnvMsLaXxyCNpAEAiUcArXvE3aDQaGhbnxnZ9fR35fF61Lpnz5Xrj6eUHhx1zUCLymIg8EfJzz3ZvCzk2eNzOgEKlg+Q27CJI42ALQu3iyHwK6xVEtrrnMixgG+xFIhFtPcEFmZ4EKeLM3ZAizrFTqHJkZEQJHdSzo0GhllcqlVJj5ZxDuVzuYdSREEFJplQqhWazqR4fJ5IVreU4+X/QCFAos1arqQfEeD69P0q4MHxiRWst7TyMCBHcSIQZJ0tesa/18BgE1sN33QJ1qpAvLCxgYWGhJ2oiIjh16nHcf/+v45ZbnsPIyFrP+SKRdZw//xze857P4PTpf0A+n1fhaGrx5fN5LC4uol6v4/Lly7oBZd7a4+CwowflnHvTHs57GcAZ8/g0gIUBPutFj22IbSdPio+DCuW2Bso2DOS5mXPiQs627hSI5E5pfX0dxWJRDRoXe5IbKAFE/S62naZQJVmGxWJR4+AUmpydnUWlUtGxkrpOqSFKL/H8yWRStfRYb2ELfNmdl15SvV4HAJVmoedDT8iG9PgcQyPMX7FvjnNOc3b0joJ1T0QY9dzmAPm/+lYaHnsFmwyyhIMs2I2NDdRqNSXwTExMIJ1OKyP2p37qf+K3fuuDWF6e1nPlchXce+/v4vnnnwMAJBIJnYs2z8tcLVvcpFIpJS35e/jgcFghvocBfF5EfhUdksQFAP+425OQjg1g4A6VNBhAr6Gy7c+tYePiGnwfFcYZxmo0GqjX6+qtWI+LXlq9XlfKNRunsdbJhgSZq7IK4M1mU+mt3BXy3DRyAHRiUMGcxAl6PlaKiONkDJ3hPjZ2oze2urrao/LMc9MYUYiWxoyeFD8HQM8YgwjLSdnCXV7nw+6fcxPmuW54kF3KTVYul0Oz2UQ8Hsfly5fRbDZRq9U0snDixAksLy9jbm4Ozz+fRaXSqVtKp1dRKk2iVJpEsXgOyWQRy8vLcM4hn89rpIIdCDY2NrC4uKjF7el0GrlczveAOmDsl2b+DhG5DOB1AL4iIl8DAOfcdwB8EcC/AngEwIcGZfARQaWH3cR1uejxx3pmvFEBqCI5aynW19d7umjSS2KBK0kHNpfF42xjwV0UvZloNIpEIoF0Oq0hAO7ustks4vG41k9RnZnCk0y6zs/PI5FIaMNFjpPhQys4ayWHaGisZ0lDQ6PAhm+kw7MQl9eR1ysYkuT3wjDgdt9F8Du17CvLWDxM7CZU7HF8wDlsmXOU+srn8ygUCuqtr66uolKpQETwzDPP4PHHX4mNDYcf+IHv4eMffwR33XUFm5uCv/u779c5ykgKS0MYxrebNCr9exw89sviewid+o2w5z4J4JN7Pbf1csLyG4Oeg54RFyjmnuimk4WztraGWq2GVquFXC6ni7AVUgWgunSTk5Nahc731Wo1bfxnxWTpjbColudhZ1yGJCinsrq6qhXprFRnzofJ4Gq12iMMm0qlEIvFVLKJXiBlkawILY0ylSesV2lbYHAMDGkGv4NgeJTXe5DvFNhftf1u3hcka3hP6saBDbUzpF8qlbC2tobTp08r25WdcEulEsbGxlCtVnH58mnccstn8frXv4ByOYO77/4/mJy8E9/61p0olUqoVCoafVheXlZZMpKnKK/EH4+Dx1ArSWynyzboIsMiWtY1kbHHXRXpo/Q6qLoAbCmds66IngfQKdy1YQWy9xiyo0Fh/RBl/NvtNlKpFAqFgrKOSH5IJBIq72/rKmhIxsfH0Wg00G63kU6nlWHIBoW2uJgFh9zlMexBskO73dbQne0SDECpufTWgF4lcj7mdwRsifbu5BEFv9O9GIrdsv4GIWt4HE+wgJ6MWG46V1dXkc/nlS1LLUwW4ReLRbzqVQ8gHncALigb95Zb/gxjY1/AU099FyMjI2g0GohEItrWptFoIJvNAgBmZmaQyWQwNzfnc0+HhKE2UMBgtOTtjBgXWYqlBgtLuWDbHA0NCsN8dhGk3A+NAKWBODFY2ErDNzMzo57Y6uqqKian02lVnCgUCmok2IuKquVMypIgMTk5ienpaZ2ErGtiA0I2b5uamtJxJ5PJHjFLeoRWRWN1dVUNYSKRCP0Owq6zDdcBW91xt/OmdprI220+9uoNeRHaGw+MgjBX22q1tIt1KpXC8vJyz9xjzWAikcCpU6e00y4jAbVarRut6MxT5nr5XhHR+ZjL5ZDNZnH27FklM3kcPIbGQA262AQXKNv3Kbgg8lysMufjYB5CRLSnEmV7GBYcHR3t8Y6oNM5cDXvKAFDjwuLaTCaj7B4eI12cXXZpIGu1GjY3N1EsFpHL5VCtVrWtezweVzUJenokfjD/xOaGtk0HX2PFXOkFMZ9GWjxDh9FoVCnvtgaKCeaw78fm+WxR5E7fZ9jz9rsJk4vZjzfkjdONBXrpvN9Ze1goFHDp0iWdi8zXch6QOLS5ual5VUY9OJ9YfJvL5XTzyPuHIcVUKqXhwkKhgHQ67SWODhhDY6AGDdsEGXj9Httz0bsgLKuP56Q3wTyQbWy2sbGhqglcqMl6s54WK9ptw7ORkRHUajUtjmWYgDf91NSUGjDmu0iWWFpa0pg3d3nj4+Naf8RJRzUMhipPnDiBer2uhpPP2SJc/o92B8oJT+Nli513irH3I0P0Q9j3Pah35L0hD4JdAdhmnT2euKGkkOzm5iZKpRI2Nze1ro8sWFtvyOhHJpPRHnBkqKbTaSUG5XI5Lbcg25jlGP6+PDgMjYHaydBY2AWqXyGuPS9vRr6Xx7kI8xxsqQFAm5jR8Fi9OnourI3Y3NxEvV5XdeTZ2Vn12kiDBYBMJqPhQd7MyWRSDRRDFmx4SNkjFgFyctCY8Dz09OgNMYwpItrckK0/aJRsHRgTvva60PjxtcGdYVioD0CP0e+HfobIvmcnYoxfBDwsGP5m7pX3K+sNucFcW1vDwsJCTy3kpUuXsLa2htXVVVy5cgWZTEZ7QeVyOfWSGEGhKHI6nYaIoFAoaGQlGB732B+GxkABuwvb2CS97e9iz8O/uVgD6JE4CvtMst7oSZFmzVCX7R9lF1erlm49KtYWMddDaRTWHlnhVtLCW60WMpkMKpWKxr6t+CsAbUdP45VMJrWxIsfLViL0fhKJRI9ht9cwWChrjQbzbTt5UXvxgu1j+z5vgDy2g817MgIAbLFjk8mk1igtLi7qa+PxuNY2Ml/KEpNWq4Xvfve7+hrOZ9s123bgLZfLKJVKOHnypPZMs0XrHvvH0BioncgO28G+x2rx2eJTfgZfz8+iR8HX25bl/E1jQINA+jhdfIYByuWyqhtTAYKto8nOE9mq06D0kQ3fkTbO9utkAjIXVqvVNH4ej8e1pTvbyLMVSDQaVQVmNjQEtsRebU7LEkVolOw1orHm2MKu/W7JC/b79sbIYz/g3GWpB/OnbOpZqVR0IwhsKZdwA+qcUz29ZDKpOaiLFy9qWxoyXlmDyN5t1KYk9dwbp4PF0BgoYP+75uAiSYIADQB3Q1Zah54P48y8yWwTRADagJA7KdtocHJyUt/DcN/Y2Jg2N+PYrIIEmwYyfEbDRsFYdsWl4eL4aXBJiGABL8OEHANp9TRGNFw0ysAWCypI+eb/yLEy5EeD0o+8YDcSu/GCPTz2CyqqcG5wvrCGkAXqrVYLm5ubiMViyGQ6YrG2mSiJFQDUWI2MjGjNI+dYvV7HxYsXcfr0aWSzWZw5c6anA7fHwWCoDFQ/BHfpg7zOLsTB1wTDgVyM6SHRk2IojOKsJFdQroi7MO7MeIx6ebaGieegN0SlB5Gt1h8MydE7o8FqNBpIJBIqtULvjOFN6uTRy7EECCZtbUgDgBrG4PWgIWOBMc8JbFXt22tN0PixNivse/HwOCxwk5fNZpVePj4+junpaaWeF4tFVWkpFovqZXEDxm4B1L5kC3nmoHlvM4qQTqfx6le/GvF4HLOzswD8vX7QOBYGajcI5qToFQVzT4T1ukho4EJun7N5KBowFsYy7Dc2NqaxcBo4joOMIUuaoAFh7qler6th5XhpSMj4s8aCeSYaKxovK7NEg2qvDydacDLZkB5Dpfx8qkVw3P2uoT2Ph8f1AL16hrjj8TieffZZVCoV7YvG2r/l5WWMjIwoYYnRBhogzhUKPDMEWKvVMDU1hXK5rIotnEOZTKYnhOhxcLihrmhYTiOY26IhoSEiTdzCvt8SIoL6dgzZkXbOHA0VIFgTRHYgPR8y9qg0Tqp3LBZTQ8DzsRkgz0VFC0oSra2tqUIFVSWs8WGLDZvb6ucF8TjPYTUQbY4qiLA8lDdQHoeN4DynqngikdD5k0gk0G63sbCwgHK5DAAq9Lq0tIRUKqXhu7W1NUQiES3MrdVqKmWWzWZ7SjXm5uZw++234/z58z0isf6+P1jcMAbKGhkuqoPs7Jlbcc69SPIHeHGxKGnf/Ewr8RNWTU6DSNDo8Fz0gPgcVS5sFTsnGckQfD0nRavV0nGEeUa8Bv1qj+zrwxoP2nP0g69N8jhqkMRAGnij0UChUECj0VCxVwvnnHbNZjsaqwbDcyYSCW3wycJdbkqZi/b3/eFgXwZKRO4F8AsAXgrgNc65b3WP3wLgSQBPd1/6uHPug/v5rDDYBTG4i7dtHRiiIriYOufUY+Fjvp7eCXNPlqpOb4Y3syVh8PxAx+tg0pXGx6ogB1vFM5xAOX/LCopEIjoekjpYjMjC22DzP8ISGOxzNidl/78go287DGrAPDwOG5x3nEfc6NmecEFQqozgXCQ2NjY0NxWLxdBsNpVoQRWKnXLjHnvHfj1HBU3eAAAPtElEQVSoJwC8E8BnQ5571jn3yn2evy+2UyIgrHdkqdPWWLFHlM0NsfDVnoOeExUcmJOyTDhr6Hge1kDZ+igaSDLyGLu2XhDzUWwSyM9nnRPrLoIddIMsu6ChCXqIfC+Noa9D8jiO4Lxqt9vapoZ6fFT43yvIDGQdYTweR71ex+rqKhYXFz177xCx33YbTwLXfzELq7kJkiOsYbLeRfBGssSGRqOh52GoLWjc+De17+hdkf1HRp01SDR+NCbBc/J/ofoE0Cko5C7NMgo5Vob76GHZ/4t/87WcvGNjY6jVasoopAcGIPQ8Hh7HCYxQxGIxzceSUbuysrKnc5LRNz4+jkKhgFwuh4WFBUQiEVWDocqMx8HjMHNQ50Xk/wKoAvhvzrm/3uuJgrufsKS8/Q3gRXFhhq2ArWJeAD05G9vQjoWs1pCQ4MAqcxba0ush6YGxcLLq6NHQ82IOicaQ7S9oTOlJcRLwMZsFcuwkW9AoBkN0HDMp6zw/C4hp+Cwdf6ewnp+IHsMKzo1KpaJ5KEYUEokEqtXqrs9JVh/beUSj0R6lCZKbPA4HOxooEXkMwFzIUx9zzn25z9uuAjjrnCuIyKsB/G8ReZlzbvd3SB8MkpSnh2ANWJi3xeP0mqynEzyHDc9Rh49eGKneNAg0WqxF4mtpEKgiYRv+2TwYRWCJ4P/Lv63nxfGxvQiP2dcHvSZPcPA4zuB9yxD12NiYdsLl5m0vximI9fV1tNtt7WIdiURw5swZHYOfPwePHQ2Uc+5Nuz2pc64NoN39+9si8iyA2wF8a9cjRP9C3TAyQPB1NnQVfK01WFygg6rnlmxhF3rWJNHw2EJZOxYWzPI89MCChpDGip4S30tjAqAnL2a1+OgRWaIHAJVhYZ4NgI472Dqj3wTzk87jOCESiSCdTqNQKKDZbKJQKCgj76BAQVoqVvg5cng4FOEoEZkWkZHu3y8BcAHAxcP4rN2Ai7htVUFwUbehQNuM0L6G77d1UEGChD0Pw3VW8DWYK7M1TNaYMr9FViHHHOzwy9cwvwRAK+htkjgY0vPwuJEgIjh16hTm5uaQy+WUhXcQYAif1HKqTHgcHvZLM38HgM8AmAbwFRH5J+fcWwD8MICPi8g6gA0AH3TOFbc7l2XOmfNv+7gfM8fmaYh6va65JxoDvoZ067W1Nb0BrXafrQ2yBAfSVxnntkaEx6m0zLCfDfFZY2Qp33yexsiGAO24ma8KhiEBaNEvvTXWXG13PQd9zsNjmBGLxZBKpbC2toaVlRU0m80DOS+LeaPRKKLRKGZnZ72BOmTsl8X3EICHQo5/CcCX9nC+Q1kY6TnRwFh6OMHFn4s4SQdc/Bnuo8cSPKc1iGyZAWwV0bK2KXhDWxFWW4tkQ3th3lbwWtlcFgAVsLXGzMPjZoCI4LbbbsM3vvENFXk+CJC1e/bsWUxNTeHChQt+I3fIGBolCbvgDvql98tNBZ+jp0ECAwVbgyQJhr/oMfG4ZdYBW7p6NApWVNW+x3o29IZYaMuxWTUKkiksk5DHaJTs2Cxs3ye+h1R1FvIGr81O19XD4zgiEong9OnTmJqaQjweR6VSOZDzrq+va6HuHXfc4du7XwcMjYHqJ71zUGA7CyA8BBhEMGTHMYbVMdHQcPzB1/F/s94WDZHt2sv3c4yksZLJZ89pETYeGw703pPHjYpgFAHo5GNvv/12vPGNb8QLL7yAy5cvH9jnZTIZZDIZnD17VjemnsF3eBialUtElHgQFG8d5L2D3CD0hMiCs/VQYbVA/LECsHye7yMTD9jSAmPeiqSHYJsK/s3QH8kOtk0GAFVbphFjGww+5o9trcHiRPvcoNfJTzSPGwUjIyN41atepT2fDgqjo6N4yUtegttvv/1Az+sRjqHxoKznYL2Aw/6csOOEDRMGF++wFulBTyb4+rAwJtl3NlzAOi07zuDjnc7v4XGzI5PJ4Pz58/g+APcfwPn+GMBIKoU3v/nNPQLQHoeHoTFQwXzSXhbasJzUdue1Oad+i3uQ9g1sseuCIrLWiIWF1YJyQtt9LlUreF4+3u767MR69PC4mRCLxXDu3DlcA/BBALP7ONcSgD8A8EN33okLFy4cyPg8dsbQhPgAaBjtMHYn1siEfc6glOvtDESwNikMwRqs7T43OM69XJ+dcm0eHjcy7r77bjTn5vC3+zzP3wJozs3hrrvuQjweP4iheQyAoTJQwOHs+m3uZq+fE2T89TNUwfyV/Qm+ZxDjETy/Tcru9LNdQXIQ3pB5HGfYnCuV/6empnD27Fk88MAD+HkAC3s89xUAPw/gda97He677z5Vb/EEicPH0Bmog8agRmHQBZoClFb6aFAcRBhzUIT932EGC3ixV+fhcSPh/vvvx5kf/mE8vsf3/wOA5wC8+93vRjQaPcCReeyEG9JA9SM6AC/2QABoG4udFmhbK2VZef08pTAEw3SDekN2vLvxvIKvDR63/9Og5/Y4XIjIW0XkaRF5RkQ+ctTjOe4YGRnBz/zMz+zJi6L39K53vQtveMMbDn5wHtvihjRQQWyXu6FnQXp7vwU67DVhHtAg3sh+PKfdeDv2/+7nvV1Pr85jZ0hHw/I3AbwNwB0A7heRO452VMcfZ8+exV333bdrL4re04c//GFfT3gEuGmueL+FdzceC2uN2AsmiN2EE/cSu95vDquf93aY5BSPXeM1AJ5xzl10zl0D8AUA9xzxmG4IvOc979mVF0Xv6cEHH8TcXFjHIY/Dxk1joPohaHS2o2+THNFvJzWINzKIB7SdCO5O598J2xlqj6HAKQCXzOPL3WMeB4D3/+IvDuxF/QOAn/30p31o7wixXzXzTwF4O4BrAJ4F8NPOuXL3uY8CeD86auY/65z72j7HutuxARjMyxikyHVsbEzFWK1obNjrKC4bhM2D9StGtoYr7DMOoiDXG6OhRtiX4xODA8Ay+dj+nTh37hwA4O1vfztw330ovvzlyGzThuMKgLf88z9j8hWvOOxhe2yD/XpQjwJ4uXPuFQC+C+CjANCNmd8H4GUA3grgt7qx9aHFTot2MCwXZvhsPss2Pgx+Rj8PaKcQ3m48J092OLa4DOCMeXwae2dIe4Th1luRedvbtn3J/I//uDdOQ4B9GSjn3Nedc+vdh4+jM5mATsz8C865tnPuOQDPoBNbHwoMunhboxRkuYV5Pvyh1l+Ykdou37OdAdsNOSKsGDiYV/MYWnwTwAUROS8iY+hs9B4+4jHdePjUp4CTJ8OfO3kS8su/fH3H4xGKg5Q6eh+AP+n+fQroCfXuGEc/KEn864Uw40PQwAxCXd8O/TqB7qZD6EF1E/W4PnDOrYvIAwC+BmAEwOecc9854mHdeLj1VuC1rwUeelE7u87xW2+9/mPyeBF2NFAi8hiAMArLx5xzX+6+5mMA1gH8Ed8W8nofc/LwGADOua8C+OpRj+OGx6c+BTz+OHD16taxkyc7xz2GAjsaKOfcm7Z7XkTeC+DfA7jbbcXOfBzdw8NjuBHmRXnvaagg+0mmi8hbAfwqgB9xzq2Y4y8D8Hl08k7zAP4CwAXn3Mb+huvhcXOjUqnohE0mk0c5lBsDzz4L/NAPdbyokyeBv/5rb6AOCDZtk0wm95T83q+BegbAOIBC99DjzrkPdp/7GDp5qXUA/9U59+d7/iAPDw8AvQbKw+O4YK8Gar8svtucc2ecc6/s/nzQPPdJ59ytzrnvCxonEfmUiDwlIv8iIg+JSMo899GuBtnTIvKW/YzvICAi94rId0RkU0TuDDw3VGMFhlvHTUQ+JyLLIvKEOZYRkUdF5N+6v9NHOcbumM6IyDdE5Mnud/9fhnWsHh43Mo5KSeI41U89AeCdAP7KHhzGsR4DHbffR+daWXwEwF845y6gEwoeBqO6DuDnnHMvBfBaAB/qXsdhHKuHxw2LI+mo65z7unn4OID/2P1b66cAPNcNIb4GwN9f5yEqnHNPAqHFsUM3VhgdNwAQEeq4/esRjknhnPsrEbklcPgeAK/v/v0HAP4SwIev26BC4Jy7CuBq9++aiDyJTpnEkY91r6ESD4/jiGHQ4nsfAIYAj5MO2TCOdRjHtBNmuwaBhmHmiMfTg65B/QF0pNmGeqweHjcaDs1AichjIvJEyM895jVDUT81yFjD3hZy7KgT2MM4pmMLEZkC8CV0SD7VI/j8Xec/hyEHKSK/ICJXROSfuj8/ttO4jxLDcM36QUS+JyL/r3sdv9U9NhS50N3klKWDX+9e438RkVcN8hmHFuI7TvVTO421D4ax1msYx7QTlkTkpHPuqoicBLB81AMCABEZRcc4/ZFz7n91D1/vsTL/+dnA2Gz+cx7AYyJye/fp3wTwZnTuhW+KyMPOuaMI8X7aOdejF9Rv3EdZfmLytsNwzfrhDc65vHnMXOiDXYP6ERxNWPz3AfwGgD8cYGxvA3Ch+3MXgN/u/t4WRxLik0791IcB/AfnXMM89TCA+0RkXETOo/PP/ONRjHEADONYj6OO28MA3tv9+70AvnyEYwHQ2e0B+B8AnnTO/ap56rqO1Tn3pHPu6ZCn+mldDnsvqWHU6Bz2axaGe9DJgaL7+8ePYhDOub8CUAwc7je2ewD8oevgcQCp7iZvWxxVDuo3AMQBPNp1XX8HALqaY19EJ6n/CIAPHXVxr4i8Q0QuA3gdgK+IyNeA4RxrV7iXOm5PAvjiMOm4icgfo0Mi+T4RuSwi7wfwIIA3i8i/obOLffAox9jFDwL4CQBvDISphmWs/XKNw5SDfKAbyvmcCUEN0/iIYRyThQPwdRH5toj85+6xYc6F9hvbnq7zUbH4btvmuU8C+OR1HM62cM49BCBEUXL4xgoMt46bc+7+Pk/dfV0HsgOcc3+D8HwecMBjlQG0LsPeFnLMIXzDeSg5yO3GjU745hPdz/4EgF9Bhww1jDnSYRyTxQ865xZEZAadDf1TRz2gPWJP1/lIDJSHh0cHh5D/vC45yEHHLSK/B+DPug+HMUc6jGNSOOcWur+XReQhdEKSQ5m37aLf2PZ0nYeBZu7h4bE79Mt/DkUOMpBbeAc6ZA/A5213BRGZFJE4/wbwo+hcy6HL2xr0G9vDAH6yy+Z7LYAKQ4HbwXtQHh5DChF5B4DPAJhGJ//5T865tzjnviMizH+uw+Q/ZTh6Sf2SiLwSnRDO9wB8AOjkbfuN+6gw5P23ZgE81OHsIALg8865R0TkmwC+2M3hvgDg3qMYXDen/HoAuW6e/r+jk5cNG9tXAfwYOsSYBoCfHugzfGtwDw8PD49hhA/xeXh4eHgMJbyB8vDw8PAYSngD5eHh4eExlPAGysPDw8NjKOENlIeHh4fHUMIbKA8PDw+PoYQ3UB4eHh4eQwlvoDw8PDw8hhL/H+z7gtrKY1d/AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -509,7 +509,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -539,18 +539,20 @@ "outputs": [], "source": [ "def fx(x, dt):\n", - " F = np.array([[1., dt], [0, 1]])\n", - " return np.dot(F, x)\n", + " xout = np.empty_like(x)\n", + " xout[0] = x[1] * dt + x[0]\n", + " xout[1] = x[1]\n", + " return xout\n", "\n", "def hx(x):\n", - " return x[:1] # return position x " + " return x[:1] # return position [x] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's be clear, this is a linear example. There is no need to use a UKF for a linear problem, but I'm starting with the simplest possible example.\n", + "Let's be clear, this is a linear example. There is no need to use a UKF for a linear problem, but I'm starting with the simplest possible example. But notice how I wrote `fx()` to compute $\\mathbf{\\bar x}$ as a set of equations instead of a matrix multiplication. This is to illustrate that I could implement any arbitrary nonlinear function here; we are not constrained to linear equations.\n", "\n", "The rest of the design is the same. Design $\\mathbf P$, $\\mathbf R$, and $\\mathbf Q$. You know how to do that, so let's just finish up the filter and run it." ] @@ -562,9 +564,9 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAD1CAYAAABz79PWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzt3Xd0VNXax/HvTiOSRJAqVYJEFAsk5mJBQhVRsYA0kUAQOwKWK7aLXvXq9WIBRYFXjRTpEQFFVGqIsQARREBK6FVCjaGFlP3+MRNIQkid1Pl91nJl5pwzJ9uzEp48+9nFWGsRERFxFY/SboCIiFQsCiwiIuJSCiwiIuJSCiwiIuJSCiwiIuJSXsV148TERA03ExGp4KpUqWKyH1PGIiIiLqXAIiIiLlVsXWGZValSpVCfi4uLAyA0NNSVzSn39FxypueSMz2X8+mZ5Cy/zyUxMTHX88pYRETEpRRYRETEpRRYRETEpRRYRETEpfIVWIwxO4wxa40xvxtj4pzHqhljFhpj4p1fLynepoqISKHFjoLtMVmPbY9xHHexgmQs7ay1Lay1GcMFXgAWW2uDgMXO9yIiUhbVC4GoiHPBZXuM4329EJd/K5Of/ViMMTuAUGvtoUzHNgFtrbX7jTF1gGhrbdOM85ln3sfHx7u00SIiUnABh1bTeNUbHLzsLmru/IZtIcNJqhFc4PsEBQWdfV2UmfcWWGCM+c0Y84jzWG1r7X4A59daBW6diIiUmKQaweyr34W68ZM5eNldhQoq+ZHfCZKtrLX7jDG1gIXGmI0F+SaFnYSkSUw503PJmZ5LzvRczueuz+TXxbMJ2Po1e5oPpv6WqdS9uRcEhp09X6ITJK21+5xfE4DZQEvggLMLDOfXhPzcS0RESpa1ljlfTSMoZjCjLnkJ307DoceErDUXF8ozsBhj/IwxARmvgU7AOuBroL/zsv7AXJe3TkRE8i+HkV8pW5bx7bgX2PDbMqY2fJ2XBj1KDf9KjkylxwTYu8rlzchPV1htYLYxJuP6qdba740xK4GZxpiBwC6gh8tbJyIi+Zcx8qvHBAgM4/iGJaRHRTDl9JO0bDeQJzsG4fy33CEwLEtXmKvkGVistduA5jkcPwx0cHmLRESkcDKykKgIjl4djln5OYNTh9Krx/3cG1yvxJpRIqsbi4hICQkMY/fl99Ng5Sg+Md0Z8tCD/KNRtRJtgpZ0ERGpIFLT0omKmkrlPybyhU9PBlZawj/suhJvhzIWEZHyJHaUo5aSuTayPYa/ty5n5J8BPHn4P8xo9Dr9+vTDc9/PWWouJUUZi4hIeZLD0ixnpvfjmZ888Tu0hvWtPuCJAQ/iX8mrWEd+5UYZi4hIeZKpQJ8aMoDkXz/joZOD+PvSf/DS/Y/QuKb/+deXYLYCCiwiIuVPYBhHmoVTLfZdPk7tylU3deH525tSycuztFsGqCtMRKRcOZOazuyvpsHKSD7hPh73i+aVaw6VmaACylhERMqN33cfY+r0yTx//G0mNXiNPr0ewOfQilIp0OdGgUVEpIw7kZzKews2M/7n7TxbeSPb233MU23vcZwMyFSgV2AREZG8RG9K4OXZ69h77BThN15G/84jCfD1znpRKRToc6PAIiJSGi4wH4W9qzh6MoWfTzVk4l8NWbH9CE1q+fPDPdA0bRH4XlN6bc4nFe9FREpDpvko1lq2rpjPySnhDPvFiyeiLTeuepZGf//G852vZP7dlqY/Di6WbYSLgzIWEZHSEBjG6XsjsVPCmWZv5Z7U73koZQhpNa/n1htrk3pxMCN+eBTSE+GryDJVnM+LAouISAlLTUtnRtxuRi1Ko+/pdgz1iuLPKx7jo3ufopqfj/OqxnB4IMSMgLBh5SaogLrCRERKjLWW79f9RadRMbw8ex13+MfzhN8yCBtGs71RVEv49dzF22MgLtIRVOIii2Wnx+KijEVEpLhkKtDH7TjCf7/biM/uWHr77yH4tvaErnwH03uic1RX63PzUSDr3JTM58pB5qLAIiJSFLmM7rJ1g0md3p/3qr7IuJ31uN1vMyP9x+DdayKe+1dnDRTZF4y80DkFFhGRCi7bdsBsj8FGRbC65Uje/MEbn6THGZP8Bh2u6EnowdmYnpMc113e5vx75TYfpYzNVcmNAouISFFkWm04/foHSVn+GcO9/8nM772oV/U0j97VE//jyfzjp3fLXRG+sFS8FxEpqsAwtl7WC48f32Hcybas9ryW93s2J/q5tvS7dBfeq8eXyyJ8YSmwiIgUQXJqGhOmTKLqn18w1bc3j/tF88M90C2kPt67Ys91k7V/+WxmU9GDiwKLiEgh7T5ykjc+HMddm19iXtO36P7Psfj0noTHrAFnC/i5FugrKNVYRETyksPIrxVL5hAbs4BqwNY2H9G//b2OE5mDxy1PnX+vclSELyxlLCIiecm0rteZ1HQmTp3E5cue5PDFV9NjyLu0zAgqGQLDcg4qbkIZi4hIXpxZSNqM/sw2nehy8lvmNX2LV3o+UKZ2biwrFFhERPJwOiWNMfG18TnRlic9p7Ol2RP079WvtJtVZimwiIjABWfQx6+O4cEtN1P/WByfXrSYE6HP0GTtRNh+e4WvlRSWaiwiIpCljgKQsGYhSV/05ZU4H1qynkkBY/HvOxm/2191m2HDhaWMRUQEztZRbFQEK6t3pcmuGQy2T9H2tq4MNF/j1WBiuV27q6QpsIiIOG3xC2FF+q302f0Z86uH89/+g6hT5SLg6fMvdoNhw4WV764wY4ynMWa1MWae832gMWa5MSbeGDPDGOOT1z1ERMoiay0zVu7ijdHjuP30t2xrNog7Ts+nzpGVpd20cqkgNZahwIZM7/8HjLTWBgFHgYGubJiIiMvFjjqvLnJ84xLmfDyMObOnM9r7Q2z3CTTu+ZbqKEVgrLV5X2RMfWAi8CbwDHAXcBC41Fqbaoy5Cfi3tfa2jM8kJiaevXF8fLyr2y0iUmABh1bTeNUbbAsZTlKNYI5uXUnohjd58swQwuvs4bIm13KiZnCW6/2ObeKvJr1LsdVlT1BQ0NnXVapUMdnP57fGMgoYBgQ431cHjllrU53v9wD1Ct9MEZHil1QjmG0hw2m86g2WVb6NkKPf8bLnU3Rp24oa1bw5kcP1STWCc7yXXFiegcUY0wVIsNb+Zoxpm3E4h0svmPqEhoYWqnFxcXFF+nxFpeeSMz2XnOm5ZBV/oCkz4n6h77GZ/FCzH/97aCgBvt6l3awyIb8/K4mJibmez0/G0gq42xhzB+ALXIwjg6lqjPFyZi31gX35uJeISPG6wETHtD2/MS71Ln5dPIcPPBfwa+3e3Hb8W9jfQ6O7XCzP4r219kVrbX1rbSOgN7DEWvsAsBTo7rysPzC32FopIpJf2SY6sj2G1Bn9+dcKH2IXfsWYSh+y4/pX8Gr5sAr0xaQoM++fB54xxmzBUXOJdE2TRESKINNWwWmL/sPJKeFEJD3BwlNNeTUkmYC+k0mvG5L12gq+P0pJK9AESWttNBDtfL0NaOn6JomIFFFgGAea9qV27Dt8mtqVWtfdyuguzbjEr6Pj/OG4LNeqK8y1tFaYiFQoyalpTJ85Ga9VnxPp0Z3H/aJ5v+XfXOKnOdwlRUu6iEiF8ceeY3wx7QteOP4/ogLf4P5effH565dz+84rMykRCiwiUv5kG/mVnJrG7FnT2Lk2lssqebGr/Rgea3O341otGFniFFhEpPzJGPnVYwJrvK7ji2lf8OKJ/xHVxJGlVLko27wU1VFKlAKLiJQ7tlFr/mz1IQ0n9yXmTAde9lzEjg5jeCzs7tJumqDAIiLlSOLJFGat2sOU5TvZetDwom9HBnvO4vTNzxKsoFJmKLCISNnkrKPYRq35Y08ik3/dScIfC7kyfQsX1wtnYrvThK2JhtBh+MZFQlBbdXeVEQosIlImnarVHDO1H6/5Pse0g41o67OBMT6jSbh9HC9WT4Oo586N9ApsrZFfZYgCi4iUKev2JjJ1xS7mrk7mutQnGJv6Nvc36801+2fh0fMLAgPDHNlM5iCikV9ligKLiBSvCywKeXYZlXohnKx3M/PW7GfKil1U3vsTIZ7buf26x+hzww1U2XKG62LegbBh5+5xy1Pnfx+N/CozFFhEpHhlGhpMYJgjqDjf7zpykupTwhmcMoQlyVfSvdo2/uM3htRun+N/VXPHtXGfO4JKXKSjy0vBo8xTYBGR4pVpUUhCB2LjIvmx+Tt88L0Xv+1Mo7X3YMb6fEBi837U3TIV02fSeQFIdZTyRYFFRIpfYBinm0fgGzOCT7iP/y71pXGNM/zrzqu4L+RW/Jcn4x8zImt3195VqqOUUwosIlLstq34jkt++ZRP07oR4bOIW+7qRrOb22CMcXZ3RZ7f3aU6SrmlwCIixcZay5LvZxH861O84vMcAwf2JyD1D66OioC6FzsuUndXhaPAIiLF4nRKGsPnrKPa74tYXnc4r0UMoJqfD5Btcy11d1U4CiwiUnTZhhTvPHyCMeMnUO3oWiq1fYahHYLw9DDnrs+tS0vdXeWeAouIFF2mIcWLTjVl6szJvMtIdnYaQ3CbK0q7dVLCFFhEpOgCwzh6xyd4T+7L+uT2jPReTPK94wlufmtpt0xKgbYmFpEiSU5NY9yyrdwyM5UJZzow1Gs2fq0eoZaCittSxiIi+ZetlrJk4wG+njOD2kl/0r/+9TyeGA0th+EVFwmXt1GtxE0psIhI/jlrKXtvHcvLv19Ccnw0YyuN5lDLQTTZ9F/oNVHDhkVdYSKSTewox6TFzLbHQOwoDlRvSWSdV7lozkBu2DGOz/0+xu+ByTSp7nvhYcPidpSxiEhWOSwamT4zgmmXvc7r3y8lLb0mgQ3u4/EDE+CmYdCkjeO/7DRs2G0pYxGRrDItGpm84HVOTgln4MlB/GvNJdx5bR1+6uVN+6Rvzi3Bkj27EbenjEVEzpPS8Bb+qNmN639+jw9Su+J7ZVsW3HoFQSdXQ9SjWoJFcqWMRUSy2H3kJK99OI5GO6Yzt8oDDPJfxthWJwiqHZD7isMiTspYRNzRBXZ13PjbMkasq8y7jGRz2Gju6dA1674oWnFY8kEZi4g7yijQO+sjZ+KjOTE5nNdWVaKN325Su47nxg5dHdcqK5ECUsYi4o4yFeiPNOuLx2/jeTx5MNe1vos+nZri7elx/vXKSiSf8sxYjDG+xpgVxpg1xpj1xpjXnMcDjTHLjTHxxpgZxhif4m+uiLiKbdSa9fV6UC3uA6LoxKP9I3jx9qvODyoiBZSfn6BkoL21tjnQAuhsjLkR+B8w0lobBBwFBhZfM0XElfYeO8WIcZ9y6eYpfBXQh4G+S2nrs7G0myUVhLHW5v9iYyoDscDjwLfApdbaVGPMTcC/rbW3ZVybmJh49sbx8fGua7GIFFqatXy/5RTb1i9npOcHfNPwBa687gaqHv6dxqveYFvIcJJqBJd2M6WMCwoKOvu6SpUqJvv5fOW8xhhPY8zvQAKwENgKHLPWpjov2QPUK3JrRcRlLt0ynYBDq8++35WYStSiH/FZN5X2/juIDx7O1c1vxNMYkmoEsy1kOH7HNpVii6WiyFfx3lqbBrQwxlQFZgNX5XTZhT4fGhpaqMbFxcUV6fMVlZ5LzvRcsql+EqIiWHfNi4xPCOJA/EpGe3/In20/4OaOXTEm+x+ajudWv+RbWuL0s5Kz/D6XxMTEXM8XaFSYtfaYMSYauBGoaozxcmYt9YF9BbmXiBSv9Mtas+L692j642AapnbkNd8lpHefSKur2pd206SCy8+osJrOTAVjzEVAR2ADsBTo7rysPzC3uBopIvmXnm759o/9dP4ght4LfZjj0YmhXrPxb/UoFyuoSAnIT8ZSB5hojPHEEYhmWmvnGWP+BKYbY/4DrAYii7GdIpKTTDPo09Mt3637i+gfvqTasfWkV7+fKR3P0HLFIvZd1pe6cZGOtb00H0WKWZ6BxVr7B3DeMBFr7TagZXE0SkTyqV4INiqCn0Pe47W11ah+cDljK41mfbsPGRYInrOeZZNzpFfdm3tpwUgpEZp5L1IOnTyTSvSmg8xf68+J40/w7o+DCa90Bz39F+DVazKtLm/jyGZ6TCDpcGXHhzIvzaLAIsVIgUWknEg6ncKSjQl8t/YvojcncDolnWp+PtzWohPH048Svu4jxx4plzs33cpYMPJw3LmbaGkWKQEKLCJlQQ6rDR9dv4gDG35hz9FTRCfVY/qhQFLTLTUDKvF80wTaXbyH+ne+iNeuWIiadm7jLdVRpJQpsIiUBc5aSUzzd5h77HLStsXwyukRvJYyBG/Pi/jI639c3fwtgm64g5C0tXjMeg1aTYBdsVnrJtp4S8oABRaRUmatZX5SEAvTn2L4z0PZ7HEbvc1CloW8x3PBnbimbhV8drfk/qgIqLnTkZVkBA5nHSXHjbcUWKSUKLCIlJQcurs2/vIty2MX8urhW2lauwVJl/fj4fUfQ+thdGnf69xnA8MgdCDEjHB0eWXcQxtvSRmk9bFFSkqmzbW2HjzOe//3KTW/f5TlyZcx4r7rmH+3pdH26edqJc5NuADH67jInM+JlDHKWERKSmAYJ+/5DDslnPnJ7RngsZBlzd/hvS49uWjvTxA1IOdaCaiOIuWKMhaRErJi+xE6zYHI0+0Y7PkVvjc9TNdu93ORj6ejJnKhWklu50TKIGUsIq6UQx3lzJZoYpctYOCWVtx98VYe91sGNwyjclwkNG3nuLagtRLVUaQMU8Yi4kqZ6igAO+O+5+SUcD7dWpWXrjrEKI9RePeeCO1fPrvnvOolUtEoYxFxJWc3lY2KYFXNbgTumM7zns/ycL8+tD80DVpP0NBgqfAUWERcbNfFoawwt9F956d8Wy2c/z40iGp+PoCGBot7UFeYiItYa5myfCevfDCG9se/YUPQY9yRPJ9qCb+WdtNESpQyFpGCyqFAf2TdIhYs+o55CbX5P9+PONN1PFddeytsv1NDg8XtKGMRKahMBXprLT8umAVfRvDd4Tr885oTBPT9ghrX3uq4VkODxQ0pYxEpKGewSJ8ZwXe+d3DjkTl8UO1lXnugH41q+OV8vbIVcSMKLCIFZK3l68TLOXC6HY+c+oLfGj3MK/0fw9PDlHbTRMoEdYWJFMCeoycZMGEl02dOoRcLOHT9UK4/+BWeO38s7aaJlBnKWETyIS3dMvHnHby7YBMtWcd4vzF4956M5+Vt4JqOKtCLZKLAIpKHjX/9zfOz1rJm9zHaNq3JqPoW3yaTNNFR5AIUWERyEjuKvX5XMmFfQ8b/tIOLL/JmSodkbr7oZ8wtz51/vQr0ImepxiLuK3bUeet0JaxZyM+ThvP8r974znmIdT/N4+4WdYnu7kmr1f/E1AsppcaKlB/KWMR9OeejHL3jE746djnbV37H08feYnTKEJLrt2BF0/eZ8ucLeNRIgW8iVUMRyScFFnFbCdVb8m3dV7knKoLjaR15znsxMcHv8k6bu6l/SWXHRX7x528HLCK5UmCRii2H5VeSNixh5c+LeGJHa1LTatKw/n0MTZgArYdxV/ve5z6bfTvgwNYKLiL5oBqLVGyZll/5+3QKUVFTSZnej0+3VuWOa+oQ28uLDse/OX8v+e0x54YQa+8UkQJRxiIVW2AYafeN58zUcKaldKC7XcDEev/m9Xt6EXRyNUQ9lvNe8rltB6ysRSRXCixSoe04dIJnfvCizal2DPWaRULIUJ6+5yHHydhcgkdBtwoWkbMUWKRCcuyNsos3v93AzZ7reaxyNPbG56gV9zls71i4feZFJF/yDCzGmAbAJOBSIB34xFr7gTGmGjADaATsAHpaa48WX1NFLiCjQI9jJNdfiacZP2US7F1FeN1gnj/+EZ49J50LGlp+RaRY5ad4nwo8a629CrgRGGSMaQa8ACy21gYBi53vRUqes0AfcGg1sbtP86+RY3j0wOtcf1N7Xmx+Cs+eE3Pu7hKRYmGstQX7gDFzgY+c/7W11u43xtQBoq21TTOuS0xMPHvj+Ph4FzVX5AL2/cYVq//D+JQO9PdaxPrr/kWlhqGl3SqRCikoKOjs6ypVqpy3X0SBhhsbYxoBwcByoLa1dj+A82utIrRTJFeXbplOwKHVWY4FHFpNrS3T+X7rSfqtbMDE1A4M9ZrN8Sb3KKiIlKJ8F++NMf7ALOApa+3fxuR/U6PQ0ML9ksfFxRXp8xWVWz6X6iez1ka2x5C66C3+Xek5Jh9I4uH6u3kkcQn7GvWl/t7vqN+ql2ooTm7585IHPZOc5fe5JCYm5no+X4HFGOONI6hMsdZ+5Tx8wBhTJ1NXWEJ+7iVSKBm1kagIzgQPIGX5Zzx8chCbKwcxuX0SrX4fwebrh5NUI5i6N/dSgV6kFOXZFWYcqUkksMFa+36mU18D/Z2v+wNzXd88kUwCw9h6WS98fnqXyNPtCPzH7Sx+pi23VN6F6TGBpBrBZ69TgV6k9OQnY2kFhANrjTG/O4+9BLwNzDTGDAR2AT2Kp4kicPJMKpOnTea+bV8wxbcXj/suxLvFg1DZ+9x8lMNx5z6g+SgipSbPwGKtjQUuVFDp4NrmiJxv7Z5Exk+eyMunRrCw2dv07N4H712x6u4SKaO0CKWUWenplnHLttJt7E80TtnMX53G0btXX7w9PdTdJVKGaUkXKTsyLXG/P/EUz8xYAztiGFHnIO0Gvk/Vyj5Zr1d3l0iZpMAiJSuH/VHYHuPIPOqFYKMi+Dn4XZ742Z/gtD8Y5z+GSndOxGQPKiJSZqkrTEpWpv1RgLP7nti6wSw81ZQXPZ7lytghvOQ7i8jKH+N7/yRM4zal2mQRKRhlLFKyMs1HIXQgNi6SNTeO4tX5nqzZE0ej6s042PQBem0ep+2ARcopZSxS8gLDsKEPQswIvjSduHe+J4dPnGHEfdexuJsHV+6JOn9HRxEpN5SxSIk7sm4RXrGfMD61K/1OfMtnYR0I63Q7PrtjIWpAzjs6KnMRKTeUsUiJWrFkDnwZweCUIfh3fhW/B76g47rnHUElt+2ARaTcUMYiJeJEcipvzPuTKqu+Z071F3k1vD+Na/oDgdoOWKSCUWAR18s2pHjN7mNMmDKJ2sf/xKP1U/y74xX4eGVKlhU8RCoUBRZxPeeQ4rT7xjNuVz1+WTSb0d4fsv+OsTS7+crSbp2IFDMFFimcXCY6pt40hBUh73H15L6kpnRgrO8STPeJNLuqfem1V0RKjIr3Ujg5THRMnxnBt4fr0OadaPos8mGuV2eGes3Gv9Uj+CuoiLgNBRYpnEwTHZO++zcnp4Tz0MlBDPrFn3qXXMSXnVMJ914MYcMwcZ9rPoqIG1FXmBTawRo3sMavCx2Xj2R0WjcqX9WOua0b0zz1D4h6WvNRRNyUAosU2JnUdCb9soOfF83mXb5iWZ0BPJE4F8+bBkCDqhCby3wUBRaRCk+Bxd3lttpwDvNKYjYf5LVv1lPr8Ao+8f2IpLsiaRN8G2zvdi4r0XwUEbemGou7u8Bqw9QLyXLZrsMneXhSHP0+X0FauuWNf5whIHwydYNvc1ygWfIi4qSMxd1lW22YuMiz3VhJi9/lj/TGfJ3YhNm/78Xbw/DhjUncUW0zXmH/yvleykpE3J4yFnEEg9CBEDOCTQ168uLqS2j/bjSPLE7nytghHFy3kLub1+XHnl7cvfklvBpcX9otFpEyTBmLcGz9Yjxi/4/xqV3pu3EyB6hJYGAYN93Qnb99ryVy6SBM9dMwP1Iju0QkTwosbm79T/Oou/BxnkwbSmi7e0gM6EVk9CBMm39AYGOgMSQ5shltvCUi+aHA4qbS0i1jlm7hxNJ5JPg/x4v9I7iqzsVAENSccG5o8PYYR90lY+OtwNYKLiKSKwUWd5BtSPHBpGQ+mTgBj/2r+evaR3mz67X4V8r0o5BRhM8YIaaJjiJSACreu4NMQ4p/2XqY4aPG8PjBN7jhlo6M6tUia1DJTBtviUghKGNxB4FhHL/rMzymhLPydDve9lpM4l2f0T60c+6f00RHESkEBZaK4gIz6JN3rmRs6l1E/pjCw2ntGOI1mzOt/knVvIKKiEghqSusosg2g/705qWcmhrOoGWGUYviGVBvN0/4L4OwYfisHq/VhkWk2ChjqSic9Q8bFcGa2vdx2fbpPHFmML5Bt7Dk6sM0jn4Lek1UEV5Eip0ylgrCWsv840FMONOeFts/YWlAF/756EOMH9CSxmc2qQgvIiUmz4zFGPM50AVIsNZe4zxWDZgBNAJ2AD2ttUeLr5mSm3V7E3l93p947vyRsZV+YNc1T9Jt2zRIvx8IUxFeREpUfjKWCUD2Su8LwGJrbRCw2PleilvsqCy1kYNJyfzfhAnMG/s8VQ/8yni/MQT0nUzD7m+eW1hStRQRKWHGWpv3RcY0AuZlylg2AW2ttfuNMXWAaGtt08yfSUxMPHvj+Ph4V7bZbQUcWk3jVW+wucVwph29gt0bVzDS4wMm1xpGl6o7Sal+JUk1grNc73dsE3816V2KrRaRiiYoKOjs6ypVqpjs5wtbvK9trd0P4AwutQp5HymAY9VbMKvu89y24jVqpnbkOe/FrL/2X9zcMJQj3Hze9Uk1grMEGhGRklAio8JCQ0ML9bm4uLgifb6isNbyw/q/eHfBZrYkNCLFvxNDmQWth3Fz+8dKu3llhn5ecqbncj49k5zl97kkJibmer6wo8IOOLvAcH5NKOR93FO2WgngeB87Ksshay0/xh/kno9/4rHJq7DWMuPWM/T2WMS+oL6ORSFVQxGRMqawgeVroL/zdX9grmua4yby2A748PFkvlu7nz6fLic8cgWHj59hRPfrWHCv4YbfnmVbyHD2NR2gAr2IlEn5GW48DWgL1DDG7AFeBd4GZhpjBgK7gB7F2cgKJ9t2wOkrI/n1+veYv+YSLps+hCVJ9fkl/Wqq+/nwSpdm9L10Jz5/zYL9QI8JJB2unPU+GUvci4iUAXkGFmvt/Rc41cHFbXErtlFr1tXpzrUxIxid2pWRi3zw89lL30uv4fP0N9nVYQyBoR3w2R0LUQ9mneB4OO7cjTQfRUTKGC3pUgpOnUlj/JSJ9NoxlSj/+3nkzHfc2bEnjUI74eXpAduvpGlUBJwc6KjVSaytAAAJ4ElEQVSjaOkVESlHFFhK2M7DJ/j48/E8f/xtoq99h/u69cZj5480iYqAWhPOZSCh2g5YRMonrRVWghb9eYAuo2Opc2IDuzuM4b7u9+PhYc5fuyv7dsAqzotIOaKMpbhk2h8lLd0ycuFmfls2l2eq7qXjQ+/QoFrlrNdrO2ARqSAUWIriAptrsXfV2SHFR+/8hCG/BpC6dRmfXvQRPl0n4ZM9qGSW23bACiwiUg6oK6wocpmPsuviUCLrvIqdGcENO8cx3n8M/n0n4xPUNvd73vLU+QEk8AIrFIuIlEHKWIoi23wU4iLZ0X4M7/8awLw/luLlUYtG9brxZMJEuFFFeBFxD8pYiiowDBv6IMSMYK53Z9p+mcbiDQd4uHVjfr3fmw7H56kILyJuRRlLEZ3evJSUnz7h89Su9Ev8hlEtW9Ouc3eqHPgFoh5REV5E3I4yliL4a80CTk/rx6OnnsSj3cv4PfAF92552RFUcivCi4hUYMpYCil6UwKrZ89hPU/zWEQ4YVfUBILOBQ9tBywibkqBJS/ZhhRba5k7ezobVy0jukYfPgkPpWH1TMOHFTxExM2pKywvmYYUH09OZdSnkbRe8xyVA1vy1RM3Zw0qIiKijCVPztpI6oz+zEm/lX7J8/kl5D0G390TY87b6llExO0psOTheHIqH/xZg4tPtGWw5wx2XfskXe7pVdrNEhEps9QVdgHWWr5es48O70Wz7qd5DPBZzKmbnqXhtmmajyIikgtlLDmIP5DEK3PX88u2w/SptYPXPMbi3Wuyo1vsiraajyIikgv3CSy5LRh5y1Okp1t2HjnJ9BW7iIzdjl8lL/5z7zX0SYnHo/5ELQopIpJP7hNYMkZ39ZiAbdSag38sosq3D/Nl4/9g3n+GRX/XY8npKwHoFdqAl5odpMqR2dBa81FERArCfQJLYBgp3caTOiWcL1I7cJ9dQETKEH5bW50e1S9ntOcIVrR5j4ahnbn8+CqIetiRmYiISIFUrMCSS3fX6ob9eeEbwx2n2zHUaxZrmzzKy+0f5YraAfh4ecD2a2kXFQGVNmmfeRGRIqhYo8Jy2B/Fzoxg4q5qdBv7M01OruJxv2gIG8a1+7/kmjNrHEEFsu4zHzpQQUVEpJAqVsaSbX+UM8s/5dn0p/nmj+q8es0h+u/9EI+ek3JebTj7PvOBrRVcREQKoWIFFoDAME63iMA3ZgRjU7vy5yXN+fKB6wjdMwlaTbjwasPaZ15ExCUqVlcYcHzjEpJ/+ZTRad142Hcp390NoY2q5b7lr5a4FxFxmQqVsRzfuIS0Gf0ZlDKEAQ/0o7LvpvxlHlriXkTEZSpMYPn7dApfffM1i1KGENGnHx2uqg3U1mRGEZESViECy9+nU+gXuYL1xzox5oHr6dis9rmTyjxEREpU+auxxI7Ksghk0ukU3hn3KTft/4KP+4Rwa+agIiIiJa78BZZMc1UygsrTR9+ifYfOdLr60tJunYiI2ytSV5gxpjPwAeAJfGatfdslrcqNc8RW+swIvvfoxFPH57GlzUe0bHdvsX9rERHJW6EDizHGE/gYuBXYA6w0xnxtrf3TVY3LSUpaOlP2NSD5VFseZRpbmj1By/YKKiIiZYWx1hbug8bcBPzbWnub8/2LANba/wIkJiaevXF8fHyB7n3plumcqNqUpBrBZ48FHFpN4u71PJPQmQYn/mBcpdHsq9+FJge+ZVvI8CzXiohI8QkKCjr7ukqVKuft0V6UGks9YHem93ucx4rsRNWmNF71BgGHVgOQvCuOS5e/zsjtdbkubR2fVx7N/pavcKL5QLaFDM9yrYiIlK6i1FjOi1JAjulPaGhoAW8dCk2b0nhaX5ZedBuhx77jKZ6m7W33MtB8jVeDKVx5dgix49qme1dBgb9P+RQXFwcU5rlWbHouOdNzOZ+eSc7y+1wSExNzPV+UwLIHaJDpfX1gXxHul1VgGAcvu4tO8ZNZXLs/I8KfpGZAJeDpHK/VXBURkbKhKF1hK4EgY0ygMcYH6A187ZpmAdtjqLnzG/Y26UuH4/OoeWi5y24tIiLFp9CBxVqbCjwJ/ABsAGZaa9e7pFXbYyAqgm0hw9l/5YBzS+FnmhgpIiJlU5HmsVhr5wPzXdSWc5yrDScdrux4n3m1YXV5iYiUaWVzrbCM1YYPx507pjqKiEi5UP6WdBERkTJNgUVERFxKgUVERFxKgUVERFyq0GuF5SXzWmEiIlIxuXqtMBERkfMosIiIiEsVW1eYiIi4J2UsIiLiUmU6sBhjOhtjNhljthhjXijt9pQWY8znxpgEY8y6TMeqGWMWGmPinV8vKc02ljRjTANjzFJjzAZjzHpjzFDncXd/Lr7GmBXGmDXO5/Ka83igMWa587nMcC4c63aMMZ7GmNXGmHnO927/XIwxO4wxa40xvxtj4pzHivR7VGYDS6atj28HmgH3G2OalW6rSs0EoHO2Yy8Ai621QcBi53t3kgo8a629CrgRGOT8+XD355IMtLfWNgdaAJ2NMTcC/wNGOp/LUWBgKbaxNA3FsWhuBj0Xh3bW2hbW2oyNWIr0e1RmAwvQEthird1mrT0DTAfuKeU2lQprbQxwJNvhe4CJztcTgXtLtFGlzFq731q7yvk6Ccc/FvXQc7HW2uPOt97O/yzQHvjSedztnguAMaY+cCfwmfO9Qc/lQor0e1SWA0uxbX1cQdS21u4Hxz+yQK1Sbk+pMcY0AoKB5ei5ZHT3/A4kAAuBrcAx51YX4L6/S6OAYUC683119FzA8YfHAmPMb8aYR5zHivR7VDZXN3bI99bH4r6MMf7ALOApa+3fjj9C3Zu1Ng1oYYypCswGrsrpspJtVekyxnQBEqy1vxlj2mYczuFSt3ouTq2stfuMMbWAhcaYjUW9YVnOWIp36+Py74Axpg6A82tCKbenxBljvHEElSnW2q+ch93+uWSw1h4DonHUoKoaYzL+kHTH36VWwN3GmB04utXb48hg3P25YK3d5/yagOMPkZYU8feoLAeW4t36uPz7GujvfN0fmFuKbSlxzv7xSGCDtfb9TKfc/bnUdGYqGGMuAjriqD8tBbo7L3O752KtfdFaW99a2wjHvyVLrLUP4ObPxRjjZ4wJyHgNdALWUcTfozI9QdIYcweOvyo8gc+ttW+WcpNKhTFmGtAWqAEcAF4F5gAzgYbALqCHtTZ7gb/CMsbcAvwIrOVcn/lLOOos7vxcrsNRbPXE8YfjTGvt68aYxjj+Uq8GrAb6WmuTS6+lpcfZFfZPa20Xd38uzv//2c63XsBUa+2bxpjqFOH3qEwHFhERKX/KcleYiIiUQwosIiLiUgosIiLiUgosIiLiUgosIiLiUgosIiLiUgosIiLiUgosIiLiUv8Pu47g8enjAEEAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -630,7 +632,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -680,7 +682,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -728,7 +730,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -785,7 +787,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -974,7 +976,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZgAAAEFCAYAAADew/HIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzsvWlwZdl92Pc799637wt2dDe6e5qzcBFFNodU0dTGbUjRUkl2lS3JSqJUKvmiMlOJ4lhWJZV8cKUcObY/xFWqcilVKS2JIluKFjLhIpGKKFIUh0NyOCt7enrH9vb97icfLtCN6ekGHoD3cO8Dzm8K01ge7j0A3u/9z/I//yOklCgUCoVCMWm0sBugUCgUitOJCjAKhUKhmAoqwCgUCoViKqgAo1AoFIqpoAKMQqFQKKaCCjAKhUKhmAoqwEwRIcR/IoT42qQfq1CcNZRLs4kKMGcMIcRHhRCvCSGGQoivCCEu7PPYrwghakKIrhDie0KInznJtioUUUUIERdC/HshxE0hhBRC/HjYbYoiKsCcIYQQVeAPgf8OKAPPA7+/z7d8FliSUuaB/xz4HSHE0tQbqlDMBl8D/hGwGXZDoooKMBNACPFPhRDXhRA9IcQrQoiffczjpBDiHwsh3hRC1IUQvyGE0B56zL8UQrSEEDeEEJ/a8/lfFkK8unOPN4UQ/8URmvpzwMtSyj+QUprA/wD8kBDiqUc9WEr5opTS3f0QiAHnjnBfhWIsZsUlKaUtpfw3UsqvAd6hf9Azggowk+E68BGgAPyP7N/T/1ngKvA+4GeA/3TP1z4IvA5Ugf8Z+C0hhNj52jbwGSAP/DLwr4UQ7wMQQpwXQrT3efuFnWu8E/je7s2klIOdtr/zcT+YEOLPhBAm8E3gqwSjHoViWsyKS4oxUAFmAuyMCNallL6U8veBa8Czj3n4v5BSNqWUt4F/A/z8nq/dklL+OymlB/zvwBKwsHOPz0kpr8uAvwS+SCAiUsrbUsriPm+/t3P9LNB5qD0dILfPz/aZna9/GviClNIf/zejUByOGXJJMQYqwEwAIcR/JIT47m4vB3gXQc/pUdzZ8/4tYHnPx/fncqWUw513szv3+JQQ4m+EEM2de3x6n3s8jj5Br20veaC33zdJKR0p5f8DfFII8dOHvKdCMTYz5JJiDFSAOSY7WVj/DvgVoCKlLAIvAeIx37J3DeM8sD7GPRLAfwD+JbCwc4/P795jZ1jf3+ftF3cu9TLwQ3uumwEu73x+HIydxysUE2fGXFKMgRF2A04BGYIF8BoEC4gEva7H8d8IIb5J0Jv6LPCvxrhHHEjs3MPdWbD8BIF87EwRZMe4zh8BvyGE+HvA54D/HnhRSvnaww/cWfi/SLDu4gL/APhR4J+McR+F4ijMkku7wWo3+MWFEEnAkuoMlPuoEcwxkVK+AvwvwDeALeDdwF/v8y1/DHwb+C7Bi/xvjXGPHvCPgf8LaAG/APzJEdpaA/4e8M93rvNB4B/ufl0I8ZtCiN/c/ZAgy2ybQMbPAv9ASvnCYe+rUIzDLLm0w+vACFgBvrDz/mP3lZ1FhAq2J4cQQgJXpJRvhN0WhWKWUS7NBmoEo1AoFIqpoAKMQqFQKKaCmiJTKBQKxVRQIxiFQqFQTIWppyl3Oh01RFLMHIVC4XF7L6aOckYxizzKGTWCUSgUCsVUUAFGoVAoFFPhRHfyFwqFfb/+/PNBod6rV6+eRHPGIoptgmi2K4ptgvHb1ek8XAc0fJQzkyOK7Ypim2ByzqgRjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYipMLMAIIXQhxHeEEH82qWsqFKcZ5YzitDPJEcxngVcneD2F4rSjnFGcaoxJXEQIsQr8FPDPgf9qEtdURBMpJZ4vcT0fz/Nx97zVuyZCCGrtAZoQaJq4/28iZhCP6WE3PzIoZ84Oj3PG8+Wpd0ZIKY9/ESH+PfA/ATngV6WUn9n9WqfTuX+Da9euHfteipPDcX0sx8N0PKyd923Hx/VdPOkj8fGkjyc9pPTxpUQIEGgIEYiy+35MxIjrBnFDIxHTiRsayZhOOmGgaSLsHxWAK1eu3H+/UChMtVHKmdOJcuatHHsEI4T4DLAtpfy2EOLHj3s9RTj4vmRkewwtl4HlYjkejudi+TaOb2P7Do5n40gHocmdXhbomkAToOnBx74M3qSUSAlSBtd2XIn0BTEtTkyLEddixLQ4aT1FNhUjl4qRTRoY+unPO1HOnA6UMwcziSmyDwM/LYT4NJAE8kKI35FS/qOHH3j16tV9L/T888+P9biTJIptgsm0a2Q5dAcWnYFFb2ihuSM0e4DujBDuiKSmkY8lScR1knGdREwjEdcf23t65dVXAHjm6Wce+XXX87Gd4M20PUzLw7IlWjyNFs+hxbNk00kq+RTVQhohJtNLG/d31el0JnK/MVDOhMDUnHGG6PZQOfMIjh1gpJS/BvwawE5v7FcfJYoiGowsh0Z3RKs3om+aDJw+fbvPwB6SiAvSSYNyziCZyEy8Z2ToGoaukU4++Jzr+vRHLt3BNhv9ddLdDOVOiVKjwGI5S7WQjsx0wKRQzswWYzlTVs48ioks8iuije14NHsjmt0R3dGQjtWla3XxpE0mZZAvGCylsqEMtQ1Do5iLU8zF8X1Jb+iw3V6nNqzRHFYpNQoslLPMFzORkUZx+plVZxqDKuUIOTPRACOl/Crw1UleU3E0PM+n1TdpdIa0hyN6VpeO2cX2TfKZGItzMdLJ5MEXOkE0TVDIxilk4/QGDvX2BrVhneawSr1T4uJikUwqHnYzJ4pyJjrsdaYzNOlanZlzptHZpD6KjjNqBHPKsB2P7faAWntAx+zSMTsM3AGZlE61EieTyk1snnaa5DIxcpkY/aHDdnODrt1laFmcmyuyWM7OxM+gmA2UM9NDBZhTwmBks9UaUO8OaJttWqMmRkxSzMdZyuTQZ3R6KZuOkU4a1Fomb7bexHRX6A4s1haLJOLq6as4OrvONLoDWqfMmUzKYLsZODNyl+kOSqE4owydYaSUtHojtloDWv0BzVGTrt0hk9JZXUySTMz2Jq1dNE2wUEmRSTms1+/Qt/uMbIcrK5VTN2WmmC5nxRkhAmeyaZf12l0G9iAUZ1SAmVE6Q5ta18JMr9McNhg4fUr5OBfnMsSM6ObFH4dsOsbFFZ2NWpebLQtfSt6xWiWrgoxiDB52ZugOKOZip9qZTMrg4kr2vjOe7/OO1Sq5dOJE7q8CzIzR6Zvcq/e4UWvRtFqIPlQKCZaz+dAzRk4CQ9dYXUizXhtxs3UbKSVPnZtTIxnFY3m8M7kz58yt9h0Anjw3dyIdMxVgZoT+yOZerUuj36c22Gbb3qSY07m8OhsLkJNECMHyXIqN+ojb7btoQuOp81VSiVjYTVNECOXMAx7lzJPnqqST03VGBZiIM7Ic7tV71Ls9asM6fbtLpZhgZS4W1C06Y6LsIoRgqZri3vaQO517xNZ1nj5fRY9w2QzFyaCceTR7nbnduUvMmL4zKsBEFM/zuVfvsdHqUh/U6dhtyvk4lxeC7Jat9bMpyV6EEKzMp7m53merWydbi7O2WAy7WYqQUM4czEk7owJMBGl2R9zZ7lAbNKgNa+SzBpfnw9k1HHWCoX+aWxvbpJsZCpkEpVwq7GYpTphmd8TdWpftfv0tzmiaxisvw3e/CzduVAF4+Sn4kR+B1dWQGx0SJ+mMCjARwrRdbm91qHU7bPY3QXc4v5QmGT8dqZPTIhHXqRbjrHfvkdqKk03FiRnqd3YW2M8Z14M/+APY2IBUCsTOgn6jGXz+/VfhRz8S8g8QEnudSW5OzxkVYCKA70s2m33u1TtsD2r0nDZzpSTFXDbsps0M5UKC/qjPZm+b3FaCyyvlsJukmCLjOPPlL0FtOwguexEC0hl44QWYn4ennjzhxkeEciHBYDRgq79NfkrOqDmXkOkNLV65VeP19XWut64jjT4XV7IUcyrt9rAsV9O0zBb1bp+R5YTdHMWUGMcZ24E3rkNsH42SSdipSn9mWaqmpuqMGsGEhO9L1hs97tXbbPQ3cOSIlYUU6aT6kxwVw9DIZw0aoyYbjRyXlkthN0kxQaSU3KuP58ybb4LrQGyfLFwhoNEAy4bEGe3PTdsZNYIJgZHl8NrtOtc2NrjRvkEq7XJxJauCywSoFBK0zRa1bh/TdsNujmJCjCyHV2+N74xpgjbGq5uU4J7xp0l1is6oV7QTZqvZ5/Z2m83BFkO3y+pCmpQKLBMjZmgUsjGawyabzZxKWz4FHMWZ+XnwvIOvHY8FU2VnGWOPMxuNLBeXJjeKUSOYE8J2PH5wp8EPNrZ4s30DLTbi0kpOBZcpUC7EaVstau0+jjvGq4wikjzsjDCGYzuztAj5wv6P8T04fwFU9j9UionAmc5gos6oV7cToN03ubHRYrO3TdtqsjyXIptWZU2mRTymk0po9Ow+nYEVdnMUR2CvMx27yVL1cM4IEaQgf+7zb88ig2BqzPPhx39sgo2eYWKGRiqh0Z+wMyp2TxEpJfdqXV67s8X15ptYdLi0klXB5QTIZWL07T7tvhl2UxSHYK8zbzZvYNHh4vLRnLlyBZ77ZBBMRkNAgvRhOAgW9X/xFyCrdgLcJ5eJ0bN7E3VGjWCmhOv53NhosdFusd67R7kYo1LIhN2sM0M2ZbDV6NPpm/i+PBNVc2edaTjz1FNw5R3w+uvw9a9b6Bp84pOwvBSMchQPCJwZTNQZFWCmwNB0uL7eZKNbo2nWWJ5Pk0mpX/VJYhgaibig7wzwLZdcSo0ao8w0ndE1eOZpgC4AK8sTueypY68znumSn8BMi3rVmzDN7ogbm03udtdxGbK2nD21hxlFnWzaoD/q4Y0cFWAizF5nHDlQzoTIfWdMRwWYKCGl5G6ty916m7u9u6SSPsuVjJqaCZFsKsZ6b4Rvq0yyKPKwM8mkz4VKVjkTIpN2RgWYCeB5Pm9utFhvNVjvrzNXilPKp8Nu1pknHtOwXQvf8ZFSht0cxR6UM9Fk0s6oAHNMHNfjjXtN7rW3qY+2Oac2TkYGTRMYhqDvO1iuH3ZzFDs87MzqQlpVsYgIk3ZG/VWPgWm7XLvb4G57k67T5MJShnhMlYmPEomYTls62I4KMFFg15l7nU06tnImiiTjk3NGBZgjMhjZXLvX4E5nHVv2WVtWB4JFkURcw/YcbLWjP3SUM7NBPBY4YznHd0YFmCPQ7ptcX29wu30XYVicX1CL+VElHtOxpY2pRjChopyZHXadUVNkIVBrD3hzs8mdzm2SSZ/FahqhdmxFFkMX+NLH99Uif1goZ2aLSTpz7PGpEOKcEOIrQohXhRAvCyE+e+xWRZTNZp831uvcbN8kl4WlOSVK1NG0HVkilEV2Vp3JKmdmgkk6M4kRjAv811LKF4QQOeDbQogvSSlfmcC1I8NGo8eNrQa3O7eYK8fViZMzgiYESBm1NGXljCKy7DoTiQAjpdwANnbe7wkhXgVWgFMjS61jYm3Wud25zUI1TiGrRJkVhAAfSZRmyM6SM3e6t1VwmTEm6YyYZM9OCLEG/H/Au6SUXYBOp3P/BteuXZvYvU6K7Y7JRrvLprlJuaCRTc1mSqXt+liOh+P6eH7Qo3d9ie+DL+X94nYxQxDTNQxNI25oJOP6TC/Gup5ko+ZzKX+eJ5by+z72ypUr998vFAon8kMrZ6LLXmd2HZllZzxXMBwJNAHpjP/YYp+7zlzMnefK8vGcmdgivxAiC/wH4L/cFWXWqe0RpVLQyMyQKJ7nM7Q9RpaL6fhYroPt27jSwZcSKX1c6YGUeEF/BQ0dXejEdAMdnZgeJ6nFSScMssnYTG6GEwIkfqRGMLsoZ6LFw87YnovlWWM5Y2gGhoimM7al8fzzWdbXE9i2AAHplM+lSyPe9e7B246WfuBMBKbIAIQQMQJRfldK+YePe9zVq1f3vc7zzz8/1uNOgo1GD2uzzgubP6BS0PjA+94ddpPewiuvBrMpzzz9zP3Pub5Pu2/SG1gMLBvNGSFSQ4Q7IkmcQiJJIqahaxqaJtCEQNPBEAKhCTzPx3El7s6/pu3iugItlsZI5EimMlQLKfLpR58x+6g2hY3r+tzb/j5w8POq0+mcRJOA0+uMvdXghc2/mHlnNNckgSCfSMy0M8MR/PZvg+fCwuJbv7a9Da+9Bj/3c7B3wOV6gTNCiGM7c+wAI4KUkN8CXpVS/qvjXi8KbDb73NhqcKd7m/IM9MIsx6XVM2n3R3StHj2rjyNtkjGNVEqnlEgQMw7+GTRDJ/aWZ0QC1/MZjGy2+5u0Rkm6oyKVXI6lSg7j4a5PBPF8GfQyIzRlcRqd2dpx5nbn1kw607cH2L61x5n4qXDm858LjobWH/FKn0jC+j341rfgg88++LznTc6ZSYxgPgz8EvB9IcR3dz73z6SUn5/AtU+cRmfIzT2ZL84wuqKMLI87tQ6dwYiu1aVr9UjGBcVCjGQiHWSDHBND1yhk4+SzMXoDh83eJiPXxLRcVufypBLRLoPv+RJNaJEKMJxCZ27MuDP5fIzUlJ0ZmQ6r8wXSJ+RMfwD31iH56METEASZl1+GZz/w4AC2SToziSyyrwGRsveodAcW1zca3O7coVKMUczFWQ+7UQ8hpaQzsLjXGDKwTYaJdQbugGzSYGkuQXyMXtdREAjymTjppEGt1eFe18T1PS4slE5MmKPgeRI9YgFGOXOyPM6ZTFI/UWfWeyae9E/MmZs3g+OiD6LbBdOEVCr42Pcn50z4K1ARYWg6XLtX507nDrkslAuJsJv0NkaWw2azT2vYZ2NQw5EWC4ksq+UU+gkNvQ1dY7Gaot622OhtIYTGxcUiiVg0n0pBbyxaU2SnhQfO3FXO7ENYzkh/vGOhheAtSTCuNzlnovmqcMJYtssP7ta527lHPOkxX47WuRSe71NrD6l3+jTMJpY7JJV2KScMirmTl1ogqBYTbLdMav0aibrO2mLxxNsxDt5ObyyKaaOzzF5nYglXOXMAYTizuhqsvxxEKvVg9AKTdebMBxjX87l2r8m9zga+PmKlmgm7SW+h3TfZbvVpmR1aZotc2qBaSeOY4S6wB8IkWd8e0Bh0yLSjOU3meUEqqaECzMR42Jlzc8qZcThpZ0olmJuHfv/xIxnHhne9661ZZJN05kwHGN+XOwcfbTLyu5xfykamTpLluMHQftCnPqwjdI+lanJq88VHQReCuVKS7WaDdDeN5/noESu/bjs+Md2I1O9tlpkVZxrDBugui9UkiQj97U/ameeeg//j9yAWf3uQcV3IZuHDH37r53ediRnHb9eZDjBvbrS416rRthqsLWcjM09f7w7ZavZojVr03T7lfJxcOnrz2xAcTpSIC7p2D3foUA5h+mE/TNsjJuLEY9EKfLPKjZlyJlrTdrucpDPVCvzCL8IXvwBbW8Givy8hEYe1NfjEJyH20EBq15nEBA6CO7MBZr3eY6PdYnu4yYWlDMYEovVx8XyfjUaPeq/H1mCLdFI70cXIo1LMxdludHCHDsVMdGpO+b7EdSGhx0lE4O8766zXe6xH2JntwTappJgZZ7YabbyhO3VnKmX4+Z+Hbg+2t0DXYXklCDIPs+tMXItNxJkzGWDafZM7tRb3undZnkuRiIc/hLYcl7u1LvVBi5bZYq6YiESZiXFIxHQ03cf0bUw7OidHWrZHwojjx+zITOPMKp0IO9MYtGmazZlzRtclgxN0Jp8L3vbjvjPxyTgzG3+NCWLaLjc2Wtzt3qVUMMimw1+c7o0s7tV71Po1TH/AcjU51i7iKJFJGmx7I4Z2dBZ8LccnYSTxY9EJerOIabu8GXFnorY+OQ5nwZkzFWA8z+f6vSb3uusYCZdqMfw/bK09YLPVZXuwjR73WK5MZjfxSZNKGtiujWlH52hi0/ZI6Al8YxR2U2aWWXBmqZJGn1FnrIg5Y9kecT2OnJAzZyrA3NrqsNmtM/R6rC1kQ22L5/usN3rUuoEohZxOMZs6+BsjSszQcHFxPR8pZSSmpCzbI5tIICewWHlWiaIz9V6Prf7WqXDGi5gzpu1RSSTxY/2JXO/MBJjNZp/1VpPt4RYXljKhZr+4vs/trQ7b/SYds8Vcafy5Y8+HG2/C91/KIASkU7CwEH7dEU0IhABXejiuRzzknf2+LxlZHqlMCj8C6wWzSBSdqfWbtA/pTFSJojOm7U/Umdn+C41Jb2hxa6vJ3QgsULqex62tDtu9Bn23w9Ih1luuvwkvfBscF0ajOEj48z8Pctl/7MegWJhy4w/A0MGVLrbrEw95mn5keST1JNlkgmE/2hlFUWTXmXvdeyxVZ9eZqGPo4PhOZJxJaImJOnPqzfM8nxsbbdZ7GxTz4S5QOq7HzZ0ph4HbYamSGluUm7fgm98EzQgqoAIgIJkKNkx94YswGE6v7eOg6wLPD3pjYTM0XdKxDLl0dNKmZwXP87m5GThTyOvkMrPpzCxg6AJf+pFwZjQFZ059gLm11WGrX8fXTKrF8DYBOq7Hra02m51tRn6XxWpq7B28Evje9/YElocRoAt44YWJNfdYRGEueTByScfTkd2gGmVubXXY7M22M7t4HjQacP0G3L6Z5PatBDdvQqcHUVha360xGQVn+lNw5lRPkTW7IzZaberDGmvL6dD+iK7ncWs7kNZiwGL1cFkv27WgnlByn/VMocPGRrBGE1a1FukH88q6Hq4srudjWj7ZXIZcSo1gDkOzO2Kz3ZlZZyTBZsJXX4NeD4aDYIQvNOh2gp396+vBjvZYLJheLpWCely5EHIYouKM58upOHNqA4ztBL2f9f468+UE8ZAyiVzf35k/rmP6vUMHF4B2a7yg4Xlg25Da54ChaeJLiabpoe+iHpoumZ2eWNRqo0WZ+8707oXuzO3t7qGc8Tx47XW4fj3ojCUSgAAjHrwBxEbBeGHvTMDIhMEduHEDymV4+hk4f+7kkmai4sxg5EzFmVMZYKSU3NhosdHbIh73KObCecX1peTOzuLkwO2yVE0dKV8/kQhGJuPMhD/qaNSTwpdBxdiw61P1hy7ZeJl8Rk2PjYuUkpubbTZ728Qi4MzWIZzZ2oK//gbYJsQS+0wlPwbNgIQBgwH89dfgtTJ85EeDDM1ps+tM2MdJTMuZU9m922oN2Oq26dotFqvh5clvNHrU+m16TrA4edReysrK2wvSvQ0JxSLEDxlgbDfo9b30Mty9d7x5ad8n9NMjfV/SH7rk4jmK2ZCGcjPI9o4zHbsZDWfs9oHOeB58/W/gz/8imGqKHfe1UQTBqdeDP/1TeP31B2sk02LXmTCPk5imM6duBDOyHO5st9norbM0l8IIaYqk0R1S63Zpmg2WqsljDTtjBpw/D7duPhjuP4xlwQc+MP41PQl/+024fQc8NyiA53mBYO96Jzz5jsO3U0oQaKEO9/sjh6SeppBJkzxstD2jjCyH29tt1rv3ZsYZ24UvfXFnOmzC/QihB+nD334BWm344AenN2V22p05dSOYW1sdtgZbZDNaaCnJA9Nmoxns0K8WJ3Pm9weehUoFLJO3dqt8MEfwzncGc8fjIIGvfgVu3wZjJ+3ZiD0Q9dvfhpdfOVz7XM9HoGHoWqgZMZ2eQz6Rp5yb3R3eJ030nInv64zjwhf+32BKy5hicxPJoFP39a9PZySz64yuiVCd6fan58ypCjC19oBar0Pf6TJXDmd6xHE97ta6bA9qZNIamQntNtYF/OTH4Ed+BDIZgq4PknIFnvsk/NB7xr/W+jpsbj5ezkQSXnop6CWOi2l7JLQ4iRDPXXE9n6HpUUjmKedVgBmHemcYQWceHzV84MtfhtHoZNYbjTjcuQ0vfGfy1951JhnqJlafwcgjn8hRmsK626mZQ3A9n7u1Lpv9TRYqyVDWAXwpuVvrUhs0ELpNacIvchpwcS14e/NmG4BLa+VDX+flVyB50HNJwuuvwbvfNd41LcsnrsVDPT2wN3DIxnMUs+FN88wSrudzZ7szU868+D3otCew3nIIYonAhfPnYK46uetalk9Mi0XGmWlsYD01Fu4+SY2YSz6kQ682m33q/Q5Dt8dcKYkIvULYoxkOOHBS2YhDszn+NU3bJa6H2xvr9B0KanpsbKLiTKPfYegc7EynC6++erLBZZdEIsgw8ya4O9O0XRJ6IhLOVPLTOf3zVASY3tBisxVsDlushPPi0u6bbHe6NMw685Vk6Hnt+zFW0+Tbz/B+HK7n43oiODkypCky2/Gwbcglsip7bAyi5Ex9DGck8Fd/BfGw9s2KIJHm2xOqlnFWnInuq+CYSCm5vdVhq79FpRAPZXOY63lstvrUhzXK+XCnicahUgF5QOkj04SLF8e7XlD3K00qroe2WNnq2hSSBcr5dOh7CqJOJJ05oA3bW9DtEmrZcCMON28ElQGOy1lxZuYDzFZrQL3fxvQHVEKqm7TVGtAatTEMn9yUs3AsC77/Erz4vQzffzHD9euHH7a/5z1gO/s8QEI6DSur411vZHqkjRSpRDhLep4v6fQdyqkS8xE4ECvq7HWmXAjPmfaojW54Yznz0ss7u/NDxvPgB28c/zpnxZmZXuR3XI/1epfNwRaL1VQoPYGBadPsDehYbZar05ua6fXhb78Fta2grlK/F8wVfPNv4TvfgXPn4OrVYD/LQeSy8P73B+nIuyU1dpFeELA+/onxeh+e52PaPtV8ChmfzCFFh6Xds8nEcpSzWdL7ZCApgqmZvc6EMdrbdaY9pjOmBbXtcNZeHiaegDeuwdNPHX0wFQVnOj2bdCw7dWdmOsBsNvs0Ri0ScRlK/r6UcqcNDQoZY2plxButIDXT0PZItvPs3t27cvM21OrwyU8GGzMP4sl3BDv/X3wxEbgoAAAgAElEQVQRmo2gZIWhw/IKvPe9kBlzza87dMjGshQzSbqjkx8QSylpdSxWcgsslNTo5SA2Gr2Zc+bGjRNo2CHo9WA4HN+Rh4mCM80dZ+an7MzMBhjb8dhq9akP6pxfDmeRstEd0hp2caTJfG46WRiWDX/x5eDFf78uk2EET/qvfBU+8bHxrr0wDx//WLCr3/OCaxzm6e5LSXfgspTNU86n6dYP8c0Tojd0MESSYjpHQS3u70sknOmNaA97h3JmuwaxCBXFFiIYUWXWDv+9UXNm2gkxEwmfQojnhBCvCyHeEEL800lc8yDWGz0awwaZtBZKmp/tuNQ6A5qjJpXC9FKSX3pppz7YGJfXDajXgvMvDoMughpmh30yDEYuST1JPpkinQhnaqrZsamkyzM3ejmzzrSD0cthnOn3CP9M8D0k4rC+cbTvjYoz5dTJOHPsACOE0IF/C3wKeAb4eSHEM8e97n6YtstWu0fTbDJXCmmRsj2gOWyTSAhSienI6gO3dsq5PMx3G9/hu423by9OxOHF70+lOW+j07fJJwqh7ZofmS6uq1FMFaaWxz8NlDPjO+MTlISZBI9z5tBowTTZUYiKM6X0yTgziRHMs8AbUso3pZQ28H8CPzOB6z6We7UujWGDfMYIJcVyZDm0+0N6TpdKfnpj914XRoeVSzvcBsmjMjRdhDTIJdLkQzo1st62qKTKzBVmLjVZOTMmngt++KcJvw1nvyzMx3AWnRFSHq+MmxDi7wPPSSn/s52Pfwn4oJTyVwA6nc79G1y7du1Y9wIY2S5vbHZYH91jec7ACOEkuO22yXq/jjBM8tnpydpuG3zjr/MkUw/+Rrs9sLYTlIopxooAvLfyw/cf43rw8Y+3ptYugEbHJUWBlUKRYvbkJ8hN26fWlFzInuPyYm4ipWGuXLly//1CoTC1J9aZdKZjst47vDOOpfGVrxSJxY/+OjWOM4fFMHw+8qOdQ31PVJw5n1nliaX8iTgziRHMo56tUztGodaxaNttsmkRiiiu69M3bYbukExquhkgui6PNPesi+meYuE4EscRZIwU+ZCq77Z6LsV4kUouMYt1x86eM6MjOqNN+0SWo3HYHRGOGyVnkifmzCSyyO4CewvFrwLrj3rg1atX973Q888/v+/jRpaD9+YGZtvn8mr2RH5Jr7wa1K1/5ulginyr1WeY2CRHgvnSdDMwPB9+8Fpw4t4uP176SQC++sZfBB8/8ZNv/SYJufzRimCOg0SyXhuyPFdhrTrHfOnBQeYP/66mRX/okMx6vKNymXddnD/wrJ2Dnle7dDqH65EeA+XMmHgSvvud45XlP9CZI5BJw6W1yliPve9MtcKF6hwLZ8iZSTzbvgVcEUJcFELEgX8I/MkErvs2tlsDWmaLQiYWSq/V831afZOu1aWQnX4vRNdg5Rz4hyhNYVnwzik+V7t9B00mKKfzVEPaNb/dNJlLV1mq5CZ6fvgJopwZE10EVSUihdw5MmNMeoMHzsyF7MxiOXuizhx7BCOldIUQvwJ8AdCB/01K+fKxW/YQjutR6wQlWdZWwsnA6Aws+mYf3ZAH1k6aFD/0Hrh9862jGHjM/LEP2SwsL0+nLZ7n0+47LGWXWShn0UKonNDp22gyTiVTpFqI2ivPeJyUM67n33fmQkj7XibhTC4bbDY+LsdZc9mLbcPi4niP9TyfVi86zpx0gJvIRksp5eeBz0/iWo+j1h7SNtukUyKULBgpJc3eiI7VoVAYf4FuaML3XwwO+PJ8iMeCIpJPvuPR6ccPk0nDh/8OfO1rO5VkH/P83C1e+dGPTm/LQKNrk4vlKWcz5FInnwUjpaTWMlnKnGOpkpu1zLG3cDLODOiYHVJJQSKEfS9HdeZhyhXYqo3ny0ng+7CwMN5jz7ozMzG/4PuSWntAc9SilA8nvW9g2vTNIR4O6eR4sq5vwp/833DrVpDZJWWwM//7L8Kf/VkQfMbh3Cr8xE8EAcYcsbPzMsBzg2OUC0X4zN89evmKgxiaLpYF5XSRxT1zyCdJq2sTF2kqmTwVdWLlvvi+ZLs1oDFqhlbQ8ijOPIqLF4PneVRIpyGXO/hxgTOScrrIQkhTY2E7E5E+wf40eyPaoy6a7pJJhfPC0h859O0BubQx1g7kkQl/9ZePLtAXSwQlv7/yF/DpT4834lhcgM98Jqgb9sqr4LoeCMnaRXjXOyE9xV+LLyWNjkUlNcdcMTu1mmv74bo+9bbFhcJFVufyoZ5hPgtEyZnsmM48jlwWyuWdDZch/9ldB97xjoOb8bAz8XEKBE6Yvc6shOTMTASY+z2xkMrxQ3BA08gZMZcf71f28kvsOz4UOrTbUK+PfwyrIDjL5SN/B9682QXg0trceN98DDp9m7gW1C6qhHRa5GZzRClZZqGQVzXHxmC7tTPiD2n0AtAfHc6Z/Xj6meBEyUTYf3oJz4yRRBM1Z8I6hC/yU2SDkU1nOMTyRuQz4eSP247P0LHwccdeqNzYPHjOOJmEH/xgAg2cIkPTpTfwqKaCrK0wekH9oYNpCuYyVc7NF078/rPG0HToDIeY3vBEsh0fhe34DG37UM7sx7lzkEoxxd1CB+O5sLQclGPaj73OLJazZ9qZyAeYYJGwTT4bC21aZGi5jNzRoeaRvXHKW4jJnI43LRzXo9a2WMgssFjOhVKcz/clm40Ri5kFVqqFUBI8Zo1Gdxi6MyPbZegOj7X2shcN+NCHgjT8sBDABz+0/2N2nZnfcSaTPPkd+1FyJtIBRkpJszuiY3VDKa2wi+V6mK5J8hBFLcc5fc9zg7TiKOJLyXbTpJQsUc3lqBbCWaRsdCySepa5XGnmKiaHwV5nCiGN+AFM5/DOHMTSIqytBesgJ41lwgeehf36WHudmQvbGS1DNVsM3ZlIB5je0KZnDRCaN9En6mExbQ/LNQ9V4vzKE2Af0NvyvfHmc/fS7sBffQ2+/tcFvvH1At/+znR6dbW2SULLUM2UWKqMkTIzBSzbo9mxWcjMc36hoBb2x2CvM6lkeEusR3FmHJ79wE66/iGPCT8Org2rq7B2Yf/H1dom8ZCdsZ0dZ7ILXFgshu5MpANMozukY4bbE7NdH9tzEchD7YS+eDkYnTxuF75jwcVLkBpz7U0C3/wmfO5zsLUJlqVhmhpvvAF/+Edw4+bYTTuQTt/Gs3XmsnOszuXRtXCeJpuNEdX0HIulAtlUhE6cijCz7Mw4GAZ84hNByv9JBBnXgWI52Iu2H52+jWtrzGeqoTqzUY+WM5ENML4vafVGdK0u+ZAWKiHYDe1Kl1jscD0BXcAnPgn5QjC83t0I6boPgsuzz45/vRdfhDdvQDIVZKDtYhjBOeHf+EZwZPJxGZou7Z7LfGaelWqORAjplQDNjoV0Y8xnK6zO5UNpw6wRNWcMYzq950wanvsUIB54NQ1cO0iP/thHA58fx8jyaPdcFjILrMzllTN7iGyacrtv0rP6xOOEukjlS4mUPuIIO2ATMfjkJ4J05NdeD86QyGXhqacheYjsUc+HN64FgeSx90rAd78bHIF8VGzXo767QFnKh7LzGILplVrL4mLxEmuLpVmslhwKUXNGm2Ll5mwGfuqn4C+/Cs3W/m4cGhlMO1++BFef3T+42K5HrWUqZx5DZANMqzeia/dCS7PcxfclvpQY4uh/sGIRPvTBo7dhYwNMKxi9PBYRbMJ03aOV1HBcj826SSlZYS6fD63Ol5SS9e0hC5kFlsuF0PL3Z5FdZ8JK599lEs6MQzIRzBL84PWgc6Xrbx3dHwXXDoLVxz4O8wfsT1POHEwkA4yUkt7Ipm/1mZsLt6Ch74OPjxZiduygH1RWPgjPB+cIAcb1fDbrJsVkiflciZVqeDvlt5smcZFmIa/2vByGs+qMAJ58Es6dhxdegPX1YIvAoUY0OyOWdAouPwnvfncQrPYjSs7UWg+cicrU2C6RDDD9kU3fGqAbkpgR7lDPkxIfL5QqqLtkc0HwOKhfqutBMc3D4Hk+G/UR+USRhVyFc/P50H7Wwcil2/e4VFri4mJxpotZnjQD02FgDc+sM+kU/J0PByP4H7wBN29Avw+OHXgR27ve7Qc1ASHYNJkrwLNPBZli47Q4as50eh4Xd5yJ2vEVkQww3YHFwB6QTYXfPG9nuB/mi93ScrDrf18kVOcO7nntxd0RJRd/IEpY2S+eL9moDVnKrbJaLZKJQAbMLNHpm/Tt/pl3xjDgmaeCNx/odYMp5nYbdD2IKkvLsDAHc/NB4crDtDKSzmRXOBdRZ8J/Nj6C7tCibw+o5iLQPCkBSUjPISBI9XvqqSCT7HFDf9uGHz7EcRe788f5ZImFbJlzC4XQRAHYrI/Ixgos5EssVSK6+zTC9Ea2cuYhNKCQD94A3rw5AODS2tGuF1lnCuXIOhOt8RRBVO6bNqY3Ih3iRrFddF1DFzquG+7Z4M88A08+FaQ87y1d7ljBtMBHPgLl4njXsl2PjbpJMVlmMVfh/EIBI0RRmh0L29JYzC1wMQKbw2YNz5f0RlbknHHcE9wNOWWi7MxahJ0J/9n4ECPLRThDknE9EnPwMV2gY4QuiwDe91546kn4/kvw5nUPAbz7PUH58HFT7wemS71tUUlWmc8XOTdfCHV9aTByabQd1oprXFoqk4hH7ikZeUaWi+aMIudM2J2ySfGwM2FupIRgr1qj7XChEDiTjLAzkWvZ0PbQnMkVyTsuhq6ha9HpjaVT8MEPwNzcbrn+8Wr9SyTtnk1/4LOYWaSay7NczYUaXBzXZ31n3eVctUQppLLms07gzCBSzhh6+J2y4xJVZ+5uDVnOrXJuLvrORC7AWI6HcE2K2Wg0LaZrxLQYzgz3xjwpqTVHSC/Ocm6RpXKeSj7cVFYpJfe2h5SSVZaLZZar4dRuOg1E0RlDGDPvTL1p4nuxyDlTTlVZKpRZmQFnovGM3EMgi0UiHo3NQoYuiOsGAg3L9UiEcJrjcbBcj+2GSdrIMZcPSkiEUUL8YTbrIwzSLOfnubhUiuwc8ixgOR7Cs4k/6vjUEHjgjH4qnFmp5iNR12uvM5eWZ8OZSAUYz5dYrochCT2XfxchBOmEjmakGY1MErnZkaU/cmh0bCrJKtVsgdW5fCjHHT9Mu2czMjUulZa5vFyOTFmLWeS+Mx7EY9GYLnngTGrmnBmYDvV2NJ0ZjgSXy7PlTKQCjOV4OL5NJpaJVHROxw30RJb6qE8hFz/W+eIngef7tLo2IxMWM0vMF/IslrOhzh3vMjRdtpsWa4WLrC2USCfDLWsy69x3Jv54Z1wv2HSoaUEtvJN4Guw6UxsqZ47LrjMXCmsz50zkAoztOyQmfIbEcUkldBKJFM1hjKHpkonwH7g3dGh1bTJGlpVcieVKPjILgZbt3V+gXK0WqYRUu+k0sZ8zpglf+QrcuBHsk4KgKsQ7nwlOZpxmwtkDZ+Iz58xSJU85gs6cq5ZmzpmIBRgf27ciF2CEEFTyaTqjIs1ujXTSiFyPzHI9Gm0LPIOFzCKlTJbFcja00uEP47o+dzYHzKcXWS1Fp5z4rGO5j3ZmOILf/u1gz5RuwO4Gf8+Db30L1jfgZ392ekFGCEG1kKEzKihnjsheZ1Zm1Jlo/CZ3sFwPx3dJxKI3v1jMJin0cvTsHs2OTaUQjQVVXwaplL2hSylZopQtsFDOUshEI0kCgnWC25sDiskqK6U5tag/QWzHf6Qzn/uz4MRU/RGGJ5Jw724QaD54iDOJDkshk6CQVs4chYeduTSjzkTqldzzJb7vRXIBSwjBSiVHNV1lMPIYmo85qvKEkFIyMn3ubQ1x7Tir2VUuVBa4vFKOlChSSu5uDUjreVYLCzyxUo7EZsDTguf7b3OmP4B76+xbzTiRhJde2qnqMiWUM0fjNDkTqRGM70s8fPQpHlR0HFKJGIulHK6/wGZ7k/mSIJU42ek8T0r6A4ftlosmY1xaXqCUDob2qUT05rnXayN0P8W58gpXViuR7DzMMt4jnLl5c7zv7fWCdZrUFJcblDOHZ68zT6zMTsbYo4hUgAmqsHqRjtbVQgbH9ZHAVmuTUi5GPjP9HHnX8+n0Hfojl5SRphyrkoolubQwRyGTiOTweasxwrEM1kqBKGGesnhaeZQzvj9+pthJbIWMmjMX56sUs8mZcGbWSycdq/VCiN8A/i5gA9eBX5ZSto9yLd+XeL5EItEjHGAAlio5hCbQhEatv83IHFEuxKeSL2/aHp2BjWn6ZOM5VrJ58ukUGdMlnTQidXrdXuptk/4ALhbPcWWlOlOpldNkks5I+WhnVldBjlGlJZ0e4xiICRElZ6KSVfkwu86sFVdPjTPHDY9fAn5NSukKIf4F8GvAf3uUC3m+v9MTO2aLTojFUpZ0wiDRiNMatlivd0gndfLZ2LF2LntSYlrBfPXQ9DCEQTZRYL6Qo5hNUc6lSMYNBs31Cf40k6XRsWh3fdYKF7i8XCGficbibkSYmDOu92hnyiWoVoO1mMd10h0b3vWu6aYqP4xy5vHsdeaJ5eqpceZYAUZK+cU9H/4N8PePei3X8/EiPj32MPl0klQ8Rq2ToNXL07W6bNf7IEzSSYN4TCNuaBiGeEv1VV/KYMQmJb4XBFfL9jFtF8eBpJEkFc9TzKZJx+Pk0wnK+RTGYU4TC4nuwCPe8bhQOM/l5SrlfDR7i2ExeWf8Rzrz3HPwe78XnB/0cJBxXchm4cMfPuqdj85xnJG+xFXOzBRCTiiNRAjxp8DvSyl/Z+/nO53O/Rtcu3btsd9v2h6vbzSouRusVMOv+3NYHNenO3QYWC6ma2F6Fq50cH0PVzpAIPrur1ugoaMhhIauacREjISeCP6N66TjRiBcRErmjEN34NHpwVJqidVyllJ2tnphV65cuf9+oVCYek9n2s602zp/840CrbaBlMG0WSwGS8smH/pQj1gs3GKUypnT78yBIxghxJeBxUd86dellH+885hfB1zgd4/a0KCXJaaaNjlNYoZGJZ+gLONYTpKR7eG4Pq7n43g+ru8hAY1gHlrTBLomEAIMTRA3dBIxnURMm6lR3C57RVmZQVEmSVScKRY9nvtUk0Ffo9E00DWYm3eIx6MhmXLm9DtzYICRUn5sv68LIf5j4DPAR+UBw6GrV68+9mu24/GDP/0yUsIzTz9zULNOjFdefQU4fptc30f6El3XJlLfaFLtmgSNjkW845F2h6yWs3z8x0OYe9mH559/Htj/+QfQ6XQmcj/ljHLmIM6KM8fNInuOYIHyx6SUw+NcS9OCQhKTmrKLGoamRWxb62Sot0w6Pcla4QI96y7FE0g/nWWUM+Nzap1pm/cX9E+7M8f98/2vQA74khDiu0KI3zxyQ4RACA3/dLpy6pBSslkf0e3DhcJ5nliunmpRJohy5owipWSzMaLbYyfD8vQ7c9wssicm1RBtJ0f+lHbGThW+L1mvDfGcOGuFVZ5YqVDKpbgRdsNmAOXM2cT3Jev1IZ79Vmduht2wKROpbaKaCBb0XM+f6fIIpxnXC84Ej5Hh4s5u41z69C1OzgrKmejj+ZI7m4Mz6UykAkzc0IhpcWxHyRJFHNfn9uaArFHkXHGJJ1bKkazldJZIxHTlTITZ68xqYYkrq2fLmUgFmERMJ67FsWyPdDJSTTvzmLbHnc0BldQ8K4V5VVssIsQNTTkTUXadKSfnWC0unElnIvWMDEYwBpYzRiElxYnRHzqs10YsZpZZKVW5vFxCV73lSBCMYJQzUWOvM8vFCk+slM+kM5EKMMn7w30v7KYodmh0LBoth9XCeVZKZdYWizO5qe20ktiZVrZs5UxU2HVmJX+O1XLlTDsTqQATj+0O91VvLGx2s15cy+BiaY3zc2WWq7mwm6V4iF1nbDWCCZ1HObNUyUbyWICTIloBxtCJ6wZIDcv23nbOuOJksB2Pu1tDUnqO8+VlLi6VInsswFlHORMNlDOPJlIBBiCbimHEs/RHppIlBHbnjufS8yzl57i8UiY544cenXZ2nekNR8qZEFDOPJ7I/RZyyRh6Ikd90KNSOBu54lGh3jJpdV3O5c+zVCyxtlg8kwuTs8Z9Z4Y9qsWwWxNN6g14440kug5ra5CeUEV85cz+RC7AZJIGRizDva7EdX2MGSq9Pau4rs96fYjvxLlYvMiFhTKL5WzYzVKMiXLm8WxuwZe+CPU6tFp5fAnX34Bz5+BTn4bkEfuwypnxiNwzUdcEhWySTDxDf+SG3ZxTT3dgc2O9T1qUuFxZ4+nzC0qUGUM582g2t+D3fx8GQ0hnIJ6QJJOSRBI2NuB3fxcs+/DXVc6MT+QCDEAxmyQfz9PuHeGvrxgLb6ee2HbDZTV3nktzK7xzbf7UHNV61lDOvJ0vfhESjzjRE0A3YDSCr31t/OspZw5PJANMKZuklM7juhoD1SObOEPT5cbdHpqb4YnyJZ5cWeTKaoXYMc5FV4RLKZuknC7gubpyhmDNpdl4dHDZJRaDa9cYqxr1rjPCTStnDkHk1mAAdF1joZSlMahSb2+TSanh5ySQUlJrmbS7Hsu5FebzJS4ulVTGyylA1zXmSxnqg4pyBlhfBzFG99k0g5FMJv3orytnjkdkf0vzxQybzSL1eo2R6ZJSdZaOxdB02ayPiIkUl8oXWK0UWK7mzvQmsNPGXmeGpnuma5NpGmMfY/C4TfbKmeMT2WegrmvMFzM0hhXq7QbnFiPb1Ejjej61pkl/6LOQWWIuF6RSZlOn+6Cjs8j9kf+wQr1d5/zi2R3FXLr0+MCxl2IBkg/th1TOTI5IrsHsslDOUk6VsG2N7kAtXh6Wds/mxr0+ws1yuXSZJ5eXeebCnBLlFDNfylBOlXBs/Uw7k07B6jnw9lmOMk1493veuk6jnJkskR4WGLrGufkCI2eZ2/VbpBIGMZXjfyCm7bFZH4EX41zuAnP5AucXCmre+AygnHnApz8Fv/O7QSCJPXQEi2kGGy7f98M7HytnpkLkf3tzxQydQZG+M2C91uTC0tkd9h+E6/k02hadvst8ep65UoXVuTzl/IS2LStmgrlihu4eZ84vZs7kukEyCb/0S0Eq8rVrYFnB7yAeg/e/H97/PvD8B87MpeeYL1WVMxMk8gEGYG2xyGBk80ajT6NjqRIyD+H7kmbHotm1yccLXCrNsVTKs1LNqbIVZ5QLi0UGpsO1euBMtXg2Cy8m4vDRn4Sf+An4znfqaALe+94qUkoabeXMtJmJAGPoGmuLRUbOMjfbN0nENLLps3Ps6OOQMggs9bZFJpZjrbBKNZ9lpZonnVS/n7OMoWtcWCgwtANnknHnTDujCUilfKSUtLrKmZNiJgIMQCGb5Fy1hOu73KndYWVekEnNTPMnipSS3tCj3ffIF3TO59eo5HKsVHPk0mp0pwhQzjxAORMOM/VsW5nL4/kSX0rubd9leS55pnplvi/pDhwaHYteT2cuMcc75i6xXM2psycUj2TXGQnc3b5z5pyRUtLpK2fCYqYCDMD5hQJSSjQhuFO7w0JFUsie7hRC1/Npd22aXZuknmYhvYKf86nmkzx9oXomF3AV47PrjIAz50yrZ5PQlDNhMXMBBoIFTE0TCDTuNu8yGLksVFLop+zca8v2aHYsugOXfCLPhcIKxXSGhVKG9KiNEEKJohiLCzvnlJwVZ3pDj1w8x/m8ciZMZjLAAJybD3LUk9txNnqb3LjXZWUuPfMlZaSU9IcurZ6FZUEpWeJyuUQlF0iyO198Q0miOCSrc3kSMf3UOtPu2ZiWpJQscamknIkCM/3MmisGT570RpytbpO7W5sUcjqVYnLmemZD06XTs+kOHJJGmkJinlKlQLWQYb6UURu+FBPhdDszx3nlTKSY+b9AMm7w1PkquXqCVD3F9rDG9TtdSvk4pXwcI8I57abt0e3bdPsOmoiTTxS5VMqTT6Wp5FNUCulIt18xm+w6k59BZyzbo6OcmRlmPsAACCFYnctTzCYp1TM0en0aozrXu11KuRjlfCISx8hKKRmaHv2hw2Dk4nsauUSe1VyBfCpNOZeinE+RSpydLB9FOAghWJnLU1DOKKbIRAKMEOJXgd8A5qSU9Ulc8yhkU3Heca5Cf5Rjo5ENpBk2uX63QyIuyKYNcukYifjJHBIkpcS0PAamy9B0GZoeST1JNp5nKZMhm8gEB0XlUyoX/4yhnHk0ypnTxbEDjBDiHPBx4PbxmzMZsqk4V1YrLI9ybDZztPsmfWdAf9TjdqeHpkuyKYNkQicR04nHNLRjzj+7ro9pe1iOj2V7wZvjE9cTpI00pXia5XSaXDJJIZMgn0mQTcVVRssZJMrOrJh5Npt5Wr1RpJzJZxIUlDMzxyRGMP8a+CfAH0/gWhMlk4pzeaWM70s6A5POwAqCjTVgYA/oWRYNz8Z2LQxDkIjpxAwNTQNNCIQm6A48hAjKePu+xNt98ySe7+N5EtvxEegkjAQJPUXaSFBKJ0gYSVLxGLlUnFw6QS4dV0esKiDCzqSTMS4tl/D94iOd6Vs2Dc+amjNxPUE6EVfOnBKEHPfYt0d9sxA/DXxUSvlZIcRN4OrDw/1Op3P/BteuXTvyvSaFlJKh5TG0XCzXx3I8bMfD9h1c6eD6Lr6UBP/5wf93PtaFhoYe/Ct0NKGhCw1DGMR0I0gBjekkYhqJWNDTm7XMnLPMlStX7r9fKBSm8oc7Dc7YbjDacHwXR9rKmTPMQc4cOIIRQnwZWHzEl34d+GfAJ47RvhNHCEEmaZDZk/svpcR2fSzHx/V9fF8iJYEku/8CuhDomkDXBZoQGDvvx3RNZa4o7qOcUc4oAo48ghFCvBv4c2C486lVYB14Vkq5ufu4vb2xQqGw7zWff/55AK5evXqkNk2DKLYJotmuKLYJxm9Xp9O5//40RjDKmXCJYrui2CaYnDNHXoORUn4fmN/9+HHDfYVCEaCcUZw11BhVoVAoFFNhYhstpZRrk7qWQnEWUM4oTjtqBKNQKBSKqaACjEKhUPLN4SwAAAPESURBVCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKKsAoFAqFYiqoAKNQKBSKqaACjEKhUCimggowCoVCoZgKQko51Rt0Op3p3kChmAKFQkGEdW/ljGIWeZQzagSjUCgUiqmgAoxCoVAopsLUp8gUCoVCcTZRIxiFQqFQTIVIBxghxK8KIaQQohqBtvyGEOI1IcSLQog/EuL/b99+XmWK4zCOv59QFshSubdYEkpJyoL86uLGmkjZUhTJj/8BC8rCRlFSlFLyo2xJuHchkSS/QxbsJI/FHBqMmzvm3O/B81rNmZmap+k88znfvnM0tWCWAUn3JT2UtLdUjnaS+iVdk3RP0l1JO0pn+krSOEl3JF0onaVu6cwvs6Qzo9CrzjR2wEjqB1YCT0pnqVwB5tieBzwA9pUIIWkccBRYDcwGNkiaXSLLDz4Bu2zPAhYB2xqSC2AHcK90iLqlM52lM13pSWcaO2CAQ8AeoBGbRLYv2/5UHV4H+gpFWQg8tP3I9kfgNLC+UJZvbL+0fbt6/IHWyTm9bCqQ1AesBY6XzjIG0pnO0plR6GVnGjlgJK0DntseLp3lF7YCFwt99nTgadvxMxpwUraTNAOYD9womwSAw7R+dD+XDlKndGZE6czo9Kwz4/88S3ckXQWmdXjpALAfWDW2iUbOZPt89Z4DtJa2p8YyW5tONwA24ooVQNIk4Cyw0/b7wlkGgde2b0laWjJLL6QzXUtnfj9LTztTbMDYXtHpeUlzgZnAsCRoLatvS1po+1WJTG3ZtgCDwHKX+3/3M6C/7bgPeFEoy3ckTaBVlFO2z5XOAywG1klaA0wEpkg6aXtT4VxdSWe6ls78vp52pvH3wUh6DCyw/bZwjgHgILDE9puCOcbT2jBdDjwHbgIbbd8tlanKJeAE8M72zpJZOqmuxnbbHiydpW7pzE850pku9KIzjdyDaagjwGTgiqQhScdKhKg2TbcDl2htCp4pXZTKYmAzsKz6foaqq6D4f6UzI/vnO9P4FUxERPydsoKJiIhaZMBEREQtMmAiIqIWGTAREVGLDJiIiKhFBkxERNQiAyYiImqRARMREbX4AmtkchXBtc5VAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1093,7 +1095,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1206,7 +1208,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1270,7 +1272,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1444,7 +1446,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1454,7 +1456,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1464,7 +1466,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1549,7 +1551,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1649,7 +1651,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1714,7 +1716,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAIABJREFUeJzs3Xd4nNWV+PHvmVFvo14tW7Itd7CxZQMBTCgOJSSEhCQkZEMKIYXND9LJstndbLK7KZvdkGTTCZBGSIAEktBNMcW42+AuWc2S1cuoS1Pu748pVu9TNDqf5/Gj0TvvzByNJR3d+557rhhjUEoppcKNJdQBKKWUUmPRBKWUUiosaYJSSikVljRBKaWUCktRoQ5gOux2u1Z0KKVUhLLZbDL0cx1BKaWUCkuaoJRSSoWleTXFN5TNZpvR4/bu3QtAaWnpXIYTFBp7aMzn2GF+x6+xh0YwY7fb7ePepyMopZRSYUkTlFJKqbCkCUoppVRY0gSllFIqLGmCUkopFZY0QSmllApLmqCUUkqFpYAlKBH5lYg0icjhIcfSReRZESnzfkwb8ZjNIuISkRsDFZdSs1HV0sOOk82hDkOpBSGQI6j7gatHHLsL2G6MKQG2ez8HQESswLeBpwMYk1Kz8t1nTnDbb/Yy6HSHOhSlIl7AEpQxZgfQNuLw9cAD3tsPAO8act9ngUeApkDFpNRsHTrdQb/DzZt1469+V0rNDQnklu8iUgT8zRizzvt5hzEmdcj97caYNBEpAH4PXA7c633MwyOfb2g387KysoDFrdRY7ANuPv5Xz/Teh85J4l0rE0MckVLzX0lJif92uHYz/z7wFWOMK9SBKDWeU20OAKwCR5sHQxyNUpEv2M1iG0UkzxhTLyJ5nJ3OKwX+ICIAmcC1IuI0xvxlvCeaaRNDbeAYGpEQe298FiIdXHNOHjtONrNx4yYsFpnk0aEXCe+9xh5cC7VZ7OPALd7btwCPARhjio0xRcaYIuBh4DMTJSelQuGNWjvLs5K4bGU2nf1OTjR2hTokpSJaIMvMHwR2AitFpFZEPg58C9gmImXANu/nSoWdfoeLH79YTu+gEwBjDG/UdnDuolS2FKcDsKdqZA2QUmouBWyKzxjzgXHuumKSx31k7qNRanpeO9XCd546QYzVwoZ4aOlz09I9yPpCG4vS4slNiWN3ZRsfvrAo1KEqFbHCpUhCqbDS3DUAwG9er8ZtDOXeAolzF6UiImwuTmdPVRuBrIJVaqHTBKXUGJo6PQmqurWXgw2DlLc5iLYKq/OSAdhSnE5j5wCn2/omfB57nyPgsSoVqTRBKTWG5u4BkuOiyEqO5alTvZxqd7AqN4XYKCsAW4o816F2j3MdqmfAyRf+eIgN//4Mr5a3BC1upSKJJiilxtDcNUBuShwf3LKYAw2DnGx1sL7Q5r+/JDsJW3w0uypaRz32yBk77/jhKzx6oJaEaCs/er48mKEHRO+gkx9uL9MWTyqoNEEpNYbmrgGykmP54PmLsQgMuj3Xn3wsFmHbmhz+crCOo2c6/ccPnu7g3T9+jZ5BJ7+79XzuvHIFOytaOXi6IxRfxpx55kgj33v2pFYuqqDSBKXUGJq7PQkqJyWO8wtiAVg/JEEB/NO1q7HFx/D5Px5kwOmipXuAT/92H1nJsfzts5fwlmWZfOD8xaTERfHTF0+F4suYM8cbPGu+mrr6QxyJWkg0QSk1gjGGps4BspI8iekD65J47+pESrKThp2XnhjDd248h+MNXXznqRPc/rv9tPUM8tMPbSIr2fPYpNgoPnxhEU8fbeBUc3fQv5bpGnS6uennO/njntPDjp9o8IwSG73FI0oFgyYopUboGXTR53D5k0xeUhTvX5s0Zlujy1fl8IEthdz7SiW7Ktv41nvOYV2Bbdg5H7moiBirhZ+/VBGU+Gfjd7uqeb2ijb+9WT/s+AnfCEoTlAoiTVBKjeBbA+VLUJP557evYUNhKv942XJuOG/RqPszk2J5/+ZCHj1QS21775zGOpc6+x38YLtnl4BDpzv8a7zsfQ7O2D1Te406xaeCSBOUUiP4ElR2ctyUzk+MjeIvt1/EF69aOe45n7p0GSLCPc+F7zYxP3nxFO29Dv7hgiXY+xxUt3qS6Ulvz0GrRWjq1ASlgkcTlFIjTHcENRX5qfH8wwVLeGR/LeVN4ddk9kxHH796pZIbzivgg+cvBuBQrafy0FcgsXFxKk1dOsWngkcTlFIjNHunseYyQQF85q3LiI+28r1nTs7p886FH2wvwwBfeNsKSrKTiI+2+kvjTzR0khwXxfpFqTR29mt7JxU0mqCUGqGpa4Aoi5AaHz2nz5uRFMutlyzlycMNvFEb+HVRbvfUE8mBmg62lmSyKC2BKKuFcwpsHPImqOP1XazMSSYnJY5+h5uuAaf/cccbOnlyREGFUnNFE5RSIzR3DZCZFBuQzQhvvaSYtIRovvv0iTl/7qHsvQ7Wf/0ZnjvaOKXz23oHyUw6O2JcX2jj8JlOBp1uTjR2sSovmewUz/1Dr0P98PlyPv27/bx0snluvwCl0ASl1Ci+RbqBkBwXza2XLOXlshbKmyZfF3XodAdXf38HZzombko70smmLroGnLx6avI+gMYY2nsGSUuM8R9bX5jKoNPNCyea6Op3sjI3xV80MnQtVGVzDwBf+ONB/7U7peaKJiilRvC1OQqU928uJNoq/H5XzYTn9TtcfOFPhzje0MXuyum1GKpq8SSOY/Wdk5wJXQNOnG5DesKQBOXtmuFbsLsqN5kc3wjKe43OGENVaw9bV2TR1e/kC386NK1pRaUmowlKqRGauwbIDmCCykyK5aq1uTy87zT9Dte4592zvYzypm5EzpZ6T5WvRPxYfdekRQ3tPYOApzOGz6K0eDISY3jhRBMAK3KSyU4ZPoJq6hqgd9DFttXZfO26New42cy3nzrOgHP8r0mp6dAEpdQQLrehJYBTfD43n7+Ezn4nf39j7AKDQ6c7+NlLp3h/aSHLs5I42Ti9NklVrZ4RlL3PQVvfxB3IW8dIUCLC+sJU3AbybXHY4qNJio0iMcbq7yZR4Z3eK85M4ubzF3PjpkX8bEcFb/vfHTx1uEGr/dSsaYJSaoi2nkHcZu5LzEe6YGk6S7MS+d2u6lH3OV1uvvinQ+SkxHH3datZkZNM2TTXTlW19pASF+W5bXdOeK5vBDX0GhScneZbmZvsP5aTEufvJuFLgkWZCYgI//3e9TzwsS3EWC186rf7uO/VqmnFrNRImqCUGsK/SDcpsAlKRPjglsXsr+kYtl0HwInGLsqauvn8thWkxEWzPDuJmrZe+ganNnVmjKG6pZcrV+cAUNUxcYJq842gEkYkKO/+V6vyUvzHspJj/VV8lS09xERZyLfF+++/dEUWT95xCSXZSVrZp2YtYAlKRH4lIk0icnjIsXQReVZEyrwf07zHbxaRN7z/XhOR9YGKS6mJNHfPfReJ8dy4aRExURYe3D28WMKXsDYtSQM813+MYcrd0Nt6BukacLKuwEZhejzV9om3nW/v9Y2ghq/72rgkjZLsJN66Ist/LCclzt9NoqK5h+KMxFHl+FFWC+sLUzlyZvICDaUmEsgR1P3A1SOO3QVsN8aUANu9nwNUApcaY84FvgH8PIBxKTWuQLQ5Gk9qQgyXrsji5bLhI42j9Z3ER1tZkpEIwIoczzYfU53mq/IWSBRlJrA6N2XSKb62HgfRViEpNmrY8ZS4aJ79/KWcvzTDfyw7OdbfTaKqtYeizIQxn3Ntfgot3QPau0/NStTkp8yMMWaHiBSNOHw98Fbv7QeAF4GvGGNeG3LO68DoltAj7N27d1bxzfbxoaSxB86B457rKqfLjtJcOXxkEIjYsy09PNvaywuv7iY51vP34q4TbRQmWziwfx8ATrchSmDHwTIKXQ2TPueL1Z41U131ldhMPw1dLgacZtz4y6rtJEcL+/btm/S5Bzt76He4eXHnHqpaulmX5h7zea2dnlHZX17ax8a82Sf7cP++mYjGPrGSkpJx7wv2NagcY0w9gPdj9hjnfBx4MqhRKeXV0e8mPkqIi5r7LhJjKUn3TKuVt3um4YwxVNudFKWe/dsxyiLkJVs53TnxSMinoduFBchOtFKUGoUbqJngsfYB40+Ok0mL85xX1urA6fbslTUWX/yVHRNPLyo1kYCNoGZCRC7Dk6Aunuzc0tLSGb2G7y+CmT4+lDT2wLv/5H5yU2VYnIGMfWW/g6+//Aw9cVmUlq6gtr2XHscLXLp+GaWlS/znnXtyP2/W2qcUw6/LDlCQ7ubCLZspaO3luztfoKrDwQfeduGY55s9r1GQYJnSczvSWrln9+u0WtOBDi4rXUtpcfqY5xa98gLtJFNaumnS5x3PfPm+GYvGPjV2u33c+4I9gmoUkTwA78cm3x0ici7wS+B6Y0xrkONSCvB2kQhwBd9QyXHRlGQn+TuH+wokVg+pnAMoyU7idPvUKvmqW3so8l6/WpQWT3yUUD3BdaiRbY4m4uvH97q3s0VxZuK4567Nt3GkfvxfPkpNJtgJ6nHgFu/tW4DHAERkMfAo8A/GmPDbi0AtGIHswzeeDYWp/h1sj9Z3IuJpLTSUr5Jvsv59xhgqW84mKItFWGKLmrDUvK13cFSJ+XhyvN0kDtfZSYqNIjNp/MetyU/hdFsf9j6d5lMzE8gy8weBncBKEakVkY8D3wK2iUgZsM37OcC/ABnAj0XkoIjM36uKal4LdB++sawvTKW910FNWy/H6jspzkwkIWb47Luvkm+ylkcdvQ46+50syThbXbckNYoau3PMzg5Olxt7n2NYF4mJ+LpJuNyG4sxERMa/Vrc23zMKHLnOS6mpCmQV3wfGueuKMc69Fbg1ULEoNRX19j66+p0hGUEBHDzdwdH6Tn8Hh6GWZCQSbRXKJhlB+bs7ZJydeiuyRfG001Db3kdh+vCycHufA2OYcoICyE6Jo7KlZ8LpPfBM8QEcOWPnwmUZE56r1Fi0k4Ra8HoHndzzXBlXfO8loq3CBUvHvugfKCtzkomLtvByWQun2/pGXX8CiLZaWJqZRNkkI6jqIWugfAqSPX+HVng7nA/VNk6bo4n4GukWTZKgspJjyU6O1RGUmrGwquJTKtgcLjfX/+hVypq6ufacXL581apJf/HONd8Otr7GsWvyRycogOU5SZPuxFvZ0oMIw0ZKWQlWAOrH2FNqvDZHE/F1NV86hfdpbX6KdpRQM6YjKLWg/fXQGcqaurnnpg38+OZNQU9OPhsKU+nzbr2xdowRFHhGWqfb+ujwtiYaS3VrD/m2eGKjrP5jafEWLDDmpofjtTmaSM4UR1DgmeYrb+6ecFsRpcajCUotWG634ScvnmJlTjLvODc/pLGs916HykyKGfca2OWrPOva/3ygbtznqWrtHdV+KMoipMVbqOsY3XaorcdTYZeROPXrbsVZicRGWViaNbURlMttONEwvW7sSoEmKLWANHX2s6fq7M60zx1rpKypm0+/ddmohqfB5iuUWJ2XMm5l3LoCG+sLU/ndrppx91qqbu3x9/AbKiPeSr19/BFUasLUR1DvKy1k+xcuJSVu8secLZTQaT41fZqg1ILxjb8f470/3cl3nz6O22348YunKEyP57pz80IdGgWp8ZxTYOPSIZ3Dx3Lz+Yspb+oecwv47gEn7b0OFqePbuCamWAZc4qvtXuQxBgrcdHWUfeNJ9pqYVHa2E1iR1qUFk9ijHXaOwIrBZqg1ALhdhteLW8hNSGa/3vhFO/92U4Onu7gtq3LiLKG/sdARPjrZy/m1kuWTnjeO87NJyUuit/uqhl1X127JwEtSosfdV9mgpUz9v5RI6/23ql3kZgJi0UoyUnmeIOOoNT0hf4nU6kgON7QRVvPIF97+xruvnY1+2vayUyK5b2bJm2cH1biY6y8Z9MinjpcT4t37yqf022eEvOxRjeZCVYGnW7/9u4+bT2D01oDNROrcpM50dClW8CradMEpRaE1061AHDR8kw+sXUpD912IffeUjqtqa1wcfP5i3G4DH/aWzvseG27L0GNNYLy/KiPnOZr7x0kbRol5jOxMjeZ9l6HfzNIpaZKE5RaEF4tb2FpViK5Ns8ani3F6f7KuflmeXYy5xen8/C+08OO17b3ERdtIWOMEVFmvCcRnxlRydfWMzjm+XNppbevYCgq+U40dNHVr70A5ytNUCriDTrd7Kps46JlmaEOZc5ctDyTipaeYd3Na9v7WJSWMGYVYGaCL0GNGEFNo5P5TK3MCU2CGnC6uOHHr/KZ3+3X6cV5ShOUiniHajvoHXRx0fLI6Qe3PDsJY+BU89nefLUdvWNO7wEkxwixUZZhpeb9Dhc9g66AX4PKSIolMyk26AnqjVo7vYMuXi5rmXDtmApfmqBUxHu1vAURuGBpZCUoGL79hmcENXaCEhEKUuOHTfH5u0gE+BoUeAslglxq7ivFX5OXwjf+dpRWvQY272iCUhHvtfJW1uXbSA3CL+JgKcpIxGoRf4Lq6nfQ0euYcH1Sfmo8dUOm+Px9+KbR5mimVuYmc7KxC5c7eFNte6raKMlO4vs3baB7wMk3/34saK+t5oYmKBVxTrf1cvX3d/CtJ49T1dLDgdPtvCWCpvcAYqIsLMlI8CcoX+IZbwQFkGeLGzbF1+5tc5Q+jTZHM7UyJ5l+h9tfCh9oLrdhX1U7m4vTWZGTzKcvXcafD9Sxt2r0AmcVvjRBqbBwoqELh8s9J8/1/PEmjjd08bMdp7jsey/icJmIKpDwWZ6VRLn3GlRtmy9BTTyCauoaYNDpeZ/beoM7ggLPerRgOFbfSdeAky1Fnq1TPvyWIsCzE7CaPzRBqZBr7hrg2h+8zG9frx73HGPMlBPY/pp2clJieeELb+Xm8xdzfnE6W4qDu8dTMCzPTqKqpQeHyz3hGiif/NQ4jIHGTs91qPae4F2DWpGTjEjwKvl8PRd9/++p8Z4k3N6rJefziSYoFXLlTd243IZXy1vHPec//n6Mbf/zEt0Dzkmfb39NOxsXp1GUmcg333UOD33ywnm5IHcyy7OTcLoN1a091Lb3ER9tnXBNU36qJ3n5Ss1bewYRAVt84EdQ8TFWlqQnBK0n356qNgpS4/1fc5TVgi0+esKtSlT40QSlQs63TfmeqjbcY1xEr2nt5f7Xqqhq7eVHz5dP+FzNXQOcbutj4+K0gMQaTkqyPdNm5U3d/gq+8Tqhw5AE5b0O1dzVjy0+Omi9CFcEqSefMYbdlW2jRs1pCdEROYJq6hq9jUqk0ASlQq7SuxW5vc/ByabRf2H/8PkyLBbhilXZ3PtKhf/8seyvaQfgvMXzs0vEdCzL9myrUd7UPeEaKJ98m28E1Y+9z8Hf3qjnguLgFY+syk2mqrU34JsXVrb00NI9yOai4QkqNSHGX1ofKR7ZV8uW/9hOxZD1cJEkYAlKRH4lIk0icnjIsXQReVZEyrwf07zHRUR+ICLlIvKGiGwMVFwq/FQ09/j3Ixq5jURlSw+PHqjjQ+cv4b/ecw6xUVa+8bej4z7X/pp2oq3CugJbQGMOBwkxURSkxlPmH0FNvAVGfIyVtIRoznT0cf+rVXT1O/nsFcuDFC2szPVsXjh07VYgjLz+5OMZQUVOguobdPHdp08ABPw9DZVAjqDuB64ecewuYLsxpgTY7v0c4BqgxPvvNuAnAYxLhZnKlm7OL04nzxY3KkH9cHsZ0VbhU29dSnZyHHdcUcLzx5t4/njjmM91oLqDNfm2iLzmNJZl2UkcOt3hXQM18QgKIM8Wz8nGLu59pYIrV+f4NxQMhnMXeV7rUG1HQF9nd2U7GYkxLBux429aQoy/tH6++ORv9vL5hw6Oed99r1XS4C14qbdH5jRfVKCe2BizQ0SKRhy+Hnir9/YDwIvAV7zHf208DbNeF5FUEckzxtSP9/x79+6dVXyzfXwoRVLsLrehuqWHc9MNy1Lg1ZON7NmzBxGhrtPJXw60ct2KBGpOHKYGWBdnyE+28qWH9vPtK9JJjTubiJxuw8HTbWwrTgjIexSO73uyu4eqVk8F30B7PXv3to977t69e0lggD1Vno4K2/IdQf2ajDGkxArP7S9npbV5Wo+dapy9DjdPvdnChtwY9u3bN+y+ga4uWrv7g/7/ONPX6x508+yRZtzAhpRe1mSdLYDpGnDzo+0tbMyN4Y2mQfYfr2RtTMscRXxWMN6rkpKSce8L9jWoHF/S8X7M9h4vAIa2Zq71HlMRrrnXhdNAXnIUa7Kiae9309DjuUbxmze7iYkSrl9x9i/haItw5xYbXYNu/nunHceQoopqu5NBF6zICHxVWrhYlHI2QWcnTD5qzPJuu7ExN4ZlacF9n0SEFenRnGwL3CjmyfI+ehyGd64Yve19cqzQ7zTDvmfC2RuNg7iBGCv8+o0u3EMa3j5yvId+h+FD5ySTEW+ltW9u1hCGm4CNoKZprNKjCb+LSktLZ/RCvr8IZvr4UIrE2F840QS0cnnpWlITovn5/h30JRbQb4tnb/0uvnz1Sq64ePh1klIgNquOO/5wkCfOxPONd60D4MhrVUAbN162iYLUyae7Zht7ODCZbfxs/04Atr1lIxlJo7tCDI3/UH8lT546yr+8ZzMbQrDdyGVd5Xz36ROUrFmPLWHyBDmd9757wMmTTzzP5auyef+2zaPuP+6shiOHWbbqHLJT4qYf/DTN9vvmocpDpMT18E/XruauR9+kIaaAd67P57GDdTxT0cx7Ni3i3Ves56HynQwYM6ffn8H8nrfbx188HewE1eibuhORPKDJe7wWKBxy3iLgTJBjUyFQ2eypyCvOTCQ9MYb0xBh2VrRy9EwnhenxfOyi4jEfd/2GAo6e6eRnOypIiY/iHy8r8S/QzbcF/pdPuFie5WkaGx9tnVJX8ps2F7Kh0BaS5ARwnvd1D9V2sHVFFgAHatqpbu3lXefNbtLkt69X09Hr4LOXj1344VuQ3NY7GJQENRvGGF462cwlK7J4b2khD+ys5ttPHuflk838aV8tm5ak8ZVrVgGe5QMjr91GimBP8T0O3OK9fQvw2JDjH/ZW810A2Ce6/qQiR2VLDylxUaQnxiAibClK5y8H6zjR2MU/XbN6wmKHL1+9ihvOK+D/XjjF5d97kR0nm9m4OG3CtUCRJi0xhozEmEnXQPkkxkaxaUnoumqcW5iKCByoOVso8a+PH+HLD78xpUXY4+kbdPGLHRVcUpLJeeOsgUvzjtjmQ6HE8YYumroGuHRFFlaLcPe1q6nr6OPh/bV89vLlPHTbBWR6R8t5tjgaO/uD2og3WAJZZv4gsBNYKSK1IvJx4FvANhEpA7Z5Pwd4AqgAyoFfAJ8JVFwqvFS29FCcleT/5bq5OB1jPCXCV6/LnfCxVovwv+/f4P9hbe91UFoUeS2NJnNxSea8+bqTYqNYkZ3MgdOeYo4TDV28UWtn0OXm5ZPTK5wY6ve7a2jtGeSOK8a/4O7rZj8fukm8eMLzXlzqHWVeXJLJN9+1jj984gK+8LaVwxZX56XG43QbWiJwO5FAVvF9YJy7rhjjXAPcHqhYVPiqbOlhc9HZv3i3rc7hoT01fP2da6c8Ejp/aQaP3X4R+2raWb8o8hfojnTPTeeFOoRpOW9xKk8ebsAYwyP7a4myCPExVp491sg15+RN+/ncbsMDr1WxuShtwkSdljh/+vG9dLKJ1Xkp5AyZivzQBUvGPNc3pX2mo2/Y+ZFAO0mokOl3uKjr6KM4M8l/bHFGAs987lJW56VM67ksFmFzUToxUfotHe7OW5yKvc9BeVM3j+6v4/JV2WxbncPzx5twzqCj/WunWqlp6x33F7iP7xpUuC/W7R5wsreq3T96mkyet0NIJK6F0p9mFTLV3vU7xVmjS4JV5PJdI/r+9jJauge4cdMirlyTQ0evg33Vo9dxNfe6uO6HL4+7l9Pvd1eTlhA96ZRwXLSV+Girv4t7uHq1vAWn20w5QeWnnh1BRRpNUCpkKls87VmWZmqCWkiWZSWRFBvF39+oJyMxhstWZbN1RRYxVgvPHRveIcRtDD/aY+dwXSdPvNkw6rmauvp55kgjN25aRGzU5OvAwr1hrMPl5ne7akiMsbJpydQaHtvio4mPtnKmQ0dQSs2ZCm/T1yJNUAuK1SKsL/S0Pbp+QwHRVgtJsVFcsCyDZ482YoYsSP1bWS9Hmh0kx0axt3r0COpPe2txug03bVk8pddOTYgJ2yIJp8vNnX84yI6TzXzpqpVTnq4WEfJSh++WHCk0QamgcbgNLxxv4tXyFowxVDb3kJ0cS1JsuKwXV8Hi2w7lPZvOrn3atjqbqtZeTnnXxh1v6OT3h7vZkh/LLW8p4siZTnqGlKK73YY/7KnhgqXpLMtKYirSEsOzYazT5ebOhw7y9zfrufva1XxknPV/4ylIjedMBF6D0t8MKuBq23v5yV47r9cN0OPwrM1enp1E74CTYh09LUgfvaiYtfkpw5rVXrE6h689doTvPn2clLhodpQ1kxRt4ZObUojKSudHL5RzoKaDi0syAXilvIXTbX186apVU37d1IQY6jsCvyfVdD24u4a/vVHPV69ZxSe2Lp324/NscZxomHmZfrjSBKUC7quPvsmu0/1cUBDHRy5fh73Pwb2vVFLe1M+Va3JCHZ4KgfTEGK5eN7ykPD81nvMWp/L0kUYyEmNYV2BjW74TW6yFlYtTsYhnKw1fgvrTvlpSE6K5au3Uv4fCdcuNN2rtZCXH8slLl83o8Xm2eJq7Bxh0uiOqklUTlAqo0229vFzWwvvWJPK+NUmUrvL8MnnXhgKO1ndOuoeRWlge+NgWegdc5KTEIiL+nnDJcdGsyk3x7/XU1e/gmSMNvK+0cErFET5pCTF09DlwuQ1WS/h0HClv7h61Pch05KfGYQw0dvZTmB45P1ORk2pVWHpwdw0WgSuKhjdvFRHW5tuwxS+czuNqcilx0eTa4sZcpL2lOJ0DNR04XG6ePNzAgNPNDRun178vLSEGY6CzL3wq+YwxnGrqnvJ1tLFE6looTVAqYBwuN3/cW8vlq7LJmMJWEEpNpLQojT6Hi6NnOnl0fy3FmYn+5rNTdbabRPhM87V0D9LZ72R59swTlG8tVKRV8mnQ/F5NAAAgAElEQVSCUgHz3NFGWroH+OD5UysBVmoim71tjP5ysI7XK9q44byCaTcGTvV3kwifEZRvu/a5GEFF2looTVAqYH6/u4Z8WxyXrsie/GSlJpGTEsfi9AR+vbMagBtmsD1HWhg2jD3V7ElQsxlBJcZGkRIXpSMopaaiptVTHPH+zYvD6mK0mt9Ki9JwuQ1bitJnVAzg23KjLYzaHZU3dZMQYyVvlvuY5afG6whKqan43a5qrBbhfZsXhToUFUF803zvnmZxhM/ZLTfCZ4rvVLOnQGK2+5jl2SKvm4SWmas51zvo5MHdNVy1Nsc/N67UXLju3Dwa7P1cv2FmCSolLgqrRcKqSKKiefiWMzOVnxrPodrxt0+fj3QEpebcnw/U0dnv5KPTbNei1GSS46L53LYVxMfMrCpURIY1jH3yzXquuedlBpyuuQxzynoGnNR19M2qQMJnUVoCbT2DYTV9OVuaoNScMsZw/6tVrM1PoXSK3ZiVCqahDWN/9Wolx+o7OXQ6NCOPSm/D5NkUSPhcvNzTYeP5402zfq5woQlKzanXTrVS1tTNRy8qnvWculKB4Gt3dLqtlz1Vnv2nXq9oDUks/hLzOUhQ6wpSyE2J47mjw7cs2VfdzrH68Os/OBWaoNScuu/VSjISY7ju3Olv3a1UMKQmxNDe4+DxQ2cAyE2JY1dlaBLUqeZurBZhScbs2xOJCFeuyWZHWTP9Ds+UZc+Ak4/ct5v3/XQnFd5y9rmyp6qN+1+tHLY9ylwLSYISkTtE5LCIHBGRO73HNojI6yJyUET2isiWUMSmZu7IGTvbjzdx8/mLiYvWzhEqPPlGUH8+UMfmojSuXpfLvup2Bp1T326+urWHD/7idQ7UjN4BeDpONXezOD1hWv0EJ3Ll6hx6B13sPOVJuI/sr6Wr34nbGD75m310D9muZDY6egf5fw8e4P7XquhzBO76XdATlIisAz4BbAHWA9eJSAnwHeDrxpgNwL94P1fzxOm2Xj563x5ykuP48FuKQh2OUuNKS4yhqWuA8qZu3nVeARcsTaff4ebNuo4pP8djB8/w2qlWPvTLXeyaxfRgedPsmsSOdOGyDBJjrDxztBG323Dfq1VsKEzlFx8u5VRzN19++NCsRzzGGL708Bu0dA/www9sJCEmcMXgoRhBrQZeN8b0GmOcwEvADYABUrzn2IAzIYhNzUBr9wC3/Go3/Q4Xv/74FjKTYkMdklLj8nWTiLYKbz8njy3FGQC8XnF2x97Jfom/UtbCsqxE8lLjueW+3bx0cvp7MTldbqpaeufk+pNPbJSVS1dmsf1YI88fb6KypYePXVzMW5Znctc1q3jizQb+tLd2Vq/x653VPHu0kbuuWc05i2yTP2AWJJDzh2O+oMhq4DHgQqAP2A7sBX4MPA0InsT5FmNM9dDH2u12f7BlZWXBCllNwGUM//xCO9UdDv5laxqrMmNCHZJSE9pe2cdP9nVSmhfLXRd5ms1+/plW0uItfO2SNFzG8I0dHRSmWPn4eSmjHt/ndPORx5p554oErluRyDdebudMl5Ofvz2LpJip/81f3+Xks0+38pnSFC4vmrv1gjuq+/jBnk4yEyy4Dfz4mkyiLIIxhk/+vYVzc2L4x80zSywd/S4+80QL67Jj+OpFqXNSCFVSUuK/bbPZhj1h0EdQxphjwLeBZ4GngEOAE/g08DljTCHwOeDeYMempq+h20VZm4Obz0nW5KTmBVus59fe1sVnWwutyYrmRIsDp9vwbEUfh5sHOdE6dreJo80OXAbOyY7BFmvhtvOSGXTBwYaBacVR1+W5dlOQPLfXa8/Li8Ui0NLr5pplCUR5W42JCLlJVhq6Z37N6MnyPhxu+Mj65KBU6Yakk4Qx5l68CUhE/hOoBf4LuMN7yp+AX070HKWlpTN6bd8GaDN9fCiFY+wdRxuBVt5x0TlsXDz+uqdwjH2q5nPsML/jD0Ts5zrd5C9p4O3n5Pn7RDbG1PPUqf10JBTy0NFDAHQ4LGO+7hN/PUpsVCcffNsFxEVb2eg2/M+e5zg1kMSdpedNOfbdL5YDHbzj0s2kxM3tvmhbDu/k4OkOvvTuC/3tnQDWVR3ihRPNk76fY8XeO+hk+xPP87a1Obzzsrn7/7Dbx1+DFqoqvmzvx8XAu4EH8VxzutR7yuWAzuHNA76Fhksz5+5Cr1KBFBNl4Z3r84c1Md5S7Onx98U/HWLA5ebGTYto6xn0l2sP9Up5M1uK0/2VqhaLcMWqHF480TRmJaAxhn/685vsGHGdqqyxmzxb3JwnJ4Bvvmsd996yeVhyAliSkUhz1wA9M6jm++Oe03T0Orht68y2pZ+JSROUiPy3iKyd49d9RESOAn8FbjfGtOOp7PueiBwC/hO4bY5fUwVARUsP6Ykxo34QlJpPspJjWZ6dRPeAk89etpwLl3oKJ850DG++2tTZz8nGbn/XBp8r1+TQ1e/0b0k/1Isnm/n9rhr+tG94cUJZU9ecdJAYy/LsZC4aESPgX29V09Y7redzutz88pVKSpeksSmIHWKmMoI6DvxcRHaJyKdEZNZlG8aYS4wxa4wx640x273HXjHGbPIeO98Ys2+2r6MCr7Klm2IdPakIcN25eawvTOW2S5eSnzr2FuqvlLcAjPrlf/HyTGKjLDw7oosDwM9fqgDgSN3ZqSy321De1M2KnOQ5/RomU5Th+Vmtbu0Z8/7uASf7qkcn2ScON1Db3sdtW5cGNL6RJk1QxphfGmMuAj4MFAFviMjvReSyQAenwl9lS48mKBUR7rxyBY/dfhGxUVb/Fup1I0ZQr5S1kJ4Yw5q84dV98TFWLinJ5LljjcNK1E+1O9hZ0UpuShwVLT3+hbKn23vpd7hZkROYEdR4FntHUNWtY4+gvvm3o7zvZ6/TPTh8qvI3O6tYmpXIlatzAh3iMFO6BiUiVmCV918Lnsq7z4vIHwIYmwpzPQNOGjsHNEGpiJPr3TywfsgGgMYYXilv4S3LMrCMsQnnlatzqG3v40Rjl//Y4yd7SIqN4qvXrgLw98Qra/TtohvcEVRKXDTpiTFUjZGgmjr7eXR/HS63oarj7DUqh8vNodN2rlydM+bXHUhTuQb1P3im+a4F/tM7DfdtY8w7gPMmfrSKZFogoSJVbJSVrOTYYdegqlt7aeoaGPPaDsDlq7MB/M1am3pc7Kwd4IPnL+YC7zWtw95pvpNNniRWEuQRFMDi9ARq2kZP8d33WhUOt2fkVNFxtsT+ZGMXgy436woCuyh3LFMpMz8M/LMxZqwxofbLW8AqvAmqeA5btSgVLvJtcZwZskPt8QZPUhk5veeTnRzHhsJUfr6jgl2VbdS1dCDAR95SRHZyLJlJsRyuOzuCClQF32SKMhL8Xdx9ugec/Pb1aq5Zl8uBmg4q2s+OoHxJ9ZwQJKipTPHdPDI5iYivsCGytm9U01LZ7ElQvguvSkWS/NT4YSOoMu/U3USVd1+6aiUXLsugs99JR7+ba5cnkJ8aj4iwriCFI2c8vzIDWcE3mSUZiZyx9w3bpPEPu2vo6nfyya3LWJtvo2rICOrNOjtJsVEsSZ99x/XpGncEJSJxQAKQKSJpeFoQgadfXn4QYlNhrrKlm4LUeO1criJSni2el042Y4xBRDjZ1M2itHgSY8efeLpoeaZ/CtC32NVnXb6Nl8ta6Bt0Ud7Uzc3nLwlo/ONZkpGAMVDb7tnJd9Dp5t5XKjm/OJ31hamsK0hh+7FG+p2eYo836zpZm58S9OtPMPEI6pPAPjyFEfu9t/fh6aP3f4EPTYU7reBTkSw/NY7eQRf2Ps9ooqyxa1Zl4WvzU3C5Dc8dawxJBZ/PkhGl5k8faaDe3s8nL13qjdOGAao6HDhcbo7Vd4Zkeg8mSFDGmHuMMcXAF40xxUP+rTfG/CiIMaowZIyhQhOUimC+tVBnOvpxutxUNPfMqqjBV2TwlwN1QPAr+HyWjCg1f2R/Lfm2ON66wlPksa7Ac42tssNJeVM3g053wLuWj2eiKb7LjTHPA3Ui8u6R9xtjHg1oZCosPHOkgb3V7Xz1mlXDmkO29gzS1e/UBKUi1tkE1UdMlIVBl5sVs0gqi9LiSYmL8m/NEYoKPoCMxBiSYqM8VYmd/ew42cynLl3mn8LLTYkjJVao7HDwprdAYm1+mCUoPH3xngfeMcZ9BtAEFeFOt/Vy50MH6R10saEwlWvPObuNe6VW8KkIl+9bC2Xvw+HylF/PZopPRFibb2NnRWvIKvh8cSxOT6CqtYfHDp7BbeDdGxcNu784NZrKDieH6+wkxlhDtpRk3ARljPlX78ePBi8cFS7cbsOXH34DiwhLsxL5ryePcfmqbH9BhK+CT9dAqUiVmRRLtFWo6+inrceByMQVfFOxriCFnRWtIavg8ynKTOB4fRcN9lrWF6aOimdpahR/PdnL/pp21ubbQlIgAVNbqPufIpI65PM0EflmYMNSofa7XdXsrGjl7rev5t/fuY7TbX3c92qV//6Klh6ircKitOCXnioVDBaLkGuLo97ex8mmLgrTEoiPmV3Fqu86VLB78I20OD2RipYejjd0cePGglH3F6dF4zRwuK6TtQVjr/sKhqmsg7rGGNPh+8TbefzawIWkQq2mtZf/fOI4l5RkctPmQi4uyeTK1dn83wvlNHd5NmWrbOlmSUbisC0LlIo0+TbPWihPBd/sRz3rF6UicrYQIVSKvIUS0VbhunNHrxoqTj07uRaqCj6YWoKyikis7xMRiQdiJzhfzWPGGP7l8cNYBL79nnP9hRH/dO1q+h0ubvr5Tj52/x5er2jTAgkV8fJT46lp66WypYeSORj1FGUm8sT/u4R3rh89agkmX6n5FatySEscvVVOTqKVhCjPz364J6jfAttF5OMi8jE8W7U/ENiwVKg8e7SRF08087ltK/xVTABLs5L45rvWkZEUS1NXPxlJMVy9NjeEkSoVePmpcTR2DuBwmTlbt7Q6LyXkMw9r8lJYkpHARy4qGvN+iwhFqVHER1tZmhW662WT9uIzxnxHRN4ArvQe+oYx5unAhqVCoW/Qxdf/epQVOUnc8paiUffftGUxN21ZHPzAlAqRPNvZP9JKQrRuKRBsCdG89KWJd0x6x4oEotPyQ5pMp9IsFuAAEI2nvPxA4MJRofSTF8up6+jjD7ddQLR1SjuxKBXRCryzCJY5qOCbbzbnx1FaGtwNCkeaShXf+4DdwI3A+4BdInJjoANTwfV6RSs/famC6zfk+7cGUGqh801zL05P0J6TITCVEdTdwGZjTBOAiGQBzwEPBzIwFRzGGO5/rYpv/v0YSzISuPvtq0MdklJhI8+7s+5cFEio6ZtKgrL4kpNXK1PciVeFN2MMdz3yJg/tPc2Vq3P43/evJzlEq9uVCkcpcdGsyk3m4nE2KVSBNZUE9ZSIPA086P38/cATs3lREbkD+ASeLTx+YYz5vvf4Z4F/BJzA340xX57N66iJ1dv7eWjvaT50wWL+/Z3rQrZaXKlw9tSdW0MdwoI1lSq+L4nIe4CL8CSUnxtj/jzTFxSRdXiS0xZgEE8C/DuwCLgeONcYMyAi2TN9DTU1te2ezdi2rcnV5KSUCjtijAnuC4q8F7jKGHOr9/OvAQNAKZ7k99x4j7Xb7f5gy8rKAh1qxNtR3ccP9nRyz9syKEiZakGnUkrNnZKSEv9tm8027C/lca8liUiXiHSO8a9LRDpnEc9hYKuIZIhIAp62SYXACuASEdklIi+JyOZZvIaaguZeT4fmzAStTlJKhZ+JupkHpGzFGHNMRL6NpyNFN3AIzzWnKCANuADYDPxRRJaacYZ4paWlM3p93zbMM318KM117I/UvEl64iAXXRD4vwX0fQ+d+Ry/xh4awYzdbrePe9+UqvFE5GIR+aj3dqaIFM8mIGPMvcaYjcaYrUAbUAbUAo8aj92AG9DSmQCq6+jzL0RUSqlwM5WFuv8KfAX4qvdQDJ7+fDPmK4AQkcXAu/FUCP4FuNx7fIX3dVpm8zpqYmc0QSmlwthUrozfAJwH7AcwxpwRkdlO/z0iIhmAA7jdGNMuIr8CfiUih/FU990y3vSemj1jDHXtfWwtyQp1KEopNaapJKhBY4wREQMgIrPeY8EYc8kYxwaBD832udXUtPc66HO4KEjTEZRSKjxN5RrUH0XkZ0CqiHwCT5ujXwQ2LBVoZzo8a6B0ik8pFa6mMoJyAy8DnXhKwf/FGPNsQKNSAedbpLtIR1BKqTA1lQSVDHwcT7XdH4A3AhqRCoo67wgqX0dQSqkwNekUnzHm68aYtcDtQD7wkoiM2+1BzQ9nOvqIj7aSlqDNYZVS4Wk6XcmbgAY83cy1T948V9feR0FaPCLag08pFZ6msg7q0yLyIrAdz8LZTxhjzg10YCqw6jr6dHpPKRXWpnINaglwpzHmYKCDUcFT19HHugJbqMNQSqlxTWW7jbuCEYgKnr5BF209g1rBp5QKa7oz7gJ0toIvLsSRKKXU+DRBLUB1/kW6CSGORCmlxqcJagHyd5HQKT6lVBjTBLUA1bX3YbUIOcmxoQ5FKaXGpQlqAarr6CM3JY4oq/73K6XCl/6GWoB0o0Kl1HygCSpCGWN4+kgDv9lZxdBttfoGXVQ0d2sFn1Iq7E1loa6aZ96stfONvx9ld2UbAH0OF7dtXYYxhrv//CatPYPcuKkwxFEqpdTENEFFmNfKW/jgL3eRkRjDf9ywjtdOtfJfTx5ncXoiLd0DPHqgjs9duYKLSzJDHapSSk1IE1SE2VfdDsD2L1xKakIM79m4iDMdfdz50AHcbnjryiw+e/nyEEeplFKT02tQEaaxq5+0hGhSE2IAiIu28osPl5KZFEt2Sizff/8GLBbtYK6UCn86goowDfYBclKGF0BkJsXy1J1bcRtDSpzu/6SUmh9CMoISkTtE5LCIHBGRO0fc90URMSKiF0lmoKmrn+yU0RV6SbFRmpyUUvNK0BOUiKwDPgFsAdYD14lIife+QmAbUBPsuCJFY2c/uSnaIUIpNf/J0DUyQXlBkfcCVxljbvV+/jVgwBjzHRF5GPgG8BhQaoxpGfpYu93uD7asrCyIUc8PLmP4wCNN3LAqkQ+sSwp1OEopNamSkhL/bZvNNuwCeSim+A4DW0UkQ0QSgGuBQhF5J1BnjDkUgpgiQme/GzeQHq+1L0qp+S/oRRLGmGMi8m3gWaAbOAQ4gbuBt031eUpLS2f0+nv37p3V40NpstjfqO0AWti8bgWla3ODGNnkIvl9D3fzOX6NPTSCGbvdbh/3vpD8qW2MudcYs9EYsxVoA6qAYuCQiFQBi4D9IhJev2XDXGPnAMCoKj6llJqPQlXFl+39uBh4N/BrY0y2MabIGFME1AIbjTENoYhvvmrs7Acg16YJSik1/4VqHdQjIpIBOIDbjTHtIYojojR19mMRyEiMCXUoSik1ayFJUMaYSya5vyhIoUSUhs5+MpNidZ8npVRE0N9kEaSxc3QXCaWUmq80QUWQxs5+TVBKqYihCSqCNHUNkKNdJJRSEUITVIQYcLpo6xnUEZRSKmJogooQTf41UDqCUkpFBk1QEaKpy7MGaqxO5kopNR9pgooQvi4SuZqglFIRQhNUhPB1kdBrUEqpSKEJKkI0dPYTbRXSEnRTQqVUZNAEFSGaOgfITo5DRCY/WSml5gFNUBHCs0hXK/iUUpFDE1SEaOzs1y7mSqmIogkqQjR6p/iUUipSaIKKAN0DTroHnFrBp5SKKJqgIkCTv8Rcr0EppSKHJqh5rqmrn7v/fBiA5dlJIY5GKaXmTqh21FVzYFdFK5998ACd/Q6+e+O5nLsoNdQhKaXUnNEENU919Tu45b7d5NnieeBjW1idlxLqkJRSak7pFN88daq5h36Hm7uvXa3JSSkVkUKSoETkDhE5LCJHRORO77HvishxEXlDRP4sIjpfNYHKlm4AirMSQxyJUkoFRtATlIisAz4BbAHWA9eJSAnwLLDOGHMucBL4arBjm08qm3uwWoTCtIRQh6KUUgEhxpjgvqDIe4GrjDG3ej//GjBgjPnOkHNuAG40xtw89LF2u90fbFlZWZAiDk//83oHFR1OfnR1ZqhDUUqpGSspKfHfttlsw5qJhmKK7zCwVUQyRCQBuBYoHHHOx4Angx7ZPFLf7SIvyRrqMJRSKmCCXsVnjDkmIt/GM6XXDRwCnL77ReRu7+e/m+h5SktLZ/T6e/fundXjQ8kX+6ZNm2h8/Gneujaf0tK1IY5qaiLhfZ+PscP8jl9jD41gxm6328e9LyRFEsaYe40xG40xW4E2oAxARG4BrgNuNsGee5xHmroG6B10sTRTCySUUpErJOugRCTbGNMkIouBdwMXisjVwFeAS40xvaGIa76oaO4BoDhTO0copSJXqBbqPiIiGYADuN0Y0y4iPwJigWe9m+69boz5VIjiC2uVLd4EpSXmSqkIFpIEZYy5ZIxjy0MRy3xU2dJNbJSFPO1erpSKYNpJYh6qbOmhODMRi0W3d1dKRS5NUPNQhTdBKaVUJNMENc+43Iaa1l5NUEqpiKcJap5p6nXhdBtNUEqpiKcJap6p73IBsFQr+JRSEU4T1DxzptvTdEPXQCmlIp0mqHmmvsuFLT6atIToUIeilFIBpQlqnjnT7aI4MxHvYmallIpYmqDmmboup/bgU0otCJqg5pHmXhdtfW7OXWQLdShKKRVwmqDmkWMtgwBsLk4PcSRKKRV4mqDmkWMtDhKihFW5KaEORSmlAk4T1DxyrGWQFRnRWLUHn1JqAdAENU+09wxS2+lidWZMqENRSqmgCNV+UPOK22245b7dVLb0kJsSR15qPHdcsZzl2clBi2FvdTsAqzN1/ZNSamHQEdQUPHG4npfLWlialUSUVXjmSAP3bC8Pagx7qtqIssDydE1QSqmFQUdQk3C5Dd9/royS7CTu+8hmrBbh3x4/wu931dDaPUBGUuycvVZ5UxflTd1cvS5v1H27K9tYnhZNjFWvPymlFgYdQU3i8UN1lDd1c+eVK/zFCTefv5hBl5tH9tfOyWvsrWrj1gf2cOX/7OBTv91PTWvvsPt7B50crrPr9J5SakHRBDUBp8vNPc+VsSo3mWvW5fqPl+Qks7kojQd3n8YYM6vXeO5oIzf+dCf7qtu5fkM+AJWtPcPOOXi6A6fbaIGEUmpB0QQ1gUf311HV2svnt60Ytb36B89fTGVLDztPtc74+fsdLv79b0cpyU7itbuu4O63rwagekSC2lPZjgiszNARlFJq4QhJghKRO0TksIgcEZE7vcfSReRZESnzfkwLRWw+j+yr5Z8fO8yGwlS2rckZdf816/KwxUfz+901M36Ne1+ppKatl399x1riY6xkJcWSEGOlqmX4FN++mnZW5iSTGKN/TyilFo6gF0mIyDrgE8AWYBB4SkT+7j223RjzLRG5C7gL+Mpcv77DZeh1Glq6B3C5PR+bOgfo7HeQlRRLdkocf9hdwy9fqeTCpRn8+OaNY3YOj4u28p6Ni/jN61W0dA+QOc1iiXp7Hz96vpyr1+ZycUkmACLC4vSEUSOo4/Wd3nOcM/66lVJqvpHZXkOZ9guKvBe4yhhzq/fzrwEDwMeBtxpj6kUkD3jRGLNy6GPtdrs/2LKyshm9/u4z/XznNfuk512zLJ5b1icTNUHXhrpOJ3c808oH1ibyntXT20Dw+7vs7K7r5/tXZZKdaPUf/+7ODmo7ndxzlSdpdQ+6+cjjzXzonCTetVK7mCulIktJSYn/ts1mG/YLNxRl5oeB/xCRDKAPuBbYC+QYY+oBvEkqOxAvvsQWzcc3eBbYWgRscRbS4iwkRFuw97tp73eRHGNhQ+7kI6KClCjW58Tw9Kk+rl+ZOGEyG6qxx8Urp/t596rEYckJIDfRyr76AVzGYBXhdKdn1FSYoisClFILS9B/6xljjonIt4FngW7gEDOYuyotLZ3R6+/du5drlifM+PEj3ZHUyMfu30tTbAHvXJ8/pcf88uUKoIU73rGZJRnDR0Vl7hoeO/kmBcvXsigtgRO7qoF2rr3oPBorjgIz/9pDae/evYDGHgrzOX6NPTSCGbvdPv6MVkiuuhtj7jXGbDTGbAXagDKg0Tu1h/djUyhim663rsimODOR+16tnPJjnj3ayKrc5FHJCWBJRgIA1d61UGWN3STEWClIjZ+bgJVSap4IVRVftvfjYuDdwIPA48At3lNuAR4LRWzTZbEIt1y4hAM1HRw83THp+W09g+ypauNtY1QGAhR5k1aVt1DiZGMXJTnJo8rclVIq0oWqbvkRETkK/BW43RjTDnwL2CYiZcA27+fzwo2lhSTFRvGrVyrpd7joHXTidLnHPHf7sUbcBratyR3z/tyUOGKiLP4R1MnGblZkT68AQymlIkFIrrwbYy4Z41grcEUIwpm1pNgo3lu6iPtereLxQ2cAyE6O5fvv38BblmcOO/eZo43k2eJYVzD2poMWi7AkPYGqlh7aewZp6R5gRU7wuqYrpVS40NKwOfL/Li8hzxaHyw0i8Ke9p/nQvbv43JUruP2y5VgsQt+gi5fLmnl/aeGYa6t8lmQkUt3ay8nGLgBKcnQEpZRaeDRBzZG0xBhu27rM//k/XLCErz76Jt979iSvnWrl369fS2VLD/0ON29bO/b0nk9RRgKvlDdzwpugdASllFqINEEFSGJsFPfctIELl2XwX08c4+p7XiY/NY6UuCi2FKdP+NglmYn0O9y8XNZCcmwUeba4IEWtlFLhQ5u7BZCI8IEti3nxS5dx0+ZC6tr7eNvaXKKtE7/tRd5S85fLmlmekzThdKBSSkUqHUEFQXpiDP9xwzncftlybPGTdyT3lZr3O9ys1Ok9pdQCpQkqiPKnuNg2zxZHtFVwuAwlmqCUUguUTvGFoSirhcI0zzTfCq3gU0otUJqgwpSv5ZFW8CmlFipNUGFqXYGNgtR4spOnt8+UUkpFCr0GFZoeB14AAAe5SURBVKY+e3kJt16yVCv4lFILliaoMBUTZSEmSge4SqmFS38DKqWUCkuaoJRSSoUlTVBKKaXCkiYopZRSYUkTlFJKqbCkCUoppVRY0gSllFIqLIkxJtQxTJndbp8/wSqllJoWm802rDOBjqCUUkqFJU1QSimlwtK8muJTSim1cOgISimlVFjSBKWUUiosLagEJSJXi8gJESkXkbtCHc9kRKRKRN4UkYMistd7LF1EnhWRMu/HtFDH6SMivxKRJhE5POTYmPGKxw+8/xdviMjG0EU+buz/JiJ13vf/oIhcO+S+r3pjPyEiV4Uman8shSLygogcE5EjInKH93jYv/cTxB72772IxInIbhE55I39697jxSKyy/u+PyQiMd7jsd7Py733F4Vh7PeLSOWQ932D93hovmeMMQviH2AFTgFLgRjgELAm1HFNEnMVkDni2HeAu7y37wK+Heo4h8S2FdgIHJ4sXuBa4ElAgAuAXWEY+78BXxzj3DXe759YoNj7fWUNYex5wEbv7WTgpDfGsH/vJ4g97N977/uX5L0dDezyvp9/BG7yHv8p8Gnv7c8AP/Xevgl4KITv+3ix3w/cOMb5IfmeWUgjqC1AuTGmwhgzCPwBuD7EMc3E9cAD3tsPAO8KYSzDGGN2AG0jDo8X7/XAr43H60CqiOQFJ9LRxol9PNcDfzDGDBhjKoFyPN9fIWGMqTfG7Pfe7gKOAQXMg/d+gtjHEzbvvff96/Z+Gu39Z4DLgYe9x0e+777/j4eBKyREO5JOEPt4QvI9s5ASVAFwesjntUz8gxAODPCMiOwTkdu8x3KMMfXg+eEGskMW3dSMF+98+f/4R++Uxq+GTKeGbezeaaPz8PxFPK/e+xGxwzx470XEKiIHgSbgWTwjug5jjHOM+Pyxe++3AxnBjfiskbEbY3zv+3943/f/FZFY77GQvO8LKUGN9ZdKuNfYX2SM2QhcA9wuIltDHdAcmg//Hz8BlgEbgHrge97jYRm7iCQBjwB3GmM6Jzp1jGMhjX+M2OfFe2+McRljNgCL8IzkVo91mvdjWMcuIuuArwKrgM1AOvAV7+khiX0hJahaoHDI54uAMyGKZUqMMWe8H5uAP+P5AWj0Da29H5tCF+GUjBdv2P9/GGMavT/EbuAXnJ1KCrvYRSQazy/43xljHvUenhfv/Vixz6f3HsAY0wG8iOf6TKqIRHnvGhqfP3bv/TamPq0cMENiv9o75WqMMQPAfYT4fV9ICWoPUOKtsInBc5Hy8RDHNC4RSRSRZN9t4G3AYTwx3+I97RbgsdBEOGXjxfs48GFvddAFgN03HRUuRsyx34Dn/QdP7Dd5q7KKgRJgd7Dj8/Fex7gXOGaM+Z8hd4X9ez9e7PPhvReRLBFJ9d6O///t3V+IlFUYx/HvT4MW9EK8CYUC14qgRV0IAgsCkcACvVBvKiSSQCKjIkwQvfEmULCbIqIuIiNhAxcMrKjdCwmiSHPW/tguBF0GQeWFiLJPF+d56WVp3RxmZ8/Q7wPDzJx532cO78zwzHnfw3OArZRraJPArtxs7nFvPo9dwETkDIR+m6fvP7X+0Ihy7ax93Pv/nenHTIxabpSZKD9TzhMfWur+LNDXYcpspYvA901/KeesvwCm8371Uve11ecPKadjrlP+ce2dr7+UUwZv5GcxBTxQYd/fz751KD/QNa3tD2XfLwPblrjvD1NOt3SA7/L22CAc+5v0vfpjD2wALmQfLwFHsn2YkjRngDHg9mwfyucz+fpwhX2fyON+CTjJPzP9luQ741JHZmZWpf/TKT4zMxsgTlBmZlYlJygzM6uSE5SZmVXJCcrMzKrkBGXWJUmrJD2Xj9dK+mihfW4h9ouS9vQw3ilJ9/Qqnlk/eJq5WZeydtzHETHS47i3AecpVb5vLLT9f4z5CPBURDzbi3hm/eARlFn3XgPW57o5Y8q1pCQ9LWlc0plcW+d5SS9LuiDpK0mrc7v1kj7JYsDnJN2XcbcA55vkJOkFST9kAc9T2bYii6h+k3F3ZPtyScdV1hHrSNqfMc8BW1sleMyq5y+rWfcOAiMRsakZTbVeG6FU5h6iVA54NSJGJZ0A9gCvA28D+yJiWtKDwJuU5PQQ8O2c91kXEdea8jSUagoTEfFMtn0t6fOMvQ4YjYgbTTKMiFlJM8DGObHNquUEZbY4JqOsb3RF0p/AmWyfAjZk9e7NwFhrSaBmaYM1lJpujQ7wgaRxYDzbHgW2S3olnw8Bd1Fqqr3VjL4iol2M9DdgLU5QNiCcoMwWx7XW49nW81nK724ZZd2gTf+y71VKwmk8TlnxdztwWNL9lNpoOyPicnvHLPI534XloYxtNhB8Dcqse1coy5TfsihrHv0iaTeUxCJpY778I3B3ti8D7oyISeAAsApYCXwK7M+EhKTR3PczYF9zrak5xZfupRQeNhsITlBmXYqI34Evc3LEsS5CPAnsldRUrN+R7WcpIyaA5cBJSVOU6tMnoqzfc5SyTHcn3/9obv8O8Gu2XwSeAJB0B3A1KlvSxOxmPM3crEKSTgMHImK6R/FeAv6KiHd7Ec+sHzyCMqvTQcpkiV75A3ivh/HMFp1HUGZmViWPoMzMrEpOUGZmViUnKDMzq5ITlJmZVckJyszMqvQ3QZ/vlVAitMQAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1794,7 +1796,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1870,7 +1872,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1977,7 +1979,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2048,7 +2050,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2093,7 +2095,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2145,7 +2147,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2185,7 +2187,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2589,7 +2591,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2599,7 +2601,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2609,7 +2611,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2688,7 +2690,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2698,7 +2700,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2708,7 +2710,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -2895,7 +2897,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3312,7 +3314,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3399,7 +3401,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3439,7 +3441,7 @@ "data": { "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {},